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April 22, 2025 18:53
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Credit Card Customer Segmentation Project Lab DEMO
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import pandas as pd\n", | |
"import numpy as np\n", | |
"import matplotlib.pyplot as plt\n", | |
"import seaborn as sns\n", | |
"from sklearn.preprocessing import StandardScaler\n", | |
"from sklearn.cluster import KMeans\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"df = pd.read_csv('customer_segmentation.csv')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
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"\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>customer_id</th>\n", | |
" <th>age</th>\n", | |
" <th>gender</th>\n", | |
" <th>dependent_count</th>\n", | |
" <th>education_level</th>\n", | |
" <th>marital_status</th>\n", | |
" <th>estimated_income</th>\n", | |
" <th>months_on_book</th>\n", | |
" <th>total_relationship_count</th>\n", | |
" <th>months_inactive_12_mon</th>\n", | |
" <th>credit_limit</th>\n", | |
" <th>total_trans_amount</th>\n", | |
" <th>total_trans_count</th>\n", | |
" <th>avg_utilization_ratio</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>768805383</td>\n", | |
" <td>45</td>\n", | |
" <td>M</td>\n", | |
" <td>3</td>\n", | |
" <td>High School</td>\n", | |
" <td>Married</td>\n", | |
" <td>69000</td>\n", | |
" <td>39</td>\n", | |
" <td>5</td>\n", | |
" <td>1</td>\n", | |
" <td>12691.0</td>\n", | |
" <td>1144</td>\n", | |
" <td>42</td>\n", | |
" <td>0.061</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>818770008</td>\n", | |
" <td>49</td>\n", | |
" <td>F</td>\n", | |
" <td>5</td>\n", | |
" <td>Graduate</td>\n", | |
" <td>Single</td>\n", | |
" <td>24000</td>\n", | |
" <td>44</td>\n", | |
" <td>6</td>\n", | |
" <td>1</td>\n", | |
" <td>8256.0</td>\n", | |
" <td>1291</td>\n", | |
" <td>33</td>\n", | |
" <td>0.105</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>713982108</td>\n", | |
" <td>51</td>\n", | |
" <td>M</td>\n", | |
" <td>3</td>\n", | |
" <td>Graduate</td>\n", | |
" <td>Married</td>\n", | |
" <td>93000</td>\n", | |
" <td>36</td>\n", | |
" <td>4</td>\n", | |
" <td>1</td>\n", | |
" <td>3418.0</td>\n", | |
" <td>1887</td>\n", | |
" <td>20</td>\n", | |
" <td>0.000</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>769911858</td>\n", | |
" <td>40</td>\n", | |
" <td>F</td>\n", | |
" <td>4</td>\n", | |
" <td>High School</td>\n", | |
" <td>Unknown</td>\n", | |
" <td>37000</td>\n", | |
" <td>34</td>\n", | |
" <td>3</td>\n", | |
" <td>4</td>\n", | |
" <td>3313.0</td>\n", | |
" <td>1171</td>\n", | |
" <td>20</td>\n", | |
" <td>0.760</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>709106358</td>\n", | |
" <td>40</td>\n", | |
" <td>M</td>\n", | |
" <td>3</td>\n", | |
" <td>Uneducated</td>\n", | |
" <td>Married</td>\n", | |
" <td>65000</td>\n", | |
" <td>21</td>\n", | |
" <td>5</td>\n", | |
" <td>1</td>\n", | |
" <td>4716.0</td>\n", | |
" <td>816</td>\n", | |
" <td>28</td>\n", | |
" <td>0.000</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" customer_id age gender dependent_count education_level marital_status \\\n", | |
"0 768805383 45 M 3 High School Married \n", | |
"1 818770008 49 F 5 Graduate Single \n", | |
"2 713982108 51 M 3 Graduate Married \n", | |
"3 769911858 40 F 4 High School Unknown \n", | |
"4 709106358 40 M 3 Uneducated Married \n", | |
"\n", | |
" estimated_income months_on_book total_relationship_count \\\n", | |
"0 69000 39 5 \n", | |
"1 24000 44 6 \n", | |
"2 93000 36 4 \n", | |
"3 37000 34 3 \n", | |
"4 65000 21 5 \n", | |
"\n", | |
" months_inactive_12_mon credit_limit total_trans_amount \\\n", | |
"0 1 12691.0 1144 \n", | |
"1 1 8256.0 1291 \n", | |
"2 1 3418.0 1887 \n", | |
"3 4 3313.0 1171 \n", | |
"4 1 4716.0 816 \n", | |
"\n", | |
" total_trans_count avg_utilization_ratio \n", | |
"0 42 0.061 \n", | |
"1 33 0.105 \n", | |
"2 20 0.000 \n", | |
"3 20 0.760 \n", | |
"4 28 0.000 " | |
] | |
}, | |
"execution_count": 3, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"df.head()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"marital_status\n", | |
"Married 4687\n", | |
"Single 3943\n", | |
"Unknown 749\n", | |
"Divorced 748\n", | |
"Name: count, dtype: int64" | |
] | |
}, | |
"execution_count": 13, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"df['marital_status'].value_counts()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"<class 'pandas.core.frame.DataFrame'>\n", | |
"RangeIndex: 10127 entries, 0 to 10126\n", | |
"Data columns (total 14 columns):\n", | |
" # Column Non-Null Count Dtype \n", | |
"--- ------ -------------- ----- \n", | |
" 0 customer_id 10127 non-null int64 \n", | |
" 1 age 10127 non-null int64 \n", | |
" 2 gender 10127 non-null object \n", | |
" 3 dependent_count 10127 non-null int64 \n", | |
" 4 education_level 10127 non-null object \n", | |
" 5 marital_status 10127 non-null object \n", | |
" 6 estimated_income 10127 non-null int64 \n", | |
" 7 months_on_book 10127 non-null int64 \n", | |
" 8 total_relationship_count 10127 non-null int64 \n", | |
" 9 months_inactive_12_mon 10127 non-null int64 \n", | |
" 10 credit_limit 10127 non-null float64\n", | |
" 11 total_trans_amount 10127 non-null int64 \n", | |
" 12 total_trans_count 10127 non-null int64 \n", | |
" 13 avg_utilization_ratio 10127 non-null float64\n", | |
"dtypes: float64(2), int64(9), object(3)\n", | |
"memory usage: 1.1+ MB\n" | |
] | |
} | |
], | |
"source": [ | |
"df.info()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
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"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>customer_id</th>\n", | |
" <th>age</th>\n", | |
" <th>dependent_count</th>\n", | |
" <th>estimated_income</th>\n", | |
" <th>months_on_book</th>\n", | |
" <th>total_relationship_count</th>\n", | |
" <th>months_inactive_12_mon</th>\n", | |
" <th>credit_limit</th>\n", | |
" <th>total_trans_amount</th>\n", | |
" <th>total_trans_count</th>\n", | |
" <th>avg_utilization_ratio</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>count</th>\n", | |
" <td>1.012700e+04</td>\n", | |
" <td>10127.000000</td>\n", | |
" <td>10127.000000</td>\n", | |
" <td>10127.000000</td>\n", | |
" <td>10127.000000</td>\n", | |
" <td>10127.000000</td>\n", | |
" <td>10127.000000</td>\n", | |
" <td>10127.000000</td>\n", | |
" <td>10127.000000</td>\n", | |
" <td>10127.000000</td>\n", | |
" <td>10127.000000</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>mean</th>\n", | |
" <td>7.391776e+08</td>\n", | |
" <td>46.325960</td>\n", | |
" <td>2.346203</td>\n", | |
" <td>62078.206774</td>\n", | |
" <td>35.928409</td>\n", | |
" <td>3.812580</td>\n", | |
" <td>2.341167</td>\n", | |
" <td>8631.953698</td>\n", | |
" <td>4404.086304</td>\n", | |
" <td>64.858695</td>\n", | |
" <td>0.274894</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>std</th>\n", | |
" <td>3.690378e+07</td>\n", | |
" <td>8.016814</td>\n", | |
" <td>1.298908</td>\n", | |
" <td>39372.861291</td>\n", | |
" <td>7.986416</td>\n", | |
" <td>1.554408</td>\n", | |
" <td>1.010622</td>\n", | |
" <td>9088.776650</td>\n", | |
" <td>3397.129254</td>\n", | |
" <td>23.472570</td>\n", | |
" <td>0.275691</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>min</th>\n", | |
" <td>7.080821e+08</td>\n", | |
" <td>26.000000</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>20000.000000</td>\n", | |
" <td>13.000000</td>\n", | |
" <td>1.000000</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>1438.300000</td>\n", | |
" <td>510.000000</td>\n", | |
" <td>10.000000</td>\n", | |
" <td>0.000000</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>25%</th>\n", | |
" <td>7.130368e+08</td>\n", | |
" <td>41.000000</td>\n", | |
" <td>1.000000</td>\n", | |
" <td>32000.000000</td>\n", | |
" <td>31.000000</td>\n", | |
" <td>3.000000</td>\n", | |
" <td>2.000000</td>\n", | |
" <td>2555.000000</td>\n", | |
" <td>2155.500000</td>\n", | |
" <td>45.000000</td>\n", | |
" <td>0.023000</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>50%</th>\n", | |
" <td>7.179264e+08</td>\n", | |
" <td>46.000000</td>\n", | |
" <td>2.000000</td>\n", | |
" <td>50000.000000</td>\n", | |
" <td>36.000000</td>\n", | |
" <td>4.000000</td>\n", | |
" <td>2.000000</td>\n", | |
" <td>4549.000000</td>\n", | |
" <td>3899.000000</td>\n", | |
" <td>67.000000</td>\n", | |
" <td>0.176000</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>75%</th>\n", | |
" <td>7.731435e+08</td>\n", | |
" <td>52.000000</td>\n", | |
" <td>3.000000</td>\n", | |
" <td>80000.000000</td>\n", | |
" <td>40.000000</td>\n", | |
" <td>5.000000</td>\n", | |
" <td>3.000000</td>\n", | |
" <td>11067.500000</td>\n", | |
" <td>4741.000000</td>\n", | |
" <td>81.000000</td>\n", | |
" <td>0.503000</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>max</th>\n", | |
" <td>8.283431e+08</td>\n", | |
" <td>73.000000</td>\n", | |
" <td>5.000000</td>\n", | |
" <td>200000.000000</td>\n", | |
" <td>56.000000</td>\n", | |
" <td>6.000000</td>\n", | |
" <td>6.000000</td>\n", | |
" <td>34516.000000</td>\n", | |
" <td>18484.000000</td>\n", | |
" <td>139.000000</td>\n", | |
" <td>0.999000</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" customer_id age dependent_count estimated_income \\\n", | |
"count 1.012700e+04 10127.000000 10127.000000 10127.000000 \n", | |
"mean 7.391776e+08 46.325960 2.346203 62078.206774 \n", | |
"std 3.690378e+07 8.016814 1.298908 39372.861291 \n", | |
"min 7.080821e+08 26.000000 0.000000 20000.000000 \n", | |
"25% 7.130368e+08 41.000000 1.000000 32000.000000 \n", | |
"50% 7.179264e+08 46.000000 2.000000 50000.000000 \n", | |
"75% 7.731435e+08 52.000000 3.000000 80000.000000 \n", | |
"max 8.283431e+08 73.000000 5.000000 200000.000000 \n", | |
"\n", | |
" months_on_book total_relationship_count months_inactive_12_mon \\\n", | |
"count 10127.000000 10127.000000 10127.000000 \n", | |
"mean 35.928409 3.812580 2.341167 \n", | |
"std 7.986416 1.554408 1.010622 \n", | |
"min 13.000000 1.000000 0.000000 \n", | |
"25% 31.000000 3.000000 2.000000 \n", | |
"50% 36.000000 4.000000 2.000000 \n", | |
"75% 40.000000 5.000000 3.000000 \n", | |
"max 56.000000 6.000000 6.000000 \n", | |
"\n", | |
" credit_limit total_trans_amount total_trans_count \\\n", | |
"count 10127.000000 10127.000000 10127.000000 \n", | |
"mean 8631.953698 4404.086304 64.858695 \n", | |
"std 9088.776650 3397.129254 23.472570 \n", | |
"min 1438.300000 510.000000 10.000000 \n", | |
"25% 2555.000000 2155.500000 45.000000 \n", | |
"50% 4549.000000 3899.000000 67.000000 \n", | |
"75% 11067.500000 4741.000000 81.000000 \n", | |
"max 34516.000000 18484.000000 139.000000 \n", | |
"\n", | |
" avg_utilization_ratio \n", | |
"count 10127.000000 \n", | |
"mean 0.274894 \n", | |
"std 0.275691 \n", | |
"min 0.000000 \n", | |
"25% 0.023000 \n", | |
"50% 0.176000 \n", | |
"75% 0.503000 \n", | |
"max 0.999000 " | |
] | |
}, | |
"execution_count": 5, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"df.describe()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"/tmp/ipykernel_263/579634717.py:4: UserWarning: To output multiple subplots, the figure containing the passed axes is being cleared.\n", | |
" df.drop('customer_id', axis=1).hist(ax=ax)\n" | |
] | |
}, | |
{ | |
"data": { | |
"image/png": 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| |
"text/plain": [ | |
"<Figure size 1200x1000 with 12 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig, ax = plt.subplots(figsize=(12, 10))\n", | |
"\n", | |
"#Removing the customer's id before plotting the distributions\n", | |
"df.drop('customer_id', axis=1).hist(ax=ax)\n", | |
"\n", | |
"plt.tight_layout()\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1200x800 with 2 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"correlations = df.drop('customer_id', axis=1).corr(numeric_only=True)\n", | |
"\n", | |
"fig, ax = plt.subplots(figsize=(12,8))\n", | |
"sns.heatmap(correlations[(correlations > 0.30) | (correlations < -0.30)], cmap='Blues', annot=True, ax=ax)\n", | |
"\n", | |
"plt.tight_layout()\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Feature Engineering" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 18, | |
"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>customer_id</th>\n", | |
" <th>age</th>\n", | |
" <th>gender</th>\n", | |
" <th>dependent_count</th>\n", | |
" <th>education_level</th>\n", | |
" <th>marital_status</th>\n", | |
" <th>estimated_income</th>\n", | |
" <th>months_on_book</th>\n", | |
" <th>total_relationship_count</th>\n", | |
" <th>months_inactive_12_mon</th>\n", | |
" <th>credit_limit</th>\n", | |
" <th>total_trans_amount</th>\n", | |
" <th>total_trans_count</th>\n", | |
" <th>avg_utilization_ratio</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>768805383</td>\n", | |
" <td>45</td>\n", | |
" <td>1</td>\n", | |
" <td>3</td>\n", | |
" <td>High School</td>\n", | |
" <td>Married</td>\n", | |
" <td>69000</td>\n", | |
" <td>39</td>\n", | |
" <td>5</td>\n", | |
" <td>1</td>\n", | |
" <td>12691.0</td>\n", | |
" <td>1144</td>\n", | |
" <td>42</td>\n", | |
" <td>0.061</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>818770008</td>\n", | |
" <td>49</td>\n", | |
" <td>0</td>\n", | |
" <td>5</td>\n", | |
" <td>Graduate</td>\n", | |
" <td>Single</td>\n", | |
" <td>24000</td>\n", | |
" <td>44</td>\n", | |
" <td>6</td>\n", | |
" <td>1</td>\n", | |
" <td>8256.0</td>\n", | |
" <td>1291</td>\n", | |
" <td>33</td>\n", | |
" <td>0.105</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>713982108</td>\n", | |
" <td>51</td>\n", | |
" <td>1</td>\n", | |
" <td>3</td>\n", | |
" <td>Graduate</td>\n", | |
" <td>Married</td>\n", | |
" <td>93000</td>\n", | |
" <td>36</td>\n", | |
" <td>4</td>\n", | |
" <td>1</td>\n", | |
" <td>3418.0</td>\n", | |
" <td>1887</td>\n", | |
" <td>20</td>\n", | |
" <td>0.000</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>769911858</td>\n", | |
" <td>40</td>\n", | |
" <td>0</td>\n", | |
" <td>4</td>\n", | |
" <td>High School</td>\n", | |
" <td>Unknown</td>\n", | |
" <td>37000</td>\n", | |
" <td>34</td>\n", | |
" <td>3</td>\n", | |
" <td>4</td>\n", | |
" <td>3313.0</td>\n", | |
" <td>1171</td>\n", | |
" <td>20</td>\n", | |
" <td>0.760</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>709106358</td>\n", | |
" <td>40</td>\n", | |
" <td>1</td>\n", | |
" <td>3</td>\n", | |
" <td>Uneducated</td>\n", | |
" <td>Married</td>\n", | |
" <td>65000</td>\n", | |
" <td>21</td>\n", | |
" <td>5</td>\n", | |
" <td>1</td>\n", | |
" <td>4716.0</td>\n", | |
" <td>816</td>\n", | |
" <td>28</td>\n", | |
" <td>0.000</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" customer_id age gender dependent_count education_level marital_status \\\n", | |
"0 768805383 45 1 3 High School Married \n", | |
"1 818770008 49 0 5 Graduate Single \n", | |
"2 713982108 51 1 3 Graduate Married \n", | |
"3 769911858 40 0 4 High School Unknown \n", | |
"4 709106358 40 1 3 Uneducated Married \n", | |
"\n", | |
" estimated_income months_on_book total_relationship_count \\\n", | |
"0 69000 39 5 \n", | |
"1 24000 44 6 \n", | |
"2 93000 36 4 \n", | |
"3 37000 34 3 \n", | |
"4 65000 21 5 \n", | |
"\n", | |
" months_inactive_12_mon credit_limit total_trans_amount \\\n", | |
"0 1 12691.0 1144 \n", | |
"1 1 8256.0 1291 \n", | |
"2 1 3418.0 1887 \n", | |
"3 4 3313.0 1171 \n", | |
"4 1 4716.0 816 \n", | |
"\n", | |
" total_trans_count avg_utilization_ratio \n", | |
"0 42 0.061 \n", | |
"1 33 0.105 \n", | |
"2 20 0.000 \n", | |
"3 20 0.760 \n", | |
"4 28 0.000 " | |
] | |
}, | |
"execution_count": 18, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"customers_modif = df.copy()\n", | |
"\n", | |
"customers_modif['gender'] = df['gender'].apply(lambda x: 1 if x == 'M' else 0)\n", | |
"customers_modif.head()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 19, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
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" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>customer_id</th>\n", | |
" <th>age</th>\n", | |
" <th>gender</th>\n", | |
" <th>dependent_count</th>\n", | |
" <th>education_level</th>\n", | |
" <th>marital_status</th>\n", | |
" <th>estimated_income</th>\n", | |
" <th>months_on_book</th>\n", | |
" <th>total_relationship_count</th>\n", | |
" <th>months_inactive_12_mon</th>\n", | |
" <th>credit_limit</th>\n", | |
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" <td>768805383</td>\n", | |
" <td>45</td>\n", | |
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" <td>1</td>\n", | |
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" <td>69000</td>\n", | |
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" <td>818770008</td>\n", | |
" <td>49</td>\n", | |
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" <td>5</td>\n", | |
" <td>3</td>\n", | |
" <td>Single</td>\n", | |
" <td>24000</td>\n", | |
" <td>44</td>\n", | |
" <td>6</td>\n", | |
" <td>1</td>\n", | |
" <td>8256.0</td>\n", | |
" <td>1291</td>\n", | |
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" <td>51</td>\n", | |
" <td>1</td>\n", | |
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" <td>3</td>\n", | |
" <td>Married</td>\n", | |
" <td>93000</td>\n", | |
" <td>36</td>\n", | |
" <td>4</td>\n", | |
" <td>1</td>\n", | |
" <td>3418.0</td>\n", | |
" <td>1887</td>\n", | |
" <td>20</td>\n", | |
" <td>0.000</td>\n", | |
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" <tr>\n", | |
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" <td>769911858</td>\n", | |
" <td>40</td>\n", | |
" <td>0</td>\n", | |
" <td>4</td>\n", | |
" <td>1</td>\n", | |
" <td>Unknown</td>\n", | |
" <td>37000</td>\n", | |
" <td>34</td>\n", | |
" <td>3</td>\n", | |
" <td>4</td>\n", | |
" <td>3313.0</td>\n", | |
" <td>1171</td>\n", | |
" <td>20</td>\n", | |
" <td>0.760</td>\n", | |
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" <tr>\n", | |
" <th>4</th>\n", | |
" <td>709106358</td>\n", | |
" <td>40</td>\n", | |
" <td>1</td>\n", | |
" <td>3</td>\n", | |
" <td>0</td>\n", | |
" <td>Married</td>\n", | |
" <td>65000</td>\n", | |
" <td>21</td>\n", | |
" <td>5</td>\n", | |
" <td>1</td>\n", | |
" <td>4716.0</td>\n", | |
" <td>816</td>\n", | |
" <td>28</td>\n", | |
" <td>0.000</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" customer_id age gender dependent_count education_level marital_status \\\n", | |
"0 768805383 45 1 3 1 Married \n", | |
"1 818770008 49 0 5 3 Single \n", | |
"2 713982108 51 1 3 3 Married \n", | |
"3 769911858 40 0 4 1 Unknown \n", | |
"4 709106358 40 1 3 0 Married \n", | |
"\n", | |
" estimated_income months_on_book total_relationship_count \\\n", | |
"0 69000 39 5 \n", | |
"1 24000 44 6 \n", | |
"2 93000 36 4 \n", | |
"3 37000 34 3 \n", | |
"4 65000 21 5 \n", | |
"\n", | |
" months_inactive_12_mon credit_limit total_trans_amount \\\n", | |
"0 1 12691.0 1144 \n", | |
"1 1 8256.0 1291 \n", | |
"2 1 3418.0 1887 \n", | |
"3 4 3313.0 1171 \n", | |
"4 1 4716.0 816 \n", | |
"\n", | |
" total_trans_count avg_utilization_ratio \n", | |
"0 42 0.061 \n", | |
"1 33 0.105 \n", | |
"2 20 0.000 \n", | |
"3 20 0.760 \n", | |
"4 28 0.000 " | |
] | |
}, | |
"execution_count": 19, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"education_mapping = {'Uneducated': 0, 'High School': 1, 'College': 2, \n", | |
" 'Graduate': 3, 'Post-Graduate': 4, 'Doctorate': 5}\n", | |
"customers_modif['education_level'] = customers_modif['education_level'].map(education_mapping)\n", | |
"\n", | |
"customers_modif.head()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 20, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"<class 'pandas.core.frame.DataFrame'>\n", | |
"RangeIndex: 10127 entries, 0 to 10126\n", | |
"Data columns (total 17 columns):\n", | |
" # Column Non-Null Count Dtype \n", | |
"--- ------ -------------- ----- \n", | |
" 0 customer_id 10127 non-null int64 \n", | |
" 1 age 10127 non-null int64 \n", | |
" 2 gender 10127 non-null int64 \n", | |
" 3 dependent_count 10127 non-null int64 \n", | |
" 4 education_level 10127 non-null int64 \n", | |
" 5 estimated_income 10127 non-null int64 \n", | |
" 6 months_on_book 10127 non-null int64 \n", | |
" 7 total_relationship_count 10127 non-null int64 \n", | |
" 8 months_inactive_12_mon 10127 non-null int64 \n", | |
" 9 credit_limit 10127 non-null float64\n", | |
" 10 total_trans_amount 10127 non-null int64 \n", | |
" 11 total_trans_count 10127 non-null int64 \n", | |
" 12 avg_utilization_ratio 10127 non-null float64\n", | |
" 13 marital_status_Divorced 10127 non-null bool \n", | |
" 14 marital_status_Married 10127 non-null bool \n", | |
" 15 marital_status_Single 10127 non-null bool \n", | |
" 16 marital_status_Unknown 10127 non-null bool \n", | |
"dtypes: bool(4), float64(2), int64(11)\n", | |
"memory usage: 1.0 MB\n", | |
"None\n" | |
] | |
}, | |
{ | |
"data": { | |
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" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>customer_id</th>\n", | |
" <th>age</th>\n", | |
" <th>gender</th>\n", | |
" <th>dependent_count</th>\n", | |
" <th>education_level</th>\n", | |
" <th>estimated_income</th>\n", | |
" <th>months_on_book</th>\n", | |
" <th>total_relationship_count</th>\n", | |
" <th>months_inactive_12_mon</th>\n", | |
" <th>credit_limit</th>\n", | |
" <th>total_trans_amount</th>\n", | |
" <th>total_trans_count</th>\n", | |
" <th>avg_utilization_ratio</th>\n", | |
" <th>marital_status_Divorced</th>\n", | |
" <th>marital_status_Married</th>\n", | |
" <th>marital_status_Single</th>\n", | |
" <th>marital_status_Unknown</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
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" <td>3</td>\n", | |
" <td>24000</td>\n", | |
" <td>44</td>\n", | |
" <td>6</td>\n", | |
" <td>1</td>\n", | |
" <td>8256.0</td>\n", | |
" <td>1291</td>\n", | |
" <td>33</td>\n", | |
" <td>0.105</td>\n", | |
" <td>False</td>\n", | |
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" <tr>\n", | |
" <th>2</th>\n", | |
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" <td>51</td>\n", | |
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" <td>36</td>\n", | |
" <td>4</td>\n", | |
" <td>1</td>\n", | |
" <td>3418.0</td>\n", | |
" <td>1887</td>\n", | |
" <td>20</td>\n", | |
" <td>0.000</td>\n", | |
" <td>False</td>\n", | |
" <td>True</td>\n", | |
" <td>False</td>\n", | |
" <td>False</td>\n", | |
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" <tr>\n", | |
" <th>3</th>\n", | |
" <td>769911858</td>\n", | |
" <td>40</td>\n", | |
" <td>0</td>\n", | |
" <td>4</td>\n", | |
" <td>1</td>\n", | |
" <td>37000</td>\n", | |
" <td>34</td>\n", | |
" <td>3</td>\n", | |
" <td>4</td>\n", | |
" <td>3313.0</td>\n", | |
" <td>1171</td>\n", | |
" <td>20</td>\n", | |
" <td>0.760</td>\n", | |
" <td>False</td>\n", | |
" <td>False</td>\n", | |
" <td>False</td>\n", | |
" <td>True</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>709106358</td>\n", | |
" <td>40</td>\n", | |
" <td>1</td>\n", | |
" <td>3</td>\n", | |
" <td>0</td>\n", | |
" <td>65000</td>\n", | |
" <td>21</td>\n", | |
" <td>5</td>\n", | |
" <td>1</td>\n", | |
" <td>4716.0</td>\n", | |
" <td>816</td>\n", | |
" <td>28</td>\n", | |
" <td>0.000</td>\n", | |
" <td>False</td>\n", | |
" <td>True</td>\n", | |
" <td>False</td>\n", | |
" <td>False</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" customer_id age gender dependent_count education_level \\\n", | |
"0 768805383 45 1 3 1 \n", | |
"1 818770008 49 0 5 3 \n", | |
"2 713982108 51 1 3 3 \n", | |
"3 769911858 40 0 4 1 \n", | |
"4 709106358 40 1 3 0 \n", | |
"\n", | |
" estimated_income months_on_book total_relationship_count \\\n", | |
"0 69000 39 5 \n", | |
"1 24000 44 6 \n", | |
"2 93000 36 4 \n", | |
"3 37000 34 3 \n", | |
"4 65000 21 5 \n", | |
"\n", | |
" months_inactive_12_mon credit_limit total_trans_amount \\\n", | |
"0 1 12691.0 1144 \n", | |
"1 1 8256.0 1291 \n", | |
"2 1 3418.0 1887 \n", | |
"3 4 3313.0 1171 \n", | |
"4 1 4716.0 816 \n", | |
"\n", | |
" total_trans_count avg_utilization_ratio marital_status_Divorced \\\n", | |
"0 42 0.061 False \n", | |
"1 33 0.105 False \n", | |
"2 20 0.000 False \n", | |
"3 20 0.760 False \n", | |
"4 28 0.000 False \n", | |
"\n", | |
" marital_status_Married marital_status_Single marital_status_Unknown \n", | |
"0 True False False \n", | |
"1 False True False \n", | |
"2 True False False \n", | |
"3 False False True \n", | |
"4 True False False " | |
] | |
}, | |
"execution_count": 20, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"dummies = pd.get_dummies(customers_modif[['marital_status']]) #testing without , drop_first=True\n", | |
"\n", | |
"customers_modif = pd.concat([customers_modif, dummies], axis=1)\n", | |
"customers_modif.drop(['marital_status'], axis=1, inplace=True)\n", | |
"\n", | |
"print(customers_modif.info())\n", | |
"customers_modif.head()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Scaling the Data" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 24, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"X = customers_modif.drop('customer_id', axis=1)\n", | |
"\n", | |
"scaler = StandardScaler()\n", | |
"scaler.fit(X)\n", | |
"\n", | |
"X_scaled = scaler.transform(X)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 25, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1200x800 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"X = pd.DataFrame(X_scaled)\n", | |
"inertias = []\n", | |
"\n", | |
"for k in range(1, 11):\n", | |
" model = KMeans(n_clusters=k)\n", | |
" y = model.fit_predict(X)\n", | |
" inertias.append(model.inertia_)\n", | |
" \n", | |
"plt.figure(figsize=(12, 8))\n", | |
"plt.plot(range(1, 11), inertias, marker='o')\n", | |
"plt.xticks(ticks=range(1, 11), labels=range(1, 11))\n", | |
"plt.title('Inertia vs Number of Clusters')\n", | |
"\n", | |
"plt.tight_layout()\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 26, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"array([1, 4, 1, ..., 6, 7, 6], dtype=int32)" | |
] | |
}, | |
"execution_count": 26, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"model = KMeans(n_clusters=8)\n", | |
"y = model.fit_predict(X_scaled)\n", | |
"\n", | |
"y" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 28, | |
"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>customer_id</th>\n", | |
" <th>age</th>\n", | |
" <th>gender</th>\n", | |
" <th>dependent_count</th>\n", | |
" <th>education_level</th>\n", | |
" <th>marital_status</th>\n", | |
" <th>estimated_income</th>\n", | |
" <th>months_on_book</th>\n", | |
" <th>total_relationship_count</th>\n", | |
" <th>months_inactive_12_mon</th>\n", | |
" <th>credit_limit</th>\n", | |
" <th>total_trans_amount</th>\n", | |
" <th>total_trans_count</th>\n", | |
" <th>avg_utilization_ratio</th>\n", | |
" <th>CLUSTER</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>768805383</td>\n", | |
" <td>45</td>\n", | |
" <td>M</td>\n", | |
" <td>3</td>\n", | |
" <td>High School</td>\n", | |
" <td>Married</td>\n", | |
" <td>69000</td>\n", | |
" <td>39</td>\n", | |
" <td>5</td>\n", | |
" <td>1</td>\n", | |
" <td>12691.0</td>\n", | |
" <td>1144</td>\n", | |
" <td>42</td>\n", | |
" <td>0.061</td>\n", | |
" <td>2</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>818770008</td>\n", | |
" <td>49</td>\n", | |
" <td>F</td>\n", | |
" <td>5</td>\n", | |
" <td>Graduate</td>\n", | |
" <td>Single</td>\n", | |
" <td>24000</td>\n", | |
" <td>44</td>\n", | |
" <td>6</td>\n", | |
" <td>1</td>\n", | |
" <td>8256.0</td>\n", | |
" <td>1291</td>\n", | |
" <td>33</td>\n", | |
" <td>0.105</td>\n", | |
" <td>5</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>713982108</td>\n", | |
" <td>51</td>\n", | |
" <td>M</td>\n", | |
" <td>3</td>\n", | |
" <td>Graduate</td>\n", | |
" <td>Married</td>\n", | |
" <td>93000</td>\n", | |
" <td>36</td>\n", | |
" <td>4</td>\n", | |
" <td>1</td>\n", | |
" <td>3418.0</td>\n", | |
" <td>1887</td>\n", | |
" <td>20</td>\n", | |
" <td>0.000</td>\n", | |
" <td>2</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>769911858</td>\n", | |
" <td>40</td>\n", | |
" <td>F</td>\n", | |
" <td>4</td>\n", | |
" <td>High School</td>\n", | |
" <td>Unknown</td>\n", | |
" <td>37000</td>\n", | |
" <td>34</td>\n", | |
" <td>3</td>\n", | |
" <td>4</td>\n", | |
" <td>3313.0</td>\n", | |
" <td>1171</td>\n", | |
" <td>20</td>\n", | |
" <td>0.760</td>\n", | |
" <td>8</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>709106358</td>\n", | |
" <td>40</td>\n", | |
" <td>M</td>\n", | |
" <td>3</td>\n", | |
" <td>Uneducated</td>\n", | |
" <td>Married</td>\n", | |
" <td>65000</td>\n", | |
" <td>21</td>\n", | |
" <td>5</td>\n", | |
" <td>1</td>\n", | |
" <td>4716.0</td>\n", | |
" <td>816</td>\n", | |
" <td>28</td>\n", | |
" <td>0.000</td>\n", | |
" <td>2</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" customer_id age gender dependent_count education_level marital_status \\\n", | |
"0 768805383 45 M 3 High School Married \n", | |
"1 818770008 49 F 5 Graduate Single \n", | |
"2 713982108 51 M 3 Graduate Married \n", | |
"3 769911858 40 F 4 High School Unknown \n", | |
"4 709106358 40 M 3 Uneducated Married \n", | |
"\n", | |
" estimated_income months_on_book total_relationship_count \\\n", | |
"0 69000 39 5 \n", | |
"1 24000 44 6 \n", | |
"2 93000 36 4 \n", | |
"3 37000 34 3 \n", | |
"4 65000 21 5 \n", | |
"\n", | |
" months_inactive_12_mon credit_limit total_trans_amount \\\n", | |
"0 1 12691.0 1144 \n", | |
"1 1 8256.0 1291 \n", | |
"2 1 3418.0 1887 \n", | |
"3 4 3313.0 1171 \n", | |
"4 1 4716.0 816 \n", | |
"\n", | |
" total_trans_count avg_utilization_ratio CLUSTER \n", | |
"0 42 0.061 2 \n", | |
"1 33 0.105 5 \n", | |
"2 20 0.000 2 \n", | |
"3 20 0.760 8 \n", | |
"4 28 0.000 2 " | |
] | |
}, | |
"execution_count": 28, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"df['CLUSTER'] = y + 1\n", | |
"df.head()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 29, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"CLUSTER\n", | |
"5 2015\n", | |
"7 1910\n", | |
"2 1577\n", | |
"1 1320\n", | |
"4 1045\n", | |
"6 794\n", | |
"3 736\n", | |
"8 730\n", | |
"Name: count, dtype: int64" | |
] | |
}, | |
"execution_count": 29, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"df['CLUSTER'].value_counts()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 30, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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| |
"text/plain": [ | |
"<Figure size 2000x2000 with 10 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"numeric_columns = df.select_dtypes(include=np.number).drop(['customer_id', 'CLUSTER'], axis=1).columns\n", | |
"\n", | |
"fig = plt.figure(figsize=(20, 20))\n", | |
"for i, column in enumerate(numeric_columns):\n", | |
" df_plot = df.groupby('CLUSTER')[column].mean()\n", | |
" ax = fig.add_subplot(5, 2, i+1)\n", | |
" ax.bar(df_plot.index, df_plot, color=sns.color_palette('Set1'), alpha=0.6)\n", | |
" ax.set_title(f'Average {column.title()} per Cluster', alpha=0.5)\n", | |
" ax.xaxis.grid(False)\n", | |
" \n", | |
"plt.tight_layout()\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 31, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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