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udemy-ML/20-Kmeans-Clustering/00-Kmeans-Clustering.ipynb

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"___\n",
"\n",
"<a href='http://www.pieriandata.com'><img src='../Pierian_Data_Logo.png'/></a>\n",
"___\n",
"<center><em>Copyright by Pierian Data Inc.</em></center>\n",
"<center><em>For more information, visit us at <a href='http://www.pieriandata.com'>www.pieriandata.com</a></em></center>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# K-Means Clustering\n",
"\n",
"\n",
"Let's work through an example of unsupervised learning - clustering customer data.\n",
"\n",
"## Goal:\n",
"\n",
"When working with unsupervised learning methods, its usually important to lay out a general goal. In our case, let's attempt to find reasonable clusters of customers for marketing segmentation and study. What we end up doing with those clusters would depend **heavily** on the domain itself, in this case, marketing.\n",
"\n",
"----"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## The Data\n",
"\n",
"LINK: https://archive.ics.uci.edu/ml/datasets/bank+marketing\n",
"\n",
" This dataset is public available for research. The details are described in [Moro et al., 2011]. \n",
"\n",
"\n",
" [Moro et al., 2011] S. Moro, R. Laureano and P. Cortez. Using Data Mining for Bank Direct Marketing: An Application of the CRISP-DM Methodology. \n",
" In P. Novais et al. (Eds.), Proceedings of the European Simulation and Modelling Conference - ESM'2011, pp. 117-121, Guimarães, Portugal, October, 2011. EUROSIS.\n",
"\n",
" Available at: [pdf] http://hdl.handle.net/1822/14838\n",
" [bib] http://www3.dsi.uminho.pt/pcortez/bib/2011-esm-1.txt\n",
" For more information, read [Moro et al., 2011]."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" # bank client data:\n",
" 1 - age (numeric)\n",
" 2 - job : type of job (categorical: 'admin.','blue-collar','entrepreneur','housemaid','management','retired','self-employed','services','student','technician','unemployed','unknown')\n",
" 3 - marital : marital status (categorical: 'divorced','married','single','unknown'; note: 'divorced' means divorced or widowed)\n",
" 4 - education (categorical: 'basic.4y','basic.6y','basic.9y','high.school','illiterate','professional.course','university.degree','unknown')\n",
" 5 - default: has credit in default? (categorical: 'no','yes','unknown')\n",
" 6 - housing: has housing loan? (categorical: 'no','yes','unknown')\n",
" 7 - loan: has personal loan? (categorical: 'no','yes','unknown')\n",
" # related with the last contact of the current campaign:\n",
" 8 - contact: contact communication type (categorical: 'cellular','telephone')\n",
" 9 - month: last contact month of year (categorical: 'jan', 'feb', 'mar', ..., 'nov', 'dec')\n",
" 10 - day_of_week: last contact day of the week (categorical: 'mon','tue','wed','thu','fri')\n",
" 11 - duration: last contact duration, in seconds (numeric). Important note: this attribute highly affects the output target (e.g., if duration=0 then y='no'). Yet, the duration is not known before a call is performed. Also, after the end of the call y is obviously known. Thus, this input should only be included for benchmark purposes and should be discarded if the intention is to have a realistic predictive model.\n",
" # other attributes:\n",
" 12 - campaign: number of contacts performed during this campaign and for this client (numeric, includes last contact)\n",
" 13 - pdays: number of days that passed by after the client was last contacted from a previous campaign (numeric; 999 means client was not previously contacted)\n",
" 14 - previous: number of contacts performed before this campaign and for this client (numeric)\n",
" 15 - poutcome: outcome of the previous marketing campaign (categorical: 'failure','nonexistent','success')\n",
" # social and economic context attributes\n",
" 16 - emp.var.rate: employment variation rate - quarterly indicator (numeric)\n",
" 17 - cons.price.idx: consumer price index - monthly indicator (numeric)\n",
" 18 - cons.conf.idx: consumer confidence index - monthly indicator (numeric)\n",
" 19 - euribor3m: euribor 3 month rate - daily indicator (numeric)\n",
" 20 - nr.employed: number of employees - quarterly indicator (numeric)\n",
" 21 - y - has the client subscribed a term deposit? (binary: 'yes','no')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Imports"
]
},
{
"cell_type": "code",
"execution_count": 166,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Exploratory Data Analysis"
]
},
{
"cell_type": "code",
"execution_count": 167,
"metadata": {},
"outputs": [],
"source": [
"df = pd.read_csv(\"../DATA/bank-full.csv\")"
]
},
{
"cell_type": "code",
"execution_count": 168,
"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>age</th>\n",
" <th>job</th>\n",
" <th>marital</th>\n",
" <th>education</th>\n",
" <th>default</th>\n",
" <th>housing</th>\n",
" <th>loan</th>\n",
" <th>contact</th>\n",
" <th>month</th>\n",
" <th>day_of_week</th>\n",
" <th>...</th>\n",
" <th>campaign</th>\n",
" <th>pdays</th>\n",
" <th>previous</th>\n",
" <th>poutcome</th>\n",
" <th>emp.var.rate</th>\n",
" <th>cons.price.idx</th>\n",
" <th>cons.conf.idx</th>\n",
" <th>euribor3m</th>\n",
" <th>nr.employed</th>\n",
" <th>subscribed</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>56</td>\n",
" <td>housemaid</td>\n",
" <td>married</td>\n",
" <td>basic.4y</td>\n",
" <td>no</td>\n",
" <td>no</td>\n",
" <td>no</td>\n",
" <td>telephone</td>\n",
" <td>may</td>\n",
" <td>mon</td>\n",
" <td>...</td>\n",
" <td>1</td>\n",
" <td>999</td>\n",
" <td>0</td>\n",
" <td>nonexistent</td>\n",
" <td>1.1</td>\n",
" <td>93.994</td>\n",
" <td>-36.4</td>\n",
" <td>4.857</td>\n",
" <td>5191.0</td>\n",
" <td>no</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>57</td>\n",
" <td>services</td>\n",
" <td>married</td>\n",
" <td>high.school</td>\n",
" <td>unknown</td>\n",
" <td>no</td>\n",
" <td>no</td>\n",
" <td>telephone</td>\n",
" <td>may</td>\n",
" <td>mon</td>\n",
" <td>...</td>\n",
" <td>1</td>\n",
" <td>999</td>\n",
" <td>0</td>\n",
" <td>nonexistent</td>\n",
" <td>1.1</td>\n",
" <td>93.994</td>\n",
" <td>-36.4</td>\n",
" <td>4.857</td>\n",
" <td>5191.0</td>\n",
" <td>no</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>37</td>\n",
" <td>services</td>\n",
" <td>married</td>\n",
" <td>high.school</td>\n",
" <td>no</td>\n",
" <td>yes</td>\n",
" <td>no</td>\n",
" <td>telephone</td>\n",
" <td>may</td>\n",
" <td>mon</td>\n",
" <td>...</td>\n",
" <td>1</td>\n",
" <td>999</td>\n",
" <td>0</td>\n",
" <td>nonexistent</td>\n",
" <td>1.1</td>\n",
" <td>93.994</td>\n",
" <td>-36.4</td>\n",
" <td>4.857</td>\n",
" <td>5191.0</td>\n",
" <td>no</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>40</td>\n",
" <td>admin.</td>\n",
" <td>married</td>\n",
" <td>basic.6y</td>\n",
" <td>no</td>\n",
" <td>no</td>\n",
" <td>no</td>\n",
" <td>telephone</td>\n",
" <td>may</td>\n",
" <td>mon</td>\n",
" <td>...</td>\n",
" <td>1</td>\n",
" <td>999</td>\n",
" <td>0</td>\n",
" <td>nonexistent</td>\n",
" <td>1.1</td>\n",
" <td>93.994</td>\n",
" <td>-36.4</td>\n",
" <td>4.857</td>\n",
" <td>5191.0</td>\n",
" <td>no</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>56</td>\n",
" <td>services</td>\n",
" <td>married</td>\n",
" <td>high.school</td>\n",
" <td>no</td>\n",
" <td>no</td>\n",
" <td>yes</td>\n",
" <td>telephone</td>\n",
" <td>may</td>\n",
" <td>mon</td>\n",
" <td>...</td>\n",
" <td>1</td>\n",
" <td>999</td>\n",
" <td>0</td>\n",
" <td>nonexistent</td>\n",
" <td>1.1</td>\n",
" <td>93.994</td>\n",
" <td>-36.4</td>\n",
" <td>4.857</td>\n",
" <td>5191.0</td>\n",
" <td>no</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 21 columns</p>\n",
"</div>"
],
"text/plain": [
" age job marital education default housing loan contact \\\n",
"0 56 housemaid married basic.4y no no no telephone \n",
"1 57 services married high.school unknown no no telephone \n",
"2 37 services married high.school no yes no telephone \n",
"3 40 admin. married basic.6y no no no telephone \n",
"4 56 services married high.school no no yes telephone \n",
"\n",
" month day_of_week ... campaign pdays previous poutcome emp.var.rate \\\n",
"0 may mon ... 1 999 0 nonexistent 1.1 \n",
"1 may mon ... 1 999 0 nonexistent 1.1 \n",
"2 may mon ... 1 999 0 nonexistent 1.1 \n",
"3 may mon ... 1 999 0 nonexistent 1.1 \n",
"4 may mon ... 1 999 0 nonexistent 1.1 \n",
"\n",
" cons.price.idx cons.conf.idx euribor3m nr.employed subscribed \n",
"0 93.994 -36.4 4.857 5191.0 no \n",
"1 93.994 -36.4 4.857 5191.0 no \n",
"2 93.994 -36.4 4.857 5191.0 no \n",
"3 93.994 -36.4 4.857 5191.0 no \n",
"4 93.994 -36.4 4.857 5191.0 no \n",
"\n",
"[5 rows x 21 columns]"
]
},
"execution_count": 168,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 169,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Index(['age', 'job', 'marital', 'education', 'default', 'housing', 'loan',\n",
" 'contact', 'month', 'day_of_week', 'duration', 'campaign', 'pdays',\n",
" 'previous', 'poutcome', 'emp.var.rate', 'cons.price.idx',\n",
" 'cons.conf.idx', 'euribor3m', 'nr.employed', 'subscribed'],\n",
" dtype='object')"
]
},
"execution_count": 169,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.columns"
]
},
{
"cell_type": "code",
"execution_count": 170,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 41188 entries, 0 to 41187\n",
"Data columns (total 21 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 age 41188 non-null int64 \n",
" 1 job 41188 non-null object \n",
" 2 marital 41188 non-null object \n",
" 3 education 41188 non-null object \n",
" 4 default 41188 non-null object \n",
" 5 housing 41188 non-null object \n",
" 6 loan 41188 non-null object \n",
" 7 contact 41188 non-null object \n",
" 8 month 41188 non-null object \n",
" 9 day_of_week 41188 non-null object \n",
" 10 duration 41188 non-null int64 \n",
" 11 campaign 41188 non-null int64 \n",
" 12 pdays 41188 non-null int64 \n",
" 13 previous 41188 non-null int64 \n",
" 14 poutcome 41188 non-null object \n",
" 15 emp.var.rate 41188 non-null float64\n",
" 16 cons.price.idx 41188 non-null float64\n",
" 17 cons.conf.idx 41188 non-null float64\n",
" 18 euribor3m 41188 non-null float64\n",
" 19 nr.employed 41188 non-null float64\n",
" 20 subscribed 41188 non-null object \n",
"dtypes: float64(5), int64(5), object(11)\n",
"memory usage: 6.6+ MB\n"
]
}
],
"source": [
"df.info()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Continuous Feature Analysis"
]
},
{
"cell_type": "code",
"execution_count": 171,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='age', ylabel='Count'>"
]
},
"execution_count": 171,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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"text/plain": [
"<Figure size 2400x1200 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12,6),dpi=200)\n",
"sns.histplot(data=df,x='age')"
]
},
{
"cell_type": "code",
"execution_count": 172,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='age', ylabel='Count'>"
]
},
"execution_count": 172,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 2400x1200 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12,6),dpi=200)\n",
"sns.histplot(data=df,x='age',hue='loan')"
]
},
{
"cell_type": "code",
"execution_count": 174,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='pdays', ylabel='Count'>"
]
},
"execution_count": 174,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 2400x1200 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12,6),dpi=200)\n",
"sns.histplot(data=df,x='pdays')"
]
},
{
"cell_type": "code",
"execution_count": 175,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='pdays', ylabel='Count'>"
]
},
"execution_count": 175,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 2400x1200 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12,6),dpi=200)\n",
"sns.histplot(data=df[df['pdays']!=999],x='pdays')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Contact duration - contact with customer made, how long did call last?**"
]
},
{
"cell_type": "code",
"execution_count": 176,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(0.0, 2000.0)"
]
},
"execution_count": 176,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 2400x1200 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12,6),dpi=200)\n",
"sns.histplot(data=df,x='duration',hue='contact')\n",
"plt.xlim(0,2000)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* 15 - previous: number of contacts performed before this campaign and for this client (numeric)\n",
"* 16 - poutcome: outcome of the previous marketing campaign (categorical: \"unknown\",\"other\",\"failure\",\"success\""
]
},
{
"cell_type": "code",
"execution_count": 177,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='previous', ylabel='count'>"
]
},
"execution_count": 177,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 2400x1200 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12,6),dpi=200)\n",
"sns.countplot(data=df,x='previous',hue='contact')"
]
},
{
"cell_type": "code",
"execution_count": 178,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='contact', ylabel='count'>"
]
},
"execution_count": 178,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.countplot(data=df,x='contact')"
]
},
{
"cell_type": "code",
"execution_count": 179,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"4234"
]
},
"execution_count": 179,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# df['previous'].value_counts()\n",
"df['previous'].value_counts().sum()-36954\n",
"# 36954 vs. 8257"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Categorical Features"
]
},
{
"cell_type": "code",
"execution_count": 180,
"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>age</th>\n",
" <th>job</th>\n",
" <th>marital</th>\n",
" <th>education</th>\n",
" <th>default</th>\n",
" <th>housing</th>\n",
" <th>loan</th>\n",
" <th>contact</th>\n",
" <th>month</th>\n",
" <th>day_of_week</th>\n",
" <th>...</th>\n",
" <th>campaign</th>\n",
" <th>pdays</th>\n",
" <th>previous</th>\n",
" <th>poutcome</th>\n",
" <th>emp.var.rate</th>\n",
" <th>cons.price.idx</th>\n",
" <th>cons.conf.idx</th>\n",
" <th>euribor3m</th>\n",
" <th>nr.employed</th>\n",
" <th>subscribed</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>56</td>\n",
" <td>housemaid</td>\n",
" <td>married</td>\n",
" <td>basic.4y</td>\n",
" <td>no</td>\n",
" <td>no</td>\n",
" <td>no</td>\n",
" <td>telephone</td>\n",
" <td>may</td>\n",
" <td>mon</td>\n",
" <td>...</td>\n",
" <td>1</td>\n",
" <td>999</td>\n",
" <td>0</td>\n",
" <td>nonexistent</td>\n",
" <td>1.1</td>\n",
" <td>93.994</td>\n",
" <td>-36.4</td>\n",
" <td>4.857</td>\n",
" <td>5191.0</td>\n",
" <td>no</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>57</td>\n",
" <td>services</td>\n",
" <td>married</td>\n",
" <td>high.school</td>\n",
" <td>unknown</td>\n",
" <td>no</td>\n",
" <td>no</td>\n",
" <td>telephone</td>\n",
" <td>may</td>\n",
" <td>mon</td>\n",
" <td>...</td>\n",
" <td>1</td>\n",
" <td>999</td>\n",
" <td>0</td>\n",
" <td>nonexistent</td>\n",
" <td>1.1</td>\n",
" <td>93.994</td>\n",
" <td>-36.4</td>\n",
" <td>4.857</td>\n",
" <td>5191.0</td>\n",
" <td>no</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>37</td>\n",
" <td>services</td>\n",
" <td>married</td>\n",
" <td>high.school</td>\n",
" <td>no</td>\n",
" <td>yes</td>\n",
" <td>no</td>\n",
" <td>telephone</td>\n",
" <td>may</td>\n",
" <td>mon</td>\n",
" <td>...</td>\n",
" <td>1</td>\n",
" <td>999</td>\n",
" <td>0</td>\n",
" <td>nonexistent</td>\n",
" <td>1.1</td>\n",
" <td>93.994</td>\n",
" <td>-36.4</td>\n",
" <td>4.857</td>\n",
" <td>5191.0</td>\n",
" <td>no</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>40</td>\n",
" <td>admin.</td>\n",
" <td>married</td>\n",
" <td>basic.6y</td>\n",
" <td>no</td>\n",
" <td>no</td>\n",
" <td>no</td>\n",
" <td>telephone</td>\n",
" <td>may</td>\n",
" <td>mon</td>\n",
" <td>...</td>\n",
" <td>1</td>\n",
" <td>999</td>\n",
" <td>0</td>\n",
" <td>nonexistent</td>\n",
" <td>1.1</td>\n",
" <td>93.994</td>\n",
" <td>-36.4</td>\n",
" <td>4.857</td>\n",
" <td>5191.0</td>\n",
" <td>no</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>56</td>\n",
" <td>services</td>\n",
" <td>married</td>\n",
" <td>high.school</td>\n",
" <td>no</td>\n",
" <td>no</td>\n",
" <td>yes</td>\n",
" <td>telephone</td>\n",
" <td>may</td>\n",
" <td>mon</td>\n",
" <td>...</td>\n",
" <td>1</td>\n",
" <td>999</td>\n",
" <td>0</td>\n",
" <td>nonexistent</td>\n",
" <td>1.1</td>\n",
" <td>93.994</td>\n",
" <td>-36.4</td>\n",
" <td>4.857</td>\n",
" <td>5191.0</td>\n",
" <td>no</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 21 columns</p>\n",
"</div>"
],
"text/plain": [
" age job marital education default housing loan contact \\\n",
"0 56 housemaid married basic.4y no no no telephone \n",
"1 57 services married high.school unknown no no telephone \n",
"2 37 services married high.school no yes no telephone \n",
"3 40 admin. married basic.6y no no no telephone \n",
"4 56 services married high.school no no yes telephone \n",
"\n",
" month day_of_week ... campaign pdays previous poutcome emp.var.rate \\\n",
"0 may mon ... 1 999 0 nonexistent 1.1 \n",
"1 may mon ... 1 999 0 nonexistent 1.1 \n",
"2 may mon ... 1 999 0 nonexistent 1.1 \n",
"3 may mon ... 1 999 0 nonexistent 1.1 \n",
"4 may mon ... 1 999 0 nonexistent 1.1 \n",
"\n",
" cons.price.idx cons.conf.idx euribor3m nr.employed subscribed \n",
"0 93.994 -36.4 4.857 5191.0 no \n",
"1 93.994 -36.4 4.857 5191.0 no \n",
"2 93.994 -36.4 4.857 5191.0 no \n",
"3 93.994 -36.4 4.857 5191.0 no \n",
"4 93.994 -36.4 4.857 5191.0 no \n",
"\n",
"[5 rows x 21 columns]"
]
},
"execution_count": 180,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": []
},
{
"cell_type": "code",
"execution_count": 181,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 2400x1200 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12,6),dpi=200)\n",
"# https://stackoverflow.com/questions/46623583/seaborn-countplot-order-categories-by-count\n",
"sns.countplot(data=df,x='job',order=df['job'].value_counts().index)\n",
"plt.xticks(rotation=90);"
]
},
{
"cell_type": "code",
"execution_count": 182,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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T9z9RdwhS1w3yd+hdT9hHNfUNah+9/6F76g5B6rpB7Z8ADz76aN0hSF03qH30jgfvrjsEqesWGtD+CfDtb3+77hCkrvvoRz/a8Wu25ECnd+q6kZmdupamgIhYErir+vjzzHzbGPXvBJYCrszMNcb53/B/dJIkSZIkSZIkSZIE62XmxZ24kMv+q9X8Te+fHEf9xqNFC3QhFkmSJEmSJEmSJEnSOLjsv1o93vR+3nHUn68qH5vAf2OsLQLmBV5KWYHgbuCZCVxb/WcZ4KLq/XrAHTXGIunZ7KNS/7J/Sv3NPir1L/un1N/so1L/sn9K/c0+OrVMB5as3v+lUxc1+a9WDzW9f8446i9YlQ+P9z+QmePZvObG8V5P/S0imj/eMc7//0vqEfuo1L/sn1J/s49K/cv+KfU3+6jUv+yfUn+zj05JN3X6gi77rzlk5uPAvdXH5UerGxGLMjv5f0s345IkSZIkSZIkSZIkjczkv9q5qipfGBGjrQ7x0qb3f+tiPJIkSZIkSZIkSZKkUZj8Vzt/qMoFgXVGqffqpvfndS8cSZIkSZIkSZIkSdJoTP6rnROa3u/erkJETAN2qT4+APy+uyFJkiRJkiRJkiRJkkZi8l/Pkpl/As6tPu4ZERu1qfYxYNXq/QGZ+VRPgpMkSZIkSZIkSZIkPcto+7lruO1DWcp/AeC0iNif8nT/AsDbgPdU9a4FvlVLhJIkSZIkSZIkSZIkwOS/RpCZl0XEW4GfAs8F9m9T7Vpg28x8qKfBSZIkSZIkSZIkSZLmEJlZdwzqYxHxAsoqANsCywNPAtcDvwAOzMxHawxPkiRJkiRJkiRJkoTJf0mSJEmSJEmSJEmSBt60ugOQJEmSJEmSJEmSJElzx+S/JEmSJEmSJEmSJEkDzuS/JEmSJEmSJEmSJEkDzuS/JEmSJEmSJEmSJEkDzuS/JEmSJEmSJEmSJEkDzuS/JEmSJEmSJEmSJEkDzuS/JEmSJEmSJEmSJEkDzuS/JEmSJEmSJEmSJEkDzuS/JEmSJEmSJEmSJEkDzuS/JEmSJEmSJEmSJEkDzuS/JEmSJEmSJEmSJEkDzuS/JEmSJEmSBlZELFN3DJLas39KkiT1lsl/SZIkqQ9ExLp1xyBp/CJi+YhYNyI2jYgF6o5HGnI3R8SJEbFDREyvOxhJc7B/SpIk9VBkZt0xSJqiIuJFwC7ARsAywALA1pl5fVOd1YEVgEcy8+xaApUkqQ9ExCzgL8ChwE8z896aQ5LUIiIWAv4T2A1YrunUGpl5VVO9twFvBh7MzL16GqQ0hKrv0MYA193AT4DDmvulpHrYPyVJ6oyIWBjYkdn5lpnA7pl5U1Od5YBFgMcz88Y64lT9TP5L6riImAZ8HdiHssJIVKeSZw+Mvh74NfA0sFJm3tbjcKUpJyLO7MJlMzNf04XrSqq0DIw+BZwEHAacmt60S7WrJraeAqzM7PtbaH+PuyJwfVXv1Zn5hx6GKg2diPgW8E5gqepQ43vzIuAQ4OjMfKiO2KRhZ/+UBkNEzAC2BTah3O8uBIy1WodjRVKPRMQHga8Az2kcov1v0XcAPwUeB5bPzPt6HavqZ/JfUsdFxEHAHpQvoNuAP1JmpD3ry6iqfwOwIvDRzDygt9FKU09TAjHGqjsOjetkZrpEo9RFEfEhytPEa1WHGjfqtwOHU56Qur5NU0ldFhHzA38GXgg8AvwAOIcyiXWke9zfAVsA38rM/+xtxNLwqZYT35byW/T1wAxmf5c+BvyS8l16Vi0BSkPM/in1t4h4FWVVjhWaD4/SxLEiqYci4gvAZyj97gnKqpHr0j75Pw24FVgaeF9mHtT7iFU3k/+SOioiXgP8jvLF81Xg85n5TFMyst3A6H9Tlk89KTN36HXM0lQTEWcxeyClYzJz805fU9KzRcTLgT2BdwCLV4cbffo8yhNSv8jMR2sITxpKEbEv8C1K4n+TzLy8Oj7aPe5HgW8C52XmJr2NWBpuEbEU8C7KpLqXVYcb36V/p6ysc3hm3tr76KThZv+U+ktEvBS4mLJdawBPAtcB9wGzxmrvWJHUXRGxDvCn6uORwIcy88ExfoseAHwIODYzd+5pwOoLJv8ldVRE/BzYCTg5M7drOj7al9GbgWOBGzPzhb2MV5KkfhUR8wDbAbsDr6Msudi4eX8YOIbyhNT59UQoDY+IOBd4JfDVzPxM0/HR7nEbk2LvysxlehmvpNkiYj3K08Zvpex/CqXfzgLOoEyqOyEzn6olQGmI2T+l+kXEEcB/AM8Anwe+l5kP1xuVpIaIOAzYFTg/M1/VdHy036JvA44CrsnMVXsZr/rDtLoDkDTlbET50jlkAm0as7kdFJUkqZKZT2XmcdVkuucD/w+4hvI0xkKUgdJzI+JvEfGJiFi6xnClqa4xYHLaBNrcW5WLdDYUSRORmRdl5vuBZSnJjdMpv1mnA1sCRwO3R8R3I8LBUamH7J9SX9iC0u8OyMz9TfxLfWdTSh89cAJt/lGVz+t4NBoIJv8lddpSVfmPCbRpzOCe0dlQJEmaGjLzjsz8WmauBmwMHEx5+j+AlwD/DdwSESdExOtqDFWaqp5TlRMZDJ2vKn1aUeoDmfkEcD7wR+AeZu9XHMBilKVRr4yI4yJipdoClYaQ/VOq1RJVeXytUUgaybJVec0E2jxelfONWktTlsl/SZ32SFUuOYE2y1flfR2ORdI4RMSMiFiyejkJR+p/81J+wDVvAxCUSXTbASdHxCURsX5N8UlTUeMp/hUn0Kaxj/EdnQ1F0kRExAIR8a6IOBO4HvgMZdJ6AFcBn6Isi/p4dWwH4GKfMpa6z/4p9YW7q/KxWqOQNJInq3KRCbRprAz5QEcj0cAw+S+p026sytUm0Gabqvxrh2ORNIKIWDUivh8Rf6MMpNxRvR6vlhD/XkRMpB9L6qKIWCEiPhsR1wNnUpZFnUlJ/p8KvAPYH7iNMjC6FnBORGxQU8jSVHNpVW46gTa7UProHzsfjqSxRMQrI+Igyj3uj4FXU8bBHgUOAzbOzNUz878z8z+A5YD9KAOsiwBfriFsaSjYP6W+8oeqXL3WKCSN5OaqfNEE2mxRlRNZLUBTiMl/SZ12GiXp8IGIGPNvTJVc3I0yMHpKd0OTBBARXwX+DOxNWS58GrOXVJxWHfsAcEVE7F9XnNKwi4j5IuIdEfE7yuS6/YCVKX31ZuDzwAsyc9vMPDozP0N5Knk3ymo68wJfrCF0aSo6ltL33hMRK4xVOSI+wuyJAj/rYlySmkTEchHxyYi4GjgX2ANYiNJ/LwbeCyybmXtm5hwTczLzwcz8IvCJqv4rexu9NLXZP6W+9W3gGWAfV4OU+tIZlO++942nckQ8D3gPJd9yWhfjUh+LzBy7liSNU0QsTVmqbSZwCLB3Zj4dEbMoXzhrZOZVVd0tKTO6l6MspbpSZk5kH1VJExQR36ck/aM69DfgQmYvSbwMsD6zV+9I4MDM3KeXcUrDrHpaf3fgrcBzG4cpTzqdCBwMnJ6j3MhHxLuAw4H7MnOJkepJGp9qUuulwMuBf1Amyf2GMlCalCelrgbWBT4CvK1qem5mbtbbaKXhExE7Uya/bcnsia0A9wM/BQ7OzL+M81qrAVcCmZnTOx+tNFzsn1L/i4i9ge9RHszaIzPvqTkkSZWIWIWyFc4MYL/M/FJ1vF2+5SWUiesvo2zPvHJm3t32wprSTP5L6riIeCdwRPXxVuBkysy0pCQsAtgYeGn1fhawQ2ae3PtopeERERtTnrBIStL/PZl5/gh1NwJ+CKxR1d9kpLqSOiMi/hPYlfL9CLMHRq+iTKg7IjPvbde2zbVeWrVzYFTqkOqJ/z8Ay1O+Gx+lTHgFuIfy9OJ8jerADZRli+/qcajS0Gka/IyqPIvy2/O4zHxigtdaBbgOv0OljrB/Sv0tIj5XvX0dsCHwGPA7ysTWR8dqX63KIamLIuLjwNcp36MXAccB/119/iLwFCXfshWzV3x/T2Ye0vto1Q9M/kvqimpm94+AhSlfQs+qUpUPA7tm5vG9ik0aVhFxBGWf8BuBdTLzwTHqLwxcAqwEHJmZu3Q/Sml4tQyMPgIcQ3kSasL7hTswKnVHRCwGfB/YGRipbyXwC+D9mXl/r2KThln1HXo7Ze/wQzLzxrm41nTKJB8y86aOBCgNMfun1N+afof++xDtx3Lb8vem1BsR8Qngy8A8jNxHg7I63ccz84Bexab+Y/JfUtdExOKU5cW3A9akLE3T8FfgV8ABPg0l9UZE/B1YAXhvZh48zjZ7USby3JSZK3UzPmnYVYMuF1GehPqZW+FI/SsiXgBsS1nmfynKRIB7gcuAkzLz2hrDk4ZORGwHnJyZs+qORdKc7J9Sf6t+h05aZk4bu5akToiIVYGPA28Almw5/SBl646vZuaVvY5N/cXkv6SeqPZJXYwyMHpfZj5Vc0jS0ImIx4B5gfUz85JxtlmHkox8PDNnjlVf0uRFxBrj3e9UkiRJkiRJw6nalq55IvqNTrRTw4yxq0jS3Ku+eO6pOw5pyD1OSf4vOIE2jboT2otR0sSZ+JckqTsiYgGqp6My8+aaw5EkSZLmSnVP632t2nJJFkmShsffq3K7CbRp1J30voySJA2DiJgvIl4TEW+NiPXrjkfSHLan3At7Tyv1gYhYLyK+GRFnR8RVEfHniDg1Ij4VEcvWHZ8kSf0iIg6NiEMm8v0YEUs22nUzNvUvl/2X1DUR8SJgF2AjYBlgAWDrzLy+qc7qlD3IH8nMs2sJVBoSEfFl4FPAk8C2mXnGGPU3B04F5gH2z8zPdj9KaXhVe4hvAqxG+W5ciPLd+RBwP/BX4E/A+elNvNRTVf/8QPVx/8x8oOX8hsCxQPOAzGXAWzLzpp4EKWlEEfFW4GdAZub0uuORpqqIeBmwJzAL+GRmPt1y/rnAocCbRrnMk8BnMvNbXQtU0r9FxIsz89q645DUXkTMAhJYIzOvGmebVYDr8N53aLnsv6SOi4hpwNeBfSgrjER1KilLjjdbAfg18HRErJSZt/UsUGn4fBf4ICWheGpE/B9l4OXyxp5QVf9dE9gD2IuS+H+waiupCyLizcAngXXG2eSWiPgh8O3MfLJ7kUlq8mbg45TvzP9sPlElMk6gLCkeTafWBk6OiLUy86leBSpNdRGx6SSardbUfhPm7Ktk5jlzG5ckAHYGPgKc1ybxPy9wCuUBkUYffJqyReR0YInq+HzA1yNioczcrzdhS0PtbxFxJ3A2cBZwdmZeXW9IkqS54ZP/kjouIg6iJA4DuA34I7AjI8xQi4gbgBWBj2bmAb2NVhouEbEV8CvKRJzGTcCTwH3V58WZPUknqnNvyMzTexyqNOVFxEzgaGDbxqGWKtnmWPO5a4CdM/PK7kQoqSEiTgG2Br6YmV9oOfdxysTXBL4PnFHV3bs69t7MPLi3EUtTV9PTTxNuWpWtbTMzfThG6oCIOAfYGPhEZn675dzHgG9Q+uCfgU8DZ2TmE9X5hSiT7b4ELE9ZPWCdzLyid/8CafhU36sw5/fjXcA5zJ4MMK6njSV13iSf/H8Z8Bfg8cyc2c341J+m1R2ApKklIl5DWeINYH9gxczceYxmv6AMxGzRzdgkQWaeBmwIXEzpd40nK5YFlqveN45fDGxg4l/qmuMoif8AbgEOoXx3/oDyIy2AJyhLjW8IvIuyCsfN1bmXAr+vttCR1F0rV+XFbc7tTBmMOS4zP5KZJ2XmB5l9j/uWHsUoDZuY4Gu0dpI6Y8WqvKzNub0o35cXABtl5imNxD9AZj6UmYcD6wO3UvrmB7sbriTg7cAPKZPLG9+LS1Me5DoQ+EtE3BkRv4iID/j7UxoIG1flnbVGodr45L+kjoqInwM7ASdn5nZNx0ecoVYtd3wscGNmvrCX8UrDLCLWA14LrA4sVh2+D7gSOD0zL6orNmmqa957GPgi8KXG9htNdd4O/JiyAsc6jX0Yq+053g18B1iAMlFg7cx8pmf/AGnIRMS9wCLAepl5adPxhYF7KYOk22fmyU3n3gT8ErgjM5frbcTS1NX02/IuysS58WyrsTplIk7je3cOrSt6SJqciHiMspLcWpn556bji1K+LxN4dWb+YYzr7E1JOjpOJPVQRCwFvLp6bUbTtjnMuTLAvcC5wO8z88CeBSgNgYj4XMuh/Sj9738p97+jmQ9YBdi+ev+zzPyPTseo/mfyX1JHRcTNwPOAt2TmCU3HR0v+r0+Z+f1oZj6nh+FKklSLiDgZ2AY4JjPfNkq9z1CSFCdk5ptbzm0BnEZJOu6emUd0MWRpqEXEk5T9iDdsnhwXEdsAJ1P2LF40Mx9pOrcu8Cfgycycv8chS1NWRHwN2JfSJ68G3peZ547R5t+T7jJzevejlIZTRNxF2Upus+Z+GREvBK6ljAvNbH7if4TrrANcBDyWmQt2MWRJo4iIJYBNKRMBXk2ZTNe8Yo7fq1KHtdniaqStq0a9DPA4ZaUdt88ZQi77L6nTlqrKf0ygTeNJDfdZlCQNizUpP9wOH6Ne4/y2ETFv84nMPBM4ivKjbqwtdiTNnQeqsvUJ/s2q8vLmxH+Lx7sRkDSsMvO/KMuCXwKsCpwVEYdExGKjt5TUAzdV5Xotx+9tej+eCXELVOWTcx2RpEnLzHsy87jM/DCwC/AV4EEmloSUNHHN21Nl9RrPNldPUPIyR2Lif6iZ/JfUaY1BzyUn0Gb5qryvw7FIGkMUq0TEetVrlYhw31Op+5aoyn+OUe/2qpxBWVmn1XFV+fJOBCVpRH+tyjc1DkTEdMrEmwTOatOm0WfdZ1HqsMy8HNgA+CjlN+huwDURsXuNYUmCUyjJh72q70kAMvN+Zn+XbjOO67y+Kv/e2fAkjVdEvDwiPhwRx0XEPcClwKeBhZmdZDy7zhilqSgzpzW/mP3k/+qt59q8ZmbmKpn5LhP/w83kv6ROu7EqVxu11pwaP/z+OmotSR0TEVtHxEnAvyjLL15Qva4F/hURv4qIreqMUZriHqzKsfYBX7bpfbsnn26uyolMupM0ccdTBl3eFRFfi4g3UFbeeEF1/pg2bdatylt6EJ80dLL4LvAySsJxceDgiDg7IlatNThpeB1MmZDzYuCgiGgee/4q5bv0m9U2AG1FxObARyiT607oWqSS5tAm2X8Z8B3gjcBizE72fwHYHFgkM7eoK15piNxcvVwNR+Nm8l9SpzX2Hv5Ay4+8tiJiNcpTGkkZsJHURRExb0QcRelvrwcW5NlLRC0IbAucGhFHtS41Lqkj/lyVu4xRr3H+EWavAtBsvqp8uBNBSRrRj4C/Ub4nPw6cCOxYnTspMy9u0+ZNlHvcC3oSoTSkMvOWzNwOeBtwF7AJcHlEfDUiFhi9taROysxbgE9Rvi93BS6OiJ0jYsHMPAr4HmXy62UR8e2I2CYiVo+IV0TEmyLiCMq40vyUlXO+X9M/RRoaoyT7H6esbrUfZaurRTJzi8z8QmaenZlP1BKwNGQyc8XMXCkzr687Fg2OyHR7FkmdExFLA9cDM4FDgL0z8+mImEUZ/FwjM6+q6m4JHEb54XcvsFJmmryQuigijqUkIwJ4GvgdcCFwR1VlGcoeqlsC81D67S8z0/3EpQ6KiL2BAyl9bD/gy9lyYx4RbwWOoCz5f3xm7tjmOu8G/g+4MjNd+l/qoohYhtJvt6N8Rz4J/Bz4YGY+1FJ3U8pgaQKbZea5vY1WGk4RsTDwDWDP6tBNwIeA5wA/oywYMH2E5pI6JCI+A3yR2fuCJ2UP4nso21XNz8h7hgfwAPCGzDy/q4FKomnMNihP9p9JuY+9MDN90liSBpDJf0kdFxHvpCQrAG4FTgbeR7mRPJhyM7kx8NLq/Sxgh8w8uffRSsMjIrYFTmL23sR7ZOZNI9RdATgU2KKqv11mujqH1CERMR9wBWVJ1KQkJ35HecJpYWBTysBoAE8BG1T7G7de53hge+CwzHx3T4KXhlzVfxcD7h1pQDQiVgJWqD6e0zq5R1J3RcQmlMlxL6F8z94IrILJf6lnIuI1wP8CzUv8t/s+jJbPpwIfyczruhWbpNmakv9Qtqf7A2XM6PfA5d7HStLgMfkvqSsiYmfK8qgLM/qPu4eBXTPz+F7FJg2riPgF8Bbgckoi8akx6s9DWRXgFcBxmblT14OUhkhEvISS8F+ekb8rnwbem5mHtWm/HPBXysoAe2Zmuz3HJXVANSkO4OHMvK/WYCSNS3Uv+2ngk0BjGyuT/1IPRUQAWwE7ARtSHgJp3SLybso97TmUVef+0tMgpSEXEftRJp9vSFmVA9pPBjgLuMzJAFJ9ImJzytYcrwCWABbg2ZPommVmrtKD0NRnTP5L6pqIWBzYm7I06pqU5ETDX4FfAQdk5l29j04aPhFxC2WbjV0y88hxtnkH8FPgtsx8fjfjk4ZRRCwJfB54J2XCXMNTlOUW98vMC+uITdJsTU9EfSgz/6fueCSNXzXZbl9gPoDM3L3eiKThVU0GWBhYkLKf+EMuKy71h4iYF9gA2Ax4NbARJbEITgaQahURSwFHU/omjJzwz5ZzTnwdUib/JfVEREyjLI86HbhvrCeOJXVeRDxO2aN43cy8bJxt1gYuBp7IzAXGqi9pcqrvyRcBi1NWxbk+Mx+tNypJDRHxCOVJqA0z86K645EkSZK6qVpBZ31KsnFzymSAmcy5at0Dmbl4DeFJQ6PqixdQHq4MyoqutwHbUvrjTyl5l7WBZatjlwJXghNfh1XrMkuSNFci4sbq9cHm45k5KzPvycw7TfxLtXmkKifyw2zRqjQJKXVR9T15TWaen5l/NvEv9Z3bqtKnJiRJkjTlZeZTmXleZu6fmVtStqv7EvCvqkoAi9QVnzREdgPWqt7vnplrU7a1AiAzd83M7TLzecCbgduB1YBfm/gfXib/JXXa8sALKDPQJPWXa6ryrRNo06h7zai1JEma2k6rylfVGoUkSZLUAxExMyK2ioj9I+J84E7gM8BzGX2PcUmd9Zaq/E1mHj5axcw8gbJax5PAjyPiRV2OTX3K5L+kTrujKh+rNQpJ7fyK8gNt94jYbazKEfEuYA/KclEndDUySZL62wGU+9uPR8Tz6g5GkiRJ6qQ2yf77gVOB/wI2pGwjGZR74tMpEwE2rSteaYi8gtnL+z9LRMwxGSczb6D8fl0Q2Kfr0akvRWaOXUuSxikifkFZXmb3zDyi7ngkzRYRCwLXAstUh04FDgUuBO6i3EguDWxASfpvQ/lhdxvwEpchlyQNs4jYnjLg8iBlEPTYzHyy3qgkTUZEPNP0MTNzRm3BSJqD/VPqrYjYH9gMWAdo9LfmZOLDwPnAWcDZwEWZ+XQPQ5SGWkQ8QembG2fmBdWxF1FWaU3guZn5SEubTSj99brMfEmPQ1YfMPkvqaMiYgvK7M8rgPUz86maQ5LUJCLWovTRRSk3iKNWp8z03iIzr+h2bJImxoFRqXci4szq7QuAlSjfoU8C11G+K58ZoSmU/vma7kYoaSIiYhalHwelj06vOSRJFfun1FstfQ7gIeA8Zif7L87M0e51JXVRRDwEzATWy8xLq2NLA7dT+u6qmXltS5v1KA97PZqZz+lxyOoDDhBK6qjMPDMivgr8P+DXEfHuzLyl7rgkFZl5WUSsQVn+6Y3ASAMpzwDHA/tm5m09Ck/SxARzDtJI6p7NmHPSXADzAauP0ubfiYvuhSVpkm7Gvin1K/un1FsPAecyO9l/SWbOqjUiSc1uBl5KWa0VgMy8s5oU8BzKCq7XtrRp/E71+3RImfyX1FER8TngCeAvwJbAjRFxHvBnxn4qisz8YteDlIZcZv4T2CkilqUkM1YHFqtO3wdcCZyVmbfXE6GkcXJgVOqdc7C/SVNGZq5YdwyS2rN/Sj23qMl+qa9dSkn+r0XZwrXhHGBbYJ+IOCYznwCIiEUo29QlcFVvQ1W/cNl/SR3VtFTUvw8xgYFSl3OTJEmSJEmSJEnDLiJ2Aw4F/piZGzcd3xY4iZJ7uR74FbAgsB3wvOr4hzPzB72OWfUz+S+po6rk/6Rl5rROxSJJkiRJkiRJGr+ICGBl5lwl8sY0mST1XPUk/+WUhyy3yMwbms4dDOxRfWz0z8bWkL8FtnVlj+Fk8l+SJEmSJEmSJGmIRcTWwAcpW0TObDn9KPB74MDMPK3HoUkaQUTsCbwbeBllq/frgCOAAzLz6TpjU31M/kuSNIQiYnFgI8pM7oWAMbfcyMwvdjsuSZIkaaIiYgFgp+rjqZl59xj1lwS2qT7+LDOf6mZ80jCzf0r9LyLmBX4MvLVxaISqjWTSz4HdMvPJLocmSZoEk/+SJA2RiFgK+A6wI2U26Lhl5pgTBCRNngOjUv+KiE3npn1mntOpWCQ9W0TsChwG3AasNNZTThExA/g7sBzwzsw8uvtRSsPJ/in1v4g4FngTJen/NPA74ELgjqrKMsD6wJbAPJRJAL/MzJ17H600XJp+i96emdfVGowGxoQG/SVJ0uCKiEWBPwCrMPIsbkn12ZnZA6NHjaP+/cBXKAOjTwIOjErdcxazn3SaqMTf3lK3bVeVPx/P8qaZ+XREHA18DHgjfodK3WT/lPpYRGwLvJlyz/p7YI/MvGmEuisAhwJbAG+JiNdn5ik9C1YaTmdR+ueelCX9pTFNqzsASZLUM58EXkhJ/J8GvA5YEpiemdPGetUZuDQkJjwwShkMDcrAqKTuirl4SequtSmDohNZZaNRd53OhyOpif1T6m+7VeUVwOtGSvwDZObNlNXnLq8O7d7VyCQBPFyVf6k1Cg0Unz6Q1FER8cwkmz4OPEiZvXYBcERm/rVjgUkC2IEy6HJyZm5fdzCSnmWyA6Mfw4FRqds2H0edBYEXA2+jLIt6HvB5YLL3x5LGb9mqvGUCbW6tyuU6HIukOdk/pf62IeV36LfGs5VcZj4VEd8Eflq1ldRdNwOrAjPrDkSDw+S/pE6b7JNNC1SvZYBXAR+PiIOBD2fmE50KThpyK1TlD2qNQtJIHBiV+lRmnj3OqqcA342ITwBfoyyb+h/di0xSpTHJZr4JtJm3Kl2dQ+ou+6fU35asyqsm0Obqqlyiw7FIeraTKcn/1wLn1hyLBoTJf0md9oWqfB2wQfX+CuBi4O7q85LAusArKDNLLwJ+CzwXWB3YFJgHeDewGLBTLwKXhsDDlAGXO+sORFJbDoxKU0RmfiMiNgDeHhG/zkz3K5a6605gRcrvyQvG2WaNqrx71FqS5pb9U+pvjwCLAItPoM2iVflox6OR1Oo7wB7ARyLiF5l5Zd0Bqf+5f6+kjsrMLwBPUhL/fwLWzMy1MnOvzPxU9dorM9cC1qJMClgPeDoz983MLYGVgNMpiYw3R8Tr6vnXSFNOY2+oF9QahaSRNCbmrD6BNg6MSv3rCMr97HvqDkQaAudT+tteE2jzXspk9PEmIyVNjv1T6m/XVOVbJ9CmUfeaUWtJmmuZeQfwBuAh4LyI+FRErFhvVOp3Jv8ldVREbAZ8GfgrsFlm/nmkupl5BfBqylJR+0XEa6vj/wS2B66vqu7axZClYfIjyqDLu+oORFJbDoxKU8vNVbnGqLUkdcJRVbluRBwQESOuiBPFAcA6LW0ldYf9U+pvv6L8Dt09InYbq3JEvIvyFHICJ3Q1MklExI3AzygrPy4EfAm4ISIejIibIuLGUV431Bq8ahOZWXcMkqaQiDiekrjfPTOPGGebXYHDgJMyc4em4x8Bvg3clJkrdSFcaehExE+AdwCfzsz/rjseSbNFxDaUvdwSOBD4SI5ws14Nmn4X+FBV/82ZeWKPQpU0DhGxNXAq8Hhmzqw7Hmmqi4jTgS0o34uXAN+j7It6e1VlWcoWcx9idmLxnMzcvMehSkPH/in1r4hYELgWWKY6dCpwKHAhcBel3y5NWeV1D2AbymSB24CXZKZL/0tdFBGz5qJ5Zub0jgWjgWHyX1JHRcRtlJvF9TLz0nG2WZuy/P8dmblc0/FXAecAj2Xmgt2IV5qKImLTUU5Pp8wQ3Ygy6HIUZfWNMX+sZeY5HQlQ0ogcGJWmjoj4FWV5xmsz86V1xyNNdRGxGHAWZfucsQa7grIl1uaZeV+XQ5OGnv1T6m8RsRZlC9ZFGV8fvR/YolrVVVIXRcRhc9M+M3fvVCwaHCb/JXVURDxGWYLmNZl51jjbbAacCTyRmQs0HX8FcBnwaGY+p+PBSlNUNSO001/wmZkzOnxNSS0cGJUGW0QsCqwL7Au8jtKPv5aZn6o1MGlIRMQCwFeA9wAjrbjxCGU7rM9m5mO9ik0advZPqb9FxHLAAcAbKQ+OtPMMcDywb2be1qPQJEkTZPJfUkdVe9C8APheZu47zjYHUJ5g/Edmrtx0fHPgDFz2X5qQuVwOaiQuEyX1iAOjUv+JiGcm04yyhOoGmflgh0OSNIqIWJiyks5awBLV4XuAS4Hf2yel+tg/pf4WEcsCm1EmpC9WHb4PuBI4KzNvH6GpJKlPmPyX1FER8b/Ae4GngB0z86Qx6m8PHEuZUfqjzNy76dzHga8D52XmJt2LWppaIuLV3bhuZp7djetKas+BUal/TGJi3dPALyhPRd3VhZAkSZIkSZKexeS/pI6KiOcDfwUWrA79AvgpZd/iu6tjS1L2KX4XsCPlqaiHgdUz8+ama/2pqvflzPx8T/4BkiRJUouIGM+96CzgIeDvwPmZefcY9SVJkiRJGrdqtch1gGUoq0WekJn/qjcq9RuT/5I6LiK2AE6kTAAYz37FjwJvzMzTm66xCnBw9XHfzLy8C6FKkiRJkiRJkiT1reqhy/2BnYB5mk6tkZlXNdXbk7Iy84PAVmkSeCiZ/JfUFRGxEvBt4A2UJf3bmQWcDHw0M2/oVWySJEmSpMETEZs23mfmOe2OT0bztSRNjv1TGnwRsTiwEbAysBAjj+n+W2Z+sdtxScMuIjag5FEWpTxM2ZA8O/m/FHAzZYLA6zPzt72MVf3B5L+kroqIZYHNgdUpX04A91O2BjgrM2+rKzZp2FT7h+9TfTwoM28fo/6ywF7Vx29l5iPdjE8aFg6MSpI0ORExizLImZk5o83xyZjjWpImx/4pDa4qWfgdyvasE+pzmTnmBAFJkxcRiwBXA0sBtwNfAs4F/kKb5H/V5nhge+AHmfnhngasvuDNk6SuqpKLR9UdhyQA3gnsB1w3zpnZd1RtXgjcBhzSvdCkoXIW1cAoc96PN45PRuu1JHVRRCwNbEaZ4LpYdfg+4ErKBNc7awpNGgYxweOSesf+KQ2YiFgU+AOwCvZVqR99mJL4vwfYKDNvBogYtbueDuwArN/16NSXHCCUJGl4bENJEB4znsqZmRFxNPBZYDtM/kud5MCoNICqVXG+DbyZkX9PPx0RvwQ+NtYqO5ImbPMJHpfUO/ZPaTB9kvLQB8BplHvdS4D73Ctc6gvbUcZzv91I/I/DX6tyle6EpH5n8l9SV0XEAsA6wDLATOCEzPxXvVFJQ2vNqjx/Am3+2NJW0txzYFQaQBHxCsoTFIsx+kSdeYC3Aq+NiNdk5l96EZ80DDLz7Ikcl9Q79k9pYO1ASSyenJnb1x2MpGdpTM6ZyFaP91flczsciwaEyX9JXRERzwf2B3aiDIA2XAxc1VRvT+C9wIPAVs4olbpqqaqcyFOId1Tl0h2ORRpaDoxKgyciFgROBhavDp0OHARcyOzvymUoyyq+G9gKWAI4OSJempmP9jZiSZIkaVxWqMof1BqFpJHMX5VPTaDNglX5WIdj0YCYVncAkqaeiNgAuAx4BzAv5cmokZ6OOgl4ObAFZZBUUvc8XpUzJ9CmUfeZDsciSdIg+SCwHDAL2Cszt8rMX2TmzZn5ZPW6OTOPzczXUSYAJPA84AM1xi1JkiSN5uGqvLPWKCSN5K6qXGkCbdasyn92NhQNCpP/kjoqIhYBTqQsh3oHsDewxkj1M/Mu4NTq47bdjk8aco0n/tedQJtG3TtGrSVJ0tTWWA71x5l5yFiVM/NQ4DDKBNg3dTk2SeMQEdtFxE8i4tSI+J+IWLvumCQV9k+pVo0tql5QaxSSRnJhVW4znsoREcBelN+v53YrKPU3k/+SOu3DlKXF7wE2yswfZuZfx2hzOmVgdP1uBycNuXMpfW3viJhnrMpVnb0pN4t/6HJsksbBgVGpNi+uyqMn0OZnLW0ldUlEbB4Rd0XEzdWE9NbzXwJOoKxOtxVl67kLIuJdPQ1UGkL2T6nv/YgyVmSfk/rTkZQ++s6IWHMc9b8FvKJ6f3i3glJ/M/kvqdO2oyQKv52ZN4+zTWNywCrdCUlS5bCqfBFwVESMuPx/de5nzE5YHDZSXUmd4cCo1NeeU5X3TaDN/VW54Ki1JHXC64ElgIsy84HmExHxcuBTzN6O7oGqnAH8KCJW7GWg0hCyf0p9LDOPoSQX3xQRn6w7HklzyswTgd9TvhvPiIj3R8RSTVVmRMRyEbFTRJwL7EPJzxyXmefXELL6wIy6A5A05bywKs+ZQJvGwOhzOxyLpCaZeX5EHA28DXgzsH5EHERZEaCxJcCywKaUvYqXp9wsHpuZZ9cQsjRsGgOjx48xMArlu3NRZg+MnpuZ/+hdqNLQuRtYDlgVuHScbV5alfd0JSJJzV5FuW89vc2591O+P+8HXpuZl0XEusBvKN+l7wNMdkjdY/+U+lhEbAocQtlP/CsR8WbgKOBq4NGx2mfmRMaAJU3OW4AzgLWAA6tXVucua6kbwAXAbr0KTv3H5L+kTpu/Kp+aQJvG01CPdTgWSc+2ByW5+FpKcv8LI9RrJBh/B+zag7gkOTAq9bMLKAMuH42In2fm06NVjogZwEcpffqCHsQnDbtlq7LdlnNvoPTFAzPzMoDMvDgiDgQ+R7kvltQ99k+pv53F7CQiwDrVazwSc0xS12XmAxGxEfB5yhatC49Q9VHKxIDPZeaTvYpP/cdl/yV12l1VudIE2qxZlf/sbCiSWmXm48DWwEeA25i9vGLr6xbgw8DrqjaSum/CA6OUH3WBA6NStx1RlWsCJ0fEciNVrM6dBKxdHfpxVyOTBLBkVT7QfDAiVgGeV308vqXNuVXp9nNSd9k/pf430tjQeF6SeiAzn8zMT1Me5noDsB/wP8CPgP2BnYDnZeYnTfzLWVmSOu1CyhfQNsAxY1WOiAD2oiQ0zh2juqQOyMwEvhcR36ckMdairAYAZWniS4ErqnqSemesgdHEgVGpFpl5UkScALyRMtnmxog4jXLvexelfy4NbABsCcxbNT0+M0/uecDS8GkkH1qfgtqkKh/MzMtbzt1blTO7FZQkwP4p9bvN6w5A0vhl5iPAKdVLasvkv6ROOxLYEXhnRBzQ5gdcq28Br6AMmB7e5dgkNamS+5fx7L2hJNXDgVGpv72dsgLATpTk/rbVq1WjL/8C2KU3oUlD7w7gBcCqzDmpfOuqPK9Nm8b2c/d3MS5J9k+pr2Xm2XXHIGlkEbFp9faizBzXtskRMT+wPkBmntOt2NS/XPZfUkdl5onA7ymTi86IiPdHxFJNVWZExHIRsVNEnAvsQ0n8H5eZ59cQsiRJ/eKOqly15bgDo1IfyMwnMvOtwHbAqcBjPHvZ08eqc2/IzLdm5hN1xSsNmQsoffD9ETETICJWBnag/N78XZs2L67KO9qck9Q59k9piooIHy6Vuu8s4Ewmts3y85raaQj5x1lSN7wFOIOylPiB1auxfHjrE8ZB+SG4W6+CkzSyiHgFZfWOJYC/A0dm5m31RiUNjQuAFSkDoz/NzEcdGJX6T7WM/8kRMR1YGVisOnUfcGNmPlNbcNLwOhh4G/By4MqIuBTYFJgfeBQ4qk2bxlNU1/YkQml42T+lPhYRb8/Mn02i3TzAsZTfq5K6K8au0tF2GnA++S+p4zLzAWAj4KvAv3j2E1HNT0Z9Hdis2qtGUhdFxHoR8aeIOD8iFmlz/r3AJcCngPdQ+vBVEbFlbyOVhtbBVdkYGD2WMiFgfsp3pgOjUh/JzGcy87rMvLB6XWfiX6pHZp4JHED5nbki8CbKZFaAT2TmPc31q6VQG5PrXApV6iL7p9T3fhwRr5tIgyrxfzzwhu6EJGkuNXK//j4dUj75L6krMvNJ4NMRsT/wamBdYClgOmV/4suA0zPzwfqilIbOdpS+eFo1SeffImIl4Hs8e2LgQsDPI+IlmXl3T6KUhlRmnhkRB1C2xFmRsjdqY5a2A6OSJI0iM/eNiDOAnYBlgNuBI6rEY6vtKRPVHwRO6l2U0nCyf0p9bR7g2IjYOjPbbTU3h4iYFziRsj1djlFdUj1eUJXmXoZUZPr3WZKkYRAR5wAbAx/LzO+2nPsm8FHK08XvpGzdsTVwOOWp4/0y80s9DVgaUhHxBsYxMBoRO1NW0EnKKjo39TRQaYhExMKUiTkAB2Xm7WPUXxbYq/r4LVe5kiRJUj+KiD8CG1CShJtl5hWj1J0f+BXw2urQ1zPzk92PUhoeEbFCy6F/UMZ9tgKuG6P5fMAqwJeAtYFzM3OzDoeoAWDyX5KkIRERN1CeJt6yNZEYEddR9i0+IDM/2nT8W8C+wB8zc+MehitJUt+IiL2BA4HrMvMl46gfwNXAC4H3ZOYhXQ5RkiRJmrBqW8hzgZcBdwKbZOb1beotQFmNY4vq0Fcz89O9ilMaFhHRulR/Y0XIySRz98rMQ+cyJA2g1qV9JUnS1LVkVd7bfDAinkeZFQpwTEub06rypV2MS5KkfrcNZbCl9XuyrSyz7I+mDNRs18W4JEmSpEmrtoXcmvJ08dLA7yJiueY6EbEgcAqzE/9fMvEvdU20vEY6PtrrCeAbJv6H14y6A5A0mCJil25cNzOP6MZ1JQEwb1Uu2HJ8k6p8FLio5dydVblQt4KSJGkArFmV50+gzR9b2krqoYiYDiwKLMCcA6fPkpk39yQoSYD9U+o3mfnPiNiSsgLACpQJAJtm5r0R8RzgZGaPHe2XmV+sK1ZpCOze8vkwykT0zwK3jdIugccp20delpkPdyc8DQKT/5Im68dMbqmZ0SRg8l/qnruB5ShP+TcnL7asygsys3Vpqfmr8oHuhiapHQdGpb6xVFXePoE2d1Tl0h2ORdIIImIJ4EPAG4HVGN+Kl4njY1LX2T+l/paZN0TE1sBZlNUfT42IN1FWvtqoqvaZzNy/phCloZCZhzd/jojDqrcnZOZVNYSkAeTNk6S5MWoSQlLfuRjYAdgzIo7MzFkRsTjwZsqgyhlt2jS2A7izzTlJXeDAqNSXHgeeA8ycQJtG3daJdZK6ICJeCRxH2erK36pSH7F/SoMhM/8SEdtRtoBcB7iO2Q+FfCoz/7u24KThtXlV/r3WKDRQHCCUNFkrjXJuUeBHwHrAlcDhwJ+YnTxcujq3K7AGZZnx9wL3dytYSUBZWWMHylJtf4iI8yn7EC8MPAUc2abNK6vyhp5EKA05B0alvnU78CJgXca/9P+6VXnHqLUkzbVqQuuJwOLAw8DBlJWr9qNMkHs3sBilX25PSWScBxzS+2il4WL/lAZLZp4fEW+h9Nv5Kf30PzPzW/VGJg2nzDy77hg0eCKz06t2SxpmETEvZUB0LeDzwFdyhD80ERHAp4AvAZcAG2fmk72KVRpGEXEMsGP1MZmdXPxKZn62pe504FbKUsf/lZnf7Fmg0hCqBkavZpIDo61Lw0nqnIg4CNgTuBZYIzOfGqP+PMBfKBMGfpKZu3U9SGmIRcTnKb8/nwDWzcy/RsTLKP0wM3N6U91lgaOATYFvZuZ/1RGzNCzsn1J/iIhNJ9hkJ+ADwC+B749UKTPPmZu4JEmdZ/JfUkdFxMeAbwDHZObbxtnmaMoN5Scz8xvdjE8adhExDdib0ueWoTzJeHhmHtam7juBn1QfX5aZf+tZoNIQcmBU6l/Vqhx/oEzEOQ7YNTMfHaHuTMpqO41tdbbwaQ2puyLiAsrqcj/MzA9Ux9p+h1bnFgCuoGxxtWVmntnjkKWhYf+U+kNEzKLcm3ZSZqarS0sdEBG7NN5n5hHtjk9G87U0PEz+S+qoiLgEWBPYNjN/M842WwOnApdl5jpdDE+SpL7lwKjU3yLiKOBtlEHTW4GDgHMpE+kAlqVMyHk3sHx17NjMfGuPQ5WGTkTcQ9l+bsfMPL46thplG7oE5s3MZ1ravB/4AaWf7tzjkKWhYf+U+kOV/O+0Z/1OlTQ5TRN05phUM5cTd5ygM6T8f7qkTlulKu+cQJu7WtpKkjSMXliVpzcd+/cPvIiY3jwwmpmPRcR3KAOj7wNM/kvdtQewBPBaSnL/CyPUa2yp8ztg1x7EJQmeW5U3NR17vOn9QpStdJpdXJUbdCkmSYX9U+oPm9cdgKQxxQSPS22Z/JfUaY0vohcBl42zzYta2kqSNIwcGJX6WGY+Xq1Y9SHg48x+ur/VLZRtsH6QLrUn9crDwMLMOc51X9P7FYHLW9rMX5VLdS0qSWD/lPqC21BJfW+lCR6XRmTyX1Kn/Y2yZPFHIuLYzBx1Salq//F9m9pKkjSsHBiV+lyVzP9eRHyfstXVWpTVAADuAS4FrjDpL/Xc9cA6wArAnwAy84GIuANYmvK04+UtbV5VlY/0KEZpWNk/JUkaQ2beNJHj0mim1R2ApCnnCMoT/BsAJ0TEMiNVjIilgeOqulm1ldQnIuJzza+645GGwPVVuULjQGY+ANxRfWy3TKMDo1INsrgsMw/NzK9Xr0Mz83IT/1ItLqzK9VqO/4by+/Q/I6Kx4hwRsSHwCcrv0It6EqE0vOyfkiRJPRSOS0jqpOpJ/rMoyYgEngBOo/xgu6s6tjTlR99WwHyUH3t/ADYba6UASb0TEbNo2m88M6fXGI405VVPEu8NfDMz/6vp+KHAbsCdwKaZeV11fEPgFMpqAadl5jY9D1qSpD4QEW8AfgXckJnNScTVKStyTAeeAa4AFqRsPTedcq+7bWb+pudBS0PC/ilJktRbJv8ldVxELAgcCWxfHRrpD01U5UnAOzPz4W7HJmn8quR/Q5r8l7rLgVFJkiYnIuYBDqJ8L34uM//edG5P4H9pv/Xl5zPzS72JUhpO9k9pMETE4sB/AJsAKwMLUfrtaDIzV+l2bJKkiTH5L6lrImJb4P3AZsDMltOPUVYI+N/M/HVvI5M0HhGxa/PnzDy8rlikYeDAqCRJ3RERL6GsovMyynfpdcBPMvPiOuOSZP+U+kFE7AT8H/DcxqFxNvVBEalDqlUfOy0zc88uXFd9zuS/pK6rtgJYBVisOnQ/5anGZ+qLSpKkweLAqDQ4IqL5Pjczs93EHUmSJKlWEbEBZTvWaZSk/z+By4D7gDG3Z83M3bsaoDQkWrdf7cQlcYLO0DL5L0mSJElSBzUN3DjgItUoImYAi1Yf78/Mp+uMR9Js9k+pP0TEccAbKau07pWZR9UbkTScIuIfdDb5D0BmrtTpa6r/+fSBJEmS1MccGJUG0s10YeBG0tgiYjXgfcBrgRcze+nijIjrgNOBH2XmlTWFKA0t+6fUl15JuW/9bxP/Un0yc8W6Y9DU4ZP/kiRJUp8ZbWCUsty/A6OSJDWptpv7BvBhZi9d3E5SljE+EPhYZo65pLGkuWP/lPpXRDwOzANslJl/qjseSdLcM/kvqVYRsWnz58w8p65YpGETEQsBKwELAWMuR2z/lLrPgVFJkiYnIo4GdmL2d+dfgT8Bd1aflwbWA1avPidwbGa+tZdxSsPI/in1r4j4O7ACsGFmXlR3PJKkuWfyX1KtmvZDhbIfqtuRSF0WEXsBewNrMHJisZX9U+oBB0YlSZq4iHgbcBTle/HPwHtGSmBExHrAD4G1qvrvzMyjexWrNGzsn1J/i4iDgD2AD2TmD+uOR5I090z+S6pVlfxvyMwc8+ljSZMTEdOBXwLbNQ5NoLn9U+oyB0YlSZqciDgT2Ay4Blg3Mx8Zo/6CwMXAS4CzM3PzrgcpDSn7p9TfIuIlwKXA7cCamflwzSFJkuaST/BJ6qiI+DhwRGbeNc4mh3czHklzeB+wffX+TuAw4BLgPsry4ZLq9Z6qvBZ41WgDo5l5UbV1TmNg9L2AyX9J0rB6BWUy3NfGSiwCZOYjEfE14NCqraTusX9KfSwzr4mId1Imop8REXtk5l/rjksaNhFxYxcum5m5Sheuqz7nk/+SOqp6kv8p4BTKD7WT3YdY6g8RcSFlufCrgE0y8/6aQ5LUJCLuBRYB9szMH4+zzW6U79sHMnOxrgUnDYmI+Fw3rpuZX+zGdSUVEfEQMBNYLzMvHWebtSmT6B7JzIW6GZ80zOyfUn+LiEOrty8H1qZM1vkLcDXw6BjNMzP37GJ40tBoWSG5U1zJdUj55L+kbpiH8nTx9sBdEXEEcFhmXl1vWNLQW5XyI+5LJv6lvjRvVf55Am0adefpcCzSsNqP8l3ZaSb/pe66iXKvu/AE2jy3qa2k7rF/Sv1tN2bf/yZli8g1qtdooqpv8l/qDFdIVseY/JfUaWtQbvreCSwJLA18HPh49dTxIcDP3T9KqtU1dQcgqS0HRqX+EHUHIGnCfgl8FngL8PtxttmRkrQ4vltBSQLsn1K/u5nuTH6VNAGZuXvdMWjqcNl/SV0RETOANwC7A9tQJhs1/uA8ChxLWQ3gnHoilIZPRFwCrAlsmZln1hyOpBYR8QXKwOj/ZOYHx9nmQOD9wP6Z+dluxidJUr+KiIWBS4AXAO/MzGPGqL8j8DPK5Ll1MvPB7kcpDSf7pyRJUm+Z/JfUdRGxFLALZRmp1arDjT8+NwCHAYdn5j97H500PCLiE8DXgO9m5kfrjkfSnBwYlSRp8iJiReDnwLrAScCPgYuAuyi/P5cG1gN2pWxRdzGwc2a6eo7UZfZPSZKk3jH5L6mnImJ9YA/grcxe1jiBWcDvKNsC/Cozn6onQmnqioj5gAuAlwJbZea5NYckqYUDo5IkjSwinhlPNcZevri5Tmam22JKc8n+KUnS5EXECo33mXlzu+OT0XwtDQ+T/5JqERHzU/Zw+zqwTHW48QfpXuBQytPJd9QQnjRlVStxHEdJLH4POAq4OjMfrzUwaYg4MCpJ0uRExKwuXDYzc3oXrisNFfunNJhMLEr9oWmsaI7xnXGOIY3EsaIhZfJfUs9FxAsoWwDsSlnaGEoCo1kCjwOfyczv9C46afB1MLHYzJtFqUMcGJUkaXIi4vPduG5mfqEb15WGif1TGkwmFqX+0DRWNMf4zlyOITlWNKT8wyypJ5qe9N8deDUl8dhI+F9LWe7/J8DqwJ7AW4AFgG9GxN2Z+dOeBy0NrtbJNHNbT1JnOYApDbCI2Bx4I/AKYAnKPeto36mZmav0IDRpyjMJKPUv+6c0sBwbkvrD7hM8Lo3IJ/8ldVVEbET5gtoZWKhxGHgMOBY4uN2+4xGxSnX+FcBlmblObyKWBp9PXEiS1HnV1jlHUyaywsgDpdlyzqctJEmS1JciYtdxVFsQeDHlYa3nAecBBwNk5uHdi06SNBkm/yV1XEQsC+xCWdr/xY3DVXkZ5ebwyMz81xjX2Qr4DfBIZi40Wl1JkiSpWyJiHuACYE3Kfe3lwG3AtpRk/0+BxYC1gWWrY5cCVwJkpk9rSJIkaaBV98TfAd4PfCMzP1lzSJKkNkz+S+qoiDgF2BKYxuyE/4PAUZSn/C+bwLVeSNkSwKelJEmSVJuI2Av4ESWpv0dmHh4RLwP+wrP3ZHwjcCCwKLBLZv6yhpAlSZKkroiIM4DNgNdn5m9rDkeS1GJa3QFImnJeB0ynJP7PBXYFls3MD0wk8V95FDinekmSJEl1eUtV/maspU0z8wTK1gBPAj+OiBd1OTZJkiSpl35EGfv9UN2BSJKezeS/pE67C/gG8JLMfHVm/iQzH5/MhTLzn5m5WWZu3tkQJUmSpAl5BbOX93+WiIjmz5l5A3AAZX/UfboenSRJktQ711XlurVGIUlqa0bdAUiacpbPzKfrDkLSs0XE5ybRLIHHKdt3XAdckpn/6mhgkiT1v8Wq8u9Nx55sej8TeKSlzRnA5yhbYkmSJElTxcItpSSpj5j8l9Rp76gefDphvAnCiHgO8GaAzDyii7FJw24/SjJ/bjwVEScCn87M6+c+JEmSBsKTlN/PzQn/5nvd5wHXtrR5vOmcJEmSNFXsWpW31xqFJKktl/2X1Gk/Bg4Dlp9Am6Wrdod2IR5Jc4rq1fx+pFe7OvMCOwKXR8Rrehe2JEm1urkql24cyMw7gYeqjxu0abN6o2oX45IkSZJ6IiJeFBE/pCT/Ezil5pAkSW2Y/JfUT2LsKpImKzOnASsCF1L62/HAm4DnA/NXr+dXx06o6lwIrAIsCmwC/C8wi7K88bERsXgv/w2SJNXk0qpcq+X4OZTvy30iYr7GwYhYBPgvyqDoVb0IUJIkSZqoiLhxHK9/RMQDwNXAXlXTu4Cv1Ba4JGlEkelDCJI6JyJmUQY518jMcQ10RsSLKTePT2XmfGPVlzQ5EbEQcBGwMvD2zPzlGPXfAhwN/ANYNzMfrI5vDfyaMonwC5n5xW7GLUlS3SJiN8oqVX/MzI2bjm8LnES5/70e+BWwILAdZbn/BD6cmT/odcySJEnSWKqx3In6I7BHZl7T6XgkSXPP5L+kjppk8n874ETgzsxctpvxScMsIj4LfAH4fmbuM8423wc+AHw5Mz/XdPzHwC7AhZm5URfClSSpb1RP8l9Oecp/i8y8oencwcAe1cfGD+zGila/BbbNzMkMqkqSJEldFRGHjaPaLMp2V38Hzs7My7salCRprpj8lzRXImLTlkNnUQY996DcEI5mPspy4h8HVgJOy8xtOh2jpCIi/gy8DHhNZp41zjabAWcCV2Xm6k3H3wT8Erg3M5fseLCSJA2QiNgTeDfle3YGcB1wBHBAZj5dZ2ySJEmSJGl4mPyXNFeanvT/96GqnMgfl6jqvyUzT+hQaJJaRMRDwExgvcy8dKz6VZu1gYuBRzJzoTbH3a5DkiRJkiRJkqQ+MK3uACRNCdH0andsrNetwAdM/Etd91RVrj5qrTk16j7VcrxxD/HA3AQkSZIkSZIkSZI6Y0bdAUgaeJs3vQ/K8uAJ7Mnoy/4n8Dhwe2be0r3wJDX5M7Ap8PGI+HlmPjFa5YiYH/gEpb/+peX0KlV5d8ejlCRJkiRJkiRJE2byX9Jcycyzmz9H/Pvh/z9l5lW9j0jSKA6lJP9fBpweEXtl5tXtKkbEqsBBVd0EDmmp8trq+BXdC1eSJEmSJEmSJI1XZE5kW25JGl1EvKB6e1tmPl1rMJKeJSJOALanJO4BLgMuYfYT/EsC6wBrNZoAJ2XmDk3XWBi4CXgusGtm/qT7kUuSVL9qctx7gE2AlYGFGHs7vcxMJ95LkiRJkqSuM/kvSdIQiYgZwPeA91IS+yPdCDTOHQR8KDOfarrG4sDq1ceLM/OR7kUsSVJ/iIiPAl+lrKAXY1Rvlpk5vTtRSZIkSZIkzWbyX5KkIRQRa1KeXHwt8MKW0zcAZwD/l5mX9jg0SZL6TkS8Djil+pjAhZSVc+4DZo3VPjO/0L3oJEmSJEmSCpP/kiYlIj7XeJ+ZX2x3fDKaryWpNyJiPmCR6uMDmflEjeFIktR3IuI3wFbA/cD2mXlezSFJkiRJkiQ9i8l/SZMSEbOolgtvXsa0+fhkuCSqJEmS+k1E3AMsCnw0Mw+oOx5JkiRJkqR2ZtQdgKSBNtJepxPZA1WSJEnqdzOr8g+1RiFJkiRJkjQKk/+SJiUzp03kuCRJkjTAbgNWBuatOxBJkiRJkqSRmPyXJGmKiYgzq7eZma9pc3wy5riWJElD5iRgH2Bj4I81xyJJkiRJktRWZE56a25JktSHImJW9TYzc3rL8WRiW3M06s9xLUmShklELAdcATwNrJWZd9QckiRJkiRJ0rP45L8kSVPPOZSk/XiPS5KkUWTmPyNiB+AE4PyI+GBmnlJzWJIkSZIkSXPwyX9JHRUR8wAvqj7ekJlPtJyfH/gKsDOwBPB34H8z8/s9DVSSJEkap6atc5YDXkyZTPcAcB3w6BjN3TpHkiRJkiT1hMl/SR0VETsDPwPuA5Zvk/w/FdiKOZcdT8oEgA/2LFBJkiRpnJq2zoHxb5/j1jmSJEmSJKmnXPZfUqdtTRnkPKFN4n/b6nwCtwIXAesDzwPeHxFHZeb5PY5XkiRJGotb50iSJEmSpL5n8l9Sp61NGRg9u825ParyWmD9zHwoIhYGzgdeCry7ei+pByJiIWAlYCFgzCcSM/OcrgclSVIfyszN6o5BkiRJkiRpLCb/JXXaUlV5ffPBiJgGvIYyMeD7mfkQQGY+GBEHAj8ANuploNKwioi9gL2BNZjY0sXeN0iSJEmSJEmS1KccxJfUaUtU5WMtx9cEnktJIJ7ccu7Kqnx+98KSFBHTgV8C2zUO1RiOJEmSJEmSJEnqIJP/kjrtCcrfliVajm9albdm5k0t5x6qyjGXHZc0V94HbF+9vxM4DLgEuA+YVVdQkiQNoogIYGVgserQfcCNmZn1RSVJkiRJkoaZyX9JnXYTsBqwAXBG0/HtKE/9t9szvDFgend3Q5OG3i5VeRWwSWbeX2cwkiQNoojYGvggsBkws+X0oxHxe+DAzDyt17FJkiRJkqThNq3uACRNOb+nLCX+oYhYFSAitqcMjgKc0qbN6lV5e9ejk4bbqpRJOF8y8S9J0sRExLwRcRTlfvb1wIKU+97m14LAtsCpEXFURMxbV7ySJEmSJGn4+OS/pE77PvAeYCngyoi4H1iUMhh6K2W/8VZbURKSf+5VkNKQu6buACRJGkBHAW+i3Nc+DfwOuBC4ozq/DLA+sCUwD/BWym/unXseqSRJkiRJGkom/yV1VGZeFxHvAg6lPPnUWNL/AeDtmflkc/2IWIYyQApwZq/ilIbUdcCazO6XkiRpHCJiW+DNlAmrvwf2yMybRqi7AuVeeAvgLRHx+sxst/qVJEmSJElSR5n8l9RxmfmLiDibsuTpMpTl/H+Vmfe1qf5yylNU0H5LAEmdczSwFvAGnGwjSdJE7FaVVwCvy8ynRqqYmTdHxDaUVQFeAeyO97mSJEmSJKkHIjPrjkGSJPVARMwHXAC8FNgqM8+tOSRJkgZCRNwCLAfskplHjrPNO4CfArdl5vO7GZ8kSZIkSRLAtLoDkDS1RMSZ1Wv3umORNKfMfALYGrgE+F1EfD0i1oyI+WsOTZKkfrdkVV41gTZXV+USHY5FkiRJkiSpLZf9l9Rpm1AmFn2p7kCkYRURz4ynGvCx6kVEjFU/M9P7BknSsHoEWARYfAJtFq3KRzsejSRJkiRJUhs++S+p0+6qygfqDEIacjGO13jrtbaRJGkYXVOVb51Am0bda0atJUmSJEmS1CE+wSep064AlgFeDFxWcyzSsPpC3QFIkjTF/ArYENg9Is7LzB+PVjki3gXsASRwQtejkyRJkiRJAiIz645B0hQSEW8GjgXOzszN645HkiRJmlsRsSBwLWWSK8CpwKHAhZSVrxJYGtiAkvTfhrJqzm3ASzLTpf8lSZIkSVLXmfyX1HERcQTwH8CPgQ9l5iP1RiRJkiTNnYhYCzgdWJSS7B+1OnA/sEVmXtHt2CRJkiRJksDkv6QOi4hdKIOd+wJrAA8AJwF/pgyAPjNa+8w8osshSpIkSZMSEcsBBwBvBKaPUO0Z4Hhg38y8rUehSZIkSZIkmfyX1FkRMYs5n4QKxn4yqiEzc0bno5IkSZI6JyKWBTYDVgcWqw7fB1wJnJWZt9cUmiRJkiRJGmIm/yV1VJX8n6zMzJGeoJIkSZIkSZIkSZI0Ap+wldRpK9UdgCRJkiRJkiRJkjRsfPJfkiRJkiRJkiRJkqQB55P/kiRJkiQBEbFp431mntPu+GQ0X0uSJEmSJKlbfPJfkiRJkiQgImYBCWRmzmhzfDLmuJYkSZIkSVK3OAAhqWsi4kXALsBGwDLAAsDWmXl9U53VgRWARzLz7FoClSRJkmaLCR6XJEmSJEnqCyb/JXVcREwDvg7sA0xj9kBpAvO2VF8B+DXwdESslJm39SxQSZIkaU6bT/C4JEmSJElS33DZf0kdFxEHAXtQkv63AX8EdqQk/9fIzKta6t8ArAh8NDMP6G20kiRJkiRJkiRJ0uCbVncAkqaWiHgNsGf1cX9gxczceYxmv6BMFNiim7FJkiRJkiRJkiRJU5XL/kvqtPdU5SmZ+ZlxtvlTVb6sC/FIkiRJkiRJkiRJU57Jf0mdthFlef9DJtDm1qpcpvPhSJIkSd0XEdsBOwNLAH8HDs7MS+uNSpIkSZIkDROX/ZfUaUtV5T8m0OapqnRCkiRJkvpORGweEXdFxM0RsUib818CTgDeAWwFvBe4ICLe1dNAJUmSJEnSUDP5L6nTHqnKJSfQZvmqvK/DsUiSJEmd8HrKE/0XZeYDzSci4uXAp4CoXg9U5QzgRxGxYi8DlSRJkiRJw8vkv6ROu7EqV5tAm22q8q8djkWSJEnqhFdRtrY6vc2591OS/fcD62Tm4sD6lImt8wHv61WQkiRJkiRpuJn8l9Rpp1EGPz8QEWP+jYmI1YDdKIOpp3Q3NEmSJGlSlq3KdpNV30C5lz0wMy8DyMyLgQMp98Wv7UmEkiRJkiRp6Jn8l9Rp36Ms/b8K8MOImDFSxYjYkjJZYH7Kk1EH9SRCSZIkaWIaW1o90HwwIlYBnld9PL6lzblVuUr3wpIkSZIkSZptxKScJE1GZt4ZEe8DjgD2BLaOiJObquwTEQFsDLyU8jTULGC3zHy45wFLkiRJY4uqXLjl+CZV+WBmXt5y7t6qnNmtoCRJkiRJkpqZ/JfUcZl5ZEQ8BfwIeD7wXspSqADvrsrGAOrDwK6ZeTKSJElSf7oDeAGwKrOf6AfYuirPa9Nmwaq8v4txSZIkSZIk/ZvL/kvqisw8Bngh8HngEuAZSsK/8for8FXghZnZukSqJEmS1E8uoNzDvj8iZgJExMrADpRJrr9r0+bFVXlHTyKUJEmSJElDLzJz7FqSNJciYhqwGDAduC8zn6o5JEmSJGlcImIL4HRKov8m4FJgU2AJ4FFgxcy8p6XNYcCuwLGZuXNvI5YkSZIkScPIJ/8l9URmzsrMezLzThP/kiRJGiSZeSZwAOXp/xWBN1ES/wCfaJP4n5/ZqwKc07tIJUmSJEnSMJtRdwCSppaIeB9wTGbeV3cskiRJUqdk5r4RcQawE7AMcDtwRDUxoNX2wL+AB4GTehelJEmSJEkaZi77L6mjImIW8BTwW+BI4MTMfLzeqCRJkiRJkiRJkqSpzeS/pI6qkv9QljgFeBg4gTIR4PTMnNWunSRJkiRJkiRJkqTJM/kvqaMiYkPgnZTlUJeqDjf+0NwFHA0clZkX1RCeJEmS1DURsQqwBPCPzLyz7ngkSZIkSdJwMfkvqSsiYjrwWspEgDcCz6lONf7o3AD8lDIR4PqeByhJkiSNU0QsBexYfTwyMx9sOf9C4OfAmtWhBE4E3p2Z9/cqTkmSJEmSNNxM/kvquoiYH9ieMhFga2De6lTjD9DFlIkAP8/Mu3ofoSRJkjSyiHgf8D/AdZn5kpZz8wFXAisD0XQqgfMyc9OeBSpJkiRJkobatLoDkDT1ZebjmXlMZu4ALAu8FzinOh3AesB3gVvqiVCSJEka1VaUZP7xbc7tBqxSvf8VsA9wEuU+d+OIeGsvApQkSZIkSTL5L6mnMvP+zDwoMzcDVgD+C3iAMjg6o8bQJEmSpJE0nva/oM25d1TlmZn5xsz8fjXp9XTKPe7behGgJEmSJEmSyX9JtYiI1YEPAh8AFq45HEmSJGk0S1blrc0HI2IBYEPKqgD/19Lm0Kpcu7uhSZIkSZIkFT5lK6lnImIF4O2Up6NWbxyuyscoy6NKkiRJ/WaRqpzVcnxDYJ7q+Okt5/5elUt1LyxJkiRJkqTZTP5L6qqIWBTYGXgn8EpKsr+R8H8GOBM4EjguMx+uJUhJkiRpdA9TVqtapuX4ZlV5VWbe33Luqap8uotxSZIkSZIk/ZvJf0kdVy1/ugPlCf+tKE9Dweyk/8WUhP/RmXln7yOUJEmSJuRqYAPgdcApTcffQlny/+w2bRoTBbzflSRJkiRJPWHyX1JHRcRPKIn/BRuHqvIGSsL/yMy8ro7YJEmSpEk6mbLE/3si4m/AucBuwGqU5P9xbdqsXZW39SJASZIkSZKkyMy6Y5A0hURE8z6odwE/pyT8/1RTSJIkSdJciYiFgauAZSnJ/n+fAs7PzFe1aXMhsC7wncz8eE8ClSRJkiRJQ80n/yV12iPA8ZSn/E/PzGdqjkeSJEmaK5n5YES8FvgJs5/oh7ICwNtb60fEK4D1KBMFfteTICVJkiRJ0tDzyX9JHRURC2TmY3XHIUmSJHVDRKwELAPcnpn/GKHOK4A1q49HZeZTvYlOkiRJkiQNM5P/kiRJkiRJkiRJkiQNuGl1ByBJkiRJkiRJkiRJkubOjLoDkDSYImKXxvvMPKLd8clovpYkSZLUbyJiGrA5sBFl+f+ZwKcz8/amOvNSfm8/k5lP1BKoJEmSJEkaOi77L2lSImIWkEBm5ow2xydjjmtJkiRJ/SQi3gB8D3hBy6k1MvOqpnp7A98HHgaWy8xHehelJEmSJEkaVi77L2luRPUa6fhkXpIkSVLfiYi9gBOBFSn3rfcy8v3rwcCDwHOAN/UiPkmSJEmSJJ+wlTRZK03wuCRJkjSQIuJFwA+qj2cCH8zMq6tVr54lM5+MiF8CewJbAT/tTaSSJEmSJGmYmfyXNCmZedNEjkuSJEkDbF/K7+crgddn5pPjaHMuJfm/VjcDkyRJkiRJanDZf0mSJEmSRrcFkMB3x5n4B7i+Kp/fnZAkSZIkSZLmZPJfkiRJkqTRLV+VV0ygzSNVObPDsUiSJEmSJLVl8l+SJEmSpNFlVU4kkb94VT7Y4VgkSZIkSZLamlF3AJKmpohYHPgPYBNgZWAhYPoYzTIzV+l2bJIkSdIE3Qa8iHJfe+4427yqKm/sSkSSJEmSJEktTP5L6riI2An4P+C5jUPjbJpjV5EkSZJ67izgxcCuwOFjVY6IhYH3Ue5vz+xqZP+/vXuPtrSs7wP+/Q0oNqhcqoFqFcXbErCCgCaQKC5cRGKTZeMlNtQiWlyRYG5KY62sjNoYjabx1hZjFDUr1LAwppJkSYrh1oaqgAQQTWxFiEHkMqAowQzMr3/sd5idM+fsfWbmnLNncz6ftd713p7neX9nzz9zznc/zwsAAAAwEP4DK6qqnpPknIxeK1JJbk7ypSSbkmyZYWkAALCzPpTk1CTPq6pXdffHlmo4rIB1XpIDk2xOctaaVAgAAACse8J/YKX9WkbL+/99klO7+5wZ1wMAALuku79UVe9L8stJPlJVJyb51FiTY6rq8CTHJvm5jFbA6iRv7+4b17hcAAAAYJ2qbqtsAyunqm5J8ugkG7v77bOuBwAAVkJVVZIPJnldJr+uausrr97b3b+66oUBAAAADDbMugDgQWffYX/BLIsAAICV1CO/kOQnklyc0RcAasGWJJcneZHgHwAAAFhrZv4DK6qqbkjy+CQ/0t1fnHU9AACwGqrqEUmOSPLDGb326o4kV3f37TMtDAAAAFi39px1AcCDzoVJXp3kyCTCfwAA5kZV/VFGM/p/qbu/Oaltd9+d5NI1KQwAAABgGcz8B1ZUVT0tyVVJvpXk8O7+3oxLAgCAZamqLRmF/8/o7usXXN+S5F+MXwcAAADYnWyYdQHAg0t3/3WSk5I8JsnnqurQGZcEAAA7qpZ5DQAAAGC3Ydl/YEVV1UeHw+uTHJ3kmqq6NslXk9wzpXt392tWsz4AAJjg7iQPT3JAki/PuBYAAACAHWLZf2BFjS2V+sClBedLds0o/N9jVQoDAIApqurzSY5K8idJTtr6Cqux/+Me1t1fmWGJAAAAAEsy8x9YaTdleWE/AADsbs7JaPWqf5lkU1V9O8nmsft/XlWbF+25tO7uJ61UgQAAAABLMfMfAAAAklTVhiSfTPLSFRzW6lYAAADAmjDzHwAAAJJ095YkL6+qH03ygiSPTbJXkpMzWt3qM0numlmBAAAAABOY+Q8AAAATVNWWjML/Z3T39bOuBwAAAGAxZv4DK6qqHr8r/bv7ppW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"text/plain": [
"<Figure size 2400x1200 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12,6),dpi=200)\n",
"# https://stackoverflow.com/questions/46623583/seaborn-countplot-order-categories-by-count\n",
"sns.countplot(data=df,x='education',order=df['education'].value_counts().index)\n",
"plt.xticks(rotation=90);"
]
},
{
"cell_type": "code",
"execution_count": 183,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 2400x1200 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12,6),dpi=200)\n",
"# https://stackoverflow.com/questions/46623583/seaborn-countplot-order-categories-by-count\n",
"sns.countplot(data=df,x='education',order=df['education'].value_counts().index,hue='default')\n",
"plt.xticks(rotation=90);"
]
},
{
"cell_type": "code",
"execution_count": 184,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='default', ylabel='count'>"
]
},
"execution_count": 184,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.countplot(data=df,x='default')"
]
},
{
"cell_type": "code",
"execution_count": 185,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.PairGrid at 0x209136c9490>"
]
},
"execution_count": 185,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1800x1800 with 110 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# THIS TAKES A LONG TIME!\n",
"sns.pairplot(df)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Clustering"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Data Preparation\n",
"\n",
"**UNSUPERVISED LEARNING REMINDER: NO NEED TO TRAIN TEST SPLIT!! NO LABEL TO \"TEST\" AGAINST!**\n",
"\n",
"We do however need to transform categorical features into numeric ones where it makes sense to do so, as well as scaling the data due to distance being a key factor in clustering."
]
},
{
"cell_type": "code",
"execution_count": 186,
"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>age</th>\n",
" <th>job</th>\n",
" <th>marital</th>\n",
" <th>education</th>\n",
" <th>default</th>\n",
" <th>housing</th>\n",
" <th>loan</th>\n",
" <th>contact</th>\n",
" <th>month</th>\n",
" <th>day_of_week</th>\n",
" <th>...</th>\n",
" <th>campaign</th>\n",
" <th>pdays</th>\n",
" <th>previous</th>\n",
" <th>poutcome</th>\n",
" <th>emp.var.rate</th>\n",
" <th>cons.price.idx</th>\n",
" <th>cons.conf.idx</th>\n",
" <th>euribor3m</th>\n",
" <th>nr.employed</th>\n",
" <th>subscribed</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>56</td>\n",
" <td>housemaid</td>\n",
" <td>married</td>\n",
" <td>basic.4y</td>\n",
" <td>no</td>\n",
" <td>no</td>\n",
" <td>no</td>\n",
" <td>telephone</td>\n",
" <td>may</td>\n",
" <td>mon</td>\n",
" <td>...</td>\n",
" <td>1</td>\n",
" <td>999</td>\n",
" <td>0</td>\n",
" <td>nonexistent</td>\n",
" <td>1.1</td>\n",
" <td>93.994</td>\n",
" <td>-36.4</td>\n",
" <td>4.857</td>\n",
" <td>5191.0</td>\n",
" <td>no</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>57</td>\n",
" <td>services</td>\n",
" <td>married</td>\n",
" <td>high.school</td>\n",
" <td>unknown</td>\n",
" <td>no</td>\n",
" <td>no</td>\n",
" <td>telephone</td>\n",
" <td>may</td>\n",
" <td>mon</td>\n",
" <td>...</td>\n",
" <td>1</td>\n",
" <td>999</td>\n",
" <td>0</td>\n",
" <td>nonexistent</td>\n",
" <td>1.1</td>\n",
" <td>93.994</td>\n",
" <td>-36.4</td>\n",
" <td>4.857</td>\n",
" <td>5191.0</td>\n",
" <td>no</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>37</td>\n",
" <td>services</td>\n",
" <td>married</td>\n",
" <td>high.school</td>\n",
" <td>no</td>\n",
" <td>yes</td>\n",
" <td>no</td>\n",
" <td>telephone</td>\n",
" <td>may</td>\n",
" <td>mon</td>\n",
" <td>...</td>\n",
" <td>1</td>\n",
" <td>999</td>\n",
" <td>0</td>\n",
" <td>nonexistent</td>\n",
" <td>1.1</td>\n",
" <td>93.994</td>\n",
" <td>-36.4</td>\n",
" <td>4.857</td>\n",
" <td>5191.0</td>\n",
" <td>no</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>40</td>\n",
" <td>admin.</td>\n",
" <td>married</td>\n",
" <td>basic.6y</td>\n",
" <td>no</td>\n",
" <td>no</td>\n",
" <td>no</td>\n",
" <td>telephone</td>\n",
" <td>may</td>\n",
" <td>mon</td>\n",
" <td>...</td>\n",
" <td>1</td>\n",
" <td>999</td>\n",
" <td>0</td>\n",
" <td>nonexistent</td>\n",
" <td>1.1</td>\n",
" <td>93.994</td>\n",
" <td>-36.4</td>\n",
" <td>4.857</td>\n",
" <td>5191.0</td>\n",
" <td>no</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>56</td>\n",
" <td>services</td>\n",
" <td>married</td>\n",
" <td>high.school</td>\n",
" <td>no</td>\n",
" <td>no</td>\n",
" <td>yes</td>\n",
" <td>telephone</td>\n",
" <td>may</td>\n",
" <td>mon</td>\n",
" <td>...</td>\n",
" <td>1</td>\n",
" <td>999</td>\n",
" <td>0</td>\n",
" <td>nonexistent</td>\n",
" <td>1.1</td>\n",
" <td>93.994</td>\n",
" <td>-36.4</td>\n",
" <td>4.857</td>\n",
" <td>5191.0</td>\n",
" <td>no</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 21 columns</p>\n",
"</div>"
],
"text/plain": [
" age job marital education default housing loan contact \\\n",
"0 56 housemaid married basic.4y no no no telephone \n",
"1 57 services married high.school unknown no no telephone \n",
"2 37 services married high.school no yes no telephone \n",
"3 40 admin. married basic.6y no no no telephone \n",
"4 56 services married high.school no no yes telephone \n",
"\n",
" month day_of_week ... campaign pdays previous poutcome emp.var.rate \\\n",
"0 may mon ... 1 999 0 nonexistent 1.1 \n",
"1 may mon ... 1 999 0 nonexistent 1.1 \n",
"2 may mon ... 1 999 0 nonexistent 1.1 \n",
"3 may mon ... 1 999 0 nonexistent 1.1 \n",
"4 may mon ... 1 999 0 nonexistent 1.1 \n",
"\n",
" cons.price.idx cons.conf.idx euribor3m nr.employed subscribed \n",
"0 93.994 -36.4 4.857 5191.0 no \n",
"1 93.994 -36.4 4.857 5191.0 no \n",
"2 93.994 -36.4 4.857 5191.0 no \n",
"3 93.994 -36.4 4.857 5191.0 no \n",
"4 93.994 -36.4 4.857 5191.0 no \n",
"\n",
"[5 rows x 21 columns]"
]
},
"execution_count": 186,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 192,
"metadata": {},
"outputs": [],
"source": [
"X = pd.get_dummies(df)"
]
},
{
"cell_type": "code",
"execution_count": 193,
"metadata": {},
"outputs": [
{
"data": {
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" <th></th>\n",
" <th>age</th>\n",
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" <th>pdays</th>\n",
" <th>previous</th>\n",
" <th>emp.var.rate</th>\n",
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" <th>cons.conf.idx</th>\n",
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"<p>41188 rows × 65 columns</p>\n",
"</div>"
],
"text/plain": [
" age duration campaign pdays previous emp.var.rate cons.price.idx \\\n",
"0 56 261 1 999 0 1.1 93.994 \n",
"1 57 149 1 999 0 1.1 93.994 \n",
"2 37 226 1 999 0 1.1 93.994 \n",
"3 40 151 1 999 0 1.1 93.994 \n",
"4 56 307 1 999 0 1.1 93.994 \n",
"... ... ... ... ... ... ... ... \n",
"41183 73 334 1 999 0 -1.1 94.767 \n",
"41184 46 383 1 999 0 -1.1 94.767 \n",
"41185 56 189 2 999 0 -1.1 94.767 \n",
"41186 44 442 1 999 0 -1.1 94.767 \n",
"41187 74 239 3 999 1 -1.1 94.767 \n",
"\n",
" cons.conf.idx euribor3m nr.employed ... day_of_week_fri \\\n",
"0 -36.4 4.857 5191.0 ... 0 \n",
"1 -36.4 4.857 5191.0 ... 0 \n",
"2 -36.4 4.857 5191.0 ... 0 \n",
"3 -36.4 4.857 5191.0 ... 0 \n",
"4 -36.4 4.857 5191.0 ... 0 \n",
"... ... ... ... ... ... \n",
"41183 -50.8 1.028 4963.6 ... 1 \n",
"41184 -50.8 1.028 4963.6 ... 1 \n",
"41185 -50.8 1.028 4963.6 ... 1 \n",
"41186 -50.8 1.028 4963.6 ... 1 \n",
"41187 -50.8 1.028 4963.6 ... 1 \n",
"\n",
" day_of_week_mon day_of_week_thu day_of_week_tue day_of_week_wed \\\n",
"0 1 0 0 0 \n",
"1 1 0 0 0 \n",
"2 1 0 0 0 \n",
"3 1 0 0 0 \n",
"4 1 0 0 0 \n",
"... ... ... ... ... \n",
"41183 0 0 0 0 \n",
"41184 0 0 0 0 \n",
"41185 0 0 0 0 \n",
"41186 0 0 0 0 \n",
"41187 0 0 0 0 \n",
"\n",
" poutcome_failure poutcome_nonexistent poutcome_success \\\n",
"0 0 1 0 \n",
"1 0 1 0 \n",
"2 0 1 0 \n",
"3 0 1 0 \n",
"4 0 1 0 \n",
"... ... ... ... \n",
"41183 0 1 0 \n",
"41184 0 1 0 \n",
"41185 0 1 0 \n",
"41186 0 1 0 \n",
"41187 1 0 0 \n",
"\n",
" subscribed_no subscribed_yes \n",
"0 1 0 \n",
"1 1 0 \n",
"2 1 0 \n",
"3 1 0 \n",
"4 1 0 \n",
"... ... ... \n",
"41183 0 1 \n",
"41184 1 0 \n",
"41185 1 0 \n",
"41186 0 1 \n",
"41187 1 0 \n",
"\n",
"[41188 rows x 65 columns]"
]
},
"execution_count": 193,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X"
]
},
{
"cell_type": "code",
"execution_count": 194,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.preprocessing import StandardScaler"
]
},
{
"cell_type": "code",
"execution_count": 195,
"metadata": {},
"outputs": [],
"source": [
"scaler = StandardScaler()"
]
},
{
"cell_type": "code",
"execution_count": 196,
"metadata": {},
"outputs": [],
"source": [
"scaled_X = scaler.fit_transform(X)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Creating and Fitting a KMeans Model\n",
"\n",
"Note of our method choices here:\n",
"\n",
"* fit(X[, y, sample_weight])\n",
" * Compute k-means clustering.\n",
"\n",
"* fit_predict(X[, y, sample_weight])\n",
" * Compute cluster centers and predict cluster index for each sample.\n",
"\n",
"* fit_transform(X[, y, sample_weight])\n",
" * Compute clustering and transform X to cluster-distance space.\n",
"\n",
"* predict(X[, sample_weight])\n",
" * Predict the closest cluster each sample in X belongs to."
]
},
{
"cell_type": "code",
"execution_count": 197,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.cluster import KMeans"
]
},
{
"cell_type": "code",
"execution_count": 198,
"metadata": {},
"outputs": [],
"source": [
"model = KMeans(n_clusters=2)"
]
},
{
"cell_type": "code",
"execution_count": 199,
"metadata": {},
"outputs": [],
"source": [
"# Make sure to watch video to understand this line and fit() vs transform()\n",
"cluster_labels = model.fit_predict(scaled_X)"
]
},
{
"cell_type": "code",
"execution_count": 200,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([0, 0, 0, ..., 1, 1, 1])"
]
},
"execution_count": 200,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# IMPORTANT NOTE: YOUR 0s and 1s may be opposite of ours,\n",
"# makes sense, the number values are not significant!\n",
"cluster_labels"
]
},
{
"cell_type": "code",
"execution_count": 201,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"41188"
]
},
"execution_count": 201,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(scaled_X)"
]
},
{
"cell_type": "code",
"execution_count": 202,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"41188"
]
},
"execution_count": 202,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(cluster_labels)"
]
},
{
"cell_type": "code",
"execution_count": 203,
"metadata": {},
"outputs": [],
"source": [
"X['Cluster'] = cluster_labels"
]
},
{
"cell_type": "code",
"execution_count": 204,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:>"
]
},
"execution_count": 204,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.heatmap(X.corr())"
]
},
{
"cell_type": "code",
"execution_count": 205,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"age -0.019767\n",
"duration 0.039581\n",
"campaign -0.129103\n",
"pdays -0.267714\n",
"previous 0.478493\n",
" ... \n",
"poutcome_nonexistent -0.544406\n",
"poutcome_success 0.254406\n",
"subscribed_no -0.294472\n",
"subscribed_yes 0.294472\n",
"Cluster 1.000000\n",
"Name: Cluster, Length: 66, dtype: float64"
]
},
"execution_count": 205,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X.corr()['Cluster']"
]
},
{
"cell_type": "code",
"execution_count": 206,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:>"
]
},
"execution_count": 206,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 2400x1200 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12,6),dpi=200)\n",
"X.corr()['Cluster'].iloc[:-1].sort_values().plot(kind='bar')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Choosing K Value"
]
},
{
"cell_type": "code",
"execution_count": 207,
"metadata": {},
"outputs": [],
"source": [
"ssd = []\n",
"\n",
"for k in range(2,10):\n",
" \n",
" model = KMeans(n_clusters=k)\n",
" \n",
" \n",
" model.fit(scaled_X)\n",
" \n",
" #Sum of squared distances of samples to their closest cluster center.\n",
" ssd.append(model.inertia_)"
]
},
{
"cell_type": "code",
"execution_count": 212,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, ' Sum of Squared Distances')"
]
},
"execution_count": 212,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(range(2,10),ssd,'o--')\n",
"plt.xlabel(\"K Value\")\n",
"plt.ylabel(\" Sum of Squared Distances\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Analyzing SSE Reduction"
]
},
{
"cell_type": "code",
"execution_count": 213,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[2469792.4095956706,\n",
" 2370787.709348152,\n",
" 2271502.7007717513,\n",
" 2221128.900236805,\n",
" 2145067.141554143,\n",
" 2132468.751266735,\n",
" 2039460.8832193925,\n",
" 2005692.7454239195]"
]
},
"execution_count": 213,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ssd"
]
},
{
"cell_type": "code",
"execution_count": 217,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0 NaN\n",
"1 -99004.700248\n",
"2 -99285.008576\n",
"3 -50373.800535\n",
"4 -76061.758683\n",
"5 -12598.390287\n",
"6 -93007.868047\n",
"7 -33768.137795\n",
"dtype: float64"
]
},
"execution_count": 217,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Change in SSD from previous K value!\n",
"pd.Series(ssd).diff()"
]
},
{
"cell_type": "code",
"execution_count": 230,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:>"
]
},
"execution_count": 230,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"pd.Series(ssd).diff().plot(kind='bar')"
]
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.5"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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