#!/usr/bin/env python from pylab import * import sys w = loadtxt(sys.stdin, max_rows=2) cut = float(input()) n, m, d = map(int, input().split()) data = loadtxt(sys.stdin).reshape(n + m, d) signal, noise = data[:n].T, data[n:].T figure() scatter(*signal, c='xkcd:grey blue', label='signal') scatter(*noise, c='xkcd:baby blue', label='noise') scatter(*(cut * w/np.dot(w,w)), c='red') arrow(*(-abs(w)), *4*abs(w)) legend() figure() sig_proj = np.dot(w, signal) noise_proj = np.dot(w, noise) hist(sig_proj, color='xkcd:grey blue') hist(noise_proj, color='xkcd:baby blue') axvline(cut, c='r') show()