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Customer Segmentation.ipynb
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{
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"metadata": {
"colab": {
"name": "Customer Segmentation.ipynb",
"provenance": [],
"authorship_tag": "ABX9TyPulIBEoeik69n76SkY+GE1",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/astoeckl/3c12fedbba2d5e593814fdef230dd81c/customer-segmentation.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "hpZW03l4Ln2i",
"outputId": "53224e34-2618-474b-9ced-19762a2aa5c1"
},
"source": [
"from google.colab import drive\n",
"drive.mount('/content/gdrive')\n",
"\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"\n",
"# Read data\n",
"data_csv = \"/content/gdrive/My Drive/Colab Notebooks/2019-Oct.csv\"\n",
"raw_data = pd.read_csv(data_csv)"
],
"execution_count": 1,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Mounted at /content/gdrive\n"
]
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "Z_KShBOAMIMB",
"outputId": "27cd4a72-ea95-409c-89d8-78ac8e03dc09"
},
"source": [
"visitor = raw_data['user_id'].nunique()\n",
"print (\"Visitors: {}\".format(visitor))\n",
"\n",
"products = raw_data['product_id'].nunique()\n",
"print (\"Products: {}\".format(products))"
],
"execution_count": 2,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Visitors: 3022290\n",
"Products: 166794\n"
]
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 584
},
"id": "texkNUMbM9Cr",
"outputId": "03588c71-e135-4bdf-a834-84da3ca54b32"
},
"source": [
"raw_data.loc[raw_data.user_session == \"3c80f0d6-e9ec-4181-8c5c-837a30be2d68\"].sort_values(\n",
" by='event_time')"
],
"execution_count": 3,
"outputs": [
{
"output_type": "execute_result",
"data": {
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>event_time</th>\n",
" <th>event_type</th>\n",
" <th>product_id</th>\n",
" <th>category_id</th>\n",
" <th>category_code</th>\n",
" <th>brand</th>\n",
" <th>price</th>\n",
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" <td>electronics.smartphone</td>\n",
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" <tr>\n",
" <th>308</th>\n",
" <td>2019-10-01 00:04:37 UTC</td>\n",
" <td>purchase</td>\n",
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" <td>electronics.smartphone</td>\n",
" <td>apple</td>\n",
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" <td>2019-10-01 00:05:10 UTC</td>\n",
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" <td>electronics.audio.headphone</td>\n",
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" <td>2019-10-01 00:09:54 UTC</td>\n",
" <td>purchase</td>\n",
" <td>4804056</td>\n",
" <td>2053013554658804075</td>\n",
" <td>electronics.audio.headphone</td>\n",
" <td>apple</td>\n",
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" <td>2019-10-01 00:10:52 UTC</td>\n",
" <td>view</td>\n",
" <td>4802036</td>\n",
" <td>2053013554658804075</td>\n",
" <td>electronics.audio.headphone</td>\n",
" <td>apple</td>\n",
" <td>171.56</td>\n",
" <td>551377651</td>\n",
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" </tr>\n",
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],
"text/plain": [
" event_time ... user_session\n",
"127 2019-10-01 00:01:45 UTC ... 3c80f0d6-e9ec-4181-8c5c-837a30be2d68\n",
"152 2019-10-01 00:02:08 UTC ... 3c80f0d6-e9ec-4181-8c5c-837a30be2d68\n",
"200 2019-10-01 00:02:47 UTC ... 3c80f0d6-e9ec-4181-8c5c-837a30be2d68\n",
"308 2019-10-01 00:04:37 UTC ... 3c80f0d6-e9ec-4181-8c5c-837a30be2d68\n",
"328 2019-10-01 00:05:10 UTC ... 3c80f0d6-e9ec-4181-8c5c-837a30be2d68\n",
"362 2019-10-01 00:05:46 UTC ... 3c80f0d6-e9ec-4181-8c5c-837a30be2d68\n",
"383 2019-10-01 00:06:07 UTC ... 3c80f0d6-e9ec-4181-8c5c-837a30be2d68\n",
"530 2019-10-01 00:08:53 UTC ... 3c80f0d6-e9ec-4181-8c5c-837a30be2d68\n",
"569 2019-10-01 00:09:24 UTC ... 3c80f0d6-e9ec-4181-8c5c-837a30be2d68\n",
"603 2019-10-01 00:09:54 UTC ... 3c80f0d6-e9ec-4181-8c5c-837a30be2d68\n",
"667 2019-10-01 00:10:52 UTC ... 3c80f0d6-e9ec-4181-8c5c-837a30be2d68\n",
"\n",
"[11 rows x 9 columns]"
]
},
"metadata": {},
"execution_count": 3
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 595
},
"id": "XiU_rrEzNAIC",
"outputId": "07cdc8ad-7833-4b9d-9f3c-a1cf62cb0331"
},
"source": [
"raw_data[raw_data.user_id == 551377651].sort_values(by='event_time')"
],
"execution_count": 4,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
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" <td>2019-10-01 00:00:41 UTC</td>\n",
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" <td>2019-10-01 00:02:08 UTC</td>\n",
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" <td>2053013555631882655</td>\n",
" <td>electronics.smartphone</td>\n",
" <td>apple</td>\n",
" <td>642.69</td>\n",
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" </tr>\n",
" <tr>\n",
" <th>308</th>\n",
" <td>2019-10-01 00:04:37 UTC</td>\n",
" <td>purchase</td>\n",
" <td>1002532</td>\n",
" <td>2053013555631882655</td>\n",
" <td>electronics.smartphone</td>\n",
" <td>apple</td>\n",
" <td>642.69</td>\n",
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" <tr>\n",
" <th>33574672</th>\n",
" <td>2019-10-25 05:55:34 UTC</td>\n",
" <td>purchase</td>\n",
" <td>1004858</td>\n",
" <td>2053013555631882655</td>\n",
" <td>electronics.smartphone</td>\n",
" <td>samsung</td>\n",
" <td>131.53</td>\n",
" <td>551377651</td>\n",
" <td>6036eaf8-9974-4942-a0e8-cd9f8bcb2ba0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33575311</th>\n",
" <td>2019-10-25 05:56:06 UTC</td>\n",
" <td>view</td>\n",
" <td>1004858</td>\n",
" <td>2053013555631882655</td>\n",
" <td>electronics.smartphone</td>\n",
" <td>samsung</td>\n",
" <td>131.53</td>\n",
" <td>551377651</td>\n",
" <td>6036eaf8-9974-4942-a0e8-cd9f8bcb2ba0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33575493</th>\n",
" <td>2019-10-25 05:56:16 UTC</td>\n",
" <td>cart</td>\n",
" <td>1004858</td>\n",
" <td>2053013555631882655</td>\n",
" <td>electronics.smartphone</td>\n",
" <td>samsung</td>\n",
" <td>131.53</td>\n",
" <td>551377651</td>\n",
" <td>6036eaf8-9974-4942-a0e8-cd9f8bcb2ba0</td>\n",
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" <tr>\n",
" <th>33576017</th>\n",
" <td>2019-10-25 05:56:40 UTC</td>\n",
" <td>purchase</td>\n",
" <td>1004858</td>\n",
" <td>2053013555631882655</td>\n",
" <td>electronics.smartphone</td>\n",
" <td>samsung</td>\n",
" <td>131.53</td>\n",
" <td>551377651</td>\n",
" <td>6036eaf8-9974-4942-a0e8-cd9f8bcb2ba0</td>\n",
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" <tr>\n",
" <th>33576532</th>\n",
" <td>2019-10-25 05:57:05 UTC</td>\n",
" <td>view</td>\n",
" <td>1004858</td>\n",
" <td>2053013555631882655</td>\n",
" <td>electronics.smartphone</td>\n",
" <td>samsung</td>\n",
" <td>131.53</td>\n",
" <td>551377651</td>\n",
" <td>6036eaf8-9974-4942-a0e8-cd9f8bcb2ba0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>106 rows × 9 columns</p>\n",
"</div>"
],
"text/plain": [
" event_time ... user_session\n",
"51 2019-10-01 00:00:41 UTC ... ca11a570-47da-4630-898b-9a03127703da\n",
"127 2019-10-01 00:01:45 UTC ... 3c80f0d6-e9ec-4181-8c5c-837a30be2d68\n",
"152 2019-10-01 00:02:08 UTC ... 3c80f0d6-e9ec-4181-8c5c-837a30be2d68\n",
"200 2019-10-01 00:02:47 UTC ... 3c80f0d6-e9ec-4181-8c5c-837a30be2d68\n",
"308 2019-10-01 00:04:37 UTC ... 3c80f0d6-e9ec-4181-8c5c-837a30be2d68\n",
"... ... ... ...\n",
"33574672 2019-10-25 05:55:34 UTC ... 6036eaf8-9974-4942-a0e8-cd9f8bcb2ba0\n",
"33575311 2019-10-25 05:56:06 UTC ... 6036eaf8-9974-4942-a0e8-cd9f8bcb2ba0\n",
"33575493 2019-10-25 05:56:16 UTC ... 6036eaf8-9974-4942-a0e8-cd9f8bcb2ba0\n",
"33576017 2019-10-25 05:56:40 UTC ... 6036eaf8-9974-4942-a0e8-cd9f8bcb2ba0\n",
"33576532 2019-10-25 05:57:05 UTC ... 6036eaf8-9974-4942-a0e8-cd9f8bcb2ba0\n",
"\n",
"[106 rows x 9 columns]"
]
},
"metadata": {},
"execution_count": 4
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 452
},
"id": "vWIcJDv8NHVK",
"outputId": "13cfdb6f-32f4-45ba-90f8-2a5db1062e60"
},
"source": [
"import matplotlib.dates as dates\n",
"from datetime import datetime\n",
"\n",
"%matplotlib inline\n",
"\n",
"d = raw_data.loc[:,['event_time','user_id']]\n",
"d['event_time'] = d['event_time'].apply(lambda s: str(s)[0:10])\n",
"\n",
"visitor_by_date = d.drop_duplicates().groupby(['event_time'])['user_id'].agg(['count'])\n",
"\n",
"x = pd.Series(visitor_by_date.index.values).apply(\n",
" lambda s: datetime.strptime(s, '%Y-%m-%d').date())\n",
"y = visitor_by_date['count']\n",
"plt.rcParams['figure.figsize'] = (20,8)\n",
"\n",
"plt.plot(x,y)\n",
"plt.show()"
],
"execution_count": 5,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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"text/plain": [
"<Figure size 1440x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 704
},
"id": "JD7EjzZMNRZy",
"outputId": "e7a1a5cf-be0c-423c-fade-42414f49e501"
},
"source": [
"labels = ['Pageviews', 'Cart Events','Purchases']\n",
"size = raw_data['event_type'].value_counts()\n",
"colors = [ '#004675', '#B7CCE8', '#669FD1']\n",
"\n",
"plt.rcParams['figure.figsize'] = (12, 12)\n",
"plt.pie(size, colors = colors, labels = labels, autopct = '%.2f%%')\n",
"plt.title('Event Types', fontsize = 20)\n",
"plt.axis('off')\n",
"plt.legend()\n",
"plt.show()"
],
"execution_count": 6,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x864 with 1 Axes>"
]
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "I5y-SI3pNXJZ"
},
"source": [
"user_features = pd.DataFrame(raw_data.groupby(by=['user_id'])['user_session'].count()).rename(\n",
" columns = {'user_session':'Pageviews'})\n",
"\n",
"user_features.loc[:, 'Sessions'] = raw_data.groupby(by=['user_id'])['user_session'].nunique()\n",
"purchases = raw_data.query('event_type == \"purchase\"').groupby(by=['user_id'])['price'].count()\n",
"features = pd.merge(user_features, purchases, how = 'left', on='user_id').rename(\n",
" columns = {'price':'ItemsBuyed'})\n",
"carts = raw_data.query('event_type == \"cart\"').groupby(by=['user_id'])['price'].count()\n",
"features = pd.merge(features, carts, how = 'left', on='user_id').rename(\n",
" columns = {'price':'ItemsInCart'})\n",
"totalprice = raw_data.query('event_type == \"purchase\"').groupby(by=['user_id'])['price'].sum()\n",
"features = pd.merge(features, totalprice, how = 'left', on='user_id').rename(\n",
" columns = {'price':'totalPrice'})\n",
"features = features.fillna(0)\n",
"\n",
"features['pricePerSession'] = features['totalPrice'] / features['Sessions']\n",
"features['pagesPerSession'] = features['Pageviews'] / features['Sessions']\n",
"features['cartsPerSession'] = features['ItemsInCart'] / features['Sessions']"
],
"execution_count": 9,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "AM_-hfhwNyYr"
},
"source": [
"purchase = raw_data.query('event_type == \"purchase\"')\n",
"purchase = purchase.dropna(axis='rows')"
],
"execution_count": 10,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "FaFhYLn5N2Hz",
"outputId": "64b5a4cb-57b9-46a2-8619-ee7319aa65bc"
},
"source": [
"print(purchase.groupby('user_id').user_id.agg([len]).mean())\n",
"print(purchase.groupby('user_id').price.agg([sum]).mean())"
],
"execution_count": 11,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"len 2.085851\n",
"dtype: float64\n",
"sum 773.853133\n",
"dtype: float64\n"
]
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 622
},
"id": "0janGoVuOA0N",
"outputId": "fece896c-bef7-4b97-9d0e-9254a4d77a90"
},
"source": [
"\n",
"purchases_with_brands = purchase.loc[purchase.brand.notnull()]\n",
"top_sellers = purchases_with_brands.groupby('brand').brand.agg([len]).sort_values(\n",
" by='len', ascending=False)\n",
"top_sellers.head(10).plot(kind='bar', figsize=(20,10))"
],
"execution_count": 12,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7ff5abad8dd0>"
]
},
"metadata": {},
"execution_count": 12
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "UvkEJqzwOE5k"
},
"source": [
"pd.options.mode.chained_assignment = None \n",
"topbrands = list(top_sellers[:5].index)\n",
"\n",
"purchase.loc[(purchase['brand'] != topbrands[0]) & (purchase['brand'] != topbrands[1])\n",
"& (purchase['brand'] != topbrands[2]) & (purchase['brand'] != topbrands[3]) \n",
"& (purchase['brand'] != topbrands[1])\n",
"& (purchase['brand'] != topbrands[4]),\"brand\"] = \"other\""
],
"execution_count": 13,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "sqjQcPDHOIHE",
"outputId": "194539c0-ba34-41fa-ce09-c69f7d773ec2"
},
"source": [
"br = topbrands\n",
"br.append('other')\n",
"print(br)\n",
"for brandkat in br:\n",
" purchase[brandkat] = purchase[purchase[\"brand\"] == brandkat]['price']\n",
" purchase[brandkat].fillna(0, inplace = True)"
],
"execution_count": 14,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"['samsung', 'apple', 'xiaomi', 'huawei', 'oppo', 'other']\n"
]
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 628
},
"id": "9sSxTAHPOMhU",
"outputId": "0fc6d515-9e71-4d0e-e724-9e05022e69dd"
},
"source": [
"purchase[\"category_code_level1\"] = purchase[\"category_code\"].str.split(\n",
" \".\",expand=True)[0].astype('category')\n",
"purchase[\"category_code_level1\"].value_counts().plot(kind='bar', figsize=(20,10))"
],
"execution_count": 15,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7ff5a4824210>"
]
},
"metadata": {},
"execution_count": 15
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "DCpGAwG2OQZN",
"outputId": "a697675a-1349-4728-8cbe-ab09603390cc"
},
"source": [
"kats = purchase[\"category_code_level1\"].unique()\n",
"print(kats)\n",
"for kat in kats:\n",
" purchase[kat] = purchase[purchase[\"category_code_level1\"] == kat]['price']\n",
" purchase[kat].fillna(0, inplace = True)\n",
"\n",
"purchase.drop(columns = ['event_time', 'event_type', 'product_id', 'category_id',\t\n",
" 'category_code', 'brand',\t'price',\t'user_session'], inplace=True)\n",
"purchase_features = purchase.groupby(by=['user_id']).sum()"
],
"execution_count": 16,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"['electronics', 'furniture', 'appliances', 'auto', 'computers', ..., 'stationery', 'kids', 'medicine', 'sport', 'country_yard']\n",
"Length: 13\n",
"Categories (13, object): ['electronics', 'furniture', 'appliances', 'auto', ..., 'kids', 'medicine',\n",
" 'sport', 'country_yard']\n"
]
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "O-o15emsOUT9",
"outputId": "69324efd-c073-4436-9071-da7a8927bfe9"
},
"source": [
"features = pd.merge(features, purchase_features, how = 'left', on='user_id')\n",
"features = features.fillna(0)\n",
"features.shape"
],
"execution_count": 17,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"(3022290, 27)"
]
},
"metadata": {},
"execution_count": 17
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "tb-U-zMBOYC1",
"outputId": "e9df9067-992b-41ec-d1a7-b03506fea3ef"
},
"source": [
"features = features[:50000]\n",
"\n",
"matrix = features.values\n",
"matrix"
],
"execution_count": 18,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"array([[ 1., 1., 0., ..., 0., 0., 0.],\n",
" [ 1., 1., 0., ..., 0., 0., 0.],\n",
" [ 1., 1., 0., ..., 0., 0., 0.],\n",
" ...,\n",
" [17., 6., 1., ..., 0., 0., 0.],\n",
" [15., 2., 0., ..., 0., 0., 0.],\n",
" [14., 11., 0., ..., 0., 0., 0.]])"
]
},
"metadata": {},
"execution_count": 18
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "zNDchDiEObY9"
},
"source": [
"from sklearn.preprocessing import StandardScaler\n",
"\n",
"scaler = StandardScaler()\n",
"scaler.fit(matrix)\n",
"scaled_matrix = scaler.transform(matrix)"
],
"execution_count": 19,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 907
},
"id": "NHGPdKtqOfol",
"outputId": "625bb990-2138-41bd-8ca1-feec56962b0a"
},
"source": [
"from sklearn.cluster import KMeans, MiniBatchKMeans\n",
"from sklearn.metrics import silhouette_samples, silhouette_score\n",
"\n",
"scores = []\n",
"n_clusters = [5,6,7,8,9,10,11,12,13,14,15]\n",
"\n",
"for n_clu in n_clusters:\n",
" kmeans = MiniBatchKMeans(init='k-means++', n_clusters=n_clu, batch_size=10000)\n",
" kmeans.fit(scaled_matrix)\n",
" clusters_clients = kmeans.predict(scaled_matrix)\n",
" silhouette_avg = silhouette_score(scaled_matrix, clusters_clients)\n",
" print('Silhouette Score: {:<.3f}'.format(silhouette_avg))\n",
" scores.append(silhouette_avg)\n",
"plt.plot(n_clusters, scores)"
],
"execution_count": 20,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Silhouette Score: 0.253\n",
"Silhouette Score: 0.692\n",
"Silhouette Score: -0.176\n",
"Silhouette Score: 0.262\n",
"Silhouette Score: 0.275\n",
"Silhouette Score: 0.228\n",
"Silhouette Score: 0.242\n",
"Silhouette Score: 0.270\n",
"Silhouette Score: 0.191\n",
"Silhouette Score: 0.350\n",
"Silhouette Score: 0.232\n"
]
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7ff5a4e25050>]"
]
},
"metadata": {},
"execution_count": 20
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x864 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "79y4qAl1Oip1"
},
"source": [
"\n",
"n_clusters = 12\n",
"kmeans = MiniBatchKMeans(init='k-means++', n_clusters=n_clusters, batch_size=10000)\n",
"kmeans.fit(scaled_matrix)\n",
"clusters_clients = kmeans.predict(scaled_matrix)"
],
"execution_count": 21,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 390
},
"id": "9En5swjUOkyd",
"outputId": "6c15a632-4541-45f8-c074-1c35598701e9"
},
"source": [
"anzahlen = pd.DataFrame(pd.Series(clusters_clients).value_counts(), columns = ['Users']).T\n",
"print(anzahlen)\n",
"anzahlen.plot(kind='bar', figsize=(15,5))"
],
"execution_count": 22,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
" 9 4 6 5 1 0 2 10 3 8 11 7 \n",
"Users 14462 8494 6353 4535 3856 3188 2433 2128 2105 2005 391 50\n"
]
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7ff5a4e395d0>"
]
},
"metadata": {},
"execution_count": 22
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 623
},
"id": "DwU_UeTIOpWt",
"outputId": "ef49e7cd-2bc1-493f-f775-460cb7ffc4eb"
},
"source": [
"from sklearn.manifold import TSNE\n",
"import seaborn as sns\n",
"colors = [\"#7e6f5d\", \"#81cc49\",\"#777aca\",\"#daa520\",\"#0a0082\",\"#4b0082\",\"#66012e\",\"#cd025c\",\n",
" \"#adabe2\",\"#dbe485\",\"#ff035c\",\"#ebe306\",\"#66ff99\",\"#323001\",\"#127d69\"]\n",
"\n",
"X = matrix\n",
"\n",
"X_embedded = TSNE(n_components=2).fit_transform(X)\n",
"\n",
"df_subset = pd.DataFrame()\n",
"df_subset['tsne1'] = X_embedded[:,0]\n",
"df_subset['tsne2'] = X_embedded[:,1]\n",
"\n",
"plt.figure(figsize=(16,10))\n",
"sns.scatterplot(\n",
" x=\"tsne1\", y=\"tsne2\",\n",
" hue=clusters_clients,\n",
" palette=sns.color_palette(colors[:n_clusters]),\n",
" data=df_subset,\n",
" legend=\"full\",\n",
" alpha=0.3\n",
")"
],
"execution_count": 23,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7ff5a4ecfb50>"
]
},
"metadata": {},
"execution_count": 23
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 623
},
"id": "hIEZERfwOrg2",
"outputId": "dcba82cd-885e-46f5-cb9e-50a1bdba64b6"
},
"source": [
"n_clusters = 5\n",
"\n",
"kmeans = MiniBatchKMeans(init='k-means++', n_clusters=n_clusters, batch_size=10000)\n",
"kmeans.fit(scaled_matrix)\n",
"clusters_clients = kmeans.predict(scaled_matrix)\n",
"\n",
"plt.figure(figsize=(16,10))\n",
"sns.scatterplot(\n",
" x=\"tsne1\", y=\"tsne2\",\n",
" hue=clusters_clients,\n",
" palette=sns.color_palette(colors[:n_clusters]),\n",
" data=df_subset,\n",
" legend=\"full\",\n",
" alpha=0.3\n",
")"
],
"execution_count": 24,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7ff5a4a4cc50>"
]
},
"metadata": {},
"execution_count": 24
},
{
"output_type": "display_data",
"data": {
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