{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"___\n",
"\n",
"\n",
"___\n",
"
Copyright by Pierian Data Inc.\n",
"For more information, visit us at www.pieriandata.com"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Decision Trees"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## The Data\n",
"\n",
"We will be using the same dataset through our discussions on classification with tree-methods (Decision Tree,Random Forests, and Gradient Boosted Trees) in order to compare performance metrics across these related models.\n",
"\n",
"We will work with the \"Palmer Penguins\" dataset, as it is simple enough to help us fully understand how changing hyperparameters can change classification results.\n",
"\n",
"\n",
"\n",
"\n",
"Data were collected and made available by Dr. Kristen Gorman and the Palmer Station, Antarctica LTER, a member of the Long Term Ecological Research Network.\n",
"\n",
"Gorman KB, Williams TD, Fraser WR (2014) Ecological Sexual Dimorphism and Environmental Variability within a Community of Antarctic Penguins (Genus Pygoscelis). PLoS ONE 9(3): e90081. doi:10.1371/journal.pone.0090081\n",
"\n",
"Summary:\n",
"The data folder contains two CSV files. For intro courses/examples, you probably want to use the first one (penguins_size.csv).\n",
"\n",
"* penguins_size.csv: Simplified data from original penguin data sets. Contains variables:\n",
"\n",
" * species: penguin species (Chinstrap, Adélie, or Gentoo)\n",
" * culmen_length_mm: culmen length (mm)\n",
" * culmen_depth_mm: culmen depth (mm)\n",
" * flipper_length_mm: flipper length (mm)\n",
" * body_mass_g: body mass (g)\n",
" * island: island name (Dream, Torgersen, or Biscoe) in the Palmer Archipelago (Antarctica)\n",
" * sex: penguin sex\n",
"\n",
"* (Not used) penguins_lter.csv: Original combined data for 3 penguin species \n",
"\n",
"Note: The culmen is \"the upper ridge of a bird's beak\" \n",
"\n",
"**Our goal is to create a model that can help predict a species of a penguin based on physical attributes, then we can use that model to help researchers classify penguins in the field, instead of needing an experienced biologist**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Imports"
]
},
{
"cell_type": "code",
"execution_count": 113,
"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": "code",
"execution_count": 114,
"metadata": {},
"outputs": [],
"source": [
"df = pd.read_csv(\"../DATA/penguins_size.csv\")"
]
},
{
"cell_type": "code",
"execution_count": 115,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" species | \n",
" island | \n",
" culmen_length_mm | \n",
" culmen_depth_mm | \n",
" flipper_length_mm | \n",
" body_mass_g | \n",
" sex | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" Adelie | \n",
" Torgersen | \n",
" 39.1 | \n",
" 18.7 | \n",
" 181.0 | \n",
" 3750.0 | \n",
" MALE | \n",
"
\n",
" \n",
" 1 | \n",
" Adelie | \n",
" Torgersen | \n",
" 39.5 | \n",
" 17.4 | \n",
" 186.0 | \n",
" 3800.0 | \n",
" FEMALE | \n",
"
\n",
" \n",
" 2 | \n",
" Adelie | \n",
" Torgersen | \n",
" 40.3 | \n",
" 18.0 | \n",
" 195.0 | \n",
" 3250.0 | \n",
" FEMALE | \n",
"
\n",
" \n",
" 3 | \n",
" Adelie | \n",
" Torgersen | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
" 4 | \n",
" Adelie | \n",
" Torgersen | \n",
" 36.7 | \n",
" 19.3 | \n",
" 193.0 | \n",
" 3450.0 | \n",
" FEMALE | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" species island culmen_length_mm culmen_depth_mm flipper_length_mm \\\n",
"0 Adelie Torgersen 39.1 18.7 181.0 \n",
"1 Adelie Torgersen 39.5 17.4 186.0 \n",
"2 Adelie Torgersen 40.3 18.0 195.0 \n",
"3 Adelie Torgersen NaN NaN NaN \n",
"4 Adelie Torgersen 36.7 19.3 193.0 \n",
"\n",
" body_mass_g sex \n",
"0 3750.0 MALE \n",
"1 3800.0 FEMALE \n",
"2 3250.0 FEMALE \n",
"3 NaN NaN \n",
"4 3450.0 FEMALE "
]
},
"execution_count": 115,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## EDA\n",
"\n",
"### Missing Data\n",
"\n",
"Recall the purpose is to create a model for future use, so data points missing crucial information won't help in this task, especially since for future data points we will assume the research will grab the relevant feature information."
]
},
{
"cell_type": "code",
"execution_count": 116,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"RangeIndex: 344 entries, 0 to 343\n",
"Data columns (total 7 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 species 344 non-null object \n",
" 1 island 344 non-null object \n",
" 2 culmen_length_mm 342 non-null float64\n",
" 3 culmen_depth_mm 342 non-null float64\n",
" 4 flipper_length_mm 342 non-null float64\n",
" 5 body_mass_g 342 non-null float64\n",
" 6 sex 334 non-null object \n",
"dtypes: float64(4), object(3)\n",
"memory usage: 18.9+ KB\n"
]
}
],
"source": [
"df.info()"
]
},
{
"cell_type": "code",
"execution_count": 117,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"species 0\n",
"island 0\n",
"culmen_length_mm 2\n",
"culmen_depth_mm 2\n",
"flipper_length_mm 2\n",
"body_mass_g 2\n",
"sex 10\n",
"dtype: int64"
]
},
"execution_count": 117,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.isna().sum()"
]
},
{
"cell_type": "code",
"execution_count": 118,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"2.9069767441860463"
]
},
"execution_count": 118,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# What percentage are we dropping?\n",
"100*(10/344)"
]
},
{
"cell_type": "code",
"execution_count": 119,
"metadata": {},
"outputs": [],
"source": [
"df = df.dropna()"
]
},
{
"cell_type": "code",
"execution_count": 120,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Int64Index: 334 entries, 0 to 343\n",
"Data columns (total 7 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 species 334 non-null object \n",
" 1 island 334 non-null object \n",
" 2 culmen_length_mm 334 non-null float64\n",
" 3 culmen_depth_mm 334 non-null float64\n",
" 4 flipper_length_mm 334 non-null float64\n",
" 5 body_mass_g 334 non-null float64\n",
" 6 sex 334 non-null object \n",
"dtypes: float64(4), object(3)\n",
"memory usage: 20.9+ KB\n"
]
}
],
"source": [
"df.info()"
]
},
{
"cell_type": "code",
"execution_count": 121,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" species | \n",
" island | \n",
" culmen_length_mm | \n",
" culmen_depth_mm | \n",
" flipper_length_mm | \n",
" body_mass_g | \n",
" sex | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" Adelie | \n",
" Torgersen | \n",
" 39.1 | \n",
" 18.7 | \n",
" 181.0 | \n",
" 3750.0 | \n",
" MALE | \n",
"
\n",
" \n",
" 1 | \n",
" Adelie | \n",
" Torgersen | \n",
" 39.5 | \n",
" 17.4 | \n",
" 186.0 | \n",
" 3800.0 | \n",
" FEMALE | \n",
"
\n",
" \n",
" 2 | \n",
" Adelie | \n",
" Torgersen | \n",
" 40.3 | \n",
" 18.0 | \n",
" 195.0 | \n",
" 3250.0 | \n",
" FEMALE | \n",
"
\n",
" \n",
" 4 | \n",
" Adelie | \n",
" Torgersen | \n",
" 36.7 | \n",
" 19.3 | \n",
" 193.0 | \n",
" 3450.0 | \n",
" FEMALE | \n",
"
\n",
" \n",
" 5 | \n",
" Adelie | \n",
" Torgersen | \n",
" 39.3 | \n",
" 20.6 | \n",
" 190.0 | \n",
" 3650.0 | \n",
" MALE | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" species island culmen_length_mm culmen_depth_mm flipper_length_mm \\\n",
"0 Adelie Torgersen 39.1 18.7 181.0 \n",
"1 Adelie Torgersen 39.5 17.4 186.0 \n",
"2 Adelie Torgersen 40.3 18.0 195.0 \n",
"4 Adelie Torgersen 36.7 19.3 193.0 \n",
"5 Adelie Torgersen 39.3 20.6 190.0 \n",
"\n",
" body_mass_g sex \n",
"0 3750.0 MALE \n",
"1 3800.0 FEMALE \n",
"2 3250.0 FEMALE \n",
"4 3450.0 FEMALE \n",
"5 3650.0 MALE "
]
},
"execution_count": 121,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 122,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array(['MALE', 'FEMALE', '.'], dtype=object)"
]
},
"execution_count": 122,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df['sex'].unique()"
]
},
{
"cell_type": "code",
"execution_count": 123,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array(['Torgersen', 'Biscoe', 'Dream'], dtype=object)"
]
},
"execution_count": 123,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df['island'].unique()"
]
},
{
"cell_type": "code",
"execution_count": 124,
"metadata": {},
"outputs": [],
"source": [
"df = df[df['sex']!='.']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Visualization"
]
},
{
"cell_type": "code",
"execution_count": 125,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 125,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.scatterplot(x='culmen_length_mm',y='culmen_depth_mm',data=df,hue='species',palette='Dark2')"
]
},
{
"cell_type": "code",
"execution_count": 126,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 126,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.pairplot(df,hue='species',palette='Dark2')"
]
},
{
"cell_type": "code",
"execution_count": 127,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 127,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.catplot(x='species',y='culmen_length_mm',data=df,kind='box',col='sex',palette='Dark2')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Feature Engineering"
]
},
{
"cell_type": "code",
"execution_count": 128,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" culmen_length_mm | \n",
" culmen_depth_mm | \n",
" flipper_length_mm | \n",
" body_mass_g | \n",
" species_Adelie | \n",
" species_Chinstrap | \n",
" species_Gentoo | \n",
" island_Biscoe | \n",
" island_Dream | \n",
" island_Torgersen | \n",
" sex_FEMALE | \n",
" sex_MALE | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 39.1 | \n",
" 18.7 | \n",
" 181.0 | \n",
" 3750.0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
" 1 | \n",
" 39.5 | \n",
" 17.4 | \n",
" 186.0 | \n",
" 3800.0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
" 1 | \n",
" 0 | \n",
"
\n",
" \n",
" 2 | \n",
" 40.3 | \n",
" 18.0 | \n",
" 195.0 | \n",
" 3250.0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
" 1 | \n",
" 0 | \n",
"
\n",
" \n",
" 4 | \n",
" 36.7 | \n",
" 19.3 | \n",
" 193.0 | \n",
" 3450.0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
" 1 | \n",
" 0 | \n",
"
\n",
" \n",
" 5 | \n",
" 39.3 | \n",
" 20.6 | \n",
" 190.0 | \n",
" 3650.0 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
"
\n",
" \n",
" 338 | \n",
" 47.2 | \n",
" 13.7 | \n",
" 214.0 | \n",
" 4925.0 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
"
\n",
" \n",
" 340 | \n",
" 46.8 | \n",
" 14.3 | \n",
" 215.0 | \n",
" 4850.0 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
"
\n",
" \n",
" 341 | \n",
" 50.4 | \n",
" 15.7 | \n",
" 222.0 | \n",
" 5750.0 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
" 342 | \n",
" 45.2 | \n",
" 14.8 | \n",
" 212.0 | \n",
" 5200.0 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
"
\n",
" \n",
" 343 | \n",
" 49.9 | \n",
" 16.1 | \n",
" 213.0 | \n",
" 5400.0 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
" 1 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
"
\n",
"
333 rows × 12 columns
\n",
"
"
],
"text/plain": [
" culmen_length_mm culmen_depth_mm flipper_length_mm body_mass_g \\\n",
"0 39.1 18.7 181.0 3750.0 \n",
"1 39.5 17.4 186.0 3800.0 \n",
"2 40.3 18.0 195.0 3250.0 \n",
"4 36.7 19.3 193.0 3450.0 \n",
"5 39.3 20.6 190.0 3650.0 \n",
".. ... ... ... ... \n",
"338 47.2 13.7 214.0 4925.0 \n",
"340 46.8 14.3 215.0 4850.0 \n",
"341 50.4 15.7 222.0 5750.0 \n",
"342 45.2 14.8 212.0 5200.0 \n",
"343 49.9 16.1 213.0 5400.0 \n",
"\n",
" species_Adelie species_Chinstrap species_Gentoo island_Biscoe \\\n",
"0 1 0 0 0 \n",
"1 1 0 0 0 \n",
"2 1 0 0 0 \n",
"4 1 0 0 0 \n",
"5 1 0 0 0 \n",
".. ... ... ... ... \n",
"338 0 0 1 1 \n",
"340 0 0 1 1 \n",
"341 0 0 1 1 \n",
"342 0 0 1 1 \n",
"343 0 0 1 1 \n",
"\n",
" island_Dream island_Torgersen sex_FEMALE sex_MALE \n",
"0 0 1 0 1 \n",
"1 0 1 1 0 \n",
"2 0 1 1 0 \n",
"4 0 1 1 0 \n",
"5 0 1 0 1 \n",
".. ... ... ... ... \n",
"338 0 0 1 0 \n",
"340 0 0 1 0 \n",
"341 0 0 0 1 \n",
"342 0 0 1 0 \n",
"343 0 0 0 1 \n",
"\n",
"[333 rows x 12 columns]"
]
},
"execution_count": 128,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pd.get_dummies(df)"
]
},
{
"cell_type": "code",
"execution_count": 130,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" culmen_length_mm | \n",
" culmen_depth_mm | \n",
" flipper_length_mm | \n",
" body_mass_g | \n",
" island_Dream | \n",
" island_Torgersen | \n",
" sex_MALE | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 39.1 | \n",
" 18.7 | \n",
" 181.0 | \n",
" 3750.0 | \n",
" 0 | \n",
" 1 | \n",
" 1 | \n",
"
\n",
" \n",
" 1 | \n",
" 39.5 | \n",
" 17.4 | \n",
" 186.0 | \n",
" 3800.0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
"
\n",
" \n",
" 2 | \n",
" 40.3 | \n",
" 18.0 | \n",
" 195.0 | \n",
" 3250.0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
"
\n",
" \n",
" 4 | \n",
" 36.7 | \n",
" 19.3 | \n",
" 193.0 | \n",
" 3450.0 | \n",
" 0 | \n",
" 1 | \n",
" 0 | \n",
"
\n",
" \n",
" 5 | \n",
" 39.3 | \n",
" 20.6 | \n",
" 190.0 | \n",
" 3650.0 | \n",
" 0 | \n",
" 1 | \n",
" 1 | \n",
"
\n",
" \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
" ... | \n",
"
\n",
" \n",
" 338 | \n",
" 47.2 | \n",
" 13.7 | \n",
" 214.0 | \n",
" 4925.0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
"
\n",
" \n",
" 340 | \n",
" 46.8 | \n",
" 14.3 | \n",
" 215.0 | \n",
" 4850.0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
"
\n",
" \n",
" 341 | \n",
" 50.4 | \n",
" 15.7 | \n",
" 222.0 | \n",
" 5750.0 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
" 342 | \n",
" 45.2 | \n",
" 14.8 | \n",
" 212.0 | \n",
" 5200.0 | \n",
" 0 | \n",
" 0 | \n",
" 0 | \n",
"
\n",
" \n",
" 343 | \n",
" 49.9 | \n",
" 16.1 | \n",
" 213.0 | \n",
" 5400.0 | \n",
" 0 | \n",
" 0 | \n",
" 1 | \n",
"
\n",
" \n",
"
\n",
"
333 rows × 7 columns
\n",
"
"
],
"text/plain": [
" culmen_length_mm culmen_depth_mm flipper_length_mm body_mass_g \\\n",
"0 39.1 18.7 181.0 3750.0 \n",
"1 39.5 17.4 186.0 3800.0 \n",
"2 40.3 18.0 195.0 3250.0 \n",
"4 36.7 19.3 193.0 3450.0 \n",
"5 39.3 20.6 190.0 3650.0 \n",
".. ... ... ... ... \n",
"338 47.2 13.7 214.0 4925.0 \n",
"340 46.8 14.3 215.0 4850.0 \n",
"341 50.4 15.7 222.0 5750.0 \n",
"342 45.2 14.8 212.0 5200.0 \n",
"343 49.9 16.1 213.0 5400.0 \n",
"\n",
" island_Dream island_Torgersen sex_MALE \n",
"0 0 1 1 \n",
"1 0 1 0 \n",
"2 0 1 0 \n",
"4 0 1 0 \n",
"5 0 1 1 \n",
".. ... ... ... \n",
"338 0 0 0 \n",
"340 0 0 0 \n",
"341 0 0 1 \n",
"342 0 0 0 \n",
"343 0 0 1 \n",
"\n",
"[333 rows x 7 columns]"
]
},
"execution_count": 130,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pd.get_dummies(df.drop('species',axis=1),drop_first=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Train | Test Split"
]
},
{
"cell_type": "code",
"execution_count": 131,
"metadata": {},
"outputs": [],
"source": [
"X = pd.get_dummies(df.drop('species',axis=1),drop_first=True)\n",
"y = df['species']"
]
},
{
"cell_type": "code",
"execution_count": 132,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.model_selection import train_test_split"
]
},
{
"cell_type": "code",
"execution_count": 133,
"metadata": {},
"outputs": [],
"source": [
"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=101)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Decision Tree Classifier\n",
"\n",
"## Default Hyperparameters"
]
},
{
"cell_type": "code",
"execution_count": 137,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.tree import DecisionTreeClassifier"
]
},
{
"cell_type": "code",
"execution_count": 138,
"metadata": {},
"outputs": [],
"source": [
"model = DecisionTreeClassifier()"
]
},
{
"cell_type": "code",
"execution_count": 140,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"DecisionTreeClassifier()"
]
},
"execution_count": 140,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model.fit(X_train,y_train)"
]
},
{
"cell_type": "code",
"execution_count": 141,
"metadata": {},
"outputs": [],
"source": [
"base_pred = model.predict(X_test)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Evaluation"
]
},
{
"cell_type": "code",
"execution_count": 157,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.metrics import confusion_matrix,classification_report,plot_confusion_matrix"
]
},
{
"cell_type": "code",
"execution_count": 158,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[38, 2, 0],\n",
" [ 1, 26, 0],\n",
" [ 1, 0, 32]], dtype=int64)"
]
},
"execution_count": 158,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"confusion_matrix(y_test,base_pred)"
]
},
{
"cell_type": "code",
"execution_count": 161,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 161,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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XRDR1stxMWzR3MMNHb650GNmxTS9im/Qr3b+G2L4OVuWovf8tmo7fCnqntZ2taysXY4bsstcGli3pzeuv9gFg9j1D2O/wN3l1cd8C7+xBStNL4QDgS8Azkham274H/AS4VdJJwKvA5woV1NHAh7072hcRCwqUPQlojIirWzZExMK0tnyIpNuB3UlqzV+MiJA0G/hWRMyT9DZwKfBPwEbg6IhYIelzwA9I5uR9E/g0cD7QT9KBwH8AHyMZhjwWWCXpe8CvgQFpKGdExP9Kmpi+dzWwC/Aw8K8RUVzLj2XX643U/KWBpl37oGvWULNoEzX/vRZ6i6YpQ4ld+lQ6worbZttGVi7r/e7rVcvr2HXvDRWMKJsi4lHan1bskC0pq6Ma7s86igE4uEDZLcm0LXsBfwcsAx4j+QvyaKtjBgBPRMT3Jf0ncDLwI+Bc4PCIWCppSEQ0SDoXmBARZwBIOg/4BHBgRGyU1B84NCI2SdqZZC6IlkbyfUl6YLwCPAB8Frg9PxBJU4ApAH01AMu4jc3Unb+SptOGwoCa5E/zW800XjYSvdhA3Y9W0nDDaOjETY9q0tbHz9ozwLqqFAMfSqmjgQ+TuvG8cyLiNYC0ij6WDybcBqClrXc+cGi6/hjwK0m3AnfSvnsjYmO6XgdcnjZp5ICPtorlpTSWm4EDaZVw0y4iUwG2qtkmY/8J7X2agrrz36D54AE0H5j+cRxWS/OB/UEidu2T3Ll4sxmGfLibFlYtr2PYqIZ3X9ePbGT163UVjKjEgswN7S3mpllnPUtSy2xLfsNjjrYTf2PEu39v3z0mIk4FzgHGAAslbdPOOfKfMPx1YAVJ97YJQO+8fa0TqBNqTxVBr5+vonn7uvfdGMvt35+ahcnNIL3WCI0BW3XnV79neHFhf0aPa2DEmM30qmtm4tHreGJ6ld1Q7IHTM3bWTKCPpJNbNkjaB/iHrhQqaceIeDIizgVWkSTet4BBHbxtK2B52jb7JSC/arOvpHGSakgm5mld086s71z6Fy6541m222ETv35sAYd9vmCvlKqmZzdT+4d3qFm4ibpTl1J36lJq5myg+fBBaHkTdScvpdeFK2n8dv2HvjkBoDknrvj+aC686SWu+eOLPPzbIbzy5yq6YUZpeimUUlFDezsjvQl2LPCLdJzxJpIJHu7uYtEXp+2wAh4CniK5Q3h22jzxH22850rgjvSG2yzeX/t9nORu48dJbprd1cX4yuair+1U6RAyJXbvy+bpY9vc13T2sPIG00PMnTmYuTMHVzqM7pOx36vFDO0VySN2doiI8yVtD2wbEQX74kbEMuDzbey6Ju+YM/LWJ+atD8xbv520XTUiPttGeWuAfTqIYzGQPzLgu3nrGyLi+HY/hJn1XBlLuMU0KVwJ7AdMTl+/BVzRbRGZmZVAMc0JWWxS+GRE7C3pTwARsTZ9XHqPFxGzSWb4MbNqlLFeCsUk3EZJtaSVc0nDKHZKCDOzCspaP9ximhQuI7mRNFzSj0nu4l/YrVGZmZVCxrqFFTOXwo2S5pMMYRNwTEQ83+2RmZl1RQXaaAspppfC9sAG4Lf52yLi1e4MzMysy3pawiV5Qm/LwyT7AuOAF0nmQjAzyyxl7G5TMU0KH89/nc4idko7h5uZWTu2eKRZ+uTKdgcZmJllRk9rUpD0jbyXNcDewMpui8jMrBR64k0z3j8pTBNJm+4d3ROOmVkJ9aSEmw54GBgR3y5TPGZmpdNTEm7Ls8A6etSOmVlWiZ7VS2EOSXvtQkn3AreRN61h3qOCzcyyJ4NtuMUM7R1K8pDFg0ke6PiZ9F8zs2wr0dBeSddLekPSorxt50laKmlhuhxVqJyOarjD0x4Ki3hv4EP+xzAzy7bSZapfAZcDN7TafklE/LTYQjpKuLXAQNp+PLATrpllXqmaFCLiYUlju1pORwl3eUSc39UTmJlVTHEJt17SvLzXU9MndRfjDElfBuYB34yItR0d3FEbbrZm7jUz2xKR9FIotACrImJC3lJssr0K2BEYDywHflboDR0l3EOKPKmZWTZ143y4EbEiInLp08CvAfYt9J52E25ErOl8KGZmldedzzSTNDLv5bEkHQw61G2PSTczq7gS3TSTdDMwkaS99zXgB8BESePTsyyhiFkUnXDNrDqV8BE6ETG5jc3XbWk5TrhmVpVE9kaaOeGaWdVywjUzKxcnXDOzMnHCNTMrgwzOFuaEa2bVywnXzKw8etIE5GZbrM9hSyodQuYd+5yfwVrIHz5WmnLcpGBmVg4lHPhQKk64Zla9nHDNzLqfR5qZmZWRmrOVcZ1wzaw6uQ3XzKx83KRgZlYuTrhmZuXhGq6ZWbk44ZqZlUF4aK+ZWVlksR9uR49JNzPr2SIKL0WQdL2kNyQtyts2VNIMSYvTf7cuVI4TrplVrRI+Jv1XwBGttp0NPBQROwMPpa875IRrZtUpilyKKSriYWBNq81HA9PS9WnAMYXKcRuumVWtbr5pNiIilgNExHJJwwu9wQnXzKpWkQm3XtK8vNdTI2Jqd8TjhGtm1Sko9qbYqoiY0IkzrJA0Mq3djgTeKPQGt+GaWdUq4U2zttwLnJiunwjcU+gNTrhmVr1KdNNM0s3A48Aukl6TdBLwE+BQSYuBQ9PXHXKTgplVpVIOfIiIye3sOmRLynHCNbPqFOEJyM3MyiZb+dYJ18yqV9bmUnDCNbPqFICbFMzMyiRb+dYJ18yql5sUzMzKxL0UzMzKwY9JNzMrj2TgQ7YyrhOumVUvP9PMzKw8XMO1kvn6RS+x76S1rFtdx2lH7lHpcDJnwsT1nHrBMmprgvtvHsqtl4+odEgVl9sMj3x5CLkGEU0w+rDNfOzfNvDMxQN4fXZvaupgwJgce//4LXoPzlay2mIZbMPN1GxhkkZIuknSS5LmS3pc0rGdLOssSf1LHWOWzLi9nnO+umulw8ikmprg9AuXcs4J4zh54i5MOnod2++8qdJhVVxNbzjw+nUcctdaDr5zLSse7c2ap3oxfP8GDrlnLYfcvZaBY3P8+Zpq+F8nmUuh0FJOmUm4kgTcDTwcETtExCeALwDbdbLIs4Bq+Na0a9Hcwby1zj9S2rLLXhtYtqQ3r7/ah6bGGmbfM4T9Dn+z0mFVnAS9BiTrzU3JAjDigEZq0q/S0D0b2fh6ZlJD15Toqb2lkqWrejDQEBFXt2yIiFci4peSaiVdLGmupKclnQIgaaKk2ZJul/SCpBuVOBMYBcySNCs9drKkZyQtknRRyzna22492zbbNrJyWe93X69aXkf9yMYKRpQdkYOZx27N7w+sZ/j+jQzds+l9+1+5sy8j/r6hQtGVUCSP2Cm0lFOWEu7fAQva2XcS8GZE7APsA5wsaVy6by+S2uxuwA7AARFxGbAMmBQRkySNAi4iSerjgX0kHdPe9tJ/NCs36YPbMnb/pGJUCwfftZYjZq1m7TO9WL+49t19L17dH9XCmM9srmCEJZSxGm5mf49KugI4EGgAXgH2kHRcunsrYOd035yIeC19z0JgLPBoq+L2AWZHxMr0uBuBg0ia1NvafnerWKYAUwD6akAJP6V1l1XL6xg26r1aWv3IRla/XlfBiLKn9+Cgfp9GVjzSm8E7b+SVu/uw/I+9OfD6dW3+weqRMvZHNks13GeBvVteRMTpJLOpDyPpw/xvETE+XcZFxPT00Pw/xTna/iPS3tenqK9VREyNiAkRMaE3fYp5i1XYiwv7M3pcAyPGbKZXXTMTj17HE9O3qnRYFbd5jWhYn3ztc5tg5eO9GbhDjhWP1LH42v7sd8Wb9OpX4SBLSM3NBZdyylINdyZwoaTTIuKqdFvLTa8HgdMkzYyIRkkfBZYWKO8tYBCwCngSuFRSPbAWmAz8EpjTzvYe4TuX/oU9PrmewVs38evHFvDrS7dj+q3DKx1WJjTnxBXfH82FN71ETS1Mv2Uor/y5b6XDqrhNK2uY/91BRLOIZtjuiM2MnNjA9MOH0twIj500BICt92xkr/PermywXRV44EN7IiLS9tNLJP07sBJ4B/gOcBtJU8GCtDfDSuCYAkVOBe6XtDxtx/0uMIukVvv7iLgHoL3tPcFFX9up0iFk2tyZg5k7c3Clw8iUrXbJcfCd6z6w/bAH15Q/mG4mwgMfOhIRy0m6grXle+mSb3a6tLz/jLz1X5JXW42Im4Cb2jhnm9vNrAqUKOFKWkLyqzkHNEXEhM6Uk6mEa2ZWUqWt4U6KiFVdKcAJ18yqUwbbcLPUS8HMrKSK7KVQL2le3jKljaICmJ5OOdDW/qK4hmtmVarogQ2rimiTPSAilkkaDsyQ9EJEPLylEbmGa2bVKSjZSLOIWJb++wZwF7BvZ0JywjWz6tVcxFKApAGSBrWsA4cBizoTjpsUzKxqlagf7gjgrmQIAL2AmyLigc4U5IRrZtWrBAk3Il4C9ux6ME64ZlatIiCXrX5hTrhmVr08tNfMrEyccM3MyiCAMj+zrBAnXDOrUgHhNlwzs+4X+KaZmVnZuA3XzKxMnHDNzMqh/E/lLcQJ18yqUwBlfkhkIU64Zla9XMM1MysHD+01MyuPgHA/XDOzMvFIMzOzMnEbrplZGUS4l4KZWdm4hmtmVg5B5HKVDuJ9nHDNrDp5ekYzszLKWLcwPybdzKpSANEcBZdiSDpC0ouS/iLp7M7G5IRrZtUp0gnICy0FSKoFrgCOBHYDJkvarTMhuUnBzKpWiW6a7Qv8JX1cOpJuAY4GntvSghQZ6zaRdZJWAq9UOo5W6oFVlQ4iw3x9CsvaNfpIRAzrSgGSHiD5XIX0BTblvZ4aEVPzyjkOOCIi/iV9/SXgkxFxxpbG5BruFurql6A7SJoXERMqHUdW+foUVo3XKCKOKFFRaqv4zhTkNlwzs469BozJe70dsKwzBTnhmpl1bC6ws6RxknoDXwDu7UxBblKoDlMLH/Kh5utTmK9ROyKiSdIZwINALXB9RDzbmbJ808zMrEzcpGBmViZOuGZmZeKEmyGSjpUUknZtZ/9sSR123ck/RtLvJQ3phlBLTtK2km6R9FdJz6WxT5F0XzvHX9uZ0T6Sxks6qusRZ4ekEZJukvSSpPmSHpd0bCfLOktS/1LHaAkn3GyZDDxKche0yyLiqIhYV4qyupMkAXcBsyNix4jYDfgeMKK990TEv0TEFo/0AcYDbSZcST3uJnJ67e4GHo6IHSLiEyTfn+06WeRZgBNuN3HCzQhJA4EDgJNIE66kfmmt72lJvwH65R1/WFqTWSDptvT9rctcIqk+Xf+ipDmSFkr6r3R8eFZMAhoj4uqWDRGxEHgEGCjpdkkvSLoxTTCta/JvS/qxpKckPSFpRLr9c5IWpdsfTrv0nA8cn16H4yWdJ2mqpOnADZLGSnokva4LJO2fljUxLeOutAZ+taQs/P9zMNDQ6tq9EhG/lFQr6WJJc9Pv0Cnw7meZ3fq6SjoTGAXMkjQrPXaypGfS63hRyzna224FRISXDCzAF4Hr0vX/BfYGvkHSBQVgD6AJmEAyXPFhYEC67zvAuen6bGBCur4kPfZjwG+BunT7lcCXK/2Z8z77mcAlbWyfCLxJUlurAR4HDmzjcwbwmXT9P4Fz0vVngNHp+pD0368Al+ed4zxgPtAvfd0f6Juu7wzMy4tlE7ADSdegGcBxWb126b4pedeiDzAPGFfgui4B6tP1UcCrwDCSLqQzgWPa217pa9ETlh73E6qKTQZ+ka7fkr7eGbgMICKelvR0uv9TJLMWPZZW+HqT/E/TnkOATwBz0+P7AW+UNvxuMyciXgOQtBAYS9Lskq8BaGnrnQ8cmq4/BvxK0q3AnR2c496I2Jiu1wGXSxoP5ICPtoqlZQKTm4EDgdu3/CN1H0lXkMTVQDLnxx7pXAAAW5F8pxoo7rruQ9LMszI97kbgIJI/cG1tv7u7Ple1cMLNAEnbkPw03F1SkNSgAvgTbY/ZFjAjIiYXewpgWkR8txTxdoNngePa2bc5bz1H29/ZxkirZPnHRMSpkj4J/COwME2ibXknb/3rwApgT5LaX/6kJq3/W2ShE/uzwP9teRERp6fNSPNIaqH/FhEP5r9B0kSKu65tzSHQ0XYrIAttUJYkmxsi4iMRMTYixgAvAwuAEwAk7U7SrADwBHCApJ3Sff0lfbSNcls8BBwnaXh6/FBJH+mmz9IZM4E+kk5u2SBpH+AfulKopB0j4smIOJdkJqwxwFvAoA7ethWwPCKagS+R/PFrsa+S4Z01wPF8sEZYCTOBvpJOy9vWctPrQeA0SXUAkj4qaUCB8vKvz5PAP0iqT9v8JwN/7GC7FeCEmw2TSe7S57uD5GfewLQp4d+BOQDpT7mvADen+54A2uxKlh7/HHAOMD09fgYwsrQfofPS2umxwKFKuoU9S9K22qkJQvJc3HJjh6TN+ylgFrBby02zNt5zJXCipCdImhPya7+PAz8BFpH8QWz936zs0mt3DEkCfFnSHGAaSbv+tSRzti5Ir8F/UfhX7VTgfkmzImI58F2Sa/YUsCAi7mlve+k/XfXx0F6zIqQ/w78VEf9U4VCsB3MN18ysTFzDNTMrE9dwzczKxAnXzKxMnHDNzMrECddKTlIu7Xa1KJ3nodOToUj6VctIKRWYISydI2D/Tpzj3Tknitne6pi3t/Bc50n61pbGaNXBCde6w8aIGB8Ru5MMIz01f6c6OXFOFJ4hbCKwxQnXrFyccK27PQLslNY+Z0m6CXimg5msJOnydEau3wHDWwrS+2cIOyKdzespSQ9JGkuS2L+e1q7/XtIwSXek55gr6YD0vdtImi7pT5L+iyKGqkq6W8lcs89KmtJq38/SWB6SNCzdtqOkB9L3PKJ25ji2DxfPpWDdRsn8skcCD6Sb9gV2j4iX06T1ZkTsI6kPyUQ804G9gF2Aj5PMh/sccH2rcocB1wAHpWUNjYg1kq4G3o6In6bH3UQyk9ajkrYnGer6MeAHwKMRcb6kfySZVauQf07P0Y9kEqA7ImI1MIBkpNU3JZ2bln0GyYitUyNicTqfw5Uk82XYh5gTrnWHfukMVJDUcK8j+ak/JyJeTrcfRtszWR0E3BwROWCZpJltlP8pkgm3XwaIiDXtxPFpkmG8La8HSxqUnuOz6Xt/J2ltEZ/pTL33FIUxaayrgWbgN+n2/wHuVDI38f7AbXnn7lPEOazKOeFad9gYEePzN6SJJ39eAtH2TFZHUXgWLhVxDCRNZvvlTb2YH0vRI37SYb2fTsvaIGk20LedwyM977rW18DMbbhWKe3NZPUw8IW0jXckydMgWnucZLKWcel7h6bbW88ENp3k5z3pcePT1Yd5bxa2I4GtC8S6FbA2Tba7ktSwW9Tw3tSS/4+kqWI98LKkz6XnkKQ9C5zDPgSccK1S2pvJ6i5gMcnTGq6ijWn/0tnSppD8fH+K937S/xY4tuWmGcnTECakN+We473eEj8EDpK0gKRp49UCsT4A9FIy09oFJLOztXgH+DtJ80naaM9Pt58AnJTG9yxwdBHXxKqc51IwMysT13DNzMrECdfMrEyccM3MysQJ18ysTJxwzczKxAnXzKxMnHDNzMrk/wPBR/8VQLnwggAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_confusion_matrix(model,X_test,y_test)"
]
},
{
"cell_type": "code",
"execution_count": 144,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" precision recall f1-score support\n",
"\n",
" Adelie 0.95 0.95 0.95 40\n",
" Chinstrap 0.93 0.96 0.95 27\n",
" Gentoo 1.00 0.97 0.98 33\n",
"\n",
" accuracy 0.96 100\n",
" macro avg 0.96 0.96 0.96 100\n",
"weighted avg 0.96 0.96 0.96 100\n",
"\n"
]
}
],
"source": [
"print(classification_report(y_test,base_pred))"
]
},
{
"cell_type": "code",
"execution_count": 174,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([0.33350103, 0.02010577, 0.57575804, 0. , 0.04491847,\n",
" 0. , 0.02571668])"
]
},
"execution_count": 174,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model.feature_importances_"
]
},
{
"cell_type": "code",
"execution_count": 177,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Feature Importance | \n",
"
\n",
" \n",
" \n",
" \n",
" culmen_length_mm | \n",
" 0.333501 | \n",
"
\n",
" \n",
" culmen_depth_mm | \n",
" 0.020106 | \n",
"
\n",
" \n",
" flipper_length_mm | \n",
" 0.575758 | \n",
"
\n",
" \n",
" body_mass_g | \n",
" 0.000000 | \n",
"
\n",
" \n",
" island_Dream | \n",
" 0.044918 | \n",
"
\n",
" \n",
" island_Torgersen | \n",
" 0.000000 | \n",
"
\n",
" \n",
" sex_MALE | \n",
" 0.025717 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Feature Importance\n",
"culmen_length_mm 0.333501\n",
"culmen_depth_mm 0.020106\n",
"flipper_length_mm 0.575758\n",
"body_mass_g 0.000000\n",
"island_Dream 0.044918\n",
"island_Torgersen 0.000000\n",
"sex_MALE 0.025717"
]
},
"execution_count": 177,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pd.DataFrame(index=X.columns,data=model.feature_importances_,columns=['Feature Importance'])"
]
},
{
"cell_type": "code",
"execution_count": 180,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 180,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
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