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import numpy as np | ||
import pandas as pd | ||
from sklearn.ensemble import RandomForestClassifier | ||
from sklearn.model_selection import train_test_split | ||
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class RiskAssessment: | ||
def __init__(self, data): | ||
self.data = data | ||
self.X = self.data.drop('risk_level', axis=1) | ||
self.y = self.data['risk_level'] | ||
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def train_model(self): | ||
X_train, X_test, y_train, y_test = train_test_split(self.X, self.y, test_size=0.2, random_state=42) | ||
self.model = RandomForestClassifier(n_estimators=100, random_state=42) | ||
self.model.fit(X_train, y_train) | ||
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def predict_risk(self, new_data): | ||
return self.model.predict(new_data) |