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Create the UML Class Diagram for the code as it is given here. Download the code here. ( click on here to download code )
Create the UML Class Diagram for the code as it is given here. Download the code here. click on here to download code Add a method in class, use your name as methodname firstNamelastName Use Visual Paradigm and export the resulting diagram as an image which you can insert in the response box. If you cannot able to insert the image use upload AddFile option in Quiz.# Import necessary libraries
import seaborn as sns
import pandas as pd
from sklearn.modelselection import traintestsplit
from sklearn.tree import DecisionTreeClassifier
from sklearn.metrics import classificationreport
# Load the penguin dataset
df snsloaddatasetpenguins
# Display the first few rows of the dataset
printdfhead
# Data Preprocessing
# Drop rows with missing values
dfdropnainplaceTrue
# Encode categorical features
dfsex dfsexmapMale: 'Female':
df pdgetdummiesdf columnsspecies 'island' dropfirstTrue
# Define features and target
X dfdropsex axis
y dfsex
# Split the data into training and testing sets
Xtrain, Xtest, ytrain, ytest traintestsplitX y testsize randomstate
# Train a Decision Tree Classifier
clf DecisionTreeClassifierrandomstate
clffitXtrain, ytrain
# Predict on the test set
ypred clfpredictXtest
# Evaluate the model
printclassificationreportytest, ypred
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