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	from matplotlib.mlab import find
	import numpy as np
	import matplotlib.pyplot as pl

	def visualize(clf, X, y):
	border = .5
	h = .02

	x_min, x_max = X[:, 0].min() - border, X[:, 0].max() + border
	y_min, y_max = X[:, 1].min() - border, X[:, 1].max() + border

	import numpy
	from PIL import Image


	def scale_to_unit_interval(ndar, eps=1e-8):
	ndar = ndar.copy()
	ndar -= ndar.min()
	ndar *= 1.0 / (ndar.max() + eps)
	return ndar

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	# 1. Number of times pregnant
	# 2. Plasma glucose concentration a 2 hours in an oral glucose tolerance test
	# 3. Diastolic blood pressure (mm Hg)
	# 4. Triceps skin fold thickness (mm)
	# 5. 2-Hour serum insulin (mu U/ml)
	# 6. Body mass index (weight in kg/(height in m)^2)
	# 7. Diabetes pedigree function
	# 8. Age (years)
	# 9. Class variable (0 or 1)
	6,148,72,35,0,33.6,0.627,50,1

	public class Bean {
	private String field;

	public String getField() {
	return field;
	}

	public synchronized void setField(String field) {
	this.field = field;
	}