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Created April 19, 2018 05:09
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h1>Exploring IBM HR data using Python</h1>\n",
"<h2>Intro</h2>\n",
"<p>This tutorial series explores the IBM HR data set. This data is typically used to demonstrate the ability of various machine learning algorithms applied to HR data.</p>\n",
"<p>In this series, I'll use it to demonstrate the awesome power Python can bring to HR data</p>\n",
"<p><b>Sections</b></p>\n",
"<ul>\n",
" <li>Statistics</li>\n",
" <li>Matplotlib</li>\n",
" <li>Pandas</li>\n",
" <li><font color='#1569C7'>Seaborn</font></li>\n",
" <li>Plotly</li>\n",
" <li>Findings</li>\n",
" </ul>"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"__author__ = \"adam\"\n",
"__version__ = \"1.0.0\"\n",
"__maintainer__ = \"adam\"\n",
"__email__ = \"adam@datapluspeople.com\""
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# imports \n",
"import numpy as np\n",
"import pandas as pd\n",
"\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# if continuing on from the previous section, read the data from saved file\n",
"\n",
"# empl_data = pd.read_excel(\"WA_Fn-UseC_-HR-Employee-Attrition.xlsx\")"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"# read the data directly from IBM Watson Analytics\n",
"# using pandas read excel file into dataframe\n",
"url = \"https://community.watsonanalytics.com/wp-content/uploads/2015/03/WA_Fn-UseC_-HR-Employee-Attrition.xlsx\"\n",
"empl_data = pd.read_excel(url)\n",
"\n",
"# save data for later\n",
"# empl_data.to_excel(\"WA_Fn-UseC_-HR-Employee-Attrition.xlsx\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h3>seaborn</h3>\n",
"<p>In this section, we'll continue with visualizations using the seaborn library.</p>\n",
"<p>Seaborn aims to use sensible defaults for style and color choices. As with pandas .plot methods, Seaborn is an extension to Matplotlib, which is where the plotting happens. Seaborn helps to make this easier and more effective.</p>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<p>We'll begin on our analysis in this section looking at Education.</p>"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<BarContainer object of 5 artists>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# matplotlib.pyplot\n",
"\n",
"# explicitly view default of matplotlib\n",
"plt.style.use('default') \n",
"\n",
"# plot Education count\n",
"plt.bar(sorted(empl_data['Education'].unique()),empl_data.groupby('Education')['EmployeeCount'].count())"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1a2a36c02e8>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# seaborn\n",
"\n",
"# explicitly view default of seaborn\n",
"sns.set()\n",
"\n",
"# plot Education count\n",
"sns.countplot(empl_data['Education'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<p>Seaborn provides sensible defaults that improve the readability of the visualizations.</p>"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Education\n",
"1 170\n",
"2 282\n",
"3 572\n",
"4 398\n",
"5 48\n",
"Name: EmployeeCount, dtype: int64"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"empl_data.groupby('Education')['EmployeeCount'].count()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[1, 2, 3, 4, 5]"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sorted(empl_data['Education'].unique())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Education appears to encode the values, we'll take a guess at what these values represent and store in a dictionary."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"ed_level_desc = {1: 'GED', 2: 'High School Diploma', 3: 'Bachelors Degree', 4: 'Masters Degree', 5: 'PhD'}"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Bachelors Degree 572\n",
"Masters Degree 398\n",
"High School Diploma 282\n",
"GED 170\n",
"PhD 48\n",
"Name: Education, dtype: int64"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ed_ranking = empl_data['Education'].value_counts()\n",
"ed_ranking.rename(index=ed_level_desc)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Bachelors Degree 39.0\n",
"Masters Degree 27.0\n",
"High School Diploma 19.0\n",
"GED 12.0\n",
"PhD 3.0\n",
"Name: Education, dtype: float64"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# one more time, as percentages\n",
"ed_ranking = round(empl_data['Education'].value_counts(normalize=True)*100,0)\n",
"ed_ranking.rename(index=ed_level_desc)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Just 3% of the employees in this dataset have a PhD (*with the assumption a '5' in Education translates to 'PhD')"
]
},
{
"cell_type": "code",
"execution_count": 12,
"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>JobLevel</th>\n",
" <th>1</th>\n",
" <th>2</th>\n",
" <th>3</th>\n",
" <th>4</th>\n",
" <th>5</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Education</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>89</td>\n",
" <td>47</td>\n",
" <td>20</td>\n",
" <td>8</td>\n",
" <td>6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>94</td>\n",
" <td>125</td>\n",
" <td>33</td>\n",
" <td>17</td>\n",
" <td>13</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>231</td>\n",
" <td>171</td>\n",
" <td>98</td>\n",
" <td>44</td>\n",
" <td>28</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>121</td>\n",
" <td>171</td>\n",
" <td>58</td>\n",
" <td>28</td>\n",
" <td>20</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>8</td>\n",
" <td>20</td>\n",
" <td>9</td>\n",
" <td>9</td>\n",
" <td>2</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
"JobLevel 1 2 3 4 5\n",
"Education \n",
"1 89 47 20 8 6\n",
"2 94 125 33 17 13\n",
"3 231 171 98 44 28\n",
"4 121 171 58 28 20\n",
"5 8 20 9 9 2"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# explore education against Job Level\n",
"ed_job = empl_data.pivot_table(values='Age',index='Education', columns='JobLevel', aggfunc='count')\n",
"ed_job"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<p>Now we've calculated enough data that it takes us as humans time and effort to process this 5x5 grid. Let's visualize this data using Seaborn to help us understand this easier.</p>"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1a2a38ba940>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.heatmap(ed_job)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In this colormap, darker colors represent lower values and lighter colors higher values. The near white square contains the highest value. We can improve and customize this further to our liking."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1a2a3cb5a90>"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 900x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(9,4))\n",
"\n",
"# add annotations, border, and change colormap\n",
"sns.heatmap(ed_job, annot=True, linewidth=0.4, fmt='d', cmap='YlOrRd')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The greatest number of associates (231) have an education level of 3 and job level of 1. The concentration of education and job level is easily identified as well."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1a2a3cc8588>"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 900x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# by Job Role\n",
"plt.figure(figsize=(9,4))\n",
"role_ed_xtab = pd.crosstab(empl_data['JobRole'], empl_data['Education'], normalize='index')\n",
"sns.heatmap(role_ed_xtab, annot=True, fmt='0.0%', cmap='YlOrRd')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<p>While we clearly see that level 3 education is the dominant education across all job roles, there are some insights from this figure.</p>\n",
"<ul>\n",
" <li>Heathceare Representatives and Sales Executives have the highest frequencies of level 4 education.</li>\n",
" <li>Sales Representatives skew lowest on the scale. The highest concentration of level 1, and 0% at level 5.</li>\n",
" </ul>\n",
" \n",
"<p>Finally, we'll look at what the employees studied, by Job Role.</p>"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1a2a3e79550>"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 900x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(9,4))\n",
"# let's try blue\n",
"role_field_xtab = pd.crosstab(empl_data['JobRole'], empl_data['EducationField'], normalize='index')\n",
"sns.heatmap(role_field_xtab, annot=True, fmt='0.0%', cmap='Blues')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<ul>\n",
" <li>Much like Education level, there is a dominant education field - Life Sciences. </li>\n",
" <li>Those who studied HR landed in HR.</li>\n",
" <li>Marketing majors landed in Sales roles.</li>\n",
" </ul>"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1a2a3e61c88>"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# does education level determine hourly rate?\n",
"\n",
"sns.boxplot(x='Education', y='HourlyRate', data=empl_data)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Possibly - but from this does not appear significantly, and only due to level 5 having a higher median - the other 4 levels appear similar."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x1a2a3e1fd30>"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# include gender\n",
"\n",
"# default Seaborn styling\n",
"sns.set_style('darkgrid')\n",
"\n",
"sns.boxplot(x='Education', y='HourlyRate', data=empl_data, hue='Gender')\n",
"plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.0)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Seaborn's sensible defaults make visualizing data easier. The plots generated so far are aesthetically pleasing, but barplots and boxplots are available by default from Matplotlib. Like heatmaps, Seaborn also constructs more advanced plots that are still sent to Matplotlib for plotting, but Seaborn does the heavy lifting for us."
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x1a2a36c01d0>"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# stripplot\n",
"sns.stripplot(x='Education', y='HourlyRate', data=empl_data, jitter=True, hue='Gender', dodge=True)\n",
"plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.0)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1a2a3575e48>"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# violinplots\n",
"sns.violinplot(x='Education', y='HourlyRate', data=empl_data)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1a2a40407b8>"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# swarmplots\n",
"sns.swarmplot(x='Education', y='HourlyRate', data=empl_data)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Finally PairPlots - a great, but computationally expensive operation, that shows you all of your data..."
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.PairGrid at 0x1a2a40b2f98>"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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