"
],
"text/plain": [
" company_id seniority salary dept\n",
"0 7 28 89000.0 0\n",
"1 7 20 183000.0 4\n",
"2 4 14 101000.0 4\n",
"3 7 20 115000.0 0\n",
"4 2 23 276000.0 1"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Label encoder\n",
"le = LabelEncoder()\n",
"train_x = subset[['company_id', 'seniority', 'salary']]\n",
"train_x['dept'] = le.fit_transform(subset['dept'])\n",
"train_y = subset['quit'].values\n",
"\n",
"train_x.head()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Build decision tree\n",
"clf = DecisionTreeClassifier(max_depth=3, min_samples_leaf=30, random_state=42)\n",
"clf = clf.fit(X=train_x, y=train_y)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/svg+xml": [
"\n",
"\n",
"\n",
"\n",
"\n"
],
"text/plain": [
""
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Visualization\n",
"features = list(train_x.columns)\n",
"targets = ['Not quit', 'Quit']\n",
"dot_data = tree.export_graphviz(clf, out_file=None, feature_names=features, class_names=targets, \n",
" filled=True, rounded=True, special_characters=True, ) \n",
"graph = graphviz.Source(dot_data)\n",
"graph"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"salary | 0.97439\n",
"seniority | 0.02561\n",
"company_id | 0.00000\n",
"dept | 0.00000\n"
]
}
],
"source": [
"# Feature importance\n",
"importance = sorted(zip(features, clf.feature_importances_), key=lambda x:x[1], reverse=True)\n",
"for feature, val in importance:\n",
" print('{0:10s} | {1:.5f}'.format(feature, val))"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
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zb8LVVGV3GhEREZFOE67CcyEwOLjbbCyBzYJmHdBmFnBF8OMLgE+swImus4CLgjvS5gOD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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Visualization\n",
"hist_kws={'histtype': 'bar', 'edgecolor':'black', 'alpha': 0.2}\n",
"fig, ax = plt.subplots(figsize=(15, 7))\n",
"sns.distplot(subset[subset['quit']==0]['salary'], \n",
" label='Not Quit', ax=ax, hist_kws=hist_kws)\n",
"sns.distplot(subset[subset['quit']==1]['salary'], \n",
" label='Quit', ax=ax, hist_kws=hist_kws)\n",
"ax.set_xlabel('Salary', fontsize=12)\n",
"ax.set_ylabel('PDF', fontsize=12)\n",
"ax.legend()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Other Factors"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"1. Given how important is salary, I would definitely love to have as a variable the salary the employee who quit was offered in the next job. Otherwise, things like: promotions or raises received during the employee tenure would be interesting.\n",
"\n",
"2. The major findings are that employees quit at year anniversaries or at the beginning of the year. Both cases make sense. Even if you don’t like your current job, you often stay for 1 yr before quitting + you often get stocks after 1 yr so it makes sense to wait. Also, the beginning of the year is well known to be the best time to change job: companies are hiring more and you often want to stay until end of Dec to get the calendar year bonus.\n",
"\n",
"3. Employees with low and high salaries are less likely to quit. Probably because employees with high salaries are happy there and employees with low salaries are not that marketable, so they have a hard time finding a new job."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"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": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}