Mva Script ((top)) Jun 2026

: Early physiological reactions to these scripts—measured around 2.5 months post-trauma—can predict whether a patient's PTSD will become chronic a year later.

# Perform PCA to reduce dimensionality pca = PCA(n_components=2) data_pca = pca.fit_transform(data) mva script

# mva_script.py import pandas as pd import numpy as np from sklearn.impute import SimpleImputer from sklearn.preprocessing import StandardScaler from sklearn.decomposition import PCA from sklearn.discriminant_analysis import LinearDiscriminantAnalysis as LDA from sklearn.cluster import KMeans import matplotlib.pyplot as plt import seaborn as sns mva script

# Perform K-means clustering kmeans = KMeans(n_clusters=5) labels = kmeans.fit_predict(data_pca) mva script