"""
Created on Fri Mar 04 07:36:28 2011

@author: Mike
"""

import numpy as np


class kdetest:

    Hpi = np.matrix([[0.05163034, 0.5098923], [0.50989228, 8.8822365]])

    faithfulData = dict(
        eruptions=[
            3.6,
            1.8,
            3.333,
            2.283,
            4.533,
            2.883,
            4.7,
            3.6,
            1.95,
            4.35,
            1.833,
            3.917,
            4.2,
            1.75,
            4.7,
            2.167,
            1.75,
            4.8,
            1.6,
            4.25,
            1.8,
            1.75,
            3.45,
            3.067,
            4.533,
            3.6,
            1.967,
            4.083,
            3.85,
            4.433,
            4.3,
            4.467,
            3.367,
            4.033,
            3.833,
            2.017,
            1.867,
            4.833,
            1.833,
            4.783,
            4.35,
            1.883,
            4.567,
            1.75,
            4.533,
            3.317,
            3.833,
            2.1,
            4.633,
            2,
            4.8,
            4.716,
            1.833,
            4.833,
            1.733,
            4.883,
            3.717,
            1.667,
            4.567,
            4.317,
            2.233,
            4.5,
            1.75,
            4.8,
            1.817,
            4.4,
            4.167,
            4.7,
            2.067,
            4.7,
            4.033,
            1.967,
            4.5,
            4,
            1.983,
            5.067,
            2.017,
            4.567,
            3.883,
            3.6,
            4.133,
            4.333,
            4.1,
            2.633,
            4.067,
            4.933,
            3.95,
            4.517,
            2.167,
            4,
            2.2,
            4.333,
            1.867,
            4.817,
            1.833,
            4.3,
            4.667,
            3.75,
            1.867,
            4.9,
            2.483,
            4.367,
            2.1,
            4.5,
            4.05,
            1.867,
            4.7,
            1.783,
            4.85,
            3.683,
            4.733,
            2.3,
            4.9,
            4.417,
            1.7,
            4.633,
            2.317,
            4.6,
            1.817,
            4.417,
            2.617,
            4.067,
            4.25,
            1.967,
            4.6,
            3.767,
            1.917,
            4.5,
            2.267,
            4.65,
            1.867,
            4.167,
            2.8,
            4.333,
            1.833,
            4.383,
            1.883,
            4.933,
            2.033,
            3.733,
            4.233,
            2.233,
            4.533,
            4.817,
            4.333,
            1.983,
            4.633,
            2.017,
            5.1,
            1.8,
            5.033,
            4,
            2.4,
            4.6,
            3.567,
            4,
            4.5,
            4.083,
            1.8,
            3.967,
            2.2,
            4.15,
            2,
            3.833,
            3.5,
            4.583,
            2.367,
            5,
            1.933,
            4.617,
            1.917,
            2.083,
            4.583,
            3.333,
            4.167,
            4.333,
            4.5,
            2.417,
            4,
            4.167,
            1.883,
            4.583,
            4.25,
            3.767,
            2.033,
            4.433,
            4.083,
            1.833,
            4.417,
            2.183,
            4.8,
            1.833,
            4.8,
            4.1,
            3.966,
            4.233,
            3.5,
            4.366,
            2.25,
            4.667,
            2.1,
            4.35,
            4.133,
            1.867,
            4.6,
            1.783,
            4.367,
            3.85,
            1.933,
            4.5,
            2.383,
            4.7,
            1.867,
            3.833,
            3.417,
            4.233,
            2.4,
            4.8,
            2,
            4.15,
            1.867,
            4.267,
            1.75,
            4.483,
            4,
            4.117,
            4.083,
            4.267,
            3.917,
            4.55,
            4.083,
            2.417,
            4.183,
            2.217,
            4.45,
            1.883,
            1.85,
            4.283,
            3.95,
            2.333,
            4.15,
            2.35,
            4.933,
            2.9,
            4.583,
            3.833,
            2.083,
            4.367,
            2.133,
            4.35,
            2.2,
            4.45,
            3.567,
            4.5,
            4.15,
            3.817,
            3.917,
            4.45,
            2,
            4.283,
            4.767,
            4.533,
            1.85,
            4.25,
            1.983,
            2.25,
            4.75,
            4.117,
            2.15,
            4.417,
            1.817,
            4.467,
        ],
        waiting=[
            79,
            54,
            74,
            62,
            85,
            55,
            88,
            85,
            51,
            85,
            54,
            84,
            78,
            47,
            83,
            52,
            62,
            84,
            52,
            79,
            51,
            47,
            78,
            69,
            74,
            83,
            55,
            76,
            78,
            79,
            73,
            77,
            66,
            80,
            74,
            52,
            48,
            80,
            59,
            90,
            80,
            58,
            84,
            58,
            73,
            83,
            64,
            53,
            82,
            59,
            75,
            90,
            54,
            80,
            54,
            83,
            71,
            64,
            77,
            81,
            59,
            84,
            48,
            82,
            60,
            92,
            78,
            78,
            65,
            73,
            82,
            56,
            79,
            71,
            62,
            76,
            60,
            78,
            76,
            83,
            75,
            82,
            70,
            65,
            73,
            88,
            76,
            80,
            48,
            86,
            60,
            90,
            50,
            78,
            63,
            72,
            84,
            75,
            51,
            82,
            62,
            88,
            49,
            83,
            81,
            47,
            84,
            52,
            86,
            81,
            75,
            59,
            89,
            79,
            59,
            81,
            50,
            85,
            59,
            87,
            53,
            69,
            77,
            56,
            88,
            81,
            45,
            82,
            55,
            90,
            45,
            83,
            56,
            89,
            46,
            82,
            51,
            86,
            53,
            79,
            81,
            60,
            82,
            77,
            76,
            59,
            80,
            49,
            96,
            53,
            77,
            77,
            65,
            81,
            71,
            70,
            81,
            93,
            53,
            89,
            45,
            86,
            58,
            78,
            66,
            76,
            63,
            88,
            52,
            93,
            49,
            57,
            77,
            68,
            81,
            81,
            73,
            50,
            85,
            74,
            55,
            77,
            83,
            83,
            51,
            78,
            84,
            46,
            83,
            55,
            81,
            57,
            76,
            84,
            77,
            81,
            87,
            77,
            51,
            78,
            60,
            82,
            91,
            53,
            78,
            46,
            77,
            84,
            49,
            83,
            71,
            80,
            49,
            75,
            64,
            76,
            53,
            94,
            55,
            76,
            50,
            82,
            54,
            75,
            78,
            79,
            78,
            78,
            70,
            79,
            70,
            54,
            86,
            50,
            90,
            54,
            54,
            77,
            79,
            64,
            75,
            47,
            86,
            63,
            85,
            82,
            57,
            82,
            67,
            74,
            54,
            83,
            73,
            73,
            88,
            80,
            71,
            83,
            56,
            79,
            78,
            84,
            58,
            83,
            43,
            60,
            75,
            81,
            46,
            90,
            46,
            74,
        ],
    )
