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AhAzizPy/AllLife Bank Customer Segmentation - EDA and Clustering Project.ipynb

Created July 5, 2022 06:17
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AllLife Bank Credit Card Customer Segmentation: To identify different segments in the existing customer, based on their spending patterns as well as past interaction with the bank, using clustering algorithms, and provide recommendations to the bank on how to better market to and service these customers.
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AllLife Bank Customer Segmentation - EDA and Clustering Project.ipynb
{
"cells": [
{
"cell_type": "markdown",
"id": "2029ee32",
"metadata": {},
"source": [
"# AllLife Bank Customer Segmentation - EDA and Clustering Project\n",
"*by Ahmad Abdelaziz*\n",
"\n",
"Background and Context\n",
"\n",
"AllLife Bank wants to focus on its credit card customer base in the next financial year. They have been advised by their marketing research team, that the penetration in the market can be improved. Based on this input, the Marketing team proposes to run personalized campaigns to target new customers as well as upsell to existing customers. Another insight from the market research was that the customers perceive the support services of the back poorly. Based on this, the Operations team wants to upgrade the service delivery model, to ensure that customer queries are resolved faster. Head of Marketing and Head of Delivery both decide to reach out to the Data Science team for help.\n",
"\n",
"Objective is to identify different segments in the existing customer, based on their spending patterns as well as past interaction with the bank, using clustering algorithms, and provide recommendations to the bank on how to better market to and service these customers.\n",
"\n",
"Data Dictionary:\n",
"- `Sl_No`: Primary key of the records\n",
"- `Customer Key`: Customer identification number\n",
"- `Average Credit Limit`: Average credit limit of each customer for all credit cards\n",
"- `Total credit cards`: Total number of credit cards possessed by the customer\n",
"- `Total visits bank`: Total number of visits that customer made (yearly) personally to the bank\n",
"- `Total visits online`: Total number of visits or online logins made by the customer (yearly)\n",
"- `Total calls made`: Total number of calls made by the customer to the bank or its customer service department(yearly)\n",
"\n",
"### Contents:\n",
"\n",
"### A. Data Preprocessing\n",
"* Column Data check\n",
"* Check the column Data types and its applicability for analysis / transformation\n",
"* Feature engineering\n",
"* Missing value treatment\n",
"* Duplicate observations check\n",
"\n",
"### B. EDA\n",
"* Univariate analysis\n",
"* Bivariate analysis\n",
"* EDA Observations\n",
"\n",
"### C. Data transformation\n",
"\n",
"### D. K-means Clustering\n",
"* Plot the Elbow curve and applying K-mean clustering\n",
"* Check Silhouette Scores\n",
"* Figure out appropriate number of clusters\n",
"* Cluster Profiling\n",
"\n",
"### E. Hierarchical Clustering\n",
"* Apply Hierarchical clustering with different linkage methods\n",
"* Check cophenetic correlations for different linkage and distance measures\n",
"* Ploting dendrograms for different linkage methods\n",
"* Figure out appropriate number of clusters\n",
"* Cluster Profiling\n",
"\n",
"### F. K-means vs Hierarchical Clustering Comparison\n",
"\n",
"### G. Insights & Recommendations\n",
"* Recommendation"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "d2fc2196",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"\n",
"import matplotlib.pylab as plt\n",
"%matplotlib inline\n",
"\n",
"import seaborn as sns\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.cluster import KMeans\n",
"\n",
"from scipy.stats import zscore\n",
"\n",
"# To supress warnings\n",
"import warnings\n",
"\n",
"warnings.filterwarnings(\"ignore\")"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "7a3b89d2",
"metadata": {},
"outputs": [],
"source": [
"# Loading the dataset\n",
"ccc = pd.read_excel(\"Credit+Card+Customer+Data.xlsx\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "4a72b5af",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(660, 7)"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#Checking the overall size of the dataset\n",
"ccc.shape"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "0ecef6bc",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Sl_No</th>\n",
" <th>Customer Key</th>\n",
" <th>Avg_Credit_Limit</th>\n",
" <th>Total_Credit_Cards</th>\n",
" <th>Total_visits_bank</th>\n",
" <th>Total_visits_online</th>\n",
" <th>Total_calls_made</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>36</th>\n",
" <td>37</td>\n",
" <td>46388</td>\n",
" <td>9000</td>\n",
" <td>3</td>\n",
" <td>1</td>\n",
" <td>4</td>\n",
" <td>10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>86</th>\n",
" <td>87</td>\n",
" <td>47296</td>\n",
" <td>6000</td>\n",
" <td>4</td>\n",
" <td>1</td>\n",
" <td>3</td>\n",
" <td>7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>583</th>\n",
" <td>584</td>\n",
" <td>47703</td>\n",
" <td>52000</td>\n",
" <td>6</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>195</th>\n",
" <td>196</td>\n",
" <td>98288</td>\n",
" <td>8000</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>4</td>\n",
" <td>8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>103</th>\n",
" <td>104</td>\n",
" <td>73007</td>\n",
" <td>13000</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>179</th>\n",
" <td>180</td>\n",
" <td>11412</td>\n",
" <td>19000</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>3</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>535</th>\n",
" <td>536</td>\n",
" <td>29176</td>\n",
" <td>28000</td>\n",
" <td>4</td>\n",
" <td>5</td>\n",
" <td>1</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>635</th>\n",
" <td>636</td>\n",
" <td>70974</td>\n",
" <td>114000</td>\n",
" <td>10</td>\n",
" <td>1</td>\n",
" <td>7</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>71</th>\n",
" <td>72</td>\n",
" <td>35149</td>\n",
" <td>6000</td>\n",
" <td>3</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>268</th>\n",
" <td>269</td>\n",
" <td>97109</td>\n",
" <td>17000</td>\n",
" <td>6</td>\n",
" <td>5</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Sl_No Customer Key Avg_Credit_Limit Total_Credit_Cards \\\n",
"36 37 46388 9000 3 \n",
"86 87 47296 6000 4 \n",
"583 584 47703 52000 6 \n",
"195 196 98288 8000 2 \n",
"103 104 73007 13000 1 \n",
"179 180 11412 19000 2 \n",
"535 536 29176 28000 4 \n",
"635 636 70974 114000 10 \n",
"71 72 35149 6000 3 \n",
"268 269 97109 17000 6 \n",
"\n",
" Total_visits_bank Total_visits_online Total_calls_made \n",
"36 1 4 10 \n",
"86 1 3 7 \n",
"583 2 0 0 \n",
"195 1 4 8 \n",
"103 0 3 7 \n",
"179 2 3 4 \n",
"535 5 1 3 \n",
"635 1 7 2 \n",
"71 2 2 7 \n",
"268 5 0 0 "
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ccc.sample(10)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "94add3bc",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>count</th>\n",
" <th>mean</th>\n",
" <th>std</th>\n",
" <th>min</th>\n",
" <th>25%</th>\n",
" <th>50%</th>\n",
" <th>75%</th>\n",
" <th>max</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Sl_No</th>\n",
" <td>660.0</td>\n",
" <td>330.500000</td>\n",
" <td>190.669872</td>\n",
" <td>1.0</td>\n",
" <td>165.75</td>\n",
" <td>330.5</td>\n",
" <td>495.25</td>\n",
" <td>660.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Customer Key</th>\n",
" <td>660.0</td>\n",
" <td>55141.443939</td>\n",
" <td>25627.772200</td>\n",
" <td>11265.0</td>\n",
" <td>33825.25</td>\n",
" <td>53874.5</td>\n",
" <td>77202.50</td>\n",
" <td>99843.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Avg_Credit_Limit</th>\n",
" <td>660.0</td>\n",
" <td>34574.242424</td>\n",
" <td>37625.487804</td>\n",
" <td>3000.0</td>\n",
" <td>10000.00</td>\n",
" <td>18000.0</td>\n",
" <td>48000.00</td>\n",
" <td>200000.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Total_Credit_Cards</th>\n",
" <td>660.0</td>\n",
" <td>4.706061</td>\n",
" <td>2.167835</td>\n",
" <td>1.0</td>\n",
" <td>3.00</td>\n",
" <td>5.0</td>\n",
" <td>6.00</td>\n",
" <td>10.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Total_visits_bank</th>\n",
" <td>660.0</td>\n",
" <td>2.403030</td>\n",
" <td>1.631813</td>\n",
" <td>0.0</td>\n",
" <td>1.00</td>\n",
" <td>2.0</td>\n",
" <td>4.00</td>\n",
" <td>5.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Total_visits_online</th>\n",
" <td>660.0</td>\n",
" <td>2.606061</td>\n",
" <td>2.935724</td>\n",
" <td>0.0</td>\n",
" <td>1.00</td>\n",
" <td>2.0</td>\n",
" <td>4.00</td>\n",
" <td>15.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Total_calls_made</th>\n",
" <td>660.0</td>\n",
" <td>3.583333</td>\n",
" <td>2.865317</td>\n",
" <td>0.0</td>\n",
" <td>1.00</td>\n",
" <td>3.0</td>\n",
" <td>5.00</td>\n",
" <td>10.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" count mean std min 25% \\\n",
"Sl_No 660.0 330.500000 190.669872 1.0 165.75 \n",
"Customer Key 660.0 55141.443939 25627.772200 11265.0 33825.25 \n",
"Avg_Credit_Limit 660.0 34574.242424 37625.487804 3000.0 10000.00 \n",
"Total_Credit_Cards 660.0 4.706061 2.167835 1.0 3.00 \n",
"Total_visits_bank 660.0 2.403030 1.631813 0.0 1.00 \n",
"Total_visits_online 660.0 2.606061 2.935724 0.0 1.00 \n",
"Total_calls_made 660.0 3.583333 2.865317 0.0 1.00 \n",
"\n",
" 50% 75% max \n",
"Sl_No 330.5 495.25 660.0 \n",
"Customer Key 53874.5 77202.50 99843.0 \n",
"Avg_Credit_Limit 18000.0 48000.00 200000.0 \n",
"Total_Credit_Cards 5.0 6.00 10.0 \n",
"Total_visits_bank 2.0 4.00 5.0 \n",
"Total_visits_online 2.0 4.00 15.0 \n",
"Total_calls_made 3.0 5.00 10.0 "
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#Display basic descriptive statistics around the data\n",
"ccc.describe(include=\"all\").T"
]
},
{
"cell_type": "markdown",
"id": "a21bebcb",
"metadata": {},
"source": [
"## A. **Data Preprocessing**\n",
"#### 1. First, Check if all columns contain important data to be analysed and for the model that will be built later"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "11923118",
"metadata": {},
"outputs": [],
"source": [
"#Drop the client number as it is a bank specific number and not important for analysis\n",
"ccc.drop('Sl_No',axis=1,inplace=True)\n",
"ccc.drop('Customer Key',axis=1,inplace=True)"
]
},
{
"cell_type": "markdown",
"id": "05ce27fc",
"metadata": {},
"source": [
"#### 2. Check the column Data types and its applicability for analysis / transformation"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "c63191c4",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 660 entries, 0 to 659\n",
"Data columns (total 5 columns):\n",
" # Column Non-Null Count Dtype\n",
"--- ------ -------------- -----\n",
" 0 Avg_Credit_Limit 660 non-null int64\n",
" 1 Total_Credit_Cards 660 non-null int64\n",
" 2 Total_visits_bank 660 non-null int64\n",
" 3 Total_visits_online 660 non-null int64\n",
" 4 Total_calls_made 660 non-null int64\n",
"dtypes: int64(5)\n",
"memory usage: 25.9 KB\n"
]
}
],
"source": [
"#using info method to check on available datapoints and their type\n",
"ccc.info()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "1050fd6e",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"11"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# let's check for duplicate values in the data\n",
"ccc.duplicated(keep='last').sum()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "d0ef601b",
"metadata": {},
"outputs": [],
"source": [
"# Dropping Duplicates\n",
"ccc.drop_duplicates(keep='last',inplace=True)"
]
},
{
"cell_type": "markdown",
"id": "50da9c1b",
"metadata": {},
"source": [
"## B. EDA"
]
},
{
"cell_type": "markdown",
"id": "de59353f",
"metadata": {},
"source": [
"### Univariate Analysis"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "d5ca725c",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x1008 with 6 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# creating histograms for numerical variables\n",
"ccc.hist(figsize=(14, 14))\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "b158e70e",
"metadata": {},
"source": [
"- From the univariate analysis, It is observed that the `Average_Credit_Limit` is right skewed with majority of customers having credit limit below 25K.\n",
"- On Average customers have 4-6 `Total_Credit_Cards`.\n",
"- Average `Total_visits_bank` is 2 visits.\n",
"- `Total_visits_online` is right skewed with majority of customer going online 6 times or less on annual basis.\n",
"- `Total_calls_made` to the bank is 4 calls on average."
]
},
{
"cell_type": "markdown",
"id": "9cd73c7f",
"metadata": {},
"source": [
"## Bivariate analysis"
]
},
{
"cell_type": "markdown",
"id": "425a20e1",
"metadata": {},
"source": [
"Correlation heat map plot"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "a399448e",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x504 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(15, 7))\n",
"sns.heatmap(ccc.corr(), annot=True, vmin=-1, vmax=1, fmt=\".2f\", cmap=\"Spectral\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "4668713d",
"metadata": {},
"source": [
"- From the heat map, it is observed high correlation between `Total_Credit_Cards` , ` Total_visits_online` and `Avg_Credit_Limit`.\n",
"- While there was an inverse correlation between `Total_Credit_Cards` , `Total_visits_bank` and `Total_calls_made`\n",
"- There is another inverse correlation between `Total_visits_bank` and ` Total_visits_online`"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "4e206df2",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 900x900 with 30 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Exploring the visual relations between the different features of the customers\n",
"sns.pairplot(ccc,diag_kind='kde')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "5aaf39c9",
"metadata": {},
"source": [
"- `Avg_Credit_Limit` is above 100K for customers who own more than 6 cards.\n",
"- `Total_visits_online` and `Avg_Credit_Limit` is higher among customers who own more than 5 cards\n",
"- `Total_call_made` and `Total_visits_bank` are directly proportional.\n",
"- Customers with larger `Total_Credit_Cards` tend to make more calls to the bank."
]
},
{
"cell_type": "markdown",
"id": "7bebb24a",
"metadata": {},
"source": [
"### EDA Observations"
]
},
{
"cell_type": "markdown",
"id": "c574d598",
"metadata": {},
"source": [
"- From the univariate analysis, It is observed that the `Average_Credit_Limit` is right skewed with majority of customers having credit limit below 25K.\n",
"- On Average customers have 4-6 `Total_Credit_Cards`.\n",
"- Average `Total_visits_bank` is 2 visits.\n",
"- `Total_visits_online` is right skewed with majority of customer going online 6 times or less on annual basis.\n",
"- `Total_calls_made` to the bank is 4 calls on average.\n",
"- From the heat map, it is observed high correlation between `Total_Credit_Cards` , ` Total_visits_online` and `Avg_Credit_Limit`.\n",
"- While there was an inverse correlation between `Total_Credit_Cards` , `Total_visits_bank` and `Total_calls_made`\n",
"- There is another inverse correlation between `Total_visits_bank` and ` Total_visits_online`\n",
"- `Avg_Credit_Limit` is above 100K for customers who own more than 6 cards.\n",
"- `Total_visits_online` and `Avg_Credit_Limit` is higher among customers who own more than 5 cards\n",
"- `Total_call_made` and `Total_visits_bank` are directly proportional.\n",
"- Customers with larger `Total_Credit_Cards` tend to make more calls to the bank."
]
},
{
"cell_type": "markdown",
"id": "6daa2a7f",
"metadata": {},
"source": [
"## C. Data transformation"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "53228ea8",
"metadata": {},
"outputs": [],
"source": [
"#Applying Z-transformation\n",
"cccScaled = ccc.apply(zscore)"
]
},
{
"cell_type": "markdown",
"id": "b765bfb5",
"metadata": {},
"source": [
"## D. K-means Clustering"
]
},
{
"cell_type": "markdown",
"id": "f6325fcd",
"metadata": {},
"source": [
"### Plot the Elbow curve and applying K-mean clustering"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "d62cd62b",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Wall time: 2.1 s\n"
]
},
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Selecting k with the Elbow Method')"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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0WXcE15MUisY33ghPP513NGZmpSulRnAJsBY4IlvWAJdWMqieqtDT+KKL8o3DzKwjSkkEO0bEtyNiSbZ8F9ih0oH1RC4am1lPVEoieF3SvoUHkvYBXq9cSD1boafxDTfkHYmZWWlKuWroROCyrC4g4AXg6EoG1ZNNnJiKxtOmwaGH5h2NmVn7Srlq6F7gfZKGZI/XVDqonqxQNP7BD1LReNSovCMyM2tbq01Dko7Mbr8q6avA8cDxRY/bJOkSSSslPdDGNgdIulfSg5LmduYNVCP3NDaznqStGsGg7HbTFpbBJex7BnBwayslbQ5cABwaEe8BPlXCPnuEMWPgoIPS1UMuGptZtWu1aSgiCpMw3hoRfy1elxWM2xQR8ySNaWOT/wCujoins+1Xth9uzzF1Knz846lo7FqBmVWzUq4aOrfE5zpqZ2ALSbdJWiTpc61tKGlKoUPbqlWrynDoyivuaWxmVs1aPSOQtBewNzC0WU1gCNC3TMf+AHAgMAC4Q9L8iHi0+YYRMR2YDlBXVxdlOHbF9e8Pxx4LZ5zhorGZVbe2zgg2ItUC+tG0PrAG+GQZjr0UmBMRr0bEamAe8L4y7LdqHH88RLhobGbVra0awVxJtwO7Zr2Jy+1a4DxJ/UhJZ0/gpxU4Tm4KReOLL4ZTT02XlpqZVZs2awQRsQ7YsjM7ljQTuAMYK2mppOMknSDphGzfi4E5wP3AXcBFEdHqpaY91ZQp8OyzaTA6M7NqpIi2m9wlnQ3sBPwOeLXwfERcXdnQWlZXVxcLFy7M49Cd8tZbaQyi3XeH66/POxozq1WSFkVEXUvrSrlqaEvgedJENJOyZWL5wuvdCkVjD09tZtWqlCEmjumOQHqz44+HH/4QLrkEvvOdvKMxM2uqlIlpRki6JhsuYoWk2ZJGdEdwvYV7GptZNSulaehS4DpgO2A48Ac8MU2HuWhsZtWqlEQwNCIujYi3s2UGMLTCcfU6EyfCsGHuaWxm1aeURLBa0pGS+mbLkaTisXVAoWh8ww3wzDN5R2Nm1qiURHAsaa7i5cAyUq9iF5A7wT2NzawalZIIRkbEoRExNCLeFRGTgZEVjqtX2n57+NjHPKexmVWXPEcfrUlTpsDSpS4am1n1yHP00Zo0aVJj0XjSpLyjMTPLd/TRmuSisZlVm1LGGhodEU9l9/sAg/OcwL6njTXUkieegB13hNNOc09jM+seXR1r6AxJQyQNAh4CHpH0P2WNsMa4aGxm1aSURPDu7AxgMnADMAo4qpJB1YJC0XjOnLwjMbNaV0oi6C+pPykRXBsRbwE9YrrIajZpEmyzDUyblnckZlbrSkkE04AngUHAPEmjSQVj64Kf/hQOPLBp0bihAc46K9+4zKz2tJsIIuIXETE8IiZE8hRQ3w2x9Wp77JGahdavT8NTNzTAEUek583MulOrVw1JOjIirmjWh+AdEXFORSNrRW+4aqigoSENT73JJrDxxjBrFtQ7xZpZBXT2qqFB2e2mrSzWRfX1MHkyrF0LH/iAk4CZ5aPVnsURMS27/W73hVNbGhrSsuOOcNNNcOmlcIyH8zOzbtbWEBO/aOuFEfGl8odTOwo1gVmzYJddYOzYdEnp8OGpj4GZWXdpq2loUbZsAuwOPJYtuwHrKh5ZL7dgQWNNYNgwuOyy1LnsRz/KOzIzqzWlDDHRAHws6z9A1qfg5ojIpUW7NxWLmzvuuNQ8NHcu7Ldf3tGYWW/S1SEmtqNpcXhw9pyV2c9+loafOOooWOOeGmbWTUpJBD8C7pE0Q9IM4G7ghxWNqkZtuin8+tepg9mXXIExs25SSoeyS4E9gWuyZa+IuKy910m6RNJKSQ+0s90ektZJ8tDWwN57wze/mWoGs2fnHY2Z1YJSzgiIiOURcW22LC9x3zOAg9vaQFJf4EzgphL3WRNOOw3q6tJVRM89l3c0ZtbblZQIOiMi5gEvtLPZF4HZwMpKxdET9e8PV1wBr7+e+hWsX593RGbWm1UsEbRH0nDg48CvSth2iqSFkhauWrWq8sFVgbFj4Sc/gZtvhvPPzzsaM+vNSkoEkvaVdEx2f6ik7ctw7J8BX4+IdvskRMT0iKiLiLqhQ4eW4dA9w4knwvjxcMop8NBDeUdjZr1Vu4lA0reBrwP/mz3VH7iiDMeuA34r6UnSHMgXSJpchv32GlIamXTwYDjySHjzzbwjMrPeqJQzgo8DhwKvAkTEc5Rh0LmI2D4ixkTEGOAq4PMR8fuu7re3GTYMLrwQ7rnH8xubWWWUkgjejNT9OACyuYvbJWkmcAcwVtJSScdJOkHSCZ0PtzZNngzHHpuGn/jLX/KOxsx6m1KGmPgasBPwUeAM4FjgNxFxbuXD21BvHmKiLWvXwm67wbp1cP/9MGRI3hGZWU/SpSEmIuInpKab2cBY4LS8kkAtc69jM6uUVoehLhYRtwC3VDgWa0eh1/Hpp8OkSXD44XlHZGa9QSlXDa2VtKbZ8oykayTt0B1BWiP3OjazciulWHwO8D/AcGAE8DXgQuC3wCWVC81a4l7HZlZupSSCgyNiWkSsjYg1ETEdmBAR/wdsUeH4rAXudWxm5VRKIlgv6QhJfbLliKJ1bV9yZBXjXsdmVi6lJILPAkeRBoZbkd0/UtIA4KQKxmZtcK9jMyuXUi4fXRIRkyJi64gYmt1/PCJej4jbuyNIa5l7HZtZObR7+aikTYDjgPeQJrIHICKOrWBcVqLiXsfjx3uuYzPruFKahn4NDAMOAuaSrhxaW8mgrGM817GZdUUpieBfIuJU4NVsispDgF0rG5Z1hHsdm1lXlJII3spuX5L0XmAzYEzFIrJO8VzHZtZZpSSC6ZK2AL4FXAc8RJpn2KqMex2bWWe0mQgk9QHWRMSLETEvInaIiHdFxLRuis86wL2Ozawz2kwEEbEe9xXoUdzr2Mw6qpSmoVskfU3SSElbFpaKR2ad5l7HZtYRpUxM80QLT0dE5DLyaK1OTNNRy5fDrrvCyJEwfz5stFHeEZlZnro6Mc32LSwefrrKudexmZWqlPkIBkr6lqTp2eOdJE2sfGjWVZ7r2MxKUUqN4FLgTWDv7PFS4PSKRWRl5V7HZtaeUhLBjhFxFlnHsoh4HVBFo7Kyca9jM2tPKYngzWzI6QCQtCPwRkWjsrIq7nV81VV5R2Nm1aaURPAdYA4wUtKVwJ+AUyoZlJVfodfx1KnudWxmTZVy1dDNwCeAo4GZQF1E3FbZsKzc3OvYzFpTylVD1wEfA26LiOsjYnXlw7JKcK9jM2tJKU1DZwP7AQ9J+p2kT2aT1VgP5F7HZtZcKU1DcyPi88AOwHTgCNL8xW2SdImklZIeaGX9ZyXdny1/k/S+jgZvHee5js2suVLOCMiuGjocOAHYA7ishJfNAA5uY/0TwIcj4l+B75OSjHWD4l7H3/523tGYWd5KqRH8H7AY+AhwPqlfwRfbe11EzANeaGP93yLixezhfNIUmNZNCr2OzzzTvY7Nal2pPYt3jIgTIuLPwF6Syl1qPA64sbWVkqZIWihp4apVq8p86NrlXsdmBqXVCOYAu0o6U9KTpOElHi5XAJLqSYng623EMD0i6iKibujQoeU6dM1zr2MzgzYSgaSdJZ0maTFwHmmMIUVEfUScW46DS/pX4CLgsIh4vhz7tI5xr2Mza+uM4GHgQGBSROybffmvK9eBJY0CrgaOiohHy7Vf6zj3OjarbW0lgsOB5UCDpAslHUgHBpuTNBO4Axgraamk4ySdIOmEbJPTgK2ACyTdK8mzzeTEvY7NalspM5QNAiYDnyFdOXQZcE029ES38wxllXPBBfCFL8AvfgFfbPe6MDPrSbo6Q9mrEXFlREwkXeJ5L/CN8oZo1cC9js1qU0kdygoi4oWImBYRH6lUQJafQq/jPn3gsMOa9jpuaICzzsovNjOrnA4lAuv9hg2Db3wDHn8cjj46PdfQAEccAXvskWtoZlYh/fIOwKrPqafCHXfAzJnw6KOwZAnMng319XlHZmaV4DMCa9GsWfD+98OiRfDii3DuufC3v+UdlZlVghOBtWjBgtTj+CtfgYED4dZbYZ99Uge0q6+GdWXrUWJmeXMisA0UagKzZsE558D118NGG6VLSpcvh8MPh3Hj4Je/hNdeyztaM+sqJwLbwIIFKQkUagL19fC738GIEfDYY+n+llvC5z8Po0aloaxXtjtDhZlVq3Y7lFUbdyirDhFw++1p6svrroNNNoH//E/46ldh553zjs7MmutShzKzlkiw335w7bWweHEaynrGjNRk9PGPw1//mpKFmVU/JwLrsnHjYPp0eOop+Na3YN482HffVFiePduFZbNq50RgZbPNNvC978HTT8N556W6wSc/CWPHpnGMXFg2q05OBFZ2gwalwesefTQVlrfaKj0eNSoNee3Csll1cSKwiunbN50RzJ+f5kXeZx/4/vdTQpg6FR55JO8IzQycCKwbSKlmcO218PDD6eqiyy5LtYXDDktXH7mwbJYfJwLrVmPHwrRpqY5w2mnp6qL99oO99kpTZbqwbNb9nAgsF+96F3z3uykhnH8+rF4Nn/pU6oNw/vnw6qt5R2hWO5wILFcDB6Yeyo88ks4Ihg6Fk05qLCyvWJF3hGa9nxOBVYW+fdMYRnfckWoG++8Pp58Oo0fDlCmptnDWWWkcpGKeMMes65wIrKpI6eqia65JPZaPPhouvxx22QV+//vUa/nPf07besIcs/JwIrCqNXYs/OpXjYXlRx+Fl1+Ggw6Cj3wEPvGJNHmOJ8wx6xonAqt6xYXlCy5II582NMBLL6UzhAkT4Mc/TqOm+qojs47zVJXWYwwcmPoerF+fRjm98MJ0NvDoo3DjjWmbIUNSfaG+Pi3vex/08c8dszY5EViPUTxhTn09TJzY+HiXXeC229I2DQ1pMh2ALbZomhje+14nBrPmPB+B9RhnnZUKw8U1gYaG1CR0yilNt3322bSukByWLEnPb7UVHHBAWurr4d3vTgVqs96urfkIKpYIJF0CTARWRsR7W1gv4OfABOA14OiIuLu9/ToRWGc8/XTj2UJDQ3oMqf5QSAr19alDmxOD9UZ5JYL9gVeAy1tJBBOAL5ISwZ7AzyNiz/b260RgXRUBTz7ZNDE8+2xat+22TRPDjjs6MVjv0FYiqFiNICLmSRrTxiaHkZJEAPMlbS5p24hYVqmYzCB9sW+/fVqOPTYlhscfb1pjmDkzbTtiREoIheSw/fZ5Rm5WGXkWi4cDzxQ9Xpo950Rg3UqCnXZKy3/9V0oMjzzSmBTmzIFf/zptO3p049nCAQekoTA6Urswq0Z5Xj/R0gl3i+1UkqZIWihp4apVqyocltU6KV2meuKJ6YqkFSvggQfg3HPhAx+A665LQ2mPHp2ajm67LQ2n/bvfpde7x7P1NHmeESwFRhY9HgE819KGETEdmA6pRlD50MwaSfCe96TlpJNSP4a//72xKWnuXFi7Nn35b7YZ/POfqclp443T/U02yfsdmLUtzzOC64DPKfkQ8LLrA9YT9OmTOqqdfHIa/2j1ali0CD760TQExsYbwy9/mcZM2nTTdGZw0klwxRXw2GOehMeqT8XOCCTNBA4Atpa0FPg20B8gIn4F3EC6Yuhx0uWjx1QqFrNK6ts3JYB77oFTT01J4KqroF+/NE3nnXfCjBlpngVIfRk++EH40Idgzz3T/S22yPUtWI2r5FVDn2lnfQBfqNTxzbpL8x7P9fWNj884I22zbh089FBKCoXkMGdO49nB2LEpKRSSw667Qv/++b0nqy3uWWzWRZ29amjNGli4sGlyKEzEM2BAKkwXJ4cRI9ynwTovlw5lleJEYL1VBDz1VNPEcPfd8MYbaf122zVNDHV1MGhQvjFbz5FLhzIz6xgJxoxJy6c/nZ578024776myeGaa9K6Pn1SE1Jxchg3rnFQPfdvsFL5jMCsh1m9Gu66qzE53HVXmpsB0jDcH/xgSgoDB8I556T+DfX1G9YyrLa4acisF1u/Pl2WWjhjmD8f7r+/cZKePn1Sx7elS1MnuUmTUnF62DDXHGqJE4FZjXnttVRfmD8fLr00XbHUt2/TGdwGD06jrRaWsWPT7U47pY5x1ru4RmBWYwYOhH33hbfegjPPbOzfcO65sPXWaVa3Rx9NYyrddVdqLlq/vvH122zTNDkUlh12SB3mrHdxIjDrpdrq3/D5zzfd9o030uQ9heRQSBR/+EPjJa2QmpnGjNkwQey8c7q81bO/9UxOBGa91IIFTQvD9fXp8YIFGxaLN944Tfe5yy4b7ufllxsTQ/Hyl7/AK680bjdgQGpWap4gxo6FLbds3M5XM1Uf1wjMrFMiYNmypsmhcDaxZAm8/Xbjtltt1ZgY+vVLVzKdfTZ84hNw773pcllfzVRZLhabWbd66600C1zzpqZHH22cDa7Y0KFpWO9hw1J9YtiwpvcLt5tu6iudOsvFYjPrVv37N072c8ghTde98kq63PUHP4DZs2HvvdOZwvLlKUksWgQrVza9wqlgwIC2E0Xx/YEDOxZzLTdZORGYWbcaPDh1gJs7t/FqptNPb/oFvH49PP98Sg7Ll6eCdfHt8uXwj3/AX/+aOti11LAxePCGyaGl5LHNNqlGssceTYvrxcX23s6JwMy6VVtXMxWSQZ8+qblo6NA0jEZb3n4bVq3aMFEUJ4+HHoI//xlefLHlfWy+eUoK220H48fDbrulWem+9KWUZBYvTuuGDOmdTVOuEZhZt8qzCeaNN1KzU2tnGYVpSVtLGAMGpISw7bZNb5s/t9lm1ZcwXCw2MytB4WzlxBPhggvSWE2jRqWro557rvG2+H7xJbQFAwZsmCxaShqlJIxyJU4Xi83M2tFWk9Vn2phma+3alBSaJ4vC7X33pUmI1q7d8LWbbNJysihOGuPGVb524URgZkbHOuAV23TTtOy8c9v7f+WV1pPFsmVpoMDWEkb//vBv/wYHHpimRC13nws3DZmZVZFCwmieLObMSfWLU0+F732v4/t105CZWQ8xeHBjH4yChgaYMaPxcttC01W5eIgoM7MqVlwT+N730u0RR6Tny8WJwMysirVVuygX1wjMzGpAWzUCnxGYmdU4JwIzsxrnRGBmVuOcCMzMapwTgZlZjetxVw1JWgU81cmXbw2sLmM45VKtcUH1xua4OsZxdUxvjGt0RAxtaUWPSwRdIWlha5dP5ala44Lqjc1xdYzj6phai8tNQ2ZmNc6JwMysxtVaIpiedwCtqNa4oHpjc1wd47g6pqbiqqkagZmZbajWzgjMzKwZJwIzsxpXE4lA0iWSVkp6IO9YikkaKalB0mJJD0o6Oe+YACRtIukuSfdlcX0375iKSeor6R5J1+cdS4GkJyX9XdK9kqpmeFxJm0u6StLD2b+zvaogprHZ51RY1kj6ct5xAUj6SvZv/gFJMyVtkndMAJJOzmJ6sBKfVU3UCCTtD7wCXB4R7807ngJJ2wLbRsTdkjYFFgGTI+KhnOMSMCgiXpHUH7gdODki5ucZV4GkrwJ1wJCImJh3PJASAVAXEVXVCUnSZcBfIuIiSRsBAyPipZzDeoekvsCzwJ4R0dmOouWKZTjp3/q7I+J1SbOAGyJiRs5xvRf4LfBB4E1gDnBiRDxWrmPUxBlBRMwDXsg7juYiYllE3J3dXwssBobnGxVE8kr2sH+2VMUvBkkjgEOAi/KOpdpJGgLsD1wMEBFvVlMSyBwI/CPvJFCkHzBAUj9gIPBczvEA7ALMj4jXIuJtYC7w8XIeoCYSQU8gaQzwfuDOnEMB3ml+uRdYCdwSEVURF/Az4BRgfc5xNBfAzZIWSZqSdzCZHYBVwKVZU9pFkgblHVQz/w7MzDsIgIh4FvgJ8DSwDHg5Im7ONyoAHgD2l7SVpIHABGBkOQ/gRFAFJA0GZgNfjog1eccDEBHrImI3YATwwez0NFeSJgIrI2JR3rG0YJ+I2B0YD3wha47MWz9gd+CXEfF+4FXgG/mG1ChrqjoU+F3esQBI2gI4DNge2A4YJOnIfKOCiFgMnAncQmoWug94u5zHcCLIWdYGPxu4MiKuzjue5rKmhNuAg/ONBIB9gEOz9vjfAh+RdEW+ISUR8Vx2uxK4htSem7elwNKis7mrSImhWowH7o6IFXkHkvk34ImIWBURbwFXA3vnHBMAEXFxROweEfuTmrnLVh8AJ4JcZUXZi4HFEXFO3vEUSBoqafPs/gDSf5CHcw0KiIj/jYgRETGG1KTw54jI/RebpEFZsZ+s6eVjpNP5XEXEcuAZSWOzpw4Ecr0QoZnPUCXNQpmngQ9JGpj93zyQVLfLnaR3ZbejgE9Q5s+tXzl3Vq0kzQQOALaWtBT4dkRcnG9UQPqFexTw96w9HuCbEXFDfiEBsC1wWXZFRx9gVkRUzaWaVWgb4Jr03UE/4DcRMSffkN7xReDKrBlmCXBMzvEAkLV1fxSYmncsBRFxp6SrgLtJTS/3UD1DTcyWtBXwFvCFiHixnDuvictHzcysdW4aMjOrcU4EZmY1zonAzKzGORGYmdU4JwIzsxrnRGBWBpLGVNvotmalciIwM6txTgRmZSZph2yQtz3yjsWsFE4EZmWUDecwGzgmIhbkHY9ZKWpiiAmzbjIUuBY4PCIezDsYs1L5jMCsfF4GniGNIWXWY/iMwKx83gQmAzdJeiUifpNzPGYlcSIwK6OIeDWbQOcWSa9GxLV5x2TWHo8+amZW41wjMDOrcU4EZmY1zonAzKzGORGYmdU4JwIzsxrnRGBmVuOcCMzMatz/B8j98sAxZ7vOAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"%%time\n",
"#Finding optimal no. of clusters\n",
"from scipy.spatial.distance import cdist\n",
"clusters=range(1,10)\n",
"meanDistortions=[]\n",
"\n",
"for k in clusters:\n",
" model=KMeans(n_clusters=k)\n",
" model.fit(cccScaled)\n",
" prediction=model.predict(cccScaled)\n",
" meanDistortions.append(sum(np.min(cdist(cccScaled, model.cluster_centers_, 'euclidean'), axis=1)) / cccScaled.shape[0])\n",
"\n",
"\n",
"plt.plot(clusters, meanDistortions, 'bx-')\n",
"plt.xlabel('k')\n",
"plt.ylabel('Average distortion')\n",
"plt.title('Selecting k with the Elbow Method')\n"
]
},
{
"cell_type": "markdown",
"id": "c07e8599",
"metadata": {},
"source": [
"The elbow is visible at (k=3), we can further confirm the best number of clusters from Silhouette Scores"
]
},
{
"cell_type": "markdown",
"id": "007363df",
"metadata": {},
"source": [
"### Check Silhouette Scores"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "7116de79",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"For n_clusters = 2, the silhouette score is 0.4180002556668966)\n",
"For n_clusters = 3, the silhouette score is 0.516281010855363)\n",
"For n_clusters = 4, the silhouette score is 0.3570238219413198)\n",
"For n_clusters = 5, the silhouette score is 0.2730908848204728)\n",
"For n_clusters = 6, the silhouette score is 0.256373031697579)\n",
"For n_clusters = 7, the silhouette score is 0.2486527562778154)\n",
"For n_clusters = 8, the silhouette score is 0.22579680650791042)\n",
"For n_clusters = 9, the silhouette score is 0.2183024942521976)\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Wall time: 1.15 s\n"
]
}
],
"source": [
"%%time\n",
"#Importing the required library\n",
"from sklearn.metrics import silhouette_score\n",
"\n",
"sil_score = []\n",
"cluster_list = list(range(2, 10))\n",
"for n_clusters in cluster_list:\n",
" clusterer = KMeans(n_clusters=n_clusters)\n",
" preds = clusterer.fit_predict((cccScaled))\n",
" # centers = clusterer.cluster_centers_\n",
" score = silhouette_score(cccScaled, preds)\n",
" sil_score.append(score)\n",
" print(\"For n_clusters = {}, the silhouette score is {})\".format(n_clusters, score))\n",
"\n",
"plt.plot(cluster_list, sil_score)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "ed6c6991",
"metadata": {},
"source": [
"Silhouette Score is highest at 3 so we choose 3 as number of clusters"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "7fdd6ea4",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x396 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Wall time: 679 ms\n"
]
},
{
"data": {
"text/plain": [
"<AxesSubplot:title={'center':'Silhouette Plot of KMeans Clustering for 649 Samples in 3 Centers'}, xlabel='silhouette coefficient values', ylabel='cluster label'>"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%%time\n",
"# to visualize the elbow curve and silhouette scores\n",
"from yellowbrick.cluster import KElbowVisualizer, SilhouetteVisualizer\n",
"\n",
"# finding optimal no. of clusters with silhouette coefficients\n",
"visualizer = SilhouetteVisualizer(KMeans(3, random_state=1))\n",
"visualizer.fit(cccScaled)\n",
"visualizer.show()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "6598a944",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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CgoJw7Ngx5+OuXaUtSRKEEAgICMCqVauwa9cu/Pjjjxg2bFi+zSB56tSpgz179qBly5b5bn/jjTcQGxuLevXq3TDvPNc+N8OHD0f37t2xdetWLF++HO+9994NPxgVRUHnzp0xcuRI5/UzZ844Vzfn/Ui8mbzifO179NrnD3B8ubtS2HtDp9MVmCFvFWi3bt0AAHFxcahXrx727t2L1atXIyQkBF9//TWysrJw+vRpdO7cGatWrUJ2djamTp3qnO/48eORmJh4w/ynT5+Onj17IjExEYmJiejbty9WrVqFt99+G3379kW/fv1QtWpVNGvWDPfdd59zdTfgKJDXtinvh+f1rt++ryhKvtsURYEQAosXL3b+EE5PT4fBYICfn1+R3k/X0ul0ztfk+uc8z+eff45Tp06ha9euztsGDBiA1NRU1KpVy3lbYmIibDYbDh8+jIoVKzpvz8nJwZAhQzBlyhSX3yM3+5xcT1EUzJo1CwkJCQAcPyyvzZ73Omo0Gnz88cfYt28ftm3bhtTUVDRr1gyjRo0q8PkojbhX+W0KCQnB/PnznXsDA47tZhkZGahSpcotz69Zs2b4/PPPndvMFy5ciDvvvBN6vR4hISHOvTD//PNP56/2SpUqwWg0OgvryZMn0bFjR+djZVl2Fs9r/2/atCmWLVuGjIwMAI49im/nAxAfHw+tVouvvvoKgKMArl+/3rmz2LXLvr7NixYtgtVqhaIo+OSTT9CkSZMiLTPvy7Jjx4647777MGTIkBvWGrRu3Rq7d+/GJ598ku+LCnAU0CNHjmDHjh0AgN9++w3t2rVz7ljVtWtX9OzZE5UqVcKmTZtgt9sLzfPNN9/g//7v/1C3bl089dRT6NKly033nB04cCCWLl2KLVu2OG/bvHkzFi5ceMN22ODgYPzyyy8QQiAjIwPffPMNAMeaj1atWuHKlSvo3bs3XnjhBfz+++/Izc294XVeu3Ytzpw5AwBYtGgRBgwY4PK5LUiLFi2cP4RsNhtWrFjhcpo6dergr7/+wt69ewE49oXYsWMH7rrrrkKni4mJQc2aNZ17kv/777/YvXs3kpKSsGXLFqxevRqrVq3ClClT8v24nDNnDhYtWgQA+Pvvv7Fp0ybnmqBrpaenY9asWc73jBACf/zxB2rUqIFLly5h3759GDFiBNq2bYtTp07h6NGjt7ymJD09HZs3bwbg2IlSp9Pl+26wWCyoU6cO3n//fQCOopW342dR30+3as6cOVi3bh1WrVrlfM4+/PDDfEUbAPR6PR555BGMHTsW//77LwBHYU5NTcWVK1cQERFR7O+R69+jH3zwAYQQyM3NxeOPP37TIxEOHDiAjh07IiEhAY899hj+7//+T/WjQ9TAHvdtqlSpEubOnYvXXnsNp06dgsFggL+/P1JTUxEfH4+zZ8/e0vx69OiBkydPomfPnlAUBXFxcZg5cyYA4PHHH8eYMWPw3XffIT4+3rn6SK/XY968eXjppZfwzjvvwGaz4emnn3auAm3fvj1SUlIwZ84cNG/e3LnTziOPPILTp0/jgQcegCRJiIqKct5XHDqdDvPmzcOUKVMwZ84c2O12PPnkk2jUqNENOa794nr88ccxbdo0dOnSBTabDbVr18b48eNvefljx47Fgw8+iHHjxuGVV15x3m4wGNCqVSv8+uuvN/yYCgkJwezZszF9+nTk5ORACIHp06ejQoUKePjhhzFhwgRnD7ZOnTo4ePBgoRmaN2+OzZs3o2PHjjCbzQgMDMTkyZNveFxcXBwWLFiA119/HdOmTYOiKM4fgVWqVMnXs+/UqRO+//57tG3bFhEREbjrrrucPd/nn38eI0aMgFarhSRJSE1NhV6vR6NGjTBixAhMnjwZ48ePxyOPPIKHH34YkiTBYrHgjTfeKLA35kq3bt3w999/o0uXLjCbzahQoYLLveBDQkIwa9YsTJ48GdnZ2ZAkCVOnTkWlSpWwe/fuQqd94403MGnSJOfOdU8++aTL1cWjRo3CyJEjsXLlSsiyjJdffjnfDpF5XnjhBbz22mvo1KkT9Ho9bDYbGjVqhAkTJsBiseDRRx9F165dYTabERERgXr16uHIkSOIiYlx/URdZTAYsGrVKsycORNGoxFz5869oRc+c+ZMTJ48GcnJycjNzUXHjh3RqVMn2O32Ir2fPGnw4MEwmUwYOHAgAEdv+6677sK8efMAAD179izW90ibNm0wcuRITJw4EWPHjsVLL72E5ORkWK1W3H333TfdYa5atWrOQ/zMZjOMRiPGjRvn3gb7AEncbL0FEVEBtmzZgnPnzjn3eZgyZQoMBoNzVTz959ixY0hOTnb544ToVnBVORHdksqVK2PlypVITk5Ghw4dcP78eQwePFjtWERlBnvcREREPoQ9biIiIh/Cwk1ERORDvGKvckVRkJmZecNxkURERKWREAJWqxV+fn5FGgvhWl5RuDMzM10eZkNERFTaVKlSxeVgWdfzisKdN4hGlSpVoNfrVU5TfPv370dSUpLaMW4b2+E9SrwNTZs6Lq8ZGMYd+Fp4D7bDO+Tm5uLgwYMFjrhXGK8o3Hmrx/V6vXOIRV/l6/nzsB3eo0Tb8N57eQt1+6z5WngPtsN7FGfzsFcUbiLyEtcNeUlE3oeF242EEMjJyVE7xm2z2Wxsh5coDW0A4JYzoRGRAwu3G+Xk5GDXrl23vIegtzl16hT27NmjdozbVhraUdJtqNOlCwBgz9WTetwOu90Ok8mEgIAAlydnIaKiY+F2M1mWfb5wazSaG06C4ItKQztKvA1Xt7cVd5mKosBgMCAgIABhYWHO81Pf7JzQRFQ8LNxE5BYhISEIDg5GUFAQx2Mg8iAWbiIqlrxTiwYHByMiIsLlqT2JyD18e50uEZUIRVGg1WphMplgsVgQFBSEsLAwJCUloWLFiizaHvTWW2+hadOmXrWToqIomDp1Kh566CEMHDgQgwcPxj///AMAGD58OHJzczFmzBhs3rwZy5cvx8yZMz2S47PPPoPVagUAfPzxx0We7rvvvsOAAQPw0EMPoX///li9erVH8nkKe9xEdFN2ux06nQ4BAQEIDQ3lKnCVfPHFF7j//vuxdu1adOvWTe04AIDvv/8eZ86cwfvvvw8A2LBhA1JTUzF//ny89tprJZbjzTffRJerO1TOnz8f/fr1K9J0EydOxKpVqxAQEICMjAx07twZTZo0QWhoqAfTug8LNxFBCAFFUXB2wADo9HpERETAYrEgMDDQ53e2dIuKFZGUmwtcP7LjyJHAk086/k9JAb7//sZpGzUCFi92/P/228BLLwGHDxdpsdu3b0dsbCwefPBBjBw5EjVq1EBqaio++ugjAMBjjz2Gp59+GhkZGXjttdcgyzJiYmIwadIkfPHFF/j888+hKAqGDh2KQ4cO4auvvsKFCxcQFRWFOXPmQFEUjBo1CmfOnEFUVBR27NiBLVu24Pfff8eUKVMAAEFBQUhNTc03LGdkZCT279+PL7/8Eo0aNULr1q3RvHlzAECrVq2wbt26fO34+eef8fDDDyM9PR29e/dGr169sHXrVrz++uswGAzOZfz2229YvHixs/g3adIEW7duxcmTJzF+/Hjk5OTAYDBg8uTJ+Oabb3D27FkMHz4ctWrVwsWLFzFx4kSMHTsWL7zwAo4cOQJFUTBs2DA0bNgwX57Q0FB89NFHaNeuHRITE7Fu3Tro9XqcO3cOY8aMweXLlyGEwLRp0xASEoKRI0ciIyMDdrsdTz/9NBo3boyOHTuiYsWK0Ov1ePHFFzF27FicP38eADBu3DhUrVq1SK9xcbBwE5VhdrsdGo0GYWFhiI6Ohv66LzhS19KlS9GzZ0/Ex8dDr9cjJycHOTk5OH78OHQ6Hc6fP4/q1aujffv2+PTTTxEaGorXX38dK1asgFarRUBAAObPnw9FUZCWloYPPvgAu3fvxrx587Bv3z7s378fFSpUwOzZs3Ho0CF07NgRADB+/HikpqYiMTERS5cuxTvvvIPhw4c7c1WtWhWTJ0/GkiVLMGXKFERGRmLMmDG46667btoOrVaLd999F8ePH8ejjz6KBx54AOPHj8eiRYsQERGBDz/8EPPnz8c999xz0+mnTZuGlJQUtGjRAtu2bcPMmTPRp08ffPnll3jttddgMBjw8ccfY+LEifj0008RHByM1NRUnD9/Hv369cPatWvzzW/+/Pn44IMP8MwzzyA9PR0PPvgghgwZgvnz56NVq1bo3bs3tm3bhr179+K3337D3XffjQEDBuD06dPo3bs3NmzYgKysLDzxxBOoUaMGZsyYgUaNGqFPnz44fPgwnnvuOSxatMg9b4KbPZ8emzMReSW73Q6tVguj0Yjo6Gj2qovi8GHsT0tD/fr1C37MwoWu5/PII46/Irh48SI2b96M9PR0LFy4EBkZGfj444/Ro0cPrFy5Enq9Ht26dUN6ejrOnDmDYcOGAQCys7PRpEkTxMbGolKlSgAchxXqdDo888wzuHLlCk6dOgWbzYZDhw45e8oJCQkICQkBABw6dAgvvvgiAMBqtTrnk+fAgQOoVKkSXn31VQghsHXrVgwbNgxbt269aVtq1KgBSZIQFhaG7OxsnD9/HhaLBREREQCAO++8E6+++uoNhVsIAQA4ePAg3nzzTbzzzjsQQhQ6vvfBgweRlpaGvXv3AnAMYnT+/HkEBwc7n9cTJ05g5MiRGDlyJE6fPo2nnnoKNWvWxN9//40ePXoAABo3bgwAWLNmDZKTkwHAuSYqPT0dAJzPy8GDB/Hjjz861zRcunSpwHzuwMJNVIYIIRAbG4vIyMibb69OSXFcFqUIkUetXr0a3bt3x+jRowEAV65cQevWrfHMM89g6NChkCQJ7733HsxmMyIjIzFv3jz4+/tj48aNMJvNOHnypPMH2YEDB7BhwwYsXboUP/zwAyZPngwhBKpUqYLdu3fj3nvvxdGjR52reitVqoRp06YhOjoaaWlpOHv2bL5s27Ztw4EDB5CamgpZllG5cmWYTKYC94G4/vbg4GBkZGTgzJkzCA8Px08//YSKFSvCYDA4l3X8+HFcvHgRABAfH4+HH34Y9erVw6FDh7Bjxw7nfPNG5csr8vHx8YiMjMTgwYORnZ2N+fPnIzAw0Lns3NxcDBs2DJ9++imioqIQFhaGcuXKQa/XIyEhAfv27UO1atWwY8cOfPvtt0hISMDOnTtRo0YNnD59GpcuXUJQUBAAOJ/f+Ph4dOrUCcnJyTh37hyWLl1ajFe86Fi4icoQIQQiIiIK3snsZttoSRVLly7F9OnTnddNJhPatm2LVatWoVq1arDZbM4BbsaOHYtHH30UQgj4+flh+vTpOHnypHPauLg4mEwmdOvWDVarFWFhYThz5gx69OiBMWPGoG/fvoiOjnaetGPixIkYPXq0c8S7l156KV+2lJQUTJs2DV26dIHFYoFGo8mX1RVJkjBlyhQ89dRTkCQJgYGBmDp1KgICAuDv74+ePXsiISEBFSpUAACMHj0aEydORE5ODrKzszF27FgoioIGDRrg0UcfxUcffYSEhASMGDECqampGDduHPr164eMjAz06dMn3xqlsLAwjBs3DkOGDIFWq4Xdbsc999yDpk2bokaNGnj++eede5nnbdt//vnnsX79emRnZ2PSpEnQavOXzsGDB2Ps2LFYsmQJMjIyMGTIkCI/F8UhibyfKSrKyclxnqLNl8/2snXrVuh0Op9f7Xjy5ElERUWpHeO2lYZ2uKsNiqJAp9OhfPnyCA8PL/iBFSs6Lou481RRpblazewDSkMbgPzt2LVrF7KystC0aVMcPnwYgwYNwoYNG1ROWDS+/nrcTt1jj5uolBJCQKPRICAgAOXKlePhXHSDmJgYPPPMM3jjjTdgs9kwYcIEtSNREbBwE5VCiqIgKCgI8fHxN6zWI8oTFhaGhdyfwefwE01UCul0OlSuXJk9bKJSiIWbqBQKCAgoXtFu1Mj9YYjIrVi4iUoZg8FQ/B3a8kb4IiKvxcJNVIoIIZCYmMiTfhCVYizcRKVA3mhSMTExt1e0337bcVnE0b2IqOSxcBP5MCEEhBAIDQ1FxYoVIcvy7c0wb6ANFm4ir8XCTeTDJElCUlISV40TlSG+PcQXURkmhGDRJiqD2OMm8jGKosBisSAgIABGo1HtOERUwli4iXyIoiiIjo52nnyBiMoerion8iEmkwnly5dXOwYRqYg9biIfYjQaPTuM6cGDnps3EbkFCzeRjxBCICQkxLML0es9O38ium0s3EReTggBrVaLuLg4zxfuAwccl9WqeXY5RFRsLNxEXkoIAQAIDQ1FTEwMdDqd5xfavr3j8vBhzy+LiIqFhZvIS+T1rAMCAqDT6aDX66EoCuLj49WORkRehIWbyAsIIWAymZCYmJjv2Ozjx4+rmIqIvBELN5GKhBCQJAnBwcGIiYmBwWBQOxIReTkWbiKVCCEQEBCAhIQEaLX8KBJR0fDbgkgFQggEBwejYsWKLNpEdEv4jUFUQvJOwWmxWBAaGorw8HDPDqZSHO+8o3YCInKBhZvIw/IO6woICEB8fHzJHNZVXPfeq3YCInKBhZvIg3Q6HSIjIxEWFgaNhqcGIKLbx8JN5AFCCJjNZsTFxcFisagdp+juustx+dNP6uYgogJ5rHDb7XaMGzcOf//9N2RZxtSpUxEbG+upxRGpJm/bdd6fTqdDeHg4oqOjfW/HszNn1E5ARC547Fvlm2++AQAsXrwY27dvx9SpUzF//nxPLY6oQEII2O12SJIEjUYDWZYhSdINfxqNptDrebdd+ydJErRaLbRaLXQ6HWRZhk6n872CTUQ+w2PfLvfeey/uueceAMCJEydQrlw5Ty2K6KYURUFAQACCg4NhNpthMBicRZuIyFdJIm+XVw8ZPXo0vv76a8yePRtNmza96WNycnKwf/9+T8YoEdnZ2Th37hwLg4ryRiLT6XQICAjgSGS3KCk5GQCw/4svVE5CVDYkJSXd8veUxws3AJw9exYPPPAA1q5dC7PZfMP9eYW7OA3wJlu3boVOp/P5vYdPnjyJqKgotWPcMkVREB4ejtjYWGg0GqSlpaF+/fpqx7otJd6GihUdl24+OxhfC+/BdniH26l7HltVvnLlSpw+fRqPPfYYTCYTJEmCLMueWhyVYUIIKIqCsLAwVMwrPFQ8AwaonYCIXPBY4W7bti2ee+459O3bFzabDc8//7xP96bJOwkhYDAYULVqVb6/3OHFF9VOQEQueKxwm81mzJo1y1OzpzIu79CrqKgoREVFcS9uIioz+G1HPidvtXiFChW8e/hQXzRihONy5kx1cxBRgXx7LyoqM/J62Hq9HiEhIYiNjWXR9oRlyxx/ROS12OMmr5dXtOvWrctiTURlHgs3eT2dTocaNWqwaBMRgYWbvFheT7tcuXLQ6/VqxyEi8gos3OSVFEVB+fLlERoaCqPRqHYcIiKvwcJNXkmv1yM6OprDx5a0SpXUTkBELrBwk1cRQsBisSAuLo5FWw1Xz+pHRN6LhZu8SkREBGJiYli0iYgKwMJNXsNsNiM2NlbtGGXbqlWOy86d1c1BRAVi4SavoNPpWLS9wdNPOy5ZuIm8FkdOI9VptVrEx8fDYrGoHYWIyOuxx02qURQFOp0OVapUuel52omI6EYs3KQKIQTKly/PQ76IiG4RV5WTKgwGA4s2EVExsHBTiVMUBSEhISzaRETFwFXlVOLKlSuHChUqqB2DbmbLFrUTEJELLNxUorRaLcLDw9WOQQXhDyoir8fCTSVCURTnUKZ+fn5qx6GCnD/vuAwOVjcHERWIhZtKREhICBITE9WOQa7Ureu4PHxY1RhEVDDunEYeFxAQwG3aRERuwh43eYyiKIiKikJMTIzaUYiISg32uMljtFote9pERG7Gwk0eIYSAv78/j9UmInIzFm7yCFmWER8fr3YMIqJSh9u4ye3yRkaTZVntKHSrUlPVTkBELrBwk9slJiYimMcB+6Y+fdROQEQusHCTW/n7+yMkJETtGEREpRa3cdNtE0JAURQYDAYe+uXrOnZ0/BGR12KPm4pNq9UiMDAQFosFAQEBMBgMakei27V/v9oJiMgFFm66ZUII6PV6VK1aFUajUe04RERlCgs33ZK8PcZjYmLYwyYiUgELN92SgIAAJCQkcGAVIiKVsHBTgfJ2OpNlGQaDAWazGZGRkSzaREQqYuGmfEwmE4xGIyIjI6HX62GxWGAymVisy4r27dVOQEQusHCTc2ezuLg4BAUFITs7mycHKasWLFA7ARG5wMJdygghbvj/+kuNRgODwQCj0QiDwQCDwYDw8HAOUUpE5ANYuN1IlmWEhITc9mplSZKc88j7/2bXr70t71Kj0TgvAUeRzvvLu12n00Gn091WRiqlpk93XI4apW4OIioQC7cb6XQ6JCYmqh2DqPjmzXNcsnATeS0OeUpERORDWLiJiIh8CFeVu5EQAkJR1I5x24RQ2A4voVob3LxMvhbeo1S0o4wfnsrC7UbW86fx86LXIPn43tn/njyJvX9uVTvGbSsN7SjpNlTPvAQA+G3JbLfOl6+F9/Dldig2KzSyFjW6DVY7iqpYuN1IQEDSaKCRfftplTSyz7cBKB3tKOk2KEbH+PPuXiZfC+/hC+2wW3OhNZqg9wuAzuQPvZ8/tCZ/mELCYCkXDY22bB8V492vHhGVqD9eHat2BCpjhBAQdjsMgSEw+AfDYAlEYFwV+IVEqh3Na7FwExGRxymKHRACer9AGPwDoTX4QWsyQ2swwT+qIkxB5dSO6DNYuInIyXTwbwDAlSqVVE5CpYVit8PgH4hyVeoiuFJ1yFq92pF8Hgs3ETnFzvoAAPD73BfVDUI+T7HbYA6NQGh8LQTH1+SJityIhZuIiG6LEAKKNRey3ghTSDjMweEIjKkCv7AotaOVSh4p3FarFc8//zyOHz+O3NxcPP7442jdurUnFkVERCVMCAHFZoUEwD+6EiyRsbCElYcpOByShuN6eZpHCvfq1asRFBSEGTNm4Pz58+jatSsLNxGRDxOKHYrdBmNAKEISa8McGgFjYCi0eqPa0cocjxTu9u3bo127ds7rPF0kEZFvEUKB3WqFLGuhM1tgDo1CdL0W0Jn81I5W5nmkcPv5OV7YjIwMDB06FMOGDSvSdPv37/dEnBJ18uRJSF4+uEFRnDhxQu0IblEa2lGSbUi02T22TL4W3qPAdigKdIHloA0IhcbkB60lBFq/AFg1MrIA/PvrgRLN6UpaWpraEVThsQpz8uRJPPnkk+jTpw+Sk5OLNE1SUhIMBoOnInncD1+vQVRUlM+P6nPixAlER0erHeO2lYZ2lHQbjo1+FADcvky+Fp4nhIAQCqAo0PsFQNLqoJFlSJIMSZah0ciARsaRo0cRH58ASXbcLkkax2hqGhl6/0CExCf5xB7gaWlpqF+/vtoxii0nJ6fYnVWPFO5///0XDz/8MCZMmIDGjRt7YhFE5AHZ8bFqR6BrKDYrNDo9TEHloNEZoZFlaGQdJK2j0Gq0OkgaLSRZC41Whs5ghl9EDHRGc4HzPJ+WhjgfLnjkocK9YMECXLp0CfPmzcO8efMAAG+//TaMRu7EQETkiqSRYYmMQ1BMZQRUiHf0lomu8kjhHjduHMaNG+eJWRORB1UZOgkAcHD2BJWTlH6K3QZhtwEaGbJWB1lvhN7PH4bAcgiv3gAGS6DaEclL+f5eVETkNpLdrnaEUk0Ix3mwAytURlBsFRgCQ6Az+jlWefvAdmXyDizcRERuIIQAhALFbodQFEgaDSSNBI2sg94SCIMlCOZyUQiOrwmdwaR2XPJhLNxERDfhGB3MBkNAEGS9EdrL2fALKw+NVnt1BzEtNPLVP60OkqyD1miGzuQHnckCWa+HrDN4/bmvyffwHUVEpY4QCoSiQNjtgFBgKhcFvdkfkkZ2HPoky4BGA0nSQCNrr/aO5f8uZRkaWQud0Qz/6HhIkoTLaWmI597Y5AVYuInI4/KOMXasTnb8CQhAABAKhLj6QAmQIOX9A0jS1etXb5I0kCQJkk4HvdkfOpMFWpPf1Z6vDhqt1tHz1emhNZogG/2g1Ruh8/PnntlUarBwu5lQHNu4fJljTOKitEFcd1Xc5BHipg+94UaR/x9x04dd8+3u/O/q4/N27Ll2lnYr7Lk5/z1cXDPtDfsBCeeNzoffZGch6dqZ/ffA/PMUApCk/I+/dl43jXD94665Lmmum+7GeV07///uv3HZzv+km9+X3qkNAAnavOOAJenm0zlvlaA1GCDrTdAaTdDqTdDodMDVAgvJsZ33ovEgKtRMcvRmtVporvZ883q2kqy9OliIoxcMjeQcGESSJGfvmDtwEbFwu5UuoBwqVquqdozblvnLr4irWaNoD77aI3J8n0r5C0K+3pL035fu1cdK1z3+2nnccB+uTl9YobquGFn37EHNOnWvuw8up7vpfddMe/P7Ci7Ut1NsctPSUKskV892GggAiHTzbI9eVhASX9PNcyUqm1i43Uij1SEoprLaMW6b4cylUtEO2WCGzmxROwYRkVvxxKlE9J+BAx1/ROS12OMmov9s3Kh2AiJygYXbjey5dpzYf1rtGLft0pFMnDCwHd6gpNsQbnXslHjGze/jW2mHYlegNWgRHBMIg5/erTmISgMWbjfKvWzDsT9PQKP17S0Ql09k4UTOKbVj3LbS0I6SbkNo7tXzce9z7zJv1g7HoWGAOdQMvZ8eBrMOBj89/CMtMAcaIet4+BbRzbBwE1GJsVkVBJUPgCnICKOfHsExgdCzV010Swos3Dt27Ch0wjvvvNPtYYiodBKKQHBMIELjQxAY5c/jsYluQ4GFe/bs2QVOJEkSPvroI48EIiL1ZFWq7rZ52XPtkDQa6M06+MeakdC0otvmTVSWFVi4Fy5cWJI5iMgLHBr+qlvmIxQFVdskwj/cAlmrQVpamlvmS0RFOI77+PHjeOihh9C2bVucPXsW/fv3x7Fjx0oiGxH5ECEE7DYFxkAjEltUQlB0AGQf31GTyBu5/FRNmDABAwcOhNlsRrly5dCxY0eMHj26JLIRUQkL/W4VQr9bdUvTCCGgkTUISwhF7U7VkXR/VQRXCPJMQCJyXbjPnz+Ppk2bAnBs237ggQeQkZHh8WBEVPKiP1+A6M8XuHycYlOgkWX4h1sQXSsStTpVR8WGMTAFGksgJVHZ5vJwMKPRiFOnTjn3At25cyf0eh6+QVQWSRoJ/hEWhCWEIqhCAPcOJ1KBy8L93HPP4bHHHsPRo0fRuXNnXLx4EbNmzSqJbETkRew2BfGNYhFWOVTtKERlmsvCXatWLSxbtgyHDx+GoiioVKkSe9xEZYgQApIkoXztSJRLDFE7DlGZ57JwX758GXPnzsVPP/0ErVaLu+++G4899hhMJlNJ5CMiFSk2BQFRAajYsAKM/ga14xARirBz2tixY6HRaDB16lRMmjQJmZmZGD9+fElkIyKVBcUEoWrreBZtIi/issd95MiRfKOojR07FsnJyR4NRUTq+GX6587/JUlCbINo7oBG5GVc9rgrVaqEXbt2Oa8fOHAAFStW9GQmIlKJTWuEYjTDL9SMuLsqwGhhT5vI2xTY427VqhUkSUJOTg7Wr1+P+Ph4aDQa/PXXX4iLiyvJjETkYYpNgTnEhPIBVxAY6QdN5US1IxFRAThWOVEZpzVoUal5DALLBwB5a9MOH1YzEhEVosDCXb58eQBAbm4uvvvuO2RmZgIA7HY7jh07hqeffrpkEhKRx9htChKaVXAUbSLyCS53TnvmmWdw8eJFHD16FA0aNMD27dtRr169kshGRB5mtOgRxKJN5FNc7pz2+++/46OPPkKbNm0waNAgLFq0CMePHy+JbETkQUIR8As1c69xIh/jsnCHhoZCkiRUqlQJv//+O2JiYmC1WksiGxF5gFAE9BYDKtSJQnwT7mhK5GtcriqvXLkyJk+ejN69e2PEiBE4c+YMhBAlkY2I3EwIAY1WgxrtEqHVu/z4E5EXcvnJnThxInbv3o3ExEQMHToUP/zwA1555ZWSyEZEbiZJEmreX7Xgoj1/fskGIqJbVmDh3rFjxw3X/f390a5dO1y8eNHjwYjIvRS7gqAKgYUPX3rffSUXiIiKpcDCfe0wp9eTJAkfffSRRwIRkXsJISAEEF0rEuVrRaodh4huEwdgISplhCIASNCZtNCZdTD661HhjigYijJ8adOmjsstWzyakYiKj3unEJVCdbrXgM6ou/UJjx1zfxgicisWbqJSQigClnJ+KF8nqnhFm4h8gsvjuBcvXlwSOYjoNhn8Dah6bwICIixqRyEiD3JZuD/++OOSyEFEt0EjaxBVMxwa2eVHmoh8nMtV5ZGRkejfvz/uuOMOGAz/7dwyZMgQjwYjosIJRQCShIAIP0TVikRAOHvaRGWBy8Jdp06dEohBRK4odgUaWQO9nx56sw6Wcn6ISoqArHVjL7t3b/fNi4g8wmXhHjJkCLKysnD06FFUqVIF2dnZMJvNJZGNiAAodgFzsAmmICMqNYrx7OrwqVM9N28icguX3wDbtm1D586d8cQTT+DcuXNo2bIltvAYTyKPstsUAIA+QItKjWOQ1KEqEprEcRs2Ebku3K+++io+/fRTBAQEICwsDJ988gmmT59eEtmIygyhCNhy7ZA0EkIrBaPavQmo36s2wuoFIywhtOSCPPec44+IvJbLVeWKoiAsLMx5PTExscgz//nnnzFz5kyOwkZUAKEIBFUIRGB0ACxhZhj9Der2qhctclxylTmR1yrSXuXffPMNJEnCpUuX8MknnyA6OtrljN9++22sXr0aJpPJLUGJSgvFpkAIwOCnhznEhEqNY3iKTSIqMpffFpMmTcJLL72EkydPok2bNmjYsCEmT57scsaxsbGYM2cORo0a5ZagRL5ECAFhF9AaddAZZWiNWuiMjnHD/UL94B9hgVYvqx2TiHyQJIQQhT1g69ataNKkSb7bvvrqK7Rt29blzI8dO4ZnnnkGS5YsKfRxOTk52L9/fxHiercr53Jwbs9FSLKkdhQqQUIIaGQJskmGrNVA0msg6yRYYs3QGn2rOCclJwMA9n/xhcpJiMqGpKSkfGOkFEWBPe4vv/wSubm5mD17NoYOHeq83Waz4c033yxS4b5VxWmAN9ny1Q+IioqExp3H1argxImTiI6OUjvGbXN3OxS7Agg4jqO26KE36aAz62Aw6xCWGApZ5/4inZaWhvr167t9vgXS6wHA7css8XZ4QGloA8B2eIvb6bAWWLgzMzOxa9cuZGZmYvv27c7bZVnG8OHDi7UwIl8kFAGNrEH5WpGIrBHukQLtNSpUUDsBEblQYOHu2bMnevbsiW3btqFx48bO2zMyMmCxcGhFKp0UuwLF7ijUWoMWpkADAiIsiKgeVjZ2IOMYDURez+U30ZUrVzBjxgw88cQT6NGjB9LT0zF69Gh069bN5cwrVKjgcvs2kdrsVgVGfz38I/0REGGBX4gZeovevUOJEhG5ictvprlz5yI5ORlffvklateujU2bNvGMYVSqRNYIxx1dayK+cSzKxYfAFGQsu0V73TrHHxF5rSJ9O1WrVg3ffvstWrVqBT8/P1itVk/nIvIou11A1skIjA5AWGKI2nG8x+OPO/6IyGu5XFVerlw5TJ48Gfv378eMGTPw8ssvF2kAFiJvpCgCWr2M6FrhiKoZDknioXtE5FtcFu5XXnkFGzZsQP/+/WE2mxETE4OnnnqqJLIRuZVQBAKj/FHlnnhIGhZsIvJNLleVb9iwAQCwe/durFy5En5+fvj66689HozIXRS7AqEIWCIsqNyiEos2Efk0lz3ua4/htlqtSEtLQ4MGDdClSxdP5iK6bUIR0Jv1iKwZjtC4oNJ9/DURlRkuC/fU684SdOHCBQ7AQl5PsSswhxtQK7kae9hEVKrc8ogSZrMZx48f90QWIrdQbAoCogKgCbKzaN+qTZvUTkBELrgs3CkpKc49b4UQOHbsGJo3b+7xYETFIYRAhbpRiKoZgV27dqkdx/fEx6udgIhccFm4r92DXJIkBAcHIzEx0aOhiIpDsQskNI1DaMVgtaP4rowMxyWHNSbyWgUW7h07dgDADce5nj9/Hjt27MCdd97p2WREt0AoAuGVQ1m0b1dSkuPy8GFVYxBRwQos3LNnzy5wIkmS8NFHH3kkEFFR2G0KIAE6vRZaoxY6kw4x9TgwEBGVfgUW7oULFzr/P3fuHEJDQ3HlyhWcOXMGcXFxJRKO6HqKXYHepEdUzRBE1YyARi6jY4oTUZnl8ltv4cKFGDRoEAAgPT0dgwcPxmeffebxYETXstsFzMEmlL8jCnd0q4HytaNYtImoTHL5zffZZ5/hk08+AQCUL18ey5cv59nBqEQJRcAcZET1dpVRvlYkxxcnojLNZeG2Wq3Q6/XO6zqdzqOBiK4lhIDdpqBG+yos2EREKMLhYPfeey8GDBiA++67D5IkYf369WjdunVJZCOCOcSMxKYVy+75sUvaxIlqJyAiF1wW7pEjR+J///sfduzYAa1Wi/79++Pee+8tiWxUxgkBRCeFw2DRu34wucf//Z/aCYjIhSINedq+fXu0b9/e01mInBSbgkp3xyK4QpDaUYiIvArXP5LXUWwKyiWEoFx8iNpRyp5u3Rx/ROS1bvkkI0SeJIRAZI1wxNSL5s5oauD47kRej4WbvIJiV+AXakb5O6IQFB2gdhwiIq/Fwk1ewWAxoOZ9VdWOQUTk9biNm1QnBBB3VwW1YxAR+QT2uElVGq0GEVXLcfU4EVERsXCTavRmPSrdHQv/MD+1o1AeDq5E5PVYuKlEKTYFxgAjLOF+iKoeBlOQSe1IdK1331U7ARG5wMJNHieEgGJVoDPrkNi8EoLKc7U4EVFxsXCTWwlFQNbLMAYaoTPqoDdqoTNpERAdAL9gEyQNj832aq+/7rgcNkzNFERUCBZuKjahCEgaDfwjLTCYddCZtND7GRASFwhZK6sdj4qDhZvI67FwU5EpdgWKHdAaZPiFmBAQ5Y+IquWg1fNtRERUUviNS4USAgiIsMAcYoI5xAxLmBl6k47DkRIRqYSFm/IRQkCxC8g6GZZwP5S/IwrmQKPasYiI6CoWbnKy2xRE1QiHvUIO6jSryV41EZEXYuEug4QQEHYBg8UAQ4AeOqMWOqMO/hF+CK4QhLNpp1i0yyqdTu0EROQCC7cbyQYZgdH+XlP0JFkDjVaCrJWh0Wocf7IGWr0MnUmHoPIBPDyL8vvjD7UTEJELLNxupLdoUbV+otoxiIioFOPZwYjoP2lpjj8i8lrscRPRf7p3d1wePqxqDCIqGHvcREREPoQ9bjfSnDqFSzNeAXx8uE+/48dxafP3ase4baWhHSXdBsulSwCAjNded+t8+Vp4D7e2QxGABGgCAyHpDZD8LZACAqAJCIAmIhy6mBj3LIfyYeF2J7sdwm7z+T21JSEARVE7xm0rDe1QrQ1uXiZfC+/hrnYIqw3axASYOiVDo9e7IRkVFQs3EREVicjNhaQ3QK4YC13VqtDVqAFJwy2uJY2Fm4iICiWEgCYkBOZWLSHHxECSfXtzoK9j4SYipyv9UtSOQF5IY7HAr1cvaPzMakchsHAT0TXscXFqRyAvI2w2mJo3Y9H2IizcRESUjxACktEAbcWK0FWrBl0iR4T0JizcROTkN2M6ACBz5CiVk5BahN0ObUwFGJOTIVssasehm2DhJiInKTdX7QikMkmng/mBB7gDmhfjfvxERATA0ds2NG7Mou3l2OMmIirjhKJAUhTI4eHQ16+ndhxygYWbiKgMEzk5MLRoDn29etCYTGrHoSJg4SYiKqOEzQZdUhIMd98NSfLtoZrLEhZuInLKvftutSNQCRF2O/T168F0771qR6FbxMJNRE65LVupHYFKgMbiD0P7ttBxwB2fxMJNRFQGCCGgCQqE1WyGqVsXyGFhakeiYmLhJiIn47JlAIDsHj1UTkLuJHJzIQUEwtyzJ3L+/JNF28excBORk/b3A2pHIDcSubnQVqkMQ8OGkMuX5w5opQQLNxFRKSRyc+HX+0FoK1ZUOwq5GUdOIyIqhSQ/PxbtUoqFm4iolBFCwNSGh3mVVlxVTkRUWthskCtWhLZqFeiqV1c7DXkICzcROdkjI9WOQMUkFAX6pCSYOtyvdhTyMBZuInK6MnCQ2hGomOTICBjbtVU7BpUAbuMmIvJxwm6HLikJkpZ9sbKAhZuInLS7dkG7a5faMegWaYKCoK9dW+0YVEL484yInIzrvgQAZNTjOZl9gVAUQJJgbNoUkiyrHYdKCAs3EZEPElYrdNWrw9iuLTRGo9pxqASxcBMR+RhhtcHYvBkMPA1rmcRt3EREvkanhb5hQ7VTkEpYuImIfIiw2WCoW5fbtMswrionIvIRUmAgjI0aQlezptpRSEUs3ETklDH8GbUjUAGEENDXqA59UpLaUUhlLNxE9B+zWe0EdBNCCEh6PfQ8TI/Awk1E15AuXAAAiKAgVXNQfpIsw/LYo9AYDGpHIS/AndOIyMlv7hvwm/uG2jHoOnL5aBZtcmKPm4jIWxkN0FWrDn2D+monIS/Cwk1E5IWEENBXqQJT61ZqRyEvw1XlRETexmaDNjYWeo6MRjfBHjcRkZfRhIbC74GeascgL8XCTUTkDYSAJigIUmAg9HXrqJ2GvBgLNxE5ZXfuonaEMkUoCrSRkZCCg6CrWRO6SpXUjkQ+gIWbiJxsHJWr5BgNMLVsBX2N6monIR/jscKtKAomTpyI33//HXq9HlOmTEFcXJynFkdE5DOEzQZjk9Ys2lQsHturfMOGDcjNzcVnn32GZ599Fi+//LKnFkVEbmKePw/m+fPUjlHqaQICoL+jttoxyEd5rMedlpaGZs2aAQDq1KmD/fv3e2pRROQmmvR0tSOUekpODvy6dYUkSWpHIR/lscKdkZEBi8XivC7LMmw2G7Taghfp68VdA+DUyZNAIW30FSdPnFA7gluUhnaUZBvi7XaPLbOsvxbCbocSFgZrYgJs584BKv5ISktLU23Z7lRa2nGrPFZhLBYLMjMzndcVRSm0aANAUlISDD48Hu/u48cRGRUFSadTO8ptOXniBKKio9WOcdtKQztKug2yLAOA25dZ1l8LYbNBX6MGTMkd3Zzq1qWlpaF+fd8fQtXX25GTk1PszqrHtnHXq1cPmzdvBgDs2bMHVapU8dSiiIi8mjamAowd7lc7BpUSHutxt2nTBlu3bsWDDz4IIQRSU1M9tSgiIq8k7HZowsNhbNMGkoYjTJN7eKxwazQaTJo0yVOzJyIPsNbmns7uImw2aOPi4PdgL7WjUCnj+3tREZHb5CR3UjtCqSAUBfq69WBs01rtKFQKcd0NEZGbSbIM4z3NecgXeQQLNxE5Gdb/D4b1/1M7hk8TQkBXuxYkvV7tKFRKsXATkZNu507odu5UO4ZPEkIAdjv0NWpA36iR2nGoFOM2biKi2yAUBRp/f+hr14YuqSbkgAC1I1Epx8JNRFRMeXuOm3v2gHR18BoiT2PhJiK6BcJmA2QZ2thY6KpXgy4piTuhUYli4SYiKgKh1UKbWBna+IrQVavm80Mbk+9i4SYiJ3HNiYHKMmGzQePvD01wECSLBZKfBVmyBuYWLdSORsTCTUT/yXx6mNoRVOfYbh0L8wMP5BumVJTRM1GR92HhJqIyT9jtEFYrJK0W+jtqw9iuHbdbk9di4SYiJ/ngQQCAvQyczU8IAdhs0CUkQFujOuTISGgCAyG5OP0wkdr4DiUiJ9PSJQCAjLHjVE7iWSI3F5qwMJi7doUcGqJ2HKJbwsJNRGWCyMmBJigQ2qrVoEtMgBwby9Xh5JNYuImoVBN2OzR+fjA/+CDk6CgWa/J5LNxEVKoIRQGEgCYoCJqQEGgrVoS+zh3cdk2lBt/JRFRqiNxcyOXLw9zrAWgMBrXjEHkECzcRlQ5CwK9vH8gxMVwdTqUaCzcROWU98ojaEW6ZUBRIBgOMrVpCGxurdhwij2PhJiInJTxC7Qi3RNhs0FaIgemBHtBw7HAqI1i4ieg/Npvj0st35MobPEWOjoa5z4NcNU5lind/OomoRFmmvQzAOwdgEXYF2oRK0AQGQePnB014OLTxlVi0qcxh4SYiryPsdsBqhWQ0QhMQACkoCHJMBRgbNVI7GpHqWLiJyHtIEnQ1akCOi4Vcvjw0/v7sURNdh4WbiFQhhACsVkAISBY/yKGh0N1xB/RJSWpHI/JqLNxE5FFCCCA3FyI3F5KfH+Ty0ZDLlYNk8YdcLhSacuUgmc3sWRMVEQs3EXmMsNmgr3MHsmolIeCeeyBxNDOi28bCTUROOa3vve155B2qBUWBvkEDGFu3grJnD4s2kZuwcBORk7WYe20LxQ5tZBQ0EeHQBARADguHFBEO2WJxc0IiYuEmomIRQkBj8YO2YiXo76gNOSpK7UhEZQILNxE5mT5eCAC40i/lhvuEogC5uYBOB01QIOTgUJg6deRZuIhKGAs3ETnJR47kv0EAclwM5IhIaAIDoImKghwcDInjghOphoWbqIxz9qQ1GscNkgRNYCA04WEwNGgAOTpa3YBElA8LN1EZIYQA7DbI4eHQhF49dtpshsZigSasHDSBgZDeXAAJgGXQQLXjElEBWLiJSgmhKJAASP4WSHoDJL0euPon6fXQmEzQNagP2d9f7ahEdBtYuIl8jKPnbIccGQnJ4gfJZIbGbIYU4A9djRrQGI1qRyQiD2LhJlJZ3oAlwmaHJMuArIGk1QI6LRSTEZrAQECnc+wQptNDE+gP/d13e+YY6WbN3D9PInIrFm6i2ySEAK72gmG3QwhA0kiOnb1k2VGEtTIkgwkakxEwmiCZDJAMRkgmo6PHHBQITZDjPNMwGJzjdv+RlgZL/fol15iFC0tuWURULCzcRIUQOTmARnIUWT8/aMxmwGiEZDRAMpochddggGR0FGDJbHL8bzA4eshaLU+eQURuxcJNpZIQAlAUCLsdUBRHj/jqpYAESQIgSYCkASQ4esZGxw5djqKrBwwG6KpXgy4hAVJZ2W48d67j8skn1c1BRAVi4SbVOFcxX1tYFeW/wqrRXC2ujtXOju2/MiRZC01QIKSQYEcvV6MBZA2gkR2rqGUZ0MjI/vMPmGrfAUmvc6yuvrqHtebqfCDLV6eV2TPOM2OG45KFm8hrsXC7mcjJcWzrdPuMAQEBR/fw6jZUR7fRcWdez/FqoZNk2XGbRnL8SRpHkcrb9goNJFnjvO+/aSTYcnMhl4++Ov3V4nntdM55XjOt5pp5OZd37fWrt107L0njWJ1sMECjd/RwoddBk7eK+WpBdRbYW2SDgL56Nfe9BkREXoCF242UiAhYBj/msflLOt3VAqn5b8enq73RfNdvU3ZaGvxKcocoIiIqMhZud9JqoY2IUDsFERGVYre+/pGIiIhU4xU9biEEACA3N1flJLcvJydH7QhuwXZ4jxJtQ1hY3kLdPmu+Ft6D7VBfXr3Lq3+3QhLFmcrNLl++jIMHD6odg4iIqERVqVIF/rd4/gCvKNyKoiAzMxM6nY6H5BARUaknhIDVaoWfnx80t3jUjFcUbiIiIioa7pxGRETkQ1i4iYiIfAgLNxERkQ9h4SYiIvIhqhTu7OxsPPXUU+jTpw8eeeQRpKen3/Rx6enpaNu2rdcdq6coCiZMmIBevXohJSUFR44cyXf/pk2b0L17d/Tq1QtLlixRKWXhXLUBAK5cuYIHH3wQhw4dUiFh0bhqx5o1a9CzZ088+OCDmDBhAhRFUSlp4Vy1Y/369ejevTt69OiBpUuXqpSycEV5TwHA+PHjMXPmzBJOV3Su2vH++++jQ4cOSElJQUpKCv766y+VkhbMVRv27t2LPn36oHfv3hg6dKjXfcfmKawdZ8+edb4GKSkpaNCgARYtWqRi2oK5ej1Wr16Nrl27onv37vj0009dz1Co4L333hOzZ88WQgixZs0aMXny5Bses3nzZtG5c2dRt25dkZ2dXdIRC7V+/XoxevRoIYQQu3fvFoMHD3bel5ubK+69915x4cIFkZOTI7p16ybOnDmjVtQCFdYGIYTYu3ev6Nq1q7j77rvFn3/+qUbEIimsHVeuXBGtW7cWWVlZQgghhg8fLjZs2KBKTlcKa4fNZhNt2rQRly5dEjabTbRt21acO3dOragFcvWeEkKIRYsWiQceeEDMmDGjpOMVmat2PPvss2Lfvn1qRCuywtqgKIro1KmTOHz4sBBCiCVLlohDhw6pktOVorynhBBi165dIiUlRdhstpKMV2Su2tGkSRNx/vx5kZOT46wfhVGlx52WloZmzZoBAJo3b45t27bd8BiNRoP3338fQUFBJZzOtWvz16lTB/v373fed+jQIcTGxiIwMBB6vR7169fHzp071YpaoMLaADhG9Zk7dy7i4+PViFdkhbVDr9dj8eLFMJlMAACbzQaDwaBKTlcKa4csy/jyyy/h7++PCxcuAAD8/PzUiFkoV++p3bt34+eff0avXr3UiFdkrtrxyy+/4K233kLv3r3x5ptvqhHRpcLa8PfffyMoKAgffvgh+vXrhwsXLnjt59zVawE4joeePHkyJk6cCFmWSzpikbhqR9WqVXH58mXk5uZCCOFyPBOPD3m6dOlSfPjhh/luCw0NdY4U4+fnh8uXL98wXZMmTTwdrdgyMjJgsVic12VZhs1mg1arRUZGRr5RcPz8/JCRkaFGzEIV1gYAqO8jZwcrrB0ajQblypUDACxcuBBZWVle+75y9XpotVp89dVXmDRpElq0aOG83ZsU1oYzZ87gjTfewBtvvIF169apmNI1V69Fhw4d0KdPH1gsFgwZMgTffPMNWrZsqVbcmyqsDefPn8fu3bsxfvx4xMXFYfDgwUhKSkLjxo1VTHxzrl4LwLFpsnLlyl774wNw3Y7KlSuje/fuMJlMaNOmDQICAgqdn8d73D179sSaNWvy/fn7+yMzMxMAkJmZ6TKkt7FYLM78gGP7Rd4LcP19mZmZtzycXUkorA2+xFU7FEXBtGnTsHXrVsyZM8drR+YryuvRtm1bbN68GVarFStXrizhhK4V1ob//e9/OH/+PB599FG89dZbWLNmDZYvX65W1EIV1g4hBAYMGICQkBDo9Xq0aNECv/76q1pRC1RYG4KCghAXF4fExETodDo0a9bspj1Zb1CUz8Xq1avxwAMPlHS0W1JYOw4cOIBvv/0WGzduxKZNm5Cenu7yx60qq8rr1auH7777DgCwefNmn+nd5alXrx42b94MANizZw+qVKnivC8hIQFHjhzBhQsXkJubi507d6Ju3bpqRS1QYW3wJa7aMWHCBOTk5GDevHnOVebeqLB2ZGRkoF+/fsjNzYVGo4HJZLrlIRJLQmFt6N+/P5YvX46FCxfi0UcfRceOHdGtWze1ohbK1WvRsWNHZGZmQgiB7du3IykpSa2oBSqsDTExMcjMzHTuILVz505UrlxZlZyuFOV76pdffkG9evVKOtotKawd/v7+MBqNMBgMkGUZISEhuHTpUqHzU2XI0ytXrmD06NE4e/YsdDodXnnlFYSFheH9999HbGwsWrdu7Xxsq1atsG7dOq/aNqkoCiZOnIiDBw9CCIHU1FT8+uuvyMrKQq9evbBp0ybMnTsXQgh0794dffv2VTvyDVy1IU9KSgomTpyIhIQEFdMWrLB2JCUloXv37mjQoIGzp92/f3+0adNG5dQ3cvV6fPbZZ1i2bBm0Wi2qVq2K8ePHe932vKK+p5YvX46//voLI0aMUDFtwVy1Y+XKlVi4cCH0ej0aN26MoUOHqh35Bq7asG3bNrzyyisQQqBu3boYN26c2pFvylU70tPT8dBDD2HVqlVqRy2Uq3YsWrQIn3/+OXQ6HWJjYzF58mTo9foC58exyomIiHyI961vIyIiogKxcBMREfkQFm4iIiIfwsJNRETkQ1i4iYiIfAgLN9E1HnnkEZw+fRrLly/HmDFjADgOSTx27JjHlvnPP//g+eefBwBcvnwZTz75pMeWVZjnnnsOrVu3xurVqzFw4EC0a9cO7777LsaOHVvgNPv27Sv0/sLs3bsXM2bMKG5cp5SUFGzfvv2250PkK3xvqCwiD3r77bdLfJknTpzAP//8AwC4ePEifvvttxLPAAArVqzA3r178e+//2L69OnYsmWLy2lq1aqFWrVqFWt5f/75J86dO1esaYnKMva4qUw6deoU+vXrh27duqFHjx7Ys2cPgIJ713PnzkWXLl3Qrl07/PzzzwAcJ2tISUlBcnIyevXqhb179wIAxowZk284z6pVqwJwDH87evRodOvWDZ07d8aaNWsAAFOmTMH+/fvx4osvYsqUKThz5oyz171y5Up07doVnTt3xvPPP3/T0y9+8cUXuP/++9GhQweMGTMGVqsVV65cwbPPPouOHTsiOTnZOUSq3W7H1KlT0bVrV3Tq1AkffPABAGDw4MEQQqBnz54YNGgQLly4gG7dumH79u1ISUkBAPz222/o2bMnkpOT0a9fP5w6dSrf/UeOHMFDDz2Erl27onfv3s6hQMeMGYMpU6agd+/eaNWqFT7//HNcunQJs2fPxqZNmzB//vx87enatatzCE673Y7mzZvj3LlzWLduHR544AF06tQJ7du3x65du/JNd22W61+Hmz2PVqsVI0eORJcuXdClSxevPQUv0fVYuKlMWrZsGe655x4sX74cQ4cORVpaWqGPT0xMxMqVK5GSkoJ3330XADBy5EikpKTgiy++wHPPPYenn34aubm5Bc5j/vz5qFmzJpYvX45PPvkECxYswD///INx48YhKSkJL7zwAsaNG4fw8HDMnTsXf/zxB5YsWYLFixdj1apVCA0NdS47z+nTpzF16lS89957WLt2Lex2O7777jvMmTMHwcHBWLNmDT788EPMmTMHBw4ccBanFStWYNmyZdi4cSN27tyJBQsWAABWrVqFt956C+Hh4TeMJT5ixAg88cQTzh8K1588aPTo0Rg5ciRWrFiByZMnY/jw4c77Tp06hU8//RTz58/H9OnTERAQgKFDh6JVq1Z4/PHH882nc+fOWLt2LQDgxx9/RLVq1RAcHIzFixdjwYIFWL16NQYNGoS33nqr0NcsT0HP4+7du3Hx4kWsXLkSb775pleexY/oZriqnMqkxo0b46mnnsJvv/2GFi1aoF+/foU+/t577wXgKODr169HZmYmjh49irZt2wJwnKovMDAQf/31V4Hz+OGHH5CdnY3PP/8cAJCVlYU//vijwFN0bt++HUeOHHGeQMFqtaJGjRr5HrN7927Uq1cPkZGRAODcZjxv3jykpqYCAEJCQtC6dWv89NNP2LlzJ3777Tf8+OOPzgy///47GjRoUGj709PTcfbsWedZsPr06ePMCDjWJuzfvx/PPfecc5qsrCycP38egONsf5IkoUqVKs5TkxakQ4cO6NWrF0aNGoU1a9agU6dO0Gg0mDt3LjZt2oS///4bP/30U5HHay/oeezduzf+/vtvDBw4EM2bN8eoUaOKND8itbFwU5lUv359rF27Ft9++y2+/PJLrFixAu+//36Bj88bFzxvzPObjRQshIDdbockSc77rVar835FUTBjxgzUrFkTAPDvv/8iMDDwhlW+eex2O+677z7nONKZmZmw2+35HqPVavOd8Sw9Pf2m+fKy2e12jBw50vmDIz09vUjn9tbpdPmWk5OTgzNnzuRrm16vzzdm9KlTpxAUFAQAznMNFOXsbGFhYahUqRK2b9+Obdu2YcKECcjMzESPHj3QqVMn3HnnnahatSo++eSTfNNd+7wD/z33BT2PAQEBWLt2LbZu3YrvvvsOXbt2xdq1a33ubIVU9nBVOZVJ06dPx+rVq9G1a1dMmDDhlk/NaLFYUKFCBXz11VcAHGf8+ffff1G5cmUEBQXhzz//BABs2LDBOU2jRo2waNEiAMCZM2fQqVMnnDx50nluXsBRiPP+b9iwIb7++mucO3cOQghMnDjxhtXTtWrVwp49e3D27FkAQGpqKjZu3IhGjRph2bJlABzFeePGjbjrrrvQqFEjLFmyBFarFZmZmejTp49z+35h/P39ERER4dxhbdWqVZg1a1a++ytWrOgs3Fu3bnV5cp1r2329zp07Y9q0aWjYsCFMJhMOHz4MSZIwePBg5/Ny/Y+Y4OBg/PPPP8jJycGFCxecmz8Keh43btyIkSNH4p577sG4ceNgNptx8uRJl88FkdrY46YyKSUlBc8++yyWL18OWZYxbdq0W57HjBkzMHHiRMyZMwc6nQ5z5syBXq9H7969MWzYMCQnJ6NRo0YICwsDAAwZMgQTJ05Ex44dnT3f2NhY+Pv74/Llyxg5ciRSU1MRHR2NlJQULFy4EEOGDMGAAQOgKAqqV6+ORx99NF+GiIgIjB07FgMHDoSiKKhTpw66deuGK1euYOLEiUhOTobdbsfgwYNRs2ZNVKlSBUeOHEHXrl1hs9nQrVs3NGzY8JbaO2PGDAQHB2P69On4+++/b7j/nXfegU6nw2uvvVZoD7t27dp44403MHPmzBvOFNamTRu88MILzturVauG6tWr47777oMkSWjatOkN+yVUrlwZLVq0QIcOHVC+fHnn6YKrVat20+dRo9Hgq6++QocOHWAwGNCpUyfnjoRE3oxnByMiIvIhXFVORETkQ1i4iYiIfAgLNxERkQ9h4SYiIvIhLNxEREQ+hIWbiIjIh7BwExER+RAWbiIiIh/y/8vvsuOiNX09AAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 576x396 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<AxesSubplot:title={'center':'Silhouette Plot of KMeans Clustering for 649 Samples in 4 Centers'}, xlabel='silhouette coefficient values', ylabel='cluster label'>"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# finding optimal no. of clusters with silhouette coefficients\n",
"visualizer = SilhouetteVisualizer(KMeans(4, random_state=1))\n",
"visualizer.fit(cccScaled)\n",
"visualizer.show()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "3248c179",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x396 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<AxesSubplot:title={'center':'Silhouette Plot of KMeans Clustering for 649 Samples in 5 Centers'}, xlabel='silhouette coefficient values', ylabel='cluster label'>"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# finding optimal no. of clusters with silhouette coefficients\n",
"visualizer = SilhouetteVisualizer(KMeans(5, random_state=1))\n",
"visualizer.fit(cccScaled)\n",
"visualizer.show()"
]
},
{
"cell_type": "markdown",
"id": "2432e07c",
"metadata": {},
"source": [
"#### From the previous visualizations of Silhouette curves, 3 clusters is having the highest average Silhouette score, so we will continue with 3 clusters"
]
},
{
"cell_type": "markdown",
"id": "8b39b255",
"metadata": {},
"source": [
"### Cluster Profiling"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "656fbbf5",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"KMeans(n_clusters=3, random_state=0)"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Continuing with 3 clusters\n",
"kmeans = KMeans(n_clusters=3, random_state=0)\n",
"kmeans.fit(cccScaled)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "c761457d",
"metadata": {},
"outputs": [],
"source": [
"# adding kmeans cluster labels to the original dataframe\n",
"ccc[\"K_means_segments\"] = kmeans.labels_"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "1ee72f9a",
"metadata": {},
"outputs": [],
"source": [
"#Display an average value for each feature in the clustered dataset \n",
"cluster_profile = ccc.groupby(\"K_means_segments\").mean()\n",
"\n",
"#Adding a clumn for number of customers in each cluster\n",
"cluster_profile[\"count_in_each_segment\"] = (\n",
" ccc.groupby(\"K_means_segments\")[\"Total_Credit_Cards\"].count().values\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "648644db",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"<style type=\"text/css\" >\n",
"#T_8e835_row0_col0,#T_8e835_row0_col1,#T_8e835_row0_col3,#T_8e835_row1_col2,#T_8e835_row1_col5,#T_8e835_row2_col4{\n",
" background-color: LightBlue;\n",
" }</style><table id=\"T_8e835_\" ><thead> <tr> <th class=\"blank level0\" ></th> <th class=\"col_heading level0 col0\" >Avg_Credit_Limit</th> <th class=\"col_heading level0 col1\" >Total_Credit_Cards</th> <th class=\"col_heading level0 col2\" >Total_visits_bank</th> <th class=\"col_heading level0 col3\" >Total_visits_online</th> <th class=\"col_heading level0 col4\" >Total_calls_made</th> <th class=\"col_heading level0 col5\" >count_in_each_segment</th> </tr> <tr> <th class=\"index_name level0\" >K_means_segments</th> <th class=\"blank\" ></th> <th class=\"blank\" ></th> <th class=\"blank\" ></th> <th class=\"blank\" ></th> <th class=\"blank\" ></th> <th class=\"blank\" ></th> </tr></thead><tbody>\n",
" <tr>\n",
" <th id=\"T_8e835_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
" <td id=\"T_8e835_row0_col0\" class=\"data row0 col0\" >141040.000000</td>\n",
" <td id=\"T_8e835_row0_col1\" class=\"data row0 col1\" >8.740000</td>\n",
" <td id=\"T_8e835_row0_col2\" class=\"data row0 col2\" >0.600000</td>\n",
" <td id=\"T_8e835_row0_col3\" class=\"data row0 col3\" >10.900000</td>\n",
" <td id=\"T_8e835_row0_col4\" class=\"data row0 col4\" >1.080000</td>\n",
" <td id=\"T_8e835_row0_col5\" class=\"data row0 col5\" >50</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_8e835_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
" <td id=\"T_8e835_row1_col0\" class=\"data row1 col0\" >34071.428571</td>\n",
" <td id=\"T_8e835_row1_col1\" class=\"data row1 col1\" >5.518519</td>\n",
" <td id=\"T_8e835_row1_col2\" class=\"data row1 col2\" >3.484127</td>\n",
" <td id=\"T_8e835_row1_col3\" class=\"data row1 col3\" >0.981481</td>\n",
" <td id=\"T_8e835_row1_col4\" class=\"data row1 col4\" >1.992063</td>\n",
" <td id=\"T_8e835_row1_col5\" class=\"data row1 col5\" >378</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_8e835_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
" <td id=\"T_8e835_row2_col0\" class=\"data row2 col0\" >12239.819005</td>\n",
" <td id=\"T_8e835_row2_col1\" class=\"data row2 col1\" >2.411765</td>\n",
" <td id=\"T_8e835_row2_col2\" class=\"data row2 col2\" >0.945701</td>\n",
" <td id=\"T_8e835_row2_col3\" class=\"data row2 col3\" >3.561086</td>\n",
" <td id=\"T_8e835_row2_col4\" class=\"data row2 col4\" >6.891403</td>\n",
" <td id=\"T_8e835_row2_col5\" class=\"data row2 col5\" >221</td>\n",
" </tr>\n",
" </tbody></table>"
],
"text/plain": [
"<pandas.io.formats.style.Styler at 0x2950621ce20>"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# let's display cluster profiles\n",
"cluster_profile.style.highlight_max(color=\"LightBlue\",axis=0)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "5eab6999",
"metadata": {},
"outputs": [],
"source": [
"# adding kmeans cluster labels to the scaled dataframe\n",
"cccScaled[\"K_means_segments\"] = kmeans.labels_"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "97cd5837",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([<AxesSubplot:title={'center':'Avg_Credit_Limit'}, xlabel='[K_means_segments]'>,\n",
" <AxesSubplot:title={'center':'Total_Credit_Cards'}, xlabel='[K_means_segments]'>,\n",
" <AxesSubplot:title={'center':'Total_calls_made'}, xlabel='[K_means_segments]'>,\n",
" <AxesSubplot:title={'center':'Total_visits_bank'}, xlabel='[K_means_segments]'>,\n",
" <AxesSubplot:title={'center':'Total_visits_online'}, xlabel='[K_means_segments]'>],\n",
" dtype=object)"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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IAAAAAJYgAAIAAACAJQiAAAAAAGAJ7gIKIEuEhYUpPj4+zenBwcHX3I0MAAAAOeuGAuBvv/2m8ePHKzo6OqvqAZBHXR3uHA6HnE6nh6oBAABAatwOgFOnTtWiRYtUqFChrKwHAAAAAJBN3L4GsHTp0po4cWJW1gIAAAAAyEZuB8CGDRvK15dLCAEAAAAgr8jRBLd169Zs30ZcXFy2byO7ecMYJO8Zx9Xo48xjHLkbvZx5eWUc6dWZ0RjyyhhTQy//Pzb0QF6p0x30cuZ4wxgkz40jRwNgSEiI/Pz8sm39cXFxCg0Nzbb15xRvGEN2/yzOnz+fIy+SqcnuPpa8owck7xhHdvayJ/tY4jU5s/LSONKqMzNjuJEx0su5h6d6IKd48/sLiV7ODG8Yg+TZXuZ7AAEAAADAEjcUAO+8807NnTs3q2oBAAAAAGQjjgACAAAAgCUIgAAAAABgCQIgAAAAAFiCAAgAAAAAliAAAgAAAIAlCIAAAAAAYAkCIAAAAABYggAIAAAAAJYgAAIAAACAJQiAAAAAAGAJAiAAAAAAWMLX0wUAAAAAgDcLCwtTfHx8mtODg4MVGxubI7UQAAEAAAAgG10d7hwOh5xOp0dq4RRQAAAAALAEARAAAAAALEEABAAAAABLEAABAAAAwBIEQAAAAACwBAEQAAAAACxBAAQAAAAASxAAAQAAAMASBEAAAAAAsAQBEAAAAAAsQQAEAAAAAEsQAAEAAADAEgRAAAAAALAEARAAAAAALEEABAAAAABL+Hq6AAB509ixY3X77benOX3GjBmKjo5OddqhQ4fUp0+f7CoNAAAAaSAAAnBLZGSknE5nmtPj4uIUGhqa6jSHw0EABAAA8ABOAQUAAAAASxAAAQAAAMASBEAAAAAAsAQBEAAAAAAsQQAEAAAAAEsQAAEAAADAEgRAAAAAALAE3wMIAICXcDgcbi0XEBCQxZUAAHIrAiAAAF7A6XSmOc3hcKQ7HQBgDwIgAAAAAGShsWPH6vbbb09z+owZMxQdHZ3qtEOHDqlPnz7ZVRoB0BNKliyphISENKendwpPQECAjh07lh1lAQAAAMgCkZGR6Z55ERcXp9DQ0FSnORyObA2A3ATGAxISEuR0OlP9t3HjxjSnOZ3OdINjbhATE6OQkBBVq1ZNISEhiomJ8XRJAAAAAP5/HAFElomJidGAAQM0bdo0FS5cWGfPnlWnTp0kSe3atfNwdQAAAAA4AogsM2LECE2bNk3h4eHy9fVVeHi4pk2bphEjRni6NAAAAAAiACILbd++XTVr1kzxXM2aNbV9+3YPVQQAAADgSgRAZJly5cpp3bp1KZ5bt26dypUr56GKAAAAAFyJawCRZQYMGKBOnTq5rgFctWqVOnXqxCmgAADkgKioqDRvKy9J27ZtS3PaqFGjsqMkALkQARBZ5vKNXrp3767t27erXLlyGjFiBDeAAQAgB0RGRqY5zeFwpHtLegD2IAAiS7Vr107t2rVL97tNAAAAAHgG1wACAAAAgCUIgAAAAABgCQIgAAAAAFiCAAgAAAAAliAAAgAAAIAlCIAAAAAAYAkCIAAAAABYggAIAAAAAJYgAAIAAACAJQiAAAAAAGAJAiAAAAAAWIIACAAAAACWIAACAAAAgCUIgAAAAABgCQIgAAAAAFiCAAgAAAAAlvD1dAEApLCwMMXHx0uSbr75ZhUvXtw1LTg4WLGxsZ4qDbDOlb+PV+P3EQCQ1xEAgVzgyjeUcXFxCg0N9WA1gN2uDngOh0NOp9ND1QCA3dL7UE7igzl3EAABAAAA5Ep8KJf1uAYQAAAAACxBAAQAAAAASxAAAQAAAMASBEAAAAAAsAQBEAAAAAAs4dZdQJOTkzV06FDt2LFDBQoUUFRUlMqUKZPVtQEAAAAAspBbRwBXrFihCxcuaM6cOXr99dc1evTorK4LAAAAAJDF3AqAcXFxqlWrliSpcuXK2rp1a5YWBQAAAADIem6dApqYmCh/f3/XY4fDoYsXL8rXN/3V5URQjIuLy/ZtZIX06sxoDN4wxryMPv5/bqRX88oYpbxV6/WglzPPG8bhDWNIC72cOd4wBsl7xpEaejlz8soYcuv7JLcCoL+/v86cOeN6nJycnGH4k6SQkBD5+fm5s8lMiYuLU2hoaLatPyulVWdmxpAXxpjdP4vz58977Mgzffz/pFdnRuPIK2PMzp+HJ/tYopevhzeMw1tfkyV6ObO8YQze/P5CopczK6+MwZPvk9LrZbdOAa1ataq+//57SdKvv/6qwMBA96sDAAAAAOQIt44A1q9fX+vXr1fbtm1ljNHIkSOzui4AAAAAQBZzKwDmy5dPw4YNy+paAAAAAADZiC+CBwAAAABLuHUEEDcmKipK0dHRaU7ftm1bussCAAAAgDsIgB4wcOBAOZ3OVKdldEcgh8OhyMjI7CoNAAAAgBfjFFAAAAAAsAQBEAAAAAAsQQAEAAAAAEsQAAEAAADAEgRAAAAAALAEARAAAAAALEEABAAAAABLEAABAAAAwBIEQAAAAACwhK+nCwAAeIewsDDFx8enOT04OFixsbE5WFHmlCxZUgkJCenO43A4Un0+ICBAx44dy46yAMBaGb0up/WaLOWu1+X06kxPQEBAFleSEgEQAJAlrg53DodDTqfTQ9VkXkJCQrp1xsXFKTQ0NNVp7v5xBwCkLb3X5fRek6Xc87qc0d8/T/6N5BRQAAAAALAERwABAACQa1x5+p+/v3+6R3ScTqcSExNdj3PT6X9AbkUABAAAQK7hDaf/AbkZp4ACAAAAgCUIgAAAAABgCQIgAAAAAFiCAAgAAAAAliAAAgAAAIAluAsoALe5e7e1gICALK4k64SFhSk+Pj7VacHBwdd82TkAAEBeQgAE4Ja0btF9mcPhyHCe3OjqgJdXxwEAAJAaTgEFAAAAAEsQAAEAAADAEgRAAAAAALAE1wAiS6R34wyJm2cAAAAAuQEBEFmCG2cAAAAAuR+ngAIAAACAJQiAAAAAAGAJAiAAAAAAWIIACAAAAACWIAACAAAAgCUIgAAAAABgCQIgAAAAAFiC7wGEW0qWLKmEhIR053E4HKk+HxAQoGPHjmVHWQAAAADSQQCEWxISEtL9ove4uDiFhoamOi2tYAgAAAAge3EKKAAAAABYggAIAAAAAJbgFFAPcfc0yICAgCyuBADcl9H1wHnhWuCoqChFR0enO8+2bdvSXBYAkLUyel1O6zX58rK5UVhYmOLj412Pb775ZhUvXtz1ODg4WLGxsTlSCwHQA9K7ds7hcKQ7HQByk/SuB84r1wIPHDjwhq5pjoyMzK7SAMBK6b0up/eaLOXe1+Wrw11G48hOnAIKAAAAAJYgAAIAAACAJTgFFG7hmhkAAAAg7yEAwi1cMwMAAADkPZwCCgAAAACWIAACAAAAgCUIgAAAAABgCQIgAAAAAFiCAAgAAAAAliAAAgAAAIAlCIAAAAAAYAm+BxBuczgcbi0XEBCQxZUAAAAAyAwCINyS3pfAS5fCYUbzAAAAAMhZnAIKAAAAAJYgAAIAAACAJQiAAAAAAGAJAiAAAAAAWIKbwHhYWFiY4uPjXY9vvvlmFS9e3PU4ODhYsbGxnigNsELJkiWVkJCQ7jxp3fE2ICBAx44dy46yAAAAsgUB0MOuDndxcXEKDQ31UDWAfRISEtK9Y216v5PufhUKAACAp3AKKAAAAABYggAIAAAAAJbgFFBkCa5lBAAAAHI/AiCyBNcyAgAAALkfARAAAFht7Nixuv3229OdZ9u2bak+f+jQIfXp0yc7yrphV56dk5fOzImKilJ0dHSa09P6WVxeFkD6CIAAAMBqkZGRN3Q34NwaAK8MeHnpzJyBAwem+fPIaBwOh0ORkZHZVRrgFQiAAAAAAHKVy1+15O/vn+7XLjmdTiUmJroeBwQEZHtteR0BEADgNndP1cptp2m5+52OufmNRl49/Q8A3D0ij8whAAIA3ObuqVq56TSt9N5oSJdqzWie3Civnv4HAMhefA8gAAAAAFiCAAgAAAAAliAAAgAAAIAlbigALl++XK+//npW1QIAAAAAyEZu3wQmKipK69atU7ly5bKyHgAAAABANnH7CGDVqlU1dOjQLCwFAAAAAJCdMjwC+Pnnn2vmzJkpnhs5cqSaNGmiDRs2XNfGtm7den3VuSEuLi7bt5HdvGEMkveM42r0cebllXFkVGd60/PKGFOTVb3s7v7JS/suL9WaFm8YQ1qyopdteB3IK3VKN7a/89I4r8Z7jMzxhjFInhtHhgGwVatWatWqVZZsLCQkRH5+flmyrtR4w/ccecMYpOwfx/nz53PkRTI19HHm5ZVxpFdnRj+PGxmjJ/tYyrpeTmsfZOe+y2l5qdbUePNrspQ1veyp14Gcktf+trj7upLespnhDb2cnrzWB6nxhjFInn1d5i6gAAAAAGAJAiAAAAAAWMLtu4BK0kMPPaSHHnooq2oBAAAAAGQjjgACAAAAgCUIgAAAAABgCQIgAAAAAFiCAAgAAAAAliAAAgAAAIAlCIAAAAAAYAkCIAAAAABYggAIAAAAAJYgAAIAAACAJQiAAAAAAGAJAiAAAAAAWIIACAAAAACWIAACAAAAgCUIgAAAAABgCQIgAAAAAFjC19MFAPAOYWFhio+Pdz2++eabVbx4cdfj4OBgxcbGeqK0dEVFRSk6OjrdebZt25bmspAcDockyd/f3/X/1DidTiUmJkqSAgICcqQ2d6TXy7m1jwEAyCwCIIAscfWb4ri4OIWGhnqomswbOHCgnE5nmtPTG4fD4VBkZGR2lZYnuLvvcrO82ssAAGQGp4ACAAAAgCUIgAAAAABgCQIgAAAAAFiCAAgAAAAAliAAAgAAAIAlCIAAAAAAYAkCIAAAAABYggAIAAAAAJYgAAIAAACAJQiAAAAAAGAJAiAAAAAAWIIACAAAAACWIAACAAAAgCUIgAAAAABgCQIgAAAAAFiCAAgAAAAAliAAAgAAAIAlfD1dAAAAgKc5HA7X//39/VM8vprT6VRiYqIkKSAgINtrs9Hl/X89PwuJnweQGQRAAABgNafTme70uLg4hYaG5lA1SO/nwc8CuHGcAgoAAAAAliAAAgAAAIAlCIAAAAAAYAkCIAAAAABYggAIAAAAAJYgAAIAAACAJQiAAAAAAGAJAiAAAAAAWIIACAAAAACWIAACAAAAgCUIgAAAAABgCQIgAAAAAFiCAAgAAAAAliAAAgAAAIAlCIAAAAAAYAkCIAAAAABYwtfTBQCApzkcDtf//f39Uzy+ktPpVGJioutxQEBAttcGAACQlQiAAKzmdDrTnR4XF6fQ0NAcqgYAACB7cQooAAAAAFiCAAgAAAAAliAAAgAAAIAlCIAAAAAAYAkCIAAAAABYggAIAAAAAJYgAAIAAACAJQiAAAAAAGAJAiAAAAAAWIIACAAAAACWIAACAAAAgCUIgAAAAABgCQIgAAAAAFiCAAgAAAAAliAAAgAAAIAlCIAAAAAAYAkCIAAAAABYggAIAAAAAJbwdWeh06dPq3fv3kpMTFRSUpL69eunKlWqZHVtAAAAAIAs5FYAnD59uh5++GF16NBBu3fv1uuvv64vvvgiq2sDAAAAAGQhtwJghw4dVKBAAUmS0+mUn59flhYFAAAAAMh6GQbAzz//XDNnzkzx3MiRI1WpUiUdPXpUvXv3Vv/+/bOtQAAAAABA1vAxxhh3FtyxY4d69eqlPn36qHbt2unO+++//+r33393q0AgPRUqVFDBggVzZFv0MbJLTvaxRC8j+9DL8Bb0MrxFar3s1l1Ad+3apVdffVVvvfVWhuFPkpKSktzZDJChnOwt+hjZJad7i15GdqGX4S3oZXiL1HrLrSOAXbp00Y4dO1SqVClJkr+/vz744IM0509OTtaZM2eUP39++fj4XO/mgGsYY5SUlKQiRYooX76c+TYT+hhZzRN9LNHLyHr0MrwFvQxvkV4vu30KKAAAAAAgb+GL4AEAAADAEgRAAAAAALAEARAAAAAALEEABAAAAABL5PkAePbsWZUrV05BQUEKCgrS2LFjPV2S21566SUFBQV5ugy3/fPPPwoODnb9LBo3buzpkvIUejn3oJdvDL2ce9DL7vOmPpboZZvRy7lHbunjPB8AmzdvLmOMduzYoVq1amnatGmeLsktlStX1po1azxdxg1p0aKF8uXLpx07dmjChAnavXu3p0vKU+jl3INevjH0cu5BL7vPW/pYopdtRy/nHrmlj/N8APz777/1n//8R5L00Ucfebga95UsWVLPP/+8p8u4Ie+9954++eQTT5eRZ9HLuQe9fGPo5dyDXnaft/SxRC/bjl7OPXJLH+f5AJicnKyiRYumeO7YsWMeqsZ9K1asUJEiRTxdxg2pUqWKHnjgAW3atEk9evTQbbfd5umS8hR6Ofegl28MvZx70Mvu85Y+luhl29HLuUdu6eM8HwDz5cunM2fOpHiuZMmSHqoGU6dO1dNPP63ixYvr+++/93Q5eQq9nLvQy+6jl3MXetk99HHuQy+7h17OXXJDH+f5AHjHHXfo4MGDkqQXXnjBw9XYbd68eRo/frzuv/9+/fDDD54uJ8+hl3MPevnG0Mu5B73sPvo4d6GX3Ucv5x65pY/zfABctGiRfHx8FBQUpLVr1+rpp5/2dEnWGjx4sCTpt99+c93daOfOnR6uKu+gl3MPevnG0Mu5B73sPvo4d6GX3Ucv5x65pY99jDEmx7cKAAAAAMhxef4IIAAAAAAgcwiAAAAAAGAJAiAAAAAAWIIACAAAAACWIAACAAAAgCXyfADcsGGDqlSpog4dOqhu3bqu55OSkvTKK6+oZ8+eunjxogcr9E6bN2/WuHHj0pw+Y8YM1alTR/369cvBqvI2etkz6OWsRR97Bn2c9ehlz6CXsx697Bm5uZfzfACUpJCQEEVFRbkeX7x4Ub169VKhQoX01ltvydfX14PVeaddu3bp+PHjaU7v0KGDevTokYMVeQd6OefRy1mPPs559HH2oJdzHr2cPejlnJebe9nrftpOp1NvvPGGChcurFGjRilfvvQzbvv27VW+fHnFxcXp/PnzeuONN/TJJ5/ozz//VIcOHdShQwedOXNGw4YN0x9//CGn06kXX3xRTZs2VWJiovr3769//vlHR44cUfXq1TVixAht3LhRkydPVsGCBfXnn38qKChI48eP14ULF9SrVy8dO3ZMktS1a1fVq1cvzdoWL16sjz76SA6HQ3feeafGjRsnPz8/TZkyRV9//bWcTqdq1qyp3r17y8fHR5988olmzZqlokWL6p577lHp0qXVvXt31ahRQ/Xq1dPmzZtVsmRJPfHEE4qOjtbhw4c1evRoVatWTfv27dPQoUP1v//9TwULFtSgQYNUvnx59evXT/7+/vr999/1zz//qGvXrqpfv74mTJigs2fP6oMPPlB4eLgGDx6sixcvys/PT6NGjdJdd92VlT9WK9HL9LI3oI/pY29BL9PL3oJeppdl8rgff/zRPPPMM2b//v3mkUceMb169TLly5c3e/bsydTyzzzzjBkxYoQxxpiJEyeaRx991Jw9e9YcOHDAPPDAA8YYY8aNG2dmzpxpjDHm9OnT5rHHHjN//fWXWbx4sXn//feNMcacP3/ePProo2bLli3mxx9/NJUrVzaHDh0yTqfTPPHEE2blypVmwYIFZujQocYYY7Zt22ZGjx6dbm1169Y1x44dM8YYM3r0aLNt2zazZs0a0717d3Px4kXjdDpNr169zJdffmm2b99uGjRoYE6fPm3+/fdf06pVKzNhwgRjjDGBgYFm+fLlrvH26tXLGGPMggULzCuvvGKMMaZNmzbm999/N8YY88cff5gGDRoYY4zp27ev6dq1q0lOTjbx8fGmWrVqxhhj5s+fb/r27WuMMaZfv35m6dKlrnV+8cUX18yDjNHL9LI3oI/pY29BL9PL3oJeppev5lVHAA8fPqzChQvr1VdfVe/evTV79mzlz58/w+UeeeQRSdIdd9yh+++/X4UKFVKpUqV06tQpSVJsbKz+/fdfzZ8/X5J09uxZ/fHHH2ratKk2b96sGTNmaPfu3frf//6ns2fPSpLuu+8+/ec//5EklS1bVidPnlSVKlX0f//3f/rnn39Up04dde3aNd26wsPD1a5dOz366KNq2LChypUrp0WLFmnz5s1q2bKlJOnff//VHXfcoRMnTig8PFz+/v6SpMcee8xV/5VjLFWqlEJDQ13jPXXqlM6cOaOtW7cqMjLSNf/Zs2eVkJAgSapRo4Z8fHwUGBio//3vf9fUWbt2bQ0bNkxr165V3bp1FR4enuE+R/roZXrZG9DH9LG3oJfpZW9BL9PLkpedAnrrrbdq2LBhMsZozZo1mjBhgl5//fUMl7uy8VM7Bzo5OVnjxo1ThQoVJEnHjh3TzTffrOjoaC1btkytW7dWWFiYdu7cKWOMJMnPz8+1vI+Pj4wxuuuuu/T1119r7dq1WrVqlT7++GMtXbo0zUPvAwcOVHx8vNasWaPevXurW7ducjqdeu6559SxY0dJ0qlTp+RwODRv3jwlJyenOcYCBQq4/u9wOK4ZX4ECBbRw4ULXc4cPH1axYsVSjMXHxyfVdTdq1EhVqlTRqlWrNGPGDK1evTrFeea4fvQyvewN6GP62FvQy/Syt6CX6WXJS24Cc1n+/Pnl4+OjfPnyacyYMYqJidEPP/xww+t9+OGHFRMTI0k6cuSImjVrpkOHDmn9+vVq06aNmjVrpvPnzys+Pj7dxpo1a5YmTpyoxo0ba8iQITpx4oQSExNTnffixYtq0KCBAgIC9PLLL6t58+bavn27Hn74YS1cuFBnzpzRxYsX1bVrVy1btkzVq1fXmjVrlJiYqAsXLujbb79NswmvVrRoUd11112upl6/fr2efvrpdJdxOByuO0b17NlTW7ZsUdu2bfXqq69q27Ztmdou0kYv08vegD6mj70FvUwvewt6mV6WvOwI4JXuvPNORUZGqnfv3lq0aJGKFy/u9rq6deumoUOHqmnTpnI6nerdu7dKly6t5557TkOHDtWUKVPk7++vKlWq6MCBAypdunSq63n88cfVq1cvRUREyOFwqHfv3rrppptSndfX11c9evTQ888/Lz8/P5UoUUKjR49WiRIlFB8fr9atW8vpdKpWrVpq0aKFfHx89Oyzz6pNmzYqXLiwAgICUnyykpFx48Zp6NCh+uijj5Q/f369/fbb6f5SVKpUSZMmTdL48ePVuXNnDRgwQO+9957y58+voUOHZnq7yBi9TC97A/qYPvYW9DK97C3oZYt7OcevOsxily9std3u3bvN9OnTXY87d+5sVq5c6bmCDBdpXy96+RJ6OW+jjy+hj/M+evkSejnvo5cvoZf/H684Arh161Z16NBBM2bMSHX666+/rl27dl3zfN26dfXqq69mc3XpGzNmjGJjY695PiQkRCNGjMj0ekqVKqUtW7aoadOm8vHxUc2aNT16gemMGTM0Y8YMPfzwwx6rIS+il+llb0Af08fegl6ml70FvUwvX8nHmP//SkwAAAAAgFfzqpvAAAAAAADSRgAEAAAAAEsQAAEAAADAEgRAAAAAALAEARAAAAAALEEABAAAAABL/H9PRgycd5bzwQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 1080x720 with 5 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cccScaled.boxplot(by='K_means_segments', layout = (1,5),figsize=(15,10))"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "fddcf6d5",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='K_means_segments'>"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cccScaled.groupby(\"K_means_segments\").mean().plot.bar(figsize=(15, 6))"
]
},
{
"cell_type": "markdown",
"id": "3db87c54",
"metadata": {},
"source": [
"### Cluster Profiling"
]
},
{
"cell_type": "markdown",
"id": "46422b17",
"metadata": {},
"source": [
"#### Insights\n",
"\n",
"- **Cluster 0 Customers**:\n",
" - Smallest cluster in volume\n",
" - Have higher credit limits (Avg 141K)\n",
" - Larger count of credit cards (8 cards on Avg)\n",
" - Lowest bank visits\n",
" - Highest online banking usage\n",
" - Lowest phone banking usage\n",
"\n",
"\n",
"- **Cluster 1 Customers**:\n",
" - Largest cluster in volume\n",
" - Credit limits (Avg 34K)\n",
" - Credit cards (5 cards on Avg)\n",
" - Highest count of bank visits.\n",
" - Lowest internet banking usage.\n",
" - Meduim phone banking usage compared with 2 other clusters\n",
"\n",
"\n",
"- **Cluster 2 Customers**:\n",
" - Credit limits (Avg 12K)\n",
" - Credit cards (2 cards on Avg)\n",
" - Average bank visits and online banking usage.\n",
" - Highest Phone banking usage."
]
},
{
"cell_type": "markdown",
"id": "4984456e",
"metadata": {},
"source": [
"## E. Hierarchical Clustering"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "666cb774",
"metadata": {},
"outputs": [],
"source": [
"#Dropping K-means segmentation column\n",
"cccScaled.drop('K_means_segments',axis=1,inplace=True)\n",
"ccc.drop('K_means_segments',axis=1,inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "dd3b6b19",
"metadata": {},
"outputs": [],
"source": [
"#Importing required libraries\n",
"\n",
"# to compute distances\n",
"from scipy.spatial.distance import pdist\n",
"\n",
"# to perform hierarchical clustering, compute cophenetic correlation, and create dendrograms\n",
"from sklearn.cluster import AgglomerativeClustering\n",
"from scipy.cluster.hierarchy import dendrogram, linkage, cophenet"
]
},
{
"cell_type": "markdown",
"id": "97d78186",
"metadata": {},
"source": [
"### Cophenetic coorelation"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "36b48afc",
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Cophenetic correlation for Euclidean distance and single linkage is 0.7395135051413774.\n",
"Cophenetic correlation for Euclidean distance and complete linkage is 0.8794736468795107.\n",
"Cophenetic correlation for Euclidean distance and average linkage is 0.89744255353063.\n",
"Cophenetic correlation for Euclidean distance and weighted linkage is 0.8551044687233404.\n",
"Cophenetic correlation for Chebyshev distance and single linkage is 0.7379112982920526.\n",
"Cophenetic correlation for Chebyshev distance and complete linkage is 0.8663314478657995.\n",
"Cophenetic correlation for Chebyshev distance and average linkage is 0.8962469486503492.\n",
"Cophenetic correlation for Chebyshev distance and weighted linkage is 0.8664148091274799.\n",
"Cophenetic correlation for Mahalanobis distance and single linkage is 0.7054746377393305.\n",
"Cophenetic correlation for Mahalanobis distance and complete linkage is 0.6541546014141353.\n",
"Cophenetic correlation for Mahalanobis distance and average linkage is 0.8325707682057718.\n",
"Cophenetic correlation for Mahalanobis distance and weighted linkage is 0.7893042808060704.\n",
"Cophenetic correlation for Cityblock distance and single linkage is 0.7253931237436753.\n",
"Cophenetic correlation for Cityblock distance and complete linkage is 0.8736081958827207.\n",
"Cophenetic correlation for Cityblock distance and average linkage is 0.8960606725810483.\n",
"Cophenetic correlation for Cityblock distance and weighted linkage is 0.8805005800259854.\n",
"Wall time: 403 ms\n"
]
}
],
"source": [
"%%time\n",
"# list of distance metrics\n",
"distance_metrics = [\"euclidean\", \"chebyshev\", \"mahalanobis\", \"cityblock\"]\n",
"\n",
"# list of linkage methods\n",
"linkage_methods = [\"single\", \"complete\", \"average\", \"weighted\"]\n",
"\n",
"high_cophenet_corr = 0\n",
"high_dm_lm = [0, 0]\n",
"\n",
"for dm in distance_metrics:\n",
" for lm in linkage_methods:\n",
" Z = linkage(cccScaled, metric=dm, method=lm)\n",
" c, coph_dists = cophenet(Z, pdist(cccScaled))\n",
" print(\n",
" \"Cophenetic correlation for {} distance and {} linkage is {}.\".format(\n",
" dm.capitalize(), lm, c\n",
" )\n",
" )\n",
" if high_cophenet_corr < c:\n",
" high_cophenet_corr = c\n",
" high_dm_lm[0] = dm\n",
" high_dm_lm[1] = lm"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "1060abc9",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[1mHighest cophenetic correlation is 0.89744255353063, which is obtained with Euclidean distance and average linkage.\u001b[1m\n"
]
}
],
"source": [
"# printing the combination of distance metric and linkage method with the highest cophenetic correlation\n",
"print(\n",
" \"\\033[1mHighest cophenetic correlation is {}, which is obtained with {} distance and {} linkage.\\033[1m\".format(\n",
" high_cophenet_corr, high_dm_lm[0].capitalize(), high_dm_lm[1]\n",
" )\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "01d26cda",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Wall time: 7.08 s\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 1080x2160 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%%time\n",
"# list of linkage methods\n",
"linkage_methods = [\"single\", \"complete\", \"average\", \"centroid\", \"ward\", \"weighted\"]\n",
"\n",
"# lists to save results of cophenetic correlation calculation\n",
"compare_cols = [\"Linkage\", \"Cophenetic Coefficient\"]\n",
"compare = []\n",
"\n",
"# to create a subplot image\n",
"fig, axs = plt.subplots(len(linkage_methods), 1, figsize=(15, 30))\n",
"\n",
"# We will enumerate through the list of linkage methods above\n",
"# For each linkage method, we will plot the dendrogram and calculate the cophenetic correlation\n",
"for i, method in enumerate(linkage_methods):\n",
" Z = linkage(cccScaled, metric=\"euclidean\", method=method)\n",
"\n",
" dendrogram(Z, ax=axs[i])\n",
" axs[i].set_title(f\"Dendrogram ({method.capitalize()} Linkage)\")\n",
"\n",
" coph_corr, coph_dist = cophenet(Z, pdist(cccScaled))\n",
" axs[i].annotate(\n",
" f\"Cophenetic\\nCorrelation\\n{coph_corr:0.2f}\",\n",
" (0.80, 0.80),\n",
" xycoords=\"axes fraction\",\n",
" )\n",
"\n",
" compare.append([method, coph_corr])"
]
},
{
"cell_type": "markdown",
"id": "aae89302",
"metadata": {},
"source": [
"#### Appropriate number of clusters"
]
},
{
"cell_type": "markdown",
"id": "84de9c47",
"metadata": {},
"source": [
"3 would be the appropriate number of the clusters from the dendrogram with average linkage method."
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "06b4ed52",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"AgglomerativeClustering(n_clusters=3)"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"HCmodel = AgglomerativeClustering(n_clusters=3, affinity=\"euclidean\", linkage=\"ward\")\n",
"HCmodel.fit(cccScaled)"
]
},
{
"cell_type": "code",
"execution_count": 32,
"id": "762b4ac8",
"metadata": {},
"outputs": [],
"source": [
"# adding hierarchical cluster labels to the original and scaled dataframes\n",
"\n",
"cccScaled[\"HC_Clusters\"] = HCmodel.labels_\n",
"ccc[\"HC_Clusters\"] = HCmodel.labels_"
]
},
{
"cell_type": "markdown",
"id": "ccbb43df",
"metadata": {},
"source": [
"### Cluster profiling"
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "aa26b351",
"metadata": {},
"outputs": [],
"source": [
"cluster_profile = ccc.groupby(\"HC_Clusters\").mean()"
]
},
{
"cell_type": "code",
"execution_count": 34,
"id": "95371710",
"metadata": {},
"outputs": [],
"source": [
"cluster_profile[\"count_in_each_segments\"] = (\n",
" ccc.groupby(\"HC_Clusters\")[\"Total_Credit_Cards\"].count().values\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 35,
"id": "2b95f009",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<style type=\"text/css\" >\n",
"#T_778fa_row0_col2,#T_778fa_row0_col5,#T_778fa_row1_col4,#T_778fa_row2_col0,#T_778fa_row2_col1,#T_778fa_row2_col3{\n",
" background-color: lightblue;\n",
" }</style><table id=\"T_778fa_\" ><thead> <tr> <th class=\"blank level0\" ></th> <th class=\"col_heading level0 col0\" >Avg_Credit_Limit</th> <th class=\"col_heading level0 col1\" >Total_Credit_Cards</th> <th class=\"col_heading level0 col2\" >Total_visits_bank</th> <th class=\"col_heading level0 col3\" >Total_visits_online</th> <th class=\"col_heading level0 col4\" >Total_calls_made</th> <th class=\"col_heading level0 col5\" >count_in_each_segments</th> </tr> <tr> <th class=\"index_name level0\" >HC_Clusters</th> <th class=\"blank\" ></th> <th class=\"blank\" ></th> <th class=\"blank\" ></th> <th class=\"blank\" ></th> <th class=\"blank\" ></th> <th class=\"blank\" ></th> </tr></thead><tbody>\n",
" <tr>\n",
" <th id=\"T_778fa_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
" <td id=\"T_778fa_row0_col0\" class=\"data row0 col0\" >34143.236074</td>\n",
" <td id=\"T_778fa_row0_col1\" class=\"data row0 col1\" >5.519894</td>\n",
" <td id=\"T_778fa_row0_col2\" class=\"data row0 col2\" >3.488064</td>\n",
" <td id=\"T_778fa_row0_col3\" class=\"data row0 col3\" >0.978780</td>\n",
" <td id=\"T_778fa_row0_col4\" class=\"data row0 col4\" >1.986737</td>\n",
" <td id=\"T_778fa_row0_col5\" class=\"data row0 col5\" >377</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_778fa_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
" <td id=\"T_778fa_row1_col0\" class=\"data row1 col0\" >12216.216216</td>\n",
" <td id=\"T_778fa_row1_col1\" class=\"data row1 col1\" >2.423423</td>\n",
" <td id=\"T_778fa_row1_col2\" class=\"data row1 col2\" >0.950450</td>\n",
" <td id=\"T_778fa_row1_col3\" class=\"data row1 col3\" >3.554054</td>\n",
" <td id=\"T_778fa_row1_col4\" class=\"data row1 col4\" >6.878378</td>\n",
" <td id=\"T_778fa_row1_col5\" class=\"data row1 col5\" >222</td>\n",
" </tr>\n",
" <tr>\n",
" <th id=\"T_778fa_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
" <td id=\"T_778fa_row2_col0\" class=\"data row2 col0\" >141040.000000</td>\n",
" <td id=\"T_778fa_row2_col1\" class=\"data row2 col1\" >8.740000</td>\n",
" <td id=\"T_778fa_row2_col2\" class=\"data row2 col2\" >0.600000</td>\n",
" <td id=\"T_778fa_row2_col3\" class=\"data row2 col3\" >10.900000</td>\n",
" <td id=\"T_778fa_row2_col4\" class=\"data row2 col4\" >1.080000</td>\n",
" <td id=\"T_778fa_row2_col5\" class=\"data row2 col5\" >50</td>\n",
" </tr>\n",
" </tbody></table>"
],
"text/plain": [
"<pandas.io.formats.style.Styler at 0x2950c152cd0>"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# let's display cluster profiles\n",
"cluster_profile.style.highlight_max(color=\"lightblue\", axis=0)"
]
},
{
"cell_type": "code",
"execution_count": 36,
"id": "4b5a49b2",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([<AxesSubplot:title={'center':'Avg_Credit_Limit'}, xlabel='[HC_Clusters]'>,\n",
" <AxesSubplot:title={'center':'Total_Credit_Cards'}, xlabel='[HC_Clusters]'>,\n",
" <AxesSubplot:title={'center':'Total_calls_made'}, xlabel='[HC_Clusters]'>,\n",
" <AxesSubplot:title={'center':'Total_visits_bank'}, xlabel='[HC_Clusters]'>,\n",
" <AxesSubplot:title={'center':'Total_visits_online'}, xlabel='[HC_Clusters]'>],\n",
" dtype=object)"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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FWY8//ri1YMGCTOvNnz/fevjhh62qVataLVu2tBYvXmxZlmUdOXLEqlWrljVz5kzHuhs2bLAqV65sbd682fr222+tSpUqWbNmzbLq1atn1a1b1xo7dqx18eJFy7Isx/LU1FTLsizrzJkzVnR0tFWnTh2rZs2a1nPPPWf98ssvjn2vX7/esR+73X7NeE6ePGn16tXLql69utWoUSPrvffesypVqmT9/vvvjvGuXbs20zY//fST1bVrV6tatWpWvXr1rKFDh1p//fWXY/mKFSusZs2aWdWqVbN69uxpffDBB1abNm0sy7KsgwcPWpUqVbKmTZtmPfjgg1bt2rWtgQMHZtr+6NGjVu/eva1atWpZ4eHh1osvvmgdPnzYsfzYsWNWjx49rBo1aliPPPKI9f7771uVKlXK8Xc2a9Ys65FHHrGqVatm9ejRwzp27FimddLS0qy6detab775Zrb7sSzLmjx5smMsV/v3v/9tjR07NtN9u3fvtnr37m1FRERY1atXtyIjI61PPvkky99FTlJTU60333zTeuSRR6zq1atbjRs3tmJiYhy/J8uyrAEDBlgvvfSS4/asWbOsBg0aWDVr1rT69+9vTZw40bH80qVL1rhx46xGjRpZVatWtVq1amV99dVXjm2nTJliVa9e3XrxxRcty7Ks5ORkq2vXrlb16tWtunXrWgMGDLD+/PNPy7Ku7UnLsqyzZ89agwcPturXr2+FhYVZ7dq1s7Zt23ZdYwYAWJafZeXhwxoAgEJry5Ytevrpp/X999/n62sI8uL8+fPavHmzHnzwQccVN3fs2KFOnTrphx9+uOZzeq5w6NAhNW/eXMuXL3d8bYY3OH36tBo2bKglS5Zk+dUNAAB4AheBAQC4TFBQkGJiYtS6dWs99dRTOnPmjMaNG6cWLVq4Jfx5o/Pnz+vrr7/WypUrVbt2bcIfAMCrmPG/MQCgQGR8f+G4ceP06aefqmjRonrkkUcyfbebr7PZbBo6dKhCQkI0bdq0Aj32yZMn9dBDD+W4zttvv53rlUIBAL6LKaAAAPgIu92e5RVSr3TLLbfohhtuKKCKAADehgAIAAAAAIbgayAAAAAAwBAEQAAAAAAwBAEQAAAAAAxBAAQAAAAAQxAAAQAAAMAQBEAAAAAAMAQBEAAAAAAMQQAEAAAAAEMQAAEAAADAEARAAAAAADAEARAAAAAADEEABAAAAABDEAABAAAAwBAEQAAAAAAwBAEQAAAAAAxBAAQAAAAAQxAAAQAAAMAQBEAAAAAAMAQBEAAAAAAMQQAEAAAAAEMQAAEAAADAEARAAAAAADAEARAAAAAADEEABAAAAABDEAABAAAAwBAEQAAAAAAwBAEQAAAAAAxBAAQAAAAAQxgTANPS0tSwYUM9++yzbjuG3W7XrFmz1LZtW0VFRally5aaMGGCLl68mO9916pVS4cOHdLOnTvVp08fSdKOHTs0dOjQXLedMmWKRowYkeWyqKgonTlzJs91rFmzRrGxsZKk9evX6+23387ztgAAAAA8y5gA+NVXXyk0NFS7du3Szz//7JZjDB8+XP/73/80Z84cLV26VAsXLtSvv/6qwYMHu+wY1apV0+TJkyVJ+/bt0++//56v/S1dulQ33nhjntdv3ry5YmJiJEk7d+7U6dOn83V8ZBYbG6uoqChFRUUpLCxMLVq0cNz++++/r1k/ryG8c+fO+vzzz3Nd78yZM4qNjVVkZKSioqLUunVrLViwwKmxXGnnzp1q1qyZJGnu3LmaPn26JGnBggX6+OOP87SP77//Xt27d1dUVJQiIyPVo0cPJScn57u2nj17Kj4+Pt/7Qe483d/Xq1mzZtq5c6e2bNmiVq1auXz/zpo5c6YGDhzo6TKM5o29fOVza3aee+457du3T5LUrVs3nTp1yqljufpvIj4+Xj179nTZ/pAz0/vXWZUrV9apU6cynQwprAI8XUBBmTt3rlq2bKk777xTc+bM0bBhw9SsWTP997//VVhYmCSpb9++qlu3rtq0aaNhw4Zp+/btKlGihCpWrChJGjt2bLb7P3TokJYvX65NmzYpODhYklSsWDG9/vrr+v777yVJAwcO1J9//qmDBw+qSZMmevnllzVx4kR99913stvtuu+++xQTE6Pg4GBt27ZNI0eOlJ+fn6pVq6b09HRJl590R44cqRkzZmjy5Mn666+/FB0drTFjxjj1uFSuXFnffPON1q9fry+//FLp6ek6cuSIypYtq/bt2+ujjz7S/v371bVrV3Xr1k3x8fH64osv9OKLL+rTTz+V3W5XiRIl9Morrzh1fGSWEa6lyy8+J06cqGrVqmW7vitD+IULF/Tvf/9bkZGRWrx4sQICAnT48GF16dJFktSuXTuXHKdjx46OnxMTE3Xvvffmus13332nfv36aerUqY6/12XLlqlz58767LPPVKpUKZfUBvfyZH8DruSNvXzlc2t2ZsyY4fh58+bN7iwHXoz+zZ/mzZurefPmHju+KxgRAPft26f//e9/mjx5sqpWrarOnTvrlVde0RNPPKH4+HiFhYXp9OnT+uabbzRy5Ei98847stvt+uyzz3Tu3Dl16tRJ9913X47H+PHHH1WxYkVH+Mtw8803q0WLFo7bf//9t1auXClJmjp1qmw2m+Lj4+Xn56c333xTEydO1KBBgxzhsH79+lqxYoXmz5+fab+33nqr+vTpoy+++MLp8He1bdu2afny5SpbtqwiIyO1cuVKzZkzR8nJyWrfvr0jCEhSjRo11KFDB6WkpBD+CsB///tfrVy5UjabTXfffbeGDBmiI0eOZArhPXv21PDhw3XgwAH9+eefKl68uCZOnKh77rknT8dYtWqVihUrpueee85x3+23365JkyYpLS1N0uX/KKpXr669e/fq1VdfVfXq1TVixAgdPXpUaWlp+uc//6nnn39ekvTJJ59ozpw5Cg4OVqVKlRz7nDJlilJSUlS/fn2tXbtWmzdvVtGiRfXUU09lW9vkyZP14osvOsKfJD3++OMKCgqS3W5Xenq6Ro8ere3bt+vs2bOyLEuxsbEKDw+/5o2Xp59+WgMHDtQff/yh2267TSdPnsx0nK+++kpFihRRSEiIxowZo1tuuSVvvyQ4rSD6+9KlS5owYYLWr18vm82mWrVqadiwYTpz5oyGDh2qkydP6vjx446eL126dJb72bZtm8aOHet4U65nz56ZnuOzUq1aNXXt2lUJCQk6d+6cevfurc8//1zJycm65ZZb9O6776pYsWJauHCh5s2bp7S0NJ0+fVrPPfecOnXqpLS0NMXGxiohIUGlS5dW6dKlVaJECUnSX3/9pVGjRik5OVlpaWmqX7+++vfvr4AAI/579zru7mW73Z7tm9cnT55USkqKhg4dqk8++USffvqpihQpoqCgII0YMUIVK1ZUs2bN9Pbbb+uTTz6RJD3zzDOaPn261q1bl+X6OTl37pz69OmjAwcO6MYbb9SIESN0991369dff9WIESN09uxZHT9+XKGhoZo0aZKCgoJUrVo19ejRQ5s3b9Yff/yhZ599Vp06dcq0388//1wTJ07U9OnT8/z3DdcwqX/nzZunuLg4+fv7q0yZMhoyZIjuvvtuDRw4UMHBwdq7d6+OHTumypUra9y4cSpevLhj24yTIe+99546d+6smjVr6vvvv9fRo0dVv359jRw5Uv7+/vr+++81ceJEnT9/Xv7+/urdu7eaNm2aj9+Q6xgxBXTu3Llq2rSpQkJCVL16dZUrV07z58/XE088oc8++0wXL17UihUr1KxZM5UoUUJff/21nnzySfn7+ys4OFht2rTJ9Rj+/v6OFwQ5CQ8Pd/y8fv16rV27Vq1bt1ZUVJRWr16tn3/+WcnJyQoICFD9+vUlSa1atcrUeO5SrVo13XrrrfL391e5cuXUsGFD+fv764477tCFCxd0/vx5t9eAay1atEgbN27UwoULtXz5ct17770aOHCgI4S3bNlSr7zyijZs2KAbb7xR8+bN0xdffKGwsLA8T6+UpF27dql27drX3F+1alXVrFnTcfvee+/VZ599pocfflj9+vVzvJGycOFCJSQkaNWqVdqzZ4+mTp2qjz76SIsWLVKRIkWu2e/DDz+sZs2aqUuXLjmGv5xqa9GihW6++WZt375df/zxh+bNm6dVq1apTZs2md4pzHjjpV+/fhoxYoRq1KihlStXKiYmRr/++qsk6ejRo5ozZ44WLVqk+Ph4NWjQQDt27MjrwwcnFVR/f/LJJ/rxxx+1dOlSrVixQmfPntWqVau0cuVK1axZU/PmzdOaNWtUtGhRLV26NNv9TJkyRV27dlV8fLxGjx6tb7/9NtdjX7x4UWXKlNHChQvVunVrxcTEaPDgwVq1apVSU1O1Zs0anT17VgsWLND06dO1ZMkSvfXWW5owYYKj9v3792vlypX64IMPdPToUce+R48erapVqyo+Pl5LlixRSkqKZs2alefHBa5TEL1ss9kcz7mSHG9eR0ZGOtax2+0aPXq03n//fS1atEjt27dXYmJipv1kvHE8Z84c3XLLLbmun5WjR4+qS5cuWrp0qVq1aqX+/ftLkubPn6/WrVtr/vz5+vLLL3Xo0CGtX79e0uW/hZCQEH366aeaPHmyxowZowsXLjj2uWLFCk2dOlVxcXGEvwJmUv9+8803ev/99/Xhhx9q2bJlatWqlXr16iXLsiRdfs0xc+ZMrVq1SocPH851Wutvv/2muLg4LVu2TBs2bNDWrVt1+vRpRUdHa/z48Vq8eLHeeecdDR8+XEeOHMnTY+VuPv8W4blz57R06VIFBgY6PoOUmpqqjz76SN26ddN9992n9evXKz4+XoMGDZIkBQQEOJpAuhzuclO9enX98ssvSk1NzXQW8Pfff9eQIUMcn9srVqyYY1l6eroGDRqkxo0bS5LOnj2rCxcu6MiRI5mOn1GTuwUGBhb4MZG7DRs2qG3bto7eefrpp/Xuu+9ec3GhRx99VHfccYfi4uJ04MABbd26VbVq1crzcfz8/K7pu6zUqVNH0uW/re+++06nT592fDbg3LlzSkpK0rFjx9SgQQPdfPPNkqR//etf2rRpU55ruVpub7DUqlVLN910kz799FMdPHhQW7ZsyfSmyZVvvCQkJGjAgAGSpPLly6tevXqSpLJlyyo0NFRt2rTRgw8+qAcffNDxJgzcp6D6OyEhQVFRUSpatKgkadKkSY5l27Zt06xZs7R//3799NNPqlGjRrb7eeyxxzRixAitXbtWERERevXVV/N0/IyzhHfeeacqVaqksmXLSpLKlSun06dPq3jx4nr33Xf19ddfa//+/UpKStK5c+ckXX6x0qpVKwUGBiowMFCRkZHau3evpMtvJO7cuVMLFy6UpCw/v4OCUVC9/MQTT+jJJ5/UwIEDM715ncFms+nRRx9Vhw4d1KRJEzVs2NDxOiMr17t+hsqVKzvemGvTpo2GDx+uv/76S/369dPmzZs1Y8YM7d+/X3/88YejlyU5ps5VrVpVFy9edCzbuXOnNm7cqEGDBunWW2/N8+MB1zCpfzdu3KiWLVs6Pj7Stm1bjRo1SocOHZIkNWrUyPGauFKlSrlOf23atKnjpFH58uV1+vRp/fDDDzp+/Lh69erlWM/Pz0979+7VbbfdlvODVAB8/hX+8uXLVbJkSX3xxRey2WySLl/oomnTpvr888/Vvn17zZgxQ+fPn3e8SGzcuLEWLVqkBx54QBcuXNCKFStyPZWcMW1y0KBBGj16tIKDg5Wamqrhw4erZMmSjhcdV2rYsKE+/vhj1a9fXwEBARoyZIiKFSumYcOGybIsff3112rcuLHWrFmTZfPZbDZdunTJBY+Sczx9fFOkp6fLz88v0+2sHvdPPvlE8+fP11NPPaXIyEiVLFnS8WSWFzVr1szyXbw1a9Zo27ZtjtCU8Z9Denq6LMvSp59+qhtuuEGSdOrUKQUFBWnevHmZwmTG356zatasqe3bt2eaSipJr7/+uh5++GFdvHhRo0aNUteuXdW8eXPdc889WrZsmWO9K994uTroZrzR4e/vr48++kg7d+7UN998o9GjR6tRo0aOd7XhHgXV31e/oXXixAmlp6drzpw52rFjh5544gnVq1dPly5dyvGNkA4dOqhp06bavHmzNm7cqKlTp+rzzz9XUFBQjse/8ix4VmfEjx07pn/9619q3769wsPD9eijj2rdunVZ7uvKv6f09HS9/fbbqlChgqTL/79d+Xii4BRUL99+++1Zvnl9pYkTJyo5OVkJCQmaPn26li5dmuNFPK53fenaN8f9/PwUEBCgV199VXa7XY899piaNGmio0ePZvqbyvhbyXisMpaVKFFCb7zxhvr27asmTZqoXLlyeXtA4BIm9W9WbyhbluUY75Wv2fPy5nhW69vtdlWoUCHThfR+//13r7lmgc9PAZ07d666du2a6T/MG2+8UZ07d9bs2bPVrFkzHT58ONMFLnr27KmgoCBFRkaqa9euKl26dJYB7mrDhg1TxYoV1aFDB0VFRaldu3aqWLFitlcKevHFF3X77berTZs2atmypSzL0sCBA1WkSBH997//1dtvv62oqCh99dVXWX4epWbNmjp48KB69+6da23z589XrVq1HP86dOiQ6za5eeCBB7Rp0yaNHDky3/tC9ho1aqRFixY53iWNi4vT/fffr8DAwEwhfNOmTWrTpo3atWunu+++W2vXrpXdbs/zcR555BGlpqZqxowZju0OHjyosWPHOl5cXik4OFg1a9Z0TDc7c+aMOnbsqDVr1qhBgwbavHmzjh07JklavHhxlsfM65sIL7zwgqZOnapdu3Y57suYg1+pUiVt3rxZTZs2VadOnRQWFqbVq1dnO/ZGjRpp3rx5kqQjR45oy5YtkqSkpCS1atVKFSpUUM+ePdWlSxft3Lkz19qQPwXV3xmfp7548aLS09M1fPhwrVy5Ups2bdIzzzyj1q1bq3Tp0kpISMhxvx06dNCePXvUtm1bjRw5UmfOnNHx48fz9yDo8pSjUqVK6cUXX1TDhg0d4c9ut6tRo0ZasmSJLly4oAsXLmjVqlWO7Ro2bKjZs2fLsixdvHhRL7zwgj766KN814PrV1C9LCnLN68znDp1So0bN1bJkiXVpUsX9e3bN8vnsoya8rr+1fbu3as9e/ZIuvx5qvDwcN1www3atGmTevXqpZYtW0qStm/fnqfx3XXXXapfv746d+6sAQMG5OljNXAdk/q3UaNGWrVqleMqoosWLVLJkiVVvnz56xpHTmrWrKkDBw7ou+++kyTt2bNHLVq0yPfV+13F588ALlmyJMv7+/btq759+0q6PDXoSmvWrFGLFi00evRopaen66WXXsrTlQoDAgLUp08fx/f0Xe3qq4gWLVpUw4YNy3Ld6tWrZ3lp+nLlymnFihWSLk9f+/LLL3Ot66WXXtJLL72U5bKMaURt27ZV27ZtHfe/9957jp+LFy+e5Xq1a9fW2rVrcz0+8ufJJ5/U0aNH1a5dO6Wnp6t8+fKaOHGipMsh/D//+Y9Gjhypbt26aejQoY6pYDVr1ryur0kIDAzUrFmzNGHCBEVGRspms8lms+mFF17I1BtXmjhxokaOHKnIyEhdvHhRrVq10uOPPy5J6tevn5555hkVL15c1atXz3L7Bx980PF3kdMlwOvUqaPY2FiNGjVK586dU1pamu688059+OGHKlOmjDp06KDXXntNkZGRunTpkho0aOC4qu3Vhg0bpujoaD322GP6xz/+odDQUElSaGioHnvsMT3xxBMqVqyYihYtmulKaXCPgurvDh066PDhw2rbtq0sy1LdunXVuXNn3X777Ro/frzefvttFSlSRLVr19Zvv/2W7X7+85//aPTo0Zo0aZL8/PzUu3dvl5ypaNCggRYuXKhHH31Ufn5+qlu3rkqVKqUDBw6oQ4cO+u2339SqVatrXqQMHjxYo0aNUmRkpNLS0hQREeHW77tF9gqql6XLF+R6/fXXM120K0OpUqX0wgsvqEuXLipatKhsNluWb0Q/+uij6ty5s6ZMmZKn9a92zz33aOrUqTp48KBKly7teC5/5ZVX1KtXLxUrVkzBwcG6//77c/ybutrzzz+vtWvX6v3331ePHj3yvB3yx6T+bdCggbp06aJnnnlG6enpKlWqlN577708feQrr0qVKqXJkydr/PjxunDhgizL0vjx473mzLaflZcP/RgmOTlZQ4cO1fnz55WWlqZ69epp0KBB6tevn+OCEVd76623PPaB5V9++SXbK3HefffdmT7rAgAAAMBcBEDAEKmpqdlebbN48eKOyyp7wrJlyzRz5swsl0VGRnJGA7nyZH+///77Wr58eZbLunfv7jgrDuSFtzxX9+3b1yvf9IZ3o38LBwIgAAAAABjC5y8CAwAAAAC4rEAuApOenq6zZ8+qSJEiXJ4aLmFZltLS0lS8eHGXfmg3J/QxXM0TfSzRy3A9ehm+gl6Gr8iplwskAJ49e/a6rxAE5EWlSpUyfYGoO9HHcJeC7GOJXob70MvwFfQyfEVWvVwgATDjS28rVaqkwMBAtx1n165dCgsLc9v+C4IvjEFy/zguXryo5OTkLL9Q2V3o4+vDOHLniT6W6OXr5Qvj8MXnZIlevh6+MAaJXs4vX+gDXxiD5NleLpAAmHEqOzAwUEFBQW49lrv3XxB8YQxSwYyjIKdJ0MfXj3HkTUFP96GXr58vjMPXnpOvPB69nDe+MAaJXs4vX+gDXxiD5Lle5iIwAAAAAGAIAiAAAAAAGIIACAAAAACGIAACAAAAgCEIgAAAAABgCAIgAAAAABiCAAgAAAAAhiAAAgAAAIAhCIAAAAAAYAgCIAAAAAAYggAIAAAAAIYgAAIAAACAIQiAAAAAAGAIAiAAAAAAGIIACAAAAACGIAACAAAAgCEIgAAAAABgCAIgAAAAABiCAAgAAAAAhiAAAgAAAIAhCIAAAAAAYIgATxcA3xAREaGkpKRsl4eGhiohIaEAKwIAAABwNQIgXOLqcGez2WS32z1UDQAAAICsMAUUAAAAAAxBAAQAAAAAQxAAAQAAAMAQBEAAAAAAMAQBEAAAAAAMQQAEAAAAAEMQAAEAAADAEARAAAAAADAEARAAAAAADEEABAAAAABDEAABAAAAwBAEQAAAAAAwRICnCwAAAAAAXxYREaGkpKRsl4eGhiohIaFAaiEAAgAAAIAbXR3ubDab7Ha7R2phCigAAAAAGIIACAAAAACGIAACAAAAgCEIgAAAAABgCAIgAAAAABiCAAgAAAAAhiAAAgAAAIAhCIAAAAAAYAgCIAAAAAAYggAIAAAAAIYgAAIAAACAIfIVAE+ePKnGjRvr559/dlU9AAAAAAA3cToApqWlaejQoSpatKgr6wEAAAAAuInTAXDcuHHq0KGDbrnlFlfWAwAAAABwEz/Lsqzr3Sg+Pl7Hjh3Tiy++qM6dO2v48OGqUKFCtutfuHBBu3btylehKFzq1q2rrVu3uv04YWFhCgoKcvtxJPoY7lOQfSzRy3Afehm+gl6Gu3nytXKAMztatGiR/Pz89M0332jPnj0aMGCApk2bpptvvvm6C3ClxMREhYeHu23/BcEXxpDBnePw5BMlfZw3jCN3nv4Pn17OG18Yh7vHQC97P18Yg0Qv55cv9IEvjCGDp3rZqQD48ccfO37OOAOYW/gDAAAAAHgWXwMBAAAAAIZw6gzgleLi4lxRBwAAAADAzTgDCAAAAACGIAACAAAAgCEIgAAAAABgCAIgAAAAABiCAAgAAAAAhiAAAgAAAIAhCIAAAAAAYAgCIAAAAAAYggAIAAAAAIYgAAIAAACAIQiAAAAAAGAIAiAAAAAAGIIACAAAAACGIAACAAAAgCEIgAAAAABgCAIgAAAAABiCAAgAAAAAhiAAAgAAAIAhCIAAAAAAYAgCIAAAAAAYggAIAAAAAIYgAAIAAACAIQiAAAAAAGAIAiAAAAAAGIIACAAAAACGIAACAAAAgCEIgAAAAABgCAIgAAAAABiCAAgAAAAAhgjwdAEonMqUKaOUlJQc17HZbFneHxISohMnTrijLAAAAAA5IADCKSkpKbLb7dkuT0xMVHh4eJbLsguGAAAAANyLKaAAAAAAYAgCIAAAAAAYggAIAAAAAIbgM4AAAAAA4ELefMFEAiAAAAAAuJA3XzCRKaAAAAAAYAgCIAAAAAAYggAIAAAAAIYgAAIAAACAIQiAAAAAAGAIAiAAAAAAGIIACAAAAACGIAACAAAAgCEIgAAAAABgCAIgAAAAABiCAAgAAAAAhiAAAgAAAIAhCIAAAAAAYAgCIAAAAAAYggAIAAAAAIYgAAIAAACAIQiAAAAAAGAIAiAAAAAAGIIACAAAAACGIAACAAAAgCEIgAAAAABgCAIgAAAAABiCAAgAAAAAhiAAAgAAAIAhCIAAAAAAYAgCIAAAAAAYggAIAAAAAIYgAAIAAACAIQiAAAAAAGAIAiAAAAAAGIIACAAAAACGIAACAAAAgCEIgAAAAABgCAIgAAAAABiCAAgAAAAAhiAAAgAAAIAhCIAAAAAAYIgAZze02+2KiYnRr7/+KpvNpjFjxujOO+90ZW0AAAAAABdy+gzgunXrJEmffvqp+vTpozFjxrisKAAAAACA6zl9BvChhx5SkyZNJElHjhxRmTJlXFUTAAAAAMAN/CzLsvKzgwEDBuirr77S5MmT1bBhwyzXuXDhgnbt2pWfw8DL1K1bV1u3bi3wba8WFhamoKAgl+wrN/Qx3KUg+1iil+E+9DJ8Bb2M/PLm18pOnwHMMG7cOP3nP/9R+/bttXLlShUrVuy6CnClxMREhYeHu23/BaEwjSGnOnMbR37H6MknSvo4bxhH7jz9Hz69nDe+MA53j4Fe9n6+MAaJXs4vX+iDwjQGb32t7PRnAJcsWaL33ntPknTDDTfIz89PNpvN2d0BAAAAANzM6TOAjzzyiKKjo/XUU0/p0qVLGjRoUIGeKgcAAAAAXB+nA2CxYsX09ttvu7IWAAAAAIAb8UXwAAAAAGCIfF8EBmaKjY1VXFxcjuvs3r07220BAAAAFDwCIJwSExMju92e7fKcrmxks9kUHR3trtIAAAAAZIMpoAAAAABgCAIgAAAAABiCAAgAAAAAhiAAAgAAAIAhCIAAAAAAYAiuAgoAAAAALuTNX5lGAAQAAAAAF/Lmr0xjCigAAAAAGIIACAAAAACGIAACAAAAgCEIgAAAAABgCAIgAAAAABiCAAgAAAAAhiAAAgAAAIAhCIAAAAAAYAgCIAAAAAAYggAIAAAAAIYgAAIAAACAIQiAAAAAAGAIAiAAAAAAGIIACAAAAACGIAACAAAAgCEIgAAAAABgCAIgAAAAABiCAAgAAAAAhiAAAgAAAIAhCIAAAAAAYAgCIAAAAAAYggAIAAAAAIYgAAIAAADwanPnzlVYWJjq1q2rsLAwzZ0719MlFVoBni4AAAAAALIzd+5cDR48WDNnzlSxYsV07tw5de/eXZLUsWNHD1dX+HAGEAAAAIDXGjVqlGbOnKmmTZsqICBATZs21cyZMzVq1ChPl1YoEQABAAAAeK09e/aoYcOGme5r2LCh9uzZ46GKCjcCIAAAAACvVaVKFW3atCnTfZs2bVKVKlU8VFHhRgAEAAAA4LUGDx6s7t27a926dbp06ZLWrVun7t27a/DgwZ4urVDiIjAAAAAAvFbGhV5eeukl7dmzR1WqVNGoUaO4AIyTCIAAAAAAvFrHjh3VsWNHJSYmKjw83NPlFGpMAQUAAAAAQ3AGEIDRypQpo5SUFMft4OBg2Wy2LNe12+1KTU113A4JCdGJEyfcXiMAAICrEAABGC0lJUV2uz3b5TlNNckuKAIAAHgrpoACAAAAgCEIgAAAAABgCAIgAAAAABiCAAgAAAAAhiAAAgAAAIAhCIAAAAAAYAgCIAAAAAAYggAIAAAAAIYgAAIAAACAIQiAAAAAAGAIAiAAAAAAGIIACAAAAACGIAACAAAAgCEIgAAAAABgiABPFwAAgDeJiIhQUlJSlstCQ0OVkJBQwBUBAOA6BEAAAK5wdcCz2Wyy2+0eqgYAANdiCigAAAAAGIIACAAAAACGIAACAAAAgCEIgAAAAABgCAIgAAAAABiCAAgAAAAAhiAAAgAAAIAhCIAAAAAAYAgCIAAAAAAYggAIAAAAAIYgAAIAAACAIQiAAAAAAGAIAiAAAAAAGCLAmY3S0tI0aNAgHT58WBcvXtQLL7yg5s2bu7o2AAAAAIALORUAly1bppIlS2rChAlKSUlRmzZtCIAAAAAA4OWcCoCPPvqoWrRo4bhts9lcVhAAAAAAwD2cCoDFixeXJKWmpqpPnz7q27evK2sCAAAAALiBn2VZljMbHj16VL169VKnTp305JNP5rjuhQsXtGvXLqcKhHeqW7eutm7dWuDbXi0sLExBQUEu2Vdu6GPf5A29XJB9LNHL18uVz1m+jl6Gr6CXkV/e8PpCyrqXnToDeOLECXXr1k1Dhw5V/fr181WAKyUmJio8PNxt+y8IhWkMOdWZ2zjyO0ZPPlHSx3lTmMbhqV729H/49HLeFfZxuPt3QS97P18Yg0Qv55cv9EFhGoO3vlZ2KgC+++67OnPmjN555x298847kqQZM2aoaNGizlcJAB4QGxuruLi4HNfZvXt3ttsCAAAUJk4FwJiYGMXExLi6FhQyzl78JyQkxMWVAM6LiYmR3W7PdnlO79DZbDZFR0e7qzQAAACXcyoAAjm9YJYuvzDObR0AAAAABcvf0wUAAAAAAAoGARAAAAAADEEABAAAAABDEAABAAAAwBBcBAYAYLQyZcooJSUlx3Wyu+pxSEiITpw44Y6yAABwCwIgAMBoKSkp+foqEAAAChOmgAIAAACAIQiAAAAAAGAIAiAAAAAAGILPAAIAAACAizn7OfGQkBAXV5IZARAAAAAAXCini4tJl8Nhbuu4C1NAAQAAAMAQBEAAAAAAMAQBEAAAAAAMQQAEAAAAAEMQAAEAAADAEARAAAAAADBEof4aiIiICCUlJWW5LDQ0VAkJCQVcEQAAAAB4r0IdAK8OeJ78Pg0AAAAA8HZMAQUAAAAAQxAAAQAAAMAQBEAAAAAAMAQBEAAAAAAMQQAEAAAAAEMQAAEAAADAEARAAAAAADAEARAAAAAADFGovwgeAAAgv8qUKaOUlBTH7eDgYNlstmzXt9vtSk1NlSSFhIToxIkTbq8RAFyFAAgAAIyWkpIiu92e7fLExESFh4dnuSynoAgA3ogpoAAAAABgCAIgAAAAABiCAAgAAAAAhiAAAgAAAIAhCIAAAAAAYAiuAgrAeM5exS8kJMTFlQAAALgXARCA0XK69Lt0ORzmtg4AAEBhwRRQAAAAADAEARAAAAAADEEABAAAAABDEAABAAAAwBAEQAAAAAAwBAEQAAAAAAxBAAQAAAAAQxAAAQAAAMAQBEAAAAAAMAQBEAAAAAAMQQAEAAAAAEMQAAEAAADAEARAAAAAADAEARAAAAAADEEABAAAAABDBHi6APiGiIgIJSUlOW7fdNNNKlWqlON2aGioEhISPFEaAAAAgP+PAAiXuDrcJSYmKjw83EPVAAAAAMgKU0ABAAAAwBAEQAAAAAAwBAEQAAAAAAxBAAQAAAAAQxAAAQAAAMAQBEAAAAAAMAQBEAAAAAAMQQAEAAAAAEPwRfAAAKPFxsYqLi4ux3V2796d7bYAABQmBEAAgNFiYmJkt9uzXZ6YmKjw8PAsl9lsNkVHR7urNAAAXI4poAAAAABgCM4AAgAAAIAbRUREKCkpyXH7pptuUqlSpRy3Q0NDlZCQUCC1EAABAAAAwI2uDnc5fbzA3ZgCCgAAAACGIAACAAAAgCEIgAAAAABgCAIgAAAAABiCAAgAAAAAhuAqoIAXuPrSwFcqyMsCAwAAwLflKwBu375dEydOVFxcnKvqAYx0ZcCz2Wyy2+0erAYAAAC+yukAOGPGDC1btkw33HCDK+sBAAAAALiJ058BvPPOOzVlyhRX1gIAAAAAcCOnA2CLFi0UEMBHCAEAAACgsCjQBLdr1y63HyMxMdHtx3A3XxiD5DvjuBp9nHeMw7vRy/8ntzpzWu4rYyzMXNHL9EDh4SvjyArPy3njC2OQPDeOAg2AYWFhCgoKcusxwsPD3bp/d0tMTCz0Y5DcP44LFy4UyJNkVujjvPGVXpbc9/vwZB9L7u/lwtQDOdWZ2zgKwxh9+TlZck0v0wOFA72cP77QB74wBsmzvcz3AAIAAACAIfIVAMuVK6f58+e7qhYAAAAAgBtxBhAAAAAADEEABAAAAABDEAABAAAAwBAEQAAAAAAwBAEQAAAAAAxBAAQAAAAAQxAAAQAAAMAQBEAAAAAAMAQBEAAAAAAMQQAEAAAAAEMQAAEAAADAEAGeLgAAAAAAshIREaGkpKRsl4eGhiohIaEAKyr8CIAAAAAAvNLV4c5ms8lut3uoGt/AFFAAAAAAMAQBEAAAAAAMQQAEAAAAAEMQAAEAAADAEARAAAAAADAEARAAAAAADEEABAAAAABDEAABAAAAwBAEQAAAAAAwBAEQAAAAAAxBAAQAAAAAQxAAAQAAAMAQBEAAAAAAMAQBEAAAAAAMQQAEAAAAAEMEeLoAwETjx4/XrbfemuWy2bNnKy4uLtttjx49qv79+7urNAAAAPgwAiDgAdHR0bLb7VkuS0xMVHh4eLbb2mw2AiAAAACcwhRQAAAAADAEARAAAAAADEEABAAAAABDEAABAAAAwBAEQAAAAAAwBAEQAAAAAAxBAAQAAAAAQ/A9gAAA49lsNqe2CwkJcXElAAC4FwEQAGA0u92e43KbzZbrOgAAFBYEQAAAAABeY/z48br11luzXDZ79mzFxcVlu+3Ro0fVv39/d5XmEwpVACxTpoxSUlJyXCe7aTwhISE6ceKEO8oCAAAA4CLR0dHZzrxITExUeHh4ttvabDYCYC4K1UVgUlJSZLfbs/23devWbJflFhw9be7cuQoLC1PdunUVFhamuXPnerokAAAAAD6mUJ0B9FVz587V4MGDNXPmTBUrVkznzp1T9+7dJUkdO3b0cHUAAAAAfEWhOgPoq0aNGqWZM2eqadOmCggIUNOmTTVz5kyNGjXK06UBAAAA8CEEQC+wZ88eNWzYMNN9DRs21J49ezxUEQAAAABfRAD0AlWqVNGmTZsy3bdp0yZVqVLFQxUBAAAA8EV8BtALDB48WN27d3d8BnDdunXq3r07U0ABACgAsbGxOV5WXpJ2796d5f1jxoxxR0kA4DYEQC+QcaGXl156SXv27FGVKlU0atQoLgADAEABiI6OznG5zWbL9pL0AFDYEAC9RMeOHdWxY8dcv9sEAAAAAJzFZwABAAAAwBAEQAAAAAAwBAEQAAAAAAxBAAQAAAAAQxAAAQAAAMAQBEAAAAAAMAQBEAAAAAAMQQAEAAAAAEMQAAEAAADAEARAAAAAADAEARAAAAAADEEABAAAAABDEAABAAAAwBAEQAAAAAAwBAEQAAAAAAxBAAQAAAAAQwR4ugAAviEiIkJJSUnZLg8NDVVCQkIBVuScq8dx0003qVSpUpIKzxg8xVd6AAAAX0YABOASV7+wt9lsstvtHqrGeVePIzExUeHh4R6qpnDxlR4AAF+R0xtzvClnLgIgAAAA4IN4Yw5Z4TOAAAAAAGAIAiAAAAAAGIIACAAAAACGIAACAAAAgCEIgAAAAABgCKeuApqenq7hw4dr7969CgwMVGxsrMqXL+/q2gAAAAAALuTUGcDVq1fr4sWLmjdvnl577TWNHTvW1XUBAAAAAFzMqQCYmJioRo0aSZJq1qypXbt2ubQoAAAAAIDrOTUFNDU1VcHBwY7bNptNly5dUkBAzrtzRVBMTEx0enlu23qLwlJnbnxlHFdz1Rse+enVwvLYFpY6c+Mr47haQbx55yuPnS+MwxfGkB16OW98YQyS74wjK/Ty/+F1kvs4FQCDg4N19uxZx+309PRcw58khYWFKSgoyJlDOoSHh2e7LDExMcflOS3zFrmNobBw9zguXLjgsTPPruhjKft+zMtjV1h6pLDUmRN39rIn+1hyXS/nxBd6QCr84/Dl52SJXs4LXl/kDb3sPXz9dZIne9mpKaC1a9fWhg0bJEk//PCDKlWq5Hx1AAAAAIAC4dQZwIcfflibN29Whw4dZFmWRo8e7eq6AAAAAAAu5lQA9Pf314gRI1xdCwAAAADAjfgieAAAAAAwhFNnAD0lNjZWcXFxOa6ze/fubLcFAAAAAJMVqgAYExMju92e7fKcrqZjs9kUHR3trtIAAAAAwOsxBRQAAAAADEEABAAAAABDEAABAAAAwBAEQAAAAAAwBAEQAAAAAAxBAAQAAAAAQxAAAQAAAMAQBEAAAAAAMAQBEAAAAAAMEeDpAgAAhVeZMmWUkpKS7XKbzZbl/SEhITpx4oS7yoKkiIgIJSUlZbksNDRUCQkJBVwRAHfL7TlZKjzPy9nVmZuQkBAXV+J7CIAAAKelpKTIbrdnuSwxMVHh4eFZLnP2P3bk3ZUBz2azZft7AuA7cnpOlgrP83JOY+D5LP+YAgoAAAAAhuAMIAAAgA+4evpfcHBwtmd17Ha7UlNTHbe9bfofAPchAAIAAPgAZ6dkS941/Q+AezEFFAAAAAAMQQAEAAAAAEMQAAEAAADAEARAAAAAADAEARAAAAAADMFVQAEPcfaKayEhIS6uBAAAAKYgAAIekN1luqXLwTCn5QAAAICzmAIKAAAAAIYgAAIAAACAIQiAAAAAAGAIPgPoYREREUpKSsp2eWhoqBISEgqwIgAAAAC+igDoYVeHOy4AAgAAAMBdmAIKAAAAAIYgAAIAAACAIQiAAAAAAGAIAiAAAAAAGIIACAAAAACGIAACAAAAgCEIgAAAAABgCL4H0APKlCmjlJSUbJfbbLZsl4WEhOjEiRPuKAsAAACAjyMAekBKSkq2X/aemJio8PDwbLfNKRwCAAAAQE6YAgoAAAAAhiAAAgAAAIAhCt0UUGenQIaEhLi4EgBAbGys4uLisl2+e/fubLeDa/H5cgC5PSdLhe95OSIiQklJSY7bN910k0qVKuW4HRoaqoSEBE+UVmgVqgCY3efmMthstlzXAQC4TkxMjFOfabbZbIqOjnZnacbh8+UAcnpOlgrn8/LV4S635zPkjimgAAAAAGAIAiAAAAAAGKJQTQH1Fc5+ZiZjWwAAAABwBgHQA5z9zIzkvfOzAQAAAHg/poACAAAAgCEIgAAAAABgCAIgAAAAABiCAAgAAAAAhiAAAgAAAIAhCIAAAAAAYAgCIAAAAAAYgu8B9BCbzebUdiEhIS6uBAAAAIApCIAekN2XwEuXg2FOywEAAADAWUwBBQAAAABDEAABAAAAwBAEQAAAAAAwBAEQAAAAAAxRqANgRESESpUq5fh30003OX6OiIjwdHmATytTpoxsNlu2/yRlu6xMmTIerh4AAMBMhfoqoAkJCZluJyYmKjw83EPVAGZJSUnJ8Yq1Of09Ovs1KAAAAMifQn0GEAAAAACQdwRAAAAAADBEoZ4C6gsiIiKUlJTkuJ3xOcYMoaGh10x1BQAAAABnEAA9jM8xAgAAACgoBEAAAIArFNbZObGxsYqLi8t2+e7du3Pc1luMHz9et956a7bLcxrH0aNH1b9/f3eUBfgMAiAAAMAVCuvsnJiYmGyvzpzbGGw2m6Kjo91V2nWJjo7O1zgIgEDOCIAAAACAj7jyq5aCg4Oz/eolu92u1NRUx+2QkBC31wbvQAAEAOSLM9/r6M0vNHKa/uetU/8k35n+B8B5OX0/r1R4zmbDvQiAAACn5fRiw2az5fpixBsx/Q8A4Mv4HkAAAAAAMAQBEAAAAAAMQQAEAAAAAEPkKwB+9dVXeu2111xVCwAAAADAjZy+CExsbKw2bdqkKlWquLIeAAAAAICbOH0GsHbt2ho+fLgLSwEAAAAAuFOuZwAXLFigOXPmZLpv9OjRatmypbZs2XJdB9u1a9f1VeeExMREtx/D3XxhDJLvjONq9PH/ya3OnJYXljFKhavW60Ev511hGUd+/uYKyxizQi//H1/pAV8Zx/Wil/PGF8YgeW4cuQbAdu3aqV27di45WFhYmIKCglyyr6wUlu9qyokvjEFy/zguXLhQIE+SWXF3H0sqND2QU5259UBhGaM7e9mTfSzRy3lVmJ6Xs6szL2PIzxh9vZfpgYJHL7tHYerl7PjCGCTPvlbmKqAAAAAAYAgCIAAAAAAYwumrgEpSvXr1VK9ePVfVAgAAAABwI84AAgAAAIAhCIAAAAAAYAgCIAAAAAAYggAIAAAAAIYgAAIAAACAIQiAAAAAAGAIAiAAAAAAGIIACAAAAACGIAACAAAAgCEIgAAAAABgCAIgAAAAABiCAAgAAAAAhiAAAgAAAIAhCIAAAAAAYAgCIAAAAAAYIsDTBQCQIiIilJSUJEm66aabVKpUKcey0NBQJSQkeKq0bMXGxiouLi7HdXbv3p3ttvA9V/axVHh62ZfYbDbHz8HBwZluX8lutys1NdVxOyQkxO21AQC8AwEQ8AJXvihOTExUeHi4B6vJm5iYGNnt9myX5zQOm82m6Ohod5UGD7k63BWWXvYVzv49AgDMwhRQAAAAADAEARAAAAAADEEABAAAAABDEAABAAAAwBAEQAAAAAAwBAEQAAAAAAxBAAQAAAAAQxAAAQAAAMAQBEAAAAAAMAQBEAAAAAAMQQAEAAAAAEMQAAEAAADAEARAAAAAADAEARAAAAAADEEABAAAAABDEAABAAAAwBAEQAAAAAAwRICnCwAAAIBr2Gw2x8/BwcGZbl/JbrcrNTXVcTskJMTttV2PjLpzGoPk/eMAvBEBEAAAwAfY7fZslyUmJio8PLwAq3Ger4wD8FZMAQUAAAAAQxAAAQAAAMAQBEAAAAAAMAQBEAAAAAAMQQAEAAAAAEMQAAEAAADAEARAAAAAADAEARAAAAAADEEABAAAAABDEAABAAAAwBAEQAAAAAAwBAEQAAAAAAxBAAQAAAAAQxAAAQAAAMAQBEAAAAAAMAQBEAAAAAAMEeDpAgAUXjabzfFzcHBwpttXs9vtSk1NlSSFhIS4vTYAAABciwAIwCl2uz3H5YmJiQoPDy+gagAAAJAXTAEFAAAAAEMQAAEAAADAEARAAAAAADAEARAAAAAADEEABAAAAABDEAABAAAAwBAEQAAAAAAwBAEQAAAAAAxBAAQAAAAAQxAAAQAAAMAQBEAAAAAAMAQBEAAAAAAMQQAEAAAAAEMQAAEAAADAEARAAAAAADAEARAAAAAADEEABAAAAABDEAABAAAAwBABzmz0119/qV+/fkpNTVVaWpoGDhyoWrVqubo2AAAAAIALORUAZ82apQceeEBdunTRL7/8otdee02LFy92dW0AAAAAABdyKgB26dJFgYGBkiS73a6goCCXFgUAAAAAcL1cA+CCBQs0Z86cTPeNHj1a1atX1/Hjx9WvXz8NGjTIbQUCAAAAAFzDz7Isy5kN9+7dq1dffVX9+/dX48aNc1z377//1o8//uhUgUBOqlatqqJFixbIsehjuEtB9rFEL8N96GX4CnoZviKrXnbqKqD79u3Tyy+/rDfeeCPX8CdJaWlpzhwGyFVB9hZ9DHcp6N6il+Eu9DJ8Bb0MX5FVbzl1BvCFF17Q3r17dfvtt0uSgoODNW3atGzXT09P19mzZ1WkSBH5+fld7+GAa1iWpbS0NBUvXlz+/gXzbSb0MVzNE30s0ctwPXoZvoJehq/IqZedngIKAAAAAChc+CJ4AAAAADAEARAAAAAADEEABAAAAABDEAABAAAAwBCFPgCeO3dOVapUUeXKlVW5cmWNHz/e0yU5rUePHqpcubKny3Da77//rtDQUMfv4rHHHvN0SYUKvew96OX8oZe9B73sPF/qY4leNhm97D28pY8LfQCMioqSZVnau3evGjVqpJkzZ3q6JKfUrFlTX3/9tafLyJc2bdrI399fe/fu1eTJk/XLL794uqRChV72HvRy/tDL3oNedp6v9LFEL5uOXvYe3tLHhT4AHj58WP/4xz8kSe+//76Hq3FemTJl1K1bN0+XkS///e9/9eGHH3q6jEKLXvYe9HL+0Mveg152nq/0sUQvm45e9h7e0seFPgCmp6erRIkSme47ceKEh6px3urVq1W8eHFPl5EvtWrVUp06dbRt2zb16dNHZcuW9XRJhQq97D3o5fyhl70Hvew8X+ljiV42Hb3sPbyljwt9APT399fZs2cz3VemTBkPVYMZM2boqaeeUqlSpbRhwwZPl1Oo0MvehV52Hr3sXehl59DH3odedg697F28oY8LfQC87bbbdOTIEUnSs88+6+FqzLZw4UJNnDhRNWrU0DfffOPpcgodetl70Mv5Qy97D3rZefSxd6GXnUcvew9v6eNCHwCXLVsmPz8/Va5cWRs3btRTTz3l6ZKMNXToUEnS9u3bHVc3Sk5O9nBVhQe97D3o5fyhl70Hvew8+ti70MvOo5e9h7f0sZ9lWVaBHxUAAAAAUOAK/RlAAAAAAEDeEAABAAAAwBAEQAAAAAAwBAEQAAAAAAxBAAQAAAAAQxAAr7BlyxbVqlVLXbp0UeXKla9Z3qxZMx06dEiSlJqaqtdff12tWrVSVFSUOnfurB9//DHXY1y8eFFvvfWWIiMjFRUVpfbt2yshIUGSdOjQITVr1syp2jt37uzUdlfatm2bWrZs6XQN8A70MX3sK+hletlX0Mv0sq+gl32jlwM8XYC3CQsL0+zZs7Ns6gzp6el67rnnVK9ePS1ZskQBAQH69ttv9dxzz2nlypUKCQnJdtvo6GgFBgZq4cKFCgoK0t69e9WtWzfNmTNHRYsWdbrurVu3Or1thjp16mj69Ol6+umn870veBZ9TB/7CnqZXvYV9DK97Cvo5cLfy5wBdMKWLVt09OhR9enTRwEBlzP0Aw88oDFjxig9PT3b7Q4cOKAvv/xSQ4YMUVBQkCSpcuXKevPNN69p6IEDByo+Pt5xO+OP7JtvvlHbtm3Vtm1bde3aVadOnVJsbKwkqV27dpKkDRs26Mknn1Tr1q3Vu3dvpaSkSLr8rkzfvn3VokULHTlyRD169HDsa82aNS56dFBY0MfwFfQyfAW9DF9BL3s3AmAOoqKiMv37448/JEm7d+9WaGio/P0zP3yNGzdW6dKls93fnj17dNddd6lYsWKZ7q9Xr57KlSuXp5reeecdDR8+XPHx8YqIiNDu3bsVExMjSVqwYIFOnTqlN954QzNnztSSJUvUsGFDTZw40bH9gw8+qC+++EJbtmzR7bffrvj4eI0aNUrbtm3L0/FR+NDH8BX0MnwFvQxfQS8XTkwBzcHSpUsz3c6Y7+vv7+94V+J6OLvdlZo3b67evXvroYceUvPmzdWgQYNMy7dv366jR486Tk2np6frpptuciyvUaOGJKlWrVp688039fvvv6tJkybq1atXvuqC96KP4SvoZfgKehm+gl4unDgD6ISwsDDt3r1blmVluv/NN9/Ut99+m+N2P//8s/7+++9M98+ePVsrV67MdJ+fn59j/2lpaY77u3Tpori4ON15552aMGGCpk2blmk7u92u2rVra+nSpVq6dKkWLlyoyZMnO5Zn/FHddddd+uyzzxQZGalt27bpySefzPGUPHwPfQxfQS/DV9DL8BX0sncjADqhTp06Kl26tKZOnSq73S5J2rhxo+Lj41WxYsVst7vtttvUpEkTjRw5UhcuXJB0+RT5+++/r3vvvTfTuiVLltS+ffskSatXr3bc365dO509e1ZdunRRly5dtHv3bkmSzWbTpUuXVKNGDf3www/69ddfJV0+DT5+/Phravnoo480ZcoUPfbYYxo2bJhOnTql1NTUfDwqKGzoY/gKehm+gl6Gr6CXvRtTQJ3g5+end955R2PGjFGrVq0UEBCgkJAQTZ8+XWXKlMlx29GjR2vixImKiopSYGCgbrjhBk2YMEGVKlVyXDZXkjp27Ki+ffsqMjJSDzzwgG6++WZJ0quvvqqBAwcqICBAxYoVc3yotXnz5oqKilJ8fLxGjx6tvn37Kj09XWXLltWECROuqaN169Z69dVXFRkZKZvNpn79+unGG2/UmTNnXPhIwZvRx/AV9DJ8Bb0MX0Evezc/6+pzswbbsmWLpk6dqri4OE+X4jGHDh3S008/rbVr13q6FDiJPqaPfQW9TC/7CnqZXvYV9LJv9DJnAK+ya9cudenSRbNnz3Zq+99++00vvfRSlstiY2NVrVq1fFTnXtu2bdPQoUM9XQZcgD6mj30FvUwv+wp6mV72FfRy4e9lzgACAAAAgCG4CAwAAAAAGIIACAAAAACGIAACAAAAgCEIgAAAAABgCAIgAAAAABiCAAgAAAAAhvh/KqRPo9TtLlkAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 1080x720 with 5 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cccScaled.boxplot(by='HC_Clusters', layout = (1,5),figsize=(15,10))"
]
},
{
"cell_type": "markdown",
"id": "9223a507",
"metadata": {},
"source": [
"## F. K-means vs Hierarchical Clustering Comparison"
]
},
{
"cell_type": "markdown",
"id": "5bc50b54",
"metadata": {},
"source": [
"- K-means clustering took 1.28s to identfy the number of clusters on elbow curve, 529 ms to confirm Silhouette score, so in total it took 1.8s to determine the clusters.\n",
"- Hierarichial clustering (HC) took 462 ms to identify cophenetic scores of different metrics, linkage methods and took 7.76s to identify the cluster numbers using the Dendogram trends.\n",
"- It is obvious the K-means clusters is faster in execution.\n",
"- HC is more visually eaisier to determine the number of cluster in comparison to the K-means elbow curve.\n",
"- Silhoute scores aids determining the number of clusters based on elbow curve as it visualizes the overlapping between clusters.\n",
"- Observations in clusters of both methods are almost the same.\n",
"- Both methods (K-means and HC) provided same number of clusters (3).\n",
"- Obtained clusters from both methods (K-means & Heirarchial clustering) are the same just a shift in cluster names."
]
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"## G. Insights & Recommendations"
]
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"Cluster 1 (0 in HC) is the largest customer base cluster, This cluster prefers visiting the bank in person to process their requests, their customers have 5 cards on average while having lowest internet banking usage. Given the fact that this is the largest cluster, the bank needs to invest in marketing for its online banking services while improving it at the same time as it will save customer valuebale time and can can help decrease the overheads in bank braches.\n",
"\n",
"Cluster 2 comes behind, with high opportunity in attracting new customers to the bank as this cluster have the lowest credit card ownership, by attracting low spender credit customers, this cluster may have limited access to computers and have no time to visit the bank and prefer to resolve their queries via phone banking, to grow this cluster, contact center investment will be required while also increasing the services transacted on the phone banking service. \n",
"\n",
"Cluster 0 (1 in HC) is the smallest cluster, it is a niche cluster for the high spenders, they actually prefer the internet banking platform as a method of solving their queries. Improving digital services can attract more customers to this segment.\n",
"\n"
]
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