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@georgehc
Created November 9, 2023 17:11
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 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-v0_8')\n",
"%config InlineBackend.figure_format = 'retina' # if you use a Mac with Retina display\n",
"\n",
"# these next three lines are needed on my old Intel Mac laptop due to some weird software update issue\n",
"import os\n",
"import psutil\n",
"os.environ['LOKY_MAX_CPU_COUNT'] = str(psutil.cpu_count(logical=False))"
]
},
{
"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": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 0.49788, 0.48246, -0.05921, ..., -0.00665, -0.21712, -1.18084],\n",
" [-0.07854, -0.48246, 1.98437, ..., -0.14277, -0.71126, -0.21575],\n",
" [ 0.49788, -0.48246, -0.05921, ..., -1.0145 , -1.37983, 0.40148],\n",
" ...,\n",
" [-0.07854, 0.48246, 0.45468, ..., -1.38502, 0.52975, -0.52593],\n",
" [-0.95197, 0.48246, -0.61113, ..., -2.57309, 1.29221, 1.2247 ],\n",
" [-0.95197, -0.48246, -0.61113, ..., 0.41594, 0.88113, 1.2247 ]])"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"drug_data"
]
},
{
"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": 5,
"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": 6,
"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": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([0.24249161, 0.15598527])"
]
},
"execution_count": 7,
"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": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(-4.773593154663363, 5.23623288148512, -4.951174164365192, 5.077018024134073)"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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"text/plain": [
"<Figure size 800x550 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 466,
"width": 665
}
},
"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": 9,
"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": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(-55.193039131164554, 51.4741174697876, -44.71099033355713, 54.005923652648924)"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 800x550 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 466,
"width": 673
}
},
"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": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<style>#sk-container-id-1 {color: black;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 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-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 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-1 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-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 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-1 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-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 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-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 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-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 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-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>KMeans(n_clusters=6, n_init=1000, random_state=0)</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-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">KMeans</label><div class=\"sk-toggleable__content\"><pre>KMeans(n_clusters=6, n_init=1000, random_state=0)</pre></div></div></div></div></div>"
],
"text/plain": [
"KMeans(n_clusters=6, n_init=1000, random_state=0)"
]
},
"execution_count": 11,
"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": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 18.732716 , 15.31078 ],\n",
" [ 1.9195244, -28.2517 ],\n",
" [-34.5151 , 5.232761 ],\n",
" [ 1.2554346, 32.245243 ],\n",
" [-20.739096 , -8.607383 ],\n",
" [ 29.461699 , -8.84931 ]], dtype=float32)"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"kmeans.cluster_centers_ # cluster centers"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([4, 3, 3, ..., 1, 1, 5], dtype=int32)"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"kmeans.labels_ # cluster assignments"
]
},
{
"cell_type": "code",
"execution_count": 14,
"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": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(-55.193039131164554, 51.4741174697876, -44.71099033355713, 54.005923652648924)"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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",
"text/plain": [
"<Figure size 800x550 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 466,
"width": 673
}
},
"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": 16,
"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>GaussianMixture(n_components=6, n_init=1000, random_state=0)</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\">GaussianMixture</label><div class=\"sk-toggleable__content\"><pre>GaussianMixture(n_components=6, n_init=1000, random_state=0)</pre></div></div></div></div></div>"
],
"text/plain": [
"GaussianMixture(n_components=6, n_init=1000, random_state=0)"
]
},
"execution_count": 16,
"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 centers (the mu's in the lecture slides) and the cluster probabilities (the pi's in the lecture slides). Note that these are not ordered in any particular way."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 27.33928578, -5.06231955],\n",
" [-28.00473701, -0.87852303],\n",
" [ 27.54497997, -32.82091044],\n",
" [ -0.17242347, -28.14388044],\n",
" [-21.76265306, 47.20928969],\n",
" [ 10.70887775, 25.69321578]])"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gmm.means_ # cluster centers"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([0.2506704 , 0.35721647, 0.02750324, 0.12305243, 0.01746803,\n",
" 0.22408943])"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gmm.weights_ # cluster probabilities"
]
},
{
"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": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([0.35721647, 0.2506704 , 0.22408943, 0.12305243, 0.02750324,\n",
" 0.01746803])"
]
},
"execution_count": 19,
"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": 20,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"(-55.193039131164554, 51.4741174697876, -44.71099033355713, 54.005923652648924)"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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",
"text/plain": [
"<Figure size 800x550 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 466,
"width": 673
}
},
"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": [
"Note that `predict` actually first finds the probabilities of each data point being in different clusters, and then makes cluster assignments by assigning each point to the cluster with the highest probability for that point. You can actually directly obtain the probabilities of each point being in different clusters using the `predict_proba` function:"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[0.00462147, 0.96520787, 0. , 0.00000019, 0. ,\n",
" 0.03017047],\n",
" [0.01095733, 0.15080895, 0. , 0. , 0. ,\n",
" 0.83823372],\n",
" [0.00000332, 0.00010035, 0. , 0. , 0. ,\n",
" 0.99989633],\n",
" ...,\n",
" [0.1213918 , 0.02789405, 0. , 0.85071375, 0. ,\n",
" 0.00000039],\n",
" [0.25003871, 0.00141016, 0.00000002, 0.74855103, 0. ,\n",
" 0.00000007],\n",
" [0.99956046, 0.00000001, 0. , 0. , 0. ,\n",
" 0.00043953]])"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gmm.predict_proba(drug_data_normalized_tsne2d)"
]
},
{
"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": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([False, False, False, ..., False, False, False])"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gmm_cluster_assignments == 2"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([-0.60057321, -0.13654528, -0.23939943, -0.50154396, 0.21785189,\n",
" 0.22426887, 0.05680679, 0.48132038, -0.20221792, -0.13418113,\n",
" 0.56354792, 0.68691 ])"
]
},
"execution_count": 23,
"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": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'Feature value')"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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