From 4cbc79a6d16b3ca07834516c152737f171b508bd Mon Sep 17 00:00:00 2001 From: Priyanshu Yashwant Deshmukh <69320370+priyansh4320@users.noreply.github.com> Date: Sun, 13 Aug 2023 10:16:39 +0000 Subject: [PATCH 1/2] made changes in learner.ipynb import, x_train variable --- .../Learner_Notebook3.ipynb | 5320 +++++++ .../README.md | 40 + .../employee_data.csv | 11583 ++++++++++++++++ .../partition-feature-space.png | Bin 0 -> 60217 bytes .../showcase _on_streamlit/app.py | 0 5 files changed, 16943 insertions(+) create mode 100644 Predict_Employee_Turnover_with_scikitlearn/Learner_Notebook3.ipynb create mode 100644 Predict_Employee_Turnover_with_scikitlearn/README.md create mode 100644 Predict_Employee_Turnover_with_scikitlearn/employee_data.csv create mode 100644 Predict_Employee_Turnover_with_scikitlearn/partition-feature-space.png create mode 100644 Predict_Employee_Turnover_with_scikitlearn/showcase _on_streamlit/app.py diff --git a/Predict_Employee_Turnover_with_scikitlearn/Learner_Notebook3.ipynb b/Predict_Employee_Turnover_with_scikitlearn/Learner_Notebook3.ipynb new file mode 100644 index 0000000..a54d8da --- /dev/null +++ b/Predict_Employee_Turnover_with_scikitlearn/Learner_Notebook3.ipynb @@ -0,0 +1,5320 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "

Predict Employee Churn with Decision Trees and Random Forests

" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + " " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Task 1: Import Libraries\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "!pip install pandas_profiling" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from __future__ import print_function\n", + "%matplotlib inline\n", + "import os\n", + "import warnings\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib.image as image\n", + "import pandas as pd\n", + "import pandas_profiling\n", + "plt.style.use(\"ggplot\")\n", + "warnings.simplefilter(\"ignore\")" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "plt.rcParams['figure.figsize'] = (12,8)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + " " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Task 2: Exploratory Data Analysis\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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satisfaction_levellast_evaluationnumber_projectaverage_montly_hourstime_spend_companyWork_accidentquitpromotion_last_5yearsdepartmentsalary
00.380.5321573010saleslow
10.800.8652626010salesmedium
20.110.8872724010salesmedium
30.720.8752235010saleslow
40.370.5221593010saleslow
\n", + "
" + ], + "text/plain": [ + " satisfaction_level last_evaluation number_project average_montly_hours \\\n", + "0 0.38 0.53 2 157 \n", + "1 0.80 0.86 5 262 \n", + "2 0.11 0.88 7 272 \n", + "3 0.72 0.87 5 223 \n", + "4 0.37 0.52 2 159 \n", + "\n", + " time_spend_company Work_accident quit promotion_last_5years department \\\n", + "0 3 0 1 0 sales \n", + "1 6 0 1 0 sales \n", + "2 4 0 1 0 sales \n", + "3 5 0 1 0 sales \n", + "4 3 0 1 0 sales \n", + "\n", + " salary \n", + "0 low \n", + "1 medium \n", + "2 medium \n", + "3 low \n", + "4 low " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "hr=pd.read_csv('data/employee_data.csv')\n", + "hr.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "hr.profile_report(title=\"DATA REPORT\")" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "pd.crosstab(hr.salary,hr.quit).plot(kind='bar')\n", + "plt.title(\"Turnover Frequency on salary Bracket\")\n", + "plt.xlabel('Salary')\n", + "plt.ylabel('Frequency of turnover')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "pd.crosstab(hr.department,hr.quit).plot(kind='bar')\n", + "plt.title(\"Turnover Frequency on department\")\n", + "plt.xlabel('Department')\n", + "plt.ylabel('Frequency of turnover')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + " " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Task 3: Encode Categorical Features\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "cat_vars=['department','salary']\n", + "for i in cat_vars:\n", + " cat_list=pd.get_dummies(hr[i], prefix=i)\n", + " hr=hr.join(cat_list)\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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satisfaction_levellast_evaluationnumber_projectaverage_montly_hourstime_spend_companyWork_accidentquitpromotion_last_5yearsdepartmentsalary...department_hrdepartment_managementdepartment_marketingdepartment_product_mngdepartment_salesdepartment_supportdepartment_technicalsalary_highsalary_lowsalary_medium
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\n", + "
" + ], + "text/plain": [ + " satisfaction_level last_evaluation number_project average_montly_hours \\\n", + "0 0.38 0.53 2 157 \n", + "1 0.80 0.86 5 262 \n", + "2 0.11 0.88 7 272 \n", + "3 0.72 0.87 5 223 \n", + "4 0.37 0.52 2 159 \n", + "\n", + " time_spend_company Work_accident quit promotion_last_5years department \\\n", + "0 3 0 1 0 sales \n", + "1 6 0 1 0 sales \n", + "2 4 0 1 0 sales \n", + "3 5 0 1 0 sales \n", + "4 3 0 1 0 sales \n", + "\n", + " salary ... department_hr department_management department_marketing \\\n", + "0 low ... 0 0 0 \n", + "1 medium ... 0 0 0 \n", + "2 medium ... 0 0 0 \n", + "3 low ... 0 0 0 \n", + "4 low ... 0 0 0 \n", + "\n", + " department_product_mng department_sales department_support \\\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", + " department_technical salary_high salary_low salary_medium \n", + "0 0 0 1 0 \n", + "1 0 0 0 1 \n", + "2 0 0 0 1 \n", + "3 0 0 1 0 \n", + "4 0 0 1 0 \n", + "\n", + "[5 rows x 23 columns]" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "hr.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "hr.drop(columns=['department','salary'],axis=1,inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + " " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Task 4: Visualize Class Imbalance\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "from yellowbrick.target import ClassBalance\n", + "plt.style.use(\"ggplot\")\n", + "plt.rcParams['figure.figsize'] = (12,8)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "visualizer=ClassBalance(labels=['stayed','quit']).fit(hr.quit)\n", + "visualizer.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Task 5: Create Training and Test Sets\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "x=hr.loc[:,hr.columns !='quit']\n", + "y=hr.quit" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.model_selection import train_test_split\n", + "x_train,x_test,y_train,y_test=train_test_split(x,y,random_state=0,test_size=0.2,stratify=y)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "x_train.isnull().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "x_train[\"promotion_last_5years\"] = x_train[\"promotion_last_5years\"].fillna(np.mean(x_train[\"promotion_last_5years\"]))\n", + "x_train[\"promotion_last_5years\"].isnull().sum()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + " " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Task 6 & 7: Build an Interactive Decision Tree Classifier\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Supervised learning: \n", + "- The inputs are random variables $X = X_1, ..., X_p$;\n", + "- The output is a random variable $Y.$" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- Data is a finite set $$\\mathbb{L}=\\{(x_i,y_i)|i=0, ..., N-1\\}$$\n", + "where $x_i \\in X = X_1 \\times ... \\times X_p$ and $y_i \\in y$ are randomly drawn from $P_{X,Y}.$\n", + "\n", + "E.g., $(x_i,y_i)=((\\text{salary = low, department = sales, ...}),\\text{quit = 1})$\n", + "\n", + "- The goal is to find a model $\\varphi_\\mathbb{L}: X \\mapsto y$ minimizing $$\\text{Err}(\\varphi_\\mathbb{L}) = \\mathbb{E}_{X,Y}\\{L(Y, \\varphi_\\mathbb{L}(X))\\}.$$" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "About:\n", + " \n", + " - Decision trees are non-parametric models which can model arbitrarily complex relations between inputs and outputs, without any a priori assumption\n", + " \n", + "- Decision trees handle numeric and categorical variables\n", + "\n", + "- They implement feature selection, making them robust to noisy features (to an extent)\n", + "\n", + "- Robust to outliers or errors in labels\n", + "\n", + "- Easily interpretable by even non-ML practioners." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Decision trees: partitioning the feature space:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![partition](assets/images/partition-feature-space.png)\n", + "\n", + "- Decision trees generally have low bias but have high variance.\n", + "- We will solve the high variance problem in Task 8." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn import tree\n", + "from sklearn.tree import DecisionTreeClassifier\n", + "from sklearn.ensemble import RandomForestClassifier\n", + "from sklearn.metrics import accuracy_score\n", + "from sklearn.tree import export_graphviz # display the tree within a Jupyter notebook\n", + "from IPython.display import SVG\n", + "from graphviz import Source\n", + "from IPython.display import display\n", + "from ipywidgets import interactive, IntSlider, FloatSlider, interact\n", + "import ipywidgets\n", + "from IPython.display import Image\n", + "from subprocess import call\n", + "import matplotlib.image as mpimg" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "c4b4072a91884d31ae03ccf56ddf3b46", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "interactive(children=(Dropdown(description='crit', options=('gini', 'entropy'), value='gini'), Dropdown(descri…" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "@interact\n", + "def plot_tree(crit=['gini','entropy'],\n", + " split=['best','random'],\n", + " depth=IntSlider(min=1,max=30,value=2, continuous_update=False),\n", + " min_split=IntSlider(min=2,max=5,value=2, continuous_update=False),\n", + " min_leaf=IntSlider(min=1,max=5,value=1, continuous_update=False)):\n", + " estimator=DecisionTreeClassifier(random_state=0,\n", + " criterion=crit,\n", + " splitter=split,\n", + " max_depth=depth,\n", + " min_samples_split=min_split,\n", + " min_samples_leaf=min_leaf)\n", + " estimator.fit(x_train,y_train)\n", + " print('Decision Tree Training Accuracy: {:.3f}'.format(accuracy_score(y_train,estimator.predict(x_train))))\n", + " print('Decision Tree Testing Accuracy: {:.3f}'.format(accuracy_score(y_test,estimator.predict(x_test))))\n", + " \n", + " graph=Source(tree.export_graphviz(estimator,out_file=None,\n", + " feature_names=x_train.columns,\n", + " class_names=['stayed','guit'],\n", + " filled=True))\n", + " display(Image(data=graph.pipe(format='png')))\n", + " return estimator" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Task 8: Build an Interactive Random Forest Classifier\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Although randomization increases bias, it is possible to get a reduction in variance of the ensemble. Random forests are one of the most robust machine learning algorithms for a variety of problems.\n", + "\n", + "- Randomization and averaging lead to a reduction in variance and improve accuracy\n", + "- The implementations are parallelizable\n", + "- Memory consumption and training time can be reduced by bootstrapping\n", + "- Sampling features and not solely sampling examples is crucial to improving accuracy" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "e3b19cdc20a741e4ac63e248d0918878", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "interactive(children=(Dropdown(description='crit', options=('gini', 'entropy'), value='gini'), Dropdown(descri…" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "@interact\n", + "def plot_tree_rf(crit=['gini','entropy'],\n", + " bootstrap=['True','False'],\n", + " depth=IntSlider(min=1,max=30,value=3, continuous_update=False),\n", + " forests=IntSlider(min=1,max=200,value=100,continuous_update=False),\n", + " min_split=IntSlider(min=2,max=5,value=2, continuous_update=False),\n", + " min_leaf=IntSlider(min=1,max=5,value=1, continuous_update=False)):\n", + " \n", + " estimator=RandomForestClassifier(random_state=1,\n", + " criterion=crit,\n", + " bootstrap=bootstrap,\n", + " n_estimators=forests,\n", + " max_depth=depth,\n", + " min_samples_split=min_split,\n", + " min_samples_leaf=min_leaf,\n", + " n_jobs=-1,\n", + " verbose=False)\n", + " estimator.fit(x_train,y_train)\n", + " \n", + " print('Random Forests Training Accuracy: {:.3f}'.format(accuracy_score(y_train,estimator.predict(x_train))))\n", + " print('Random Forests Testing Accuracy: {:.3f}'.format(accuracy_score(y_test,estimator.predict(x_test))))\n", + " num_tree = estimator.estimators_[0]\n", + " print('\\visualizing Tree: ', 0)\n", + " graph=Source(tree.export_graphviz(num_tree,\n", + " out_file=None,\n", + " feature_names=x_train.columns,\n", + " class_names=['stayed','guit'],\n", + " filled=True))\n", + " display(Image(data=graph.pipe(format='png')))\n", + " return estimator\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + " " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Task 9: Feature Importance and Evaluation Metrics\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [], + "source": [ + "from yellowbrick.model_selection import FeatureImportances\n", + "plt.rcParams['figure.figsize'] = (12,8)\n", + "plt.style.use(\"ggplot\")" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "rf=RandomForestClassifier(bootstrap='True', class_weight=None, criterion='gini',\n", + " max_depth=5, max_features='auto', max_leaf_nodes=None,\n", + " min_impurity_decrease=0.0, min_impurity_split=None,\n", + " min_samples_leaf=1, min_samples_split=2,\n", + " min_weight_fraction_leaf=0.0, n_estimators=100, n_jobs=-1,\n", + " oob_score=False, random_state=1, verbose=False,\n", + " warm_start=False)\n", + "\n", + "\n", + "viz=FeatureImportances(rf)\n", + "viz.fit(x_train,y_train)\n", + "viz.show();" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dt=DecisionTreeClassifier(class_weight=None, criterion='gini', max_depth=3,\n", + " max_features=None, max_leaf_nodes=None,\n", + " min_impurity_decrease=0.0, min_impurity_split=None,\n", + " min_samples_leaf=1, min_samples_split=2,\n", + " min_weight_fraction_leaf=0.0, presort=False, random_state=0,\n", + " splitter='best')\n", + "viz=FeatureImportances(dt)\n", + "viz.fit(x_train,y_train)\n", + "viz.show();" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from yellowbrick.classifier import ROCAUC\n", + "\n", + "visualizer=ROCAUC(rf,classes=['stayed','quit'])\n", + "visualizer.fit(x_train,y_train)\n", + "visualizer.score(x_test,y_test)\n", + "visualizer.poof()" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from yellowbrick.classifier import ROCAUC\n", + "\n", + "visualizer=ROCAUC(dt,classes=['stayed','quit'])\n", + "visualizer.fit(x_train,y_train)\n", + "visualizer.score(x_test,y_test)\n", + "visualizer.poof()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "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": "3.7.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Predict_Employee_Turnover_with_scikitlearn/README.md b/Predict_Employee_Turnover_with_scikitlearn/README.md new file mode 100644 index 0000000..be5ce8d --- /dev/null +++ b/Predict_Employee_Turnover_with_scikitlearn/README.md @@ -0,0 +1,40 @@ +# Predict-Employee-Turnover-with-scikit-learn + +##### project on Predict Employee Churn with Decision Trees and Random Forests is divided into the following tasks: +### Task 1:Import Libraries + Imported essential modules and helper functions from NumPy, Matplotlib, and scikit-learn. + +### Task 2: Exploratory Data Analysis + Loaded the employee dataset using pandas + Explored the data visually by graphing various features against the target with Matplotlib. + +### Task 3: Encode Categorical Features + The dataset contains two categorical variables: Department and Salary. + Created dummy encoded variables for both categorical variables. + +### Task 4: Visualize Class Imbalance + Used Yellowbrick's Class Balance visualizer and created a frequency plot of both classes. + The presence or absence of a class balance problem informed sampling strategory + while creating training and validation sets. + +### Task 5: Create Training and Validation Sets + Split the data into a 80/20 training/validation split. + Used a stratified sampling strategy + +### Tasks 6 & 7: Build a Decision Tree Classifier with Interactive Controls + Used the interact function to automatically create UI controls for function arguments. + Build and trained a decision tree classifier with scikit-learn. + Calculated the training and validation accuracies. + Displayed the fitted decision tree graphically. + +### Task 8: Build a Random Forest Classifier with Interactive Controls + Used the interact function again to automatically create UI controls for function arguments. + To overcome the variance problem associated with decision trees, build and trained a random + forests classifier with scikit-learn. + Calculated the training and validation accuracies. + Displayed a fitted tree graphically. + +### Task 9: Feature Importance Plots and Evaluation Metrics + Many model forms describe the underlying impact of features relative to each other. + Decision Tree models and Random Forest in scikit-learn, feature_importances_ attribute when fitted. + Utilized this attribute to rank and plot the features. diff --git a/Predict_Employee_Turnover_with_scikitlearn/employee_data.csv b/Predict_Employee_Turnover_with_scikitlearn/employee_data.csv new file mode 100644 index 0000000..96f00af --- /dev/null +++ b/Predict_Employee_Turnover_with_scikitlearn/employee_data.csv @@ -0,0 +1,11583 @@ +satisfaction_level,last_evaluation,number_project,average_montly_hours,time_spend_company,Work_accident,quit,promotion_last_5years,department,salary +0.38,0.53,2,157,3,0,1,0,sales,low +0.8,0.86,5,262,6,0,1,0,sales,medium +0.11,0.88,7,272,4,0,1,0,sales,medium +0.72,0.87,5,223,5,0,1,0,sales,low +0.37,0.52,2,159,3,0,1,0,sales,low +0.41,0.5,2,153,3,0,1,0,sales,low +0.1,0.77,6,247,4,0,1,0,sales,low +0.92,0.85,5,259,5,0,1,0,sales,low 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zleaW>c#r`BU>Wkh$g(z43lQjNbD_t8^7rw8n2F;2jW%;p=}`ugYi3@dMYx#Z&quLo z<=A6|Uc<>xXqS!XXjSfnA(On5>+$S6Z`&JGR8$z3nS&;rb*AfH9VDlKVbybEv){Wc zP@p6|=(>;u&i%yBzH|3DeduH|9=o{Z1SiA@G>w_x@FdFV?Rvpa49`?O%6-Dgjf0Hk^OLfIw|A z>>!YEK2M#Oh(<(6=v6RSM7qzjcd@y-8TX;K8w=zo@vYTHQA Date: Sun, 13 Aug 2023 18:03:56 +0000 Subject: [PATCH 2/2] new commit --- .../Learner_Notebook3.ipynb | 5292 ------- .../README.md | 40 - .../employee_data.csv | 11583 ---------------- .../partition-feature-space.png | Bin 60217 -> 0 bytes .../showcase _on_streamlit/app.py | 2 + 5 files changed, 2 insertions(+), 16915 deletions(-) delete mode 100644 Predict Employee Turnover with scikitlearn/Learner_Notebook3.ipynb delete mode 100644 Predict Employee Turnover with scikitlearn/README.md delete mode 100644 Predict Employee Turnover with scikitlearn/employee_data.csv delete mode 100644 Predict Employee Turnover with scikitlearn/partition-feature-space.png diff --git a/Predict Employee Turnover with scikitlearn/Learner_Notebook3.ipynb b/Predict Employee Turnover with scikitlearn/Learner_Notebook3.ipynb deleted file mode 100644 index 9c21bde..0000000 --- a/Predict Employee Turnover with scikitlearn/Learner_Notebook3.ipynb +++ /dev/null @@ -1,5292 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\n", - "

Predict Employee Churn with Decision Trees and Random Forests

" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - " " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Task 1: Import Libraries\n", - "---" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "from __future__ import print_function\n", - "%matplotlib inline\n", - "import os\n", - "import warnings\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "import matplotlib.image as image\n", - "import pandas as pd\n", - "import pandas_profiling\n", - "plt.style.use(\"ggplot\")\n", - "warnings.simplefilter(\"ignore\")" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "plt.rcParams['figure.figsize'] = (12,8)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - " " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Task 2: Exploratory Data Analysis\n", - "---" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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satisfaction_levellast_evaluationnumber_projectaverage_montly_hourstime_spend_companyWork_accidentquitpromotion_last_5yearsdepartmentsalary
00.380.5321573010saleslow
10.800.8652626010salesmedium
20.110.8872724010salesmedium
30.720.8752235010saleslow
40.370.5221593010saleslow
\n", - "
" - ], - "text/plain": [ - " satisfaction_level last_evaluation number_project average_montly_hours \\\n", - "0 0.38 0.53 2 157 \n", - "1 0.80 0.86 5 262 \n", - "2 0.11 0.88 7 272 \n", - "3 0.72 0.87 5 223 \n", - "4 0.37 0.52 2 159 \n", - "\n", - " time_spend_company Work_accident quit promotion_last_5years department \\\n", - "0 3 0 1 0 sales \n", - "1 6 0 1 0 sales \n", - "2 4 0 1 0 sales \n", - "3 5 0 1 0 sales \n", - "4 3 0 1 0 sales \n", - "\n", - " salary \n", - "0 low \n", - "1 medium \n", - "2 medium \n", - "3 low \n", - "4 low " - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "hr=pd.read_csv('data/employee_data.csv')\n", - "hr.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "\n", - " \n", - " " - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "hr.profile_report(title=\"DATA REPORT\")" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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+97/PokWLeMc73kFVVZO2bwO4JEmSpqzJbjua8dmvTrjO9ddfT13XnHTSSdx0000cf/zxfOITn5i0GmxBkSRJkjpcf/31zJkzB4AtttiCP/7xj9x7772Ttn8DuCRJktThjjvuYL311vvb/fXXX58//elPk7Z/A7gkSZLUYfXVH9ylPTIywtDQhFeY737/k7an5YiIpwDnA79sF/0Y+HfgNGB94LfA3My8LyL2BQ4HZgEnZuYpETEDOBnYFhhq172p13VLkiRpenrkIx/JnXfe+bf7d911FxtssMGk7b/ECPg6wJczc9f2z5uBY4BTM/PpwHxgbkTMBo4F9gDmAIdHxDrAAcDSzJwDHA0cWaBmSZIkTVNPe9rTuPLKKwH4xS9+wWabbcYjHvGISdt/iVlQZi9j2a7Awe3t84FDaYL4NZl5F0BEXAk8E9gNOL1d92Ka0XBJkiSpJ6qqYsstt+QNb3gDM2bM4F3vetek7r9EAF8HeEZEXALMpBnBnp2ZC9vHbwU2BTYDbuvY7iHLM3NxRMyIiBmZuWR5B4yIecAR7TYMDw9P7jNSUb5/mopu7ncBBfjZ01TkZ28a6tPVQY88sndNFyUC+A+B/8jMcyJiK+AbNL3co4aAEWDRmO2Wt5x2+XJl5jxg3ui6CxYsWPGqNSUMDw/j+yf1h589qT/87K26uv3y1PMe8Mz8WWae097+JfB7YJ2IWKtdZVNgAXALsEnHpg9ZHhEzgfszc2mv65YkSZJ6ocQsKAcCG2Tm8RGxCfAo4HPA3sAZwH7ABcDVwHYRsR6wBNgZeCNND/k+wEXAnsAlva5ZkiRJ6pUSs6CcBzwnIr4FfBU4BDgKOCgirgE2BM7KzEXAB4ArgG8BR7V94ucBsyLiWuBtOAuKJEmSVmFDIyPjtlMPAnvAV2H2gGuqWvL6vfpdQk899oJr/expSvKzp6ms7QGf8Io9XglTkiRJKsgALkmSJI1x0003MXfuXM4999xJ33eJaQglSZKklbL3f/98Uvd3/txtJlxn4cKFnHDCCeywww6TeuxRjoBLkiRJHWbOnMmHP/xhNtpoo57s3xFwSZIkqcOMGTOYMWNGz/bvCLgkSZJUkAFckiRJKsgALkmSJBVkD7gkSZLUoa5rPvWpT/H73/+e1Vdfncsvv5yjjjqKddddd1L2bwCXJEnSlNXNtIGTraoqjj/++J7t3xYUSZIkqSADuCRJklSQAVySJEkqyAAuSZIkFWQAlyRJkgoygEuSJEkFGcAlSZKkggzgkiRJUkEGcEmSJKkgA7gkSZJUkAFckiRJKsgALkmSJBVkAJckSZIKMoBLkiRJBRnAJUmSpIIM4JIkSVJBBnBJkiSpIAO4JEmSVJABXJIkSSrIAC5JkiQVZACXJEmSCjKAS5IkSQUZwCVJkqSCDOCSJElSQQZwSZIkqSADuCRJklSQAVySJEkqyAAuSZIkFWQAlyRJkgoygEuSJEkFGcAlSZKkggzgkiRJUkEGcEmSJKkgA7gkSZJUkAFckiRJKsgALkmSJBVkAJckSZIKMoBLkiRJBRnAJUmSpIIM4JIkSVJBBnBJkiSpIAO4JEmSVJABXJIkSSrIAC5JkiQVZACXJEmSCjKAS5IkSQUZwCVJkqSCDOCSJElSQQZwSZIkqSADuCRJklSQAVySJEkqyAAuSZIkFWQAlyRJkgoygEuSJEkFGcAlSZKkggzgkiRJUkEGcEmSJKkgA7gkSZJUkAFckiRJKsgALkmSJBVkAJckSZIKWr3EQSJiTeAnwFHAhcBpwPrAb4G5mXlfROwLHA7MAk7MzFMiYgZwMrAtMNSue1OJmiVJkqReKDUC/n7g9vb2McCpmfl0YD4wNyJmA8cCewBzgMMjYh3gAGBpZs4BjgaOLFSvJEmS1BM9D+ARsQ3wBOCCdtGuwFfb2+cDzwN2Aq7JzLsy8x7gSuCZwG7tOgAXt9tKkiRJq6wSI+DHAod13J+dmQvb27cCmwKbAbd1rPOQ5Zm5GJjRtqVIkiRJq6Se9oBHxAHAFZk5PyJGFy/qWGUIGBmzbLzltMsnOu484AiAzGR4eHjFCteU4vunqejmfhdQgJ89TUV+9jQIen0S5guBLSJiP+AxwH3AwohYq2012RRYANwCbNKx3abApZ3LI2ImcH9mLp3ooJk5D5jX3h1ZsGDBpDwZlTc8PIzvn9Qffvak/vCzt+rq9stTTwN4Zr5s9HY7Kj0feAqwN3AGsB9Nb/jVwHYRsR6wBNgZeCMwG9gHuAjYE7ikl/VKkiRJvdaPecCPBg6KiGuADYGzMnMR8AHgCuBbwFFtn/h5wKyIuBZ4G86CIkmSpFXc0MjIhC3VqzpbUFZhtqBoqlry+r36XUJPPfaCa/3saUrys6eprG1BGZpoPa+EKUmSJBVkAJckSZIKMoBLkiRJBRnAJUmSpIIM4JIkSVJBBnBJkiSpIAO4JEmSVJABXJIkSSrIAC5JkiQVZACXJEmSCjKAS5IkSQUZwCVJkqSCDOCSJElSQQZwSZIkqSADuCRJklSQAVySJEkqyAAuSZIkFWQAlyRJkgoygEuSJEkFGcAlSZKkggzgkiRJUkEGcEmSJKkgA7gkSZJUkAFckiRJKsgALkmSJBVkAJckSZIKMoBLkiRJBRnAJUmSpIIM4JIkSVJBBnBJkiSpIAO4JEmSVJABXJIkSSrIAC5JkiQVZACXJEmSCjKAS5IkSQUZwCVJkqSCDOCSJElSQQZwSZIkqSADuCRJklSQAVySJEkqyAAuSZIkFWQAlyRJkgoaN4BHxGoRcUapYiRJkqRBN24Az8ylwOoR8axC9UiSJEkDbfUu1nkMcFFE3APc0flAZm7dk6okSZKkAdVNAH9Pz6uQJEmSpokJT8LMzMuBbwP3A+u2969u/5YkSZK0AiYM4BGxMzAf+CTwqXbx5yLiNT2sS5IkSRpI3UxDeALwsszcAfhLu+ytwDt7VpUkSZI0oLoJ4Otm5lXt7RGAzPwjMNSzqiRJkqQB1U0A/0NEzO1cEBEvA37fm5IkSZKkwdXNLCgHA2dGxKeAWRFxG3Az8PKeViZJkiQNoG4C+O8y88kRsQWwCfD7zPxNj+uSJEmSBlI3LSi3RMR5wC7ADYZvSZIkaeV1MwK+ObAX8DLgxIi4DEjga5l5Tw9rkyRJkgbOhAE8M+8AvgB8ISLWAvYADgA+D6zT0+okSZKkAdPNCDgAEfEkmpHwvYFH0QRwSZIkSStgwgAeEZ+gCd5DwFeAt3XMCy5JkiRpBXQzAn4fzZUwr+51MZIkSdKg6yaAvwd4RUS8CdgY+ANwQWZ+uaeVSZIkSQOom2kIPwy8GfghzewnPwHeGxFH9LIwSZIkaRB1MwK+J/DkzFw0uiAiTgauA47sVWGSJEnSIOpmBHxGZ/huLexyW0mSJEkduhkBvzQivgacCtwObEQzD/g3e1mYJEmSNIi6CeBvA97e/r0JcCvwNeCEHtYlSZIkDaRuroR5H82JmB/ufTmSJEnSYOvmQjzPAt4PPAaY0flYZm7do7okSZKkgdRNC8qpwOisJ0t7W44kSZI02LoJ4Isy89ieVyJJkiRNA91MJXh2RLyw55VIkiRJ00A3I+DPAd4ZEX8G7up8wB5wSZIkacV0E8DfDyzpdSGSJEnSdDBuAI+I1YAXZOY7V/YAEbEW8AXgUcDawFHAd4HTgPWB3wJzM/O+iNgXOByYBZyYmadExAyak0C3BYbadW9a2XokSZKkfhq3BzwzlwI7RsSWD+MYewHXZuazgBcDxwLHAKdm5tOB+cDciJjdPrYHMAc4PCLWobnq5tLMnAMcDRz5MGqRJEmS+qqbFpQ7gesj4hfAHZ0PZObuE22cmWd23H0MzYj3rsDB7bLzgUNpgvg1mXkXQERcCTwT2A04vV33YprRcEmSJGmV1E0AP7/987BExPeATYEXAN/KzIXtQ7e2yzcDbuvY5CHLM3NxRMyIiBmZudy+9IiYBxzRbsPw8PDDLV995PunqejmfhdQgJ89TUV+9jQIurkU/Rcn40CZuXNE7AicCSzueGgIGAEWjdlkectpl493rHnAvNF1FyxYsBIVayoYHh7G90/qDz97Un/42Vt1dfvlqZtL0d/IsgPvjMycsDc8Ip4K3JqZ/5eZ329P7Lw7ItbKzHtoRrkXALcAm3RsuilwaefyiJgJ3N/2pkuSJEmrnG5aUF435v5smpMpr+/yGP8IPA44LCIe1W5/PrA3cAawH3ABcDWwXUSsRzPt4c7AG9v19wEuAvYELunyuJIkSdKU000LyuXLWPz1iLgAOKGLY3waODUivgU8AjgEuA44IyIOA2rgrLa/+wPAFcBS4KjMXBgR5wF7RcS1wD3A/t08MUmSJGkq6mYE/CEiYl2gq6kJM/M+lh2ad13GumcDZ49ZtgQ4cMWrlCRJkqaelekBH6Lpzz61V0VJkiRJg2plesCXAL/zapSSJEnSiusmgB+UmQ9pIYmIK9urU0qSJEnq0nIDeES8iOYy8ntExGfGPLw+UPWyMEmSJGkQjTcC/j1gbZopAH835rH5wEd7VJMkSZI0sJYbwDPzVuDMiKgzs9s5vyVJkiSNY7WJVjB8S5IkSZNnwgAuSZIkafIsN4BHxBPbv59UrhxJkiRpsI03An5RRDwCOKtUMZIkSdKgG28WlF8BdwNDEbFozGNDwEhmzuxZZZIkSdIAGi+A/zPwaOCbwHPKlCNJkiQNtvGmIVwK3BwRWwNrATsBGwN/AK7OzIVlSpQkSZIGRzezoDwb+A1wPHAI8Eng1xHhZeglSZKkFTReC8qoY4DnZub3RxdExC7ACTSj4pIkSZK61M0I+Jqd4RsgM78DzO5NSZIkSdLg6iaA/zEiXtq5ICJeAtzem5IkSZKkwdVNC8obgTMj4nPAHcCGwP8BL+9lYZIkSdIgmjCAZ+aPI2JbYAtgE+DWzPx1zyuTJEmSBlA3I+Bk5gjw6/aPJEmSpJXUTQ+4JEmSpEliAJckSZIKmrAFJSLOAc4Evu7VLyVJkqSHp5se8G8CBwOfjYiLgbOACzPzvp5WJkmSJA2gbmZBOQk4KSIeCbwIeBXw6TaMnw78T3uSpiRJkqQJdN0Dnpm3AzcBC4AlwA7AocANEeEl6SVJkqQudNMDviMwF3gZcB9NP/hzM/OG9vFdgDOArXpYpyRJkjQQuukBv4Cm7/slmfndsQ9m5nci4rLJLkySJEkaRN20oDwauBL4HkBEbBgRr+hcITNf14PaJEmSpIHTTQA/BngH8IiOZW+MiI/1piRJkiRpcHUTwF8EPDMz7wXIzDuAZwN79rIwSZIkaRB1E8DvB2aOWbYOzUwokiRJklZANydhfga4PiIuAP4EbATsBRzby8IkSZKkQTThCHhmfgJ4JfAXYBi4E3hpe4EeSZIkSSugmxFwgGuA+cCM0QURMZyZC3pRlCRJkjSourkQz2HAh3hwH/gQMEJHIJckSZI0sW5GwN8FPBO4LjNHelyPJEmSNNC6CeC3ZOa1Pa9EkiRJmga6CeDHRsSHgC8Bd3U+YA+4JEmStGK6CeBfav9+75jl9oBLkiRJK6ibAL56Zi7teSWSJEnSNDBhAM/MpRHxRGAfYHZmvjcitgd+bDCXJEmSVsyEF+KJiNcBFwMbAy9vFx8IfKyHdUmSJEkDacIADrwF2CEz3w7c2y47HHhBz6qSJEmSBlQ3AXxmZt7e3h4ByMzFgO0nkiRJ0grq5iTMayLis8CngTUiYlvgEODqnlYmSZIkDaBuRsAPoWk9OQd4DPA14H7gTT2sS5IkSRpI3cyC8hfgze0fSZIkSQ/DhAE8Ij6znIdmZOZrJ7keSZIkaaB10wP+uzH3ZwPPB74++eVIkiRJg62bFpQjxy6LiCOAL/akIkmSJGmAdXMS5kNk5t3AFpNciyRJkjTwuukB/yzt/N+tIWAb4M5eFSVJkiQNqm56wH875v4S4Crg7MkvR5IkSRps3QTwf89Mr3opSZIkTYJuAvjiiBgZ5/EhYCQzZ0xSTZIkSdLA6iaAvwXYmmbWk9uBTYEDgRrbUCRJkqQV0k0Af31mbt9xfz7w3Yj4UWYe35uyJEmSpMHUzTSE60XE33cuiIgtgfV6U5IkSZI0uLoZAT8KuD4ibgRbnamnAAARnElEQVT+RBO8twHe1cvCJEmSpEHUzZUwT4mIrwA7AxvSzP99bWbe1uviJEmSpEHTzQg4wDDwFGDdzHxPRGwfEbc7PaEkDaadjrm03yX01Plzt+l3CZKmsQl7wCPidcDFwMbAy9rFBwIf62FdkiRJ0kDq5iTMtwA7ZObbgXvbZYcDL+hZVZIkSdKA6iaAz8zM29vbIwCZuRiw/USSJElaQd30gF8TEZ8FPg2sERHbAocAV/e0MkmSJGkAdTMCfgiwEDgHeAzwVWAR8KYe1iVJkiQNpHFHwCNiCHhSZr6FphdckiRJ0sMw7gh4Zo4Any9UiyRJkjTwuukBPy8iLgQuBO7ofCAzT+9JVZIkSdKA6iaAP739+8Vjlo8ABnBJkiRpBXRzKfrdHu5BIuJoYDdgDeAjwOXAacD6wG+BuZl5X0TsSzPH+CzgxMw8JSJmACcD2wJD7bo3PdyaJEmSpH5Ybg94RFw05v6nV+YAEfFPwJMzcxdgd+DjwDHAqZn5dGA+MDciZgPHAnsAc4DDI2Id4ABgaWbOAY4GjlyZOiRJkqSpYLyTMB835v4zV/IYVwHR3r4TmAk8m2Y6Q4DzgecBOwHXZOZdmXkPcGV7zN3adQAuBnZdyTokSZKkvhsvgI9MxgEyc3Fm/rW9+zqakznXzsyF7bJbgU2BzYDbOjZ9yPL2Cpwz2rYUSZIkaZXTzUmYkyIi9gZeDzyXps1k1BBN2F80ZpPlLYcJvhxExDzgCIDMZHh4eOWK1pTg+6ep6OZ+F6CHxX9XVl3T4bPnz+fgGy+Arx4Rm9EE4WXdJzMXdHOQiHge8AFg98y8MyL+EhFrta0mmwILgFuATTo22xS4tHN5RMwE7s/MpeMdLzPnAfPauyMLFnRVpqag4eFhfP8kTTb/XdFU5s/nqqvbL0/jBfCtaGYoGepY9ruO2yPAhK0gEbEe8DHg2Zl5e7v4YmBv4AxgP+AC4Gpgu3b9JcDOwBuB2cA+wEXAnsAlEz4rSZIkaYpabgDPzHGvkrkCXgZsAJwVMXouJgcCX4yIw4AaOCszF0fEB4ArgKXAUZm5MCLOA/aKiGuBe4D9J6kuSZIkqbie94Bn5meAzyzjoV2Xse7ZwNljli2hCeySJEnSKm+yRrklSZIkdcEALkmSJBVkAJckSZIKMoBLkiRJBRnAJUmSpIIM4JIkSVJBBnBJkiSpIAO4JEmSVJABXJIkSSrIAC5JkiQVZACXJEmSCjKAS5IkSQUZwCVJkqSCDOCSJElSQQZwSZIkqSADuCRJklSQAVySJEkqyAAuSZIkFWQAlyRJkgoygEuSJEkFGcAlSZKkggzgkiRJUkEGcEmSJKkgA7gkSZJUkAFckiRJKsgALkmSJBVkAJckSZIKMoBLkiRJBRnAJUmSpIIM4JIkSVJBBnBJkiSpIAO4JEmSVJABXJIkSSrIAC5JkiQVZACXJEmSCjKAS5IkSQUZwCVJkqSCDOCSJElSQQZwSZIkqSADuCRJklSQAVySJEkqyAAuSZIkFWQAlyRJkgoygEuSJEkFGcAlSZKkggzgkiRJUkEGcEmSJKkgA7gkSZJUkAFckiRJKsgALkmSJBW0er8LkCRJUmOnYy7tdwk9df7cbfpdwpTgCLgkSZJUkAFckiRJKsgALkmSJBVkAJckSZIKMoBLkiRJBRnAJUmSpIIM4JIkSVJBBnBJkiSpIAO4JEmSVJABXJIkSSrIAC5JkiQVZACXJEmSClq93wXo4Vny+r36XUJvXXBtvyuQJEmaVI6AS5IkSQUZwCVJkqSCDOCSJElSQQZwSZIkqSADuCRJklSQAVySJEkqyAAuSZIkFWQAlyRJkgoqciGeiNgWOB/4eGaeFBGbAKcB6wO/BeZm5n0RsS9wODALODEzT4mIGcDJwLbAULvuTSXqliRJkiZbz0fAI2Jt4ETgGx2LjwFOzcynA/OBuRExGzgW2AOYAxweEesABwBLM3MOcDRwZK9rliRJknqlRAvKfcALgAUdy3YFvtrePh94HrATcE1m3pWZ9wBXAs8EdmvXAbi43VaSJElaJfW8BSUzFwOLI6Jz8ezMXNjevhXYFNgMuK1jnYcsz8zFETEjImZk5pLlHTMi5gFHtNswPDw8Sc9m6rm53wUUMMjvn1Zd0+GzN8j8d2XV5Wdv1eZnr1GkB3wZFnXcHgJGxiwbbznt8uXKzHnAvNF1FyxYsPyVNeX5/kmabP67IvXHoH/2uv2C0a9ZUP4SEWu1tzelaU+5BdikY52HLI+ImcD9mbm0YK2SJEnSpOnXCPjFwN7AGcB+wAXA1cB2EbEesATYGXgjMBvYB7gI2BO4pB8FS5IkSZOhxCwoT4mIy4BXAW9tb38YOCgirgE2BM7KzEXAB4ArgG8BR7V94ucBsyLiWuBtOAuKJEmSVmElTsK8jmXPXPKQZZl5NnD2mGVLgAN7UZskSZJUmlfClCRJkgoygEuSJEkFGcAlSZKkggzgkiRJUkEGcEmSJKkgA7gkSZJUkAFckiRJKsgALkmSJBVkAJckSZIKMoBLkiRJBRnAJUmSpIIM4JIkSVJBBnBJkiSpIAO4JEmSVJABXJIkSSrIAC5JkiQVZACXJEmSCjKAS5IkSQUZwCVJkqSCDOCSJElSQQZwSZIkqSADuCRJklSQAVySJEkqyAAuSZIkFWQAlyRJkgoygEuSJEkFGcAlSZKkggzgkiRJUkEGcEmSJKkgA7gkSZJUkAFckiRJKsgALkmSJBVkAJckSZIKMoBLkiRJBRnAJUmSpIIM4JIkSVJBBnBJkiSpIAO4JEmSVJABXJIkSSrIAC5JkiQVZACXJEmSCjKAS5IkSQUZwCVJkqSCDOCSJElSQQZwSZIkqSADuCRJklSQAVySJEkqyAAuSZIkFWQAlyRJkgoygEuSJEkFGcAlSZKkggzgkiRJUkEGcEmSJKkgA7gkSZJUkAFckiRJKsgALkmSJBVkAJckSZIKMoBLkiRJBRnAJUmSpIIM4JIkSVJBBnBJkiSpIAO4JEmSVJABXJIkSSrIAC5JkiQVZACXJEmSCjKAS5IkSQUZwCVJkqSCDOCSJElSQav3uwBpPDsdc2m/S+ip8+du0+8SJElSYY6AS5IkSQUZwCVJkqSCVokWlIg4CngOMAs4KDOv7XNJkiRJ0kqZ8iPgEbEbsFNmzgEOBD7W55IkSZKklTblAziwG3A+QGbeAAxHxFr9LUmSJElaOatCAN8MuK3j/m3Ao/pUiyRJkvSwrAo94IvG3B8CRsbbICLmAUcAZCbDw8O9qWwquGCw2+Gv6XcB0vL42ZP6w8+eBsCqEMBvATbpuL8x8IfxNsjMecC83pWkUiJiJDOH+l2HNN342ZP6w8/e9LAqtKBcBOwNEBE7Ar/OzIX9LUmSJElaOVM+gGfmdcAPI+L7wH8Ch/W5JEmSJGmlrQotKGTmu4F397sO9cWR/S5Amqb87En94WdvGhgaGRn3fEZJkiRJk2jKt6BIkiRJg8QALkmSJBVkAJckSZIKMoBLkiRJBRnAJUmSpIIM4JIkSVJBBnBJkiSpoFXiQjyaXiJiLeA5wPrA0OjyzDytb0VJ00BE/Bj4HvBN4LLM/F2fS5KmhYh4F3AQMJvm/70hYCQzN+lrYeoZA7imom8A84HfdizzilFS7z25/fOPwEcjYhPg15l5UH/LkgbeAcCczPxDvwtRGQZwTUWLM/MV/S5Cmm4yc0lE3AuM/lkIzOpvVdK08C1grX4XoXK8FL2mjLb1BODNwI+AK4HFo49n5j39qEuaLiLiT8B1wH8Cl2bmHX0uSZoWIuJ9wFHAn2n+37MFZcA5Aq6p5Cc0rSZDy3hsBHh82XKkaeeFwC5AAAdGxK+BKzMz+1uWNPBeDjzaFpTpwwCuKSMzt+h3DdJ0lplXAVdFxNbA04H9gf0AA7jUWxcC6wAG8GnCFhRNORFxObBkzOLFwK+AD2fmb8pXJQ2+iLgQeDTwY+By4PLM/EV/q5IGX0T8EtiCB1pQwBaUgeYIuKaiC4CNgK8DS4E9aAL5z4AvALv1rTJpsL2F5jO3Pc1nbmF/y5Gmja0zc2m/i1A5BnBNRc/LzOd03P92RFyamUdExJv6VpU0+Paj6f/+Ls2F2uZFxOcy8+T+liUNvPdHxNhlq2XmvD7UogIM4JqKZkXEocB3aE6+3AlYPyJ2wfnApV7aG9g5M5cARMQawBWAAVzqrds7bq8OPAVw5q8BZgDXVBQ0vwp/Hs2MKDcCL6GZj3huH+uSBt1qPPhLrr8SlwrIzE+OXRYRn+5HLSrDAK4pIyL+rj3Bcj3gizwwHeEIMCszf9q34qTp4Qzg2oi4qr0/B/h8H+uRpoWIeOKYRY8EntqPWlSGAVxTyVuBw4BP8tBWkxHgOQ/ZQtLDFhHH8MBn7tfA89v7VwCb96suaRrpHAEfAe4C3t+nWlSAAVxTRmYe1t68FDiU5tfho+z9lnrnho7bPwG+1q9CpOkoM53da5pxHnBNORFxA7BLZv6l37VIktQrEXFuZu4bEbfx4IEmL0U/4BwB11T0A2BRv4uQJKmXMnPf9u+N+12LynIEXFNGRJxNMwIwG3gC8H0euCIYmfmQSVIlSVpVRcQ3WX6L5WqZuWvBclSQI+CaSk7qdwGSJBV0aPv3a4EFwOU05z/tRjMjmAaUI+CSJEl9FBEXZuYLxiy7KDOf36+a1FuOgEuSJPXX+hFxCPA9mpaUpwIb9Lck9ZIBXJIkqb9eSnMF6OfTzIDyc5qrQmtArTbxKpIkSeqVzPwdcC7wpczcEzguM/+vz2WphwzgkiRJfRQRH6G5EvTh7aKDIuKEPpakHjOAS5Ik9dfO7VS7fwbIzHnAU/pakXrKAC5JktRfMyJiddo5wSNiY2Bmf0tSL3kSpiRJUn99DLgKeFxE/A+wDfDW/pakXnIEXJIkqb/uAG4AfgDMAK4F9u9rReopR8AlSZL667PA+4E/9LsQlWEAlyRJ6q8bgHMyc0m/C1EZBnBJkqT+Ogf4aUT8BFg8urCdGUUDyAAuSZLUX/NoWlB+3+c6VIgBXJIkqb++Q9OCsnjCNTUQDOCSJEn9tQ7w84j4EbagTAsGcEmSpP46CfAEzGlkaGRkpN81SJIkSdOGF+KRJEmSCjKAS5IkSQXZAy5JAygidgSOATYF1gBuB96Vmd8eZ5svAL/MzA8WKVKSpilHwCVpwETEEPB14OOZ+Q+ZuTVwPHB+RKw1iceZMVn7kqTpxBFwSRo8GwKbAd8bXZCZZ0XEtzLznoh4D/AaYAbwM+BfMvPOzh1ExNOATwLr0kyL9tbM/H8R8Tjgu8CZwE4RcQvw3cw8tt3uScClwGbOaSxJy+YIuCQNmMy8nSYkfyMiXteGZjJzQUQ8GXgnsBPw98As4NBl7OYzwPGZWQEfAf6z47ENgR9k5hzgdGD/jsf2xQuKSNK4DOCSNJieC5wDvAW4KSJ+EhH7ZeYPgMdk5l2ZuRS4Enj8MrbfiWaUG+BbY9ZZA/hKe/tCYMuIqNr7+wFnTe5TkaTBYguKJA2gzPwrcCRwZEQ8CngVcGZEPAV4W0TsQjMI80jggmXs4pXAoRGxNk2rylDHY0sy88/tce6NiHOB/duTOB8FXN6bZyVJg8ERcEkaMBHxmIiYM3o/M/+QmR8BfkQzQr0l8LTM3Ab49DK2fxxNy8lr2xaUPSY45BnAy2jaT77cjqxLkpbDAC5Jg+exwNciYqfRBe3I9+bA44CfZeZfI2Ir4EXA7DHbrwf8Ffh5RKxB2yMeEWPXG/X/gA2At2L7iSRNyEvRS9IAiogXA+/hgVlMbgfmAQto+rfXBq4FTgTOBT4APAX4JfAh4L9o+sh/R9NH/hFgJvBSmrnCH9TCGBEnAfsAj81M/2ORpHEYwCVJD1tEvAvYODMP73ctkjTVeRKmJOlhiYiNgINpRswlSROwB1yStNIi4g3AD4FjMvPX/a5HklYFtqBIkiRJBTkCLkmSJBVkAJckSZIKMoBLkiRJBRnAJUmSpIIM4JIkSVJBBnBJkiSpoP8Pz0Wvdp6fdh0AAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "pd.crosstab(hr.salary,hr.quit).plot(kind='bar')\n", - "plt.title(\"Turnover Frequency on salary Bracket\")\n", - "plt.xlabel('Salary')\n", - "plt.ylabel('Frequency of turnover')\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "pd.crosstab(hr.department,hr.quit).plot(kind='bar')\n", - "plt.title(\"Turnover Frequency on department\")\n", - "plt.xlabel('Department')\n", - "plt.ylabel('Frequency of turnover')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - " " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Task 3: Encode Categorical Features\n", - "---" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "cat_vars=['department','salary']\n", - "for i in cat_vars:\n", - " cat_list=pd.get_dummies(hr[i], prefix=i)\n", - " hr=hr.join(cat_list)\n", - " " - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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\n", - "
" - ], - "text/plain": [ - " satisfaction_level last_evaluation number_project average_montly_hours \\\n", - "0 0.38 0.53 2 157 \n", - "1 0.80 0.86 5 262 \n", - "2 0.11 0.88 7 272 \n", - "3 0.72 0.87 5 223 \n", - "4 0.37 0.52 2 159 \n", - "\n", - " time_spend_company Work_accident quit promotion_last_5years department \\\n", - "0 3 0 1 0 sales \n", - "1 6 0 1 0 sales \n", - "2 4 0 1 0 sales \n", - "3 5 0 1 0 sales \n", - "4 3 0 1 0 sales \n", - "\n", - " salary ... department_hr department_management department_marketing \\\n", - "0 low ... 0 0 0 \n", - "1 medium ... 0 0 0 \n", - "2 medium ... 0 0 0 \n", - "3 low ... 0 0 0 \n", - "4 low ... 0 0 0 \n", - "\n", - " department_product_mng department_sales department_support \\\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", - " department_technical salary_high salary_low salary_medium \n", - "0 0 0 1 0 \n", - "1 0 0 0 1 \n", - "2 0 0 0 1 \n", - "3 0 0 1 0 \n", - "4 0 0 1 0 \n", - "\n", - "[5 rows x 23 columns]" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "hr.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [], - "source": [ - "hr.drop(columns=['department','salary'],axis=1,inplace=True)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - " " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Task 4: Visualize Class Imbalance\n", - "---" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [], - "source": [ - "from yellowbrick.target import ClassBalance\n", - "plt.style.use(\"ggplot\")\n", - "plt.rcParams['figure.figsize'] = (12,8)" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "visualizer=ClassBalance(labels=['stayed','quit']).fit(hr.quit)\n", - "visualizer.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Task 5: Create Training and Test Sets\n", - "---" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [], - "source": [ - "x=hr.loc[:,hr.columns !='quit']\n", - "y=hr.quit" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [], - "source": [ - "from sklearn.model_selection import train_test_split\n", - "x_train,x_test,y_train,y_test=train_test_split(x,y,random_state=0,test_size=0.2,stratify=y)\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - " " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Task 6 & 7: Build an Interactive Decision Tree Classifier\n", - "---" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Supervised learning: \n", - "- The inputs are random variables $X = X_1, ..., X_p$;\n", - "- The output is a random variable $Y.$" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "- Data is a finite set $$\\mathbb{L}=\\{(x_i,y_i)|i=0, ..., N-1\\}$$\n", - "where $x_i \\in X = X_1 \\times ... \\times X_p$ and $y_i \\in y$ are randomly drawn from $P_{X,Y}.$\n", - "\n", - "E.g., $(x_i,y_i)=((\\text{salary = low, department = sales, ...}),\\text{quit = 1})$\n", - "\n", - "- The goal is to find a model $\\varphi_\\mathbb{L}: X \\mapsto y$ minimizing $$\\text{Err}(\\varphi_\\mathbb{L}) = \\mathbb{E}_{X,Y}\\{L(Y, \\varphi_\\mathbb{L}(X))\\}.$$" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "About:\n", - " \n", - " - Decision trees are non-parametric models which can model arbitrarily complex relations between inputs and outputs, without any a priori assumption\n", - " \n", - "- Decision trees handle numeric and categorical variables\n", - "\n", - "- They implement feature selection, making them robust to noisy features (to an extent)\n", - "\n", - "- Robust to outliers or errors in labels\n", - "\n", - "- Easily interpretable by even non-ML practioners." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Decision trees: partitioning the feature space:" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "![partition](assets/images/partition-feature-space.png)\n", - "\n", - "- Decision trees generally have low bias but have high variance.\n", - "- We will solve the high variance problem in Task 8." - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [], - "source": [ - "from sklearn import tree\n", - "from sklearn.tree import DecisionTreeClassifier\n", - "from sklearn.ensemble import RandomForestClassifier\n", - "from sklearn.metrics import accuracy_score\n", - "from sklearn.tree import export_graphviz # display the tree within a Jupyter notebook\n", - "from IPython.display import SVG\n", - "from graphviz import Source\n", - "from IPython.display import display\n", - "from ipywidgets import interactive, IntSlider, FloatSlider, interact\n", - "import ipywidgets\n", - "from IPython.display import Image\n", - "from subprocess import call\n", - "import matplotlib.image as mpimg" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "c4b4072a91884d31ae03ccf56ddf3b46", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "interactive(children=(Dropdown(description='crit', options=('gini', 'entropy'), value='gini'), Dropdown(descri…" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "@interact\n", - "def plot_tree(crit=['gini','entropy'],\n", - " split=['best','random'],\n", - " depth=IntSlider(min=1,max=30,value=2, continuous_update=False),\n", - " min_split=IntSlider(min=2,max=5,value=2, continuous_update=False),\n", - " min_leaf=IntSlider(min=1,max=5,value=1, continuous_update=False)):\n", - " estimator=DecisionTreeClassifier(random_state=0,\n", - " criterion=crit,\n", - " splitter=split,\n", - " max_depth=depth,\n", - " min_samples_split=min_split,\n", - " min_samples_leaf=min_leaf)\n", - " estimator.fit(x_train,y_train)\n", - " print('Decision Tree Training Accuracy: {:.3f}'.format(accuracy_score(y_train,estimator.predict(x_train))))\n", - " print('Decision Tree Testing Accuracy: {:.3f}'.format(accuracy_score(y_test,estimator.predict(x_test))))\n", - " \n", - " graph=Source(tree.export_graphviz(estimator,out_file=None,\n", - " feature_names=x_train.columns,\n", - " class_names=['stayed','guit'],\n", - " filled=True))\n", - " display(Image(data=graph.pipe(format='png')))\n", - " return estimator" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Task 8: Build an Interactive Random Forest Classifier\n", - "---" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Although randomization increases bias, it is possible to get a reduction in variance of the ensemble. Random forests are one of the most robust machine learning algorithms for a variety of problems.\n", - "\n", - "- Randomization and averaging lead to a reduction in variance and improve accuracy\n", - "- The implementations are parallelizable\n", - "- Memory consumption and training time can be reduced by bootstrapping\n", - "- Sampling features and not solely sampling examples is crucial to improving accuracy" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "e3b19cdc20a741e4ac63e248d0918878", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "interactive(children=(Dropdown(description='crit', options=('gini', 'entropy'), value='gini'), Dropdown(descri…" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "@interact\n", - "def plot_tree_rf(crit=['gini','entropy'],\n", - " bootstrap=['True','False'],\n", - " depth=IntSlider(min=1,max=30,value=3, continuous_update=False),\n", - " forests=IntSlider(min=1,max=200,value=100,continuous_update=False),\n", - " min_split=IntSlider(min=2,max=5,value=2, continuous_update=False),\n", - " min_leaf=IntSlider(min=1,max=5,value=1, continuous_update=False)):\n", - " \n", - " estimator=RandomForestClassifier(random_state=1,\n", - " criterion=crit,\n", - " bootstrap=bootstrap,\n", - " n_estimators=forests,\n", - " max_depth=depth,\n", - " min_samples_split=min_split,\n", - " min_samples_leaf=min_leaf,\n", - " n_jobs=-1,\n", - " verbose=False)\n", - " estimator.fit(x_train,y_train)\n", - " \n", - " print('Random Forests Training Accuracy: {:.3f}'.format(accuracy_score(y_train,estimator.predict(x_train))))\n", - " print('Random Forests Testing Accuracy: {:.3f}'.format(accuracy_score(y_test,estimator.predict(x_test))))\n", - " num_tree = estimator.estimators_[0]\n", - " print('\\visualizing Tree: ', 0)\n", - " graph=Source(tree.export_graphviz(num_tree,\n", - " out_file=None,\n", - " feature_names=x_train.columns,\n", - " class_names=['stayed','guit'],\n", - " filled=True))\n", - " display(Image(data=graph.pipe(format='png')))\n", - " return estimator\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - " " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Task 9: Feature Importance and Evaluation Metrics\n", - "---" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [], - "source": [ - "from yellowbrick.model_selection import FeatureImportances\n", - "plt.rcParams['figure.figsize'] = (12,8)\n", - "plt.style.use(\"ggplot\")" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "rf=RandomForestClassifier(bootstrap='True', class_weight=None, criterion='gini',\n", - " max_depth=5, max_features='auto', max_leaf_nodes=None,\n", - " min_impurity_decrease=0.0, min_impurity_split=None,\n", - " min_samples_leaf=1, min_samples_split=2,\n", - " min_weight_fraction_leaf=0.0, n_estimators=100, n_jobs=-1,\n", - " oob_score=False, random_state=1, verbose=False,\n", - " warm_start=False)\n", - "\n", - "\n", - "viz=FeatureImportances(rf)\n", - "viz.fit(x_train,y_train)\n", - "viz.show();" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "dt=DecisionTreeClassifier(class_weight=None, criterion='gini', max_depth=3,\n", - " max_features=None, max_leaf_nodes=None,\n", - " min_impurity_decrease=0.0, min_impurity_split=None,\n", - " min_samples_leaf=1, min_samples_split=2,\n", - " min_weight_fraction_leaf=0.0, presort=False, random_state=0,\n", - " splitter='best')\n", - "viz=FeatureImportances(dt)\n", - "viz.fit(x_train,y_train)\n", - "viz.show();" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 39, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from yellowbrick.classifier import ROCAUC\n", - "\n", - "visualizer=ROCAUC(rf,classes=['stayed','quit'])\n", - "visualizer.fit(x_train,y_train)\n", - "visualizer.score(x_test,y_test)\n", - "visualizer.poof()" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 40, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from yellowbrick.classifier import ROCAUC\n", - "\n", - "visualizer=ROCAUC(dt,classes=['stayed','quit'])\n", - "visualizer.fit(x_train,y_train)\n", - "visualizer.score(x_test,y_test)\n", - "visualizer.poof()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "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": "3.7.3" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/Predict Employee Turnover with scikitlearn/README.md b/Predict Employee Turnover with scikitlearn/README.md deleted file mode 100644 index be5ce8d..0000000 --- a/Predict Employee Turnover with scikitlearn/README.md +++ /dev/null @@ -1,40 +0,0 @@ -# Predict-Employee-Turnover-with-scikit-learn - -##### project on Predict Employee Churn with Decision Trees and Random Forests is divided into the following tasks: -### Task 1:Import Libraries - Imported essential modules and helper functions from NumPy, Matplotlib, and scikit-learn. - -### Task 2: Exploratory Data Analysis - Loaded the employee dataset using pandas - Explored the data visually by graphing various features against the target with Matplotlib. - -### Task 3: Encode Categorical Features - The dataset contains two categorical variables: Department and Salary. - Created dummy encoded variables for both categorical variables. - -### Task 4: Visualize Class Imbalance - Used Yellowbrick's Class Balance visualizer and created a frequency plot of both classes. - The presence or absence of a class balance problem informed sampling strategory - while creating training and validation sets. - -### Task 5: Create Training and Validation Sets - Split the data into a 80/20 training/validation split. - Used a stratified sampling strategy - -### Tasks 6 & 7: Build a Decision Tree Classifier with Interactive Controls - Used the interact function to automatically create UI controls for function arguments. - Build and trained a decision tree classifier with scikit-learn. - Calculated the training and validation accuracies. - Displayed the fitted decision tree graphically. - -### Task 8: Build a Random Forest Classifier with Interactive Controls - Used the interact function again to automatically create UI controls for function arguments. - To overcome the variance problem associated with decision trees, build and trained a random - forests classifier with scikit-learn. - Calculated the training and validation accuracies. - Displayed a fitted tree graphically. - -### Task 9: Feature Importance Plots and Evaluation Metrics - Many model forms describe the underlying impact of features relative to each other. - Decision Tree models and Random Forest in scikit-learn, feature_importances_ attribute when fitted. - Utilized this attribute to rank and plot the features. diff --git a/Predict Employee Turnover with scikitlearn/employee_data.csv b/Predict Employee Turnover with scikitlearn/employee_data.csv deleted file mode 100644 index 96f00af..0000000 --- a/Predict Employee Turnover with scikitlearn/employee_data.csv +++ /dev/null @@ -1,11583 +0,0 @@ -satisfaction_level,last_evaluation,number_project,average_montly_hours,time_spend_company,Work_accident,quit,promotion_last_5years,department,salary -0.38,0.53,2,157,3,0,1,0,sales,low -0.8,0.86,5,262,6,0,1,0,sales,medium -0.11,0.88,7,272,4,0,1,0,sales,medium -0.72,0.87,5,223,5,0,1,0,sales,low -0.37,0.52,2,159,3,0,1,0,sales,low -0.41,0.5,2,153,3,0,1,0,sales,low -0.1,0.77,6,247,4,0,1,0,sales,low -0.92,0.85,5,259,5,0,1,0,sales,low -0.89,1,5,224,5,0,1,0,sales,low -0.42,0.53,2,142,3,0,1,0,sales,low -0.45,0.54,2,135,3,0,1,0,sales,low -0.11,0.81,6,305,4,0,1,0,sales,low -0.84,0.92,4,234,5,0,1,0,sales,low -0.41,0.55,2,148,3,0,1,0,sales,low -0.36,0.56,2,137,3,0,1,0,sales,low -0.38,0.54,2,143,3,0,1,0,sales,low -0.45,0.47,2,160,3,0,1,0,sales,low -0.78,0.99,4,255,6,0,1,0,sales,low -0.45,0.51,2,160,3,1,1,1,sales,low -0.76,0.89,5,262,5,0,1,0,sales,low -0.11,0.83,6,282,4,0,1,0,sales,low -0.38,0.55,2,147,3,0,1,0,sales,low -0.09,0.95,6,304,4,0,1,0,sales,low -0.46,0.57,2,139,3,0,1,0,sales,low -0.4,0.53,2,158,3,0,1,0,sales,low -0.89,0.92,5,242,5,0,1,0,sales,low -0.82,0.87,4,239,5,0,1,0,sales,low -0.4,0.49,2,135,3,0,1,0,sales,low -0.41,0.46,2,128,3,0,1,0,accounting,low -0.38,0.5,2,132,3,0,1,0,accounting,low -0.09,0.62,6,294,4,0,1,0,accounting,low -0.45,0.57,2,134,3,0,1,0,hr,low -0.4,0.51,2,145,3,0,1,0,hr,low -0.45,0.55,2,140,3,0,1,0,hr,low -0.84,0.87,4,246,6,0,1,0,hr,low 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