{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "f209f951-d788-4a2a-8dd6-1603a03ef10a",
"metadata": {},
"outputs": [],
"source": [
"#Import required packages\n",
"import pandas as pd\n",
"import numpy as np\n",
"from sklearn.cluster import KMeans"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "2aca1a72-5459-44ba-aaac-1fa9676a8144",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" User ID | \n",
" Subscription Type | \n",
" Number of Logins | \n",
" Avg Session Duration (mins) | \n",
" Feature Usage Count | \n",
" Customer Lifetime (months) | \n",
" Revenue Generated ($) | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" 2561 | \n",
" Free | \n",
" 14 | \n",
" 22.178507 | \n",
" 4 | \n",
" 14 | \n",
" 100.471472 | \n",
"
\n",
" \n",
" | 1 | \n",
" 2562 | \n",
" Pro | \n",
" 17 | \n",
" 31.015401 | \n",
" 7 | \n",
" 16 | \n",
" 160.723959 | \n",
"
\n",
" \n",
" | 2 | \n",
" 2563 | \n",
" Pro | \n",
" 18 | \n",
" 32.819273 | \n",
" 7 | \n",
" 17 | \n",
" 175.226528 | \n",
"
\n",
" \n",
" | 3 | \n",
" 2564 | \n",
" Pro | \n",
" 12 | \n",
" 28.140540 | \n",
" 4 | \n",
" 11 | \n",
" 118.400847 | \n",
"
\n",
" \n",
" | 4 | \n",
" 2565 | \n",
" Free | \n",
" 6 | \n",
" 19.938184 | \n",
" 3 | \n",
" 6 | \n",
" 57.314870 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" User ID Subscription Type Number of Logins Avg Session Duration (mins) \\\n",
"0 2561 Free 14 22.178507 \n",
"1 2562 Pro 17 31.015401 \n",
"2 2563 Pro 18 32.819273 \n",
"3 2564 Pro 12 28.140540 \n",
"4 2565 Free 6 19.938184 \n",
"\n",
" Feature Usage Count Customer Lifetime (months) Revenue Generated ($) \n",
"0 4 14 100.471472 \n",
"1 7 16 160.723959 \n",
"2 7 17 175.226528 \n",
"3 4 11 118.400847 \n",
"4 3 6 57.314870 "
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"users = pd.read_csv(\"software_product_user_data.csv\")\n",
"users.head()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "b248e81e-5733-4b08-b9b8-da931c644cba",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"RangeIndex: 5005 entries, 0 to 5004\n",
"Data columns (total 7 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 User ID 5005 non-null int64 \n",
" 1 Subscription Type 5005 non-null object \n",
" 2 Number of Logins 5005 non-null int64 \n",
" 3 Avg Session Duration (mins) 5005 non-null float64\n",
" 4 Feature Usage Count 5005 non-null int64 \n",
" 5 Customer Lifetime (months) 5005 non-null int64 \n",
" 6 Revenue Generated ($) 5005 non-null float64\n",
"dtypes: float64(2), int64(4), object(1)\n",
"memory usage: 273.8+ KB\n"
]
}
],
"source": [
"users.info()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "4d10fabd-b611-4753-8ced-f11fd3ebfcb4",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Subscription Type | \n",
" Number of Logins | \n",
" Avg Session Duration (mins) | \n",
" Feature Usage Count | \n",
" Customer Lifetime (months) | \n",
" Revenue Generated ($) | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" Free | \n",
" 14 | \n",
" 22.178507 | \n",
" 4 | \n",
" 14 | \n",
" 100.471472 | \n",
"
\n",
" \n",
" | 1 | \n",
" Pro | \n",
" 17 | \n",
" 31.015401 | \n",
" 7 | \n",
" 16 | \n",
" 160.723959 | \n",
"
\n",
" \n",
" | 2 | \n",
" Pro | \n",
" 18 | \n",
" 32.819273 | \n",
" 7 | \n",
" 17 | \n",
" 175.226528 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Subscription Type Number of Logins Avg Session Duration (mins) \\\n",
"0 Free 14 22.178507 \n",
"1 Pro 17 31.015401 \n",
"2 Pro 18 32.819273 \n",
"\n",
" Feature Usage Count Customer Lifetime (months) Revenue Generated ($) \n",
"0 4 14 100.471472 \n",
"1 7 16 160.723959 \n",
"2 7 17 175.226528 "
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"users.drop(['User ID'], axis=1, inplace=True)\n",
"users.head(3)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "c2c1e76f-2d6e-47ee-868f-daad78bd745c",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Subscription Type 0\n",
"Number of Logins 0\n",
"Avg Session Duration (mins) 0\n",
"Feature Usage Count 0\n",
"Customer Lifetime (months) 0\n",
"Revenue Generated ($) 0\n",
"dtype: int64"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"users.isnull().sum(axis=0)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "30c7ba50-a411-4b83-83c1-16130f91b517",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Number of Logins | \n",
" Avg Session Duration (mins) | \n",
" Feature Usage Count | \n",
" Customer Lifetime (months) | \n",
" Revenue Generated ($) | \n",
" Subscription Type_Basic | \n",
" Subscription Type_Free | \n",
" Subscription Type_Pro | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" 14 | \n",
" 22.178507 | \n",
" 4 | \n",
" 14 | \n",
" 100.471472 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
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\n",
" \n",
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" 17 | \n",
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\n",
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" 18 | \n",
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" 7 | \n",
" 17 | \n",
" 175.226528 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
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\n",
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" 12 | \n",
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" 4 | \n",
" 11 | \n",
" 118.400847 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
" | 4 | \n",
" 6 | \n",
" 19.938184 | \n",
" 3 | \n",
" 6 | \n",
" 57.314870 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
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\n",
" \n",
" | ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
"
\n",
" \n",
" | 5000 | \n",
" 848 | \n",
" 214.514978 | \n",
" 98 | \n",
" 151 | \n",
" 1017.381987 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
"
\n",
" \n",
" | 5001 | \n",
" 629 | \n",
" 499.468365 | \n",
" 61 | \n",
" 162 | \n",
" 1916.868861 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
"
\n",
" \n",
" | 5002 | \n",
" 756 | \n",
" 260.627209 | \n",
" 59 | \n",
" 157 | \n",
" 1916.182260 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
"
\n",
" \n",
" | 5003 | \n",
" 737 | \n",
" 437.418414 | \n",
" 97 | \n",
" 196 | \n",
" 1122.133401 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
"
\n",
" \n",
" | 5004 | \n",
" 733 | \n",
" 456.708143 | \n",
" 62 | \n",
" 114 | \n",
" 1961.691771 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
"
\n",
"
5005 rows × 8 columns
\n",
"
"
],
"text/plain": [
" Number of Logins Avg Session Duration (mins) Feature Usage Count \\\n",
"0 14 22.178507 4 \n",
"1 17 31.015401 7 \n",
"2 18 32.819273 7 \n",
"3 12 28.140540 4 \n",
"4 6 19.938184 3 \n",
"... ... ... ... \n",
"5000 848 214.514978 98 \n",
"5001 629 499.468365 61 \n",
"5002 756 260.627209 59 \n",
"5003 737 437.418414 97 \n",
"5004 733 456.708143 62 \n",
"\n",
" Customer Lifetime (months) Revenue Generated ($) \\\n",
"0 14 100.471472 \n",
"1 16 160.723959 \n",
"2 17 175.226528 \n",
"3 11 118.400847 \n",
"4 6 57.314870 \n",
"... ... ... \n",
"5000 151 1017.381987 \n",
"5001 162 1916.868861 \n",
"5002 157 1916.182260 \n",
"5003 196 1122.133401 \n",
"5004 114 1961.691771 \n",
"\n",
" Subscription Type_Basic Subscription Type_Free Subscription Type_Pro \n",
"0 0 1 0 \n",
"1 0 0 1 \n",
"2 0 0 1 \n",
"3 0 0 1 \n",
"4 0 1 0 \n",
"... ... ... ... \n",
"5000 0 1 0 \n",
"5001 0 1 0 \n",
"5002 1 0 0 \n",
"5003 0 1 0 \n",
"5004 0 0 1 \n",
"\n",
"[5005 rows x 8 columns]"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"users_encoded = pd.get_dummies(users, dtype=int)\n",
"users_encoded"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "c949bb36-4c29-4b8f-b8ff-cd612796003d",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Number of Logins | \n",
" Avg Session Duration (mins) | \n",
" Feature Usage Count | \n",
" Customer Lifetime (months) | \n",
" Revenue Generated ($) | \n",
" Subscription Type_Basic | \n",
" Subscription Type_Free | \n",
" Subscription Type_Pro | \n",
"
\n",
" \n",
" \n",
" \n",
" | 0 | \n",
" -0.153450 | \n",
" -0.713851 | \n",
" -0.705241 | \n",
" -0.373419 | \n",
" -0.882313 | \n",
" -0.698119 | \n",
" 1.389980 | \n",
" -0.703825 | \n",
"
\n",
" \n",
" | 1 | \n",
" -0.028792 | \n",
" -0.231600 | \n",
" 0.116455 | \n",
" -0.137126 | \n",
" -0.182664 | \n",
" -0.698119 | \n",
" -0.719435 | \n",
" 1.420809 | \n",
"
\n",
" \n",
" | 2 | \n",
" 0.012761 | \n",
" -0.133158 | \n",
" 0.116455 | \n",
" -0.018979 | \n",
" -0.014261 | \n",
" -0.698119 | \n",
" -0.719435 | \n",
" 1.420809 | \n",
"
\n",
" \n",
" | 3 | \n",
" -0.236555 | \n",
" -0.388488 | \n",
" -0.705241 | \n",
" -0.727860 | \n",
" -0.674118 | \n",
" -0.698119 | \n",
" -0.719435 | \n",
" 1.420809 | \n",
"
\n",
" \n",
" | 4 | \n",
" -0.485871 | \n",
" -0.836111 | \n",
" -0.979139 | \n",
" -1.318593 | \n",
" -1.383445 | \n",
" -0.698119 | \n",
" 1.389980 | \n",
" -0.703825 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Number of Logins Avg Session Duration (mins) Feature Usage Count \\\n",
"0 -0.153450 -0.713851 -0.705241 \n",
"1 -0.028792 -0.231600 0.116455 \n",
"2 0.012761 -0.133158 0.116455 \n",
"3 -0.236555 -0.388488 -0.705241 \n",
"4 -0.485871 -0.836111 -0.979139 \n",
"\n",
" Customer Lifetime (months) Revenue Generated ($) Subscription Type_Basic \\\n",
"0 -0.373419 -0.882313 -0.698119 \n",
"1 -0.137126 -0.182664 -0.698119 \n",
"2 -0.018979 -0.014261 -0.698119 \n",
"3 -0.727860 -0.674118 -0.698119 \n",
"4 -1.318593 -1.383445 -0.698119 \n",
"\n",
" Subscription Type_Free Subscription Type_Pro \n",
"0 1.389980 -0.703825 \n",
"1 -0.719435 1.420809 \n",
"2 -0.719435 1.420809 \n",
"3 -0.719435 1.420809 \n",
"4 1.389980 -0.703825 "
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.preprocessing import StandardScaler\n",
"standardizer = StandardScaler()\n",
"standardizer.fit(users_encoded)\n",
"users_std = pd.DataFrame(standardizer.transform(users_encoded), columns = users_encoded.columns)\n",
"users_std.head()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "0cd8d62d-8ebd-4da6-8910-5c4b7f75fe29",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Number of Logins | \n",
" Avg Session Duration (mins) | \n",
" Feature Usage Count | \n",
" Customer Lifetime (months) | \n",
" Revenue Generated ($) | \n",
" Subscription Type_Basic | \n",
" Subscription Type_Free | \n",
" Subscription Type_Pro | \n",
"
\n",
" \n",
" \n",
" \n",
" | count | \n",
" 5.005000e+03 | \n",
" 5.005000e+03 | \n",
" 5.005000e+03 | \n",
" 5.005000e+03 | \n",
" 5.005000e+03 | \n",
" 5.005000e+03 | \n",
" 5.005000e+03 | \n",
" 5.005000e+03 | \n",
"
\n",
" \n",
" | mean | \n",
" 5.394730e-17 | \n",
" -2.101105e-16 | \n",
" 9.369794e-17 | \n",
" -1.078946e-16 | \n",
" 1.590026e-16 | \n",
" -5.749647e-17 | \n",
" -3.975064e-17 | \n",
" 8.801928e-17 | \n",
"
\n",
" \n",
" | std | \n",
" 1.000100e+00 | \n",
" 1.000100e+00 | \n",
" 1.000100e+00 | \n",
" 1.000100e+00 | \n",
" 1.000100e+00 | \n",
" 1.000100e+00 | \n",
" 1.000100e+00 | \n",
" 1.000100e+00 | \n",
"
\n",
" \n",
" | min | \n",
" -5.274241e-01 | \n",
" -1.378195e+00 | \n",
" -1.253037e+00 | \n",
" -1.436740e+00 | \n",
" -1.466511e+00 | \n",
" -6.981189e-01 | \n",
" -7.194348e-01 | \n",
" -7.038245e-01 | \n",
"
\n",
" \n",
" | 25% | \n",
" -2.781081e-01 | \n",
" -7.001232e-01 | \n",
" -7.052406e-01 | \n",
" -7.278596e-01 | \n",
" -7.404773e-01 | \n",
" -6.981189e-01 | \n",
" -7.194348e-01 | \n",
" -7.038245e-01 | \n",
"
\n",
" \n",
" | 50% | \n",
" -2.879213e-02 | \n",
" -2.020443e-02 | \n",
" -1.574437e-01 | \n",
" -1.897902e-02 | \n",
" -2.035315e-02 | \n",
" -6.981189e-01 | \n",
" -7.194348e-01 | \n",
" -7.038245e-01 | \n",
"
\n",
" \n",
" | 75% | \n",
" 2.205238e-01 | \n",
" 6.659073e-01 | \n",
" 6.642516e-01 | \n",
" 6.899015e-01 | \n",
" 7.245199e-01 | \n",
" 1.432421e+00 | \n",
" 1.389980e+00 | \n",
" 1.420809e+00 | \n",
"
\n",
" \n",
" | max | \n",
" 3.450147e+01 | \n",
" 2.533303e+01 | \n",
" 2.504121e+01 | \n",
" 2.112929e+01 | \n",
" 2.073007e+01 | \n",
" 1.432421e+00 | \n",
" 1.389980e+00 | \n",
" 1.420809e+00 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Number of Logins Avg Session Duration (mins) Feature Usage Count \\\n",
"count 5.005000e+03 5.005000e+03 5.005000e+03 \n",
"mean 5.394730e-17 -2.101105e-16 9.369794e-17 \n",
"std 1.000100e+00 1.000100e+00 1.000100e+00 \n",
"min -5.274241e-01 -1.378195e+00 -1.253037e+00 \n",
"25% -2.781081e-01 -7.001232e-01 -7.052406e-01 \n",
"50% -2.879213e-02 -2.020443e-02 -1.574437e-01 \n",
"75% 2.205238e-01 6.659073e-01 6.642516e-01 \n",
"max 3.450147e+01 2.533303e+01 2.504121e+01 \n",
"\n",
" Customer Lifetime (months) Revenue Generated ($) \\\n",
"count 5.005000e+03 5.005000e+03 \n",
"mean -1.078946e-16 1.590026e-16 \n",
"std 1.000100e+00 1.000100e+00 \n",
"min -1.436740e+00 -1.466511e+00 \n",
"25% -7.278596e-01 -7.404773e-01 \n",
"50% -1.897902e-02 -2.035315e-02 \n",
"75% 6.899015e-01 7.245199e-01 \n",
"max 2.112929e+01 2.073007e+01 \n",
"\n",
" Subscription Type_Basic Subscription Type_Free Subscription Type_Pro \n",
"count 5.005000e+03 5.005000e+03 5.005000e+03 \n",
"mean -5.749647e-17 -3.975064e-17 8.801928e-17 \n",
"std 1.000100e+00 1.000100e+00 1.000100e+00 \n",
"min -6.981189e-01 -7.194348e-01 -7.038245e-01 \n",
"25% -6.981189e-01 -7.194348e-01 -7.038245e-01 \n",
"50% -6.981189e-01 -7.194348e-01 -7.038245e-01 \n",
"75% 1.432421e+00 1.389980e+00 1.420809e+00 \n",
"max 1.432421e+00 1.389980e+00 1.420809e+00 "
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"users_std.describe()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "46e98abb-5535-4f7b-9221-419d07c67f7c",
"metadata": {},
"outputs": [],
"source": [
"from sklearn.cluster import KMeans\n",
"\n",
"wss= {}\n",
"for k in range(1, 21):\n",
" kmeans_loop = KMeans(n_clusters=k,n_init=30,max_iter=300,random_state=1000).fit(users_std)\n",
" clusters = kmeans_loop.labels_\n",
" wss[k] = kmeans_loop.inertia_ # Inertia: Sum of squared distances of samples to their closest cluster center"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "504c16a4-2214-4002-8fd6-71dd6126167d",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"plt.figure()\n",
"\n",
"plt.plot(list(wss.keys()),list(wss.values()), 'bx--')\n",
"plt.xlabel('Number of clusters')\n",
"plt.ylabel('Total within sum of squares')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "05ff3551-07ee-4262-9ef5-fe5369c63b0d",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"## Standard plotting code copied from sklearn documentation.\n",
"## Just change \"X_matrix\" to the data of your choice\n",
"\n",
"from sklearn.metrics import silhouette_samples, silhouette_score\n",
"import matplotlib.cm as cm\n",
"\n",
"### Just change this to your dataframe\n",
"X_matrix = users_std.values\n",
"\n",
"range_n_clusters = [3, 4, 5, 6, 7, 8, 9, 10, 11]\n",
"\n",
"for n_clusters in range_n_clusters:\n",
" fig, (ax1) = plt.subplots()\n",
"\n",
"\n",
" # Initialize the clusterer with n_clusters value and a random generator\n",
" # seed of 10 for reproducibility.\n",
" clusterer = KMeans(n_clusters=n_clusters, random_state=10)\n",
" cluster_labels = clusterer.fit_predict(X_matrix)\n",
"\n",
" # The silhouette_score gives the average value for all the samples.\n",
" # This gives a perspective into the density and separation of the formed\n",
" # clusters\n",
" silhouette_avg = silhouette_score(X_matrix, cluster_labels)\n",
"\n",
" # Compute the silhouette scores for each sample\n",
" sample_silhouette_values = silhouette_samples(X_matrix, cluster_labels)\n",
"\n",
" y_lower = 0\n",
" for i in range(n_clusters):\n",
" # Aggregate the silhouette scores for samples belonging to\n",
" # cluster i, and sort them\n",
" ith_cluster_silhouette_values = \\\n",
" sample_silhouette_values[cluster_labels == i]\n",
"\n",
" ith_cluster_silhouette_values.sort()\n",
"\n",
" size_cluster_i = ith_cluster_silhouette_values.shape[0]\n",
" y_upper = y_lower + size_cluster_i\n",
"\n",
" color = cm.nipy_spectral(float(i) / n_clusters)\n",
" ax1.fill_betweenx(np.arange(y_lower, y_upper),\n",
" 0, ith_cluster_silhouette_values,\n",
" facecolor=color, edgecolor=color, alpha=0.7)\n",
"\n",
" # Label the silhouette plots with their cluster numbers at the middle\n",
" ax1.text(-0.05, y_lower + 0.5 * size_cluster_i, str(i))\n",
"\n",
" # Compute the new y_lower for next plot\n",
" y_lower = y_upper + 10 # 10 for the 0 samples\n",
"\n",
" ax1.set_title(\"The silhouette plot for the various clusters\")\n",
" ax1.set_xlabel(\"The silhouette coefficient values\")\n",
" ax1.set_ylabel(\"Cluster label\")\n",
"\n",
" # The vertical line for average silhouette score of all the values\n",
" ax1.axvline(x=silhouette_avg, color=\"red\", linestyle=\"--\")\n",
"\n",
" ax1.set_yticks([]) # Clear the yaxis labels / ticks\n",
" ax1.set_xticks([-0.2, 0, 0.2, 0.4, 0.6, 0.8, 1])\n",
"\n",
" plt.suptitle((\"For %d clusters, silhouette avg coeff = %f \" % (n_clusters,silhouette_avg)),\n",
" fontsize=14, fontweight='bold')\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "9f3631c0-5518-4624-a536-45b2aad0ac80",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([6, 2, 2, ..., 3, 3, 3], dtype=int32)"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"best_kmeans = KMeans(n_clusters=8, random_state=1240)\n",
"best_kmeans.fit(users_std)\n",
"best_kmeans_labels = best_kmeans.predict(users_std)\n",
"\n",
"best_kmeans_labels"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.12.5"
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},
"nbformat": 4,
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