{
"cells": [
{
"cell_type": "markdown",
"id": "dbaf538f",
"metadata": {},
"source": [
"# Clustering tutorial \n",
"\n",
"This tutorial demonstrates the experimental clustering API for capymoa. \n",
"Clustering data streams refers to grouping data points into clusters as the data continuously flows in, which normally includes two phases: \n",
"\n",
"\n",
"1. **Online Step** \n",
" 1. **Micro-Cluster Formation**: Incoming data points are incrementally processed and assigned to micro-clusters. Micro-clusters are small, temporary clusters that capture local density information and are typically represented by statistical summaries like centroid, weight, and radius.\n",
"\n",
" 2. **Micro-Cluster Maintenance**: The micro-clusters are periodically updated as new data arrives. This includes adjusting the micro-cluster centroids and merging or splitting clusters based on defined thresholds.\n",
"\n",
"2. **Offline Step**: Periodically or upon request, micro-clusters are aggregated into macro-clusters (or simply clusters) to provide a higher-level view of the data.\n",
"\n",
"This is an experimental API might change significantly in the near future. \n",
"\n",
"---\n",
"\n",
"*More information about CapyMOA can be found in* https://www.capymoa.org\n",
"\n",
"**last update on 31/07/2024**"
]
},
{
"cell_type": "markdown",
"id": "f191e28d",
"metadata": {},
"source": [
"## 1. Creating and using a clusterer\n",
"\n",
"- Example using `CluStream` and `kMeans` for the offline step\n",
"- There is not evaluation included in the example below, just updating and plotting the cluster\n",
"- The data is generated using `RandomRBFGeneratorDrift` \n",
"- We use a visualization function to print the clustering state"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "d81046ea",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Processed 100 instances.\n"
]
},
{
"data": {
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",
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