"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Let's plot two of the attributes to see the dispersion patterns\n",
"\n",
"# Set a nicer looking chart style\n",
"plt.style.use('seaborn')\n",
"\n",
"# Generate a Scatterplot of two attributes\n",
"plt.scatter(df['worst radius'], df['worst concavity'], cmap='plasma', edgecolor='k')\n",
"plt.xlabel(\"Worst Radius\")\n",
"plt.ylabel(\"Worst Concavity\")\n",
"plt.title(\"Original Data Scatter Plot\")"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
worst radius
\n",
"
worst concavity
\n",
"
\n",
" \n",
" \n",
"
\n",
"
0
\n",
"
25.38
\n",
"
0.7119
\n",
"
\n",
"
\n",
"
1
\n",
"
24.99
\n",
"
0.2416
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"
\n",
"
\n",
"
2
\n",
"
23.57
\n",
"
0.4504
\n",
"
\n",
"
\n",
"
3
\n",
"
14.91
\n",
"
0.6869
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"
\n",
"
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"
4
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"
22.54
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"
0.4000
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"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" worst radius worst concavity\n",
"0 25.38 0.7119\n",
"1 24.99 0.2416\n",
"2 23.57 0.4504\n",
"3 14.91 0.6869\n",
"4 22.54 0.4000"
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Let's create a subset with only the 2 attributes\n",
"df_sub = df[['worst radius','worst concavity']]\n",
"# Check the first 5 rows of the sub-selection\n",
"df_sub.head(5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## k-Means clustering model\n",
"### Build Model\n",
"---"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[0 0 0 1 0 1 0 1 1 1]\n"
]
}
],
"source": [
"# Define a k-Means clustering model with 2 clusters,\n",
"# and initialization by k-means++\n",
"from sklearn.cluster import KMeans\n",
"km_clus = sklearn.cluster.KMeans(init='k-means++', n_clusters=2)\n",
"\n",
"# fit the model on the first 2 columns\n",
"km_clus.fit(df_sub)\n",
"\n",
"# Return the predicted labels of the model\n",
"km_pred_labels=km_clus.predict(df_sub)\n",
"\n",
"# Print the first 10 predicted labels\n",
"print(km_pred_labels[0:10])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Plot k-Means cluster predictions"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 49,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Let's plot the resulting k-Means predictions on the original scatterplot\n",
"fig_km, ax_km = plt.subplots(figsize=[10,7])\n",
"# Set a nicer looking default chart style\n",
"plt.style.use('seaborn')\n",
"\n",
"# Generate the original Scatterplot of Worst Radius and Worst Concavity\n",
"# this time with colors per cluster by k-Means\n",
"scat = ax_km.scatter(df_sub['worst radius'], df_sub['worst concavity'], c=km_pred_labels, cmap='plasma', edgecolor='k')\n",
"\n",
"# Plot the centroids as a Red X\n",
"centroids = km_clus.cluster_centers_\n",
"ax_km.scatter(centroids[:, 0], centroids[:, 1], \n",
" marker='x', s=200, linewidths=3,\n",
" color='r', zorder=10)\n",
"\n",
"# Create a Mesh Grid on the original plot dimensions for finding the \n",
"# decision boundaries for each cluster (with a minor adjustment of 0.2)\n",
"x_min, x_max = df_sub.iloc[:, 0].min() - 2, df_sub.iloc[:, 0].max() + 2\n",
"y_min, y_max = df_sub.iloc[:, 1].min() - 0.2, df_sub.iloc[:, 1].max() + 0.2\n",
"WRadius_X, Wconcavity_Y = np.meshgrid(np.arange(x_min, x_max, 0.1), \n",
" np.arange(y_min, y_max, 0.1))\n",
"# Score k-Means cluster model across the mesh\n",
"final_grid_km = km_clus.predict(np.c_[WRadius_X.ravel(), Wconcavity_Y.ravel()])\n",
"\n",
"# Draw a contour plot to illustrate the model cluster separation\n",
"final_grid_km = final_grid_km.reshape(WRadius_X.shape)\n",
"ax_km.contour(WRadius_X, Wconcavity_Y, final_grid_km)\n",
"\n",
"ax_km.set_xlabel('Worst Radius', size=13)\n",
"ax_km.set_ylabel(\"Worst Concavity\", size=13)\n",
"ax_km.set_title(\"Worst Radius vs Worst Concavity: 2 Clusters by k-Means\\n\"\n",
" \"k-Means centroids are marked with a red cross\", size=18)\n",
"\n",
"# Add a legend to the chart\n",
"legend1 = ax_km.legend(*scat.legend_elements(num=1),\n",
" loc=\"upper right\", title=\"Cluster\")\n",
"ax_km.add_artist(legend1)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Export the k-Means model to ONNX format\n",
"\n",
"We will create and add the metadata.json file needed by OML Services to the Zip file"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [],
"source": [
"# Write the GMM model to ONNX format. Input data needs to be a numpy format\n",
"clus_onnx = to_onnx(km_clus, df_sub.to_numpy(), target_opset=12)\n",
"# Export the model to a file on disk\n",
"onnxmltools.utils.save_model(clus_onnx, './clus_onnx.onnx')\n",
"# Create the metadata.json file needed by Oracle Machine Learning Services\n",
"metadata = {\"function\":\"clustering\",\"clusteringDistanceOutput\":\"scores\"}\n",
"with open('./metadata.json', mode='w') as f: \n",
" json.dump(metadata, f)\n",
"# Write the final ZIP File to be used in OML Services\n",
"with ZipFile('./clus_onnx.zip', mode='w') as zf:\n",
" zf.write('./metadata.json')\n",
" zf.write('./clus_onnx.onnx')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Gaussian Mixture Model (GMM) clustering\n",
"### Build Model\n",
"---"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"