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628 lines
820 KiB
628 lines
820 KiB
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"___\n",
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"\n",
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"<a href='http://www.pieriandata.com'><img src='../Pierian_Data_Logo.png'/></a>\n",
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"___\n",
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"<center><em>Copyright by Pierian Data Inc.</em></center>\n",
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"<center><em>For more information, visit us at <a href='http://www.pieriandata.com'>www.pieriandata.com</a></em></center>"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Introduction to DBSCAN\n",
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"\n",
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"\n",
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"Let's briefly explore visually the differences between DBSCAN and other clustering techniques, such as K-Means Clustering."
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## DBSCAN and Clustering Examples"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"import numpy as np\n",
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"import pandas as pd\n",
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"import matplotlib.pyplot as plt\n",
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"import seaborn as sns"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [],
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"source": [
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"blobs = pd.read_csv('../DATA/cluster_blobs.csv')"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>X1</th>\n",
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" <th>X2</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td>4.645333</td>\n",
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" <td>6.822294</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>4.784032</td>\n",
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" <td>6.422883</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>-5.851786</td>\n",
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" <td>5.774331</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>-7.459592</td>\n",
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" <td>6.456415</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>4.918911</td>\n",
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" <td>6.961479</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"</div>"
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],
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"text/plain": [
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" X1 X2\n",
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"0 4.645333 6.822294\n",
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"1 4.784032 6.422883\n",
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"2 -5.851786 5.774331\n",
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"3 -7.459592 6.456415\n",
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"4 4.918911 6.961479"
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]
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},
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"execution_count": 3,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"blobs.head()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"<AxesSubplot:xlabel='X1', ylabel='X2'>"
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]
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},
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"execution_count": 4,
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"metadata": {},
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"output_type": "execute_result"
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"data": {
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\n",
|
|
"text/plain": [
|
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"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
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"source": [
|
|
"sns.scatterplot(data=blobs,x='X1',y='X2')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"moons = pd.read_csv('../DATA/cluster_moons.csv')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
|
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"<table border=\"1\" class=\"dataframe\">\n",
|
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" <thead>\n",
|
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" <tr style=\"text-align: right;\">\n",
|
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" <th></th>\n",
|
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" <th>X1</th>\n",
|
|
" <th>X2</th>\n",
|
|
" </tr>\n",
|
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" </thead>\n",
|
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" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>0</th>\n",
|
|
" <td>0.674362</td>\n",
|
|
" <td>-0.444625</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>1</th>\n",
|
|
" <td>1.547129</td>\n",
|
|
" <td>-0.239796</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2</th>\n",
|
|
" <td>1.601930</td>\n",
|
|
" <td>-0.230792</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>3</th>\n",
|
|
" <td>0.014563</td>\n",
|
|
" <td>0.449752</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>4</th>\n",
|
|
" <td>1.503476</td>\n",
|
|
" <td>-0.389164</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" X1 X2\n",
|
|
"0 0.674362 -0.444625\n",
|
|
"1 1.547129 -0.239796\n",
|
|
"2 1.601930 -0.230792\n",
|
|
"3 0.014563 0.449752\n",
|
|
"4 1.503476 -0.389164"
|
|
]
|
|
},
|
|
"execution_count": 6,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"moons.head()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 23,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<AxesSubplot:xlabel='X1', ylabel='X2'>"
|
|
]
|
|
},
|
|
"execution_count": 23,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
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"text/plain": [
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"<Figure size 432x288 with 1 Axes>"
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]
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},
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"metadata": {
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"needs_background": "light"
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},
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"output_type": "display_data"
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}
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],
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"source": [
|
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"sns.scatterplot(data=moons,x='X1',y='X2')"
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]
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},
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{
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"cell_type": "code",
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|
"execution_count": 8,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"circles = pd.read_csv('../DATA/cluster_circles.csv')"
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]
|
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},
|
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{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"metadata": {},
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"outputs": [
|
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>X1</th>\n",
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" <th>X2</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td>-0.348677</td>\n",
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" <td>0.010157</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>-0.176587</td>\n",
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" <td>-0.954283</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>0.301703</td>\n",
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" <td>-0.113045</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>-0.782889</td>\n",
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" <td>-0.719468</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>-0.733280</td>\n",
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" <td>-0.757354</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"text/plain": [
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" X1 X2\n",
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"0 -0.348677 0.010157\n",
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"1 -0.176587 -0.954283\n",
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"2 0.301703 -0.113045\n",
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"3 -0.782889 -0.719468\n",
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"4 -0.733280 -0.757354"
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]
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},
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"execution_count": 9,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
|
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"source": [
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"circles.head()"
|
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]
|
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},
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{
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|
"cell_type": "code",
|
|
"execution_count": 10,
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"metadata": {},
|
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"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
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"<AxesSubplot:xlabel='X1', ylabel='X2'>"
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]
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},
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"execution_count": 10,
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"metadata": {},
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"output_type": "execute_result"
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},
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{
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"data": {
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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"sns.scatterplot(data=circles,x='X1',y='X2')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Label Discovery"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def display_categories(model,data):\n",
|
|
" labels = model.fit_predict(data)\n",
|
|
" sns.scatterplot(data=data,x='X1',y='X2',hue=labels,palette='Set1')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Kmeans Results"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"from sklearn.cluster import KMeans\n",
|
|
"model = KMeans(n_clusters = 2)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 27,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"display_categories(model,moons)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"model = KMeans(n_clusters = 3)\n",
|
|
"display_categories(model,blobs)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 25,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"model = KMeans(n_clusters = 2)\n",
|
|
"display_categories(model,circles)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## DBSCAN Results"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 16,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"from sklearn.cluster import DBSCAN"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 17,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"model = DBSCAN(eps=0.6)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 18,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"display_categories(model,blobs)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 28,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 1500x900 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"model = DBSCAN(eps=0.15)\n",
|
|
"plt.figure(figsize=(10,6),dpi=150)\n",
|
|
"display_categories(model,moons)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 20,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"display_categories(model,circles)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"Let's further explore DBSCAN Hyperparameters!"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"anaconda-cloud": {},
|
|
"kernelspec": {
|
|
"display_name": "Python 3",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.8.5"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 1
|
|
}
|