Kernel LDA-Circle.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Kernel Fisher LDA on circles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1256,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import sklearn.metrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1257,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.random.seed(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1258,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Try other kernel\n",
    "# Try XOR \n",
    "# move to 3 dimensions and up."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1259,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# random data circle, x^2 + y^2 < 0.5 = inside cirlce\n",
    "m = 200\n",
    "circle_data = np.random.normal(0, 1, (m, 2))\n",
    "circle_class_data = [[], [], []]\n",
    "circle_labels = []\n",
    "circle_labels_indices = [[], [], []]\n",
    "for i, d in enumerate(circle_data):\n",
    "    x = d[0]\n",
    "    y = d[1]\n",
    "    if np.sqrt(x**2 + y**2) < 0.5:\n",
    "        circle_labels.append(0)\n",
    "        circle_class_data[0].append((x, y))\n",
    "        circle_labels_indices[0].append(i)\n",
    "    elif np.sqrt(x**2 + y**2) < 1:\n",
    "        circle_labels.append(1)\n",
    "        circle_class_data[1].append((x, y))\n",
    "        circle_labels_indices[1].append(i)\n",
    "    else:\n",
    "        circle_labels.append(2)\n",
    "        circle_class_data[2].append((x, y))\n",
    "        circle_labels_indices[2].append(i)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1260,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'\\n# random data circle, x^2 + y^2 < 0.5 = inside cirlce\\nm = 200\\ncircle_data = np.random.normal(0, 1, (m, 2))\\ncircle_class_data = [[], []]\\ncircle_labels = []\\ncircle_labels_indices = [[], []]\\nfor i, d in enumerate(circle_data):\\n    x = d[0]\\n    y = d[1]\\n    if (d[0] > 0 and d[1] > 0) or (d[0] < 0 and d[1] < 0):\\n        circle_labels.append(1)\\n        circle_class_data[1].append((x, y))\\n        circle_labels_indices[1].append(i)\\n    else:\\n        circle_labels.append(0)\\n        circle_class_data[0].append((x, y))\\n        circle_labels_indices[0].append(i)\\n'"
      ]
     },
     "execution_count": 1260,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\"\"\"\n",
    "# random data circle, x^2 + y^2 < 0.5 = inside cirlce\n",
    "m = 200\n",
    "circle_data = np.random.normal(0, 1, (m, 2))\n",
    "circle_class_data = [[], []]\n",
    "circle_labels = []\n",
    "circle_labels_indices = [[], []]\n",
    "for i, d in enumerate(circle_data):\n",
    "    x = d[0]\n",
    "    y = d[1]\n",
    "    if (d[0] > 0 and d[1] > 0) or (d[0] < 0 and d[1] < 0):\n",
    "        circle_labels.append(1)\n",
    "        circle_class_data[1].append((x, y))\n",
    "        circle_labels_indices[1].append(i)\n",
    "    else:\n",
    "        circle_labels.append(0)\n",
    "        circle_class_data[0].append((x, y))\n",
    "        circle_labels_indices[0].append(i)\n",
    "\"\"\"\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 1261,
   "metadata": {},
   "outputs": [
    {
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      ]
     },
     "execution_count": 1261,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# separate data by class\n",
    "circle_class_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
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   "execution_count": null,
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   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
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   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 1262,
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     "execution_count": 1262,
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     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# circles\n",
    "plt.scatter(np.array(circle_class_data[0])[:, :1], np.array(circle_class_data[0])[:, 1:], color='red')\n",
    "plt.scatter(np.array(circle_class_data[1])[:, :1], np.array(circle_class_data[1])[:, 1:], color='blue')\n",
    "#plt.scatter(ex1, np.zeros(len(ex1)), color='blue')\n",
    "\n",
    "#plt.scatter(data[:,:1], data[:,1:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 1263,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# Quadratic Kernel\n",
    "def quadratic_kernel(x_1, x_2):\n",
    "    return (np.matmul(x_1.T, x_2) + 1)**3\n",
    "\n",
    "chosen_kernel = sklearn.metrics.pairwise.rbf_kernel #sklearn.metrics.pairwise.rbf_kernel\n",
    "#chosen_kernel = quadratic_kernel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1264,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1.        , 0.01831564],\n",
       "       [0.01831564, 1.        ]])"
      ]
     },
     "execution_count": 1264,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "chosen_kernel(np.array([[1, 2], [3, 4]]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1265,
   "metadata": {},
   "outputs": [],
   "source": [
    "#kernel_matrix = chosen_kernel(circle_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1266,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'\\n# kernel LDA get kernels from scikit learn\\nchosen_kernel = quadratic_kernel\\n\\nkernel_matrix = [] #this is a vector!\\nfor i, ccd in enumerate(circle_class_data):\\n    kernel_matrix.append([])\\n    for j, cid in enumerate(circle_data):\\n        M_ij = 0\\n        for ccd_w in ccd:\\n            M_ij += chosen_kernel(cid, ccd_w)\\n        M_ij = M_ij/float(len(ccd))\\n        kernel_matrix[i].append(M_ij)\\nkernel_matrix = np.array(kernel_matrix)\\n\\nkernel_mean_total = np.sum(kernel_matrix, axis=0)\\n  \\nM = None\\n\\n# What is happening!\\nfor cd in kernel_matrix:\\n    n = len(cd)\\n    M_i = np.mean(cd, axis=0)\\n    temp = np.reshape((m_i - mean_total), (len(mean_total), 1))\\n    if S_B is None:\\n        S_B = n*np.dot(temp, temp.T)\\n        #print(S_B)\\n        continue\\n    #print(\"new addition\", n*np.dot(temp, temp.T))\\n    S_B += n*np.dot(temp, temp.T)\\n    #print(S_B)\\nprint(S_B) \\n'"
      ]
     },
     "execution_count": 1266,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\"\"\"\n",
    "# kernel LDA get kernels from scikit learn\n",
    "chosen_kernel = quadratic_kernel\n",
    "\n",
    "kernel_matrix = [] #this is a vector!\n",
    "for i, ccd in enumerate(circle_class_data):\n",
    "    kernel_matrix.append([])\n",
    "    for j, cid in enumerate(circle_data):\n",
    "        M_ij = 0\n",
    "        for ccd_w in ccd:\n",
    "            M_ij += chosen_kernel(cid, ccd_w)\n",
    "        M_ij = M_ij/float(len(ccd))\n",
    "        kernel_matrix[i].append(M_ij)\n",
    "kernel_matrix = np.array(kernel_matrix)\n",
    "\n",
    "kernel_mean_total = np.sum(kernel_matrix, axis=0)\n",
    "  \n",
    "M = None\n",
    "\n",
    "# What is happening!\n",
    "for cd in kernel_matrix:\n",
    "    n = len(cd)\n",
    "    M_i = np.mean(cd, axis=0)\n",
    "    temp = np.reshape((m_i - mean_total), (len(mean_total), 1))\n",
    "    if S_B is None:\n",
    "        S_B = n*np.dot(temp, temp.T)\n",
    "        #print(S_B)\n",
    "        continue\n",
    "    #print(\"new addition\", n*np.dot(temp, temp.T))\n",
    "    S_B += n*np.dot(temp, temp.T)\n",
    "    #print(S_B)\n",
    "print(S_B) \n",
    "\"\"\"\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1267,
   "metadata": {},
   "outputs": [],
   "source": [
    "\"\"\"\n",
    "kernel_matrix = []\n",
    "for i in range(len(circle_data)):\n",
    "    kernel_matrix.append([])\n",
    "    for j in range(len(circle_data)):\n",
    "        kernel_matrix[i].append(chosen_kernel(np.reshape(circle_data[i], (2, 1)), np.reshape(circle_data[j], (2, 1)))[0][0])\n",
    "kernel_matrix = np.array(kernel_matrix)\n",
    "\"\"\"\n",
    "kernel_matrix = chosen_kernel(np.reshape(circle_data, (m, 2)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1268,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1.        , 0.1349955 , 0.38518928, ..., 0.06154074, 0.50407317,\n",
       "        0.86366028],\n",
       "       [0.1349955 , 1.        , 0.00379788, ..., 0.00492053, 0.54222811,\n",
       "        0.3386663 ],\n",
       "       [0.38518928, 0.00379788, 1.        , ..., 0.09491478, 0.06370789,\n",
       "        0.17298839],\n",
       "       ...,\n",
       "       [0.06154074, 0.00492053, 0.09491478, ..., 1.        , 0.08450812,\n",
       "        0.05792636],\n",
       "       [0.50407317, 0.54222811, 0.06370789, ..., 0.08450812, 1.        ,\n",
       "        0.79703168],\n",
       "       [0.86366028, 0.3386663 , 0.17298839, ..., 0.05792636, 0.79703168,\n",
       "        1.        ]])"
      ]
     },
     "execution_count": 1268,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kernel_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1269,
   "metadata": {},
   "outputs": [],
   "source": [
    "class_kernel_matrix = [[] for i in range(len(circle_class_data))]\n",
    "for i, l in enumerate(circle_labels):\n",
    "    class_kernel_matrix[l].append(kernel_matrix[i])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1270,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(200, 200)"
      ]
     },
     "execution_count": 1270,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.shape(kernel_matrix)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1271,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[array([0.1749237 , 0.1043187 , 0.05474435, 0.49035522, 1.        ,\n",
       "         0.5625934 , 0.66020287, 0.85846612, 0.23101826, 0.4121479 ,\n",
       "         0.04830509, 0.32219123, 0.01051926, 0.82715018, 0.14975847,\n",
       "         0.96671557, 0.04212316, 0.93963966, 0.30041733, 0.74492423,\n",
       "         0.11974311, 0.08450376, 0.64228908, 0.48284099, 0.26306579,\n",
       "         0.73043943, 0.25948125, 0.99703193, 0.97995282, 0.6439962 ,\n",
       "         0.63217768, 0.0792515 , 0.69117586, 0.31123882, 0.67869194,\n",
       "         0.67975479, 0.11934196, 0.48299175, 0.45653402, 0.91895981,\n",
       "         0.5045893 , 0.12784838, 0.09353363, 0.36931   , 0.50898625,\n",
       "         0.68760904, 0.8116264 , 0.86121611, 0.38590945, 0.97383131,\n",
       "         0.02963668, 0.43284186, 0.17422161, 0.48737674, 0.07243799,\n",
       "         0.12685431, 0.24378051, 0.91360837, 0.49080862, 0.67832427,\n",
       "         0.28505353, 0.60658091, 0.71764709, 0.33622687, 0.74028828,\n",
       "         0.79412207, 0.79071469, 0.83762904, 0.65534891, 0.28504455,\n",
       "         0.38146343, 0.94025326, 0.03941864, 0.56144478, 0.32769943,\n",
       "         0.42776429, 0.37873652, 0.56167503, 0.15456953, 0.40448694,\n",
       "         0.29184908, 0.54541686, 0.48492505, 0.09886139, 0.43255437,\n",
       "         0.58943686, 0.35902245, 0.62492586, 0.42728813, 0.86993754,\n",
       "         0.19680575, 0.02691697, 0.10119435, 0.56813147, 0.43013764,\n",
       "         0.48776462, 0.28702725, 0.69371462, 0.62621203, 0.04993259,\n",
       "         0.78145036, 0.4707685 , 0.09712334, 0.51541298, 0.81643158,\n",
       "         0.59580166, 0.4583021 , 0.50129351, 0.99579931, 0.05539267,\n",
       "         0.52216179, 0.9347763 , 0.33499596, 0.95156714, 0.71723246,\n",
       "         0.27780215, 0.90786674, 0.53631254, 0.01286847, 0.83892528,\n",
       "         0.62561397, 0.77775193, 0.11101053, 0.36349223, 0.13348574,\n",
       "         0.50593644, 0.74345182, 0.70033911, 0.16483206, 0.32800017,\n",
       "         0.3641707 , 0.7954616 , 0.18183451, 0.77994473, 0.93182574,\n",
       "         0.00555816, 0.12000513, 0.62372396, 0.7284118 , 0.03974604,\n",
       "         0.83042541, 0.44617249, 0.90889101, 0.46572866, 0.49085078,\n",
       "         0.58552775, 0.01871361, 0.76775369, 0.96556451, 0.95628623,\n",
       "         0.22265243, 0.55155783, 0.5087791 , 0.10007763, 0.61869296,\n",
       "         0.80011003, 0.30877533, 0.91423054, 0.78262115, 0.8737359 ,\n",
       "         0.39119324, 0.39919281, 0.44180472, 0.18166861, 0.72415163,\n",
       "         0.19381216, 0.19103793, 0.03741804, 0.25500416, 0.3872826 ,\n",
       "         0.34655699, 0.22522048, 0.74398781, 0.93574175, 0.7911703 ,\n",
       "         0.14563035, 0.18596468, 0.5571862 , 0.14832926, 0.91132839,\n",
       "         0.66757966, 0.58381179, 0.9656064 , 0.72022209, 0.30204096,\n",
       "         0.3468664 , 0.51468071, 0.98498875, 0.10632274, 0.89080641,\n",
       "         0.28024135, 0.03532407, 0.11683958, 0.11521015, 0.20930363,\n",
       "         0.65356782, 0.12420584, 0.49426336, 0.4825285 , 0.26453185]),\n",
       "  array([0.19228981, 0.03394532, 0.13923377, 0.66395025, 0.82715018,\n",
       "         0.25871684, 0.73822319, 0.80662992, 0.35029565, 0.77250806,\n",
       "         0.02398754, 0.61316659, 0.0377808 , 1.        , 0.08393757,\n",
       "         0.84724161, 0.12947395, 0.87241008, 0.1888123 , 0.90446865,\n",
       "         0.25699497, 0.0219226 , 0.83051148, 0.27024691, 0.25219412,\n",
       "         0.54458029, 0.52290716, 0.82517201, 0.88683455, 0.78140242,\n",
       "         0.76126418, 0.2115548 , 0.96880286, 0.19876269, 0.61708401,\n",
       "         0.75317923, 0.31765054, 0.82911891, 0.60851227, 0.9107881 ,\n",
       "         0.26579425, 0.36856401, 0.04035699, 0.52629431, 0.24804924,\n",
       "         0.33477441, 0.50135159, 0.63913509, 0.14268822, 0.83790086,\n",
       "         0.0942813 , 0.21543678, 0.04914395, 0.76915281, 0.04274435,\n",
       "         0.10465849, 0.07349511, 0.58337961, 0.66573553, 0.45984401,\n",
       "         0.62453981, 0.30810345, 0.75976466, 0.11200659, 0.68861319,\n",
       "         0.55072758, 0.75333195, 0.54595993, 0.86838998, 0.62397557,\n",
       "         0.25220634, 0.70798724, 0.0343203 , 0.26984501, 0.38109182,\n",
       "         0.16324573, 0.59643862, 0.88353303, 0.3743189 , 0.47553976,\n",
       "         0.09180418, 0.6401566 , 0.26184264, 0.23025861, 0.45865198,\n",
       "         0.59997128, 0.64629866, 0.38266728, 0.61463354, 0.86364816,\n",
       "         0.45598437, 0.09919033, 0.31073079, 0.50154743, 0.16444843,\n",
       "         0.36820692, 0.61587708, 0.89213835, 0.46102345, 0.03328315,\n",
       "         0.91626475, 0.40243861, 0.30156675, 0.85712444, 0.9691069 ,\n",
       "         0.60603228, 0.73109804, 0.59744841, 0.8501533 , 0.08540039,\n",
       "         0.597911  , 0.70238215, 0.27528708, 0.91022267, 0.81215861,\n",
       "         0.32398949, 0.70104562, 0.30385252, 0.05949436, 0.64036459,\n",
       "         0.77457054, 0.9781689 , 0.30998734, 0.24301158, 0.30505168,\n",
       "         0.82822978, 0.98673102, 0.55022997, 0.3631576 , 0.1931322 ,\n",
       "         0.4434266 , 0.8063887 , 0.130692  , 0.85874379, 0.90114262,\n",
       "         0.03322091, 0.13656314, 0.76760526, 0.90224365, 0.00917905,\n",
       "         0.47660384, 0.1724735 , 0.70767477, 0.20746022, 0.26820284,\n",
       "         0.7632221 , 0.0533673 , 0.40938611, 0.742371  , 0.77541032,\n",
       "         0.07302666, 0.87375347, 0.79453489, 0.19701358, 0.81030655,\n",
       "         0.4421421 , 0.43380081, 0.87602926, 0.99120271, 0.99108393,\n",
       "         0.61341797, 0.7604964 , 0.48115422, 0.04943817, 0.39830124,\n",
       "         0.47342369, 0.46704655, 0.01881409, 0.16096518, 0.13924837,\n",
       "         0.57210003, 0.45097795, 0.88446729, 0.86643791, 0.75125069,\n",
       "         0.32956532, 0.36945853, 0.74124935, 0.16103796, 0.62870554,\n",
       "         0.7935493 , 0.58771064, 0.93943329, 0.9516977 , 0.61157553,\n",
       "         0.70306386, 0.72713306, 0.79302421, 0.32126496, 0.54796124,\n",
       "         0.18534505, 0.04994038, 0.33966805, 0.25745188, 0.26039641,\n",
       "         0.87229509, 0.33250118, 0.80099503, 0.29760809, 0.21227126]),\n",
       "  array([0.27393862, 0.12565713, 0.0920773 , 0.63361094, 0.96671557,\n",
       "         0.56042107, 0.80527967, 0.95817411, 0.34411879, 0.46221218,\n",
       "         0.02461498, 0.41509243, 0.01993488, 0.84724161, 0.21340471,\n",
       "         1.        , 0.03593692, 0.85981803, 0.39937731, 0.68485567,\n",
       "         0.0962378 , 0.0513741 , 0.57466524, 0.34280235, 0.17569779,\n",
       "         0.5759566 , 0.23775045, 0.98213479, 0.99324841, 0.55658114,\n",
       "         0.54095775, 0.06836137, 0.73755948, 0.20251264, 0.5393493 ,\n",
       "         0.82212288, 0.16772328, 0.55125525, 0.37380832, 0.85158821,\n",
       "         0.36497836, 0.15247609, 0.12995099, 0.50669457, 0.37536596,\n",
       "         0.59920115, 0.83484518, 0.92847523, 0.36741863, 0.99932338,\n",
       "         0.05065355, 0.30400603, 0.1215759 , 0.45151754, 0.11412137,\n",
       "         0.20071909, 0.18458108, 0.83572444, 0.63380765, 0.77616272,\n",
       "         0.32754726, 0.63139103, 0.60645607, 0.28473995, 0.87436851,\n",
       "         0.64361104, 0.66776054, 0.69966061, 0.77038878, 0.32912921,\n",
       "         0.25746539, 0.96748092, 0.07116251, 0.43040939, 0.23828339,\n",
       "         0.40001239, 0.32294801, 0.56292237, 0.21543234, 0.30695393,\n",
       "         0.24254571, 0.69919792, 0.34597112, 0.08077907, 0.58537446,\n",
       "         0.74447472, 0.46027364, 0.47089401, 0.35728234, 0.77771969,\n",
       "         0.18896099, 0.0246513 , 0.12603199, 0.42908761, 0.34010033,\n",
       "         0.3484566 , 0.29691288, 0.80338348, 0.74870345, 0.08409202,\n",
       "         0.72033808, 0.61592315, 0.12148666, 0.52781291, 0.88581545,\n",
       "         0.75047841, 0.57351009, 0.40052765, 0.98532183, 0.100004  ,\n",
       "         0.41510098, 0.82149012, 0.22596938, 0.98940007, 0.62329829,\n",
       "         0.19664122, 0.78334163, 0.39033513, 0.02036591, 0.92179783,\n",
       "         0.5408649 , 0.76347189, 0.10888867, 0.47549074, 0.1141703 ,\n",
       "         0.59331385, 0.78401178, 0.82359311, 0.14382366, 0.21500674,\n",
       "         0.2740343 , 0.6873161 , 0.11030028, 0.89580328, 0.8625051 ,\n",
       "         0.00678242, 0.19754114, 0.53704065, 0.83565413, 0.02214046,\n",
       "         0.78558195, 0.35720957, 0.96537426, 0.34398022, 0.56572954,\n",
       "         0.5088127 , 0.03532328, 0.71881928, 0.97764671, 0.85752017,\n",
       "         0.15150862, 0.5502748 , 0.61714889, 0.07453603, 0.74845323,\n",
       "         0.75098762, 0.23782155, 0.83028933, 0.78617687, 0.8682361 ,\n",
       "         0.33559636, 0.44377955, 0.33305985, 0.16310525, 0.58909662,\n",
       "         0.24578759, 0.24386505, 0.01858013, 0.16068669, 0.3094671 ,\n",
       "         0.46624966, 0.19735379, 0.67411568, 0.85253984, 0.91382714,\n",
       "         0.12603333, 0.27213837, 0.48179532, 0.09418251, 0.79398554,\n",
       "         0.80429758, 0.73895588, 0.96256604, 0.69872796, 0.29416647,\n",
       "         0.38748148, 0.64874116, 0.98782435, 0.13290317, 0.82573751,\n",
       "         0.17961408, 0.02052276, 0.12528949, 0.0942723 , 0.32055914,\n",
       "         0.76680999, 0.12021031, 0.47273761, 0.58384123, 0.37805674]),\n",
       "  array([0.10435902, 0.04723299, 0.04519771, 0.41076078, 0.93963966,\n",
       "         0.38162598, 0.54037818, 0.71951618, 0.17173382, 0.48241698,\n",
       "         0.07770604, 0.32028055, 0.00888589, 0.87241008, 0.07204262,\n",
       "         0.85981803, 0.08808729, 1.        , 0.16655122, 0.89946291,\n",
       "         0.22584303, 0.07945604, 0.82716637, 0.54754254, 0.41917226,\n",
       "         0.83821103, 0.40372297, 0.91566843, 0.90796286, 0.83883386,\n",
       "         0.83048675, 0.15253332, 0.74546682, 0.41933732, 0.85052071,\n",
       "         0.55970699, 0.12571556, 0.52982175, 0.6656689 , 0.99433671,\n",
       "         0.54277408, 0.17146318, 0.0408132 , 0.29465979, 0.51450837,\n",
       "         0.56563429, 0.61194678, 0.67073747, 0.24860255, 0.86684193,\n",
       "         0.02678291, 0.46949687, 0.14404093, 0.66325926, 0.03158424,\n",
       "         0.06488246, 0.18834022, 0.80902933, 0.41180832, 0.46954889,\n",
       "         0.34966271, 0.40932397, 0.89861729, 0.23769054, 0.57583167,\n",
       "         0.85014365, 0.94079728, 0.83803382, 0.61028034, 0.34741998,\n",
       "         0.49973566, 0.78116597, 0.01759904, 0.53740539, 0.51714687,\n",
       "         0.28615474, 0.57025155, 0.69268951, 0.1570265 , 0.60886196,\n",
       "         0.20528476, 0.43002886, 0.53702788, 0.19020469, 0.30347563,\n",
       "         0.44128105, 0.34936802, 0.68834415, 0.63033028, 0.984685  ,\n",
       "         0.30960477, 0.05639746, 0.13272166, 0.74710356, 0.35412123,\n",
       "         0.63598026, 0.39665041, 0.64840315, 0.427665  , 0.02129371,\n",
       "         0.92447748, 0.309688  , 0.12740039, 0.63615589, 0.79495128,\n",
       "         0.44738489, 0.43293384, 0.71295984, 0.9235178 , 0.03276078,\n",
       "         0.73269918, 0.9421913 , 0.48879126, 0.87801258, 0.8968866 ,\n",
       "         0.45380718, 0.94864091, 0.59341064, 0.01536759, 0.64716037,\n",
       "         0.82270276, 0.88140259, 0.1864644 , 0.2119131 , 0.24050379,\n",
       "         0.52436211, 0.79205971, 0.50400633, 0.28459704, 0.42074988,\n",
       "         0.56355511, 0.94868852, 0.28309245, 0.68227163, 0.99757999,\n",
       "         0.01037534, 0.06848628, 0.82190623, 0.67617324, 0.0393064 ,\n",
       "         0.66947039, 0.36368974, 0.73821805, 0.44958065, 0.30284805,\n",
       "         0.7847632 , 0.01418075, 0.60459544, 0.82671769, 0.97612625,\n",
       "         0.2045086 , 0.68640946, 0.49421515, 0.19868315, 0.55296663,\n",
       "         0.63927068, 0.49819613, 0.99739825, 0.86505012, 0.92706041,\n",
       "         0.58339577, 0.47611797, 0.64570575, 0.10818818, 0.68848349,\n",
       "         0.22212158, 0.21727025, 0.0625244 , 0.35537136, 0.30535231,\n",
       "         0.3045216 , 0.36905526, 0.90512623, 0.99985914, 0.63901768,\n",
       "         0.25736337, 0.16139194, 0.75892441, 0.26742112, 0.89018095,\n",
       "         0.57173231, 0.4335488 , 0.94629693, 0.84850863, 0.43692007,\n",
       "         0.42398471, 0.4539144 , 0.87291663, 0.13772699, 0.76192543,\n",
       "         0.39134093, 0.08090993, 0.17936933, 0.21680488, 0.13640416,\n",
       "         0.61224217, 0.20774037, 0.65521726, 0.29763438, 0.15129286]),\n",
       "  array([0.07723202, 0.01549885, 0.06265897, 0.40424586, 0.74492423,\n",
       "         0.18563789, 0.47272137, 0.57829459, 0.1695576 , 0.67198854,\n",
       "         0.06069215, 0.41470215, 0.01509087, 0.90446865, 0.03294895,\n",
       "         0.68485567, 0.21569279, 0.89946291, 0.08712791, 1.        ,\n",
       "         0.43030818, 0.0331078 , 0.98343995, 0.38385344, 0.46942395,\n",
       "         0.6930834 , 0.67478933, 0.71791371, 0.75136525, 0.96818728,\n",
       "         0.95859233, 0.33136976, 0.84838486, 0.34471325, 0.8204264 ,\n",
       "         0.48860663, 0.20184644, 0.68048869, 0.85632022, 0.93508246,\n",
       "         0.35834312, 0.32461986, 0.01537639, 0.29117443, 0.31539585,\n",
       "         0.31268669, 0.3696433 , 0.45591217, 0.10441658, 0.68370105,\n",
       "         0.04397986, 0.30161801, 0.05896417, 0.90535711, 0.01415213,\n",
       "         0.03791886, 0.07733756, 0.53936356, 0.40600174, 0.28618442,\n",
       "         0.5437088 , 0.20986034, 0.942846  , 0.09869087, 0.44340051,\n",
       "         0.65227299, 0.9075481 , 0.60058984, 0.62563573, 0.53823747,\n",
       "         0.41296728, 0.55280174, 0.00990229, 0.31812656, 0.64158326,\n",
       "         0.12464058, 0.81771898, 0.89857234, 0.23494712, 0.74223433,\n",
       "         0.0823587 , 0.37929532, 0.36471675, 0.38301544, 0.23868594,\n",
       "         0.35045807, 0.4339753 , 0.49993505, 0.85083029, 0.94794742,\n",
       "         0.56223071, 0.15287173, 0.25734993, 0.7262153 , 0.17124959,\n",
       "         0.56435367, 0.64702903, 0.65498171, 0.27103776, 0.01009648,\n",
       "         0.99785799, 0.2092907 , 0.24857965, 0.8514502 , 0.78391764,\n",
       "         0.3557014 , 0.49549409, 0.8512957 , 0.74026021, 0.02912518,\n",
       "         0.84991643, 0.73339756, 0.48091462, 0.74772963, 0.97616837,\n",
       "         0.57369777, 0.76329485, 0.41372386, 0.03568741, 0.44468567,\n",
       "         0.96484567, 0.96813705, 0.38806058, 0.11763987, 0.4637807 ,\n",
       "         0.63763783, 0.86917257, 0.33992452, 0.52647041, 0.32263363,\n",
       "         0.71024874, 0.94835941, 0.26707971, 0.61171308, 0.92053266,\n",
       "         0.03472284, 0.05053491, 0.96168951, 0.66665945, 0.01574594,\n",
       "         0.40140838, 0.17608301, 0.52623362, 0.25622581, 0.15462265,\n",
       "         0.95604139, 0.02007138, 0.34395822, 0.60080967, 0.79763311,\n",
       "         0.09593216, 0.89796945, 0.5668275 , 0.37018927, 0.55179736,\n",
       "         0.37365322, 0.69407035, 0.92434461, 0.9420613 , 0.93048215,\n",
       "         0.83060041, 0.67553492, 0.74339942, 0.03685811, 0.43776321,\n",
       "         0.35464801, 0.34574198, 0.05011484, 0.295181  , 0.13967383,\n",
       "         0.34261682, 0.63076628, 0.99832431, 0.89978479, 0.50714639,\n",
       "         0.48886794, 0.19999847, 0.94265081, 0.34128968, 0.65056502,\n",
       "         0.52924493, 0.34083203, 0.8383234 , 0.97665418, 0.70606456,\n",
       "         0.6302907 , 0.46927551, 0.66210858, 0.26304521, 0.48899271,\n",
       "         0.33392685, 0.13472731, 0.36497141, 0.42197262, 0.11299885,\n",
       "         0.63203078, 0.42143163, 0.89584614, 0.16250717, 0.09205882]),\n",
       "  array([0.20059862, 0.11652686, 0.06174237, 0.52386229, 0.99703193,\n",
       "         0.58210235, 0.69875627, 0.89057008, 0.25684189, 0.41456063,\n",
       "         0.04024765, 0.33843768, 0.01212444, 0.82517201, 0.17201582,\n",
       "         0.98213479, 0.03795292, 0.91566843, 0.33572861, 0.71791371,\n",
       "         0.10766005, 0.07677266, 0.61186936, 0.44450477, 0.23160226,\n",
       "         0.68595088, 0.24393704, 1.        , 0.98767226, 0.60859574,\n",
       "         0.5957533 , 0.07213138, 0.69372404, 0.27697688, 0.63301828,\n",
       "         0.71782036, 0.12685993, 0.49055498, 0.42222908, 0.89636881,\n",
       "         0.46861523, 0.12851369, 0.10788937, 0.4011714 , 0.47735752,\n",
       "         0.68002997, 0.83671114, 0.89346516, 0.39764179, 0.98770216,\n",
       "         0.03324515, 0.39930343, 0.16472201, 0.46509299, 0.08569272,\n",
       "         0.14792911, 0.23580569, 0.90597672, 0.52420112, 0.72021454,\n",
       "         0.28683812, 0.63348076, 0.67769531, 0.33543184, 0.78227277,\n",
       "         0.75485026, 0.75024022, 0.80621499, 0.68009384, 0.28728313,\n",
       "         0.34288646, 0.96045636, 0.04781322, 0.53342485, 0.29373017,\n",
       "         0.43760928, 0.35205688, 0.54963895, 0.16460087, 0.36732413,\n",
       "         0.29020126, 0.58513098, 0.44787161, 0.08901131, 0.47435959,\n",
       "         0.63359457, 0.3775206 , 0.58382736, 0.39640515, 0.83885778,\n",
       "         0.18656199, 0.02459456, 0.10282616, 0.5221214 , 0.41715806,\n",
       "         0.44365555, 0.27961305, 0.7175014 , 0.67162254, 0.05999063,\n",
       "         0.7549835 , 0.51594112, 0.09877379, 0.50651137, 0.83022653,\n",
       "         0.63990604, 0.48094466, 0.46245237, 0.99872917, 0.06541295,\n",
       "         0.48183541, 0.9082778 , 0.29800657, 0.96435813, 0.6811971 ,\n",
       "         0.24685365, 0.87588298, 0.49735585, 0.01384196, 0.87445596,\n",
       "         0.59072397, 0.76406074, 0.10502601, 0.40296982, 0.12205226,\n",
       "         0.51946049, 0.74529812, 0.74491272, 0.15193312, 0.29369777,\n",
       "         0.32928334, 0.75804018, 0.157377  , 0.81045313, 0.90962882,\n",
       "         0.00543867, 0.13958987, 0.58834402, 0.75245995, 0.03531247,\n",
       "         0.83649959, 0.43420341, 0.93635972, 0.43884225, 0.52767435,\n",
       "         0.5524402 , 0.02177632, 0.77349568, 0.98031605, 0.93181818,\n",
       "         0.20736287, 0.53878124, 0.52918515, 0.08818506, 0.64828419,\n",
       "         0.80538481, 0.27938612, 0.8874634 , 0.77424493, 0.86587664,\n",
       "         0.36440988, 0.40010852, 0.40180921, 0.18639427, 0.69669037,\n",
       "         0.20020931, 0.1977476 , 0.03090325, 0.22475519, 0.37794536,\n",
       "         0.37154723, 0.2088108 , 0.71441146, 0.91072816, 0.82932781,\n",
       "         0.13371722, 0.20300118, 0.52437262, 0.12775982, 0.88660894,\n",
       "         0.70178485, 0.62830238, 0.96480382, 0.70327151, 0.28944369,\n",
       "         0.34718684, 0.54444535, 0.99485098, 0.10824425, 0.88864846,\n",
       "         0.24779215, 0.02921474, 0.11350114, 0.10398007, 0.23695261,\n",
       "         0.67759956, 0.11724265, 0.47587613, 0.52381716, 0.2990524 ]),\n",
       "  array([0.23560845, 0.10078035, 0.08709519, 0.61059007, 0.97995282,\n",
       "         0.5135907 , 0.77296375, 0.93082704, 0.31733077, 0.49697383,\n",
       "         0.03042287, 0.42148525, 0.01886651, 0.88683455, 0.17277336,\n",
       "         0.99324841, 0.04679381, 0.90796286, 0.33888262, 0.75136525,\n",
       "         0.12182419, 0.05340559, 0.64391411, 0.37414416, 0.21339312,\n",
       "         0.62733746, 0.28183051, 0.98767226, 1.        , 0.62697909,\n",
       "         0.61129074, 0.0867412 , 0.77558599, 0.23403805, 0.60317967,\n",
       "         0.79092595, 0.17253044, 0.58056595, 0.43707828, 0.90320852,\n",
       "         0.39159937, 0.17031665, 0.10226841, 0.47954523, 0.39477939,\n",
       "         0.58655923, 0.78875597, 0.88368449, 0.33227091, 0.99324727,\n",
       "         0.04920748, 0.32752797, 0.12062847, 0.51353431, 0.08918441,\n",
       "         0.16463478, 0.17861347, 0.83448187, 0.61110179, 0.71038532,\n",
       "         0.35677673, 0.57634592, 0.67582212, 0.26656977, 0.82779093,\n",
       "         0.68533873, 0.73267531, 0.72863623, 0.77064237, 0.35770795,\n",
       "         0.29443274, 0.94146928, 0.05560576, 0.44428272, 0.28723916,\n",
       "         0.36627963, 0.38048803, 0.61869838, 0.21927132, 0.36389245,\n",
       "         0.22695114, 0.66175835, 0.37478831, 0.10278534, 0.5331247 ,\n",
       "         0.69413979, 0.46446162, 0.50778186, 0.41876729, 0.83788167,\n",
       "         0.22418379, 0.03199522, 0.13949909, 0.48829731, 0.3347552 ,\n",
       "         0.39669945, 0.33726776, 0.8052027 , 0.68083007, 0.06504014,\n",
       "         0.78527749, 0.55105392, 0.13444252, 0.57958132, 0.90210851,\n",
       "         0.70047875, 0.57426723, 0.46539578, 0.99359146, 0.08512906,\n",
       "         0.48048437, 0.85510397, 0.26704443, 0.99350176, 0.69326015,\n",
       "         0.23989502, 0.82520685, 0.42228003, 0.02162682, 0.87388352,\n",
       "         0.61103782, 0.8187001 , 0.13163866, 0.41005053, 0.14204766,\n",
       "         0.61325344, 0.82187817, 0.76165112, 0.17644536, 0.2446919 ,\n",
       "         0.32776487, 0.75374659, 0.1337128 , 0.88028984, 0.91188274,\n",
       "         0.00836835, 0.16716973, 0.60723072, 0.83622022, 0.02348281,\n",
       "         0.76092386, 0.35029733, 0.9313746 , 0.35669986, 0.49976037,\n",
       "         0.57800471, 0.03234924, 0.69168519, 0.9609605 , 0.89507652,\n",
       "         0.15543457, 0.6066191 , 0.62428374, 0.09623144, 0.73825355,\n",
       "         0.72573739, 0.28772995, 0.88378923, 0.8356222 , 0.91195096,\n",
       "         0.39411026, 0.48012055, 0.39144925, 0.14447064, 0.60489924,\n",
       "         0.26084767, 0.25811252, 0.02326388, 0.18794505, 0.30044884,\n",
       "         0.45491049, 0.23823767, 0.74186241, 0.9015899 , 0.87617688,\n",
       "         0.1557883 , 0.26332278, 0.55015601, 0.11909798, 0.81899412,\n",
       "         0.78326423, 0.68721927, 0.98669364, 0.75866349, 0.3399343 ,\n",
       "         0.42224663, 0.63589965, 0.98171412, 0.14652041, 0.81525674,\n",
       "         0.2100219 , 0.02804863, 0.14666625, 0.11913906, 0.28356525,\n",
       "         0.76852936, 0.14524176, 0.53247527, 0.51437002, 0.32258774]),\n",
       "  array([0.2059249 , 0.02208374, 0.2031377 , 0.71902474, 0.69117586,\n",
       "         0.17852507, 0.73542677, 0.73642964, 0.41225314, 0.89449707,\n",
       "         0.01378024, 0.74533457, 0.06438423, 0.96880286, 0.06931646,\n",
       "         0.73755948, 0.16300356, 0.74546682, 0.15867015, 0.84838486,\n",
       "         0.2808553 , 0.0106583 , 0.78923046, 0.17940541, 0.19744623,\n",
       "         0.41207078, 0.58266913, 0.69372404, 0.77558599, 0.71875865,\n",
       "         0.6962509 , 0.25467446, 1.        , 0.13432569, 0.50095078,\n",
       "         0.74600577, 0.44500071, 0.93674307, 0.56832451, 0.7989895 ,\n",
       "         0.17383509, 0.50406858, 0.03023435, 0.59098514, 0.15893151,\n",
       "         0.22591306, 0.386549  , 0.53246707, 0.09009942, 0.72303389,\n",
       "         0.1492421 , 0.13692973, 0.02566961, 0.79103554, 0.03707059,\n",
       "         0.10192904, 0.04028748, 0.43854296, 0.72125406, 0.37839956,\n",
       "         0.7686365 , 0.22300121, 0.66234039, 0.06579391, 0.63770186,\n",
       "         0.41004126, 0.63333486, 0.40172849, 0.90630091, 0.76887786,\n",
       "         0.17446373, 0.58417905, 0.0354793 , 0.17417526, 0.32732203,\n",
       "         0.10361736, 0.59727603, 0.93025432, 0.50639226, 0.41547929,\n",
       "         0.05256881, 0.65855261, 0.17196785, 0.2601146 , 0.46350336,\n",
       "         0.58513518, 0.76962133, 0.2668891 , 0.59308065, 0.74960578,\n",
       "         0.54078477, 0.13584907, 0.44016884, 0.3967094 , 0.09910758,\n",
       "         0.2712989 , 0.72825876, 0.91730957, 0.39562191, 0.03072806,\n",
       "         0.84995038, 0.3738394 , 0.42939699, 0.92599725, 0.94994735,\n",
       "         0.59040697, 0.82905419, 0.53294714, 0.72337129, 0.10734078,\n",
       "         0.52528104, 0.55126981, 0.20509585, 0.81777119, 0.73085685,\n",
       "         0.27621656, 0.55220778, 0.20413462, 0.10447851, 0.54186208,\n",
       "         0.71747932, 0.94785656, 0.39450105, 0.20752726, 0.34730025,\n",
       "         0.92850175, 0.99597973, 0.4802997 , 0.41087003, 0.12724055,\n",
       "         0.39106397, 0.69745867, 0.08997201, 0.83512951, 0.78363232,\n",
       "         0.05872251, 0.15031248, 0.70866564, 0.91316977, 0.00417296,\n",
       "         0.34908546, 0.10474542, 0.59653776, 0.12896192, 0.20547199,\n",
       "         0.72067562, 0.08394297, 0.29145827, 0.61383613, 0.62860103,\n",
       "         0.03984827, 0.92086733, 0.88578915, 0.20411989, 0.84989765,\n",
       "         0.31889386, 0.40469437, 0.7549017 , 0.96975498, 0.93059509,\n",
       "         0.61454104, 0.88308011, 0.40867919, 0.02759925, 0.27427006,\n",
       "         0.62367363, 0.61671715, 0.0107669 , 0.10726868, 0.08244852,\n",
       "         0.67142953, 0.49447759, 0.81991904, 0.73867332, 0.695749  ,\n",
       "         0.37533512, 0.47426621, 0.70373979, 0.12949615, 0.47794355,\n",
       "         0.80414732, 0.57139762, 0.83780813, 0.93447974, 0.69573331,\n",
       "         0.83514561, 0.79279923, 0.66414902, 0.45310911, 0.40837671,\n",
       "         0.12617076, 0.04275063, 0.45065104, 0.28687206, 0.28889988,\n",
       "         0.91207188, 0.41534537, 0.83962474, 0.2412836 , 0.19836775]),\n",
       "  array([0.10934656, 0.03999732, 0.05457039, 0.4415775 , 0.91895981,\n",
       "         0.33920958, 0.56137245, 0.72337168, 0.18932356, 0.54369718,\n",
       "         0.0678473 , 0.36416784, 0.01141959, 0.9107881 , 0.06725004,\n",
       "         0.85158821, 0.10639156, 0.99433671, 0.15793936, 0.93508246,\n",
       "         0.25636749, 0.06282562, 0.86783112, 0.49503643, 0.41304168,\n",
       "         0.79837942, 0.45626347, 0.89636881, 0.90320852, 0.8695048 ,\n",
       "         0.85938505, 0.18007921, 0.7989895 , 0.38593665, 0.83738993,\n",
       "         0.58035214, 0.15168311, 0.58899078, 0.69907356, 1.        ,\n",
       "         0.4862461 , 0.20806291, 0.03644539, 0.3203266 , 0.45544503,\n",
       "         0.50444235, 0.57192568, 0.6475411 , 0.21271567, 0.85562529,\n",
       "         0.03357871, 0.4161242 , 0.11620528, 0.72028274, 0.02987096,\n",
       "         0.06486735, 0.15419424, 0.75621963, 0.44282   , 0.44779891,\n",
       "         0.40481567, 0.3705924 , 0.90980302, 0.19884304, 0.57944626,\n",
       "         0.80112878, 0.93603651, 0.78274421, 0.65091909, 0.40225011,\n",
       "         0.46334506, 0.75435436, 0.017859  , 0.47546358, 0.52813842,\n",
       "         0.24592749, 0.61672817, 0.75453827, 0.18645767, 0.62413495,\n",
       "         0.16996907, 0.45134674, 0.48276813, 0.21901239, 0.31399571,\n",
       "         0.45208351, 0.39352169, 0.63335673, 0.67098584, 0.9889481 ,\n",
       "         0.35881511, 0.07041492, 0.16306052, 0.73030111, 0.30211219,\n",
       "         0.60428128, 0.45544958, 0.68770439, 0.41427696, 0.02061053,\n",
       "         0.95567838, 0.30875127, 0.15684161, 0.70003612, 0.82958536,\n",
       "         0.45822811, 0.47748715, 0.73421347, 0.90888683, 0.03653415,\n",
       "         0.74940031, 0.90302458, 0.46975397, 0.88247007, 0.91936322,\n",
       "         0.46310362, 0.91255181, 0.53819406, 0.020422  , 0.62823343,\n",
       "         0.8556422 , 0.92440561, 0.22308371, 0.20286661, 0.27663754,\n",
       "         0.57908363, 0.84085883, 0.49312593, 0.32568036, 0.38220903,\n",
       "         0.58082386, 0.95460661, 0.26483124, 0.70503825, 0.99914998,\n",
       "         0.01421565, 0.07233463, 0.85380795, 0.71241989, 0.03036705,\n",
       "         0.61578464, 0.31101863, 0.71787006, 0.39213552, 0.27880795,\n",
       "         0.82334079, 0.01754003, 0.54913963, 0.80050939, 0.94826002,\n",
       "         0.16895322, 0.74841289, 0.54239316, 0.22157285, 0.58942283,\n",
       "         0.58413289, 0.52629347, 0.99658829, 0.90925872, 0.95638679,\n",
       "         0.6306708 , 0.53782662, 0.65339618, 0.08776711, 0.62453264,\n",
       "         0.26299614, 0.25736537, 0.05463973, 0.325961  , 0.25800274,\n",
       "         0.33888087, 0.4157989 , 0.93707548, 0.99355488, 0.64456229,\n",
       "         0.29571091, 0.18589004, 0.79873869, 0.26836035, 0.84089691,\n",
       "         0.59963606, 0.4433951 , 0.95193619, 0.89671653, 0.49554493,\n",
       "         0.48397006, 0.49084866, 0.8513297 , 0.16878892, 0.70823815,\n",
       "         0.36200993, 0.08447011, 0.21690543, 0.2479564 , 0.14572613,\n",
       "         0.65373165, 0.24666147, 0.71571282, 0.28016369, 0.14986938]),\n",
       "  array([0.26181535, 0.12827392, 0.08491427, 0.61145994, 0.97383131,\n",
       "         0.57476288, 0.78635595, 0.94879503, 0.32664318, 0.44655092,\n",
       "         0.02671325, 0.39593092, 0.01797247, 0.83790086, 0.21058416,\n",
       "         0.99932338, 0.03495688, 0.86684193, 0.39493479, 0.68370105,\n",
       "         0.09530106, 0.05615454, 0.57380795, 0.35976767, 0.18192589,\n",
       "         0.59289209, 0.23324005, 0.98770216, 0.99324727, 0.5586986 ,\n",
       "         0.54363798, 0.0667617 , 0.72303389, 0.21319108, 0.55097765,\n",
       "         0.80366263, 0.1568997 , 0.53339276, 0.37578637, 0.85562529,\n",
       "         0.38322567, 0.14431605, 0.12970511, 0.48552492, 0.39453242,\n",
       "         0.62059848, 0.84499795, 0.92987019, 0.38123497, 1.        ,\n",
       "         0.04628225, 0.32067252, 0.13089491, 0.44632947, 0.11141756,\n",
       "         0.1935999 , 0.19684196, 0.85370803, 0.61164517, 0.77570809,\n",
       "         0.31404636, 0.64279412, 0.61289655, 0.29961396, 0.86179651,\n",
       "         0.6626088 , 0.67739186, 0.71995991, 0.75026315, 0.31543756,\n",
       "         0.26983732, 0.97244206, 0.06771546, 0.45105974, 0.24323091,\n",
       "         0.41525342, 0.32160887, 0.55266389, 0.20234753, 0.31202778,\n",
       "         0.25615535, 0.67861864, 0.36339342, 0.07964737, 0.56745044,\n",
       "         0.72713584, 0.44007471, 0.49005879, 0.35755069, 0.78384428,\n",
       "         0.18371046, 0.02367817, 0.11856863, 0.44076971, 0.35830925,\n",
       "         0.36168695, 0.28754081, 0.78425267, 0.74321384, 0.08126916,\n",
       "         0.71983634, 0.60338923, 0.11420418, 0.51620071, 0.87216531,\n",
       "         0.73319284, 0.55184875, 0.40510537, 0.98943712, 0.09327197,\n",
       "         0.42062223, 0.83735314, 0.23504109, 0.98525445, 0.6268824 ,\n",
       "         0.20118147, 0.79899773, 0.40858087, 0.01849128, 0.92072457,\n",
       "         0.54252343, 0.7568484 , 0.10497394, 0.46985402, 0.11219188,\n",
       "         0.57366914, 0.77084899, 0.81688596, 0.14126334, 0.22684064,\n",
       "         0.27842932, 0.6943085 , 0.11635495, 0.87989002, 0.86742958,\n",
       "         0.00624475, 0.18774105, 0.53899475, 0.81750984, 0.02448804,\n",
       "         0.80310707, 0.37577413, 0.96647137, 0.36263713, 0.56932558,\n",
       "         0.50922196, 0.0321159 , 0.73742666, 0.98334035, 0.87019506,\n",
       "         0.16262325, 0.5403304 , 0.5959205 , 0.07453417, 0.7273539 ,\n",
       "         0.76929423, 0.23993271, 0.83670311, 0.77757897, 0.86289359,\n",
       "         0.33407621, 0.42883011, 0.3396735 , 0.1719568 , 0.61123309,\n",
       "         0.23272278, 0.23076161, 0.0202013 , 0.16970888, 0.3264337 ,\n",
       "         0.44524255, 0.19441807, 0.67434368, 0.85991602, 0.90181579,\n",
       "         0.12376296, 0.25628367, 0.48204867, 0.09753133, 0.81236559,\n",
       "         0.78456892, 0.7218884 , 0.96153741, 0.69218636, 0.28698548,\n",
       "         0.37345574, 0.6265016 , 0.99281129, 0.12506317, 0.84362339,\n",
       "         0.1891049 , 0.02122254, 0.11966862, 0.09307486, 0.3056469 ,\n",
       "         0.74671677, 0.11619765, 0.46555723, 0.58255435, 0.3683003 ]),\n",
       "  array([0.07914294, 0.03018679, 0.04104257, 0.36709377, 0.86993754,\n",
       "         0.2976209 , 0.47452074, 0.63479953, 0.14583545, 0.50905738,\n",
       "         0.09053667, 0.3135839 , 0.00825647, 0.86364816, 0.04828333,\n",
       "         0.77771969, 0.12369033, 0.984685  , 0.1196727 , 0.94794742,\n",
       "         0.298485  , 0.07058133, 0.90011842, 0.54518912, 0.4978753 ,\n",
       "         0.8478871 , 0.48711116, 0.83885778, 0.83788167, 0.91551676,\n",
       "         0.90973171, 0.20509206, 0.74960578, 0.45426827, 0.90245166,\n",
       "         0.49268638, 0.12795971, 0.54086849, 0.76795327, 0.9889481 ,\n",
       "         0.52627592, 0.19566967, 0.0259039 , 0.25795448, 0.48340332,\n",
       "         0.48319162, 0.50645793, 0.56721595, 0.18783392, 0.78384428,\n",
       "         0.02556177, 0.45605252, 0.12093768, 0.74569369, 0.02026607,\n",
       "         0.04535879, 0.15362604, 0.72203749, 0.36832911, 0.37482324,\n",
       "         0.3791636 , 0.3195941 , 0.95835937, 0.1867611 , 0.49064206,\n",
       "         0.83065519, 0.97624692, 0.79186309, 0.57227988, 0.37560778,\n",
       "         0.53506431, 0.68095738, 0.0115773 , 0.49211252, 0.61577507,\n",
       "         0.22025403, 0.67171354, 0.7440816 , 0.15664338, 0.70961231,\n",
       "         0.16059393, 0.37179898, 0.52821929, 0.25444957, 0.2477122 ,\n",
       "         0.37061115, 0.33803773, 0.67842765, 0.73311389, 1.        ,\n",
       "         0.37734842, 0.0797814 , 0.15024693, 0.80968883, 0.30000209,\n",
       "         0.68270045, 0.45410667, 0.60841443, 0.34027571, 0.01358324,\n",
       "         0.96394955, 0.243486  , 0.14429015, 0.68497893, 0.75795317,\n",
       "         0.37624845, 0.41140075, 0.80984793, 0.85082403, 0.02504788,\n",
       "         0.82591926, 0.89791346, 0.55435635, 0.81030518, 0.95823129,\n",
       "         0.54909629, 0.92012794, 0.58444741, 0.01690685, 0.54541892,\n",
       "         0.90252958, 0.90325558, 0.23582241, 0.15618977, 0.31192062,\n",
       "         0.5205579 , 0.7904015 , 0.41179339, 0.36144397, 0.44428574,\n",
       "         0.66609235, 0.98771313, 0.3292368 , 0.6174534 , 0.98643784,\n",
       "         0.01415902, 0.0509478 , 0.90231765, 0.63161007, 0.03559022,\n",
       "         0.56994987, 0.30681951, 0.63759867, 0.41217603, 0.22747534,\n",
       "         0.87010457, 0.01242832, 0.50783006, 0.73130283, 0.93826031,\n",
       "         0.18123434, 0.74061701, 0.47535927, 0.2680462 , 0.50858366,\n",
       "         0.54125317, 0.60339289, 0.99456424, 0.87655737, 0.91817563,\n",
       "         0.68406046, 0.50708547, 0.74033523, 0.07796701, 0.63155008,\n",
       "         0.23433624, 0.22841536, 0.07417111, 0.39085942, 0.25301644,\n",
       "         0.28021201, 0.45596072, 0.95651437, 0.98627741, 0.55443591,\n",
       "         0.33070557, 0.14864551, 0.84836923, 0.33777799, 0.83358251,\n",
       "         0.51379033, 0.3626158 , 0.89850501, 0.88684247, 0.50981444,\n",
       "         0.45772441, 0.41605209, 0.78585367, 0.15493227, 0.66828966,\n",
       "         0.43155051, 0.11522799, 0.21793427, 0.2866576 , 0.10823225,\n",
       "         0.57584298, 0.26181581, 0.72847917, 0.22450711, 0.11125515]),\n",
       "  array([0.083756  , 0.0186051 , 0.06242748, 0.4172328 , 0.78145036,\n",
       "         0.20889368, 0.49466318, 0.60974387, 0.17614352, 0.65595018,\n",
       "         0.06183837, 0.41176457, 0.01469734, 0.91626475, 0.03805889,\n",
       "         0.72033808, 0.19190744, 0.92447748, 0.09842202, 0.99785799,\n",
       "         0.39545175, 0.03716859, 0.97082812, 0.40357285, 0.46069743,\n",
       "         0.71562272, 0.63571356, 0.7549835 , 0.78527749, 0.9581425 ,\n",
       "         0.94818102, 0.29999391, 0.84995038, 0.35289079, 0.82926153,\n",
       "         0.5112245 , 0.19527087, 0.67244928, 0.83241092, 0.95567838,\n",
       "         0.38029158, 0.30440042, 0.01822946, 0.30123648, 0.33854441,\n",
       "         0.34333697, 0.40410589, 0.49133798, 0.11968437, 0.71983634,\n",
       "         0.04281983, 0.32086229, 0.06680975, 0.87804472, 0.01647463,\n",
       "         0.04253183, 0.08793929, 0.5782036 , 0.41892723, 0.31410054,\n",
       "         0.52320404, 0.23491422, 0.94462705, 0.11265889, 0.47164042,\n",
       "         0.68152317, 0.92004208, 0.63450434, 0.6390798 , 0.51832982,\n",
       "         0.42320781, 0.59104245, 0.01123848, 0.34380633, 0.62323459,\n",
       "         0.14201197, 0.78439161, 0.88110612, 0.22946621, 0.7242964 ,\n",
       "         0.09438348, 0.39740546, 0.38526121, 0.34954405, 0.2548192 ,\n",
       "         0.37237865, 0.43331963, 0.52453174, 0.82233807, 0.96394955,\n",
       "         0.5247269 , 0.13454813, 0.24102004, 0.73142569, 0.19069979,\n",
       "         0.57417359, 0.61528369, 0.66995701, 0.29648179, 0.0116983 ,\n",
       "         1.        , 0.22787899, 0.23265101, 0.83211094, 0.80200345,\n",
       "         0.37784082, 0.4998861 , 0.83524617, 0.77623569, 0.03099559,\n",
       "         0.83708676, 0.7677608 , 0.4808803 , 0.77930043, 0.97431202,\n",
       "         0.55508842, 0.7946321 , 0.43584267, 0.03296908, 0.47895244,\n",
       "         0.95270929, 0.97080942, 0.3556688 , 0.13168019, 0.42678756,\n",
       "         0.63581029, 0.87474275, 0.36829835, 0.4877918 , 0.33365515,\n",
       "         0.68956325, 0.95767782, 0.26725352, 0.63602564, 0.94326374,\n",
       "         0.03008668, 0.05496002, 0.94971241, 0.68391819, 0.01769968,\n",
       "         0.43749801, 0.19616935, 0.56293112, 0.27788526, 0.17404726,\n",
       "         0.93921304, 0.02005152, 0.37747199, 0.63946931, 0.83013777,\n",
       "         0.10650326, 0.87927563, 0.57081325, 0.3400082 , 0.56658898,\n",
       "         0.40855368, 0.66517884, 0.94571755, 0.94686722, 0.94552313,\n",
       "         0.7977864 , 0.65742591, 0.73105482, 0.04338535, 0.4697264 ,\n",
       "         0.34164648, 0.33333071, 0.05081157, 0.30127041, 0.15684046,\n",
       "         0.34771313, 0.59108877, 0.99659292, 0.9245474 , 0.53657383,\n",
       "         0.45108768, 0.20105775, 0.9233152 , 0.32803458, 0.68682448,\n",
       "         0.54909298, 0.36270711, 0.86709736, 0.97236727, 0.67033383,\n",
       "         0.60952781, 0.4804246 , 0.70015891, 0.24692269, 0.52735979,\n",
       "         0.33980932, 0.1241998 , 0.33703246, 0.38697146, 0.12048467,\n",
       "         0.64491966, 0.38739154, 0.86997388, 0.18163461, 0.1021651 ]),\n",
       "  array([0.29361884, 0.05080642, 0.19268039, 0.79773784, 0.81643158,\n",
       "         0.29693506, 0.8694482 , 0.89881843, 0.47577469, 0.75105536,\n",
       "         0.01363275, 0.6850905 , 0.0550578 , 0.9691069 , 0.13353858,\n",
       "         0.88581545, 0.08595324, 0.79495128, 0.2732721 , 0.78391764,\n",
       "         0.17271832, 0.01705122, 0.69108678, 0.21055917, 0.16532416,\n",
       "         0.4455658 , 0.40717583, 0.83022653, 0.90210851, 0.63576413,\n",
       "         0.61404667, 0.14619569, 0.94994735, 0.13784746, 0.48869654,\n",
       "         0.88102454, 0.36227015, 0.83562296, 0.45950008, 0.82958536,\n",
       "         0.21371809, 0.34948123, 0.06599841, 0.66543544, 0.20671582,\n",
       "         0.33111152, 0.55981271, 0.72129168, 0.1634804 , 0.87216531,\n",
       "         0.12670067, 0.1700414 , 0.04327891, 0.63680011, 0.07458283,\n",
       "         0.17127321, 0.06942027, 0.57369417, 0.79909182, 0.56192102,\n",
       "         0.6029582 , 0.36246785, 0.6211746 , 0.11626546, 0.81481105,\n",
       "         0.4703765 , 0.62892015, 0.48708925, 0.95116117, 0.60552369,\n",
       "         0.1803206 , 0.75942729, 0.06358955, 0.23465533, 0.26200751,\n",
       "         0.1824346 , 0.45376049, 0.79343597, 0.4315348 , 0.34081568,\n",
       "         0.09457552, 0.7855626 , 0.20654845, 0.15478242, 0.60745412,\n",
       "         0.74655052, 0.72669693, 0.31113789, 0.46687992, 0.75795317,\n",
       "         0.36202695, 0.06823378, 0.30407316, 0.37929098, 0.15468125,\n",
       "         0.27157775, 0.53615294, 0.96821259, 0.57944206, 0.06065327,\n",
       "         0.80200345, 0.53805249, 0.29574437, 0.77801631, 1.        ,\n",
       "         0.75210767, 0.82198502, 0.45014632, 0.85385249, 0.14078192,\n",
       "         0.45185361, 0.64121019, 0.18814533, 0.93971801, 0.67398757,\n",
       "         0.21656538, 0.62457147, 0.24223945, 0.06845054, 0.73266653,\n",
       "         0.62781296, 0.90020549, 0.24214116, 0.34159931, 0.21573013,\n",
       "         0.86663001, 0.96659285, 0.67095183, 0.26410087, 0.13722457,\n",
       "         0.31280761, 0.6804942 , 0.08233614, 0.95393051, 0.82394731,\n",
       "         0.02778064, 0.21791322, 0.62033888, 0.97724288, 0.00668446,\n",
       "         0.49581379, 0.16394781, 0.77884672, 0.17636917, 0.34507219,\n",
       "         0.6153646 , 0.08119801, 0.42778276, 0.77993107, 0.71149789,\n",
       "         0.06076899, 0.7798798 , 0.86900764, 0.12464901, 0.91619898,\n",
       "         0.45982611, 0.30436769, 0.78701265, 0.93268876, 0.94330044,\n",
       "         0.46999695, 0.73033456, 0.34790874, 0.05678638, 0.35807543,\n",
       "         0.49456134, 0.49110784, 0.01038613, 0.10828173, 0.13407679,\n",
       "         0.6879569 , 0.3359045 , 0.7585021 , 0.78643782, 0.86515669,\n",
       "         0.23636959, 0.46626386, 0.59214938, 0.09771648, 0.57890982,\n",
       "         0.91139515, 0.73456643, 0.92565608, 0.8566404 , 0.50647947,\n",
       "         0.66999256, 0.84433641, 0.81728018, 0.31660052, 0.55042477,\n",
       "         0.1256665 , 0.02621118, 0.28832315, 0.17479035, 0.37892351,\n",
       "         0.95214045, 0.25840589, 0.68149453, 0.39261936, 0.31474533]),\n",
       "  array([0.20467525, 0.10765668, 0.06749049, 0.54423746, 0.99579931,\n",
       "         0.55382074, 0.71474148, 0.89830919, 0.2691679 , 0.44267087,\n",
       "         0.03864892, 0.36162102, 0.0136289 , 0.8501533 , 0.16609172,\n",
       "         0.98532183, 0.04226509, 0.9235178 , 0.32734365, 0.74026021,\n",
       "         0.1164218 , 0.06982362, 0.63427528, 0.4304575 , 0.23452881,\n",
       "         0.67986308, 0.26227161, 0.99872917, 0.99359146, 0.62767471,\n",
       "         0.61407188, 0.07939379, 0.72337129, 0.27126243, 0.63773693,\n",
       "         0.73371617, 0.13930122, 0.51999314, 0.43895837, 0.90888683,\n",
       "         0.45150318, 0.1421516 , 0.10196058, 0.4184273 , 0.45694565,\n",
       "         0.65042437, 0.81556468, 0.88398848, 0.37164822, 0.98943712,\n",
       "         0.03701487, 0.38297664, 0.15075951, 0.49004093, 0.08305706,\n",
       "         0.14739669, 0.21692819, 0.88595454, 0.54467007, 0.70708966,\n",
       "         0.31022463, 0.60755033, 0.69118848, 0.31097825, 0.78821969,\n",
       "         0.7436078 , 0.75855066, 0.79004864, 0.70557925, 0.31067696,\n",
       "         0.3367205 , 0.95160149, 0.0478256 , 0.50994495, 0.30210746,\n",
       "         0.41010396, 0.37101134, 0.57876759, 0.17934627, 0.37806919,\n",
       "         0.26779705, 0.60078404, 0.43242591, 0.09690001, 0.48286992,\n",
       "         0.64298475, 0.40154307, 0.56943733, 0.41467281, 0.85082403,\n",
       "         0.20286505, 0.02779335, 0.11431025, 0.52485187, 0.39128375,\n",
       "         0.44036001, 0.30202916, 0.7426023 , 0.66375916, 0.05871597,\n",
       "         0.77623569, 0.51602192, 0.10990406, 0.53575666, 0.85385249,\n",
       "         0.64936055, 0.50652615, 0.47640888, 1.        , 0.0685885 ,\n",
       "         0.49475183, 0.90036904, 0.29794668, 0.97447541, 0.69854104,\n",
       "         0.25398379, 0.87028446, 0.48207012, 0.01589964, 0.86712026,\n",
       "         0.61025697, 0.78990907, 0.11596557, 0.39494098, 0.1326346 ,\n",
       "         0.54841509, 0.77369808, 0.74020441, 0.16459433, 0.28570865,\n",
       "         0.33991052, 0.77029539, 0.15568831, 0.8281554 , 0.92047033,\n",
       "         0.0063882 , 0.14280266, 0.60750796, 0.77640724, 0.03182164,\n",
       "         0.81072452, 0.40762095, 0.93016423, 0.41697119, 0.50890549,\n",
       "         0.57312275, 0.02401741, 0.74515967, 0.97301978, 0.92944542,\n",
       "         0.19218305, 0.5676757 , 0.55643092, 0.09471619, 0.67184599,\n",
       "         0.77816034, 0.29179763, 0.89743388, 0.80081909, 0.88752813,\n",
       "         0.38388331, 0.427829  , 0.41097242, 0.16990283, 0.67330203,\n",
       "         0.21839037, 0.21571415, 0.02970958, 0.21993767, 0.35269591,\n",
       "         0.39229277, 0.2244309 , 0.73541417, 0.91834712, 0.83713483,\n",
       "         0.14518622, 0.21755637, 0.54493268, 0.130738  , 0.87275006,\n",
       "         0.7215097 , 0.63702665, 0.9764696 , 0.73007122, 0.31123756,\n",
       "         0.37313624, 0.56766898, 0.99125003, 0.12017183, 0.86628447,\n",
       "         0.24339805, 0.03056613, 0.12569142, 0.1128086 , 0.24427337,\n",
       "         0.70341568, 0.12901228, 0.50243124, 0.51015137, 0.29742682]),\n",
       "  array([0.27084468, 0.09484659, 0.1113314 , 0.67811601, 0.95156714,\n",
       "         0.47386507, 0.82792329, 0.95462434, 0.37150871, 0.54757583,\n",
       "         0.02329562, 0.48419996, 0.02585817, 0.91022267, 0.18043808,\n",
       "         0.98940007, 0.0500913 , 0.87801258, 0.35093682, 0.74772963,\n",
       "         0.12356784, 0.04028598, 0.63986067, 0.31926077, 0.18897447,\n",
       "         0.5681936 , 0.29503153, 0.96435813, 0.99350176, 0.61282787,\n",
       "         0.59531309, 0.09182201, 0.81777119, 0.19735609, 0.55873338,\n",
       "         0.84429682, 0.21032633, 0.6372114 , 0.42461949, 0.88247007,\n",
       "         0.33389418, 0.19959765, 0.10323621, 0.54474543, 0.33583105,\n",
       "         0.5236487 , 0.75695699, 0.8759065 , 0.29592939, 0.98525445,\n",
       "         0.06465076, 0.27529944, 0.09551504, 0.52604698, 0.09639357,\n",
       "         0.18435422, 0.14579749, 0.77669206, 0.67868536, 0.70981271,\n",
       "         0.40222757, 0.54406527, 0.64722882, 0.22706725, 0.86210309,\n",
       "         0.62109275, 0.694046  , 0.66193271, 0.83089934, 0.40380868,\n",
       "         0.25182234, 0.92201305, 0.06504711, 0.38167008, 0.2658942 ,\n",
       "         0.32557064, 0.38042215, 0.64816831, 0.26410853, 0.3414253 ,\n",
       "         0.19114731, 0.72266074, 0.31909536, 0.10563324, 0.58531075,\n",
       "         0.7438898 , 0.52980097, 0.44488997, 0.41250234, 0.81030518,\n",
       "         0.24129319, 0.03561292, 0.16661537, 0.4443581 , 0.28348031,\n",
       "         0.34961066, 0.36804461, 0.86177759, 0.6948087 , 0.072565  ,\n",
       "         0.77930043, 0.58609796, 0.16095982, 0.61446345, 0.93971801,\n",
       "         0.75004154, 0.6425192 , 0.44384553, 0.97447541, 0.10555246,\n",
       "         0.45570467, 0.79984372, 0.23347355, 1.        , 0.67393436,\n",
       "         0.22040853, 0.76992535, 0.36338731, 0.0288664 , 0.87347639,\n",
       "         0.59853   , 0.83334499, 0.1453023 , 0.42532192, 0.14764349,\n",
       "         0.67512437, 0.85882746, 0.77871172, 0.18377438, 0.20508078,\n",
       "         0.30787447, 0.72331518, 0.1118251 , 0.92513186, 0.88841979,\n",
       "         0.0106335 , 0.19565572, 0.59373625, 0.88912716, 0.01706739,\n",
       "         0.70742579, 0.29805191, 0.92370153, 0.30080323, 0.48953346,\n",
       "         0.56999546, 0.04325807, 0.63634417, 0.93871031, 0.84870125,\n",
       "         0.12407122, 0.63513249, 0.69070475, 0.09464233, 0.80166578,\n",
       "         0.67058919, 0.27609246, 0.85551807, 0.85688429, 0.92180971,\n",
       "         0.39456178, 0.52854063, 0.36373053, 0.12261099, 0.53598144,\n",
       "         0.30597495, 0.3033696 , 0.01770314, 0.15683548, 0.25361777,\n",
       "         0.5215889 , 0.24603284, 0.73358804, 0.8705125 , 0.90851097,\n",
       "         0.16231722, 0.31525807, 0.54288255, 0.10526099, 0.75753006,\n",
       "         0.84118739, 0.7361023 , 0.98278692, 0.7734891 , 0.36238378,\n",
       "         0.46843136, 0.70420462, 0.96083018, 0.17489965, 0.75882498,\n",
       "         0.1769618 , 0.02481856, 0.16680802, 0.12197526, 0.32798531,\n",
       "         0.82876495, 0.15901105, 0.55200433, 0.51733652, 0.34973674]),\n",
       "  array([0.12967253, 0.02148702, 0.10734273, 0.5503877 , 0.77775193,\n",
       "         0.20737878, 0.61414711, 0.69371722, 0.2650626 , 0.77555802,\n",
       "         0.03401158, 0.55098121, 0.02857679, 0.9781689 , 0.05241197,\n",
       "         0.76347189, 0.18246538, 0.88140259, 0.12817304, 0.96813705,\n",
       "         0.35031422, 0.02314903, 0.92236142, 0.29962625, 0.33276362,\n",
       "         0.5914541 , 0.63057835, 0.76406074, 0.8187001 , 0.88000203,\n",
       "         0.86287926, 0.2860253 , 0.94785656, 0.24409055, 0.69696563,\n",
       "         0.62966644, 0.28697303, 0.80402626, 0.73215909, 0.92440561,\n",
       "         0.28618074, 0.38828738, 0.02423029, 0.42013786, 0.25818419,\n",
       "         0.30358649, 0.41883453, 0.53576756, 0.1129171 , 0.7568484 ,\n",
       "         0.07551623, 0.23458106, 0.04721628, 0.86891858, 0.02486264,\n",
       "         0.06551415, 0.06703389, 0.54096477, 0.55237046, 0.35945309,\n",
       "         0.63700003, 0.2436782 , 0.84474417, 0.09531137, 0.56391917,\n",
       "         0.57509206, 0.81798578, 0.54823924, 0.77439031, 0.6337577 ,\n",
       "         0.30291194, 0.61881739, 0.01951036, 0.27117412, 0.49007814,\n",
       "         0.13207065, 0.72113478, 0.93476858, 0.33318317, 0.59185207,\n",
       "         0.07830439, 0.51688627, 0.28676395, 0.31549431, 0.34598816,\n",
       "         0.47462469, 0.57570984, 0.41237389, 0.73967665, 0.90325558,\n",
       "         0.54630228, 0.13746061, 0.32048403, 0.58675766, 0.15284756,\n",
       "         0.43504942, 0.68174909, 0.79992284, 0.35420969, 0.01884374,\n",
       "         0.97080942, 0.29708583, 0.31071716, 0.90230951, 0.90020549,\n",
       "         0.48041516, 0.64617177, 0.7148944 , 0.78990907, 0.055358  ,\n",
       "         0.71185666, 0.69885008, 0.34774218, 0.83334499, 0.89615461,\n",
       "         0.42626711, 0.712606  , 0.33098509, 0.05532698, 0.53188   ,\n",
       "         0.87613347, 1.        , 0.38088921, 0.16956591, 0.40076459,\n",
       "         0.77688455, 0.96271417, 0.43500339, 0.46538463, 0.23137386,\n",
       "         0.56023927, 0.87157567, 0.17473245, 0.74807301, 0.91034559,\n",
       "         0.04060779, 0.08908893, 0.86997196, 0.80829122, 0.01014249,\n",
       "         0.41946988, 0.15906837, 0.6072178 , 0.21126199, 0.19832741,\n",
       "         0.86987763, 0.03840821, 0.35730652, 0.66070691, 0.7721789 ,\n",
       "         0.07415948, 0.9293979 , 0.71699665, 0.28033276, 0.7038217 ,\n",
       "         0.38827238, 0.55562644, 0.8970536 , 0.99583518, 0.97953142,\n",
       "         0.73724204, 0.77191233, 0.59162675, 0.03827038, 0.39313846,\n",
       "         0.45642155, 0.44793079, 0.02732966, 0.20242708, 0.126506  ,\n",
       "         0.48009378, 0.56339227, 0.95351803, 0.87796253, 0.62961977,\n",
       "         0.42782229, 0.3018515 , 0.85227301, 0.2279552 , 0.61777838,\n",
       "         0.67635922, 0.46292504, 0.89397334, 0.99364126, 0.70206755,\n",
       "         0.72096733, 0.62126058, 0.71894703, 0.32913388, 0.49830341,\n",
       "         0.23232305, 0.08082253, 0.39139204, 0.34900155, 0.18401487,\n",
       "         0.78040614, 0.40910467, 0.88679353, 0.21739203, 0.143592  ]),\n",
       "  array([0.20712503, 0.02658331, 0.181717  , 0.71130892, 0.74345182,\n",
       "         0.2074564 , 0.74910594, 0.77199196, 0.39826421, 0.85416736,\n",
       "         0.01649543, 0.70441595, 0.05458892, 0.98673102, 0.07677321,\n",
       "         0.78401178, 0.14801833, 0.79205971, 0.17376746, 0.86917257,\n",
       "         0.26863247, 0.01377844, 0.80304458, 0.20717997, 0.21284589,\n",
       "         0.45498042, 0.55768065, 0.74529812, 0.82187817, 0.73915771,\n",
       "         0.71716899, 0.23554165, 0.99597973, 0.15318498, 0.53827456,\n",
       "         0.76120187, 0.39990889, 0.90421374, 0.57896848, 0.84085883,\n",
       "         0.20216964, 0.45255986, 0.03474029, 0.57855528, 0.18656723,\n",
       "         0.26260188, 0.430863  , 0.57739796, 0.10811377, 0.77084899,\n",
       "         0.12941652, 0.16075127, 0.0325433 , 0.78194075, 0.04053139,\n",
       "         0.10649819, 0.05037394, 0.49005739, 0.71337123, 0.41388949,\n",
       "         0.71767023, 0.25502332, 0.69469546, 0.08062697, 0.66714815,\n",
       "         0.45642517, 0.67380294, 0.45011304, 0.90427773, 0.71777218,\n",
       "         0.19759875, 0.63399963, 0.03651343, 0.20437094, 0.34205042,\n",
       "         0.12393886, 0.59350724, 0.91565373, 0.46113769, 0.43243449,\n",
       "         0.06499288, 0.66446204, 0.19949527, 0.24582649, 0.47257512,\n",
       "         0.60235712, 0.73305365, 0.30341861, 0.59726919, 0.7904015 ,\n",
       "         0.50654021, 0.11987429, 0.39083254, 0.42926491, 0.11970844,\n",
       "         0.30081485, 0.68617381, 0.91977742, 0.4268252 , 0.03291844,\n",
       "         0.87474275, 0.393169  , 0.38059876, 0.90349899, 0.96659285,\n",
       "         0.60793871, 0.80378193, 0.55197804, 0.77369808, 0.10228605,\n",
       "         0.54714283, 0.60411354, 0.22559548, 0.85882746, 0.75837824,\n",
       "         0.2889977 , 0.60358024, 0.23500292, 0.08654681, 0.58469884,\n",
       "         0.73582562, 0.96271417, 0.35988553, 0.22560748, 0.3281678 ,\n",
       "         0.9005509 , 1.        , 0.5141713 , 0.38968842, 0.14663574,\n",
       "         0.40530852, 0.73484185, 0.10140707, 0.85550059, 0.827486  ,\n",
       "         0.04772493, 0.15003848, 0.7275516 , 0.92078592, 0.00550841,\n",
       "         0.39494522, 0.12623603, 0.64327937, 0.15321631, 0.23126717,\n",
       "         0.73377371, 0.07343519, 0.33323644, 0.6649559 , 0.68100643,\n",
       "         0.04957744, 0.90579998, 0.86285456, 0.19842094, 0.84788228,\n",
       "         0.36280196, 0.41085942, 0.79904176, 0.98267469, 0.95772057,\n",
       "         0.61079551, 0.84185949, 0.42993298, 0.0346344 , 0.31490739,\n",
       "         0.57048337, 0.56383422, 0.01288664, 0.12275585, 0.10035014,\n",
       "         0.64517162, 0.47494122, 0.84313218, 0.78533193, 0.72682831,\n",
       "         0.35487638, 0.44226589, 0.71477471, 0.1376912 , 0.53009215,\n",
       "         0.81298313, 0.58901648, 0.88007545, 0.94349396, 0.6630495 ,\n",
       "         0.78931522, 0.78097228, 0.71541458, 0.40310784, 0.45828709,\n",
       "         0.14333703, 0.04410091, 0.40671631, 0.27260726, 0.28615975,\n",
       "         0.90925767, 0.38136564, 0.82543767, 0.26640559, 0.20930386]),\n",
       "  array([0.11096773, 0.04376826, 0.05232527, 0.43781074, 0.93182574,\n",
       "         0.35914353, 0.56281458, 0.73144294, 0.18736053, 0.52344074,\n",
       "         0.06937672, 0.35235144, 0.01073934, 0.90114262, 0.07131232,\n",
       "         0.8625051 , 0.09769966, 0.99757999, 0.16561274, 0.92053266,\n",
       "         0.24090443, 0.06780983, 0.84948889, 0.50922883, 0.40778579,\n",
       "         0.80833968, 0.43315175, 0.90962882, 0.91188274, 0.85370428,\n",
       "         0.84385791, 0.16712019, 0.78363232, 0.3917841 , 0.83620054,\n",
       "         0.58200599, 0.14383636, 0.57105292, 0.6801737 , 0.99914998,\n",
       "         0.50276615, 0.19477505, 0.03933145, 0.31726859, 0.47394104,\n",
       "         0.52881226, 0.59375135, 0.66487324, 0.22829638, 0.86742958,\n",
       "         0.03170942, 0.43144988, 0.12543187, 0.69616611, 0.03169814,\n",
       "         0.06722134, 0.16624152, 0.7792124 , 0.43897568, 0.46397087,\n",
       "         0.38582748, 0.390347  , 0.90111816, 0.21390267, 0.5877865 ,\n",
       "         0.81630313, 0.93407704, 0.80216645, 0.64369284, 0.38348749,\n",
       "         0.46995541, 0.77216632, 0.01854281, 0.49610285, 0.5161975 ,\n",
       "         0.26313887, 0.59400949, 0.73195808, 0.17794339, 0.61069022,\n",
       "         0.18344039, 0.45192667, 0.49798916, 0.20475307, 0.31743761,\n",
       "         0.45699136, 0.3821845 , 0.64903804, 0.64990128, 0.98643784,\n",
       "         0.33795634, 0.06402899, 0.15224921, 0.72917466, 0.32084971,\n",
       "         0.60864266, 0.43273866, 0.68107699, 0.42753978, 0.02174527,\n",
       "         0.94326374, 0.31650205, 0.14635415, 0.67703597, 0.82394731,\n",
       "         0.46317054, 0.46725249, 0.71931791, 0.92047033, 0.03641758,\n",
       "         0.73613318, 0.91812717, 0.46910763, 0.88841979, 0.90733692,\n",
       "         0.45200859, 0.92526496, 0.55374406, 0.01871442, 0.64429023,\n",
       "         0.83889652, 0.91034559, 0.20752933, 0.21163767, 0.25949557,\n",
       "         0.56402178, 0.827486  , 0.50619123, 0.30656549, 0.39038093,\n",
       "         0.56668189, 0.94934818, 0.26576914, 0.70576936, 1.        ,\n",
       "         0.01264578, 0.07338598, 0.83730794, 0.70715523, 0.03292313,\n",
       "         0.64029662, 0.33022861, 0.73408602, 0.41071256, 0.29344949,\n",
       "         0.80444923, 0.01676599, 0.57374378, 0.81761588, 0.95974058,\n",
       "         0.18021764, 0.7255067 , 0.5308496 , 0.20879897, 0.58409719,\n",
       "         0.60881915, 0.50878219, 0.99726158, 0.89588593, 0.94931237,\n",
       "         0.60778557, 0.51699009, 0.64263466, 0.09603172, 0.64708034,\n",
       "         0.24979799, 0.2445051 , 0.05575862, 0.33071043, 0.27533456,\n",
       "         0.33185782, 0.39414639, 0.92329692, 0.99679905, 0.65224233,\n",
       "         0.27772386, 0.18030981, 0.7791077 , 0.26202361, 0.85986128,\n",
       "         0.59823586, 0.44860459, 0.95543302, 0.87951662, 0.4715417 ,\n",
       "         0.4632653 , 0.48466191, 0.86630496, 0.15780412, 0.73214444,\n",
       "         0.36633595, 0.08062212, 0.20198918, 0.23251311, 0.14644361,\n",
       "         0.64608705, 0.2300203 , 0.69140502, 0.29296119, 0.15492443]),\n",
       "  array([0.09482585, 0.03941743, 0.04455937, 0.39801862, 0.91423054,\n",
       "         0.34487482, 0.51843699, 0.68932308, 0.16363837, 0.49990283,\n",
       "         0.08153358, 0.32294435, 0.00889021, 0.87602926, 0.06178897,\n",
       "         0.83028933, 0.10232749, 0.99739825, 0.14686358, 0.92434461,\n",
       "         0.25489883, 0.07455703, 0.86111886, 0.54336283, 0.44825394,\n",
       "         0.84101782, 0.44011448, 0.8874634 , 0.88378923, 0.87321138,\n",
       "         0.86557083, 0.17393728, 0.7549017 , 0.43029696, 0.87165662,\n",
       "         0.53737202, 0.1293709 , 0.54150376, 0.70846275, 0.99658829,\n",
       "         0.53279873, 0.18431085, 0.034147  , 0.28361741, 0.49852233,\n",
       "         0.52915978, 0.5682852 , 0.62994006, 0.2211795 , 0.83670311,\n",
       "         0.02700258, 0.46070366, 0.1325808 , 0.7013614 , 0.02668256,\n",
       "         0.0569169 , 0.17172512, 0.7729536 , 0.3991659 , 0.43100666,\n",
       "         0.36702868, 0.3707307 , 0.92522534, 0.21414069, 0.54453229,\n",
       "         0.84105906, 0.95710142, 0.81799293, 0.60169085, 0.36426749,\n",
       "         0.51090979, 0.74209881, 0.0151109 , 0.51567264, 0.55547109,\n",
       "         0.2564822 , 0.61343422, 0.72023815, 0.16012343, 0.64896649,\n",
       "         0.1844558 , 0.41057273, 0.53018701, 0.21595602, 0.28314513,\n",
       "         0.41575921, 0.35038737, 0.6816334 , 0.67379168, 0.99456424,\n",
       "         0.33962865, 0.06590992, 0.14240723, 0.77125786, 0.32883067,\n",
       "         0.65238283, 0.42460225, 0.63908045, 0.39267425, 0.01798984,\n",
       "         0.94571755, 0.28386973, 0.13674861, 0.66270205, 0.78701265,\n",
       "         0.42171595, 0.43037614, 0.75294158, 0.89743388, 0.03004082,\n",
       "         0.77104814, 0.924934  , 0.51244824, 0.85551807, 0.92517963,\n",
       "         0.49035407, 0.93779486, 0.58664645, 0.01643764, 0.60734464,\n",
       "         0.85835341, 0.8970536 , 0.20805413, 0.18883438, 0.26987127,\n",
       "         0.52998244, 0.79904176, 0.46786426, 0.31667925, 0.42706693,\n",
       "         0.60417407, 0.96739847, 0.29883037, 0.6616955 , 0.99726158,\n",
       "         0.01207093, 0.06182883, 0.85766107, 0.66488997, 0.03706564,\n",
       "         0.62737969, 0.33726192, 0.69933764, 0.43099418, 0.2707635 ,\n",
       "         0.82274799, 0.01382751, 0.563027  , 0.78992309, 0.96260458,\n",
       "         0.1925462 , 0.71496846, 0.49330435, 0.22559814, 0.54118989,\n",
       "         0.59745556, 0.54032815, 1.        , 0.87687045, 0.92999216,\n",
       "         0.62646814, 0.49520827, 0.68315141, 0.09406785, 0.6626781 ,\n",
       "         0.23125966, 0.22591994, 0.06605559, 0.36662676, 0.280926  ,\n",
       "         0.2993391 , 0.40580403, 0.93074206, 0.99785466, 0.60855936,\n",
       "         0.28775328, 0.1592321 , 0.79835624, 0.29318926, 0.86689902,\n",
       "         0.55382202, 0.40777101, 0.93204919, 0.87064515, 0.47050571,\n",
       "         0.44369073, 0.4442946 , 0.84018352, 0.14739155, 0.72281639,\n",
       "         0.40446707, 0.0931619 , 0.19734579, 0.2449138 , 0.12631003,\n",
       "         0.60437108, 0.23131915, 0.69034573, 0.26710228, 0.13514821]),\n",
       "  array([0.15455006, 0.02433195, 0.12721803, 0.60563728, 0.78262115,\n",
       "         0.21585286, 0.66628749, 0.73296073, 0.30624414, 0.79934695,\n",
       "         0.02747771, 0.59773506, 0.03494415, 0.99120271, 0.06188764,\n",
       "         0.78617687, 0.16659391, 0.86505012, 0.14682144, 0.9420613 ,\n",
       "         0.31714553, 0.02048261, 0.88630168, 0.27273493, 0.28998943,\n",
       "         0.55374414, 0.60097688, 0.77424493, 0.8356222 , 0.83677664,\n",
       "         0.81768976, 0.26365057, 0.96975498, 0.21397056, 0.64945219,\n",
       "         0.68120192, 0.31747691, 0.83696982, 0.67981722, 0.90925872,\n",
       "         0.26292877, 0.40276845, 0.02862844, 0.47185612, 0.23964787,\n",
       "         0.29993052, 0.43621895, 0.56388895, 0.11653666, 0.77757897,\n",
       "         0.08926398, 0.21363171, 0.04384433, 0.83941681, 0.03041892,\n",
       "         0.07925551, 0.06400947, 0.53857164, 0.60763851, 0.38817983,\n",
       "         0.65855918, 0.25684965, 0.80073143, 0.09453474, 0.6087843 ,\n",
       "         0.54549765, 0.77833022, 0.52717751, 0.82322853, 0.6564173 ,\n",
       "         0.26883275, 0.63968777, 0.02474303, 0.25551124, 0.43759509,\n",
       "         0.1352271 , 0.67545447, 0.93007114, 0.36879477, 0.53674545,\n",
       "         0.07729224, 0.57022191, 0.26186651, 0.2864876 , 0.39101758,\n",
       "         0.52356278, 0.62475185, 0.38247911, 0.6901748 , 0.87655737,\n",
       "         0.52699808, 0.12797552, 0.33704124, 0.53707084, 0.14698162,\n",
       "         0.39237756, 0.67823161, 0.84660797, 0.38761157, 0.023526  ,\n",
       "         0.94686722, 0.33430108, 0.32715859, 0.90309768, 0.93268876,\n",
       "         0.52942844, 0.69814987, 0.66058174, 0.80081909, 0.06867789,\n",
       "         0.65754825, 0.68113516, 0.30597817, 0.85688429, 0.8561655 ,\n",
       "         0.37677147, 0.68907468, 0.30394354, 0.06263853, 0.56317547,\n",
       "         0.83254922, 0.99583518, 0.36772324, 0.19261002, 0.37045507,\n",
       "         0.81844473, 0.98267469, 0.47190845, 0.43401936, 0.20402249,\n",
       "         0.50579143, 0.83444378, 0.14853239, 0.79402376, 0.89588593,\n",
       "         0.04130785, 0.10803277, 0.82562916, 0.85369187, 0.0087248 ,\n",
       "         0.42462877, 0.15361325, 0.63436668, 0.19688464, 0.21654837,\n",
       "         0.82655072, 0.04731496, 0.36132774, 0.67834649, 0.756078  ,\n",
       "         0.06782363, 0.92290743, 0.7663367 , 0.24749508, 0.75660676,\n",
       "         0.39246899, 0.50322768, 0.87687045, 1.        , 0.98381827,\n",
       "         0.69222007, 0.79249393, 0.53679438, 0.03909943, 0.3767761 ,\n",
       "         0.4875324 , 0.47962193, 0.02185653, 0.17541389, 0.122421  ,\n",
       "         0.53223675, 0.52819844, 0.92355716, 0.86036655, 0.67353016,\n",
       "         0.39736006, 0.34285928, 0.80769299, 0.19400447, 0.60215314,\n",
       "         0.72869033, 0.51128448, 0.90427647, 0.9832898 , 0.68441964,\n",
       "         0.73976363, 0.67620833, 0.73420549, 0.34682505, 0.49927911,\n",
       "         0.20223794, 0.06586672, 0.39005063, 0.31758964, 0.21646635,\n",
       "         0.82879421, 0.39363064, 0.86606831, 0.24058972, 0.1674075 ]),\n",
       "  array([0.16607587, 0.03694973, 0.1065328 , 0.59884425, 0.8737359 ,\n",
       "         0.28926437, 0.69447152, 0.79852309, 0.29674047, 0.7053608 ,\n",
       "         0.03360944, 0.53242171, 0.02665031, 0.99108393, 0.08094386,\n",
       "         0.8682361 , 0.12291598, 0.92706041, 0.18412094, 0.93048215,\n",
       "         0.25959844, 0.03110849, 0.85635727, 0.33258048, 0.29809842,\n",
       "         0.62514893, 0.50819193, 0.86587664, 0.91195096, 0.82150774,\n",
       "         0.80382507, 0.203328  , 0.93059509, 0.24840151, 0.69055413,\n",
       "         0.71139125, 0.2574617 , 0.7600363 , 0.64496727, 0.95638679,\n",
       "         0.32724478, 0.31350209, 0.04045942, 0.46211556, 0.30604977,\n",
       "         0.38967338, 0.53585536, 0.65799493, 0.16618422, 0.86289359,\n",
       "         0.06991733, 0.26973558, 0.06581796, 0.76579168, 0.03956374,\n",
       "         0.09307803, 0.09493424, 0.64718126, 0.60046216, 0.46849185,\n",
       "         0.55539733, 0.33538155, 0.81774614, 0.13753974, 0.66910604,\n",
       "         0.63137615, 0.82087546, 0.6237615 , 0.81158963, 0.55401046,\n",
       "         0.30994468, 0.73963954, 0.02896756, 0.32898313, 0.42768542,\n",
       "         0.19063371, 0.61145829, 0.85612209, 0.30759092, 0.52511043,\n",
       "         0.11422578, 0.58855037, 0.32301321, 0.22909269, 0.4186109 ,\n",
       "         0.56361119, 0.56575309, 0.45649715, 0.64106429, 0.91817563,\n",
       "         0.42904109, 0.08996879, 0.25845616, 0.57327691, 0.2036043 ,\n",
       "         0.43690673, 0.56956325, 0.84103731, 0.45817915, 0.02967847,\n",
       "         0.94552313, 0.38096479, 0.25013492, 0.8190558 , 0.94330044,\n",
       "         0.56988945, 0.65442737, 0.646933  , 0.88752813, 0.06750956,\n",
       "         0.65155979, 0.77559509, 0.33004725, 0.92180971, 0.85897794,\n",
       "         0.36691776, 0.77666669, 0.37018752, 0.04342168, 0.65278255,\n",
       "         0.81235387, 0.97953142, 0.28336836, 0.23663389, 0.2993454 ,\n",
       "         0.75615978, 0.95772057, 0.54592454, 0.35537148, 0.24299104,\n",
       "         0.48912778, 0.86550376, 0.16513441, 0.82648796, 0.94931237,\n",
       "         0.02578433, 0.11544813, 0.80675124, 0.85705292, 0.01361003,\n",
       "         0.52898267, 0.21234082, 0.72834797, 0.25848517, 0.27937831,\n",
       "         0.79431662, 0.03870735, 0.45988693, 0.77808061, 0.8428225 ,\n",
       "         0.09697805, 0.8473089 , 0.72075946, 0.2064148 , 0.75075176,\n",
       "         0.49422318, 0.46690872, 0.92999216, 0.98381827, 1.        ,\n",
       "         0.62784303, 0.69522611, 0.53723445, 0.06087529, 0.46831391,\n",
       "         0.40169474, 0.39533608, 0.02656257, 0.20370521, 0.17298136,\n",
       "         0.49733605, 0.44550692, 0.91676326, 0.92240097, 0.73395999,\n",
       "         0.32243227, 0.30531555, 0.77097921, 0.19100274, 0.70319473,\n",
       "         0.74450742, 0.5523787 , 0.9636472 , 0.95154829, 0.58149058,\n",
       "         0.63709127, 0.65833524, 0.82955998, 0.26737027, 0.60767489,\n",
       "         0.23192529, 0.05928028, 0.29958379, 0.25723844, 0.22346354,\n",
       "         0.81511735, 0.30685788, 0.7862513 , 0.30057842, 0.19624952]),\n",
       "  array([0.10071966, 0.04622074, 0.04352452, 0.40180973, 0.93574175,\n",
       "         0.37860939, 0.53033364, 0.70996379, 0.16646172, 0.47685727,\n",
       "         0.08063823, 0.31368606, 0.00849794, 0.86643791, 0.06982711,\n",
       "         0.85253984, 0.08880907, 0.99985914, 0.16223547, 0.89978479,\n",
       "         0.22835413, 0.08132838, 0.82912278, 0.55596477, 0.42805646,\n",
       "         0.84589867, 0.40457905, 0.91072816, 0.9015899 , 0.84260134,\n",
       "         0.83475176, 0.15360454, 0.73867332, 0.42844487, 0.85838963,\n",
       "         0.54959916, 0.12253885, 0.52296311, 0.67126592, 0.99355488,\n",
       "         0.55033704, 0.16901273, 0.03959364, 0.28713176, 0.52088014,\n",
       "         0.56629357, 0.60635278, 0.66289289, 0.2472199 , 0.85991602,\n",
       "         0.02578129, 0.47689263, 0.14612159, 0.66368456, 0.03041328,\n",
       "         0.06252233, 0.19006111, 0.80801661, 0.4028531 , 0.46209005,\n",
       "         0.3452356 , 0.40502063, 0.90363466, 0.23814828, 0.56602776,\n",
       "         0.85618131, 0.94578987, 0.84212974, 0.60072286, 0.34290934,\n",
       "         0.50939604, 0.77447174, 0.016813  , 0.54263276, 0.52542689,\n",
       "         0.28493216, 0.57378084, 0.68949798, 0.1530998 , 0.61686951,\n",
       "         0.20590311, 0.42069831, 0.545051  , 0.19215509, 0.29572861,\n",
       "         0.43194876, 0.34222938, 0.69634975, 0.63488683, 0.98627741,\n",
       "         0.30942455, 0.0566222 , 0.13047198, 0.75651367, 0.35658156,\n",
       "         0.64608006, 0.39436039, 0.63882825, 0.41974438, 0.0204207 ,\n",
       "         0.9245474 , 0.30226655, 0.12520894, 0.63242089, 0.78643782,\n",
       "         0.43800178, 0.42461757, 0.71988673, 0.91834712, 0.03135168,\n",
       "         0.73997745, 0.94399813, 0.4985879 , 0.8705125 , 0.90039538,\n",
       "         0.46190546, 0.95170313, 0.60156309, 0.01488586, 0.63883508,\n",
       "         0.82643086, 0.87796253, 0.18619536, 0.20668314, 0.24221603,\n",
       "         0.51656398, 0.78533193, 0.49531582, 0.28620979, 0.42956981,\n",
       "         0.57134954, 0.9524466 , 0.29070215, 0.67225169, 0.99679905,\n",
       "         0.01023401, 0.06588522, 0.82584003, 0.66653165, 0.0404539 ,\n",
       "         0.6669194 , 0.36592381, 0.73041675, 0.45497891, 0.29769881,\n",
       "         0.78817227, 0.01355576, 0.60257349, 0.82056685, 0.9769073 ,\n",
       "         0.20790662, 0.68346886, 0.48569934, 0.20186301, 0.54324681,\n",
       "         0.63709535, 0.50452098, 0.99785466, 0.86036655, 0.92240097,\n",
       "         0.5867615 , 0.47092927, 0.65433556, 0.10790854, 0.69271394,\n",
       "         0.21794206, 0.21308918, 0.06499835, 0.36385479, 0.30720001,\n",
       "         0.2972624 , 0.3709338 , 0.90627193, 1.        , 0.62911433,\n",
       "         0.25898426, 0.15675084, 0.76252005, 0.27411548, 0.89217241,\n",
       "         0.56167104, 0.42430498, 0.94090471, 0.84598764, 0.43607232,\n",
       "         0.41930724, 0.44481637, 0.86709618, 0.1353529 , 0.76021279,\n",
       "         0.40028562, 0.0834953 , 0.17806986, 0.21897966, 0.13189257,\n",
       "         0.60274496, 0.20759969, 0.65429561, 0.29173295, 0.14677106]),\n",
       "  array([0.1994199 , 0.0701189 , 0.08882802, 0.59743043, 0.9656064 ,\n",
       "         0.42778813, 0.73902963, 0.88646682, 0.29918324, 0.5659922 ,\n",
       "         0.03542501, 0.45153934, 0.01991668, 0.93943329, 0.12811057,\n",
       "         0.96256604, 0.06899132, 0.94629693, 0.26752697, 0.8383234 ,\n",
       "         0.1681151 , 0.04827601, 0.73977796, 0.38469708, 0.26002934,\n",
       "         0.66196504, 0.35970699, 0.96480382, 0.98669364, 0.72002273,\n",
       "         0.70389274, 0.12260876, 0.83780813, 0.25952836, 0.66802586,\n",
       "         0.75740784, 0.19375269, 0.64081881, 0.5276899 , 0.95193619,\n",
       "         0.3928361 , 0.21096934, 0.07165058, 0.46233768, 0.38451247,\n",
       "         0.52809178, 0.69923353, 0.80406571, 0.26698534, 0.96153741,\n",
       "         0.05282073, 0.32821847, 0.1044724 , 0.61155114, 0.06394153,\n",
       "         0.12861938, 0.15149363, 0.78850838, 0.59837986, 0.61380853,\n",
       "         0.41849567, 0.48267157, 0.75679147, 0.22020053, 0.76563823,\n",
       "         0.70047414, 0.79832191, 0.72240133, 0.78383411, 0.41853745,\n",
       "         0.32386372, 0.87896189, 0.04141295, 0.42338115, 0.35378921,\n",
       "         0.29927969, 0.47084797, 0.70946191, 0.24115591, 0.44055495,\n",
       "         0.18631606, 0.62600063, 0.3808715 , 0.14379626, 0.47872382,\n",
       "         0.63698778, 0.49150966, 0.51981635, 0.51073025, 0.89850501,\n",
       "         0.29034358, 0.04785068, 0.17214044, 0.54960805, 0.29609255,\n",
       "         0.43989521, 0.41336356, 0.818315  , 0.58886397, 0.0466604 ,\n",
       "         0.86709736, 0.47512498, 0.16604741, 0.66757665, 0.92565608,\n",
       "         0.64350685, 0.59547708, 0.55194367, 0.9764696 , 0.07364977,\n",
       "         0.56522805, 0.85925407, 0.31106385, 0.98278692, 0.77982195,\n",
       "         0.29945663, 0.84239805, 0.43053017, 0.02654833, 0.7939193 ,\n",
       "         0.70533445, 0.89397334, 0.17725232, 0.33150114, 0.19353702,\n",
       "         0.66006036, 0.88007545, 0.67532374, 0.23588546, 0.26470234,\n",
       "         0.40207619, 0.82583782, 0.15806711, 0.86226024, 0.95543302,\n",
       "         0.01241596, 0.13947769, 0.7011756 , 0.84524416, 0.02145288,\n",
       "         0.68821798, 0.308922  , 0.86422337, 0.3390911 , 0.40668663,\n",
       "         0.67464172, 0.03220539, 0.61663116, 0.9089335 , 0.90891316,\n",
       "         0.14171352, 0.69838745, 0.65322767, 0.13454998, 0.73858135,\n",
       "         0.65230714, 0.36247466, 0.93204919, 0.90427647, 0.9636472 ,\n",
       "         0.48577268, 0.55140005, 0.46594971, 0.11011182, 0.5807731 ,\n",
       "         0.30057307, 0.29657218, 0.02750997, 0.21093303, 0.26020992,\n",
       "         0.46004708, 0.30998956, 0.8287967 , 0.94090471, 0.82337151,\n",
       "         0.21054628, 0.26872517, 0.64708396, 0.15354365, 0.80801568,\n",
       "         0.7654077 , 0.6281765 , 1.        , 0.84387415, 0.42212767,\n",
       "         0.49176102, 0.63654399, 0.94408592, 0.17973465, 0.75809721,\n",
       "         0.23671641, 0.04040527, 0.19140026, 0.16476393, 0.25053691,\n",
       "         0.78387623, 0.19463739, 0.62903993, 0.42233181, 0.26244328]),\n",
       "  array([0.10791026, 0.01564963, 0.10149673, 0.50646994, 0.72022209,\n",
       "         0.17107743, 0.55640608, 0.62708121, 0.23760318, 0.79269157,\n",
       "         0.03543841, 0.53960323, 0.02765106, 0.9516977 , 0.03984548,\n",
       "         0.69872796, 0.22299397, 0.84850863, 0.10176266, 0.97665418,\n",
       "         0.40922879, 0.02025153, 0.9495052 , 0.28614315, 0.35722333,\n",
       "         0.57467602, 0.69769325, 0.70327151, 0.75866349, 0.90580033,\n",
       "         0.88985933, 0.33955964, 0.93447974, 0.24563445, 0.70005052,\n",
       "         0.57111495, 0.29016599, 0.80423788, 0.78018382, 0.89671653,\n",
       "         0.26868658, 0.42030879, 0.01771924, 0.38259826, 0.23751505,\n",
       "         0.26437044, 0.36057245, 0.4694557 , 0.09089946, 0.69218636,\n",
       "         0.07395117, 0.22011571, 0.04008127, 0.91665688, 0.01846019,\n",
       "         0.0515975 , 0.05607031, 0.48686801, 0.50855806, 0.30388195,\n",
       "         0.66432382, 0.20172837, 0.85467839, 0.07824485, 0.49947807,\n",
       "         0.5465974 , 0.81220646, 0.51021573, 0.73217735, 0.65978906,\n",
       "         0.30307811, 0.55202128, 0.01485944, 0.24570272, 0.5297633 ,\n",
       "         0.10755751, 0.78141517, 0.96047126, 0.33210823, 0.63212327,\n",
       "         0.06401641, 0.4647573 , 0.27165817, 0.37200238, 0.30007951,\n",
       "         0.4179782 , 0.55910132, 0.39251231, 0.79361312, 0.88684247,\n",
       "         0.61040061, 0.16958639, 0.3459331 , 0.59609088, 0.13155773,\n",
       "         0.4375859 , 0.73314655, 0.75594981, 0.29958949, 0.01399253,\n",
       "         0.97236727, 0.25061864, 0.33558699, 0.92986196, 0.8566404 ,\n",
       "         0.42340072, 0.61890253, 0.7526031 , 0.73007122, 0.04673235,\n",
       "         0.74525445, 0.65624125, 0.3619038 , 0.7734891 , 0.90937258,\n",
       "         0.46510359, 0.67651255, 0.31421838, 0.05943425, 0.46550964,\n",
       "         0.90500872, 0.99364126, 0.43706094, 0.13685511, 0.46393045,\n",
       "         0.76365369, 0.94349396, 0.37428258, 0.5317069 , 0.22889974,\n",
       "         0.6038221 , 0.86861195, 0.18379827, 0.68931105, 0.87951662,\n",
       "         0.04975201, 0.07339203, 0.89887035, 0.76105626, 0.00894161,\n",
       "         0.36628155, 0.13662475, 0.53931076, 0.19113408, 0.16089499,\n",
       "         0.90539174, 0.0356979 , 0.30893904, 0.5947402 , 0.73027221,\n",
       "         0.06522252, 0.95759189, 0.69113141, 0.33056813, 0.65784715,\n",
       "         0.3376021 , 0.60981503, 0.87064515, 0.9832898 , 0.95154829,\n",
       "         0.79666859, 0.79355532, 0.6245874 , 0.02971915, 0.35793941,\n",
       "         0.46997892, 0.46031562, 0.02878324, 0.20542817, 0.10731562,\n",
       "         0.45182568, 0.63181213, 0.96283641, 0.84598764, 0.56385499,\n",
       "         0.49247597, 0.28573365, 0.89177924, 0.25443898, 0.57287678,\n",
       "         0.62206669, 0.40657722, 0.84387415, 1.        , 0.7620571 ,\n",
       "         0.74831498, 0.58078469, 0.65460891, 0.35381772, 0.44353402,\n",
       "         0.23643784, 0.09740234, 0.4393592 , 0.40826129, 0.15773243,\n",
       "         0.73929267, 0.46793223, 0.93022153, 0.17740312, 0.11634277]),\n",
       "  array([0.22895234, 0.14116168, 0.06490921, 0.54135939, 0.98498875,\n",
       "         0.62770242, 0.72440929, 0.91339289, 0.27590225, 0.38938126,\n",
       "         0.03339902, 0.33423371, 0.01274619, 0.79302421, 0.20682389,\n",
       "         0.98782435, 0.0301626 , 0.87291663, 0.38745488, 0.66210858,\n",
       "         0.08766132, 0.074074  , 0.55402143, 0.41139159, 0.19533028,\n",
       "         0.63623097, 0.21036919, 0.99485098, 0.98171412, 0.54844637,\n",
       "         0.53539686, 0.05862817, 0.66414902, 0.24385853, 0.5738652 ,\n",
       "         0.74268428, 0.1239243 , 0.46913974, 0.3683223 , 0.8513297 ,\n",
       "         0.44021091, 0.11680948, 0.13293611, 0.42121192, 0.45629219,\n",
       "         0.69219265, 0.87883813, 0.93266106, 0.43368541, 0.99281129,\n",
       "         0.0341537 , 0.37371859, 0.16557429, 0.41576309, 0.10628101,\n",
       "         0.17593582, 0.2423052 , 0.90662566, 0.54146062, 0.77792267,\n",
       "         0.26642973, 0.68556936, 0.61641033, 0.35485955, 0.82064054,\n",
       "         0.71408849, 0.6916411 , 0.77762029, 0.68017024, 0.26736025,\n",
       "         0.3046958 , 0.98330752, 0.05933831, 0.5182987 , 0.24943003,\n",
       "         0.47211705, 0.30514145, 0.50629625, 0.16227066, 0.31652496,\n",
       "         0.30712403, 0.61418001, 0.41721308, 0.07215729, 0.51490311,\n",
       "         0.67370087, 0.37484213, 0.54614525, 0.34509862, 0.78585367,\n",
       "         0.16080126, 0.01960639, 0.09421998, 0.46614686, 0.42244615,\n",
       "         0.39586968, 0.2503371 , 0.71633891, 0.72964604, 0.075094  ,\n",
       "         0.70015891, 0.56867159, 0.09052322, 0.4669777 , 0.81728018,\n",
       "         0.6797804 , 0.48070231, 0.40556871, 0.99125003, 0.07537066,\n",
       "         0.42396585, 0.87659737, 0.25737744, 0.96083018, 0.62069372,\n",
       "         0.20743803, 0.83655043, 0.46388561, 0.0131598 , 0.91600541,\n",
       "         0.53100967, 0.71894703, 0.08906685, 0.45854611, 0.1009051 ,\n",
       "         0.50497941, 0.71541458, 0.79748441, 0.12715794, 0.26205249,\n",
       "         0.2815588 , 0.69920357, 0.13289698, 0.82307633, 0.86630496,\n",
       "         0.00453525, 0.16160586, 0.52847429, 0.75224633, 0.03347175,\n",
       "         0.85957219, 0.44114155, 0.96593188, 0.42464459, 0.58775415,\n",
       "         0.49423762, 0.02355452, 0.79935153, 0.99487918, 0.89723612,\n",
       "         0.2024651 , 0.49499364, 0.52420912, 0.070566  , 0.65637721,\n",
       "         0.82923292, 0.23655295, 0.84018352, 0.73420549, 0.82955998,\n",
       "         0.31674478, 0.37378064, 0.34883168, 0.20693659, 0.6801811 ,\n",
       "         0.19027875, 0.18838252, 0.02535536, 0.19580641, 0.38733705,\n",
       "         0.37991395, 0.17722856, 0.65708522, 0.86709618, 0.86042502,\n",
       "         0.11118075, 0.20914159, 0.46701561, 0.10402663, 0.86242755,\n",
       "         0.71845067, 0.66957505, 0.94408592, 0.65460891, 0.2552498 ,\n",
       "         0.32232537, 0.55433619, 1.        , 0.09952875, 0.89807629,\n",
       "         0.21594503, 0.02223032, 0.09901383, 0.08479224, 0.26391033,\n",
       "         0.67654885, 0.09947179, 0.42905107, 0.5849349 , 0.34355728])],\n",
       " [array([0.61671226, 0.0571634 , 0.46675645, 1.        , 0.49035522,\n",
       "         0.19911372, 0.94634945, 0.78211009, 0.86121578, 0.63774394,\n",
       "         0.00156515, 0.83677916, 0.17912436, 0.66395025, 0.22692756,\n",
       "         0.63361094, 0.03465495, 0.41076078, 0.38459722, 0.40424586,\n",
       "         0.06068652, 0.00322249, 0.33070628, 0.05739906, 0.03729497,\n",
       "         0.15756797, 0.2025419 , 0.52386229, 0.61059007, 0.27872771,\n",
       "         0.26236852, 0.06113362, 0.71902474, 0.02967283, 0.1745387 ,\n",
       "         0.93827207, 0.5461445 , 0.7465451 , 0.17391527, 0.4415775 ,\n",
       "         0.06138058, 0.34085792, 0.10641391, 0.97379168, 0.0627318 ,\n",
       "         0.15577698, 0.40198868, 0.58026221, 0.09848621, 0.61145994,\n",
       "         0.31632304, 0.04534217, 0.01169631, 0.3303789 , 0.16451966,\n",
       "         0.37533908, 0.0231639 , 0.30217348, 0.99998931, 0.53114473,\n",
       "         0.54121543, 0.27135789, 0.25860626, 0.05178319, 0.82306177,\n",
       "         0.17948272, 0.26285551, 0.20185358, 0.93111601, 0.55051187,\n",
       "         0.04265643, 0.54006109, 0.19646828, 0.07889766, 0.07313201,\n",
       "         0.10465868, 0.18935832, 0.50618501, 0.63972964, 0.10636238,\n",
       "         0.04021251, 0.97186454, 0.05714396, 0.05654924, 0.87113318,\n",
       "         0.89501297, 0.87881334, 0.0986981 , 0.18596378, 0.36709377,\n",
       "         0.20211739, 0.0328226 , 0.33120031, 0.11870216, 0.05710242,\n",
       "         0.07405594, 0.3655676 , 0.91275486, 0.61196976, 0.15837897,\n",
       "         0.4172328 , 0.71426271, 0.32561922, 0.52370074, 0.79773784,\n",
       "         0.89531663, 0.93890522, 0.16071997, 0.54423746, 0.42190268,\n",
       "         0.15954631, 0.3013466 , 0.04392438, 0.67811601, 0.30090008,\n",
       "         0.05631684, 0.27931218, 0.0704383 , 0.13686641, 0.6186532 ,\n",
       "         0.27517294, 0.5503877 , 0.14157272, 0.45927696, 0.08895867,\n",
       "         0.83351687, 0.71130892, 0.67612863, 0.11499326, 0.03025077,\n",
       "         0.09530012, 0.30102559, 0.01464865, 0.88730264, 0.43781074,\n",
       "         0.02767401, 0.52078125, 0.26909213, 0.90055186, 0.00101031,\n",
       "         0.28687514, 0.06250351, 0.60095733, 0.053993  , 0.33629369,\n",
       "         0.27262424, 0.26467417, 0.24182727, 0.53106653, 0.35114309,\n",
       "         0.01524842, 0.4914439 , 0.91567209, 0.03602423, 0.96765224,\n",
       "         0.261154  , 0.0978233 , 0.39801862, 0.60563728, 0.59884425,\n",
       "         0.19932513, 0.60551755, 0.10714101, 0.02980773, 0.13970014,\n",
       "         0.5718501 , 0.57770744, 0.00111331, 0.0214391 , 0.0510559 ,\n",
       "         0.94873819, 0.14866082, 0.37689971, 0.40180973, 0.82321545,\n",
       "         0.10058493, 0.79401481, 0.25867005, 0.01917391, 0.26717359,\n",
       "         0.95724921, 0.8861535 , 0.59743043, 0.50646994, 0.29568168,\n",
       "         0.56073957, 0.98936355, 0.54135939, 0.34846642, 0.30078825,\n",
       "         0.02595135, 0.00401565, 0.2125817 , 0.06424169, 0.74570037,\n",
       "         0.92699201, 0.14618734, 0.38391958, 0.43193836, 0.52871915]),\n",
       "  array([0.58170297, 0.10339077, 0.29640092, 0.94634945, 0.66020287,\n",
       "         0.34019025, 1.        , 0.9298131 , 0.72463673, 0.56191603,\n",
       "         0.00357829, 0.6849185 , 0.09254452, 0.73822319, 0.29941694,\n",
       "         0.80527967, 0.02816986, 0.54037818, 0.49954348, 0.47272137,\n",
       "         0.0592661 , 0.00894547, 0.38136969, 0.10615991, 0.05635545,\n",
       "         0.24483371, 0.19074951, 0.69875627, 0.77296375, 0.33593284,\n",
       "         0.31878168, 0.05252315, 0.73542677, 0.05408588, 0.24805525,\n",
       "         0.99946313, 0.3709728 , 0.67736802, 0.20663322, 0.56137245,\n",
       "         0.11548233, 0.24220508, 0.15908154, 0.87569681, 0.12090331,\n",
       "         0.27705333, 0.59555885, 0.7765204 , 0.18892093, 0.78635595,\n",
       "         0.18101289, 0.08866781, 0.02929807, 0.34383186, 0.20225347,\n",
       "         0.39859377, 0.05420194, 0.46710816, 0.94590305, 0.71804442,\n",
       "         0.44066235, 0.43484925, 0.33413899, 0.10995125, 0.95621288,\n",
       "         0.28391117, 0.35551776, 0.32318817, 0.93104127, 0.447349  ,\n",
       "         0.07525379, 0.73462007, 0.19126044, 0.1501297 , 0.0975933 ,\n",
       "         0.19977668, 0.20532417, 0.50783708, 0.45440785, 0.138385  ,\n",
       "         0.08831879, 0.9818406 , 0.10708023, 0.05289071, 0.89563185,\n",
       "         0.9683262 , 0.73850954, 0.17062774, 0.21165649, 0.47452074,\n",
       "         0.17524103, 0.02384394, 0.22428251, 0.17511477, 0.11812589,\n",
       "         0.1200546 , 0.31600163, 0.93122483, 0.78165651, 0.17888471,\n",
       "         0.49466318, 0.81898391, 0.21899024, 0.50765899, 0.8694482 ,\n",
       "         0.97021254, 0.84092976, 0.20276586, 0.71474148, 0.32115057,\n",
       "         0.20528289, 0.44281899, 0.07058571, 0.82792329, 0.37261207,\n",
       "         0.07604444, 0.40925989, 0.12804777, 0.0692066 , 0.81043808,\n",
       "         0.32872994, 0.61414711, 0.11210394, 0.5854448 , 0.08205212,\n",
       "         0.76183842, 0.74910594, 0.84651951, 0.10671291, 0.05689613,\n",
       "         0.12263414, 0.39204365, 0.02625202, 0.97173499, 0.56281458,\n",
       "         0.01420854, 0.47242001, 0.3229334 , 0.93801159, 0.00307599,\n",
       "         0.4568165 , 0.12791073, 0.79347445, 0.10808725, 0.49711288,\n",
       "         0.31775982, 0.15130851, 0.39946651, 0.7215303 , 0.49449844,\n",
       "         0.03623392, 0.49263725, 0.84023673, 0.03788419, 0.95904948,\n",
       "         0.42430067, 0.11703679, 0.51843699, 0.66628749, 0.69447152,\n",
       "         0.21589725, 0.53204837, 0.14452835, 0.06712322, 0.24372969,\n",
       "         0.42360314, 0.42642772, 0.00256356, 0.03988839, 0.10789317,\n",
       "         0.80846581, 0.14345453, 0.44790747, 0.53033364, 0.95825304,\n",
       "         0.09263786, 0.5998571 , 0.29957515, 0.02814243, 0.40901529,\n",
       "         0.99113071, 0.96231504, 0.73902963, 0.55640608, 0.26980842,\n",
       "         0.47860758, 0.93042135, 0.72440929, 0.2371965 , 0.4694848 ,\n",
       "         0.04693617, 0.00549169, 0.15845704, 0.06112387, 0.67410048,\n",
       "         0.92491121, 0.11864702, 0.3889653 , 0.59196426, 0.5969126 ]),\n",
       "  array([0.41742114, 0.14060687, 0.15370022, 0.78211009, 0.85846612,\n",
       "         0.51026903, 0.9298131 , 1.        , 0.49825318, 0.48970476,\n",
       "         0.01065478, 0.51316597, 0.03817848, 0.80662992, 0.29003358,\n",
       "         0.95817411, 0.02829608, 0.71951618, 0.50330511, 0.57829459,\n",
       "         0.07055439, 0.02680827, 0.47123716, 0.21485078, 0.10367702,\n",
       "         0.40725377, 0.20144116, 0.89057008, 0.93082704, 0.43878793,\n",
       "         0.42173781, 0.0543806 , 0.73642964, 0.1154174 , 0.38577367,\n",
       "         0.9402339 , 0.2294701 , 0.59480761, 0.27789388, 0.72337168,\n",
       "         0.23333215, 0.17402883, 0.17107867, 0.66901884, 0.24492809,\n",
       "         0.47062426, 0.79100363, 0.92927123, 0.31716324, 0.94879503,\n",
       "         0.08634682, 0.18795243, 0.07402982, 0.38594594, 0.17352067,\n",
       "         0.30812225, 0.12317708, 0.69540884, 0.78183908, 0.8288866 ,\n",
       "         0.3573191 , 0.60450734, 0.46542403, 0.21548998, 0.97159835,\n",
       "         0.46871489, 0.51133217, 0.52643472, 0.85583668, 0.36098001,\n",
       "         0.15290562, 0.91959205, 0.1265715 , 0.29313852, 0.1549559 ,\n",
       "         0.33862292, 0.25174531, 0.52507726, 0.29164149, 0.20934527,\n",
       "         0.1796105 , 0.85377933, 0.21790837, 0.06038829, 0.75803031,\n",
       "         0.8923703 , 0.56547568, 0.31571259, 0.27216722, 0.63479953,\n",
       "         0.16897766, 0.02105471, 0.15107538, 0.28991791, 0.23895005,\n",
       "         0.22083979, 0.28812284, 0.87741324, 0.84051978, 0.13793414,\n",
       "         0.60974387, 0.76586887, 0.14635208, 0.5046568 , 0.89881843,\n",
       "         0.89685547, 0.6847402 , 0.28930774, 0.89830919, 0.17931992,\n",
       "         0.29798928, 0.65529839, 0.13452576, 0.95462434, 0.4939168 ,\n",
       "         0.12411707, 0.61250039, 0.25152527, 0.03204251, 0.94265054,\n",
       "         0.42666921, 0.69371722, 0.09997707, 0.58908776, 0.08977147,\n",
       "         0.65932356, 0.77199196, 0.90859203, 0.11556417, 0.12340974,\n",
       "         0.18523988, 0.54032975, 0.05824845, 0.96727102, 0.73144294,\n",
       "         0.00802293, 0.31830738, 0.42170528, 0.90267367, 0.01046667,\n",
       "         0.67751617, 0.25451483, 0.95097707, 0.22453768, 0.60718283,\n",
       "         0.4039725 , 0.0671326 , 0.61221588, 0.91303967, 0.70029781,\n",
       "         0.0899029 , 0.5107445 , 0.71156497, 0.050151  , 0.85823771,\n",
       "         0.64171549, 0.16530638, 0.68932308, 0.73296073, 0.79852309,\n",
       "         0.26335524, 0.46573019, 0.22524046, 0.13133836, 0.42938692,\n",
       "         0.29963572, 0.2994717 , 0.007816  , 0.08836022, 0.21980286,\n",
       "         0.60361226, 0.15911292, 0.55993234, 0.70996379, 0.99084803,\n",
       "         0.10039065, 0.38782301, 0.38053549, 0.05263272, 0.62654319,\n",
       "         0.91683554, 0.88773275, 0.88646682, 0.62708121, 0.26674891,\n",
       "         0.40920064, 0.77947731, 0.91339289, 0.1599226 , 0.69692156,\n",
       "         0.10071581, 0.01043001, 0.12708085, 0.07054624, 0.47735672,\n",
       "         0.85011856, 0.10867655, 0.41881644, 0.66252781, 0.51809821]),\n",
       "  array([1.58936036e-01, 6.66399098e-03, 2.96470681e-01, 6.37743944e-01,\n",
       "         4.12147902e-01, 6.86613474e-02, 5.61916029e-01, 4.89704759e-01,\n",
       "         4.03348691e-01, 1.00000000e+00, 5.28044923e-03, 8.53621107e-01,\n",
       "         1.23135014e-01, 7.72508062e-01, 3.19664452e-02, 4.62212185e-01,\n",
       "         2.57753450e-01, 4.82416980e-01, 7.92462712e-02, 6.71988540e-01,\n",
       "         3.37179656e-01, 2.54782862e-03, 6.53788796e-01, 7.75369907e-02,\n",
       "         1.27165419e-01, 2.23059697e-01, 6.75233817e-01, 4.14560629e-01,\n",
       "         4.96973826e-01, 5.65814852e-01, 5.44482734e-01, 3.62571374e-01,\n",
       "         8.94497065e-01, 6.35946905e-02, 3.15025423e-01, 5.65661562e-01,\n",
       "         6.61073139e-01, 9.81852944e-01, 4.77759317e-01, 5.43697183e-01,\n",
       "         7.19028367e-02, 7.83248325e-01, 1.14274398e-02, 5.47725120e-01,\n",
       "         6.21157276e-02, 8.95897766e-02, 1.86134515e-01, 2.95590240e-01,\n",
       "         2.92907223e-02, 4.46550918e-01, 2.58093839e-01, 5.41291766e-02,\n",
       "         6.61780193e-03, 7.63591048e-01, 1.79341092e-02, 6.34648769e-02,\n",
       "         1.10009390e-02, 2.14187328e-01, 6.40532631e-01, 1.97319874e-01,\n",
       "         9.68415168e-01, 9.27952301e-02, 4.69635929e-01, 1.95653775e-02,\n",
       "         4.23041161e-01, 2.10739611e-01, 4.14819232e-01, 1.97606373e-01,\n",
       "         7.84076185e-01, 9.68514563e-01, 8.50641362e-02, 3.26454236e-01,\n",
       "         2.32826701e-02, 6.76069582e-02, 2.45658614e-01, 3.44389007e-02,\n",
       "         5.71279495e-01, 9.02269561e-01, 7.00159213e-01, 3.15616962e-01,\n",
       "         1.49471658e-02, 5.24231365e-01, 7.23762491e-02, 3.32580811e-01,\n",
       "         3.43542400e-01, 4.17921201e-01, 8.44966926e-01, 1.24084172e-01,\n",
       "         5.28983234e-01, 5.09057379e-01, 6.98981606e-01, 2.47801924e-01,\n",
       "         7.20041365e-01, 2.42867789e-01, 3.24814971e-02, 1.46903145e-01,\n",
       "         8.94605231e-01, 7.74892669e-01, 2.20383950e-01, 1.63917463e-02,\n",
       "         6.55950177e-01, 2.34934998e-01, 7.08600561e-01, 9.38330713e-01,\n",
       "         7.51055357e-01, 4.21363631e-01, 8.29332410e-01, 4.10960111e-01,\n",
       "         4.42670867e-01, 1.08233057e-01, 3.92866068e-01, 3.03162450e-01,\n",
       "         1.17751383e-01, 5.47575835e-01, 5.46492601e-01, 2.07237974e-01,\n",
       "         3.09455017e-01, 8.92386577e-02, 2.37623865e-01, 3.07773122e-01,\n",
       "         5.73456229e-01, 7.75558020e-01, 5.87864608e-01, 1.08412978e-01,\n",
       "         4.39596670e-01, 9.41426482e-01, 8.54167356e-01, 2.80528374e-01,\n",
       "         5.06883038e-01, 5.67123516e-02, 3.04771251e-01, 4.79643818e-01,\n",
       "         4.62554703e-02, 6.27260620e-01, 5.23440744e-01, 1.58181596e-01,\n",
       "         1.19615552e-01, 5.63649513e-01, 7.49283764e-01, 9.06729103e-04,\n",
       "         1.57841623e-01, 3.46550877e-02, 3.42853106e-01, 4.71166746e-02,\n",
       "         9.11714625e-02, 5.99010165e-01, 1.34937793e-01, 1.24578015e-01,\n",
       "         3.47934247e-01, 3.66735775e-01, 1.14795964e-02, 8.97534190e-01,\n",
       "         8.69542386e-01, 2.28052398e-01, 7.30775534e-01, 1.40043330e-01,\n",
       "         3.51951231e-01, 4.99902834e-01, 7.99346951e-01, 7.05360800e-01,\n",
       "         5.86225623e-01, 9.98580074e-01, 2.92922458e-01, 7.08770456e-03,\n",
       "         1.18461063e-01, 8.60456376e-01, 8.51918610e-01, 4.15471477e-03,\n",
       "         5.01946864e-02, 2.58280978e-02, 6.93759233e-01, 5.67962933e-01,\n",
       "         6.38368456e-01, 4.76857267e-01, 4.67787977e-01, 4.72110223e-01,\n",
       "         5.67597539e-01, 5.93703902e-01, 9.11546555e-02, 2.46298112e-01,\n",
       "         6.42601763e-01, 4.04810887e-01, 5.65992197e-01, 7.92691574e-01,\n",
       "         8.13686669e-01, 9.89855207e-01, 7.24348414e-01, 3.89381256e-01,\n",
       "         7.32539941e-01, 1.94166469e-01, 6.12423142e-02, 3.64025610e-02,\n",
       "         6.97846025e-01, 3.55598184e-01, 2.44218094e-01, 7.93215318e-01,\n",
       "         5.98863726e-01, 8.29242393e-01, 1.17791296e-01, 1.19837697e-01]),\n",
       "  array([0.05306795, 0.00913095, 0.0512554 , 0.33070628, 0.64228908,\n",
       "         0.13477492, 0.38136969, 0.47123716, 0.1307335 , 0.6537888 ,\n",
       "         0.06832285, 0.37146708, 0.0125382 , 0.83051148, 0.0201427 ,\n",
       "         0.57466524, 0.28323217, 0.82716637, 0.05731199, 0.98343995,\n",
       "         0.53402444, 0.02817701, 1.        , 0.36242794, 0.52990001,\n",
       "         0.66052538, 0.75904306, 0.61186936, 0.64391411, 0.98944724,\n",
       "         0.98379666, 0.41653089, 0.78923046, 0.35573005, 0.81945082,\n",
       "         0.3953362 , 0.18691633, 0.63998814, 0.92763059, 0.86783112,\n",
       "         0.32917484, 0.34006881, 0.0089196 , 0.23253339, 0.28048534,\n",
       "         0.25049138, 0.28410351, 0.35697019, 0.07366376, 0.57380795,\n",
       "         0.03775958, 0.27805937, 0.04705991, 0.94888342, 0.00823593,\n",
       "         0.02401938, 0.05968462, 0.44993359, 0.33242283, 0.2108584 ,\n",
       "         0.54267578, 0.15213252, 0.94299372, 0.07289519, 0.3478566 ,\n",
       "         0.59962594, 0.88341065, 0.53311078, 0.53990595, 0.53546854,\n",
       "         0.42031625, 0.44731771, 0.00585848, 0.27515343, 0.72231055,\n",
       "         0.08966101, 0.90208185, 0.89588246, 0.2133738 , 0.81594775,\n",
       "         0.06063716, 0.3004157 , 0.3401068 , 0.48060238, 0.17797943,\n",
       "         0.26994003, 0.3843077 , 0.46560073, 0.92795997, 0.90011842,\n",
       "         0.63700104, 0.20135756, 0.26675916, 0.74302923, 0.13686146,\n",
       "         0.57389687, 0.68585593, 0.56609715, 0.19852548, 0.00581816,\n",
       "         0.97082812, 0.15067407, 0.25771979, 0.84979709, 0.69108678,\n",
       "         0.27439309, 0.4316311 , 0.90944966, 0.63427528, 0.02000229,\n",
       "         0.90137928, 0.65452074, 0.5182493 , 0.63986067, 0.9764097 ,\n",
       "         0.6573112 , 0.69397758, 0.38584742, 0.03544233, 0.34660918,\n",
       "         0.99104345, 0.92236142, 0.45549854, 0.07943701, 0.56277667,\n",
       "         0.58235715, 0.80304458, 0.25587293, 0.62493825, 0.32445799,\n",
       "         0.79213467, 0.92490619, 0.29697555, 0.51032628, 0.84948889,\n",
       "         0.04337575, 0.03396465, 0.98876372, 0.57393899, 0.01372974,\n",
       "         0.31889698, 0.14003491, 0.42112587, 0.22237349, 0.10720351,\n",
       "         0.99209546, 0.01574094, 0.26979707, 0.49376155, 0.7170501 ,\n",
       "         0.08089993, 0.89947985, 0.50068111, 0.47104389, 0.46631326,\n",
       "         0.29537141, 0.79194761, 0.86111886, 0.88630168, 0.85635727,\n",
       "         0.91181152, 0.6636552 , 0.80439069, 0.02489933, 0.37792289,\n",
       "         0.34241651, 0.33252628, 0.05752144, 0.30983253, 0.10912994,\n",
       "         0.28782167, 0.72835593, 0.98530949, 0.82912278, 0.4056278 ,\n",
       "         0.58737006, 0.16731491, 0.98646509, 0.41073915, 0.57087234,\n",
       "         0.43719425, 0.26141803, 0.73977796, 0.9495052 , 0.76546723,\n",
       "         0.62740435, 0.39424946, 0.55402143, 0.27090156, 0.40062715,\n",
       "         0.35105363, 0.18362032, 0.40948718, 0.52332569, 0.08131649,\n",
       "         0.54711244, 0.49336029, 0.92679654, 0.11281219, 0.06169192]),\n",
       "  array([0.0291119 , 0.03096301, 0.00867208, 0.15756797, 0.73043943,\n",
       "         0.32958167, 0.24483371, 0.40725377, 0.04830442, 0.2230597 ,\n",
       "         0.24432392, 0.11236244, 0.00122545, 0.54458029, 0.02918663,\n",
       "         0.5759566 , 0.06062617, 0.83821103, 0.07487587, 0.6930834 ,\n",
       "         0.19316733, 0.21191914, 0.66052538, 0.86925273, 0.64541776,\n",
       "         1.        , 0.27183373, 0.68595088, 0.62733746, 0.72972974,\n",
       "         0.73825655, 0.10686767, 0.41207078, 0.76124939, 0.94538018,\n",
       "         0.2585014 , 0.033866  , 0.24257678, 0.62710398, 0.79837942,\n",
       "         0.84499593, 0.06231322, 0.01869353, 0.09907332, 0.78806588,\n",
       "         0.62485214, 0.45702495, 0.43403177, 0.2493386 , 0.59289209,\n",
       "         0.00467801, 0.78665212, 0.28643799, 0.46791351, 0.01036099,\n",
       "         0.01921797, 0.31329872, 0.75337095, 0.15808215, 0.27730432,\n",
       "         0.14757725, 0.31544213, 0.84864345, 0.30875901, 0.29254139,\n",
       "         0.98070241, 0.91622974, 0.92717269, 0.28348141, 0.14527913,\n",
       "         0.8362221 , 0.55164269, 0.00396562, 0.76591531, 0.63868083,\n",
       "         0.2946779 , 0.47357014, 0.41925935, 0.04414612, 0.68946719,\n",
       "         0.28116041, 0.17436399, 0.85293256, 0.15394381, 0.11384405,\n",
       "         0.19169631, 0.1256921 , 0.94833153, 0.55787967, 0.8478871 ,\n",
       "         0.18292835, 0.03211084, 0.04353272, 0.92510533, 0.50638879,\n",
       "         0.91746417, 0.20689754, 0.31275076, 0.22646075, 0.00592411,\n",
       "         0.71562272, 0.13182591, 0.04130568, 0.3634257 , 0.4455658 ,\n",
       "         0.1954197 , 0.16892587, 0.72704573, 0.67986308, 0.00629252,\n",
       "         0.76308298, 0.90689492, 0.77059119, 0.5681936 , 0.78690361,\n",
       "         0.59031339, 0.93932855, 0.89429383, 0.00281138, 0.40030422,\n",
       "         0.71123364, 0.5914541 , 0.1002834 , 0.09664929, 0.17892643,\n",
       "         0.23069308, 0.45498042, 0.27071797, 0.20569734, 0.77006549,\n",
       "         0.64248852, 0.86821755, 0.57048258, 0.34929681, 0.80833968,\n",
       "         0.00294076, 0.0171598 , 0.7174382 , 0.33572677, 0.12854007,\n",
       "         0.60135495, 0.50594108, 0.48531034, 0.70404984, 0.1872848 ,\n",
       "         0.6620616 , 0.00210211, 0.5657095 , 0.5990365 , 0.88412343,\n",
       "         0.40963211, 0.41835279, 0.20619789, 0.20210087, 0.24361665,\n",
       "         0.58932715, 0.52139031, 0.84101782, 0.55374414, 0.62514893,\n",
       "         0.47934325, 0.22294305, 0.75674458, 0.13261708, 0.84116863,\n",
       "         0.07495966, 0.07236791, 0.20609856, 0.68920619, 0.43510252,\n",
       "         0.10211629, 0.27168195, 0.7218617 , 0.84589867, 0.3372219 ,\n",
       "         0.18761245, 0.0435841 , 0.64282554, 0.43912051, 0.89252559,\n",
       "         0.2608809 , 0.18812634, 0.66196504, 0.57467602, 0.26066836,\n",
       "         0.19327985, 0.18064308, 0.63623097, 0.04505473, 0.69856976,\n",
       "         0.72461488, 0.14687841, 0.08010194, 0.17701753, 0.03839814,\n",
       "         0.28489881, 0.11605861, 0.43102495, 0.16176713, 0.05513097]),\n",
       "  array([0.04212529, 0.00918267, 0.03620603, 0.27872771, 0.6439962 ,\n",
       "         0.14174895, 0.33593284, 0.43878793, 0.10254414, 0.56581485,\n",
       "         0.09469098, 0.3026678 , 0.00812627, 0.78140242, 0.01783738,\n",
       "         0.55658114, 0.2615386 , 0.83883386, 0.05165376, 0.96818728,\n",
       "         0.52481435, 0.03874646, 0.98944724, 0.43114167, 0.61199298,\n",
       "         0.72972974, 0.71027641, 0.60859574, 0.62697909, 1.        ,\n",
       "         0.99926792, 0.3884419 , 0.71875865, 0.43316818, 0.88405103,\n",
       "         0.34981763, 0.14180363, 0.5547709 , 0.94998255, 0.8695048 ,\n",
       "         0.39094412, 0.27429885, 0.00820209, 0.19006679, 0.333053  ,\n",
       "         0.27717069, 0.28594535, 0.34560858, 0.08076886, 0.5586986 ,\n",
       "         0.02588828, 0.33633511, 0.06051845, 0.90632508, 0.0069529 ,\n",
       "         0.01955326, 0.07364003, 0.4742895 , 0.28019644, 0.20093002,\n",
       "         0.45742649, 0.15545337, 0.97577623, 0.08489697, 0.31656391,\n",
       "         0.6596894 , 0.92436908, 0.5827815 , 0.47469572, 0.45046602,\n",
       "         0.50213926, 0.44106102, 0.00448523, 0.32186527, 0.78886168,\n",
       "         0.09873797, 0.89261018, 0.82795249, 0.1640363 , 0.87417201,\n",
       "         0.0716082 , 0.25781773, 0.40524731, 0.46508443, 0.15085017,\n",
       "         0.23657412, 0.3155866 , 0.53510793, 0.93454338, 0.91551676,\n",
       "         0.5760409 , 0.17709398, 0.20988611, 0.82155829, 0.16178446,\n",
       "         0.66023922, 0.60572326, 0.5024319 , 0.1841204 , 0.00471539,\n",
       "         0.9581425 , 0.13245488, 0.20217058, 0.77377918, 0.63576413,\n",
       "         0.24076978, 0.36258446, 0.95198353, 0.62767471, 0.0144378 ,\n",
       "         0.94946075, 0.6900925 , 0.60556841, 0.61282787, 0.99156114,\n",
       "         0.72588107, 0.73532669, 0.45363261, 0.02415534, 0.3319234 ,\n",
       "         0.99939915, 0.88000203, 0.40041955, 0.0716282 , 0.53521523,\n",
       "         0.50149883, 0.73915771, 0.23737921, 0.59155476, 0.39715913,\n",
       "         0.84862782, 0.95234661, 0.36801412, 0.46185562, 0.85370428,\n",
       "         0.03214117, 0.02630393, 0.99943863, 0.51341078, 0.01982827,\n",
       "         0.33507567, 0.1644759 , 0.40828025, 0.26633735, 0.10413165,\n",
       "         0.99300933, 0.01046499, 0.28689575, 0.48913546, 0.74372909,\n",
       "         0.10353028, 0.83227472, 0.42710864, 0.48236211, 0.40553137,\n",
       "         0.31260685, 0.82781248, 0.87321138, 0.83677664, 0.82150774,\n",
       "         0.90032462, 0.57552218, 0.87105131, 0.02888602, 0.42515689,\n",
       "         0.2737358 , 0.26506802, 0.08049595, 0.38289597, 0.12924223,\n",
       "         0.23365122, 0.69501722, 0.97814694, 0.84260134, 0.37185602,\n",
       "         0.55638575, 0.12859625, 0.98736609, 0.4784639 , 0.60944711,\n",
       "         0.38469064, 0.22915814, 0.72002273, 0.90580033, 0.6976674 ,\n",
       "         0.53951353, 0.33432703, 0.54844637, 0.21316957, 0.42157043,\n",
       "         0.42866303, 0.21613363, 0.34520498, 0.50828584, 0.06433489,\n",
       "         0.4810686 , 0.43807159, 0.87096883, 0.10601539, 0.05258309]),\n",
       "  array([0.03850846, 0.00870038, 0.03282257, 0.26236852, 0.63217768,\n",
       "         0.13830097, 0.31878168, 0.42173781, 0.09452739, 0.54448273,\n",
       "         0.10213561, 0.28529785, 0.00724371, 0.76126418, 0.01650651,\n",
       "         0.54095775, 0.26252803, 0.83048675, 0.0483133 , 0.95859233,\n",
       "         0.53098816, 0.04063237, 0.98379666, 0.44271534, 0.6351277 ,\n",
       "         0.73825655, 0.70458127, 0.5957533 , 0.61129074, 0.99926792,\n",
       "         1.        , 0.38911866, 0.6962509 , 0.45079224, 0.89382975,\n",
       "         0.33237004, 0.13206362, 0.53232781, 0.95722749, 0.85938505,\n",
       "         0.40025644, 0.26185558, 0.00761337, 0.17734151, 0.33992739,\n",
       "         0.27592781, 0.2778838 , 0.33368594, 0.07929035, 0.54363798,\n",
       "         0.02342739, 0.34580835, 0.06218523, 0.89696961, 0.00633933,\n",
       "         0.01783276, 0.07476545, 0.46910631, 0.26377651, 0.19223312,\n",
       "         0.43877516, 0.15072125, 0.97796902, 0.08478867, 0.30169483,\n",
       "         0.66453241, 0.92626736, 0.5843213 , 0.45316296, 0.43178466,\n",
       "         0.51976898, 0.42883967, 0.00401141, 0.32660116, 0.80878901,\n",
       "         0.09719958, 0.89439818, 0.80983254, 0.15291908, 0.89058275,\n",
       "         0.07170691, 0.24287689, 0.41578052, 0.46950214, 0.1409239 ,\n",
       "         0.22327176, 0.29764801, 0.54474499, 0.93892213, 0.90973171,\n",
       "         0.56766311, 0.17598011, 0.19910741, 0.83691343, 0.16330537,\n",
       "         0.67789546, 0.59018119, 0.48067356, 0.17503965, 0.0042581 ,\n",
       "         0.94818102, 0.12429079, 0.19167005, 0.75452886, 0.61404667,\n",
       "         0.22732299, 0.34309703, 0.96245969, 0.61407188, 0.01293298,\n",
       "         0.96052638, 0.68695821, 0.62726227, 0.59531309, 0.98983161,\n",
       "         0.74721793, 0.73405001, 0.46410234, 0.02213459, 0.31958953,\n",
       "         0.99867621, 0.86287926, 0.39354172, 0.06716919, 0.53659652,\n",
       "         0.47920342, 0.71716899, 0.22627062, 0.59125609, 0.41276799,\n",
       "         0.86573442, 0.95121107, 0.38714594, 0.44221047, 0.84385791,\n",
       "         0.03064017, 0.02386943, 0.99930622, 0.49181749, 0.02105987,\n",
       "         0.32965828, 0.16571803, 0.3951266 , 0.27170616, 0.09945744,\n",
       "         0.99167243, 0.009328  , 0.28263612, 0.47675509, 0.73827987,\n",
       "         0.10682705, 0.81462902, 0.40601371, 0.49349871, 0.38546955,\n",
       "         0.30788102, 0.84190283, 0.86557083, 0.81768976, 0.80382507,\n",
       "         0.9013018 , 0.55457386, 0.88809347, 0.02858258, 0.42776482,\n",
       "         0.25881372, 0.25037348, 0.08716374, 0.40037426, 0.13022949,\n",
       "         0.21873588, 0.69404112, 0.97050278, 0.83475176, 0.355594  ,\n",
       "         0.55682634, 0.11894614, 0.98682114, 0.50048654, 0.60731963,\n",
       "         0.36578494, 0.21619679, 0.70389274, 0.88985933, 0.68580228,\n",
       "         0.51958908, 0.31591021, 0.53539686, 0.20210309, 0.41609596,\n",
       "         0.447153  , 0.22926825, 0.33482752, 0.51294549, 0.05902733,\n",
       "         0.45938863, 0.43135887, 0.8579457 , 0.10055797, 0.04868698]),\n",
       "  array([0.02655113, 0.01538576, 0.01253082, 0.1745387 , 0.67869194,\n",
       "         0.21525713, 0.24805525, 0.38577367, 0.05413047, 0.31502542,\n",
       "         0.21542219, 0.15185527, 0.0020677 , 0.61708401, 0.01865727,\n",
       "         0.5393493 , 0.12666492, 0.85052071, 0.05252883, 0.8204264 ,\n",
       "         0.33510396, 0.11979712, 0.81945082, 0.72405217, 0.75226196,\n",
       "         0.94538018, 0.43247655, 0.63301828, 0.60317967, 0.88405103,\n",
       "         0.89382975, 0.2048495 , 0.50095078, 0.70773493, 1.        ,\n",
       "         0.26136124, 0.05380555, 0.32336201, 0.81904408, 0.83738993,\n",
       "         0.67466214, 0.11039582, 0.01036422, 0.1104997 , 0.59698212,\n",
       "         0.44392309, 0.35001436, 0.36323943, 0.14595965, 0.55097765,\n",
       "         0.00765123, 0.61458335, 0.16129019, 0.64314826, 0.00656807,\n",
       "         0.01477735, 0.17775208, 0.61509262, 0.17532853, 0.21524627,\n",
       "         0.22610121, 0.21464743, 0.95796468, 0.17788163, 0.26961691,\n",
       "         0.87970431, 0.97303151, 0.79307638, 0.32147771, 0.22205671,\n",
       "         0.78226517, 0.47392678, 0.00299199, 0.56710928, 0.80626951,\n",
       "         0.17690743, 0.67099783, 0.55820371, 0.06660224, 0.86176215,\n",
       "         0.15780185, 0.17829123, 0.69449631, 0.2782964 , 0.10749491,\n",
       "         0.18146985, 0.16477743, 0.81359998, 0.75555404, 0.90245166,\n",
       "         0.31002883, 0.072558  , 0.07869412, 0.98076611, 0.32442164,\n",
       "         0.90713602, 0.3259625 , 0.35055182, 0.18135094, 0.0039298 ,\n",
       "         0.82926153, 0.11125431, 0.07502862, 0.49566684, 0.48869654,\n",
       "         0.18511155, 0.20835   , 0.89815761, 0.63773693, 0.00661684,\n",
       "         0.92278753, 0.8263916 , 0.81813796, 0.55873338, 0.91388002,\n",
       "         0.75413878, 0.87573371, 0.74313586, 0.00588367, 0.33807875,\n",
       "         0.87169942, 0.69696563, 0.18789407, 0.07071526, 0.31438557,\n",
       "         0.29607711, 0.53827456, 0.2265616 , 0.35114217, 0.68101634,\n",
       "         0.82222137, 0.94760543, 0.58346952, 0.3588622 , 0.83620054,\n",
       "         0.00788908, 0.01566761, 0.87760027, 0.36951016, 0.07021651,\n",
       "         0.45559843, 0.32467369, 0.42001762, 0.5059143 , 0.12789871,\n",
       "         0.83442769, 0.00310674, 0.41228383, 0.52412721, 0.83564398,\n",
       "         0.25420677, 0.56025179, 0.25419605, 0.3432568 , 0.27142074,\n",
       "         0.43807848, 0.71867528, 0.87165662, 0.64945219, 0.69055413,\n",
       "         0.67592462, 0.31891331, 0.90701276, 0.06643729, 0.65853046,\n",
       "         0.1178235 , 0.11352191, 0.18485263, 0.64426154, 0.2679041 ,\n",
       "         0.1249817 , 0.43802102, 0.84877164, 0.85838963, 0.31722446,\n",
       "         0.32631093, 0.05753055, 0.82139151, 0.56088402, 0.77647899,\n",
       "         0.27516461, 0.17680497, 0.66802586, 0.70005052, 0.40629714,\n",
       "         0.28609028, 0.20704904, 0.5738652 , 0.08057516, 0.55529169,\n",
       "         0.69148555, 0.22624558, 0.14850285, 0.31223101, 0.03795237,\n",
       "         0.32468038, 0.21327005, 0.59437996, 0.11635193, 0.04336374]),\n",
       "  array([0.56420326, 0.10422071, 0.28366523, 0.93827207, 0.67975479,\n",
       "         0.35016963, 0.99946313, 0.9402339 , 0.70579611, 0.56566156,\n",
       "         0.00399126, 0.6779996 , 0.08713303, 0.75317923, 0.29485798,\n",
       "         0.82212288, 0.02922505, 0.55970699, 0.49574615, 0.48860663,\n",
       "         0.0620565 , 0.0098041 , 0.3953362 , 0.11369716, 0.06061671,\n",
       "         0.2585014 , 0.19667227, 0.71782036, 0.79092595, 0.34981763,\n",
       "         0.33237004, 0.05446199, 0.74600577, 0.05849388, 0.26136124,\n",
       "         1.        , 0.36270541, 0.68078281, 0.2164634 , 0.58035214,\n",
       "         0.12344685, 0.24142727, 0.15737212, 0.8617224 , 0.12899727,\n",
       "         0.28971876, 0.60964108, 0.78956991, 0.19576811, 0.80366263,\n",
       "         0.17268074, 0.09515017, 0.03156631, 0.35452937, 0.19672276,\n",
       "         0.38675354, 0.05780503, 0.48486663, 0.93788943, 0.72526675,\n",
       "         0.44190976, 0.44498983, 0.34916332, 0.1156236 , 0.96041659,\n",
       "         0.29889299, 0.37175596, 0.33912823, 0.93378641, 0.44835556,\n",
       "         0.08101267, 0.7511131 , 0.1825986 , 0.15944699, 0.1037892 ,\n",
       "         0.20742877, 0.21384043, 0.51870957, 0.44496565, 0.14640624,\n",
       "         0.09311648, 0.97518215, 0.11463863, 0.0552451 , 0.88428397,\n",
       "         0.96426506, 0.73171412, 0.18134352, 0.2210699 , 0.49268638,\n",
       "         0.17952424, 0.0245014 , 0.22231854, 0.18567383, 0.12515348,\n",
       "         0.12826368, 0.32097167, 0.93581395, 0.78498433, 0.17248086,\n",
       "         0.5112245 , 0.81290059, 0.21694568, 0.51701942, 0.88102454,\n",
       "         0.96646252, 0.83619801, 0.21317522, 0.73371617, 0.30560993,\n",
       "         0.21600188, 0.46145155, 0.0758988 , 0.84429682, 0.38790812,\n",
       "         0.08113336, 0.42735734, 0.13672011, 0.06649397, 0.82204139,\n",
       "         0.34226471, 0.62966644, 0.11442703, 0.581921  , 0.08524332,\n",
       "         0.7633884 , 0.76120187, 0.85150425, 0.11061993, 0.06150663,\n",
       "         0.1298486 , 0.40867751, 0.02861319, 0.97836153, 0.58200599,\n",
       "         0.01406543, 0.4553745 , 0.3364059 , 0.94390637, 0.0034092 ,\n",
       "         0.47255557, 0.13530833, 0.80803844, 0.11536135, 0.50229115,\n",
       "         0.33054174, 0.14271614, 0.41391814, 0.73907492, 0.51383201,\n",
       "         0.03912414, 0.50343985, 0.83875154, 0.04005305, 0.9586243 ,\n",
       "         0.43942917, 0.12347445, 0.53737202, 0.68120192, 0.71139125,\n",
       "         0.22469354, 0.53611059, 0.15309436, 0.07017175, 0.25681424,\n",
       "         0.41952561, 0.42198711, 0.00286815, 0.04330912, 0.11420652,\n",
       "         0.79677796, 0.14871133, 0.46382665, 0.54959916, 0.96494566,\n",
       "         0.09610965, 0.58461115, 0.31177514, 0.03043378, 0.42687725,\n",
       "         0.99172619, 0.95809142, 0.75740784, 0.57111495, 0.27614025,\n",
       "         0.48181049, 0.92501837, 0.74268428, 0.23503764, 0.48665962,\n",
       "         0.05084365, 0.0059937 , 0.15997684, 0.06384878, 0.65511638,\n",
       "         0.92781646, 0.12133044, 0.39946869, 0.59422847, 0.58641916]),\n",
       "  array([0.21965327, 0.01172554, 0.32752261, 0.7465451 , 0.48299175,\n",
       "         0.0981559 , 0.67736802, 0.59480761, 0.49116348, 0.98185294,\n",
       "         0.00518136, 0.89725921, 0.13006467, 0.82911891, 0.05186214,\n",
       "         0.55125525, 0.18787007, 0.52982175, 0.11961312, 0.68048869,\n",
       "         0.26638494, 0.00335844, 0.63998814, 0.08725673, 0.11718097,\n",
       "         0.24257678, 0.58284249, 0.49055498, 0.58056595, 0.5547709 ,\n",
       "         0.53232781, 0.27774886, 0.93674307, 0.06560565, 0.32336201,\n",
       "         0.68078281, 0.65515288, 1.        , 0.44217259, 0.58899078,\n",
       "         0.08327254, 0.69456165, 0.01984893, 0.65123645, 0.07445807,\n",
       "         0.11727411, 0.24683442, 0.37945072, 0.04376586, 0.53339276,\n",
       "         0.26816618, 0.06282674, 0.00913748, 0.71543964, 0.03018444,\n",
       "         0.09643941, 0.01552988, 0.26430223, 0.74915629, 0.2688322 ,\n",
       "         0.91733867, 0.13161511, 0.47482372, 0.02839722, 0.5310143 ,\n",
       "         0.2378168 , 0.43326718, 0.23098358, 0.87922634, 0.92002478,\n",
       "         0.08849813, 0.40707389, 0.03728803, 0.08306622, 0.2228838 ,\n",
       "         0.05047421, 0.5127615 , 0.88194558, 0.71151301, 0.29186672,\n",
       "         0.02186804, 0.63895655, 0.0825778 , 0.25837338, 0.44467697,\n",
       "         0.52836178, 0.90135976, 0.14009728, 0.48339104, 0.54086849,\n",
       "         0.59204705, 0.17716912, 0.64049659, 0.2449561 , 0.04356181,\n",
       "         0.15109164, 0.80710823, 0.87019976, 0.29946666, 0.02750801,\n",
       "         0.67244928, 0.31949135, 0.62956885, 0.9117049 , 0.83562296,\n",
       "         0.53207027, 0.90703879, 0.38880962, 0.51999314, 0.145061  ,\n",
       "         0.37535854, 0.34817781, 0.11444055, 0.6372114 , 0.54907932,\n",
       "         0.18522066, 0.3490113 , 0.10135879, 0.21103256, 0.39557134,\n",
       "         0.55883056, 0.80402626, 0.47509277, 0.15915977, 0.35189205,\n",
       "         0.9870935 , 0.90421374, 0.37031202, 0.41473647, 0.06023954,\n",
       "         0.277537  , 0.49731977, 0.04432734, 0.73614282, 0.57105292,\n",
       "         0.1131067 , 0.16788105, 0.54912735, 0.84713913, 0.00118366,\n",
       "         0.2049463 , 0.04662201, 0.43020304, 0.05812909, 0.13335733,\n",
       "         0.57599522, 0.15283696, 0.16460989, 0.42741145, 0.41569425,\n",
       "         0.01492375, 0.87330203, 0.94179545, 0.17782583, 0.83493372,\n",
       "         0.18323803, 0.31029604, 0.54150376, 0.83696982, 0.7600363 ,\n",
       "         0.5285611 , 0.97101896, 0.27645368, 0.01129817, 0.14398039,\n",
       "         0.82982902, 0.82421545, 0.00400608, 0.05110152, 0.03550453,\n",
       "         0.77983857, 0.47983771, 0.64575243, 0.52296311, 0.57661636,\n",
       "         0.38142739, 0.62944566, 0.56580056, 0.07868315, 0.28918403,\n",
       "         0.75509321, 0.51413435, 0.64081881, 0.80423788, 0.72418091,\n",
       "         0.94652451, 0.82592347, 0.46913974, 0.65614953, 0.24409807,\n",
       "         0.06199951, 0.027619  , 0.58365656, 0.28005445, 0.32096182,\n",
       "         0.88657602, 0.48694909, 0.78357984, 0.17020446, 0.17411465]),\n",
       "  array([2.52489085e-01, 3.34213284e-01, 3.74216556e-02, 4.01988679e-01,\n",
       "         8.11626397e-01, 8.90359308e-01, 5.95558853e-01, 7.91003631e-01,\n",
       "         2.17627909e-01, 1.86134515e-01, 2.09741881e-02, 1.84073993e-01,\n",
       "         6.22151945e-03, 5.01351586e-01, 3.68416162e-01, 8.34845180e-01,\n",
       "         6.91621282e-03, 6.11946782e-01, 5.78256634e-01, 3.69643298e-01,\n",
       "         2.56864782e-02, 9.95383358e-02, 2.84103515e-01, 3.37161456e-01,\n",
       "         9.37176741e-02, 4.57024954e-01, 7.53623349e-02, 8.36711142e-01,\n",
       "         7.88755970e-01, 2.85945348e-01, 2.77883799e-01, 1.53822138e-02,\n",
       "         3.86549002e-01, 1.61699359e-01, 3.50014357e-01, 6.09641079e-01,\n",
       "         5.62029548e-02, 2.46834419e-01, 1.66631436e-01, 5.71925677e-01,\n",
       "         3.88282684e-01, 4.11548317e-02, 2.88898101e-01, 3.19895923e-01,\n",
       "         4.39998832e-01, 8.04811628e-01, 1.00000000e+00, 9.53674061e-01,\n",
       "         7.06815759e-01, 8.44997946e-01, 1.65062267e-02, 3.35078060e-01,\n",
       "         2.41313591e-01, 1.86443722e-01, 2.02505763e-01, 2.51804207e-01,\n",
       "         3.65109560e-01, 8.79334129e-01, 4.01174665e-01, 9.19596729e-01,\n",
       "         1.14279510e-01, 9.36872460e-01, 3.52815973e-01, 5.55583113e-01,\n",
       "         7.63655490e-01, 5.63220652e-01, 4.33514666e-01, 6.69427826e-01,\n",
       "         4.63074624e-01, 1.15388362e-01, 2.04227067e-01, 9.42505789e-01,\n",
       "         9.38979772e-02, 5.28198903e-01, 1.11268442e-01, 7.33742690e-01,\n",
       "         1.24970537e-01, 2.48569375e-01, 7.91480908e-02, 1.46699700e-01,\n",
       "         4.94881152e-01, 5.11766341e-01, 3.54689907e-01, 2.00609736e-02,\n",
       "         4.97798733e-01, 6.24807571e-01, 2.15464680e-01, 4.42439786e-01,\n",
       "         1.49591731e-01, 5.06457929e-01, 5.37688115e-02, 4.15685637e-03,\n",
       "         3.29829451e-02, 2.75584226e-01, 5.43574205e-01, 2.51967251e-01,\n",
       "         9.72392101e-02, 4.92245428e-01, 8.43243050e-01, 1.38664738e-01,\n",
       "         4.04105888e-01, 6.38314410e-01, 3.15362450e-02, 2.23778591e-01,\n",
       "         5.59812715e-01, 6.28919210e-01, 2.98710317e-01, 1.96747138e-01,\n",
       "         8.15564682e-01, 7.26250846e-02, 2.11746180e-01, 7.05890047e-01,\n",
       "         1.42736468e-01, 7.56956991e-01, 3.45740289e-01, 8.95776137e-02,\n",
       "         6.44530590e-01, 3.86752397e-01, 4.21912883e-03, 9.33627451e-01,\n",
       "         2.72142376e-01, 4.18834527e-01, 2.59378902e-02, 6.37039374e-01,\n",
       "         3.00121594e-02, 2.85380025e-01, 4.30862997e-01, 8.55129044e-01,\n",
       "         3.99204781e-02, 1.88003303e-01, 1.25391807e-01, 4.26000576e-01,\n",
       "         7.35404527e-02, 6.41291339e-01, 5.93751353e-01, 8.70392433e-04,\n",
       "         1.82841421e-01, 2.71025437e-01, 5.28459424e-01, 4.51311460e-02,\n",
       "         9.49547907e-01, 5.70098731e-01, 9.31756265e-01, 4.43453094e-01,\n",
       "         8.44659426e-01, 2.43619802e-01, 1.39840398e-02, 9.30451135e-01,\n",
       "         9.19794749e-01, 6.91677279e-01, 2.51697396e-01, 2.40315436e-01,\n",
       "         3.20481184e-01, 2.04719928e-02, 4.66105334e-01, 9.38394293e-01,\n",
       "         9.54920420e-02, 5.68285202e-01, 4.36218954e-01, 5.35855355e-01,\n",
       "         1.31089963e-01, 1.74457668e-01, 1.71504649e-01, 4.12192467e-01,\n",
       "         6.58810750e-01, 8.29024374e-02, 8.26184129e-02, 1.53031737e-02,\n",
       "         1.26545187e-01, 5.31915159e-01, 2.48456586e-01, 6.07414987e-02,\n",
       "         3.67604960e-01, 6.06352782e-01, 7.67132245e-01, 3.37918170e-02,\n",
       "         1.27914916e-01, 2.24914709e-01, 4.23428063e-02, 7.40749795e-01,\n",
       "         5.52459309e-01, 6.28476807e-01, 6.99233531e-01, 3.60572445e-01,\n",
       "         9.74838419e-02, 1.43332745e-01, 3.85880410e-01, 8.78838126e-01,\n",
       "         3.54758655e-02, 9.13164778e-01, 1.36583978e-01, 6.51567840e-03,\n",
       "         3.07561094e-02, 2.44756939e-02, 2.54971275e-01, 4.56748123e-01,\n",
       "         2.96031258e-02, 1.94834209e-01, 7.98878917e-01, 4.49615300e-01]),\n",
       "  array([0.35425608, 0.25391844, 0.0773413 , 0.58026221, 0.86121611,\n",
       "         0.7392875 , 0.7765204 , 0.92927123, 0.34547943, 0.29559024,\n",
       "         0.0145004 , 0.3077435 , 0.01552419, 0.63913509, 0.37422633,\n",
       "         0.92847523, 0.0124637 , 0.67073747, 0.60363597, 0.45591217,\n",
       "         0.03884818, 0.05495424, 0.35697019, 0.27329174, 0.09408664,\n",
       "         0.43403177, 0.11569877, 0.89346516, 0.88368449, 0.34560858,\n",
       "         0.33368594, 0.02616655, 0.53246707, 0.13493842, 0.36323943,\n",
       "         0.78956991, 0.11179523, 0.37945072, 0.20615621, 0.6475411 ,\n",
       "         0.30839526, 0.08037223, 0.25980628, 0.48136904, 0.33998829,\n",
       "         0.65605218, 0.95367406, 1.        , 0.5261057 , 0.92987019,\n",
       "         0.03779133, 0.2572104 , 0.14445122, 0.25832484, 0.21727913,\n",
       "         0.31293934, 0.23097138, 0.81912744, 0.57941533, 0.94510723,\n",
       "         0.19573919, 0.8238446 , 0.39900664, 0.38055568, 0.90970113,\n",
       "         0.52295767, 0.46822372, 0.61097636, 0.64227115, 0.19787334,\n",
       "         0.17507336, 0.97965892, 0.1246538 , 0.41079883, 0.124862  ,\n",
       "         0.55049443, 0.16841966, 0.3527659 , 0.15070107, 0.16770013,\n",
       "         0.32863324, 0.69249737, 0.28350042, 0.03160523, 0.65590587,\n",
       "         0.79093624, 0.35107008, 0.38014254, 0.19260383, 0.56721595,\n",
       "         0.08903926, 0.00829282, 0.06713617, 0.27775388, 0.38660656,\n",
       "         0.23303685, 0.15954062, 0.67067109, 0.91107957, 0.16028364,\n",
       "         0.49133798, 0.75763108, 0.06459261, 0.32761902, 0.72129168,\n",
       "         0.79520703, 0.45822777, 0.23004506, 0.88398848, 0.12356739,\n",
       "         0.24292159, 0.69662901, 0.13445319, 0.8759065 , 0.40624842,\n",
       "         0.09977553, 0.63985914, 0.31768771, 0.01108354, 0.99712167,\n",
       "         0.33185422, 0.53576756, 0.0469017 , 0.67952468, 0.04759184,\n",
       "         0.43353279, 0.57739796, 0.94531209, 0.06270956, 0.15181719,\n",
       "         0.14514555, 0.47618582, 0.06315464, 0.81457593, 0.66487324,\n",
       "         0.00235031, 0.26464835, 0.32919805, 0.70621553, 0.02302951,\n",
       "         0.85370171, 0.40906731, 0.99279895, 0.32970219, 0.79233575,\n",
       "         0.30429063, 0.03152752, 0.80753051, 0.95974411, 0.71017034,\n",
       "         0.15955959, 0.34159507, 0.48222639, 0.02909737, 0.64919209,\n",
       "         0.82781372, 0.11850802, 0.62994006, 0.56388895, 0.65799493,\n",
       "         0.17668316, 0.27822252, 0.18924364, 0.26352733, 0.5538055 ,\n",
       "         0.15368267, 0.15353833, 0.0105486 , 0.1039869 , 0.36962155,\n",
       "         0.39600587, 0.09166356, 0.44715545, 0.66289289, 0.91542034,\n",
       "         0.05356167, 0.22703797, 0.28297468, 0.04414237, 0.70244858,\n",
       "         0.7367707 , 0.79231952, 0.80406571, 0.4694557 , 0.15295668,\n",
       "         0.23518876, 0.56285156, 0.93266106, 0.07179204, 0.84054393,\n",
       "         0.11516355, 0.00740241, 0.0582481 , 0.03789075, 0.37478519,\n",
       "         0.63508552, 0.05233022, 0.27590683, 0.80236828, 0.53422371]),\n",
       "  array([0.04833338, 0.00436367, 0.07220157, 0.3303789 , 0.48737674,\n",
       "         0.07582725, 0.34383186, 0.38594594, 0.13991801, 0.76359105,\n",
       "         0.03800806, 0.44187576, 0.02127743, 0.76915281, 0.01288922,\n",
       "         0.45151754, 0.41770373, 0.66325926, 0.03869105, 0.90535711,\n",
       "         0.65198015, 0.01138229, 0.94888342, 0.21984393, 0.42177027,\n",
       "         0.46791351, 0.90615592, 0.46509299, 0.51353431, 0.90632508,\n",
       "         0.89696961, 0.57185892, 0.79103554, 0.22938131, 0.64314826,\n",
       "         0.35452937, 0.26588263, 0.71543964, 0.88805661, 0.72028274,\n",
       "         0.19382203, 0.49774775, 0.00498067, 0.2395695 , 0.15892134,\n",
       "         0.1436598 , 0.18644372, 0.25832484, 0.03692719, 0.44632947,\n",
       "         0.05973972, 0.15867467, 0.02005316, 1.        , 0.00545249,\n",
       "         0.01889389, 0.02647958, 0.29768651, 0.33237872, 0.14631892,\n",
       "         0.68796442, 0.09037587, 0.80399625, 0.03433104, 0.2846427 ,\n",
       "         0.41013151, 0.71346018, 0.35401319, 0.52961638, 0.67877276,\n",
       "         0.27666309, 0.32497605, 0.00478502, 0.15524851, 0.63895382,\n",
       "         0.04562018, 0.94370214, 0.94819891, 0.28896117, 0.72818182,\n",
       "         0.02768977, 0.27871758, 0.20261149, 0.61268504, 0.15737712,\n",
       "         0.23251791, 0.4441156 , 0.29710253, 0.92529295, 0.74569369,\n",
       "         0.81983392, 0.3276984 , 0.40463165, 0.572196  , 0.06882111,\n",
       "         0.40610621, 0.85339546, 0.54622625, 0.14420002, 0.00412132,\n",
       "         0.87804472, 0.11897812, 0.39328873, 0.9269841 , 0.63680011,\n",
       "         0.23622164, 0.46793454, 0.82052582, 0.49004093, 0.02190755,\n",
       "         0.7964037 , 0.46935726, 0.38140403, 0.52604698, 0.86356657,\n",
       "         0.58112539, 0.50397753, 0.23596068, 0.06754423, 0.25484442,\n",
       "         0.91726274, 0.86891858, 0.64624743, 0.05528801, 0.71294092,\n",
       "         0.63663951, 0.78194075, 0.19192264, 0.77813482, 0.20078697,\n",
       "         0.71931768, 0.77250015, 0.20239896, 0.45438628, 0.69616611,\n",
       "         0.09247617, 0.03160793, 0.91205328, 0.5428329 , 0.00519024,\n",
       "         0.20025139, 0.07088433, 0.31200163, 0.12032749, 0.06662975,\n",
       "         0.94318744, 0.02372212, 0.16301218, 0.36213808, 0.53552084,\n",
       "         0.03717707, 0.95512803, 0.5356305 , 0.54697815, 0.45568162,\n",
       "         0.18179931, 0.7753252 , 0.7013614 , 0.83941681, 0.76579168,\n",
       "         0.95221811, 0.7810973 , 0.68986797, 0.01061699, 0.22955246,\n",
       "         0.46246075, 0.44952389, 0.0321415 , 0.19811355, 0.05321612,\n",
       "         0.31931074, 0.86375488, 0.89631476, 0.66368456, 0.33487574,\n",
       "         0.74102848, 0.2054418 , 0.94735553, 0.3471583 , 0.39155207,\n",
       "         0.40635558, 0.22393888, 0.61155114, 0.91665688, 0.92030245,\n",
       "         0.76258851, 0.4017896 , 0.41576309, 0.40764547, 0.26028935,\n",
       "         0.23020955, 0.17653997, 0.59711715, 0.65318595, 0.0787878 ,\n",
       "         0.53859663, 0.68426597, 0.99251425, 0.07489008, 0.04747355]),\n",
       "  array([0.11700396, 0.1633709 , 0.02098309, 0.30217348, 0.91360837,\n",
       "         0.74280322, 0.46710816, 0.69540884, 0.12743983, 0.21418733,\n",
       "         0.07268226, 0.15975125, 0.00312997, 0.58337961, 0.15821691,\n",
       "         0.83572444, 0.01715761, 0.80902933, 0.30046863, 0.53936356,\n",
       "         0.06239158, 0.18385204, 0.44993359, 0.6155622 , 0.24146563,\n",
       "         0.75337095, 0.13590536, 0.90597672, 0.83448187, 0.4742895 ,\n",
       "         0.46910631, 0.03523023, 0.43854296, 0.3732612 , 0.61509262,\n",
       "         0.48486663, 0.04662341, 0.26430223, 0.32120254, 0.75621963,\n",
       "         0.66546167, 0.04959368, 0.11765315, 0.21672481, 0.70190725,\n",
       "         0.90725548, 0.87933413, 0.81912744, 0.59313472, 0.85370803,\n",
       "         0.00979929, 0.5966532 , 0.34619618, 0.29768651, 0.07207828,\n",
       "         0.10170503, 0.45413775, 1.        , 0.30216145, 0.67286871,\n",
       "         0.13316389, 0.74262371, 0.58029586, 0.57014054, 0.59446667,\n",
       "         0.85163504, 0.68421448, 0.92719161, 0.42000752, 0.13306085,\n",
       "         0.44304522, 0.89719007, 0.02947012, 0.7730824 , 0.25977192,\n",
       "         0.64738809, 0.2368578 , 0.33660135, 0.06429962, 0.3147828 ,\n",
       "         0.5160217 , 0.36913033, 0.63177861, 0.04866449, 0.30793144,\n",
       "         0.43880796, 0.18471694, 0.7401775 , 0.28468523, 0.72203749,\n",
       "         0.09308434, 0.00957637, 0.03726212, 0.53193485, 0.68018024,\n",
       "         0.51248085, 0.13977938, 0.4550251 , 0.58227805, 0.04513585,\n",
       "         0.5782036 , 0.38825853, 0.0354677 , 0.29634236, 0.57369417,\n",
       "         0.4440648 , 0.25644789, 0.38141281, 0.88595454, 0.02871246,\n",
       "         0.4081637 , 0.93179664, 0.33850852, 0.77669206, 0.55133275,\n",
       "         0.22140701, 0.89366131, 0.67391116, 0.0034182 , 0.77967265,\n",
       "         0.45479228, 0.54096477, 0.04631806, 0.35095927, 0.06570245,\n",
       "         0.28334413, 0.49005739, 0.62740628, 0.08261191, 0.41355124,\n",
       "         0.2777357 , 0.65742361, 0.20600119, 0.56639087, 0.7792124 ,\n",
       "         0.00134284, 0.07746554, 0.45566512, 0.49065974, 0.09537962,\n",
       "         0.96454629, 0.69821551, 0.84164814, 0.68006147, 0.55799451,\n",
       "         0.41127414, 0.00646218, 0.93740256, 0.91304571, 0.90291751,\n",
       "         0.4043984 , 0.32945069, 0.29102501, 0.05625141, 0.39642923,\n",
       "         0.95417321, 0.21351714, 0.7729536 , 0.53857164, 0.64718126,\n",
       "         0.24492332, 0.20578624, 0.36174864, 0.34523378, 0.90008595,\n",
       "         0.08223726, 0.08087304, 0.0562427 , 0.31077441, 0.63518655,\n",
       "         0.18605685, 0.11987153, 0.54815821, 0.80801661, 0.63076811,\n",
       "         0.07190331, 0.0866848 , 0.38679576, 0.12743259, 0.96177164,\n",
       "         0.45567646, 0.43745945, 0.78850838, 0.48686801, 0.15515156,\n",
       "         0.17162391, 0.31070634, 0.90662566, 0.0395178 , 0.99512494,\n",
       "         0.3299606 , 0.02624068, 0.04638522, 0.05821518, 0.13009883,\n",
       "         0.41715183, 0.05343648, 0.29427174, 0.50097628, 0.22187474]),\n",
       "  array([0.61404516, 0.05666084, 0.46694503, 0.99998931, 0.49080862,\n",
       "         0.19840027, 0.94590305, 0.78183908, 0.86004776, 0.64053263,\n",
       "         0.00157612, 0.8387818 , 0.17930463, 0.66573553, 0.22521311,\n",
       "         0.63380765, 0.03506928, 0.41180832, 0.38239194, 0.40600174,\n",
       "         0.06131437, 0.00322199, 0.33242283, 0.05756257, 0.03757522,\n",
       "         0.15808215, 0.20414687, 0.52420112, 0.61110179, 0.28019644,\n",
       "         0.26377651, 0.06179396, 0.72125406, 0.0298235 , 0.17532853,\n",
       "         0.93788943, 0.5480101 , 0.74915629, 0.17508717, 0.44282   ,\n",
       "         0.06151242, 0.34305402, 0.10545884, 0.97325137, 0.06281445,\n",
       "         0.15559163, 0.40117467, 0.57941533, 0.09805166, 0.61164517,\n",
       "         0.31686538, 0.04544175, 0.01167714, 0.33237872, 0.16308946,\n",
       "         0.37291638, 0.02310831, 0.30216145, 1.        , 0.52956468,\n",
       "         0.54397156, 0.27039363, 0.25981106, 0.05160796, 0.82202204,\n",
       "         0.17990416, 0.26388996, 0.2021493 , 0.93228689, 0.5532718 ,\n",
       "         0.04285979, 0.53970414, 0.19488751, 0.07894818, 0.07368624,\n",
       "         0.10424778, 0.19073856, 0.50863791, 0.64157505, 0.10710796,\n",
       "         0.04007184, 0.97100821, 0.05728831, 0.05715249, 0.86904823,\n",
       "         0.89354192, 0.88064235, 0.09895259, 0.18725679, 0.36832911,\n",
       "         0.20377299, 0.03322146, 0.33326346, 0.1193059 , 0.0570221 ,\n",
       "         0.07441397, 0.36795507, 0.91391816, 0.61009633, 0.15697772,\n",
       "         0.41892723, 0.71185156, 0.32765159, 0.52627119, 0.79909182,\n",
       "         0.89387709, 0.94041308, 0.16173701, 0.54467007, 0.42016685,\n",
       "         0.16052358, 0.30185554, 0.04420067, 0.67868536, 0.30231602,\n",
       "         0.05676762, 0.27991372, 0.07061865, 0.13761488, 0.61769476,\n",
       "         0.27666027, 0.55237046, 0.1428712 , 0.45694931, 0.0898343 ,\n",
       "         0.83581772, 0.71337123, 0.67452941, 0.11606103, 0.03038391,\n",
       "         0.09600362, 0.30223656, 0.01475058, 0.88758867, 0.43897568,\n",
       "         0.02798367, 0.51826597, 0.27055184, 0.90159254, 0.00101066,\n",
       "         0.28650768, 0.06240871, 0.60041374, 0.05402929, 0.33475671,\n",
       "         0.2741744 , 0.26453353, 0.24143195, 0.53092032, 0.35181531,\n",
       "         0.01524507, 0.49388311, 0.91743562, 0.03641669, 0.96837471,\n",
       "         0.26078177, 0.09860868, 0.3991659 , 0.60763851, 0.60046216,\n",
       "         0.20075384, 0.60831364, 0.10784561, 0.02963935, 0.1397958 ,\n",
       "         0.57434594, 0.58017522, 0.00112164, 0.02155658, 0.05095436,\n",
       "         0.94945636, 0.1499324 , 0.37856401, 0.4028531 , 0.82256791,\n",
       "         0.1015502 , 0.79463386, 0.2601969 , 0.01934928, 0.26750127,\n",
       "         0.95737977, 0.88460081, 0.59837986, 0.50855806, 0.29776205,\n",
       "         0.56352978, 0.99001209, 0.54146062, 0.35057889, 0.30063879,\n",
       "         0.02609534, 0.00406521, 0.21430492, 0.064907  , 0.74335997,\n",
       "         0.92823094, 0.14751466, 0.38612989, 0.4300117 , 0.526007  ]),\n",
       "  array([0.04185508, 0.01416066, 0.026656  , 0.25860626, 0.71764709,\n",
       "         0.19438879, 0.33413899, 0.46542403, 0.09102427, 0.46963593,\n",
       "         0.12880265, 0.24887786, 0.00527506, 0.75976466, 0.0225706 ,\n",
       "         0.60645607, 0.18355451, 0.89861729, 0.06288097, 0.942846  ,\n",
       "         0.41912347, 0.06603095, 0.94299372, 0.55677768, 0.65404771,\n",
       "         0.84864345, 0.57789537, 0.67769531, 0.67582212, 0.97577623,\n",
       "         0.97796902, 0.28652199, 0.66234039, 0.53513867, 0.95796468,\n",
       "         0.34916332, 0.10325637, 0.47482372, 0.89794973, 0.90980302,\n",
       "         0.51558253, 0.1950675 , 0.01139666, 0.17287715, 0.45127907,\n",
       "         0.37390424, 0.35281597, 0.39900664, 0.11983371, 0.61289655,\n",
       "         0.01759628, 0.45295806, 0.09972215, 0.80399625, 0.00861395,\n",
       "         0.02150486, 0.1182365 , 0.58029586, 0.25981106, 0.23914133,\n",
       "         0.35896105, 0.20553271, 1.        , 0.13114587, 0.33644019,\n",
       "         0.7865342 , 0.98346865, 0.70969629, 0.44501694, 0.35355944,\n",
       "         0.61211615, 0.50726654, 0.00482135, 0.43778838, 0.78530128,\n",
       "         0.1449329 , 0.79430227, 0.7336711 , 0.12354895, 0.86581415,\n",
       "         0.1129534 , 0.25170993, 0.52997483, 0.36062624, 0.15244764,\n",
       "         0.24305118, 0.2647114 , 0.6682049 , 0.85926535, 0.95835937,\n",
       "         0.44543859, 0.11630304, 0.14577345, 0.90092262, 0.23846259,\n",
       "         0.76660143, 0.48030759, 0.47624983, 0.2125447 , 0.00558394,\n",
       "         0.94462705, 0.14463287, 0.13984405, 0.67185204, 0.6211746 ,\n",
       "         0.24744131, 0.31768262, 0.93694787, 0.69118848, 0.01267075,\n",
       "         0.94796744, 0.79785555, 0.68337306, 0.64722882, 0.99141083,\n",
       "         0.72242631, 0.84239442, 0.58288305, 0.01440978, 0.37919206,\n",
       "         0.96822181, 0.84474417, 0.28960775, 0.08534526, 0.41726909,\n",
       "         0.43618673, 0.69469546, 0.26790103, 0.46695352, 0.50489152,\n",
       "         0.83031393, 0.99050741, 0.436841  , 0.4627092 , 0.90111816,\n",
       "         0.01763357, 0.0257795 , 0.97043962, 0.49331762, 0.03530312,\n",
       "         0.4253817 , 0.24139499, 0.46359755, 0.37256229, 0.13376637,\n",
       "         0.94448041, 0.00737358, 0.37396182, 0.55866419, 0.83645159,\n",
       "         0.16182263, 0.73575436, 0.37738826, 0.39807858, 0.38144265,\n",
       "         0.40231726, 0.76933477, 0.92522534, 0.80073143, 0.81774614,\n",
       "         0.80224949, 0.47506173, 0.88664123, 0.04786308, 0.55031669,\n",
       "         0.20609593, 0.19947198, 0.10909148, 0.47542577, 0.19463456,\n",
       "         0.20182524, 0.56748444, 0.96010566, 0.90363466, 0.39257683,\n",
       "         0.43513691, 0.10376301, 0.93246839, 0.48996003, 0.72648454,\n",
       "         0.37455151, 0.23634357, 0.75679147, 0.85467839, 0.56569267,\n",
       "         0.43558787, 0.30576566, 0.61641033, 0.14888676, 0.52248132,\n",
       "         0.52325671, 0.20203631, 0.24550552, 0.39994393, 0.06121378,\n",
       "         0.44986379, 0.32174493, 0.764693  , 0.13027397, 0.0585739 ]),\n",
       "  array([0.55101459, 0.17769459, 0.18766832, 0.82306177, 0.74028828,\n",
       "         0.50286577, 0.95621288, 0.97159835, 0.59136821, 0.42304116,\n",
       "         0.00534536, 0.50698183, 0.0493341 , 0.68861319, 0.39296713,\n",
       "         0.87436851, 0.01709765, 0.57583167, 0.62398619, 0.44340051,\n",
       "         0.04283072, 0.01795846, 0.3478566 , 0.14639504, 0.06046663,\n",
       "         0.29254139, 0.14073396, 0.78227277, 0.82779093, 0.31656391,\n",
       "         0.30169483, 0.03405766, 0.63770186, 0.0704912 , 0.26961691,\n",
       "         0.96041659, 0.23278306, 0.5310143 , 0.18693926, 0.57944626,\n",
       "         0.16368594, 0.14802945, 0.23678535, 0.74024432, 0.1775674 ,\n",
       "         0.40235579, 0.76365549, 0.90970113, 0.31068015, 0.86179651,\n",
       "         0.10295263, 0.12936958, 0.0559847 , 0.2846427 , 0.25723104,\n",
       "         0.4323064 , 0.09978369, 0.59446667, 0.82202204, 0.87443647,\n",
       "         0.30755948, 0.61129851, 0.33644019, 0.19154793, 1.        ,\n",
       "         0.35040348, 0.37634382, 0.40992173, 0.82352599, 0.31224951,\n",
       "         0.0962324 , 0.85751175, 0.20034831, 0.22134523, 0.09497944,\n",
       "         0.32404934, 0.1711406 , 0.41874964, 0.29838149, 0.13358462,\n",
       "         0.15831291, 0.91432351, 0.15014836, 0.03672668, 0.87189334,\n",
       "         0.96577062, 0.56145449, 0.22453815, 0.18441456, 0.49064206,\n",
       "         0.12061731, 0.0132132 , 0.13263003, 0.19370664, 0.19370649,\n",
       "         0.14359361, 0.22439248, 0.836333  , 0.91256559, 0.2137315 ,\n",
       "         0.47164042, 0.8851278 , 0.12877983, 0.40709157, 0.81481105,\n",
       "         0.9681518 , 0.67818462, 0.19376905, 0.78821969, 0.25655028,\n",
       "         0.20000338, 0.52316241, 0.08142081, 0.86210309, 0.36268674,\n",
       "         0.07404684, 0.47790696, 0.17525665, 0.0331448 , 0.93559977,\n",
       "         0.30681915, 0.56391917, 0.07051732, 0.71097713, 0.05730794,\n",
       "         0.60967739, 0.66714815, 0.95939523, 0.07573009, 0.07702494,\n",
       "         0.11649587, 0.402324  , 0.03250889, 0.93997217, 0.5877865 ,\n",
       "         0.00613524, 0.43867878, 0.30235517, 0.85812874, 0.00656552,\n",
       "         0.61010577, 0.2084736 , 0.90959442, 0.16563987, 0.67024279,\n",
       "         0.28932536, 0.09000947, 0.55285293, 0.83488281, 0.56269532,\n",
       "         0.06457333, 0.40498997, 0.68599349, 0.02867583, 0.85129619,\n",
       "         0.57726492, 0.10371606, 0.54453229, 0.6087843 , 0.66910604,\n",
       "         0.18024349, 0.39772076, 0.14473764, 0.1281822 , 0.33567969,\n",
       "         0.27885542, 0.2804719 , 0.00381388, 0.05239276, 0.18201869,\n",
       "         0.63825183, 0.10649313, 0.4247847 , 0.56602776, 0.99395081,\n",
       "         0.06494868, 0.43119149, 0.27023492, 0.02856631, 0.50350708,\n",
       "         0.9214328 , 0.964677  , 0.76563823, 0.49947807, 0.19776704,\n",
       "         0.34729032, 0.79444649, 0.82064054, 0.14130557, 0.60760781,\n",
       "         0.06022889, 0.00494893, 0.09718116, 0.04328116, 0.60307517,\n",
       "         0.81542221, 0.07621355, 0.31726999, 0.75100502, 0.66067311]),\n",
       "  array([0.03994822, 0.05096115, 0.00977368, 0.17948272, 0.79412207,\n",
       "         0.4333126 , 0.28391117, 0.46871489, 0.05843103, 0.21073961,\n",
       "         0.20266191, 0.11572196, 0.00135081, 0.55072758, 0.04578702,\n",
       "         0.64361104, 0.04149171, 0.85014365, 0.1085782 , 0.65227299,\n",
       "         0.14111458, 0.23821477, 0.59962594, 0.86505203, 0.52787451,\n",
       "         0.98070241, 0.22034402, 0.75485026, 0.68533873, 0.6596894 ,\n",
       "         0.66453241, 0.07674619, 0.41004126, 0.68868838, 0.87970431,\n",
       "         0.29889299, 0.03349308, 0.2378168 , 0.53250605, 0.80112878,\n",
       "         0.86634338, 0.05408694, 0.03112021, 0.11563542, 0.83696909,\n",
       "         0.7403538 , 0.56322065, 0.52295767, 0.33906719, 0.6626088 ,\n",
       "         0.00499268, 0.80428784, 0.34389516, 0.41013151, 0.01709904,\n",
       "         0.02885688, 0.38917092, 0.85163504, 0.17990416, 0.35663233,\n",
       "         0.1353845 , 0.41467141, 0.7865342 , 0.40087644, 0.35040348,\n",
       "         1.        , 0.87519818, 0.98177107, 0.30545452, 0.13373339,\n",
       "         0.76708892, 0.64198706, 0.00639012, 0.83768052, 0.52210456,\n",
       "         0.39242049, 0.39342374, 0.38724088, 0.04463095, 0.57775515,\n",
       "         0.36662947, 0.20595961, 0.86045308, 0.11101509, 0.14349055,\n",
       "         0.23370988, 0.13113481, 0.95593495, 0.46975953, 0.83065519,\n",
       "         0.14681568, 0.02183809, 0.03816579, 0.83982676, 0.60396855,\n",
       "         0.84048219, 0.17827606, 0.33662394, 0.29263473, 0.00985756,\n",
       "         0.68152317, 0.17301339, 0.03619886, 0.33498336, 0.4703765 ,\n",
       "         0.23787536, 0.17967024, 0.62762365, 0.7436078 , 0.00858982,\n",
       "         0.66423431, 0.95257679, 0.6633778 , 0.62109275, 0.72840891,\n",
       "         0.47376106, 0.96718459, 0.90134203, 0.00255985, 0.48437685,\n",
       "         0.63934495, 0.57509206, 0.07731334, 0.13621544, 0.13367992,\n",
       "         0.2334074 , 0.45642517, 0.33959036, 0.15736258, 0.71674697,\n",
       "         0.52999736, 0.8268002 , 0.47634305, 0.39117864, 0.81630313,\n",
       "         0.00209671, 0.02408433, 0.64433119, 0.36307007, 0.14114711,\n",
       "         0.71674748, 0.60643146, 0.57105826, 0.76825967, 0.25764074,\n",
       "         0.58828748, 0.00247121, 0.6841728 , 0.68567225, 0.92040996,\n",
       "         0.46304851, 0.38446907, 0.21622265, 0.14403825, 0.26837511,\n",
       "         0.70654197, 0.41893081, 0.84105906, 0.54549765, 0.63137615,\n",
       "         0.40029837, 0.20843991, 0.64557365, 0.1897053 , 0.91967107,\n",
       "         0.07106713, 0.06888798, 0.16747961, 0.61264317, 0.53193834,\n",
       "         0.11275181, 0.21428561, 0.67706076, 0.85618131, 0.39569363,\n",
       "         0.14165489, 0.04818132, 0.56598798, 0.33514208, 0.95560097,\n",
       "         0.29480874, 0.23041846, 0.70047414, 0.5465974 , 0.21959453,\n",
       "         0.17804678, 0.19997311, 0.71408849, 0.03977998, 0.80524555,\n",
       "         0.64254698, 0.09796782, 0.0646994 , 0.12931935, 0.05009641,\n",
       "         0.30595271, 0.08978824, 0.38279958, 0.22178544, 0.07807903]),\n",
       "  array([0.04780175, 0.02223028, 0.02375995, 0.26285551, 0.79071469,\n",
       "         0.26013832, 0.35551776, 0.51133217, 0.09263515, 0.41481923,\n",
       "         0.14114232, 0.2268561 , 0.00434724, 0.75333195, 0.03115081,\n",
       "         0.66776054, 0.12897781, 0.94079728, 0.08217634, 0.9075481 ,\n",
       "         0.32499274, 0.09314274, 0.88341065, 0.64062321, 0.62419103,\n",
       "         0.91622974, 0.47312125, 0.75024022, 0.73267531, 0.92436908,\n",
       "         0.92626736, 0.21116498, 0.63333486, 0.57712333, 0.97303151,\n",
       "         0.37175596, 0.08655082, 0.43326718, 0.81402491, 0.93603651,\n",
       "         0.60772809, 0.15270874, 0.01697958, 0.17562001, 0.54801566,\n",
       "         0.47447603, 0.43351467, 0.46822372, 0.16985232, 0.67739186,\n",
       "         0.01466936, 0.53944527, 0.14200858, 0.71346018, 0.01200705,\n",
       "         0.02697805, 0.16841119, 0.68421448, 0.26388996, 0.29335037,\n",
       "         0.30364726, 0.2695817 , 0.98346865, 0.18634882, 0.37634382,\n",
       "         0.87519818, 1.        , 0.81180351, 0.44430864, 0.29954091,\n",
       "         0.65919478, 0.58533478, 0.00615465, 0.53942438, 0.72069566,\n",
       "         0.20241914, 0.6901871 , 0.66528074, 0.10648498, 0.80074344,\n",
       "         0.16264646, 0.26717803, 0.61757075, 0.27364157, 0.16951033,\n",
       "         0.26888462, 0.24527463, 0.75891593, 0.76450613, 0.97624692,\n",
       "         0.35316283, 0.07858997, 0.11312874, 0.91148646, 0.3185531 ,\n",
       "         0.80336155, 0.39790061, 0.47815749, 0.25691507, 0.00761972,\n",
       "         0.92004208, 0.17069811, 0.10826681, 0.60193995, 0.62892015,\n",
       "         0.27360727, 0.3039503 , 0.87449408, 0.75855066, 0.01348913,\n",
       "         0.89491742, 0.88400024, 0.68668871, 0.694046  , 0.96141519,\n",
       "         0.65774516, 0.9208532 , 0.67242449, 0.01045475, 0.44320929,\n",
       "         0.91142582, 0.81798578, 0.21760401, 0.10890482, 0.32237212,\n",
       "         0.40694071, 0.67380294, 0.31583578, 0.36688685, 0.55981911,\n",
       "         0.75772174, 0.99341681, 0.44549394, 0.48700967, 0.93407704,\n",
       "         0.01101534, 0.02950279, 0.91428452, 0.50000296, 0.05050398,\n",
       "         0.52343584, 0.32239202, 0.53369985, 0.4657144 , 0.1760612 ,\n",
       "         0.87583216, 0.00653196, 0.46977201, 0.63768883, 0.90939231,\n",
       "         0.21821798, 0.66488579, 0.36057249, 0.31100434, 0.38512994,\n",
       "         0.50001946, 0.67497172, 0.95710142, 0.77833022, 0.82087546,\n",
       "         0.69915125, 0.41649243, 0.83873064, 0.07364154, 0.65980327,\n",
       "         0.17281953, 0.1675072 , 0.11826672, 0.51032484, 0.26586053,\n",
       "         0.19466665, 0.46013539, 0.92684384, 0.94578987, 0.43373229,\n",
       "         0.33826438, 0.09646197, 0.85799385, 0.44355951, 0.82519795,\n",
       "         0.3895864 , 0.26253203, 0.79832191, 0.81220646, 0.46987996,\n",
       "         0.37491252, 0.30463678, 0.6916411 , 0.11624836, 0.62556978,\n",
       "         0.55586598, 0.16431659, 0.1864203 , 0.30761048, 0.06682404,\n",
       "         0.44789326, 0.24415721, 0.67852644, 0.16710272, 0.07218359]),\n",
       "  array([0.05404596, 0.07988172, 0.01109904, 0.20185358, 0.83762904,\n",
       "         0.54518416, 0.32318817, 0.52643472, 0.07016593, 0.19760637,\n",
       "         0.15913851, 0.11864327, 0.00151641, 0.54595993, 0.06954139,\n",
       "         0.69966061, 0.02837713, 0.83803382, 0.15265984, 0.60058984,\n",
       "         0.10200664, 0.2503544 , 0.53311078, 0.82248957, 0.41744292,\n",
       "         0.92717269, 0.17690123, 0.80621499, 0.72863623, 0.5827815 ,\n",
       "         0.5843213 , 0.05490013, 0.40172849, 0.59619255, 0.79307638,\n",
       "         0.33912823, 0.03329972, 0.23098358, 0.44243193, 0.78274421,\n",
       "         0.84767549, 0.04714015, 0.0498153 , 0.13357292, 0.8470286 ,\n",
       "         0.83850738, 0.66942783, 0.61097636, 0.43853876, 0.71995991,\n",
       "         0.00540004, 0.78325493, 0.3878192 , 0.35401319, 0.02740659,\n",
       "         0.04243087, 0.45551733, 0.92719161, 0.2021493 , 0.44425387,\n",
       "         0.12379352, 0.52336514, 0.70969629, 0.49267559, 0.40992173,\n",
       "         0.98177107, 0.81180351, 1.        , 0.32420572, 0.12271189,\n",
       "         0.67438185, 0.72406371, 0.01012166, 0.87335376, 0.41528756,\n",
       "         0.49724222, 0.32134421, 0.35272116, 0.04524876, 0.47158351,\n",
       "         0.45175081, 0.23932649, 0.82869091, 0.0794    , 0.17766094,\n",
       "         0.2792517 , 0.13599796, 0.92369504, 0.38790545, 0.79186309,\n",
       "         0.11720747, 0.01492741, 0.03367772, 0.73740428, 0.68327342,\n",
       "         0.74109341, 0.15273003, 0.35653692, 0.36731505, 0.01599798,\n",
       "         0.63450434, 0.22174792, 0.03194062, 0.30503376, 0.48708925,\n",
       "         0.28376343, 0.18931456, 0.52843278, 0.79004864, 0.01168769,\n",
       "         0.56332534, 0.96672795, 0.5502087 , 0.66193271, 0.65785888,\n",
       "         0.36979645, 0.96249849, 0.86860848, 0.00238022, 0.56890977,\n",
       "         0.56190494, 0.54823924, 0.0595827 , 0.18636115, 0.09909505,\n",
       "         0.23380905, 0.45011304, 0.41430909, 0.11938401, 0.63719886,\n",
       "         0.42615521, 0.76605422, 0.38118613, 0.42939688, 0.80216645,\n",
       "         0.00152862, 0.03338659, 0.56564177, 0.38595211, 0.14425947,\n",
       "         0.82114852, 0.68981553, 0.65213665, 0.79710758, 0.34154921,\n",
       "         0.5117662 , 0.00294181, 0.793772  , 0.76076372, 0.92785915,\n",
       "         0.49323417, 0.34847293, 0.22436997, 0.10121994, 0.29130126,\n",
       "         0.81334523, 0.3293905 , 0.81799293, 0.52717751, 0.6237615 ,\n",
       "         0.32866935, 0.19346274, 0.53538187, 0.25589549, 0.96274289,\n",
       "         0.0674607 , 0.06566665, 0.12881444, 0.52065132, 0.61605444,\n",
       "         0.1236056 , 0.16723305, 0.62081635, 0.84212974, 0.45351066,\n",
       "         0.10611803, 0.05320657, 0.48807548, 0.24782749, 0.98632447,\n",
       "         0.32745   , 0.27652932, 0.72240133, 0.51021573, 0.18345908,\n",
       "         0.16308206, 0.21868837, 0.77762029, 0.03533937, 0.89337225,\n",
       "         0.54552723, 0.06361269, 0.05237897, 0.09360598, 0.0646051 ,\n",
       "         0.32369081, 0.06934985, 0.33521409, 0.29415959, 0.10800218]),\n",
       "  array([0.41059754, 0.0459532 , 0.32336856, 0.93111601, 0.65534891,\n",
       "         0.22863651, 0.93104127, 0.85583668, 0.65645753, 0.78407619,\n",
       "         0.00515088, 0.83199065, 0.10972882, 0.86838998, 0.15498677,\n",
       "         0.77038878, 0.07114228, 0.61028034, 0.2985945 , 0.62563573,\n",
       "         0.12813411, 0.00717948, 0.53990595, 0.11541546, 0.0907969 ,\n",
       "         0.28348141, 0.34509652, 0.68009384, 0.77064237, 0.47469572,\n",
       "         0.45316296, 0.12029333, 0.90630091, 0.06993884, 0.32147771,\n",
       "         0.93378641, 0.50396101, 0.87922634, 0.32754824, 0.65091909,\n",
       "         0.11861057, 0.4115308 , 0.07212413, 0.83383629, 0.11600296,\n",
       "         0.2223536 , 0.46307462, 0.64227115, 0.11664911, 0.75026315,\n",
       "         0.2225209 , 0.09077895, 0.02136226, 0.52961638, 0.09706481,\n",
       "         0.23359183, 0.03772657, 0.42000752, 0.93228689, 0.527438  ,\n",
       "         0.65897842, 0.29630422, 0.44501694, 0.0721798 , 0.82352599,\n",
       "         0.30545452, 0.44430864, 0.32420572, 1.        , 0.66517316,\n",
       "         0.09558399, 0.64428184, 0.10063377, 0.13705053, 0.16156437,\n",
       "         0.12818799, 0.34506394, 0.71789213, 0.58793044, 0.22035166,\n",
       "         0.05712189, 0.89291426, 0.11330207, 0.11809829, 0.72262269,\n",
       "         0.82025612, 0.87173422, 0.18390287, 0.34369456, 0.57227988,\n",
       "         0.32839667, 0.06236331, 0.37814979, 0.23533206, 0.09074702,\n",
       "         0.15561099, 0.52191364, 0.99790563, 0.57616564, 0.08612409,\n",
       "         0.6390798 , 0.60069344, 0.37002808, 0.72552579, 0.95116117,\n",
       "         0.82388481, 0.94619378, 0.30816232, 0.70557925, 0.23941542,\n",
       "         0.30610983, 0.4589139 , 0.10243383, 0.83089934, 0.50184326,\n",
       "         0.12977901, 0.43977483, 0.13658562, 0.11599568, 0.66824835,\n",
       "         0.47011064, 0.77439031, 0.2301035 , 0.3696849 , 0.17248801,\n",
       "         0.93326534, 0.90427773, 0.66076682, 0.21475957, 0.06946723,\n",
       "         0.20129911, 0.49659571, 0.03931715, 0.95560535, 0.64369284,\n",
       "         0.03675199, 0.32293622, 0.46213366, 0.99234751, 0.00252445,\n",
       "         0.37133677, 0.09762014, 0.68661421, 0.09801841, 0.31769002,\n",
       "         0.46635162, 0.15652519, 0.31391745, 0.6520093 , 0.52541128,\n",
       "         0.0297524 , 0.70280398, 0.96474688, 0.08427491, 0.99197941,\n",
       "         0.33986379, 0.20448636, 0.60169085, 0.82322853, 0.81158963,\n",
       "         0.35955484, 0.75683727, 0.22119916, 0.03659899, 0.22675207,\n",
       "         0.60933612, 0.60943803, 0.00382238, 0.05299652, 0.07894615,\n",
       "         0.85982553, 0.27112238, 0.59436427, 0.60072286, 0.85585205,\n",
       "         0.19116641, 0.65299984, 0.44752239, 0.05162545, 0.40609639,\n",
       "         0.97053048, 0.80783251, 0.78383411, 0.73217735, 0.4586915 ,\n",
       "         0.70340168, 0.96466896, 0.68017024, 0.39447865, 0.40684475,\n",
       "         0.06300887, 0.01301024, 0.30311119, 0.13287552, 0.52545465,\n",
       "         0.99985342, 0.24076113, 0.58854891, 0.38673515, 0.38337513]),\n",
       "  array([0.27160878, 0.19807285, 0.06416646, 0.54006109, 0.94025326,\n",
       "         0.71474114, 0.73462007, 0.91959205, 0.29113676, 0.32645424,\n",
       "         0.0247617 , 0.30368283, 0.01234795, 0.70798724, 0.27771122,\n",
       "         0.96748092, 0.01873766, 0.78116597, 0.48355855, 0.55280174,\n",
       "         0.05784423, 0.07283562, 0.44731771, 0.36146387, 0.14304792,\n",
       "         0.55164269, 0.15292528, 0.96045636, 0.94146928, 0.44106102,\n",
       "         0.42883967, 0.03808536, 0.58417905, 0.1960846 , 0.47392678,\n",
       "         0.7511131 , 0.10846994, 0.40707389, 0.27945155, 0.75435436,\n",
       "         0.39764318, 0.09054439, 0.18859258, 0.42987697, 0.42589247,\n",
       "         0.71541524, 0.94250579, 0.97965892, 0.50945674, 0.97244206,\n",
       "         0.03210074, 0.33668337, 0.17312673, 0.32497605, 0.14961939,\n",
       "         0.22690366, 0.26154639, 0.89719007, 0.53970414, 0.86821073,\n",
       "         0.21737625, 0.78064082, 0.50726654, 0.39920591, 0.85751175,\n",
       "         0.64198706, 0.58533478, 0.72406371, 0.64428184, 0.21883233,\n",
       "         0.24820377, 1.        , 0.08173675, 0.49717649, 0.18262755,\n",
       "         0.54391072, 0.22688817, 0.41552618, 0.14495776, 0.23716719,\n",
       "         0.34687773, 0.63367824, 0.3712448 , 0.04704812, 0.56429699,\n",
       "         0.71575182, 0.34468312, 0.48569031, 0.25981424, 0.68095738,\n",
       "         0.11583801, 0.01211137, 0.0737244 , 0.37619061, 0.43917865,\n",
       "         0.3221238 , 0.19265798, 0.67782458, 0.81803978, 0.10654589,\n",
       "         0.59104245, 0.64698239, 0.07080646, 0.38255206, 0.75942729,\n",
       "         0.72115386, 0.44996635, 0.312425  , 0.95160149, 0.08901757,\n",
       "         0.32912107, 0.81025311, 0.19766375, 0.92201305, 0.51024532,\n",
       "         0.14929869, 0.75904337, 0.41244342, 0.01067236, 0.96602161,\n",
       "         0.42480635, 0.61881739, 0.06181676, 0.55733444, 0.06799676,\n",
       "         0.45120277, 0.63399963, 0.86977139, 0.0875948 , 0.21634634,\n",
       "         0.20791151, 0.59009544, 0.09918415, 0.80800012, 0.77216632,\n",
       "         0.00292942, 0.19579539, 0.42241369, 0.71491687, 0.03219735,\n",
       "         0.89351626, 0.46074301, 0.99252471, 0.40643269, 0.69826181,\n",
       "         0.39116887, 0.02422193, 0.8422132 , 0.99627396, 0.82254394,\n",
       "         0.20018253, 0.4043581 , 0.48423246, 0.0454991 , 0.63469197,\n",
       "         0.86665898, 0.17047766, 0.74209881, 0.63968777, 0.73963954,\n",
       "         0.2366598 , 0.31034477, 0.26573993, 0.25473259, 0.65236649,\n",
       "         0.16010208, 0.15910516, 0.01844219, 0.15488503, 0.41203296,\n",
       "         0.36825485, 0.12559456, 0.54686509, 0.77447174, 0.88202983,\n",
       "         0.07565983, 0.20299848, 0.36649267, 0.07143809, 0.81141273,\n",
       "         0.71131361, 0.71442418, 0.87896189, 0.55202128, 0.19233538,\n",
       "         0.263971  , 0.53851211, 0.98330752, 0.0783907 , 0.90499253,\n",
       "         0.17043672, 0.01346941, 0.07177288, 0.05595501, 0.29873689,\n",
       "         0.63885539, 0.0692596 , 0.33950885, 0.69283236, 0.41956603]),\n",
       "  array([0.10024657, 0.00824741, 0.13781628, 0.50618501, 0.56167503,\n",
       "         0.10312241, 0.50783708, 0.52507726, 0.25331866, 0.90226956,\n",
       "         0.02065601, 0.62708502, 0.04429188, 0.88353303, 0.02718866,\n",
       "         0.56292237, 0.30752864, 0.69268951, 0.07254904, 0.89857234,\n",
       "         0.47829789, 0.00900748, 0.89588246, 0.18187257, 0.28654215,\n",
       "         0.41925935, 0.80352947, 0.54963895, 0.61869838, 0.82795249,\n",
       "         0.80983254, 0.44035675, 0.93025432, 0.16408773, 0.55820371,\n",
       "         0.51870957, 0.39480659, 0.88194558, 0.73945703, 0.75453827,\n",
       "         0.16655224, 0.58276424, 0.01073767, 0.39353987, 0.14251251,\n",
       "         0.1612528 , 0.24856938, 0.3527659 , 0.04950953, 0.55266389,\n",
       "         0.11108098, 0.13265939, 0.01876161, 0.94819891, 0.01301867,\n",
       "         0.04224363, 0.02725621, 0.33660135, 0.50863791, 0.22067831,\n",
       "         0.81239484, 0.12765021, 0.7336711 , 0.04021079, 0.41874964,\n",
       "         0.38724088, 0.66528074, 0.35272116, 0.71789213, 0.80693203,\n",
       "         0.20636392, 0.41552618, 0.01262689, 0.14709458, 0.46697539,\n",
       "         0.059303  , 0.80081017, 1.        , 0.43294807, 0.56232335,\n",
       "         0.03201075, 0.43559519, 0.17002021, 0.45161438, 0.27032484,\n",
       "         0.36719506, 0.63358541, 0.26120175, 0.77971864, 0.7440816 ,\n",
       "         0.75145224, 0.25530772, 0.49543215, 0.46672217, 0.07137435,\n",
       "         0.31782856, 0.87891351, 0.73032027, 0.22667911, 0.01048689,\n",
       "         0.88110612, 0.20448174, 0.48320556, 0.99448883, 0.79343597,\n",
       "         0.37174338, 0.66309672, 0.67708008, 0.57876759, 0.05117637,\n",
       "         0.65833017, 0.48571595, 0.27137476, 0.64816831, 0.80655627,\n",
       "         0.40938644, 0.5058878 , 0.20130357, 0.10457457, 0.35487889,\n",
       "         0.83469817, 0.93476858, 0.58580295, 0.1001162 , 0.56106946,\n",
       "         0.8222213 , 0.91565373, 0.29099943, 0.63395772, 0.14760643,\n",
       "         0.54511151, 0.73305162, 0.12848084, 0.62105674, 0.73195808,\n",
       "         0.09556635, 0.06958446, 0.82648908, 0.72241437, 0.00374373,\n",
       "         0.24234004, 0.07458166, 0.41336022, 0.11021495, 0.10625265,\n",
       "         0.85478881, 0.05159606, 0.19762807, 0.45111223, 0.56023671,\n",
       "         0.03256048, 0.99966634, 0.73121901, 0.3689788 , 0.64354018,\n",
       "         0.21946809, 0.58799685, 0.72023815, 0.93007114, 0.85612209,\n",
       "         0.81538724, 0.90899413, 0.53670681, 0.01404425, 0.22887637,\n",
       "         0.60919806, 0.59729476, 0.0168259 , 0.13608054, 0.05671756,\n",
       "         0.49511289, 0.7223344 , 0.87631083, 0.68949798, 0.47598645,\n",
       "         0.59371672, 0.34283744, 0.84917241, 0.21458482, 0.40788249,\n",
       "         0.58266478, 0.35550742, 0.70946191, 0.96047126, 0.88495056,\n",
       "         0.88151484, 0.59002821, 0.50629625, 0.50330181, 0.30200262,\n",
       "         0.16017436, 0.09153662, 0.60492211, 0.48667612, 0.15445808,\n",
       "         0.72704968, 0.61470808, 0.97677181, 0.12423471, 0.09312289]),\n",
       "  array([0.68340097, 0.09838464, 0.37216481, 0.97186454, 0.54541686,\n",
       "         0.28414201, 0.9818406 , 0.85377933, 0.82599568, 0.52423137,\n",
       "         0.00184799, 0.70622194, 0.12740369, 0.6401566 , 0.32470132,\n",
       "         0.69919792, 0.02178148, 0.43002886, 0.51640427, 0.37929532,\n",
       "         0.04361597, 0.00518415, 0.3004157 , 0.06974664, 0.03577919,\n",
       "         0.17436399, 0.15408136, 0.58513098, 0.66175835, 0.25781773,\n",
       "         0.24287689, 0.04083082, 0.65855261, 0.03345291, 0.17829123,\n",
       "         0.97518215, 0.4096768 , 0.63895655, 0.1527975 , 0.45134674,\n",
       "         0.07681058, 0.23802821, 0.16860229, 0.93981292, 0.08143105,\n",
       "         0.21039841, 0.51176634, 0.69249737, 0.15214363, 0.67861864,\n",
       "         0.23085082, 0.05768163, 0.01877752, 0.27871758, 0.2359712 ,\n",
       "         0.46932745, 0.03688322, 0.36913033, 0.97100821, 0.66727583,\n",
       "         0.41954296, 0.37554572, 0.25170993, 0.08124073, 0.91432351,\n",
       "         0.20595961, 0.26717803, 0.23932649, 0.89291426, 0.42739065,\n",
       "         0.04781808, 0.63367824, 0.24784661, 0.10394704, 0.06609706,\n",
       "         0.15890999, 0.15679686, 0.43559519, 0.49797242, 0.09666729,\n",
       "         0.06431212, 1.        , 0.07055364, 0.03944773, 0.94669593,\n",
       "         0.97323553, 0.75802846, 0.11719636, 0.15911146, 0.37179898,\n",
       "         0.14676805, 0.01946491, 0.22765169, 0.12127655, 0.08328224,\n",
       "         0.07965785, 0.27884777, 0.8830573 , 0.7508198 , 0.2194469 ,\n",
       "         0.39740546, 0.84161334, 0.22301807, 0.44269046, 0.7855626 ,\n",
       "         0.97322165, 0.84641863, 0.14702251, 0.60078404, 0.42049252,\n",
       "         0.14820114, 0.34099116, 0.04500924, 0.72266074, 0.28674447,\n",
       "         0.05051862, 0.31117216, 0.08566118, 0.08407646, 0.73306567,\n",
       "         0.25243901, 0.51688627, 0.09566613, 0.59888529, 0.06322057,\n",
       "         0.73216172, 0.66446204, 0.80445019, 0.08335566, 0.03532741,\n",
       "         0.08519971, 0.29985247, 0.01547147, 0.91343946, 0.45192667,\n",
       "         0.01438358, 0.57563677, 0.24723598, 0.88288581, 0.00167045,\n",
       "         0.3691137 , 0.09101226, 0.70067676, 0.07275961, 0.46257206,\n",
       "         0.24514461, 0.20684519, 0.31995596, 0.61544808, 0.38688439,\n",
       "         0.02286816, 0.4212314 , 0.82666501, 0.02635337, 0.93874334,\n",
       "         0.34067795, 0.08289759, 0.41057273, 0.57022191, 0.58855037,\n",
       "         0.16557806, 0.49339452, 0.10034008, 0.05153594, 0.17654532,\n",
       "         0.43380062, 0.43876686, 0.00129982, 0.02410397, 0.07656304,\n",
       "         0.85778869, 0.11220518, 0.35550885, 0.42069831, 0.90200772,\n",
       "         0.07197134, 0.67839646, 0.23037956, 0.01726782, 0.31252473,\n",
       "         0.9656045 , 0.96849618, 0.62600063, 0.4647573 , 0.22774504,\n",
       "         0.44588438, 0.93932185, 0.61418001, 0.24132224, 0.37430943,\n",
       "         0.02873563, 0.00317617, 0.14427963, 0.04560113, 0.78110917,\n",
       "         0.88591696, 0.10020234, 0.32277548, 0.57168319, 0.65289485]),\n",
       "  array([0.69851191, 0.15738894, 0.27583985, 0.89501297, 0.58943686,\n",
       "         0.38811517, 0.9683262 , 0.8923703 , 0.73969381, 0.4179212 ,\n",
       "         0.00226566, 0.5687363 , 0.08360183, 0.59997128, 0.42775731,\n",
       "         0.74447472, 0.01384954, 0.44128105, 0.64513567, 0.35045807,\n",
       "         0.03171678, 0.00837342, 0.26994003, 0.08478659, 0.03495392,\n",
       "         0.19169631, 0.11661576, 0.63359457, 0.69413979, 0.23657412,\n",
       "         0.22327176, 0.02747661, 0.58513518, 0.03822283, 0.18146985,\n",
       "         0.96426506, 0.29210426, 0.52836178, 0.13427866, 0.45208351,\n",
       "         0.09583421, 0.16136906, 0.2454439 , 0.85420104, 0.10498865,\n",
       "         0.27668159, 0.62480757, 0.79093624, 0.22523057, 0.72713584,\n",
       "         0.15698707, 0.07333781, 0.02982166, 0.23251791, 0.30821427,\n",
       "         0.5376265 , 0.05760823, 0.43880796, 0.89354192, 0.79520902,\n",
       "         0.31545225, 0.49583315, 0.24305118, 0.12360613, 0.96577062,\n",
       "         0.23370988, 0.26888462, 0.2792517 , 0.82025612, 0.32164424,\n",
       "         0.05412643, 0.71575182, 0.28226109, 0.13535891, 0.06044598,\n",
       "         0.23185678, 0.12966031, 0.36719506, 0.36813858, 0.08846295,\n",
       "         0.09986144, 0.97323553, 0.08703578, 0.02783178, 0.96493768,\n",
       "         1.        , 0.62359106, 0.1384775 , 0.13603234, 0.37061115,\n",
       "         0.10572658, 0.01162022, 0.15131283, 0.12414181, 0.1190824 ,\n",
       "         0.08615529, 0.20882587, 0.81936955, 0.87065425, 0.27535085,\n",
       "         0.37237865, 0.92996054, 0.14766049, 0.36602391, 0.74655052,\n",
       "         0.99994183, 0.72812905, 0.13462802, 0.64298475, 0.38255632,\n",
       "         0.13777745, 0.37847625, 0.04677034, 0.7438898 , 0.2705342 ,\n",
       "         0.04600363, 0.34096536, 0.10393499, 0.0489235 , 0.82989075,\n",
       "         0.22981731, 0.47462469, 0.06419891, 0.72886458, 0.04517784,\n",
       "         0.61878543, 0.60235712, 0.90756515, 0.06056931, 0.04170932,\n",
       "         0.07682565, 0.29527838, 0.01673816, 0.90004363, 0.45699136,\n",
       "         0.00734104, 0.58378974, 0.22550595, 0.83047808, 0.00279576,\n",
       "         0.45936736, 0.12975954, 0.78396694, 0.09719819, 0.60052503,\n",
       "         0.21883849, 0.14854144, 0.4093773 , 0.68819547, 0.41772845,\n",
       "         0.03412846, 0.35391776, 0.71451727, 0.01965093, 0.86921053,\n",
       "         0.42994346, 0.07085413, 0.41575921, 0.52356278, 0.56361119,\n",
       "         0.1372494 , 0.39043372, 0.0945544 , 0.08547572, 0.21953536,\n",
       "         0.31612453, 0.31987993, 0.00158105, 0.02756432, 0.11228592,\n",
       "         0.7341955 , 0.08469508, 0.33065668, 0.43194876, 0.94263545,\n",
       "         0.05170003, 0.54518334, 0.20389818, 0.01597042, 0.35836217,\n",
       "         0.92836516, 0.99971414, 0.63698778, 0.4179782 , 0.17327025,\n",
       "         0.3445404 , 0.84827   , 0.67370087, 0.16148562, 0.45224198,\n",
       "         0.03232748, 0.00262077, 0.09629389, 0.03270655, 0.75850918,\n",
       "         0.81134345, 0.06826137, 0.26746849, 0.71167775, 0.74722474]),\n",
       "  array([0.39329921, 0.04911186, 0.29283446, 0.91275486, 0.69371462,\n",
       "         0.24819168, 0.93122483, 0.87741324, 0.6238823 , 0.77489267,\n",
       "         0.00626889, 0.80171848, 0.09556913, 0.89213835, 0.15632275,\n",
       "         0.80338348, 0.07191707, 0.64840315, 0.30307621, 0.65498171,\n",
       "         0.13336509, 0.00875996, 0.56609715, 0.13165753, 0.10181418,\n",
       "         0.31275076, 0.35211773, 0.7175014 , 0.8052027 , 0.5024319 ,\n",
       "         0.48067356, 0.12225875, 0.91730957, 0.08046655, 0.35055182,\n",
       "         0.93581395, 0.46997018, 0.87019976, 0.34830773, 0.68770439,\n",
       "         0.13528336, 0.39342724, 0.07407082, 0.80664054, 0.13239038,\n",
       "         0.2464086 , 0.49224543, 0.67067109, 0.12909454, 0.78425267,\n",
       "         0.19861899, 0.10438535, 0.02532778, 0.54622625, 0.09592539,\n",
       "         0.22669526, 0.04393798, 0.4550251 , 0.91391816, 0.54756704,\n",
       "         0.64323858, 0.31751772, 0.47624983, 0.08199222, 0.836333  ,\n",
       "         0.33662394, 0.47815749, 0.35653692, 0.99790563, 0.64875903,\n",
       "         0.10906658, 0.67782458, 0.09514897, 0.15545689, 0.17668971,\n",
       "         0.14208209, 0.36117459, 0.73032027, 0.55178157, 0.23903488,\n",
       "         0.06529751, 0.8830573 , 0.12937592, 0.12204236, 0.71158594,\n",
       "         0.81936955, 0.84317622, 0.20662326, 0.36268808, 0.60841443,\n",
       "         0.32992379, 0.06167478, 0.35758624, 0.25932792, 0.10359755,\n",
       "         0.17458312, 0.51955131, 1.        , 0.5909982 , 0.08358617,\n",
       "         0.66995701, 0.60174827, 0.34943694, 0.73316332, 0.96821259,\n",
       "         0.82341738, 0.92489694, 0.33102969, 0.7426023 , 0.21975062,\n",
       "         0.32980219, 0.4964952 , 0.11558287, 0.86177759, 0.53255618,\n",
       "         0.14258301, 0.4766561 , 0.15502756, 0.10293505, 0.69444408,\n",
       "         0.49703038, 0.79992284, 0.22808221, 0.37510028, 0.17699054,\n",
       "         0.92154092, 0.91977742, 0.67747001, 0.22000739, 0.08015646,\n",
       "         0.21829505, 0.53056136, 0.04551897, 0.96677259, 0.68107699,\n",
       "         0.03369392, 0.30606983, 0.48910034, 0.99802886, 0.00314704,\n",
       "         0.40213825, 0.11113491, 0.7170763 , 0.11235843, 0.33310056,\n",
       "         0.49129576, 0.1380653 , 0.3418804 , 0.68716403, 0.56418231,\n",
       "         0.03515637, 0.71528352, 0.94928105, 0.08930194, 0.98549995,\n",
       "         0.36928997, 0.21920826, 0.63908045, 0.84660797, 0.84103731,\n",
       "         0.37602353, 0.74849815, 0.2411909 , 0.04158194, 0.25274832,\n",
       "         0.5812245 , 0.58062251, 0.00467032, 0.0613572 , 0.09024474,\n",
       "         0.82831968, 0.27891885, 0.62452754, 0.63882825, 0.87166411,\n",
       "         0.19584842, 0.61387324, 0.47137193, 0.05803284, 0.44197885,\n",
       "         0.96975466, 0.80711644, 0.818315  , 0.75594981, 0.46289214,\n",
       "         0.69282418, 0.94770691, 0.71633891, 0.37309848, 0.44058819,\n",
       "         0.07255475, 0.01465395, 0.29514041, 0.13757377, 0.50206525,\n",
       "         0.99772691, 0.23973597, 0.60276763, 0.39950978, 0.37934924]),\n",
       "  array([0.10572807, 0.00715415, 0.16231242, 0.52370074, 0.51541298,\n",
       "         0.08916439, 0.50765899, 0.5046568 , 0.27396531, 0.93833071,\n",
       "         0.01552328, 0.67370848, 0.05568909, 0.85712444, 0.02602824,\n",
       "         0.52781291, 0.31821934, 0.63615589, 0.06927795, 0.8514502 ,\n",
       "         0.46903707, 0.00654334, 0.84979709, 0.14912496, 0.24626816,\n",
       "         0.3634257 , 0.80551065, 0.50651137, 0.57958132, 0.77377918,\n",
       "         0.75452886, 0.44958096, 0.92599725, 0.13393657, 0.49566684,\n",
       "         0.51701942, 0.4490897 , 0.9117049 , 0.69009505, 0.70003612,\n",
       "         0.1361952 , 0.64492825, 0.00992484, 0.41500162, 0.11601901,\n",
       "         0.13621824, 0.22377859, 0.32761902, 0.04135154, 0.51620071,\n",
       "         0.13464439, 0.10708734, 0.01418604, 0.9269841 , 0.01281807,\n",
       "         0.04323492, 0.02114385, 0.29634236, 0.52627119, 0.20556866,\n",
       "         0.86450772, 0.11271055, 0.67185204, 0.03234045, 0.40709157,\n",
       "         0.33498336, 0.60193995, 0.30503376, 0.72552579, 0.85953545,\n",
       "         0.17048534, 0.38255206, 0.01338824, 0.12059557, 0.41798807,\n",
       "         0.04951   , 0.76842162, 0.99448883, 0.48636066, 0.50875544,\n",
       "         0.02547278, 0.44269046, 0.13899503, 0.44861297, 0.27488897,\n",
       "         0.36602391, 0.67570171, 0.21922996, 0.73737346, 0.68497893,\n",
       "         0.77323349, 0.27391791, 0.55753297, 0.40841697, 0.05741979,\n",
       "         0.26990645, 0.91156829, 0.73316332, 0.21521952, 0.0106243 ,\n",
       "         0.83211094, 0.20143129, 0.54497973, 1.        , 0.77801631,\n",
       "         0.37030615, 0.69387288, 0.62058272, 0.53575666, 0.05787064,\n",
       "         0.6000105 , 0.43167416, 0.2297239 , 0.61446345, 0.74885243,\n",
       "         0.36437545, 0.44915336, 0.16619762, 0.12997102, 0.33202684,\n",
       "         0.78191373, 0.90230951, 0.61852363, 0.0959252 , 0.56182263,\n",
       "         0.85053726, 0.90349899, 0.27729854, 0.63500776, 0.1195834 ,\n",
       "         0.494208  , 0.67131603, 0.10463561, 0.61153487, 0.67703597,\n",
       "         0.11540091, 0.07449642, 0.7730008 , 0.72065572, 0.00263254,\n",
       "         0.21238461, 0.06024153, 0.38469916, 0.08885138, 0.09675721,\n",
       "         0.80630805, 0.06315303, 0.17137577, 0.41480432, 0.50444989,\n",
       "         0.02490182, 0.99394218, 0.75806183, 0.35232154, 0.65367839,\n",
       "         0.19118755, 0.54455855, 0.66270205, 0.90309768, 0.8190558 ,\n",
       "         0.78308378, 0.94521752, 0.4807037 , 0.01118517, 0.19304629,\n",
       "         0.67080351, 0.65871968, 0.01259008, 0.11014286, 0.04542053,\n",
       "         0.52852976, 0.71645927, 0.8257116 , 0.63242089, 0.46151425,\n",
       "         0.59541442, 0.38073818, 0.8019719 , 0.18493911, 0.35833994,\n",
       "         0.58488339, 0.35410124, 0.66757665, 0.92986196, 0.89972515,\n",
       "         0.92406038, 0.61000229, 0.4669777 , 0.56582122, 0.26554558,\n",
       "         0.13082011, 0.07968491, 0.65444214, 0.48134445, 0.16437607,\n",
       "         0.73506174, 0.64404508, 0.96458594, 0.11593187, 0.09288663]),\n",
       "  array([0.69212454, 0.15682686, 0.27358377, 0.89531663, 0.59580166,\n",
       "         0.39065555, 0.97021254, 0.89685547, 0.73571807, 0.42136363,\n",
       "         0.00234997, 0.56995799, 0.08262212, 0.60603228, 0.4242088 ,\n",
       "         0.75047841, 0.01416793, 0.44738489, 0.64211277, 0.3557014 ,\n",
       "         0.03247418, 0.00858999, 0.27439309, 0.08671277, 0.03593981,\n",
       "         0.1954197 , 0.11867392, 0.63990604, 0.70047875, 0.24076978,\n",
       "         0.22732299, 0.02807509, 0.59040697, 0.03926771, 0.18511155,\n",
       "         0.96646252, 0.29209048, 0.53207027, 0.13705038, 0.45822811,\n",
       "         0.09790144, 0.16260067, 0.24336684, 0.85244314, 0.10712044,\n",
       "         0.28022298, 0.62891921, 0.79520703, 0.22691477, 0.73319284,\n",
       "         0.15576424, 0.07499634, 0.03041962, 0.23622164, 0.30438132,\n",
       "         0.53171557, 0.05857089, 0.4440648 , 0.89387709, 0.79704592,\n",
       "         0.31795321, 0.49835359, 0.24744131, 0.12511256, 0.9681518 ,\n",
       "         0.23787536, 0.27360727, 0.28376343, 0.82388481, 0.3241234 ,\n",
       "         0.05552556, 0.72115386, 0.27760874, 0.13786159, 0.06197668,\n",
       "         0.23381264, 0.13220808, 0.37174338, 0.36808533, 0.09053687,\n",
       "         0.10113414, 0.97322165, 0.08897807, 0.02848706, 0.96213491,\n",
       "         0.99994183, 0.62489537, 0.1413137 , 0.13876356, 0.37624845,\n",
       "         0.10744402, 0.01186074, 0.15222319, 0.12689985, 0.12098211,\n",
       "         0.08821822, 0.21143995, 0.82341738, 0.87132661, 0.27128858,\n",
       "         0.37784082, 0.92766106, 0.14852859, 0.37030615, 0.75210767,\n",
       "         1.        , 0.72999817, 0.13748004, 0.64936055, 0.37731036,\n",
       "         0.14069986, 0.38399724, 0.04803197, 0.75004154, 0.2751715 ,\n",
       "         0.04722538, 0.34626634, 0.10618597, 0.0487975 , 0.83378663,\n",
       "         0.23391311, 0.48041516, 0.06524007, 0.72618816, 0.04614388,\n",
       "         0.62223659, 0.60793871, 0.90922148, 0.06179877, 0.04281834,\n",
       "         0.07866971, 0.3002526 , 0.01725916, 0.90412921, 0.46317054,\n",
       "         0.00741616, 0.57727613, 0.22955943, 0.83477422, 0.00287753,\n",
       "         0.4639369 , 0.13176403, 0.78890613, 0.09912134, 0.60108099,\n",
       "         0.22274455, 0.14665985, 0.41348892, 0.69395485, 0.423603  ,\n",
       "         0.03487743, 0.35838609, 0.71726352, 0.02017945, 0.87189972,\n",
       "         0.43428998, 0.0725313 , 0.42171595, 0.52942844, 0.56988945,\n",
       "         0.13990586, 0.39383373, 0.09676301, 0.08620839, 0.22315649,\n",
       "         0.31741452, 0.3210934 , 0.00164186, 0.02835638, 0.1139895 ,\n",
       "         0.73385079, 0.08635734, 0.33578478, 0.43800178, 0.94598897,\n",
       "         0.05277551, 0.5434009 , 0.20760381, 0.01646771, 0.36357589,\n",
       "         0.93096121, 0.99950663, 0.64350685, 0.42340072, 0.17585718,\n",
       "         0.34757239, 0.84966707, 0.6797804 , 0.16241811, 0.45730756,\n",
       "         0.03323908, 0.00271654, 0.09749008, 0.03346767, 0.75277222,\n",
       "         0.81503135, 0.06939509, 0.27138151, 0.71123141, 0.74224087]),\n",
       "  array([4.25943005e-01, 2.51403604e-02, 4.89183534e-01, 9.38905222e-01,\n",
       "         4.58302102e-01, 1.28632644e-01, 8.40929761e-01, 6.84740196e-01,\n",
       "         7.52326835e-01, 8.29332410e-01, 2.02382939e-03, 9.59763523e-01,\n",
       "         2.04273285e-01, 7.31098038e-01, 1.16226697e-01, 5.73510093e-01,\n",
       "         7.82381602e-02, 4.32933844e-01, 2.25148204e-01, 4.95494087e-01,\n",
       "         1.17882209e-01, 2.41046072e-03, 4.31631104e-01, 5.76902369e-02,\n",
       "         5.43278420e-02, 1.68925873e-01, 3.34095865e-01, 4.80944658e-01,\n",
       "         5.74267231e-01, 3.62584457e-01, 3.43097033e-01, 1.25834597e-01,\n",
       "         8.29054189e-01, 3.50315121e-02, 2.08349996e-01, 8.36198014e-01,\n",
       "         6.99384497e-01, 9.07038792e-01, 2.51741595e-01, 4.77487147e-01,\n",
       "         5.84950554e-02, 5.35970844e-01, 4.79978529e-02, 8.88652851e-01,\n",
       "         5.60843665e-02, 1.18411190e-01, 2.98710317e-01, 4.58227772e-01,\n",
       "         5.85801898e-02, 5.51848751e-01, 3.71617521e-01, 4.30228766e-02,\n",
       "         8.03561364e-03, 4.67934538e-01, 7.87701195e-02, 2.17325594e-01,\n",
       "         1.52823803e-02, 2.56447891e-01, 9.40413082e-01, 3.75695783e-01,\n",
       "         7.52508555e-01, 1.77961029e-01, 3.17682620e-01, 3.24776857e-02,\n",
       "         6.78184619e-01, 1.79670241e-01, 3.03950297e-01, 1.89314563e-01,\n",
       "         9.46193779e-01, 7.61461478e-01, 4.95910661e-02, 4.49966354e-01,\n",
       "         1.03288486e-01, 6.73946603e-02, 1.09732635e-01, 6.45170748e-02,\n",
       "         2.90278566e-01, 6.63096720e-01, 7.81841305e-01, 1.54093822e-01,\n",
       "         2.48454214e-02, 8.46418631e-01, 5.59850284e-02, 1.13348287e-01,\n",
       "         6.78744872e-01, 7.28129046e-01, 9.80664289e-01, 9.86470791e-02,\n",
       "         2.75676691e-01, 4.11400754e-01, 3.45458636e-01, 7.68523071e-02,\n",
       "         5.17982661e-01, 1.46334616e-01, 4.14576237e-02, 8.79933565e-02,\n",
       "         5.55998289e-01, 9.24896937e-01, 4.35153401e-01, 7.62874506e-02,\n",
       "         4.99886098e-01, 5.07542647e-01, 5.10403172e-01, 6.93872875e-01,\n",
       "         8.21985024e-01, 7.29998174e-01, 1.00000000e+00, 2.23268889e-01,\n",
       "         5.06526153e-01, 3.08882858e-01, 2.17618856e-01, 2.92171982e-01,\n",
       "         5.79580180e-02, 6.42519196e-01, 3.74059305e-01, 8.68761874e-02,\n",
       "         2.80060907e-01, 6.96029970e-02, 2.15142492e-01, 4.87520279e-01,\n",
       "         3.62060468e-01, 6.46171773e-01, 2.64098415e-01, 2.83060227e-01,\n",
       "         1.68720322e-01, 9.59672664e-01, 8.03781933e-01, 5.07302230e-01,\n",
       "         2.09432653e-01, 3.38282502e-02, 1.42061070e-01, 3.52929801e-01,\n",
       "         1.98224819e-02, 8.28315679e-01, 4.67252488e-01, 6.49451638e-02,\n",
       "         3.49668214e-01, 3.54222880e-01, 9.01077786e-01, 7.68909574e-04,\n",
       "         2.21537310e-01, 4.51214884e-02, 4.95054549e-01, 4.57549079e-02,\n",
       "         2.08453725e-01, 3.67735139e-01, 2.65081932e-01, 1.80757259e-01,\n",
       "         4.54899550e-01, 3.48931819e-01, 1.17151019e-02, 6.49274708e-01,\n",
       "         9.92816299e-01, 7.16540175e-02, 9.49936323e-01, 1.98801847e-01,\n",
       "         1.54896985e-01, 4.30376142e-01, 6.98149866e-01, 6.54427370e-01,\n",
       "         3.03015035e-01, 8.01657371e-01, 1.49444562e-01, 1.57122274e-02,\n",
       "         1.21823597e-01, 7.69674360e-01, 7.73011765e-01, 1.48681372e-03,\n",
       "         2.59338467e-02, 3.54078343e-02, 9.60887334e-01, 2.55105386e-01,\n",
       "         4.62836304e-01, 4.24617566e-01, 7.01468148e-01, 1.87539895e-01,\n",
       "         8.25281221e-01, 3.54759250e-01, 3.15263241e-02, 2.48602507e-01,\n",
       "         8.91901168e-01, 7.14826275e-01, 5.95477083e-01, 6.18902528e-01,\n",
       "         4.60991827e-01, 7.65926341e-01, 9.75246362e-01, 4.80702313e-01,\n",
       "         5.38019749e-01, 2.46617274e-01, 3.17263699e-02, 8.38617432e-03,\n",
       "         3.72347396e-01, 1.25539257e-01, 5.65404795e-01, 9.47721760e-01,\n",
       "         2.69593649e-01, 5.35392955e-01, 2.74000646e-01, 3.32467609e-01]),\n",
       "  array([0.08336595, 0.07517561, 0.02279694, 0.3013466 , 0.9347763 ,\n",
       "         0.51800257, 0.44281899, 0.65529839, 0.11625341, 0.30316245,\n",
       "         0.11106953, 0.19583357, 0.00366343, 0.70238215, 0.08368398,\n",
       "         0.82149012, 0.0440965 , 0.9421913 , 0.18369597, 0.73339756,\n",
       "         0.13821604, 0.15699648, 0.65452074, 0.70101327, 0.40552647,\n",
       "         0.90689492, 0.25096915, 0.9082778 , 0.85510397, 0.6900925 ,\n",
       "         0.68695821, 0.08223257, 0.55126981, 0.50628508, 0.8263916 ,\n",
       "         0.46145155, 0.06344039, 0.34817781, 0.5246324 , 0.90302458,\n",
       "         0.71604373, 0.08480778, 0.05474166, 0.20858099, 0.70576917,\n",
       "         0.75855592, 0.70589005, 0.69662901, 0.38170819, 0.83735314,\n",
       "         0.01195423, 0.64110272, 0.26696416, 0.46935726, 0.03519625,\n",
       "         0.06036966, 0.3330442 , 0.93179664, 0.30185554, 0.50772698,\n",
       "         0.20141004, 0.52354757, 0.79785555, 0.39226461, 0.52316241,\n",
       "         0.95257679, 0.88400024, 0.96672795, 0.4589139 , 0.20007736,\n",
       "         0.58923513, 0.81025311, 0.01562083, 0.73870667, 0.44579137,\n",
       "         0.43305367, 0.40866786, 0.48571595, 0.08345698, 0.5187161 ,\n",
       "         0.35028149, 0.34099116, 0.70044373, 0.11115497, 0.25221576,\n",
       "         0.37847625, 0.22023738, 0.83290013, 0.47549745, 0.89791346,\n",
       "         0.17743027, 0.02536451, 0.06308071, 0.74270191, 0.5479862 ,\n",
       "         0.69292945, 0.23443671, 0.4964952 , 0.43973646, 0.02202284,\n",
       "         0.7677608 , 0.29025828, 0.06015521, 0.43167416, 0.64121019,\n",
       "         0.38399724, 0.29217198, 0.59868338, 0.90036904, 0.0214023 ,\n",
       "         0.62904562, 1.        , 0.5129203 , 0.79984372, 0.76512886,\n",
       "         0.39205024, 0.99473178, 0.7522    , 0.00567304, 0.66032941,\n",
       "         0.66950675, 0.69885008, 0.09639323, 0.22661677, 0.1410928 ,\n",
       "         0.3521536 , 0.60411354, 0.50162138, 0.16979786, 0.53005682,\n",
       "         0.47171999, 0.8594943 , 0.32392725, 0.56846637, 0.91812717,\n",
       "         0.00345969, 0.05333374, 0.67139584, 0.52898143, 0.08367243,\n",
       "         0.81267975, 0.55850153, 0.74877605, 0.64702697, 0.36726146,\n",
       "         0.62080383, 0.00661993, 0.76455822, 0.84985553, 0.99176882,\n",
       "         0.35080741, 0.4797989 , 0.33881605, 0.12871143, 0.41676726,\n",
       "         0.79280377, 0.38496537, 0.924934  , 0.68113516, 0.77559509,\n",
       "         0.41869932, 0.29696498, 0.57367667, 0.19739699, 0.87311703,\n",
       "         0.11905597, 0.1162964 , 0.08909342, 0.4336666 , 0.48762187,\n",
       "         0.19975536, 0.23163276, 0.74792332, 0.94399813, 0.57597352,\n",
       "         0.15153042, 0.09474512, 0.59423658, 0.24371614, 0.99027525,\n",
       "         0.45416831, 0.37394523, 0.85925407, 0.65624125, 0.26863154,\n",
       "         0.25562951, 0.32662396, 0.87659737, 0.06599393, 0.89366411,\n",
       "         0.46466238, 0.06479249, 0.08963064, 0.12951998, 0.10228127,\n",
       "         0.45873551, 0.11005478, 0.45509809, 0.33596209, 0.14491125]),\n",
       "  array([0.0502069 , 0.01337678, 0.03647509, 0.30090008, 0.71723246,\n",
       "         0.18148733, 0.37261207, 0.4939168 , 0.11219649, 0.5464926 ,\n",
       "         0.09928587, 0.30255552, 0.00782904, 0.81215861, 0.02408764,\n",
       "         0.62329829, 0.20992762, 0.8968866 , 0.0667162 , 0.97616837,\n",
       "         0.44911195, 0.04928738, 0.9764097 , 0.48173679, 0.59628514,\n",
       "         0.78690361, 0.6388449 , 0.6811971 , 0.69326015, 0.99156114,\n",
       "         0.98983161, 0.32274253, 0.73085685, 0.45890322, 0.91388002,\n",
       "         0.38790812, 0.1346601 , 0.54907932, 0.90890756, 0.91936322,\n",
       "         0.4450399 , 0.24468549, 0.01166256, 0.20619361, 0.38783098,\n",
       "         0.33784077, 0.34574029, 0.40624842, 0.10725054, 0.6268824 ,\n",
       "         0.02491645, 0.38466321, 0.07844624, 0.86356657, 0.00953904,\n",
       "         0.02491877, 0.09615945, 0.55133275, 0.30231602, 0.24495313,\n",
       "         0.42948888, 0.19700269, 0.99141083, 0.11176913, 0.36268674,\n",
       "         0.72840891, 0.96141519, 0.65785888, 0.50184326, 0.42359516,\n",
       "         0.53315533, 0.51024532, 0.00585412, 0.37995571, 0.75336963,\n",
       "         0.12955155, 0.83189828, 0.80655627, 0.15873876, 0.84255731,\n",
       "         0.09500207, 0.28674447, 0.4570616 , 0.39254993, 0.17417981,\n",
       "         0.2705342 , 0.31898899, 0.59558714, 0.88406806, 0.95823129,\n",
       "         0.50863686, 0.13915871, 0.18679479, 0.84313028, 0.20270893,\n",
       "         0.69115775, 0.55526472, 0.53255618, 0.22300994, 0.00641081,\n",
       "         0.97431202, 0.15901554, 0.17969288, 0.74885243, 0.67398757,\n",
       "         0.2751715 , 0.3740593 , 0.92768439, 0.69854104, 0.01658435,\n",
       "         0.93225785, 0.76512886, 0.61236059, 0.67393436, 1.        ,\n",
       "         0.68772404, 0.80628162, 0.50891798, 0.02094107, 0.38972675,\n",
       "         0.98658966, 0.89615461, 0.34109325, 0.09084599, 0.45934775,\n",
       "         0.50536984, 0.75837824, 0.28209515, 0.51466092, 0.42932843,\n",
       "         0.80968189, 0.98296808, 0.37252597, 0.50570448, 0.90733692,\n",
       "         0.02451065, 0.031534  , 0.98686016, 0.54737377, 0.02527779,\n",
       "         0.40257416, 0.20627288, 0.47287072, 0.31656663, 0.13348049,\n",
       "         0.97042267, 0.01060431, 0.34941848, 0.5607617 , 0.81514108,\n",
       "         0.12886405, 0.80848858, 0.43898622, 0.41219609, 0.43321336,\n",
       "         0.3779637 , 0.7698231 , 0.92517963, 0.8561655 , 0.85897794,\n",
       "         0.84128004, 0.55253083, 0.85249543, 0.04042637, 0.49491875,\n",
       "         0.25767179, 0.24991138, 0.08357615, 0.4031652 , 0.16464577,\n",
       "         0.24397253, 0.61845118, 0.98695605, 0.90039538, 0.42150658,\n",
       "         0.48010067, 0.13181417, 0.95922316, 0.44719371, 0.68712141,\n",
       "         0.41948741, 0.26285612, 0.77982195, 0.90937258, 0.63734634,\n",
       "         0.51150685, 0.35510162, 0.62069372, 0.19059035, 0.49594738,\n",
       "         0.44874165, 0.18587509, 0.29858478, 0.43317281, 0.07413354,\n",
       "         0.5074941 , 0.37533241, 0.83216741, 0.1340269 , 0.06558572]),\n",
       "  array([0.06987468, 0.05944768, 0.02073894, 0.27931218, 0.90786674,\n",
       "         0.46076218, 0.40925989, 0.61250039, 0.10356941, 0.30945502,\n",
       "         0.12892462, 0.18995379, 0.0033305 , 0.70104562, 0.06661192,\n",
       "         0.78334163, 0.05329446, 0.94864091, 0.15240839, 0.76329485,\n",
       "         0.16309299, 0.15653888, 0.69397758, 0.72809583, 0.46243555,\n",
       "         0.93932855, 0.27937205, 0.87588298, 0.82520685, 0.73532669,\n",
       "         0.73405001, 0.09716725, 0.55220778, 0.5530855 , 0.87573371,\n",
       "         0.42735734, 0.06218145, 0.3490113 , 0.5777098 , 0.91255181,\n",
       "         0.73262192, 0.0894312 , 0.04252457, 0.19021182, 0.70955811,\n",
       "         0.7154151 , 0.64453059, 0.63985914, 0.33577684, 0.79899773,\n",
       "         0.01112813, 0.65848452, 0.25529084, 0.50397753, 0.027143  ,\n",
       "         0.04855245, 0.31138719, 0.89366131, 0.27991372, 0.45051977,\n",
       "         0.20787051, 0.46390291, 0.84239442, 0.3559905 , 0.47790696,\n",
       "         0.96718459, 0.9208532 , 0.96249849, 0.43977483, 0.20608933,\n",
       "         0.63762814, 0.75904337, 0.01202972, 0.73043699, 0.50463429,\n",
       "         0.38515241, 0.45281601, 0.5058878 , 0.08105793, 0.57849696,\n",
       "         0.31780455, 0.31117216, 0.72275886, 0.13173064, 0.22248326,\n",
       "         0.34096536, 0.21248281, 0.85557223, 0.52460055, 0.92012794,\n",
       "         0.19756683, 0.03054872, 0.06596705, 0.79942742, 0.51976926,\n",
       "         0.74650949, 0.25118863, 0.4766561 , 0.38783922, 0.0168211 ,\n",
       "         0.7946321 , 0.25219585, 0.06289472, 0.44915336, 0.62457147,\n",
       "         0.34626634, 0.28006091, 0.65582876, 0.87028446, 0.01775475,\n",
       "         0.68683221, 0.99473178, 0.57111347, 0.76992535, 0.80628162,\n",
       "         0.44855093, 1.        , 0.77511192, 0.00570978, 0.60433873,\n",
       "         0.71518181, 0.712606  , 0.10907853, 0.19071   , 0.16390951,\n",
       "         0.34720463, 0.60358024, 0.4490107 , 0.19482733, 0.57134506,\n",
       "         0.53020171, 0.89473321, 0.36912   , 0.53652051, 0.92526496,\n",
       "         0.00397665, 0.04405695, 0.7177546 , 0.50719127, 0.08496716,\n",
       "         0.75886397, 0.52798105, 0.69602108, 0.64256517, 0.31598296,\n",
       "         0.66630653, 0.00584915, 0.70992589, 0.80323825, 0.98872277,\n",
       "         0.34542679, 0.50105363, 0.32775173, 0.15461311, 0.39443386,\n",
       "         0.73887595, 0.43692248, 0.93779486, 0.68907468, 0.77666669,\n",
       "         0.46260005, 0.30479002, 0.63505571, 0.1706353 , 0.85892691,\n",
       "         0.12001738, 0.1169548 , 0.10461306, 0.47886897, 0.45698321,\n",
       "         0.18708029, 0.26206393, 0.78060493, 0.95170313, 0.53208391,\n",
       "         0.17502138, 0.0880246 , 0.64069836, 0.28796682, 0.97739109,\n",
       "         0.42510333, 0.33612269, 0.84239805, 0.67651255, 0.29231875,\n",
       "         0.26400183, 0.30732147, 0.83655043, 0.06877311, 0.84862183,\n",
       "         0.51288246, 0.0819703 , 0.09854478, 0.15258642, 0.08786622,\n",
       "         0.4403421 , 0.12449133, 0.48441687, 0.28824342, 0.12073081]),\n",
       "  array([0.39331621, 0.25267746, 0.0900998 , 0.6186532 , 0.83892528,\n",
       "         0.71036864, 0.81043808, 0.94265054, 0.38322208, 0.30777312,\n",
       "         0.01181681, 0.33191249, 0.01886584, 0.64036459, 0.39606265,\n",
       "         0.92179783, 0.01233823, 0.64716037, 0.63046729, 0.44468567,\n",
       "         0.03740002, 0.04572049, 0.34660918, 0.24300586, 0.08400689,\n",
       "         0.40030422, 0.11483348, 0.87445596, 0.87388352, 0.3319234 ,\n",
       "         0.31958953, 0.02584275, 0.54186208, 0.11795728, 0.33807875,\n",
       "         0.82204139, 0.12472439, 0.39557134, 0.19599999, 0.62823343,\n",
       "         0.27489657, 0.08631114, 0.27066522, 0.52192828, 0.30367686,\n",
       "         0.61092132, 0.93362745, 0.99712167, 0.49592701, 0.92072457,\n",
       "         0.04456059, 0.22712734, 0.12476882, 0.25484442, 0.23623638,\n",
       "         0.34475372, 0.20409983, 0.77967265, 0.61769476, 0.95339688,\n",
       "         0.20620629, 0.80323707, 0.37919206, 0.34707149, 0.93559977,\n",
       "         0.48437685, 0.44320929, 0.56890977, 0.66824835, 0.20870079,\n",
       "         0.15464217, 0.96602161, 0.14220313, 0.37030935, 0.11467489,\n",
       "         0.5171803 , 0.16273017, 0.35487889, 0.16720968, 0.15573206,\n",
       "         0.29769358, 0.73306567, 0.25206519, 0.03064324, 0.70121893,\n",
       "         0.82989075, 0.37741876, 0.34419621, 0.18458492, 0.54541892,\n",
       "         0.08986377, 0.00841095, 0.07304808, 0.25497636, 0.34831765,\n",
       "         0.20978528, 0.16359199, 0.69444408, 0.93198242, 0.17797821,\n",
       "         0.47895244, 0.79694581, 0.07038487, 0.33202684, 0.73266653,\n",
       "         0.83378663, 0.48752028, 0.21650219, 0.86712026, 0.14390012,\n",
       "         0.22800326, 0.66032941, 0.11967987, 0.87347639, 0.38972675,\n",
       "         0.09103074, 0.60433873, 0.28436455, 0.01299405, 1.        ,\n",
       "         0.31897087, 0.53188   , 0.04791104, 0.70844789, 0.04664128,\n",
       "         0.45424538, 0.58469884, 0.96527147, 0.06168302, 0.13256932,\n",
       "         0.13467312, 0.45434672, 0.05447958, 0.83700613, 0.64429023,\n",
       "         0.00260611, 0.29788393, 0.31602765, 0.72854129, 0.01866732,\n",
       "         0.81628468, 0.36985267, 0.98796849, 0.29364649, 0.7945291 ,\n",
       "         0.29339661, 0.03795887, 0.76810296, 0.94329055, 0.67842878,\n",
       "         0.13770083, 0.3433381 , 0.50868395, 0.02739922, 0.68002031,\n",
       "         0.78890259, 0.11117112, 0.60734464, 0.56317547, 0.65278255,\n",
       "         0.17094666, 0.28922581, 0.17496397, 0.24210274, 0.50915336,\n",
       "         0.166593  , 0.16671496, 0.00854479, 0.09013742, 0.33315657,\n",
       "         0.4295466 , 0.08994847, 0.43423106, 0.63883508, 0.93693682,\n",
       "         0.05262804, 0.25318262, 0.27270731, 0.0390934 , 0.66236434,\n",
       "         0.76827864, 0.83145695, 0.7939193 , 0.46550964, 0.15417305,\n",
       "         0.24533414, 0.59729466, 0.91600541, 0.07813983, 0.80163103,\n",
       "         0.10041894, 0.00647315, 0.0609302 , 0.03669573, 0.41565019,\n",
       "         0.66062438, 0.05319666, 0.27463052, 0.81798983, 0.57317842]),\n",
       "  array([0.04070021, 0.00834604, 0.0366734 , 0.27517294, 0.62561397,\n",
       "         0.13272632, 0.32872994, 0.42666921, 0.10125287, 0.57345623,\n",
       "         0.09191817, 0.30504766, 0.00835742, 0.77457054, 0.01662124,\n",
       "         0.5408649 , 0.27661949, 0.82270276, 0.04862361, 0.96484567,\n",
       "         0.54470388, 0.0358696 , 0.99104345, 0.41504596, 0.61032492,\n",
       "         0.71123364, 0.72990233, 0.59072397, 0.61103782, 0.99939915,\n",
       "         0.99867621, 0.40715077, 0.71747932, 0.42204893, 0.87169942,\n",
       "         0.34226471, 0.14524628, 0.55883056, 0.95722794, 0.8556422 ,\n",
       "         0.37464738, 0.28449412, 0.00753218, 0.1876942 , 0.31738751,\n",
       "         0.2620604 , 0.27214238, 0.33185422, 0.07479783, 0.54252343,\n",
       "         0.0265588 , 0.32165804, 0.05594591, 0.91726274, 0.0064685 ,\n",
       "         0.01855865, 0.06808883, 0.45479228, 0.27666027, 0.1913486 ,\n",
       "         0.46745547, 0.14613243, 0.96822181, 0.07855783, 0.30681915,\n",
       "         0.63934495, 0.91142582, 0.56190494, 0.47011064, 0.46021356,\n",
       "         0.489433  , 0.42480635, 0.00424461, 0.30591355, 0.79276448,\n",
       "         0.09169031, 0.90678437, 0.83469817, 0.16712908, 0.87731584,\n",
       "         0.06609085, 0.25243901, 0.38918534, 0.48472122, 0.14642884,\n",
       "         0.22981731, 0.31707613, 0.51648775, 0.94507909, 0.90252958,\n",
       "         0.59565206, 0.18873772, 0.21807411, 0.81057112, 0.15143928,\n",
       "         0.64697351, 0.62127761, 0.49703038, 0.17585277, 0.00440544,\n",
       "         0.95270929, 0.12711439, 0.21015593, 0.78191373, 0.62781296,\n",
       "         0.23391311, 0.36206047, 0.95388804, 0.61025697, 0.01414228,\n",
       "         0.94929184, 0.66950675, 0.59805334, 0.59853   , 0.98658966,\n",
       "         0.73051816, 0.71518181, 0.43650997, 0.02543753, 0.31897087,\n",
       "         1.        , 0.87613347, 0.41831986, 0.06772916, 0.55598234,\n",
       "         0.5030844 , 0.73582562, 0.22778725, 0.61258046, 0.38494035,\n",
       "         0.8538214 , 0.94152333, 0.36232132, 0.45280636, 0.83889652,\n",
       "         0.03479701, 0.02540772, 0.99986797, 0.50696646, 0.01830261,\n",
       "         0.31873846, 0.15397112, 0.39344273, 0.25242026, 0.0978515 ,\n",
       "         0.99645512, 0.01061597, 0.27183144, 0.47205839, 0.72418018,\n",
       "         0.09669628, 0.83959115, 0.42656682, 0.49982181, 0.40079287,\n",
       "         0.296796  , 0.83917967, 0.85835341, 0.83254922, 0.81235387,\n",
       "         0.91412516, 0.58410686, 0.87042973, 0.02633293, 0.40625432,\n",
       "         0.2802798 , 0.27133532, 0.07829243, 0.37336599, 0.12047124,\n",
       "         0.23300369, 0.71544125, 0.97419512, 0.82643086, 0.36123484,\n",
       "         0.57731462, 0.12917031, 0.99224212, 0.4818939 , 0.58846785,\n",
       "         0.37805173, 0.22244233, 0.70533445, 0.90500872, 0.71510174,\n",
       "         0.54948689, 0.33129506, 0.53100967, 0.22123293, 0.40308023,\n",
       "         0.41883832, 0.22210007, 0.36000679, 0.52838997, 0.06268955,\n",
       "         0.47667234, 0.45677849, 0.8815727 , 0.10012369, 0.05006311]),\n",
       "  array([0.28686504, 0.01705045, 0.37264877, 0.83351687, 0.50593644,\n",
       "         0.11864169, 0.76183842, 0.65932356, 0.58154815, 0.94142648,\n",
       "         0.00416672, 0.92979365, 0.14735549, 0.82822978, 0.07404402,\n",
       "         0.59331385, 0.13814458, 0.52436211, 0.16002247, 0.63763783,\n",
       "         0.20429052, 0.00344004, 0.58235715, 0.08299531, 0.09585346,\n",
       "         0.23069308, 0.48904727, 0.51946049, 0.61325344, 0.50149883,\n",
       "         0.47920342, 0.21184961, 0.92850175, 0.05765486, 0.29607711,\n",
       "         0.7633884 , 0.66475613, 0.9870935 , 0.37959718, 0.57908363,\n",
       "         0.08111761, 0.62953596, 0.02953086, 0.74479362, 0.07458751,\n",
       "         0.12951838, 0.28538003, 0.43353279, 0.05398476, 0.57366914,\n",
       "         0.29357898, 0.06089384, 0.00996329, 0.63663951, 0.04519267,\n",
       "         0.13473611, 0.01750802, 0.28334413, 0.83581772, 0.32422427,\n",
       "         0.86282321, 0.15977981, 0.43618673, 0.03345297, 0.60967739,\n",
       "         0.2334074 , 0.40694071, 0.23380905, 0.93326534, 0.8679634 ,\n",
       "         0.07886516, 0.45120277, 0.05561639, 0.08536584, 0.18382799,\n",
       "         0.06119433, 0.43493329, 0.8222213 , 0.73312541, 0.24622251,\n",
       "         0.0257945 , 0.73216172, 0.07937704, 0.19659472, 0.53745779,\n",
       "         0.61878543, 0.94251856, 0.13533577, 0.41329764, 0.5205579 ,\n",
       "         0.49549652, 0.13060713, 0.5874054 , 0.21910516, 0.04787061,\n",
       "         0.13528863, 0.71719487, 0.92154092, 0.36405843, 0.04171732,\n",
       "         0.63581029, 0.39647985, 0.57746704, 0.85053726, 0.86663001,\n",
       "         0.62223659, 0.95967266, 0.33702572, 0.54841509, 0.19146049,\n",
       "         0.32719972, 0.3521536 , 0.09731232, 0.67512437, 0.50536984,\n",
       "         0.15029464, 0.34720463, 0.09756028, 0.20390821, 0.45424538,\n",
       "         0.5030844 , 0.77688455, 0.38683692, 0.20816292, 0.27610691,\n",
       "         1.        , 0.9005509 , 0.43969985, 0.3318166 , 0.05410053,\n",
       "         0.23124008, 0.46712997, 0.03645953, 0.80204425, 0.56402178,\n",
       "         0.08888429, 0.22405653, 0.49381126, 0.89939948, 0.00118117,\n",
       "         0.2292349 , 0.05148606, 0.48228345, 0.05941303, 0.16914585,\n",
       "         0.51439415, 0.18149655, 0.18591433, 0.46722261, 0.41853983,\n",
       "         0.01552596, 0.81078248, 0.98296768, 0.13288402, 0.90345286,\n",
       "         0.20567805, 0.2541661 , 0.52998244, 0.81844473, 0.75615978,\n",
       "         0.45033514, 0.92307422, 0.23615614, 0.01438026, 0.14882196,\n",
       "         0.80771448, 0.80518133, 0.00316487, 0.04418621, 0.03977672,\n",
       "         0.85441445, 0.39280997, 0.6026913 , 0.51656398, 0.65059206,\n",
       "         0.30197657, 0.69615865, 0.50163849, 0.06084963, 0.29638266,\n",
       "         0.83220353, 0.60430679, 0.66006036, 0.76365369, 0.62902971,\n",
       "         0.8904447 , 0.90066055, 0.50497941, 0.60512438, 0.26583249,\n",
       "         0.05360517, 0.01916608, 0.49630076, 0.21516821, 0.40294504,\n",
       "         0.93855601, 0.39697337, 0.70634743, 0.21640744, 0.23059885]),\n",
       "  array([0.53873315, 0.29039233, 0.12376783, 0.67612863, 0.70033911,\n",
       "         0.64512311, 0.84651951, 0.90859203, 0.48338001, 0.28052837,\n",
       "         0.00517286, 0.35088108, 0.0285891 , 0.55022997, 0.52003831,\n",
       "         0.82359311, 0.00801528, 0.50400633, 0.76035391, 0.33992452,\n",
       "         0.02351588, 0.02564146, 0.25587293, 0.15052281, 0.04645424,\n",
       "         0.27071797, 0.08363084, 0.74491272, 0.76165112, 0.23737921,\n",
       "         0.22627062, 0.01720189, 0.4802997 , 0.0657342 , 0.2265616 ,\n",
       "         0.85150425, 0.14058824, 0.37031202, 0.13114212, 0.49312593,\n",
       "         0.17466591, 0.08092969, 0.3538986 , 0.60578563, 0.19838843,\n",
       "         0.47786227, 0.85512904, 0.94531209, 0.43728078, 0.81688596,\n",
       "         0.06106054, 0.14050893, 0.08059464, 0.19192264, 0.34407665,\n",
       "         0.48976252, 0.14312528, 0.62740628, 0.67452941, 0.97154427,\n",
       "         0.19030349, 0.75818704, 0.26790103, 0.27221319, 0.95939523,\n",
       "         0.33959036, 0.31583578, 0.41430909, 0.66076682, 0.1936306 ,\n",
       "         0.08937595, 0.86977139, 0.2317843 , 0.25255106, 0.06832538,\n",
       "         0.44601641, 0.11208749, 0.29099943, 0.18835996, 0.09706925,\n",
       "         0.2299521 , 0.80445019, 0.15745945, 0.01947271, 0.82314693,\n",
       "         0.90756515, 0.39883179, 0.2255423 , 0.12548399, 0.41179339,\n",
       "         0.06798969, 0.00580446, 0.07137133, 0.16216755, 0.25062356,\n",
       "         0.12740606, 0.13504578, 0.67747001, 0.98855687, 0.27557751,\n",
       "         0.36829835, 0.9193753 , 0.06902326, 0.27729854, 0.67095183,\n",
       "         0.90922148, 0.50730223, 0.14248569, 0.74020441, 0.22300952,\n",
       "         0.14976891, 0.50162138, 0.06780974, 0.77871172, 0.28209515,\n",
       "         0.05267391, 0.4490107 , 0.18072595, 0.01585551, 0.96527147,\n",
       "         0.22778725, 0.43500339, 0.03648746, 0.83508041, 0.03118862,\n",
       "         0.43969985, 0.5141713 , 1.        , 0.04228113, 0.07500637,\n",
       "         0.08292422, 0.33004597, 0.02785568, 0.82047722, 0.50619123,\n",
       "         0.00234844, 0.42924483, 0.22481618, 0.70588483, 0.00962541,\n",
       "         0.68755329, 0.26946211, 0.91779486, 0.19367846, 0.83169881,\n",
       "         0.20973054, 0.05845598, 0.64396337, 0.83313756, 0.5231746 ,\n",
       "         0.08541914, 0.27998425, 0.51279936, 0.01599114, 0.69424106,\n",
       "         0.66109797, 0.06931141, 0.46786426, 0.47190845, 0.54592454,\n",
       "         0.11856361, 0.26076925, 0.1090149 , 0.20588096, 0.3658175 ,\n",
       "         0.16936482, 0.17068022, 0.00363356, 0.04857346, 0.24377989,\n",
       "         0.48183172, 0.06246499, 0.32737502, 0.49531582, 0.93619488,\n",
       "         0.03567266, 0.30591061, 0.19355456, 0.02024678, 0.50227106,\n",
       "         0.78761223, 0.91227823, 0.67532374, 0.37428258, 0.11987215,\n",
       "         0.22114037, 0.63316262, 0.79748441, 0.07675635, 0.65652697,\n",
       "         0.05488753, 0.00297595, 0.05090284, 0.02344048, 0.54976487,\n",
       "         0.65145141, 0.04008078, 0.21356079, 0.89274224, 0.73140032]),\n",
       "  array([0.05567943, 0.02085055, 0.03133945, 0.30102559, 0.7954616 ,\n",
       "         0.2443022 , 0.39204365, 0.54032975, 0.11119013, 0.47964382,\n",
       "         0.11490618, 0.27126254, 0.0061599 , 0.8063887 , 0.03256072,\n",
       "         0.6873161 , 0.14934268, 0.94868852, 0.08580409, 0.94835941,\n",
       "         0.35443842, 0.07260712, 0.92490619, 0.57121951, 0.58827186,\n",
       "         0.86821755, 0.52733404, 0.75804018, 0.75374659, 0.95234661,\n",
       "         0.95121107, 0.24070827, 0.69745867, 0.51311722, 0.94760543,\n",
       "         0.40867751, 0.11022623, 0.49731977, 0.83848628, 0.95460661,\n",
       "         0.53995637, 0.18927679, 0.01706118, 0.20523725, 0.48418339,\n",
       "         0.43540474, 0.42600058, 0.47618582, 0.1535025 , 0.6943085 ,\n",
       "         0.01998779, 0.47262243, 0.11547067, 0.77250015, 0.01292624,\n",
       "         0.03035471, 0.14071035, 0.65742361, 0.30223656, 0.29890836,\n",
       "         0.36021964, 0.25901539, 0.99050741, 0.16178824, 0.402324  ,\n",
       "         0.8268002 , 0.99341681, 0.76605422, 0.49659571, 0.35570116,\n",
       "         0.59364498, 0.59009544, 0.00718587, 0.47996044, 0.70995415,\n",
       "         0.18293043, 0.73311281, 0.73305162, 0.13371871, 0.79764189,\n",
       "         0.13957006, 0.29985247, 0.54873542, 0.30273295, 0.19009901,\n",
       "         0.29527838, 0.29086651, 0.69392763, 0.79906128, 0.98771313,\n",
       "         0.40506439, 0.09466764, 0.14276621, 0.87410774, 0.27714875,\n",
       "         0.74552704, 0.45962642, 0.53056136, 0.26724066, 0.00846047,\n",
       "         0.95767782, 0.18476405, 0.13696157, 0.67131603, 0.6804942 ,\n",
       "         0.3002526 , 0.3529298 , 0.88294281, 0.77029539, 0.01695242,\n",
       "         0.89788503, 0.8594943 , 0.63588836, 0.72331518, 0.98296808,\n",
       "         0.64422073, 0.89473321, 0.60392294, 0.01468826, 0.45434672,\n",
       "         0.94152333, 0.87157567, 0.25690626, 0.11420009, 0.35949635,\n",
       "         0.46712997, 0.73484185, 0.33004597, 0.40907083, 0.49338624,\n",
       "         0.75674721, 1.        , 0.39578741, 0.52868172, 0.94934818,\n",
       "         0.01507616, 0.03491273, 0.94287094, 0.55094004, 0.03801855,\n",
       "         0.49988688, 0.28168813, 0.54428914, 0.40687144, 0.17476973,\n",
       "         0.91183731, 0.0089765 , 0.44335982, 0.64224301, 0.89701464,\n",
       "         0.17988367, 0.73252234, 0.41457713, 0.32966003, 0.43262342,\n",
       "         0.47435146, 0.6902936 , 0.96739847, 0.83444378, 0.86550376,\n",
       "         0.74324922, 0.48162653, 0.82603994, 0.06312631, 0.60549407,\n",
       "         0.21263538, 0.20643043, 0.09587041, 0.44974888, 0.23003598,\n",
       "         0.23081326, 0.50725515, 0.9626966 , 0.9524466 , 0.46254546,\n",
       "         0.37775613, 0.11940102, 0.89460755, 0.41992251, 0.79198011,\n",
       "         0.43179549, 0.28803278, 0.82583782, 0.86861195, 0.53138286,\n",
       "         0.43750226, 0.34881052, 0.69920357, 0.14652099, 0.5999986 ,\n",
       "         0.49474856, 0.15771795, 0.22577363, 0.33861299, 0.07868713,\n",
       "         0.50084639, 0.2858185 , 0.7425684 , 0.17036245, 0.07907301]),\n",
       "  array([0.44149462, 0.08892083, 0.22979247, 0.88730264, 0.77994473,\n",
       "         0.36607498, 0.97173499, 0.96727102, 0.59826162, 0.62726062,\n",
       "         0.00749648, 0.66836357, 0.06626344, 0.85874379, 0.23167477,\n",
       "         0.89580328, 0.04340206, 0.68227163, 0.418972  , 0.61171308,\n",
       "         0.09310888, 0.01468411, 0.51032628, 0.16272155, 0.09725489,\n",
       "         0.34929681, 0.26170236, 0.81045313, 0.88028984, 0.46185562,\n",
       "         0.44221047, 0.078834  , 0.83512951, 0.09161839, 0.3588622 ,\n",
       "         0.97836153, 0.34475592, 0.73614282, 0.30264241, 0.70503825,\n",
       "         0.17266017, 0.26674431, 0.12264456, 0.77845465, 0.17586286,\n",
       "         0.34207284, 0.64129134, 0.81457593, 0.20753595, 0.87989002,\n",
       "         0.1415501 , 0.1356129 , 0.04239135, 0.45438628, 0.14261125,\n",
       "         0.2902609 , 0.07291466, 0.56639087, 0.88758867, 0.70351552,\n",
       "         0.48853966, 0.45305724, 0.4627092 , 0.13396658, 0.93997217,\n",
       "         0.39117864, 0.48700967, 0.42939688, 0.95560535, 0.49355107,\n",
       "         0.12343979, 0.80800012, 0.12309124, 0.20991019, 0.15823361,\n",
       "         0.22413784, 0.2942822 , 0.62105674, 0.42139874, 0.21541541,\n",
       "         0.10893469, 0.91343946, 0.16270851, 0.08248737, 0.78141338,\n",
       "         0.90004363, 0.71977557, 0.24912081, 0.30621014, 0.6174534 ,\n",
       "         0.23315034, 0.03495104, 0.23835459, 0.26545871, 0.15628442,\n",
       "         0.18895608, 0.38751602, 0.96677259, 0.74015185, 0.11971875,\n",
       "         0.63602564, 0.72150971, 0.23202429, 0.61153487, 0.95393051,\n",
       "         0.90412921, 0.82831568, 0.30051902, 0.8281554 , 0.21994534,\n",
       "         0.30443104, 0.56846637, 0.11862537, 0.92513186, 0.50570448,\n",
       "         0.12663198, 0.53652051, 0.1918018 , 0.06078656, 0.83700613,\n",
       "         0.45280636, 0.74807301, 0.14905143, 0.50222653, 0.12210188,\n",
       "         0.80204425, 0.85550059, 0.82047722, 0.15509961, 0.09483803,\n",
       "         0.19322284, 0.52868172, 0.04825499, 1.        , 0.70576936,\n",
       "         0.01656446, 0.34271871, 0.44631031, 0.97885678, 0.0054325 ,\n",
       "         0.5297599 , 0.16737091, 0.84905292, 0.15546094, 0.47238309,\n",
       "         0.43794431, 0.10606528, 0.46424688, 0.80808381, 0.62754668,\n",
       "         0.05462808, 0.60562726, 0.85135133, 0.06353448, 0.9558246 ,\n",
       "         0.49381579, 0.18306842, 0.6616955 , 0.79402376, 0.82648796,\n",
       "         0.30745855, 0.60010868, 0.22456715, 0.07554504, 0.3262495 ,\n",
       "         0.43138077, 0.43150861, 0.00551626, 0.06964045, 0.14033312,\n",
       "         0.74447018, 0.20548225, 0.58658884, 0.67225169, 0.96501328,\n",
       "         0.1361251 , 0.51898497, 0.41581361, 0.05173331, 0.52464618,\n",
       "         0.9813564 , 0.89149851, 0.86226024, 0.68931105, 0.34882328,\n",
       "         0.54090894, 0.89802165, 0.82307633, 0.25073794, 0.55963534,\n",
       "         0.08100105, 0.01133605, 0.19388487, 0.09476568, 0.53002271,\n",
       "         0.9518646 , 0.15910622, 0.49963195, 0.54342893, 0.4788934 ]),\n",
       "  array([0.03945598, 0.00828236, 0.03518963, 0.26909213, 0.62372396,\n",
       "         0.13270865, 0.3229334 , 0.42170528, 0.09817884, 0.56364951,\n",
       "         0.09521005, 0.29757653, 0.00794715, 0.76760526, 0.01627861,\n",
       "         0.53704065, 0.27485771, 0.82190623, 0.04775681, 0.96168951,\n",
       "         0.54446473, 0.0369881 , 0.98876372, 0.42195251, 0.61995353,\n",
       "         0.7174382 , 0.72482714, 0.58834402, 0.60723072, 0.99943863,\n",
       "         0.99930622, 0.4047562 , 0.70866564, 0.43064608, 0.87760027,\n",
       "         0.3364059 , 0.14066831, 0.54912735, 0.95935002, 0.85380795,\n",
       "         0.38067876, 0.27779097, 0.00740175, 0.18288613, 0.32235437,\n",
       "         0.26379434, 0.27102544, 0.32919805, 0.07509472, 0.53899475,\n",
       "         0.02541873, 0.32749405, 0.05722919, 0.91205328, 0.0062987 ,\n",
       "         0.01802095, 0.06931146, 0.45566512, 0.27055184, 0.18934387,\n",
       "         0.45831494, 0.14565831, 0.97043962, 0.07942944, 0.30235517,\n",
       "         0.64433119, 0.91428452, 0.56564177, 0.46213366, 0.45110045,\n",
       "         0.49829136, 0.42241369, 0.00409093, 0.31008963, 0.80042717,\n",
       "         0.09212061, 0.90566339, 0.82648908, 0.16205085, 0.88369749,\n",
       "         0.06692101, 0.24723598, 0.39566666, 0.48377641, 0.14310666,\n",
       "         0.22550595, 0.30952381, 0.52305001, 0.94555751, 0.90231765,\n",
       "         0.58939917, 0.18656516, 0.21233951, 0.81847079, 0.1535216 ,\n",
       "         0.65601487, 0.61266622, 0.48910034, 0.17349177, 0.00427051,\n",
       "         0.94971241, 0.12466108, 0.20456465, 0.7730008 , 0.62033888,\n",
       "         0.22955943, 0.35422288, 0.95807872, 0.60750796, 0.01357068,\n",
       "         0.9540126 , 0.67139584, 0.60788303, 0.59373625, 0.98686016,\n",
       "         0.73862635, 0.7177546 , 0.44314263, 0.02437618, 0.31602765,\n",
       "         0.99986797, 0.86997196, 0.41286378, 0.06654782, 0.55362249,\n",
       "         0.49381126, 0.7275516 , 0.22481618, 0.60949918, 0.39287   ,\n",
       "         0.86019018, 0.94287094, 0.37075744, 0.44631031, 0.83730794,\n",
       "         0.03374639, 0.02455878, 1.        , 0.4992734 , 0.01897885,\n",
       "         0.31903679, 0.15597072, 0.3904618 , 0.25652643, 0.09694887,\n",
       "         0.99565706, 0.01011484, 0.27239021, 0.4697298 , 0.72501581,\n",
       "         0.09893343, 0.83149157, 0.41809801, 0.5019764 , 0.39342258,\n",
       "         0.29728494, 0.84346052, 0.85766107, 0.82562916, 0.80675124,\n",
       "         0.91272892, 0.57431585, 0.87758685, 0.02658306, 0.41006859,\n",
       "         0.27312354, 0.26431274, 0.08120107, 0.38166049, 0.1221161 ,\n",
       "         0.22701748, 0.71220165, 0.97192261, 0.82584003, 0.3563491 ,\n",
       "         0.57454469, 0.12510846, 0.99155515, 0.49035627, 0.59078837,\n",
       "         0.37145679, 0.2182627 , 0.7011756 , 0.89887035, 0.70778517,\n",
       "         0.53987949, 0.32429946, 0.52847429, 0.21539972, 0.40368276,\n",
       "         0.42760076, 0.22661927, 0.35350985, 0.52748699, 0.06078798,\n",
       "         0.46860671, 0.45129042, 0.87489157, 0.09885029, 0.04888883]),\n",
       "  array([0.39058594, 0.05528087, 0.26860973, 0.90055186, 0.7284118 ,\n",
       "         0.27412061, 0.93801159, 0.90267367, 0.60392655, 0.74928376,\n",
       "         0.00717234, 0.76744887, 0.08436665, 0.90224365, 0.16585433,\n",
       "         0.83565413, 0.06768787, 0.67617324, 0.31967453, 0.66665945,\n",
       "         0.13010254, 0.01050377, 0.57393899, 0.14595581, 0.1079873 ,\n",
       "         0.33572677, 0.34260831, 0.75245995, 0.83622022, 0.51341078,\n",
       "         0.49181749, 0.11644737, 0.91316977, 0.08864502, 0.36951016,\n",
       "         0.94390637, 0.43421866, 0.84713913, 0.35414458, 0.71241989,\n",
       "         0.15061408, 0.36465898, 0.08057365, 0.7892478 , 0.14824016,\n",
       "         0.27305328, 0.52845942, 0.70621553, 0.1458007 , 0.81750984,\n",
       "         0.17840202, 0.11702076, 0.02988336, 0.5428329 , 0.10067051,\n",
       "         0.2308284 , 0.05127005, 0.49065974, 0.90159254, 0.57909715,\n",
       "         0.61243167, 0.34662933, 0.49331762, 0.09416014, 0.85812874,\n",
       "         0.36307007, 0.50000296, 0.38595211, 0.99234751, 0.61754761,\n",
       "         0.11950477, 0.71491687, 0.09562314, 0.17386018, 0.18321526,\n",
       "         0.16019712, 0.36087468, 0.72241437, 0.51439733, 0.24695813,\n",
       "         0.07546235, 0.88288581, 0.14384289, 0.11806749, 0.71549363,\n",
       "         0.83047808, 0.81140551, 0.22638235, 0.36578081, 0.63161007,\n",
       "         0.31610646, 0.0568608 , 0.3286789 , 0.27495188, 0.11802516,\n",
       "         0.18836547, 0.49887554, 0.99802886, 0.61872941, 0.08640799,\n",
       "         0.68391819, 0.61812026, 0.320782  , 0.72065572, 0.97724288,\n",
       "         0.83477422, 0.90107779, 0.34048151, 0.77640724, 0.20985459,\n",
       "         0.34054167, 0.52898143, 0.12421267, 0.88912716, 0.54737377,\n",
       "         0.14806121, 0.50719127, 0.1714094 , 0.08985404, 0.72854129,\n",
       "         0.50696646, 0.80829122, 0.21462748, 0.39386525, 0.17102498,\n",
       "         0.89939948, 0.92078592, 0.70588483, 0.21302027, 0.08890479,\n",
       "         0.22494458, 0.55094004, 0.04983792, 0.97885678, 0.70715523,\n",
       "         0.02921859, 0.30207222, 0.4992734 , 1.        , 0.00383393,\n",
       "         0.43686068, 0.12638814, 0.75255468, 0.12681217, 0.35897077,\n",
       "         0.4986579 , 0.12444998, 0.37409171, 0.72415094, 0.59626469,\n",
       "         0.04098956, 0.70729725, 0.92840933, 0.08821332, 0.97926687,\n",
       "         0.40273408, 0.222691  , 0.66488997, 0.85369187, 0.85705292,\n",
       "         0.37571228, 0.72310847, 0.25099917, 0.04844521, 0.27824356,\n",
       "         0.54465021, 0.54382009, 0.00534614, 0.06780027, 0.10330954,\n",
       "         0.80086856, 0.27230356, 0.6374445 , 0.66653165, 0.89399129,\n",
       "         0.18927256, 0.58071216, 0.47771277, 0.06106487, 0.4747629 ,\n",
       "         0.97225304, 0.81875685, 0.84524416, 0.76105626, 0.44847577,\n",
       "         0.66542442, 0.9329485 , 0.75224633, 0.34335189, 0.47628361,\n",
       "         0.079755  , 0.01514439, 0.27518698, 0.1335743 , 0.49380987,\n",
       "         0.99165165, 0.22663671, 0.59640799, 0.42460433, 0.38970978]),\n",
       "  array([0.32837912, 0.20773387, 0.08143009, 0.60095733, 0.90889101,\n",
       "         0.6924631 , 0.79347445, 0.95097707, 0.34624381, 0.34285311,\n",
       "         0.01774042, 0.33969472, 0.01664948, 0.70767477, 0.31757422,\n",
       "         0.96537426, 0.01755514, 0.73821805, 0.53705194, 0.52623362,\n",
       "         0.05238607, 0.05581876, 0.42112587, 0.30158743, 0.1173072 ,\n",
       "         0.48531034, 0.14677781, 0.93635972, 0.9313746 , 0.40828025,\n",
       "         0.3951266 , 0.03576281, 0.59653776, 0.15767274, 0.42001762,\n",
       "         0.80803844, 0.12701984, 0.43020304, 0.25289134, 0.71787006,\n",
       "         0.33419064, 0.09859075, 0.21213448, 0.49198901, 0.36054504,\n",
       "         0.65313424, 0.93175626, 0.99279895, 0.48155215, 0.96647137,\n",
       "         0.04121126, 0.27891256, 0.14144598, 0.31200163, 0.17922161,\n",
       "         0.27409376, 0.2220071 , 0.84164814, 0.60041374, 0.90230428,\n",
       "         0.23151579, 0.7729785 , 0.46359755, 0.35714983, 0.90959442,\n",
       "         0.57105826, 0.53369985, 0.65213665, 0.68661421, 0.23357457,\n",
       "         0.20305261, 0.99252471, 0.10491413, 0.42821963, 0.15621644,\n",
       "         0.51026542, 0.20980016, 0.41336022, 0.16880238, 0.20687065,\n",
       "         0.30736121, 0.70067676, 0.31022023, 0.04299611, 0.63818819,\n",
       "         0.78396694, 0.38428794, 0.41702016, 0.2377123 , 0.63759867,\n",
       "         0.11386546, 0.01175794, 0.08196482, 0.32562579, 0.38190638,\n",
       "         0.27107805, 0.19558319, 0.7170763 , 0.86860322, 0.13184552,\n",
       "         0.56293112, 0.71761735, 0.078892  , 0.38469916, 0.77884672,\n",
       "         0.78890613, 0.49505455, 0.27901382, 0.93016423, 0.11552571,\n",
       "         0.29302816, 0.74877605, 0.16234179, 0.92370153, 0.47287072,\n",
       "         0.12617009, 0.69602108, 0.34809014, 0.01332832, 0.98796849,\n",
       "         0.39344273, 0.6072178 , 0.06157563, 0.61521595, 0.06341545,\n",
       "         0.48228345, 0.64327937, 0.91779486, 0.08237623, 0.17427706,\n",
       "         0.18078249, 0.54428914, 0.07743975, 0.84905292, 0.73408602,\n",
       "         0.00326855, 0.24228136, 0.3904618 , 0.75255468, 0.02366479,\n",
       "         0.84929022, 0.40301323, 1.        , 0.34370935, 0.72504469,\n",
       "         0.36349069, 0.03245675, 0.79566029, 0.98203958, 0.76823034,\n",
       "         0.16216844, 0.40147815, 0.52508342, 0.03974442, 0.68507159,\n",
       "         0.82024468, 0.15021569, 0.69933764, 0.63436668, 0.72834797,\n",
       "         0.21941821, 0.32474717, 0.23075952, 0.23309098, 0.57868245,\n",
       "         0.17867064, 0.17808918, 0.01306217, 0.12272268, 0.35959152,\n",
       "         0.41892746, 0.11812221, 0.51695685, 0.73041675, 0.92656275,\n",
       "         0.07092586, 0.24074254, 0.33993276, 0.05739564, 0.74569105,\n",
       "         0.76492661, 0.7831069 , 0.86422337, 0.53931076, 0.18979064,\n",
       "         0.27715808, 0.593028  , 0.96593188, 0.08726963, 0.85345894,\n",
       "         0.13620896, 0.01044846, 0.0744923 , 0.0511282 , 0.35840938,\n",
       "         0.68032996, 0.06851679, 0.33086094, 0.73712242, 0.48375622]),\n",
       "  array([0.03879711, 0.00676922, 0.03927152, 0.27262424, 0.58552775,\n",
       "         0.11408774, 0.31775982, 0.4039725 , 0.10128191, 0.59901017,\n",
       "         0.08238641, 0.3172992 , 0.00934944, 0.7632221 , 0.01445557,\n",
       "         0.5088127 , 0.31399581, 0.7847632 , 0.04312233, 0.95604139,\n",
       "         0.58904809, 0.02906936, 0.99209546, 0.3726696 , 0.59339211,\n",
       "         0.6620616 , 0.77755476, 0.5524402 , 0.57800471, 0.99300933,\n",
       "         0.99167243, 0.45273244, 0.72067562, 0.38770867, 0.83442769,\n",
       "         0.33054174, 0.15784944, 0.57599522, 0.96634091, 0.82334079,\n",
       "         0.33321157, 0.3150936 , 0.00631825, 0.1868002 , 0.2789218 ,\n",
       "         0.2285041 , 0.2436198 , 0.30429063, 0.06245497, 0.50922196,\n",
       "         0.02934096, 0.28416453, 0.04559343, 0.94318744, 0.00564097,\n",
       "         0.01697337, 0.05580804, 0.41127414, 0.2741744 , 0.17273064,\n",
       "         0.4987171 , 0.1271471 , 0.94448041, 0.06497586, 0.28932536,\n",
       "         0.58828748, 0.87583216, 0.5117662 , 0.46635162, 0.49082011,\n",
       "         0.45107726, 0.39116887, 0.00388826, 0.26782854, 0.78919876,\n",
       "         0.07696972, 0.9357002 , 0.85478881, 0.17926852, 0.87300693,\n",
       "         0.05426613, 0.24514461, 0.34758649, 0.52992745, 0.13980328,\n",
       "         0.21883849, 0.3272795 , 0.46845015, 0.96357036, 0.87010457,\n",
       "         0.64589787, 0.2191371 , 0.24322727, 0.77447043, 0.1281459 ,\n",
       "         0.60606412, 0.66406475, 0.49129576, 0.16029646, 0.0038972 ,\n",
       "         0.93921304, 0.11787464, 0.23472114, 0.80630805, 0.6153646 ,\n",
       "         0.22274455, 0.36773514, 0.9487971 , 0.57312275, 0.01405483,\n",
       "         0.9390713 , 0.62080383, 0.56856218, 0.56999546, 0.97042267,\n",
       "         0.72843102, 0.66630653, 0.39217451, 0.02974632, 0.29339661,\n",
       "         0.99645512, 0.86987763, 0.46538561, 0.06064284, 0.60491486,\n",
       "         0.51439415, 0.73377371, 0.20973054, 0.66241703, 0.34942926,\n",
       "         0.8542213 , 0.91183731, 0.3395944 , 0.43794431, 0.80444923,\n",
       "         0.04271784, 0.02428362, 0.99565706, 0.4986579 , 0.01464765,\n",
       "         0.28344764, 0.13041868, 0.36349069, 0.21898821, 0.08562684,\n",
       "         1.        , 0.0114939 , 0.23932569, 0.43629813, 0.67820279,\n",
       "         0.08060956, 0.86084435, 0.4325604 , 0.53577092, 0.39640292,\n",
       "         0.26260818, 0.85595914, 0.82274799, 0.82655072, 0.79431662,\n",
       "         0.94243499, 0.6117993 , 0.8570167 , 0.02110412, 0.3615942 ,\n",
       "         0.30232106, 0.29262037, 0.07038227, 0.34292414, 0.10100345,\n",
       "         0.23702192, 0.76302354, 0.96305004, 0.78817227, 0.34199176,\n",
       "         0.6269085 , 0.13439314, 0.99890114, 0.47802355, 0.53926892,\n",
       "         0.3688464 , 0.21146113, 0.67464172, 0.90539174, 0.76016345,\n",
       "         0.5805182 , 0.33059914, 0.49423762, 0.24614325, 0.36235211,\n",
       "         0.38695434, 0.22970939, 0.40116694, 0.57422969, 0.06088482,\n",
       "         0.4733894 , 0.50543394, 0.908589  , 0.0889424 , 0.04582021]),\n",
       "  array([0.24535951, 0.1716198 , 0.06183315, 0.53106653, 0.96556451,\n",
       "         0.68340213, 0.7215303 , 0.91303967, 0.27652263, 0.34793425,\n",
       "         0.02972873, 0.30978002, 0.01186465, 0.742371  , 0.24109907,\n",
       "         0.97764671, 0.02300547, 0.82671769, 0.43465749, 0.60080967,\n",
       "         0.06974398, 0.07709881, 0.49376155, 0.39420869, 0.16840377,\n",
       "         0.5990365 , 0.17547267, 0.98031605, 0.9609605 , 0.48913546,\n",
       "         0.47675509, 0.04590738, 0.61383613, 0.22311229, 0.52412721,\n",
       "         0.73907492, 0.11139138, 0.42741145, 0.31857064, 0.80050939,\n",
       "         0.42829291, 0.09894534, 0.16062501, 0.41672392, 0.45211209,\n",
       "         0.71897695, 0.91979475, 0.95974411, 0.48320778, 0.98334035,\n",
       "         0.03150219, 0.36397563, 0.17671168, 0.36213808, 0.1263731 ,\n",
       "         0.19822549, 0.26173955, 0.91304571, 0.53092032, 0.82625054,\n",
       "         0.23363498, 0.74345391, 0.55866419, 0.3891656 , 0.83488281,\n",
       "         0.68567225, 0.63768883, 0.76076372, 0.6520093 , 0.2348051 ,\n",
       "         0.28006381, 0.99627396, 0.0687745 , 0.52037049, 0.21337409,\n",
       "         0.52065786, 0.25973866, 0.45111223, 0.14779598, 0.2735576 ,\n",
       "         0.338206  , 0.61544808, 0.40270772, 0.05690666, 0.53271791,\n",
       "         0.68819547, 0.35012218, 0.524379  , 0.29651593, 0.73130283,\n",
       "         0.13282525, 0.01480761, 0.0799568 , 0.42172558, 0.44424279,\n",
       "         0.36176651, 0.21385252, 0.68716403, 0.77405336, 0.08917943,\n",
       "         0.63946931, 0.60377669, 0.07677288, 0.41480432, 0.77993107,\n",
       "         0.69395485, 0.45489955, 0.35484001, 0.97301978, 0.07952634,\n",
       "         0.37285311, 0.84985553, 0.22822647, 0.93871031, 0.5607617 ,\n",
       "         0.17603041, 0.80323825, 0.44673384, 0.01117015, 0.94329055,\n",
       "         0.47205839, 0.66070691, 0.07177907, 0.50690303, 0.08086155,\n",
       "         0.46722261, 0.6649559 , 0.83313756, 0.10309212, 0.24348724,\n",
       "         0.24136406, 0.64224301, 0.1169189 , 0.80808381, 0.81761588,\n",
       "         0.00342983, 0.17464016, 0.4697298 , 0.72415094, 0.03464706,\n",
       "         0.88934724, 0.46469212, 0.98203958, 0.42719612, 0.64811286,\n",
       "         0.43629813, 0.02274715, 0.83466452, 1.        , 0.86393847,\n",
       "         0.20930466, 0.4399672 , 0.49346015, 0.05573741, 0.6355211 ,\n",
       "         0.86140737, 0.19937335, 0.78992309, 0.67834649, 0.77808061,\n",
       "         0.27026639, 0.3322817 , 0.30472492, 0.23850495, 0.67919044,\n",
       "         0.16851783, 0.16712374, 0.02235927, 0.17787756, 0.41267862,\n",
       "         0.36487116, 0.14613643, 0.59587642, 0.82056685, 0.86693011,\n",
       "         0.089536  , 0.19950732, 0.41031513, 0.08662858, 0.84587487,\n",
       "         0.70598172, 0.68563992, 0.9089335 , 0.5947402 , 0.21643163,\n",
       "         0.2840223 , 0.53625077, 0.99487918, 0.08477275, 0.91340973,\n",
       "         0.19560693, 0.0172881 , 0.08128415, 0.067355  , 0.27539434,\n",
       "         0.64741701, 0.08041837, 0.37544369, 0.64100634, 0.37786364]),\n",
       "  array([0.09624848, 0.06722461, 0.03089025, 0.35114309, 0.95628623,\n",
       "         0.47928684, 0.49449844, 0.70029781, 0.14111784, 0.36673578,\n",
       "         0.0945078 , 0.24238677, 0.00537186, 0.77541032, 0.08450147,\n",
       "         0.85752017, 0.05599517, 0.97612625, 0.18741922, 0.79763311,\n",
       "         0.16318837, 0.12206179, 0.7170501 , 0.63947906, 0.40362516,\n",
       "         0.88412343, 0.29863988, 0.93181818, 0.89507652, 0.74372909,\n",
       "         0.73827987, 0.10198901, 0.62860103, 0.46688559, 0.83564398,\n",
       "         0.51383201, 0.08442836, 0.41569425, 0.5704696 , 0.94826002,\n",
       "         0.64790734, 0.11178276, 0.05256044, 0.24742639, 0.63158478,\n",
       "         0.69538432, 0.69167728, 0.71017034, 0.33746462, 0.87019506,\n",
       "         0.01689775, 0.57180541, 0.21495214, 0.53552084, 0.03639552,\n",
       "         0.06631729, 0.27460192, 0.90291751, 0.35181531, 0.51373118,\n",
       "         0.25141706, 0.49625406, 0.83645159, 0.33465159, 0.56269532,\n",
       "         0.92040996, 0.90939231, 0.92785915, 0.52541128, 0.24989082,\n",
       "         0.54967576, 0.82254394, 0.01766102, 0.66315208, 0.46497998,\n",
       "         0.38402066, 0.46051148, 0.56023671, 0.1090772 , 0.54547493,\n",
       "         0.2949816 , 0.38688439, 0.63533018, 0.13348832, 0.28324161,\n",
       "         0.41772845, 0.26970596, 0.77879319, 0.52572649, 0.93826031,\n",
       "         0.21793507, 0.03361361, 0.08461862, 0.74156425, 0.4743761 ,\n",
       "         0.66738123, 0.28713247, 0.56418231, 0.4544312 , 0.02350102,\n",
       "         0.83013777, 0.31213013, 0.08090561, 0.50444989, 0.71149789,\n",
       "         0.423603  , 0.34893182, 0.63584952, 0.92944542, 0.02679612,\n",
       "         0.66285511, 0.99176882, 0.49738104, 0.84870125, 0.81514108,\n",
       "         0.40753698, 0.98872277, 0.6901532 , 0.00847706, 0.67842878,\n",
       "         0.72418018, 0.7721789 , 0.12279126, 0.23322512, 0.1699939 ,\n",
       "         0.41853983, 0.68100643, 0.5231746 , 0.20383857, 0.48229408,\n",
       "         0.49855732, 0.89701464, 0.30199188, 0.62754668, 0.95974058,\n",
       "         0.00521134, 0.06240785, 0.72501581, 0.59626469, 0.06291172,\n",
       "         0.77642132, 0.48531353, 0.76823034, 0.56992682, 0.35794779,\n",
       "         0.67820279, 0.00931019, 0.71983427, 0.86393847, 1.        ,\n",
       "         0.28910555, 0.55374198, 0.40128108, 0.14799308, 0.47815469,\n",
       "         0.75147153, 0.41880672, 0.96260458, 0.756078  , 0.8428225 ,\n",
       "         0.47186986, 0.35982461, 0.59451435, 0.16382007, 0.80987849,\n",
       "         0.15371878, 0.15032219, 0.07569185, 0.39723092, 0.41816203,\n",
       "         0.24256657, 0.2735357 , 0.80865936, 0.9769073 , 0.61976105,\n",
       "         0.1825635 , 0.12038146, 0.65107907, 0.24620335, 0.96604756,\n",
       "         0.51182048, 0.41204236, 0.90891316, 0.73027221, 0.3227823 ,\n",
       "         0.31340629, 0.38211287, 0.89723612, 0.08831936, 0.86187106,\n",
       "         0.43024388, 0.06773195, 0.11650079, 0.15442987, 0.12033417,\n",
       "         0.52573528, 0.13887102, 0.52414302, 0.33697406, 0.15607307]),\n",
       "  array([0.0949    , 0.0076893 , 0.13322976, 0.4914439 , 0.55155783,\n",
       "         0.09903138, 0.49263725, 0.5107445 , 0.24353712, 0.89753419,\n",
       "         0.02120125, 0.61589868, 0.04281953, 0.87375347, 0.02539859,\n",
       "         0.5502748 , 0.31919192, 0.68640946, 0.06848247, 0.89796945,\n",
       "         0.49337133, 0.00889738, 0.89947985, 0.18157383, 0.29291907,\n",
       "         0.41835279, 0.81684117, 0.53878124, 0.6066191 , 0.83227472,\n",
       "         0.81462902, 0.45445001, 0.92086733, 0.1659111 , 0.56025179,\n",
       "         0.50343985, 0.38885393, 0.87330203, 0.7494902 , 0.74841289,\n",
       "         0.1656501 , 0.58458637, 0.00996827, 0.38054224, 0.14111459,\n",
       "         0.15714225, 0.24031544, 0.34159507, 0.04740748, 0.5403304 ,\n",
       "         0.10801745, 0.13206375, 0.01834073, 0.95512803, 0.01206612,\n",
       "         0.03957335, 0.0264963 , 0.32945069, 0.49388311, 0.21184321,\n",
       "         0.81043575, 0.12247539, 0.73575436, 0.03880216, 0.40498997,\n",
       "         0.38446907, 0.66488579, 0.34847293, 0.70280398, 0.80459028,\n",
       "         0.20816769, 0.4043581 , 0.01170161, 0.14504738, 0.47654831,\n",
       "         0.05694227, 0.81301636, 0.99966634, 0.42542576, 0.57172182,\n",
       "         0.03088626, 0.4212314 , 0.16946007, 0.46637386, 0.25918942,\n",
       "         0.35391776, 0.62142986, 0.26006787, 0.79070945, 0.74061701,\n",
       "         0.76401895, 0.2647888 , 0.49596531, 0.47025622, 0.06964381,\n",
       "         0.32027569, 0.88502287, 0.71528352, 0.2172862 , 0.00969694,\n",
       "         0.87927563, 0.19529388, 0.48370385, 0.99394218, 0.7798798 ,\n",
       "         0.35838609, 0.64927471, 0.68532928, 0.5676757 , 0.04833204,\n",
       "         0.66578926, 0.4797989 , 0.27574081, 0.63513249, 0.80848858,\n",
       "         0.41889234, 0.50105363, 0.20057813, 0.10371596, 0.3433381 ,\n",
       "         0.83959115, 0.9293979 , 0.5980709 , 0.09484399, 0.57652121,\n",
       "         0.81078248, 0.90579998, 0.27998425, 0.64938941, 0.14874061,\n",
       "         0.55531415, 0.73252234, 0.1312941 , 0.60562726, 0.7255067 ,\n",
       "         0.09799365, 0.06563561, 0.83149157, 0.70729725, 0.00371463,\n",
       "         0.23559862, 0.07271329, 0.40147815, 0.10879395, 0.10120288,\n",
       "         0.86084435, 0.04952014, 0.19185238, 0.4399672 , 0.55374198,\n",
       "         0.03206638, 1.        , 0.7176035 , 0.38228834, 0.62804989,\n",
       "         0.21325522, 0.60051096, 0.71496846, 0.92290743, 0.8473089 ,\n",
       "         0.82721956, 0.90546744, 0.54464056, 0.01338694, 0.22542013,\n",
       "         0.60420655, 0.59204643, 0.01731989, 0.1379613 , 0.05517434,\n",
       "         0.48199848, 0.73727954, 0.87632728, 0.68346886, 0.46164318,\n",
       "         0.6091846 , 0.33312532, 0.85617034, 0.22133171, 0.40210753,\n",
       "         0.56703839, 0.34245703, 0.69838745, 0.95759189, 0.89452469,\n",
       "         0.87949211, 0.57501266, 0.49499364, 0.50339955, 0.29484823,\n",
       "         0.16237578, 0.09605501, 0.61317529, 0.50182422, 0.14713323,\n",
       "         0.7120705 , 0.62750695, 0.98178082, 0.11825589, 0.08800729]),\n",
       "  array([0.37794995, 0.02476958, 0.42535689, 0.91567209, 0.5087791 ,\n",
       "         0.13945421, 0.84023673, 0.71156497, 0.68715446, 0.86954239,\n",
       "         0.00301832, 0.94250107, 0.16879569, 0.79453489, 0.10667988,\n",
       "         0.61714889, 0.09413391, 0.49421515, 0.2139643 , 0.5668275 ,\n",
       "         0.14505689, 0.00327186, 0.50068111, 0.07366665, 0.07203613,\n",
       "         0.20619789, 0.38595944, 0.52918515, 0.62428374, 0.42710864,\n",
       "         0.40601371, 0.15026901, 0.88578915, 0.04672055, 0.25419605,\n",
       "         0.83875154, 0.66266023, 0.94179545, 0.30469657, 0.54239316,\n",
       "         0.0739652 , 0.54962436, 0.04439904, 0.84307616, 0.07017995,\n",
       "         0.13690044, 0.32048118, 0.48222639, 0.06465594, 0.5959205 ,\n",
       "         0.32184634, 0.05511433, 0.01023113, 0.5356305 , 0.06899881,\n",
       "         0.19100909, 0.01873982, 0.29102501, 0.91743562, 0.38380885,\n",
       "         0.7819266 , 0.18925902, 0.37738826, 0.03782809, 0.68599349,\n",
       "         0.21622265, 0.36057249, 0.22436997, 0.96474688, 0.78940189,\n",
       "         0.06503648, 0.48423246, 0.08535572, 0.08277988, 0.14019259,\n",
       "         0.0718546 , 0.34558032, 0.73121901, 0.74257759, 0.19295635,\n",
       "         0.0291709 , 0.82666501, 0.07128215, 0.13857289, 0.64504381,\n",
       "         0.71451727, 0.96440564, 0.12263961, 0.33077168, 0.47535927,\n",
       "         0.39121648, 0.08967365, 0.52091271, 0.18280554, 0.04999572,\n",
       "         0.11257499, 0.6070337 , 0.94928105, 0.43597476, 0.06487234,\n",
       "         0.57081325, 0.48842279, 0.51233032, 0.75806183, 0.86900764,\n",
       "         0.71726352, 0.9928163 , 0.27289469, 0.55643092, 0.257622  ,\n",
       "         0.26645321, 0.33881605, 0.07629862, 0.69070475, 0.43898622,\n",
       "         0.11242045, 0.32775173, 0.08785632, 0.19441829, 0.50868395,\n",
       "         0.42656682, 0.71699665, 0.29696044, 0.27133688, 0.20178613,\n",
       "         0.98296768, 0.86285456, 0.51279936, 0.24797163, 0.04489853,\n",
       "         0.17870399, 0.41457713, 0.0273825 , 0.85135133, 0.5308496 ,\n",
       "         0.0666625 , 0.30319343, 0.41809801, 0.92840933, 0.0010858 ,\n",
       "         0.24700998, 0.05410288, 0.52508342, 0.05713056, 0.21148651,\n",
       "         0.4325604 , 0.2186384 , 0.20229067, 0.49346015, 0.40128108,\n",
       "         0.0151319 , 0.7176035 , 1.        , 0.09128404, 0.95530973,\n",
       "         0.22234994, 0.19315975, 0.49330435, 0.7663367 , 0.72075946,\n",
       "         0.35968421, 0.84424397, 0.18749068, 0.01774275, 0.14580059,\n",
       "         0.76458606, 0.76552654, 0.00224523, 0.03511027, 0.0424446 ,\n",
       "         0.92230466, 0.30097421, 0.5329495 , 0.48569934, 0.71733449,\n",
       "         0.22301008, 0.763483  , 0.41841464, 0.0429025 , 0.28907547,\n",
       "         0.89727744, 0.70062397, 0.65322767, 0.69113141, 0.51740677,\n",
       "         0.80557233, 0.96302914, 0.52420912, 0.5399876 , 0.27794847,\n",
       "         0.04264027, 0.01195399, 0.40162397, 0.15327009, 0.50803849,\n",
       "         0.96730413, 0.30486224, 0.60391294, 0.27218855, 0.30651216]),\n",
       "  array([0.4821992 , 0.05384087, 0.35944083, 0.96765224, 0.61869296,\n",
       "         0.23378526, 0.95904948, 0.85823771, 0.72521743, 0.73077553,\n",
       "         0.00369278, 0.8317117 , 0.12491744, 0.81030655, 0.18662096,\n",
       "         0.74845323, 0.05452527, 0.55296663, 0.34253415, 0.55179736,\n",
       "         0.09904209, 0.00605488, 0.46631326, 0.09694526, 0.06966299,\n",
       "         0.24361665, 0.28742742, 0.64828419, 0.73825355, 0.40553137,\n",
       "         0.38546955, 0.0941664 , 0.84989765, 0.05534964, 0.27142074,\n",
       "         0.9586243 , 0.50794821, 0.83493372, 0.26932502, 0.58942283,\n",
       "         0.1012643 , 0.37771032, 0.08820764, 0.88885363, 0.10089205,\n",
       "         0.21084388, 0.46610533, 0.64919209, 0.11933661, 0.7273539 ,\n",
       "         0.24336278, 0.07680836, 0.01917083, 0.45568162, 0.12241079,\n",
       "         0.28460372, 0.03505937, 0.39642923, 0.96837471, 0.55527064,\n",
       "         0.61140696, 0.3065846 , 0.38144265, 0.07030227, 0.85129619,\n",
       "         0.26837511, 0.38512994, 0.29130126, 0.99197941, 0.61876333,\n",
       "         0.07679933, 0.63469197, 0.13049052, 0.12179512, 0.1268166 ,\n",
       "         0.12947846, 0.28449605, 0.64354018, 0.59617885, 0.17661266,\n",
       "         0.05544403, 0.93874334, 0.0957873 , 0.09124703, 0.79003456,\n",
       "         0.86921053, 0.87454067, 0.15774091, 0.28330941, 0.50858366,\n",
       "         0.27596546, 0.04860618, 0.3524913 , 0.19415471, 0.08402598,\n",
       "         0.12690029, 0.45967209, 0.98549995, 0.61491937, 0.11093397,\n",
       "         0.56658898, 0.66076851, 0.3452727 , 0.65367839, 0.91619898,\n",
       "         0.87189972, 0.94993632, 0.2532823 , 0.67184599, 0.29161153,\n",
       "         0.25204213, 0.41676726, 0.08034064, 0.80166578, 0.43321336,\n",
       "         0.10042904, 0.39443386, 0.11605473, 0.11702057, 0.68002031,\n",
       "         0.40079287, 0.7038217 , 0.19155687, 0.41772316, 0.13674174,\n",
       "         0.90345286, 0.84788228, 0.69424106, 0.17271059, 0.05568072,\n",
       "         0.16002244, 0.43262342, 0.02962123, 0.9558246 , 0.58409719,\n",
       "         0.03151263, 0.38768412, 0.39342258, 0.97926687, 0.00206099,\n",
       "         0.36082549, 0.09086533, 0.68507159, 0.08616066, 0.34373594,\n",
       "         0.39640292, 0.18237699, 0.30585917, 0.6355211 , 0.47815469,\n",
       "         0.02592301, 0.62804989, 0.95530973, 0.06322145, 1.        ,\n",
       "         0.3302735 , 0.16196575, 0.54118989, 0.75660676, 0.75075176,\n",
       "         0.29751323, 0.7009502 , 0.1781731 , 0.03756357, 0.2047459 ,\n",
       "         0.58788175, 0.58992425, 0.00270023, 0.0413044 , 0.0739955 ,\n",
       "         0.89281447, 0.22081866, 0.52149196, 0.54324681, 0.87258257,\n",
       "         0.15263867, 0.69395874, 0.37857886, 0.03806443, 0.37060646,\n",
       "         0.98673708, 0.858036  , 0.73858135, 0.65784715, 0.39408702,\n",
       "         0.6486744 , 0.98514082, 0.65637721, 0.36905705, 0.38823213,\n",
       "         0.04928837, 0.00890073, 0.26307332, 0.10320764, 0.60180199,\n",
       "         0.99005986, 0.19996779, 0.5133142 , 0.42343686, 0.4444965 ]),\n",
       "  array([1.43303208e-01, 5.78737992e-03, 2.80096781e-01, 6.05517552e-01,\n",
       "         3.99192808e-01, 6.33889112e-02, 5.32048369e-01, 4.65730195e-01,\n",
       "         3.75762563e-01, 9.98580074e-01, 5.57096092e-03, 8.31049433e-01,\n",
       "         1.16574333e-01, 7.60496402e-01, 2.79578003e-02, 4.43779552e-01,\n",
       "         2.81001911e-01, 4.76117969e-01, 7.08143147e-02, 6.75534916e-01,\n",
       "         3.62318677e-01, 2.48033893e-03, 6.63655204e-01, 7.74495211e-02,\n",
       "         1.33585356e-01, 2.22943055e-01, 7.04453521e-01, 4.00108516e-01,\n",
       "         4.80120549e-01, 5.75522181e-01, 5.54573860e-01, 3.90462067e-01,\n",
       "         8.83080106e-01, 6.52051194e-02, 3.18913313e-01, 5.36110591e-01,\n",
       "         6.48463379e-01, 9.71018959e-01, 4.94324089e-01, 5.37826620e-01,\n",
       "         7.12551410e-02, 7.97324991e-01, 9.85559141e-03, 5.16025268e-01,\n",
       "         6.09866479e-02, 8.51977992e-02, 1.74457668e-01, 2.78222515e-01,\n",
       "         2.68512521e-02, 4.28830105e-01, 2.47039897e-01, 5.37240470e-02,\n",
       "         6.31310043e-03, 7.81097305e-01, 1.54446376e-02, 5.59428568e-02,\n",
       "         1.03818149e-02, 2.05786242e-01, 6.08313638e-01, 1.82435833e-01,\n",
       "         9.73433385e-01, 8.55637831e-02, 4.75061727e-01, 1.82041507e-02,\n",
       "         3.97720755e-01, 2.08439910e-01, 4.16492432e-01, 1.93462738e-01,\n",
       "         7.56837271e-01, 9.72571639e-01, 8.68270654e-02, 3.10344772e-01,\n",
       "         2.00907953e-02, 6.58233493e-02, 2.57461210e-01, 3.17513236e-02,\n",
       "         5.93608373e-01, 9.08994131e-01, 6.83234267e-01, 3.28352274e-01,\n",
       "         1.38998552e-02, 4.93394520e-01, 7.20407904e-02, 3.58353875e-01,\n",
       "         3.17679107e-01, 3.90433716e-01, 8.20108665e-01, 1.23339009e-01,\n",
       "         5.48133588e-01, 5.07085465e-01, 7.30038428e-01, 2.70023052e-01,\n",
       "         7.30254323e-01, 2.47738312e-01, 3.09251563e-02, 1.49752394e-01,\n",
       "         9.16082458e-01, 7.48498152e-01, 2.03262411e-01, 1.40605528e-02,\n",
       "         6.57425913e-01, 2.15290900e-01, 7.18632654e-01, 9.45217518e-01,\n",
       "         7.30334556e-01, 3.93833727e-01, 8.01657371e-01, 4.23775821e-01,\n",
       "         4.27828996e-01, 9.73141415e-02, 4.04342199e-01, 2.96964979e-01,\n",
       "         1.22100810e-01, 5.28540627e-01, 5.52530828e-01, 2.18357132e-01,\n",
       "         3.04790024e-01, 8.87944825e-02, 2.37102166e-01, 2.89225812e-01,\n",
       "         5.84106865e-01, 7.71912334e-01, 6.19752305e-01, 9.76094222e-02,\n",
       "         4.68908529e-01, 9.23074221e-01, 8.41859487e-01, 2.60769251e-01,\n",
       "         5.37209737e-01, 5.77280774e-02, 3.18383065e-01, 4.81626532e-01,\n",
       "         4.84763582e-02, 6.00108679e-01, 5.16990088e-01, 1.68957294e-01,\n",
       "         1.07095166e-01, 5.74315848e-01, 7.23108465e-01, 8.90085100e-04,\n",
       "         1.49529328e-01, 3.29422690e-02, 3.24747167e-01, 4.59489185e-02,\n",
       "         8.28818746e-02, 6.11799302e-01, 1.25741081e-01, 1.17626529e-01,\n",
       "         3.32281704e-01, 3.59824608e-01, 1.11238262e-02, 9.05467435e-01,\n",
       "         8.44243971e-01, 2.47101487e-01, 7.00950204e-01, 1.32505670e-01,\n",
       "         3.69827745e-01, 4.95208269e-01, 7.92493932e-01, 6.95226114e-01,\n",
       "         6.08247167e-01, 1.00000000e+00, 3.03452450e-01, 6.42726905e-03,\n",
       "         1.15148457e-01, 8.55456272e-01, 8.45959734e-01, 4.40894378e-03,\n",
       "         5.17383355e-02, 2.44328840e-02, 6.63034396e-01, 5.97333603e-01,\n",
       "         6.42545287e-01, 4.70929268e-01, 4.42322531e-01, 5.02105770e-01,\n",
       "         5.40986400e-01, 6.07844053e-01, 9.75543904e-02, 2.40181246e-01,\n",
       "         6.12568570e-01, 3.77730025e-01, 5.51400051e-01, 7.93555324e-01,\n",
       "         8.39352272e-01, 9.94772863e-01, 6.93126414e-01, 3.73780644e-01,\n",
       "         7.41553680e-01, 1.85579931e-01, 6.31330377e-02, 4.03843848e-02,\n",
       "         7.25389961e-01, 3.81910833e-01, 2.23112935e-01, 7.66339021e-01,\n",
       "         6.31045431e-01, 8.44717178e-01, 1.07021168e-01, 1.07491343e-01]),\n",
       "  array([0.06977314, 0.01520599, 0.054618  , 0.37689971, 0.74398781,\n",
       "         0.18720301, 0.44790747, 0.55993234, 0.15336369, 0.63836846,\n",
       "         0.06949033, 0.38342361, 0.01273966, 0.88446729, 0.03085367,\n",
       "         0.67411568, 0.2131854 , 0.90512623, 0.08243633, 0.99832431,\n",
       "         0.43429878, 0.03727156, 0.98530949, 0.41103061, 0.50146506,\n",
       "         0.7218617 , 0.6651845 , 0.71441146, 0.74186241, 0.97814694,\n",
       "         0.97050278, 0.32803734, 0.81991904, 0.37406892, 0.84877164,\n",
       "         0.46382665, 0.18191464, 0.64575243, 0.87201781, 0.93707548,\n",
       "         0.3829511 , 0.301322  , 0.01456872, 0.26800202, 0.33648622,\n",
       "         0.32306002, 0.36760496, 0.44715545, 0.1068279 , 0.67434368,\n",
       "         0.03799375, 0.32464365, 0.06449967, 0.89631476, 0.01298111,\n",
       "         0.03444759, 0.08313428, 0.54815821, 0.37856401, 0.27815063,\n",
       "         0.51199183, 0.20929965, 0.96010566, 0.10355466, 0.4247847 ,\n",
       "         0.67706076, 0.92684384, 0.62081635, 0.59436427, 0.50637848,\n",
       "         0.44458244, 0.54686509, 0.00875799, 0.33700128, 0.67084231,\n",
       "         0.12785457, 0.82262047, 0.87631083, 0.21261318, 0.76951011,\n",
       "         0.08686221, 0.35550885, 0.39053954, 0.38451304, 0.22198943,\n",
       "         0.33065668, 0.40221042, 0.5279845 , 0.86120871, 0.95651437,\n",
       "         0.54725069, 0.14833829, 0.2365039 , 0.75928732, 0.18142149,\n",
       "         0.59886273, 0.62207373, 0.62452754, 0.26064663, 0.0091137 ,\n",
       "         0.99659292, 0.19703213, 0.22818706, 0.8257116 , 0.7585021 ,\n",
       "         0.33578478, 0.4628363 , 0.87356013, 0.73541417, 0.02537551,\n",
       "         0.8739104 , 0.74792332, 0.51484041, 0.73358804, 0.98695605,\n",
       "         0.60292809, 0.78060493, 0.44076373, 0.03098391, 0.43423106,\n",
       "         0.97419512, 0.95351803, 0.37433012, 0.11147062, 0.46174799,\n",
       "         0.6026913 , 0.84313218, 0.32737502, 0.522655  , 0.35035642,\n",
       "         0.73686774, 0.9626966 , 0.29285141, 0.58658884, 0.92329692,\n",
       "         0.03148018, 0.04517734, 0.97192261, 0.6374445 , 0.01808218,\n",
       "         0.40646277, 0.18604048, 0.51695685, 0.27392659, 0.15092556,\n",
       "         0.96305004, 0.01706021, 0.34965841, 0.59587642, 0.80865936,\n",
       "         0.10503101, 0.87632728, 0.5329495 , 0.37999833, 0.52149196,\n",
       "         0.37930705, 0.71417543, 0.93074206, 0.92355716, 0.91676326,\n",
       "         0.83469982, 0.64254529, 0.77325389, 0.03844596, 0.45684658,\n",
       "         0.3267463 , 0.31813163, 0.0576473 , 0.32239981, 0.1479081 ,\n",
       "         0.31532158, 0.6272552 , 1.        , 0.90627193, 0.48768312,\n",
       "         0.48574814, 0.18023175, 0.94995629, 0.36694822, 0.66604849,\n",
       "         0.50184848, 0.321535  , 0.8287967 , 0.96283641, 0.68779982,\n",
       "         0.59797732, 0.43913449, 0.65708522, 0.24167035, 0.49618696,\n",
       "         0.36308305, 0.14633506, 0.34570533, 0.42396693, 0.10219139,\n",
       "         0.60054954, 0.40802211, 0.88085744, 0.15664523, 0.08534782]),\n",
       "  array([0.49459454, 0.15435832, 0.18065209, 0.82321545, 0.7911703 ,\n",
       "         0.49436698, 0.95825304, 0.99084803, 0.56381369, 0.46778798,\n",
       "         0.00708781, 0.52892507, 0.04701075, 0.75125069, 0.33885846,\n",
       "         0.91382714, 0.02258365, 0.63901768, 0.56215828, 0.50714639,\n",
       "         0.0556009 , 0.02040591, 0.4056278 , 0.17060873, 0.07718924,\n",
       "         0.3372219 , 0.17132296, 0.82932781, 0.87617688, 0.37185602,\n",
       "         0.355594  , 0.04401931, 0.695749  , 0.08667233, 0.31722446,\n",
       "         0.96494566, 0.24351381, 0.57661636, 0.2273369 , 0.64456229,\n",
       "         0.18785401, 0.16785169, 0.20004241, 0.72587171, 0.20020325,\n",
       "         0.42200098, 0.76713224, 0.91542034, 0.3034063 , 0.90181579,\n",
       "         0.10110103, 0.14935149, 0.06053734, 0.33487574, 0.21370562,\n",
       "         0.37321754, 0.10499144, 0.63076811, 0.82256791, 0.84828365,\n",
       "         0.34290496, 0.59673537, 0.39257683, 0.19433291, 0.99395081,\n",
       "         0.39569363, 0.43373229, 0.45351066, 0.85585205, 0.34736801,\n",
       "         0.11694879, 0.88202983, 0.16443482, 0.24500537, 0.11961406,\n",
       "         0.32014729, 0.20864366, 0.47598645, 0.3097243 , 0.16536849,\n",
       "         0.16081658, 0.90200772, 0.17386107, 0.04780481, 0.83003682,\n",
       "         0.94263545, 0.58309319, 0.25779347, 0.22428458, 0.55443591,\n",
       "         0.14632502, 0.01729867, 0.14872133, 0.23215865, 0.20582529,\n",
       "         0.17300405, 0.2611604 , 0.87166411, 0.87726757, 0.17506121,\n",
       "         0.53657383, 0.83319217, 0.14432662, 0.46151425, 0.86515669,\n",
       "         0.94598897, 0.70146815, 0.23497161, 0.83713483, 0.22552583,\n",
       "         0.24189571, 0.57597352, 0.10159451, 0.90851097, 0.42150658,\n",
       "         0.09437576, 0.53208391, 0.20235862, 0.03519604, 0.93693682,\n",
       "         0.36123484, 0.62961977, 0.0866824 , 0.64982459, 0.07296729,\n",
       "         0.65059206, 0.72682831, 0.93619488, 0.09517486, 0.09348604,\n",
       "         0.14535322, 0.46254546, 0.04179188, 0.96501328, 0.65224233,\n",
       "         0.00751902, 0.38696525, 0.3563491 , 0.89399129, 0.00764034,\n",
       "         0.62989591, 0.22061613, 0.92656275, 0.18462923, 0.63158164,\n",
       "         0.34199176, 0.08356927, 0.56830018, 0.86693011, 0.61976105,\n",
       "         0.0718799 , 0.46164318, 0.71733449, 0.0380748 , 0.87258257,\n",
       "         0.59530114, 0.13033287, 0.60855936, 0.67353016, 0.73395999,\n",
       "         0.21905335, 0.44232253, 0.17804467, 0.12375606, 0.36805855,\n",
       "         0.30183694, 0.3027569 , 0.0051217 , 0.06522785, 0.19110959,\n",
       "         0.64244061, 0.13206496, 0.48768312, 0.62911433, 1.        ,\n",
       "         0.0821789 , 0.42793913, 0.32089628, 0.03783442, 0.55073039,\n",
       "         0.93518585, 0.93944417, 0.82337151, 0.56385499, 0.23461207,\n",
       "         0.38830963, 0.80728252, 0.86042502, 0.1578938 , 0.63815476,\n",
       "         0.07485339, 0.00703094, 0.11549818, 0.05602203, 0.5547554 ,\n",
       "         0.84887475, 0.09375227, 0.36932224, 0.70312024, 0.59405953]),\n",
       "  array([0.03530243, 0.00583033, 0.03767214, 0.25867005, 0.5571862 ,\n",
       "         0.10348764, 0.29957515, 0.38053549, 0.09504587, 0.5937039 ,\n",
       "         0.08238022, 0.30892716, 0.00905361, 0.74124935, 0.01267134,\n",
       "         0.48179532, 0.33522451, 0.75892441, 0.03848806, 0.94265081,\n",
       "         0.61726479, 0.02703189, 0.98646509, 0.3593043 , 0.60054856,\n",
       "         0.64282554, 0.79656867, 0.52437262, 0.55015601, 0.98736609,\n",
       "         0.98682114, 0.4775618 , 0.70373979, 0.38203278, 0.82139151,\n",
       "         0.31177514, 0.1557158 , 0.56580056, 0.97478898, 0.79873869,\n",
       "         0.31899647, 0.31979326, 0.0054502 , 0.1764628 , 0.26477462,\n",
       "         0.21200191, 0.22491471, 0.28297468, 0.05608369, 0.48204867,\n",
       "         0.02855716, 0.27198628, 0.04186617, 0.94735553, 0.00489604,\n",
       "         0.01509598, 0.05092889, 0.38679576, 0.2601969 , 0.15825522,\n",
       "         0.49842818, 0.11549565, 0.93246839, 0.05883027, 0.27023492,\n",
       "         0.56598798, 0.85799385, 0.48807548, 0.44752239, 0.4901785 ,\n",
       "         0.44339767, 0.36649267, 0.00341003, 0.25263832, 0.80094099,\n",
       "         0.06945161, 0.95040879, 0.84917241, 0.17580294, 0.88154927,\n",
       "         0.04904996, 0.23037956, 0.33400064, 0.55744881, 0.12942837,\n",
       "         0.20389818, 0.31753835, 0.45100039, 0.97473401, 0.84836923,\n",
       "         0.66435003, 0.23485109, 0.24655423, 0.76600989, 0.11833013,\n",
       "         0.59700967, 0.67224419, 0.47137193, 0.14688459, 0.00338243,\n",
       "         0.9233152 , 0.10788484, 0.23798831, 0.8019719 , 0.59214938,\n",
       "         0.20760381, 0.35475925, 0.9523215 , 0.54493268, 0.01286297,\n",
       "         0.94039909, 0.59423658, 0.56806989, 0.54288255, 0.95922316,\n",
       "         0.74215234, 0.64069836, 0.3771703 , 0.03008549, 0.27270731,\n",
       "         0.99224212, 0.85227301, 0.48397644, 0.05449595, 0.63146896,\n",
       "         0.50163849, 0.71477471, 0.19355456, 0.68772978, 0.34188744,\n",
       "         0.86584043, 0.89460755, 0.34084157, 0.41581361, 0.7791077 ,\n",
       "         0.04563563, 0.02200277, 0.99155515, 0.47771277, 0.01366583,\n",
       "         0.2632512 , 0.12032246, 0.33993276, 0.20644933, 0.07712242,\n",
       "         0.99890114, 0.01094627, 0.22136967, 0.41031513, 0.65107907,\n",
       "         0.0751155 , 0.85617034, 0.41841464, 0.56366992, 0.37857886,\n",
       "         0.24346979, 0.87412393, 0.79835624, 0.80769299, 0.77097921,\n",
       "         0.95615039, 0.60784405, 0.86125674, 0.01867205, 0.3417485 ,\n",
       "         0.30052521, 0.29063956, 0.07069227, 0.33909483, 0.0927065 ,\n",
       "         0.226983  , 0.7860942 , 0.94995629, 0.76252005, 0.32089628,\n",
       "         0.65289758, 0.12899932, 1.        , 0.49168969, 0.51351945,\n",
       "         0.34991836, 0.19680414, 0.64708396, 0.89177924, 0.77254911,\n",
       "         0.57905456, 0.31574368, 0.46701561, 0.24908624, 0.33922131,\n",
       "         0.38307661, 0.24392414, 0.41337608, 0.60207067, 0.05608516,\n",
       "         0.45464073, 0.5249335 , 0.91043107, 0.0803001 , 0.04123811]),\n",
       "  array([0.07875942, 0.09287294, 0.01775786, 0.26717359, 0.91132839,\n",
       "         0.58146311, 0.40901529, 0.62654319, 0.10141305, 0.24629811,\n",
       "         0.11649463, 0.16016887, 0.00265352, 0.62870554, 0.09205691,\n",
       "         0.79398554, 0.03123275, 0.89018095, 0.19566856, 0.65056502,\n",
       "         0.10609827, 0.19450523, 0.57087234, 0.73255444, 0.37147299,\n",
       "         0.89252559, 0.19745027, 0.88660894, 0.81899412, 0.60944711,\n",
       "         0.60731963, 0.06026705, 0.47794355, 0.50951848, 0.77647899,\n",
       "         0.42687725, 0.04824196, 0.28918403, 0.4513349 , 0.84089691,\n",
       "         0.76011751, 0.06251934, 0.06393934, 0.1835202 , 0.76420724,\n",
       "         0.83178711, 0.74074979, 0.70244858, 0.44962755, 0.81236559,\n",
       "         0.00884264, 0.68823887, 0.32760031, 0.39155207, 0.0385356 ,\n",
       "         0.06108329, 0.40475659, 0.96177164, 0.26750127, 0.52535317,\n",
       "         0.15799004, 0.57591395, 0.72648454, 0.46949647, 0.50350708,\n",
       "         0.95560097, 0.82519795, 0.98632447, 0.40609639, 0.1570335 ,\n",
       "         0.58975768, 0.81141273, 0.01575904, 0.80480831, 0.39260212,\n",
       "         0.50563597, 0.339002  , 0.40788249, 0.06485643, 0.4570979 ,\n",
       "         0.42437541, 0.31252473, 0.73846414, 0.08379485, 0.23773036,\n",
       "         0.35836217, 0.18244501, 0.85585157, 0.40238825, 0.83358251,\n",
       "         0.13553496, 0.01730203, 0.04596136, 0.70007766, 0.63164788,\n",
       "         0.67498752, 0.18337096, 0.44197885, 0.4476726 , 0.02354391,\n",
       "         0.68682448, 0.28715654, 0.04372875, 0.35833994, 0.57890982,\n",
       "         0.36357589, 0.24860251, 0.52788048, 0.87275006, 0.01886412,\n",
       "         0.55971236, 0.99027525, 0.48763482, 0.75753006, 0.68712141,\n",
       "         0.34435229, 0.97739109, 0.78522981, 0.00381968, 0.66236434,\n",
       "         0.58846785, 0.61777838, 0.07056656, 0.23760363, 0.10720509,\n",
       "         0.29638266, 0.53009215, 0.50227106, 0.13032876, 0.54407617,\n",
       "         0.41199416, 0.79198011, 0.31537047, 0.52464618, 0.85986128,\n",
       "         0.00215037, 0.05016152, 0.59078837, 0.4747629 , 0.10586323,\n",
       "         0.86238904, 0.64268485, 0.74569105, 0.71572094, 0.40009727,\n",
       "         0.53926892, 0.00506214, 0.82491894, 0.84587487, 0.96604756,\n",
       "         0.41464041, 0.40210753, 0.28907547, 0.10027223, 0.37060646,\n",
       "         0.84836618, 0.32560714, 0.86689902, 0.60215314, 0.70319473,\n",
       "         0.34783202, 0.24018125, 0.51450151, 0.24890501, 0.92546821,\n",
       "         0.09168812, 0.08958841, 0.09299175, 0.43659914, 0.57072887,\n",
       "         0.16950532, 0.18190931, 0.66604849, 0.89217241, 0.55073039,\n",
       "         0.11550321, 0.07743535, 0.51351945, 0.21597007, 1.        ,\n",
       "         0.4131002 , 0.35505512, 0.80801568, 0.57287678, 0.21206685,\n",
       "         0.20381633, 0.28616392, 0.86242755, 0.04828031, 0.93150824,\n",
       "         0.46325721, 0.0535881 , 0.06542558, 0.09861016, 0.09368902,\n",
       "         0.40518938, 0.08129457, 0.37817686, 0.35695459, 0.14647927]),\n",
       "  array([0.52397693, 0.07873742, 0.31203911, 0.95724921, 0.66757966,\n",
       "         0.29949243, 0.99113071, 0.91683554, 0.71295796, 0.64260176,\n",
       "         0.00409862, 0.74677995, 0.10050287, 0.7935493 , 0.24122611,\n",
       "         0.80429758, 0.03966298, 0.57173231, 0.4232657 , 0.52924493,\n",
       "         0.0788972 , 0.00833935, 0.43719425, 0.11046969, 0.06741206,\n",
       "         0.2608809 , 0.23869637, 0.70178485, 0.78326423, 0.38469064,\n",
       "         0.36578494, 0.07143159, 0.80414732, 0.05980512, 0.27516461,\n",
       "         0.99172619, 0.42135629, 0.75509321, 0.24634978, 0.59963606,\n",
       "         0.11778788, 0.29732807, 0.12221861, 0.8761422 , 0.12039025,\n",
       "         0.25940046, 0.55245931, 0.7367707 , 0.16128505, 0.78456892,\n",
       "         0.19887754, 0.09030313, 0.02643896, 0.40635558, 0.15880665,\n",
       "         0.33606573, 0.04815724, 0.45567646, 0.95737977, 0.65355934,\n",
       "         0.5166725 , 0.38491111, 0.37455151, 0.09580326, 0.9214328 ,\n",
       "         0.29480874, 0.3895864 , 0.32745   , 0.97053048, 0.52347878,\n",
       "         0.08271883, 0.71131361, 0.15543113, 0.14693451, 0.11799534,\n",
       "         0.17286723, 0.25006004, 0.58266478, 0.50718778, 0.16509697,\n",
       "         0.07653006, 0.9656045 , 0.11036315, 0.07123755, 0.84461114,\n",
       "         0.92836516, 0.7969843 , 0.1771343 , 0.25457781, 0.51379033,\n",
       "         0.22218075, 0.03402242, 0.27471429, 0.19665823, 0.10876273,\n",
       "         0.13301092, 0.38336674, 0.96975466, 0.71271746, 0.14073042,\n",
       "         0.54909298, 0.74624362, 0.26845316, 0.58488339, 0.91139515,\n",
       "         0.93096121, 0.89190117, 0.23807024, 0.7215097 , 0.29546985,\n",
       "         0.23938391, 0.45416831, 0.08135775, 0.84118739, 0.41948741,\n",
       "         0.09291306, 0.42510333, 0.13238505, 0.08483377, 0.76827864,\n",
       "         0.37805173, 0.67635922, 0.14685354, 0.50574376, 0.10822542,\n",
       "         0.83220353, 0.81298313, 0.78761223, 0.13861747, 0.06164459,\n",
       "         0.14788338, 0.43179549, 0.03056092, 0.9813564 , 0.59823586,\n",
       "         0.02026377, 0.42095925, 0.37145679, 0.97225304, 0.00288741,\n",
       "         0.43008386, 0.11751425, 0.76492661, 0.10548994, 0.43061661,\n",
       "         0.3688464 , 0.15652003, 0.37154013, 0.70598172, 0.51182048,\n",
       "         0.03410083, 0.56703839, 0.89727744, 0.05090084, 0.98673708,\n",
       "         0.39734396, 0.14434683, 0.55382202, 0.72869033, 0.74450742,\n",
       "         0.26210742, 0.61256857, 0.16999814, 0.05478318, 0.24032912,\n",
       "         0.49042991, 0.49260124, 0.00297245, 0.04451678, 0.09764542,\n",
       "         0.84116667, 0.18223034, 0.50184848, 0.56167104, 0.93518585,\n",
       "         0.12140151, 0.62995632, 0.34991836, 0.03523491, 0.4131002 ,\n",
       "         1.        , 0.91966209, 0.7654077 , 0.62206669, 0.33047386,\n",
       "         0.55751394, 0.95857066, 0.71845067, 0.28912994, 0.4520852 ,\n",
       "         0.05258645, 0.00752335, 0.20264645, 0.08154663, 0.62887854,\n",
       "         0.96633833, 0.15476736, 0.45696183, 0.51712239, 0.51932779]),\n",
       "  array([0.70603302, 0.16400418, 0.27108018, 0.8861535 , 0.58381179,\n",
       "         0.39409631, 0.96231504, 0.88773275, 0.73592184, 0.40481089,\n",
       "         0.00219574, 0.55556211, 0.0816913 , 0.58771064, 0.44117039,\n",
       "         0.73895588, 0.01292617, 0.4335488 , 0.65940748, 0.34083203,\n",
       "         0.02990395, 0.00841963, 0.26141803, 0.08357187, 0.03360255,\n",
       "         0.18812634, 0.11116581, 0.62830238, 0.68721927, 0.22915814,\n",
       "         0.21619679, 0.02580485, 0.57139762, 0.03726936, 0.17680497,\n",
       "         0.95809142, 0.28322263, 0.51413435, 0.12913775, 0.4433951 ,\n",
       "         0.09480022, 0.15431734, 0.25531872, 0.84735951, 0.10430343,\n",
       "         0.27788946, 0.62847681, 0.79231952, 0.22998004, 0.7218884 ,\n",
       "         0.15309536, 0.07256821, 0.03015786, 0.22393888, 0.31932041,\n",
       "         0.54991022, 0.05841607, 0.43745945, 0.88460081, 0.80252581,\n",
       "         0.30418045, 0.50296029, 0.23634357, 0.12576522, 0.964677  ,\n",
       "         0.23041846, 0.26253203, 0.27652932, 0.80783251, 0.31025969,\n",
       "         0.05283063, 0.71442418, 0.2905878 , 0.13488818, 0.05799237,\n",
       "         0.23617713, 0.12421421, 0.35550742, 0.35807095, 0.08507225,\n",
       "         0.10170881, 0.96849618, 0.08593659, 0.02618548, 0.96746167,\n",
       "         0.99971414, 0.61027537, 0.13654341, 0.13061378, 0.3626158 ,\n",
       "         0.10054357, 0.01081874, 0.14475206, 0.1206895 , 0.11997497,\n",
       "         0.08396838, 0.20015402, 0.80711644, 0.87834632, 0.28515381,\n",
       "         0.36270711, 0.93820486, 0.14123652, 0.35410124, 0.73456643,\n",
       "         0.99950663, 0.71482628, 0.12983358, 0.63702665, 0.3851499 ,\n",
       "         0.13303495, 0.37394523, 0.0452628 , 0.7361023 , 0.26285612,\n",
       "         0.04405413, 0.33612269, 0.10256283, 0.04678422, 0.83145695,\n",
       "         0.22244233, 0.46292504, 0.0606926 , 0.74241258, 0.04266379,\n",
       "         0.60430679, 0.58901648, 0.91227823, 0.05735504, 0.04081775,\n",
       "         0.07373927, 0.28803278, 0.01617144, 0.89149851, 0.44860459,\n",
       "         0.0068333 , 0.59119469, 0.2182627 , 0.81875685, 0.00280796,\n",
       "         0.46087486, 0.13078198, 0.7831069 , 0.09691285, 0.6114653 ,\n",
       "         0.21146113, 0.14642252, 0.41162514, 0.68563992, 0.41204236,\n",
       "         0.03425433, 0.34245703, 0.70062397, 0.01849844, 0.858036  ,\n",
       "         0.43177221, 0.06773125, 0.40777101, 0.51128448, 0.5523787 ,\n",
       "         0.13155843, 0.37773002, 0.09116305, 0.08799252, 0.21846518,\n",
       "         0.30549176, 0.30924266, 0.00152893, 0.02683287, 0.11347713,\n",
       "         0.7232207 , 0.08052277, 0.321535  , 0.42430498, 0.93944417,\n",
       "         0.04887917, 0.53608944, 0.19680414, 0.01522834, 0.35505512,\n",
       "         0.91966209, 1.        , 0.6281765 , 0.40657722, 0.16579957,\n",
       "         0.33262887, 0.83712688, 0.66957505, 0.15461766, 0.45190032,\n",
       "         0.03144709, 0.00245909, 0.09142057, 0.03082459, 0.76187331,\n",
       "         0.79872926, 0.06458329, 0.25786802, 0.7235088 , 0.76007287]),\n",
       "  array([0.52917787, 0.04458646, 0.45333528, 0.98936355, 0.51468071,\n",
       "         0.1836606 , 0.93042135, 0.77947731, 0.80748942, 0.72434841,\n",
       "         0.00209228, 0.88546721, 0.17452824, 0.72713306, 0.17978218,\n",
       "         0.64874116, 0.05007632, 0.4539144 , 0.32321243, 0.46927551,\n",
       "         0.08445784, 0.00346025, 0.39424946, 0.06583369, 0.04902202,\n",
       "         0.18064308, 0.25973738, 0.54444535, 0.63589965, 0.33432703,\n",
       "         0.31591021, 0.08546495, 0.79279923, 0.03656681, 0.20704904,\n",
       "         0.92501837, 0.58871822, 0.82592347, 0.21861244, 0.49084866,\n",
       "         0.06889559, 0.40714568, 0.08124242, 0.94246927, 0.06865254,\n",
       "         0.15598056, 0.38588041, 0.56285156, 0.08921806, 0.6265016 ,\n",
       "         0.3180606 , 0.05113318, 0.01186197, 0.4017896 , 0.1248028 ,\n",
       "         0.30304993, 0.02278548, 0.31070634, 0.99001209, 0.49051979,\n",
       "         0.62537171, 0.24925447, 0.30576566, 0.0489279 , 0.79444649,\n",
       "         0.19997311, 0.30463678, 0.21868837, 0.96466896, 0.63436957,\n",
       "         0.05189968, 0.53851211, 0.14943765, 0.08435845, 0.09537056,\n",
       "         0.0963056 , 0.24056539, 0.59002821, 0.6801401 , 0.13587781,\n",
       "         0.03795517, 0.93932185, 0.06491962, 0.07925247, 0.80219695,\n",
       "         0.84827   , 0.92243022, 0.11159469, 0.23458906, 0.41605209,\n",
       "         0.25972635, 0.04730157, 0.39134077, 0.14385135, 0.05746566,\n",
       "         0.08968866, 0.44488037, 0.94770691, 0.56098373, 0.11871898,\n",
       "         0.4804246 , 0.64239587, 0.38468682, 0.61000229, 0.84433641,\n",
       "         0.84966707, 0.97524636, 0.20030157, 0.56766898, 0.35830481,\n",
       "         0.19783962, 0.32662396, 0.05574992, 0.70420462, 0.35510162,\n",
       "         0.07454035, 0.30732147, 0.07991782, 0.15408252, 0.59729466,\n",
       "         0.33129506, 0.62126058, 0.18646593, 0.3939661 , 0.12123701,\n",
       "         0.90066055, 0.78097228, 0.63316262, 0.15397369, 0.03655528,\n",
       "         0.12312411, 0.34881052, 0.01916977, 0.89802165, 0.48466191,\n",
       "         0.037589  , 0.43809283, 0.32429946, 0.9329485 , 0.00111123,\n",
       "         0.28385337, 0.06261857, 0.593028  , 0.0580269 , 0.29677028,\n",
       "         0.33059914, 0.24717941, 0.2372086 , 0.53625077, 0.38211287,\n",
       "         0.01613539, 0.57501266, 0.96302914, 0.05134249, 0.98514082,\n",
       "         0.25759411, 0.12832392, 0.4442946 , 0.67620833, 0.65833524,\n",
       "         0.25220478, 0.69312641, 0.13534238, 0.02625831, 0.14854605,\n",
       "         0.64032651, 0.64473875, 0.0015125 , 0.02681389, 0.05049149,\n",
       "         0.95453592, 0.19497533, 0.43913449, 0.44481637, 0.80728252,\n",
       "         0.13596952, 0.79175096, 0.31574368, 0.02651834, 0.28616392,\n",
       "         0.95857066, 0.83712688, 0.63654399, 0.58078469, 0.36741158,\n",
       "         0.64792152, 1.        , 0.55433619, 0.40967012, 0.30490556,\n",
       "         0.03245663, 0.00612662, 0.26912198, 0.08924892, 0.66312466,\n",
       "         0.96272241, 0.19234712, 0.4614116 , 0.38023648, 0.44821007]),\n",
       "  array([0.12776735, 0.19619529, 0.02071767, 0.30078825, 0.89080641,\n",
       "         0.79741958, 0.4694848 , 0.69692156, 0.13059563, 0.19416647,\n",
       "         0.06217981, 0.15108926, 0.00305197, 0.54796124, 0.18510821,\n",
       "         0.82573751, 0.01324162, 0.76192543, 0.33801313, 0.48899271,\n",
       "         0.04980502, 0.18320704, 0.40062715, 0.57567203, 0.20452757,\n",
       "         0.69856976, 0.11421767, 0.88864846, 0.81525674, 0.42157043,\n",
       "         0.41609596, 0.02785937, 0.40837671, 0.33287313, 0.55529169,\n",
       "         0.48665962, 0.04315788, 0.24409807, 0.27671714, 0.70823815,\n",
       "         0.6317061 , 0.04303585, 0.14190317, 0.21828166, 0.67820681,\n",
       "         0.92511737, 0.91316478, 0.84054393, 0.64806077, 0.84362339,\n",
       "         0.00940967, 0.56576158, 0.35620637, 0.26028935, 0.08643843,\n",
       "         0.11624769, 0.47501862, 0.99512494, 0.30063879, 0.71327392,\n",
       "         0.11889621, 0.79681362, 0.52248132, 0.60919815, 0.60760781,\n",
       "         0.80524555, 0.62556978, 0.89337225, 0.40684475, 0.11900505,\n",
       "         0.39775097, 0.90499253, 0.03486601, 0.757898  , 0.21978416,\n",
       "         0.69998627, 0.20171217, 0.30200262, 0.06019413, 0.26957952,\n",
       "         0.55269499, 0.37430943, 0.59491012, 0.03858611, 0.32253705,\n",
       "         0.45224198, 0.17586143, 0.69630818, 0.24415945, 0.66828966,\n",
       "         0.07779922, 0.00736165, 0.0324851 , 0.47447881, 0.69660374,\n",
       "         0.45950281, 0.12102498, 0.44058819, 0.61845725, 0.05431754,\n",
       "         0.52735979, 0.41526134, 0.03091308, 0.26554558, 0.55042477,\n",
       "         0.45730756, 0.24661727, 0.33143305, 0.86628447, 0.03122468,\n",
       "         0.35619873, 0.89366411, 0.29425388, 0.75882498, 0.49594738,\n",
       "         0.18563269, 0.84862183, 0.63415386, 0.0030303 , 0.80163103,\n",
       "         0.40308023, 0.49830341, 0.03792108, 0.3892053 , 0.05301552,\n",
       "         0.26583249, 0.45828709, 0.65652697, 0.06745229, 0.37413759,\n",
       "         0.23598281, 0.5999986 , 0.17650817, 0.55963534, 0.73214444,\n",
       "         0.00105422, 0.08552227, 0.40368276, 0.47628361, 0.09400682,\n",
       "         0.98566174, 0.71678352, 0.85345894, 0.66618726, 0.61204058,\n",
       "         0.36235211, 0.00651084, 0.96515374, 0.91340973, 0.86187106,\n",
       "         0.40365689, 0.29484823, 0.27794847, 0.04437859, 0.38823213,\n",
       "         0.97804928, 0.17896626, 0.72281639, 0.49927911, 0.60767489,\n",
       "         0.2091201 , 0.18557993, 0.3126494 , 0.38726362, 0.88171149,\n",
       "         0.07458748, 0.07349599, 0.04762916, 0.2747742 , 0.65867442,\n",
       "         0.1822207 , 0.09939997, 0.49618696, 0.76021279, 0.63815476,\n",
       "         0.05832341, 0.0848754 , 0.33922131, 0.10426609, 0.93150824,\n",
       "         0.4520852 , 0.45190032, 0.75809721, 0.44353402, 0.13288593,\n",
       "         0.153603  , 0.30490556, 0.89807629, 0.03457406, 1.        ,\n",
       "         0.29132484, 0.02006835, 0.03884954, 0.04646299, 0.13850108,\n",
       "         0.40339799, 0.04383277, 0.25894259, 0.54827993, 0.24643592]),\n",
       "  array([0.40249212, 0.04419123, 0.32301364, 0.92699201, 0.65356782,\n",
       "         0.22410352, 0.92491121, 0.85011856, 0.65075493, 0.79321532,\n",
       "         0.00523693, 0.83603672, 0.10995069, 0.87229509, 0.14993195,\n",
       "         0.76680999, 0.07396831, 0.61224217, 0.2907837 , 0.63203078,\n",
       "         0.13235208, 0.00710837, 0.54711244, 0.115727  , 0.09265798,\n",
       "         0.28489881, 0.35345972, 0.67759956, 0.76852936, 0.4810686 ,\n",
       "         0.45938863, 0.12452855, 0.91207188, 0.07069333, 0.32468038,\n",
       "         0.92781646, 0.50870871, 0.88657602, 0.33371168, 0.65373165,\n",
       "         0.11862331, 0.41983424, 0.06937403, 0.82871964, 0.11565788,\n",
       "         0.21978852, 0.45674812, 0.63508552, 0.11393406, 0.74671677,\n",
       "         0.2234313 , 0.09078814, 0.02104821, 0.53859663, 0.09354397,\n",
       "         0.22710258, 0.03708217, 0.41715183, 0.92823094, 0.51867814,\n",
       "         0.6686205 , 0.29054712, 0.44986379, 0.07072812, 0.81542221,\n",
       "         0.30595271, 0.44789326, 0.32369081, 0.99985342, 0.67472149,\n",
       "         0.09652281, 0.63885539, 0.09731631, 0.13631962, 0.16500894,\n",
       "         0.12542681, 0.3523972 , 0.72704968, 0.59221943, 0.22462054,\n",
       "         0.0559412 , 0.88591696, 0.11346986, 0.12214995, 0.71301529,\n",
       "         0.81134345, 0.87488846, 0.18427871, 0.3504998 , 0.57584298,\n",
       "         0.33680455, 0.06491956, 0.38557224, 0.23811182, 0.0895675 ,\n",
       "         0.15723881, 0.53212682, 0.99772691, 0.5665694 , 0.08298641,\n",
       "         0.64491966, 0.59031627, 0.37731964, 0.73506174, 0.95214045,\n",
       "         0.81503135, 0.94772176, 0.31341462, 0.70341568, 0.23510127,\n",
       "         0.31107379, 0.45873551, 0.10404872, 0.82876495, 0.5074941 ,\n",
       "         0.13273985, 0.4403421 , 0.13682401, 0.11811204, 0.66062438,\n",
       "         0.47667234, 0.78040614, 0.23691926, 0.36091201, 0.1778954 ,\n",
       "         0.93855601, 0.90925767, 0.65145141, 0.2210473 , 0.070037  ,\n",
       "         0.20548161, 0.50084639, 0.04001189, 0.9518646 , 0.64608705,\n",
       "         0.03818956, 0.31604264, 0.46860671, 0.99165165, 0.0025029 ,\n",
       "         0.36712139, 0.09631791, 0.68032996, 0.09748381, 0.31049447,\n",
       "         0.4733894 , 0.15590547, 0.30990679, 0.64741701, 0.52573528,\n",
       "         0.02947212, 0.7120705 , 0.96730413, 0.08718879, 0.99005986,\n",
       "         0.33580003, 0.20928716, 0.60437108, 0.82879421, 0.81511735,\n",
       "         0.36703923, 0.76633902, 0.2250986 , 0.03556155, 0.22566963,\n",
       "         0.61691726, 0.61682596, 0.00389272, 0.05364003, 0.0777494 ,\n",
       "         0.85879587, 0.27828423, 0.60054954, 0.60274496, 0.84887475,\n",
       "         0.19698801, 0.65263577, 0.45464073, 0.05299774, 0.40518938,\n",
       "         0.96633833, 0.79872926, 0.78387623, 0.73929267, 0.46839223,\n",
       "         0.71324057, 0.96272241, 0.67654885, 0.40197228, 0.40339799,\n",
       "         0.06379805, 0.01351278, 0.31099579, 0.13727134, 0.5173894 ,\n",
       "         1.        , 0.24778286, 0.59797156, 0.37825838, 0.37440528]),\n",
       "  array([0.06154074, 0.00492053, 0.09491478, 0.38391958, 0.49426336,\n",
       "         0.0780969 , 0.3889653 , 0.41881644, 0.17386042, 0.82924239,\n",
       "         0.02850504, 0.51238907, 0.02957241, 0.80099503, 0.01571781,\n",
       "         0.47273761, 0.39814912, 0.65521726, 0.04564626, 0.89584614,\n",
       "         0.60463076, 0.00929287, 0.92679654, 0.19282855, 0.35898083,\n",
       "         0.43102495, 0.89421182, 0.47587613, 0.53247527, 0.87096883,\n",
       "         0.8579457 , 0.54810317, 0.83962474, 0.19300696, 0.59437996,\n",
       "         0.39946869, 0.32102267, 0.78357984, 0.83170592, 0.71571282,\n",
       "         0.17153138, 0.55598003, 0.00600479, 0.28637092, 0.14196415,\n",
       "         0.13887211, 0.19483421, 0.27590683, 0.0372452 , 0.46555723,\n",
       "         0.07909221, 0.13850293, 0.01747207, 0.99251425, 0.00697152,\n",
       "         0.02418952, 0.0239758 , 0.29427174, 0.38612989, 0.16077273,\n",
       "         0.75549754, 0.0950158 , 0.764693  , 0.03276832, 0.31726999,\n",
       "         0.38279958, 0.67852644, 0.33521409, 0.58854891, 0.74711673,\n",
       "         0.23684117, 0.33950885, 0.00651965, 0.14125222, 0.56590333,\n",
       "         0.04562034, 0.90061616, 0.97677181, 0.34758883, 0.65807637,\n",
       "         0.02619821, 0.32277548, 0.17813952, 0.57254578, 0.18702477,\n",
       "         0.26746849, 0.51385174, 0.26798277, 0.87507913, 0.72847917,\n",
       "         0.82687831, 0.32288252, 0.46126492, 0.51626526, 0.06357055,\n",
       "         0.35701749, 0.8917636 , 0.60276763, 0.16174101, 0.00543695,\n",
       "         0.86997388, 0.13921572, 0.44924262, 0.96458594, 0.68149453,\n",
       "         0.27138151, 0.53539296, 0.75979615, 0.50243124, 0.02981263,\n",
       "         0.73576542, 0.45509809, 0.32626027, 0.55200433, 0.83216741,\n",
       "         0.50817811, 0.48441687, 0.20940337, 0.08615996, 0.27463052,\n",
       "         0.8815727 , 0.88679353, 0.65815604, 0.06472185, 0.68081832,\n",
       "         0.70634743, 0.82543767, 0.21356079, 0.7501845 , 0.16957046,\n",
       "         0.64742389, 0.7425684 , 0.16470442, 0.49963195, 0.69140502,\n",
       "         0.10425423, 0.04120219, 0.87489157, 0.59640799, 0.00406683,\n",
       "         0.20117116, 0.06586246, 0.33086094, 0.10758574, 0.0734973 ,\n",
       "         0.908589  , 0.03292484, 0.16298769, 0.37544369, 0.52414302,\n",
       "         0.0319979 , 0.98178082, 0.60391294, 0.48940486, 0.5133142 ,\n",
       "         0.1819728 , 0.70533838, 0.69034573, 0.86606831, 0.7862513 ,\n",
       "         0.91135892, 0.84471718, 0.6216047 , 0.01042223, 0.21474174,\n",
       "         0.53198227, 0.51870772, 0.02381138, 0.1641926 , 0.0494089 ,\n",
       "         0.37804712, 0.83458158, 0.88085744, 0.65429561, 0.36932224,\n",
       "         0.71160871, 0.25299778, 0.91043107, 0.28841584, 0.37817686,\n",
       "         0.45696183, 0.25786802, 0.62903993, 0.93022153, 0.93476639,\n",
       "         0.82648111, 0.4614116 , 0.42905107, 0.46551958, 0.25894259,\n",
       "         0.19231227, 0.14055226, 0.63424718, 0.61086162, 0.09923892,\n",
       "         0.59797156, 0.69253671, 1.        , 0.08450812, 0.05792636])],\n",
       " [array([1.00000000e+00, 1.34995502e-01, 3.85189283e-01, 6.16712262e-01,\n",
       "         1.74923705e-01, 1.54463910e-01, 5.81702965e-01, 4.17421142e-01,\n",
       "         8.02802784e-01, 1.58936036e-01, 8.69177881e-05, 3.47460377e-01,\n",
       "         1.57631546e-01, 1.92289813e-01, 5.49723629e-01, 2.73938622e-01,\n",
       "         1.74571190e-03, 1.04359016e-01, 6.28618113e-01, 7.72320194e-02,\n",
       "         3.65414515e-03, 7.29043152e-04, 5.30679468e-02, 9.83433748e-03,\n",
       "         2.75842498e-03, 2.91119000e-02, 2.15595623e-02, 2.00598618e-01,\n",
       "         2.35608451e-01, 4.21252927e-02, 3.85084639e-02, 3.76559454e-03,\n",
       "         2.05924898e-01, 3.14346422e-03, 2.65511281e-02, 5.64203263e-01,\n",
       "         2.16172279e-01, 2.19653265e-01, 1.92461708e-02, 1.09346558e-01,\n",
       "         1.20891420e-02, 6.60243024e-02, 3.14541291e-01, 7.12112269e-01,\n",
       "         1.45217136e-02, 6.81175719e-02, 2.52489085e-01, 3.54256081e-01,\n",
       "         8.22844170e-02, 2.61815353e-01, 2.15520801e-01, 8.51245196e-03,\n",
       "         4.06784778e-03, 4.83333791e-02, 5.50896009e-01, 8.75186856e-01,\n",
       "         1.01940295e-02, 1.17003956e-01, 6.14045165e-01, 4.50459663e-01,\n",
       "         1.24047443e-01, 2.22404967e-01, 4.18550784e-02, 3.11728379e-02,\n",
       "         5.51014588e-01, 3.99482158e-02, 4.78017523e-02, 5.40459612e-02,\n",
       "         4.10597537e-01, 1.28654406e-01, 4.99513385e-03, 2.71608782e-01,\n",
       "         7.11926154e-01, 2.14984980e-02, 6.00972958e-03, 7.87971336e-02,\n",
       "         2.02555740e-02, 1.00246570e-01, 2.72946042e-01, 1.01571214e-02,\n",
       "         2.40406887e-02, 6.83400972e-01, 1.03872288e-02, 3.30618277e-03,\n",
       "         8.44202127e-01, 6.98511914e-01, 3.81357403e-01, 1.91618979e-02,\n",
       "         2.04522732e-02, 7.91429398e-02, 2.19592883e-02, 1.76434864e-03,\n",
       "         7.04474177e-02, 1.53827135e-02, 2.26610793e-02, 9.26783248e-03,\n",
       "         5.75147412e-02, 3.93299206e-01, 5.58833864e-01, 5.95669761e-01,\n",
       "         8.37560028e-02, 7.76274929e-01, 6.95317399e-02, 1.05728069e-01,\n",
       "         2.93618840e-01, 6.92124544e-01, 4.25943005e-01, 1.83853716e-02,\n",
       "         2.04675250e-01, 8.02113801e-01, 1.87313915e-02, 8.33659490e-02,\n",
       "         4.01481568e-03, 2.70844680e-01, 5.02069025e-02, 4.16439730e-03,\n",
       "         6.98746762e-02, 1.30824759e-02, 4.56325169e-02, 3.93316209e-01,\n",
       "         4.07002061e-02, 1.29672528e-01, 1.35140934e-02, 6.58404995e-01,\n",
       "         6.32274712e-03, 2.86865039e-01, 2.07125029e-01, 5.38733152e-01,\n",
       "         9.18988601e-03, 3.61280717e-03, 8.47068422e-03, 5.56794315e-02,\n",
       "         1.03996369e-03, 4.41494620e-01, 1.10967730e-01, 2.56757897e-03,\n",
       "         9.81713501e-01, 3.94559789e-02, 3.90585940e-01, 1.86884398e-04,\n",
       "         1.42379525e-01, 2.56883740e-02, 3.28379118e-01, 1.39127426e-02,\n",
       "         3.73995661e-01, 3.87971079e-02, 2.97667139e-01, 1.25381712e-01,\n",
       "         2.45359514e-01, 9.62484755e-02, 4.06444965e-03, 9.49000000e-02,\n",
       "         3.77949947e-01, 1.78998043e-03, 4.82199199e-01, 1.31296554e-01,\n",
       "         8.08308148e-03, 9.48258486e-02, 1.54550062e-01, 1.66075872e-01,\n",
       "         2.19246854e-02, 1.43303208e-01, 1.08770163e-02, 2.81580543e-02,\n",
       "         4.09726516e-02, 1.68700715e-01, 1.74569969e-01, 5.52462932e-05,\n",
       "         2.03697732e-03, 2.26059320e-02, 5.45442530e-01, 1.34502327e-02,\n",
       "         6.97731442e-02, 1.00719656e-01, 4.94594542e-01, 7.55975975e-03,\n",
       "         5.09956750e-01, 3.53024268e-02, 1.01667132e-03, 7.87594181e-02,\n",
       "         5.23976932e-01, 7.06033016e-01, 1.99419898e-01, 1.07910262e-01,\n",
       "         3.94892625e-02, 1.26038736e-01, 5.29177872e-01, 2.28952342e-01,\n",
       "         7.65344113e-02, 1.27767351e-01, 2.49528460e-03, 1.12715320e-04,\n",
       "         2.72173121e-02, 3.95717060e-03, 9.66040252e-01, 4.02492117e-01,\n",
       "         1.39082854e-02, 6.15407369e-02, 5.04073166e-01, 8.63660284e-01]),\n",
       "  array([1.34995502e-01, 1.00000000e+00, 3.79787701e-03, 5.71634023e-02,\n",
       "         1.04318701e-01, 5.18019366e-01, 1.03390773e-01, 1.40606874e-01,\n",
       "         4.39645303e-02, 6.66399098e-03, 5.55150694e-04, 1.16104396e-02,\n",
       "         4.70915891e-04, 3.39453154e-02, 6.36918529e-01, 1.25657135e-01,\n",
       "         2.36230590e-05, 4.72329937e-02, 5.65019876e-01, 1.54988517e-02,\n",
       "         1.57499312e-04, 2.60765557e-02, 9.13094506e-03, 2.84205025e-02,\n",
       "         1.71038138e-03, 3.09630073e-02, 9.46454813e-04, 1.16526864e-01,\n",
       "         1.00780345e-01, 9.18266914e-03, 8.70037833e-03, 7.67723098e-05,\n",
       "         2.20837413e-02, 6.84584313e-03, 1.53857612e-02, 1.04220706e-01,\n",
       "         2.35028753e-03, 1.17255361e-02, 3.39359647e-03, 3.99973246e-02,\n",
       "         4.09248877e-02, 6.99597924e-04, 8.27524758e-01, 5.23298514e-02,\n",
       "         6.05656393e-02, 2.29130691e-01, 3.34213284e-01, 2.53918438e-01,\n",
       "         5.64245856e-01, 1.28273916e-01, 1.06137112e-03, 3.55130986e-02,\n",
       "         9.44732036e-02, 4.36367418e-03, 4.79578206e-01, 2.76398482e-01,\n",
       "         1.74216445e-01, 1.63370897e-01, 5.66608390e-02, 3.92211113e-01,\n",
       "         3.15056929e-03, 5.22201475e-01, 1.41606589e-02, 3.40877720e-01,\n",
       "         1.77694587e-01, 5.09611514e-02, 2.22302756e-02, 7.98817196e-02,\n",
       "         4.59532002e-02, 3.25548223e-03, 9.34285968e-03, 1.98072854e-01,\n",
       "         1.60972220e-01, 8.88727534e-02, 1.86519088e-03, 5.02963396e-01,\n",
       "         2.05090172e-03, 8.24740595e-03, 3.98636588e-03, 2.88529061e-03,\n",
       "         3.20171548e-01, 9.83846442e-02, 3.32287854e-02, 1.09044421e-04,\n",
       "         1.53708940e-01, 1.57388943e-01, 1.51610164e-02, 3.90953365e-02,\n",
       "         2.78983412e-03, 3.01867886e-02, 5.96010157e-04, 1.26103698e-05,\n",
       "         5.83410752e-04, 1.04102684e-02, 1.79102609e-01, 1.08011955e-02,\n",
       "         1.78421216e-03, 4.91118587e-02, 3.58470298e-01, 3.29408727e-01,\n",
       "         1.86051016e-02, 2.82402640e-01, 5.53733209e-04, 7.15414604e-03,\n",
       "         5.08064213e-02, 1.56826858e-01, 2.51403604e-02, 4.68650620e-03,\n",
       "         1.07656677e-01, 3.25063845e-02, 5.42108015e-03, 7.51756101e-02,\n",
       "         3.90668091e-03, 9.48465883e-02, 1.33767799e-02, 1.32720261e-03,\n",
       "         5.94476774e-02, 3.52849949e-02, 8.06950931e-05, 2.52677461e-01,\n",
       "         8.34603962e-03, 2.14870180e-02, 2.03429239e-04, 5.01903845e-01,\n",
       "         2.08011571e-04, 1.70504490e-02, 2.65833080e-02, 2.90392327e-01,\n",
       "         3.28820195e-04, 9.94803136e-03, 2.18925758e-03, 2.08505499e-02,\n",
       "         1.73933656e-03, 8.89208329e-02, 4.37682582e-02, 2.94458723e-06,\n",
       "         1.11898293e-01, 8.28235645e-03, 5.52808670e-02, 1.06321772e-02,\n",
       "         2.62279845e-01, 1.93217750e-01, 2.07733869e-01, 7.58907197e-02,\n",
       "         6.17150763e-01, 6.76922095e-03, 1.78908762e-03, 2.92095538e-01,\n",
       "         1.71619804e-01, 6.72246123e-02, 6.19750272e-02, 7.68929558e-03,\n",
       "         2.47695759e-02, 1.10504801e-04, 5.38408656e-02, 2.73837853e-01,\n",
       "         1.31776731e-03, 3.94174296e-02, 2.43319521e-02, 3.69497252e-02,\n",
       "         2.23102573e-03, 5.78737992e-03, 3.92328822e-03, 5.24225438e-01,\n",
       "         1.04464581e-01, 2.71570823e-03, 2.77903935e-03, 3.51566758e-04,\n",
       "         4.79072826e-03, 2.11962392e-01, 2.64209208e-02, 6.38015463e-04,\n",
       "         1.52059935e-02, 4.62207362e-02, 1.54358323e-01, 2.52227491e-04,\n",
       "         1.26781949e-02, 5.83032861e-03, 4.63169113e-04, 9.28729436e-02,\n",
       "         7.87374178e-02, 1.64004181e-01, 7.01188985e-02, 1.56496295e-02,\n",
       "         1.57798826e-03, 4.19760476e-03, 4.45864571e-02, 1.41161684e-01,\n",
       "         6.62106662e-04, 1.96195286e-01, 4.98816866e-03, 2.60564473e-05,\n",
       "         3.23091101e-04, 1.47554658e-04, 9.25213528e-02, 4.41912271e-02,\n",
       "         2.41901563e-04, 4.92052555e-03, 5.42228106e-01, 3.38666302e-01]),\n",
       "  array([3.85189283e-01, 3.79787701e-03, 1.00000000e+00, 4.66756446e-01,\n",
       "         5.47443503e-02, 1.17785871e-02, 2.96400920e-01, 1.53700216e-01,\n",
       "         6.92236512e-01, 2.96470681e-01, 1.51042694e-05, 5.88154452e-01,\n",
       "         8.23091877e-01, 1.39233772e-01, 4.74037537e-02, 9.20773024e-02,\n",
       "         1.35755576e-02, 4.51977087e-02, 7.58870887e-02, 6.26589682e-02,\n",
       "         1.29086076e-02, 2.31649100e-05, 5.12553975e-02, 1.64846901e-03,\n",
       "         1.74233999e-03, 8.67208193e-03, 5.79032323e-02, 6.17423700e-02,\n",
       "         8.70951857e-02, 3.62060277e-02, 3.28225747e-02, 2.07835861e-02,\n",
       "         2.03137701e-01, 7.81702524e-04, 1.25308187e-02, 2.83665228e-01,\n",
       "         7.42099460e-01, 3.27522613e-01, 2.17385748e-02, 5.45703938e-02,\n",
       "         1.72539995e-03, 3.20178395e-01, 1.50033629e-02, 5.74018419e-01,\n",
       "         1.69377210e-03, 6.75475143e-03, 3.74216556e-02, 7.73412994e-02,\n",
       "         3.91936112e-03, 8.49142688e-02, 9.33560303e-01, 1.09343859e-03,\n",
       "         1.37939228e-04, 7.22015686e-02, 4.87082868e-02, 1.69746031e-01,\n",
       "         3.73906613e-04, 2.09830941e-02, 4.66945027e-01, 7.50481699e-02,\n",
       "         3.26542553e-01, 2.05516153e-02, 2.66559954e-02, 1.29932685e-03,\n",
       "         1.87668318e-01, 9.77368314e-03, 2.37599483e-02, 1.10990441e-02,\n",
       "         3.23368555e-01, 3.36406676e-01, 1.30142246e-03, 6.41664559e-02,\n",
       "         1.38139594e-01, 2.33839355e-03, 5.51548463e-03, 4.11391706e-03,\n",
       "         3.25992705e-02, 1.37816283e-01, 7.55971472e-01, 9.18025584e-03,\n",
       "         8.91343162e-04, 3.72164815e-01, 1.59243318e-03, 1.39386986e-02,\n",
       "         3.43563739e-01, 2.75839852e-01, 5.68925836e-01, 3.74942475e-03,\n",
       "         2.70944103e-02, 4.10425681e-02, 7.83383121e-02, 1.96551176e-02,\n",
       "         3.80274279e-01, 7.11113057e-03, 1.39553559e-03, 3.12510253e-03,\n",
       "         1.59417898e-01, 2.92834461e-01, 1.08418005e-01, 6.58377804e-02,\n",
       "         6.24274762e-02, 1.96433755e-01, 3.83704736e-01, 1.62312416e-01,\n",
       "         1.92680392e-01, 2.73583768e-01, 4.89183534e-01, 1.63331606e-02,\n",
       "         6.74904933e-02, 5.98178372e-01, 1.52168494e-02, 2.27969430e-02,\n",
       "         1.74709035e-03, 1.11331397e-01, 3.64750862e-02, 3.94824083e-03,\n",
       "         2.07389365e-02, 2.20369020e-03, 5.13453222e-01, 9.00998032e-02,\n",
       "         3.66734018e-02, 1.07342725e-01, 7.33260364e-02, 9.33699269e-02,\n",
       "         2.43967787e-02, 3.72648774e-01, 1.81716998e-01, 1.23767830e-01,\n",
       "         3.19149626e-02, 7.36728996e-04, 8.38332873e-03, 3.13394523e-02,\n",
       "         3.65430356e-04, 2.29792473e-01, 5.23252656e-02, 6.78917348e-02,\n",
       "         3.91114374e-01, 3.51896253e-02, 2.68609730e-01, 4.90953291e-06,\n",
       "         1.92288877e-02, 1.60436586e-03, 8.14300931e-02, 1.31117318e-03,\n",
       "         3.72263326e-02, 3.92715177e-02, 9.06080392e-01, 1.43805695e-02,\n",
       "         6.18331455e-02, 3.08902539e-02, 2.01424401e-04, 1.33229762e-01,\n",
       "         4.25356894e-01, 5.54944617e-03, 3.59440832e-01, 1.63410169e-02,\n",
       "         1.09592330e-02, 4.45593674e-02, 1.27218026e-01, 1.06532798e-01,\n",
       "         3.47283352e-02, 2.80096781e-01, 8.26146764e-03, 6.89081769e-04,\n",
       "         5.78497893e-03, 5.22037655e-01, 5.37893830e-01, 1.01348189e-05,\n",
       "         5.08225643e-04, 1.19252231e-03, 6.33515521e-01, 3.71400140e-02,\n",
       "         5.46179991e-02, 4.35245234e-02, 1.80652090e-01, 2.81850420e-02,\n",
       "         8.45404280e-01, 3.76721415e-02, 9.03684239e-04, 1.77578608e-02,\n",
       "         3.12039115e-01, 2.71080183e-01, 8.88280194e-02, 1.01496734e-01,\n",
       "         1.01155612e-01, 2.83769045e-01, 4.53335282e-01, 6.49092124e-02,\n",
       "         3.96366670e-01, 2.07176669e-02, 6.83701627e-04, 2.03246456e-04,\n",
       "         1.49075073e-01, 1.51115797e-02, 5.08855701e-01, 3.23013636e-01,\n",
       "         6.92048958e-02, 9.49147772e-02, 6.37078909e-02, 1.72988394e-01]),\n",
       "  array([1.54463910e-01, 5.18019366e-01, 1.17785871e-02, 1.99113723e-01,\n",
       "         5.62593402e-01, 1.00000000e+00, 3.40190249e-01, 5.10269034e-01,\n",
       "         1.01453488e-01, 6.86613474e-02, 1.91104745e-02, 6.91377857e-02,\n",
       "         1.51943810e-03, 2.58716838e-01, 3.81209142e-01, 5.60421065e-01,\n",
       "         1.60892546e-03, 3.81625977e-01, 5.37035221e-01, 1.85637892e-01,\n",
       "         7.89189574e-03, 1.59599525e-01, 1.34774916e-01, 2.99812735e-01,\n",
       "         5.31495044e-02, 3.29581671e-01, 2.50776714e-02, 5.82102352e-01,\n",
       "         5.13590697e-01, 1.41748954e-01, 1.38300974e-01, 4.02160264e-03,\n",
       "         1.78525069e-01, 1.26755576e-01, 2.15257133e-01, 3.50169634e-01,\n",
       "         1.63914489e-02, 9.81558982e-02, 7.56418362e-02, 3.39209583e-01,\n",
       "         3.64165991e-01, 1.08529767e-02, 3.67526222e-01, 1.54024838e-01,\n",
       "         4.41404486e-01, 8.38117176e-01, 8.90359308e-01, 7.39287504e-01,\n",
       "         9.38103288e-01, 5.74762882e-01, 4.34843159e-03, 3.26933566e-01,\n",
       "         3.72620428e-01, 7.58272498e-02, 2.05443513e-01, 1.94849058e-01,\n",
       "         5.43809618e-01, 7.42803220e-01, 1.98400271e-01, 7.77233558e-01,\n",
       "         3.73423616e-02, 9.80134366e-01, 1.94388785e-01, 7.82122977e-01,\n",
       "         5.02865774e-01, 4.33312602e-01, 2.60138317e-01, 5.45184161e-01,\n",
       "         2.28636511e-01, 3.77714953e-02, 1.56907709e-01, 7.14741142e-01,\n",
       "         7.15948545e-02, 5.40449612e-01, 5.49690716e-02, 9.45453165e-01,\n",
       "         4.99963633e-02, 1.03122414e-01, 2.48762588e-02, 7.25114415e-02,\n",
       "         7.26827467e-01, 2.84142013e-01, 3.25064415e-01, 5.78898385e-03,\n",
       "         3.03700155e-01, 3.88115167e-01, 8.45700720e-02, 3.70576327e-01,\n",
       "         6.41312859e-02, 2.97620905e-01, 1.61428645e-02, 8.47806190e-04,\n",
       "         8.34284515e-03, 1.71660104e-01, 6.74139798e-01, 1.76031858e-01,\n",
       "         3.15807148e-02, 2.48191677e-01, 6.73028149e-01, 1.29315395e-01,\n",
       "         2.08893679e-01, 4.60331082e-01, 7.91277207e-03, 8.91643927e-02,\n",
       "         2.96935064e-01, 3.90655553e-01, 1.28632644e-01, 9.72708864e-02,\n",
       "         5.53820742e-01, 3.48404637e-02, 1.08019127e-01, 5.18002568e-01,\n",
       "         9.19233305e-02, 4.73865067e-01, 1.81487333e-01, 4.38914457e-02,\n",
       "         4.60762179e-01, 3.42388549e-01, 8.07114908e-04, 7.10368637e-01,\n",
       "         1.32726322e-01, 2.07378781e-01, 6.72483329e-03, 5.60735765e-01,\n",
       "         8.88356092e-03, 1.18641691e-01, 2.07456401e-01, 6.45123108e-01,\n",
       "         1.22255057e-02, 1.57660387e-01, 6.01296811e-02, 2.44302199e-01,\n",
       "         5.15805116e-02, 3.66074983e-01, 3.59143529e-01, 1.27714608e-04,\n",
       "         1.09956121e-01, 1.32708652e-01, 2.74120612e-01, 7.80110456e-02,\n",
       "         8.81061089e-01, 7.02649844e-01, 6.92463100e-01, 4.78657836e-01,\n",
       "         8.51673543e-01, 1.14087738e-01, 4.11403336e-03, 9.14329903e-01,\n",
       "         6.83402127e-01, 4.79286842e-01, 3.42030232e-01, 9.90313839e-02,\n",
       "         1.39454215e-01, 6.63455427e-03, 2.33785258e-01, 8.96319373e-01,\n",
       "         4.09845344e-02, 3.44874815e-01, 2.15852860e-01, 2.89264375e-01,\n",
       "         5.26972198e-02, 6.33889112e-02, 9.00674228e-02, 6.92478815e-01,\n",
       "         6.12167041e-01, 2.53444953e-02, 2.52764818e-02, 1.37251905e-02,\n",
       "         9.94381421e-02, 6.94956181e-01, 1.05726410e-01, 2.01195874e-02,\n",
       "         1.87203014e-01, 3.78609394e-01, 4.94366983e-01, 1.01080596e-02,\n",
       "         4.77121448e-02, 1.03487637e-01, 2.14699821e-02, 5.81463110e-01,\n",
       "         2.99492432e-01, 3.94096315e-01, 4.27788130e-01, 1.71077427e-01,\n",
       "         3.27491691e-02, 4.95794646e-02, 1.83660597e-01, 6.27702422e-01,\n",
       "         9.09858486e-03, 7.97419582e-01, 1.03726852e-01, 2.61555426e-03,\n",
       "         7.87012750e-03, 7.30641911e-03, 1.40400752e-01, 2.24103517e-01,\n",
       "         7.91903003e-03, 7.80968970e-02, 7.37970951e-01, 3.47989133e-01]),\n",
       "  array([8.02802784e-01, 4.39645303e-02, 6.92236512e-01, 8.61215777e-01,\n",
       "         2.31018259e-01, 1.01453488e-01, 7.24636735e-01, 4.98253181e-01,\n",
       "         1.00000000e+00, 4.03348691e-01, 1.91977546e-04, 7.10054747e-01,\n",
       "         3.39223581e-01, 3.50295654e-01, 2.45919139e-01, 3.44118793e-01,\n",
       "         1.21177310e-02, 1.71733818e-01, 3.58662327e-01, 1.69557600e-01,\n",
       "         1.88653032e-02, 5.84272733e-04, 1.30733496e-01, 1.41865814e-02,\n",
       "         7.98820649e-03, 4.83044233e-02, 8.32793188e-02, 2.56841887e-01,\n",
       "         3.17330770e-01, 1.02544139e-01, 9.45273905e-02, 2.19595304e-02,\n",
       "         4.12253137e-01, 6.07467392e-03, 5.41304749e-02, 7.05796114e-01,\n",
       "         5.52663469e-01, 4.91163483e-01, 5.69180705e-02, 1.89323562e-01,\n",
       "         1.58062422e-02, 2.42994957e-01, 1.10006354e-01, 9.51205405e-01,\n",
       "         1.68654273e-02, 5.96765673e-02, 2.17627909e-01, 3.45479432e-01,\n",
       "         4.58398646e-02, 3.26643180e-01, 4.82653316e-01, 1.09853035e-02,\n",
       "         2.83528990e-03, 1.39918005e-01, 2.20312444e-01, 5.03017871e-01,\n",
       "         6.66546953e-03, 1.27439833e-01, 8.60047756e-01, 3.59631427e-01,\n",
       "         3.59008373e-01, 1.51399766e-01, 9.10242668e-02, 1.88490244e-02,\n",
       "         5.91368211e-01, 5.84310271e-02, 9.26351542e-02, 7.01659300e-02,\n",
       "         6.56457528e-01, 3.68959816e-01, 9.43018247e-03, 2.91136762e-01,\n",
       "         3.47826186e-01, 2.30368608e-02, 1.86690305e-02, 4.68527316e-02,\n",
       "         6.72604290e-02, 2.53318658e-01, 6.37550781e-01, 2.97194684e-02,\n",
       "         1.40841456e-02, 8.25995676e-01, 1.42838289e-02, 1.81690878e-02,\n",
       "         8.32661782e-01, 7.39693806e-01, 7.39011617e-01, 2.76156924e-02,\n",
       "         6.35108311e-02, 1.45835448e-01, 9.14562335e-02, 1.32795308e-02,\n",
       "         2.58434746e-01, 3.30705835e-02, 1.79057638e-02, 1.84075050e-02,\n",
       "         1.94131119e-01, 6.23882304e-01, 4.53879498e-01, 2.43586381e-01,\n",
       "         1.76143523e-01, 6.38938952e-01, 2.56353047e-01, 2.73965306e-01,\n",
       "         4.75774686e-01, 7.35718067e-01, 7.52326835e-01, 5.00770160e-02,\n",
       "         2.69167904e-01, 7.36344817e-01, 4.92313525e-02, 1.16253415e-01,\n",
       "         9.64552549e-03, 3.71508708e-01, 1.12196493e-01, 1.35782092e-02,\n",
       "         1.03569408e-01, 1.83451056e-02, 1.75732995e-01, 3.83222078e-01,\n",
       "         1.01252868e-01, 2.65062600e-01, 6.67191166e-02, 4.13242181e-01,\n",
       "         3.15070670e-02, 5.81548153e-01, 3.98264210e-01, 4.83380014e-01,\n",
       "         4.25291268e-02, 6.30401164e-03, 2.61324394e-02, 1.11190128e-01,\n",
       "         2.57662688e-03, 5.98261615e-01, 1.87360526e-01, 2.03350705e-02,\n",
       "         7.52911797e-01, 9.81788426e-02, 6.03926553e-01, 1.52608136e-04,\n",
       "         1.30273364e-01, 2.01197681e-02, 3.46243814e-01, 1.45952011e-02,\n",
       "         2.32480466e-01, 1.01281914e-01, 4.99918991e-01, 1.07631115e-01,\n",
       "         2.76522631e-01, 1.41117839e-01, 3.49081650e-03, 2.43537119e-01,\n",
       "         6.87154464e-01, 9.54893753e-03, 7.25217426e-01, 1.16746104e-01,\n",
       "         2.80811550e-02, 1.63638375e-01, 3.06244142e-01, 2.96740468e-01,\n",
       "         7.17240788e-02, 3.75762563e-01, 2.95760356e-02, 1.23442677e-02,\n",
       "         4.61089410e-02, 4.66339665e-01, 4.77713607e-01, 1.29219723e-04,\n",
       "         4.10159147e-03, 1.63978033e-02, 8.85712184e-01, 5.56129538e-02,\n",
       "         1.53363691e-01, 1.66461718e-01, 5.63813692e-01, 3.65352450e-02,\n",
       "         8.81914568e-01, 9.50458723e-02, 3.67760085e-03, 1.01413050e-01,\n",
       "         7.12957963e-01, 7.35921843e-01, 2.99183239e-01, 2.37603183e-01,\n",
       "         1.38370456e-01, 3.51023353e-01, 8.07489416e-01, 2.75902253e-01,\n",
       "         2.74131396e-01, 1.30595627e-01, 5.14096731e-03, 6.33695629e-04,\n",
       "         1.20914230e-01, 2.07249332e-02, 9.23033621e-01, 6.50754933e-01,\n",
       "         6.70340595e-02, 1.73860419e-01, 3.30035565e-01, 5.71349843e-01]),\n",
       "  array([8.69177881e-05, 5.55150694e-04, 1.51042694e-05, 1.56515319e-03,\n",
       "         4.83050934e-02, 1.91104745e-02, 3.57828638e-03, 1.06547842e-02,\n",
       "         1.91977546e-04, 5.28044923e-03, 1.00000000e+00, 1.09883337e-03,\n",
       "         9.64910190e-07, 2.39875382e-02, 1.70041115e-04, 2.46149800e-02,\n",
       "         7.77747411e-03, 7.77060393e-02, 6.70709055e-04, 6.06921495e-02,\n",
       "         3.75662457e-02, 3.01262005e-01, 6.83228487e-02, 4.26166605e-01,\n",
       "         4.42092690e-01, 2.44323916e-01, 2.31098328e-02, 4.02476472e-02,\n",
       "         3.04228727e-02, 9.46909833e-02, 1.02135608e-01, 1.29651198e-02,\n",
       "         1.37802381e-02, 6.41477415e-01, 2.15422191e-01, 3.99126480e-03,\n",
       "         1.84108563e-04, 5.18136013e-03, 1.13679171e-01, 6.78472962e-02,\n",
       "         3.70239284e-01, 9.54923690e-04, 1.31377383e-04, 6.68517018e-04,\n",
       "         3.07633189e-01, 8.43627382e-02, 2.09741881e-02, 1.45004024e-02,\n",
       "         1.97078696e-02, 2.67132454e-02, 7.19281759e-06, 4.18002773e-01,\n",
       "         1.67953353e-01, 3.80080564e-02, 3.17105353e-05, 5.53139622e-05,\n",
       "         1.08569836e-01, 7.26822650e-02, 1.57612425e-03, 6.40143310e-03,\n",
       "         2.94609233e-03, 1.36904270e-02, 1.28802651e-01, 5.19538807e-02,\n",
       "         5.34535744e-03, 2.02661908e-01, 1.41142320e-01, 1.59138512e-01,\n",
       "         5.15087731e-03, 2.81234688e-03, 5.56223972e-01, 2.47617042e-02,\n",
       "         4.90619249e-06, 2.33997798e-01, 2.49817275e-01, 2.60302893e-02,\n",
       "         6.52100646e-02, 2.06560142e-02, 2.55466118e-04, 2.05283357e-01,\n",
       "         5.36430982e-02, 1.84799094e-03, 4.06816964e-01, 2.67288200e-02,\n",
       "         8.63696423e-04, 2.26566230e-03, 1.27541214e-03, 3.15471318e-01,\n",
       "         8.78112203e-02, 9.05366734e-02, 1.13863570e-02, 2.57610512e-03,\n",
       "         5.03169792e-04, 2.92262319e-01, 1.30058486e-01, 4.19502928e-01,\n",
       "         8.07745113e-03, 6.26888799e-03, 3.92059129e-03, 1.17157634e-05,\n",
       "         6.18383749e-02, 1.26722575e-03, 4.63934792e-04, 1.55232838e-02,\n",
       "         1.36327493e-02, 2.34997306e-03, 2.02382939e-03, 1.55765859e-01,\n",
       "         3.86489206e-02, 7.34690636e-06, 1.69504378e-01, 1.11069527e-01,\n",
       "         5.03320773e-01, 2.32956169e-02, 9.92858736e-02, 2.73904938e-01,\n",
       "         1.28924621e-01, 3.73934848e-01, 6.79018284e-06, 1.18168104e-02,\n",
       "         9.19181683e-02, 3.40115755e-02, 5.34664343e-03, 9.53433131e-04,\n",
       "         2.32735086e-02, 4.16671894e-03, 1.64954322e-02, 5.17286455e-03,\n",
       "         2.36514580e-02, 6.24106225e-01, 2.01144701e-01, 1.14906180e-01,\n",
       "         7.42150126e-01, 7.49648228e-03, 6.93767247e-02, 3.61902482e-05,\n",
       "         3.71769368e-05, 9.52100464e-02, 7.17234163e-03, 3.22489554e-01,\n",
       "         4.73608232e-02, 1.19890071e-01, 1.77404176e-02, 2.74706339e-01,\n",
       "         4.21965743e-03, 8.23864089e-02, 1.73753711e-06, 4.79393915e-02,\n",
       "         2.97287349e-02, 9.45078042e-02, 2.77660198e-01, 2.12012483e-02,\n",
       "         3.01831683e-03, 6.43559875e-02, 3.69278070e-03, 4.89762922e-02,\n",
       "         1.38746039e-01, 8.15335822e-02, 2.74777141e-02, 3.36094366e-02,\n",
       "         6.35374469e-02, 5.57096092e-03, 2.36835425e-01, 1.57052800e-02,\n",
       "         1.73768141e-01, 7.90291945e-04, 7.31694647e-04, 9.93266816e-01,\n",
       "         7.13035534e-01, 1.05137013e-01, 7.69047630e-04, 3.06985289e-02,\n",
       "         6.94903285e-02, 8.06382307e-02, 7.08781156e-03, 2.26638791e-02,\n",
       "         1.88690297e-04, 8.23802247e-02, 4.09735153e-01, 1.16494634e-01,\n",
       "         4.09862100e-03, 2.19573618e-03, 3.54250132e-02, 3.54384058e-02,\n",
       "         1.50210800e-02, 4.65391239e-03, 2.09228119e-03, 3.33990215e-02,\n",
       "         5.09639587e-04, 6.21798134e-02, 6.69729539e-01, 2.34821593e-01,\n",
       "         2.41255491e-03, 3.05841971e-02, 1.30455776e-04, 5.23693303e-03,\n",
       "         6.76706058e-03, 2.85050360e-02, 2.64261521e-03, 3.04069937e-04]),\n",
       "  array([3.47460377e-01, 1.16104396e-02, 5.88154452e-01, 8.36779163e-01,\n",
       "         3.22191233e-01, 6.91377857e-02, 6.84918499e-01, 5.13165968e-01,\n",
       "         7.10054747e-01, 8.53621107e-01, 1.09883337e-03, 1.00000000e+00,\n",
       "         2.89073348e-01, 6.13166587e-01, 6.93381561e-02, 4.15092431e-01,\n",
       "         1.00034034e-01, 3.20280548e-01, 1.41203647e-01, 4.14702148e-01,\n",
       "         1.27516940e-01, 9.77776236e-04, 3.71467084e-01, 3.35066629e-02,\n",
       "         4.03076057e-02, 1.12362436e-01, 3.52829235e-01, 3.38437679e-01,\n",
       "         4.21485252e-01, 3.02667801e-01, 2.85297847e-01, 1.50862689e-01,\n",
       "         7.45334572e-01, 2.15463311e-02, 1.51855274e-01, 6.77999601e-01,\n",
       "         8.52859834e-01, 8.97259210e-01, 2.18962819e-01, 3.64167835e-01,\n",
       "         3.30636664e-02, 6.73821042e-01, 2.53687248e-02, 8.12643398e-01,\n",
       "         3.06110644e-02, 6.50065043e-02, 1.84073993e-01, 3.07743501e-01,\n",
       "         2.84363996e-02, 3.95930919e-01, 4.95463453e-01, 2.36671792e-02,\n",
       "         3.40487060e-03, 4.41875765e-01, 4.82977614e-02, 1.55450922e-01,\n",
       "         6.69686090e-03, 1.59751252e-01, 8.38781798e-01, 2.42584340e-01,\n",
       "         8.32863177e-01, 1.00284759e-01, 2.48877863e-01, 1.49623499e-02,\n",
       "         5.06981826e-01, 1.15721959e-01, 2.26856101e-01, 1.18643267e-01,\n",
       "         8.31990650e-01, 8.42587921e-01, 3.10336009e-02, 3.03682833e-01,\n",
       "         7.61064153e-02, 3.66038694e-02, 8.92501826e-02, 3.17550637e-02,\n",
       "         2.72995796e-01, 6.27085021e-01, 9.12636653e-01, 1.26161367e-01,\n",
       "         1.11407799e-02, 7.06221939e-01, 3.19904634e-02, 1.27383768e-01,\n",
       "         5.41609024e-01, 5.68736305e-01, 9.95826613e-01, 5.98426500e-02,\n",
       "         2.48518226e-01, 3.13583901e-01, 3.89654356e-01, 1.07083375e-01,\n",
       "         6.71449059e-01, 1.05019909e-01, 2.02940072e-02, 5.86472183e-02,\n",
       "         6.07100117e-01, 8.01718477e-01, 2.92306728e-01, 4.95921548e-02,\n",
       "         4.11764567e-01, 3.66385735e-01, 6.65121226e-01, 6.73708483e-01,\n",
       "         6.85090504e-01, 5.69957993e-01, 9.59763523e-01, 1.84302258e-01,\n",
       "         3.61621023e-01, 2.95889114e-01, 1.76334162e-01, 1.95833573e-01,\n",
       "         4.00779191e-02, 4.84199958e-01, 3.02555516e-01, 7.06814966e-02,\n",
       "         1.89953791e-01, 4.06902234e-02, 3.39584169e-01, 3.31912495e-01,\n",
       "         3.05047660e-01, 5.50981214e-01, 3.24808691e-01, 1.82521074e-01,\n",
       "         1.88287927e-01, 9.29793655e-01, 7.04415946e-01, 3.50881078e-01,\n",
       "         2.30001045e-01, 2.00503357e-02, 1.18161185e-01, 2.71262542e-01,\n",
       "         1.28381628e-02, 6.68363575e-01, 3.52351441e-01, 1.14221897e-01,\n",
       "         2.90351063e-01, 2.97576527e-01, 7.67448874e-01, 2.94707839e-04,\n",
       "         1.31571207e-01, 2.22102497e-02, 3.39694723e-01, 2.39648357e-02,\n",
       "         1.21938712e-01, 3.17299205e-01, 3.37372837e-01, 1.03745715e-01,\n",
       "         3.09780022e-01, 2.42386769e-01, 5.31485256e-03, 6.15898684e-01,\n",
       "         9.42501066e-01, 7.42831616e-02, 8.31711699e-01, 1.15999017e-01,\n",
       "         1.37706844e-01, 3.22944350e-01, 5.97735060e-01, 5.32421709e-01,\n",
       "         2.84477649e-01, 8.31049433e-01, 1.18100934e-01, 6.61104422e-03,\n",
       "         7.05506343e-02, 8.98813529e-01, 9.03288276e-01, 8.11104635e-04,\n",
       "         1.58466143e-02, 1.68574322e-02, 9.39394600e-01, 2.68171752e-01,\n",
       "         3.83423615e-01, 3.13686064e-01, 5.28925074e-01, 2.08444035e-01,\n",
       "         8.81229393e-01, 3.08927155e-01, 2.47187766e-02, 1.60168873e-01,\n",
       "         7.46779952e-01, 5.55562106e-01, 4.51539342e-01, 5.39603235e-01,\n",
       "         4.89024424e-01, 8.17082760e-01, 8.85467212e-01, 3.34233705e-01,\n",
       "         6.92380886e-01, 1.51089261e-01, 1.98186005e-02, 7.39835867e-03,\n",
       "         4.68050815e-01, 1.38434086e-01, 4.87792200e-01, 8.36036725e-01,\n",
       "         3.25039219e-01, 5.12389068e-01, 1.69760223e-01, 2.33902973e-01]),\n",
       "  array([1.57631546e-01, 4.70915891e-04, 8.23091877e-01, 1.79124357e-01,\n",
       "         1.05192618e-02, 1.51943810e-03, 9.25445184e-02, 3.81784824e-02,\n",
       "         3.39223581e-01, 1.23135014e-01, 9.64910190e-07, 2.89073348e-01,\n",
       "         1.00000000e+00, 3.77808005e-02, 1.06132857e-02, 1.99348757e-02,\n",
       "         5.95457594e-03, 8.88589137e-03, 1.70877912e-02, 1.50908696e-02,\n",
       "         4.06162349e-03, 1.12033869e-06, 1.25382015e-02, 1.67459360e-04,\n",
       "         2.45504552e-04, 1.22545041e-03, 2.01768110e-02, 1.21244414e-02,\n",
       "         1.88665144e-02, 8.12627350e-03, 7.24370847e-03, 8.31987202e-03,\n",
       "         6.43842299e-02, 7.92784134e-05, 2.06769800e-03, 8.71330301e-02,\n",
       "         5.15329443e-01, 1.30064666e-01, 4.91827774e-03, 1.14195864e-02,\n",
       "         1.71187793e-04, 1.95787320e-01, 2.69198401e-03, 2.44824657e-01,\n",
       "         1.62216823e-04, 7.80996825e-04, 6.22151945e-03, 1.55241936e-02,\n",
       "         4.09046836e-04, 1.79724712e-02, 9.22734455e-01, 1.00640043e-04,\n",
       "         8.29496451e-06, 2.12774291e-02, 1.26905055e-02, 5.68892351e-02,\n",
       "         2.59013473e-05, 3.12997347e-03, 1.79304625e-01, 1.50755910e-02,\n",
       "         1.56398575e-01, 2.99824487e-03, 5.27505823e-03, 1.09976073e-04,\n",
       "         4.93340951e-02, 1.35081239e-03, 4.34723794e-03, 1.51640960e-03,\n",
       "         1.09728821e-01, 1.61906549e-01, 1.41139055e-04, 1.23479495e-02,\n",
       "         5.59298128e-02, 2.31622816e-04, 9.86553266e-04, 4.30612723e-04,\n",
       "         8.73183406e-03, 4.42918771e-02, 4.85070685e-01, 1.73735755e-03,\n",
       "         7.07962473e-05, 1.27403689e-01, 1.58421117e-04, 4.74606998e-03,\n",
       "         1.16038781e-01, 8.36018263e-02, 2.66907059e-01, 4.35348978e-04,\n",
       "         6.64001505e-03, 8.25646647e-03, 3.18989715e-02, 1.06778848e-02,\n",
       "         2.55857484e-01, 1.08386605e-03, 1.20949130e-04, 3.98525955e-04,\n",
       "         6.67498763e-02, 9.55691345e-02, 2.43239538e-02, 2.02375250e-02,\n",
       "         1.46973376e-02, 5.44850296e-02, 2.61569950e-01, 5.56890919e-02,\n",
       "         5.50578013e-02, 8.26221229e-02, 2.04273285e-01, 3.30988583e-03,\n",
       "         1.36288953e-02, 3.68955294e-01, 2.97703790e-03, 3.66343210e-03,\n",
       "         2.22240870e-04, 2.58581709e-02, 7.82904209e-03, 6.86474758e-04,\n",
       "         3.33050229e-03, 2.32319947e-04, 6.12616935e-01, 1.88658406e-02,\n",
       "         8.35742128e-03, 2.85767856e-02, 3.50989915e-02, 2.16044649e-02,\n",
       "         8.62678199e-03, 1.47355491e-01, 5.45889217e-02, 2.85890952e-02,\n",
       "         1.12365049e-02, 7.09732277e-05, 1.61256395e-03, 6.15990369e-03,\n",
       "         3.73445206e-05, 6.62634448e-02, 1.07393354e-02, 7.29022300e-02,\n",
       "         1.73728248e-01, 7.94715114e-03, 8.43666538e-02, 1.97392661e-07,\n",
       "         2.75435241e-03, 1.42180398e-04, 1.66494814e-02, 1.17730395e-04,\n",
       "         6.43211648e-03, 9.34944185e-03, 9.24650522e-01, 1.92849926e-03,\n",
       "         1.18646547e-02, 5.37185985e-03, 1.31549641e-05, 4.28195329e-02,\n",
       "         1.68795691e-01, 1.50306449e-03, 1.24917437e-01, 2.25616226e-03,\n",
       "         2.40491331e-03, 8.89021035e-03, 3.49441540e-02, 2.66503072e-02,\n",
       "         9.33660004e-03, 1.16574333e-01, 1.46674895e-03, 5.36902396e-05,\n",
       "         6.76893133e-04, 3.02907399e-01, 3.14635748e-01, 6.34536040e-07,\n",
       "         4.92799145e-05, 9.99737134e-05, 2.94500259e-01, 1.22461321e-02,\n",
       "         1.27396571e-02, 8.49794346e-03, 4.70107462e-02, 1.00276645e-02,\n",
       "         4.95462923e-01, 9.05360758e-03, 1.31785930e-04, 2.65351883e-03,\n",
       "         1.00502870e-01, 8.16912957e-02, 1.99166814e-02, 2.76510577e-02,\n",
       "         3.79048327e-02, 1.24300275e-01, 1.74528240e-01, 1.27461905e-02,\n",
       "         2.64632892e-01, 3.05197187e-03, 6.99458966e-05, 3.25573832e-05,\n",
       "         8.13145787e-02, 4.99894256e-03, 2.22433329e-01, 1.09950693e-01,\n",
       "         3.16286173e-02, 2.95724063e-02, 1.27164501e-02, 5.06163714e-02]),\n",
       "  array([5.49723629e-01, 6.36918529e-01, 4.74037537e-02, 2.26927562e-01,\n",
       "         1.49758469e-01, 3.81209142e-01, 2.99416945e-01, 2.90033576e-01,\n",
       "         2.45919139e-01, 3.19664452e-02, 1.70041115e-04, 6.93381561e-02,\n",
       "         1.06132857e-02, 8.39375673e-02, 1.00000000e+00, 2.13404715e-01,\n",
       "         1.38956038e-04, 7.20426214e-02, 9.21835462e-01, 3.29489509e-02,\n",
       "         5.49838044e-04, 4.69338360e-03, 2.01426975e-02, 1.62598922e-02,\n",
       "         1.71985228e-03, 2.91866296e-02, 3.70028835e-03, 1.72015822e-01,\n",
       "         1.72773360e-01, 1.78373782e-02, 1.65065103e-02, 3.86744957e-04,\n",
       "         6.93164606e-02, 4.05091837e-03, 1.86572656e-02, 2.94857985e-01,\n",
       "         2.39046929e-02, 5.18621369e-02, 6.83178998e-03, 6.72500426e-02,\n",
       "         2.23478520e-02, 6.18151330e-03, 9.12145811e-01, 2.41055983e-01,\n",
       "         3.09536939e-02, 1.48905066e-01, 3.68416162e-01, 3.74226333e-01,\n",
       "         2.98568227e-01, 2.10584158e-01, 1.77839925e-02, 1.73506353e-02,\n",
       "         2.29734308e-02, 1.28892172e-02, 9.26653344e-01, 8.06783331e-01,\n",
       "         5.16770915e-02, 1.58216909e-01, 2.25213108e-01, 5.64569147e-01,\n",
       "         1.89142483e-02, 4.61964879e-01, 2.25705987e-02, 1.34183961e-01,\n",
       "         3.92967134e-01, 4.57870165e-02, 3.11508080e-02, 6.95413851e-02,\n",
       "         1.54986771e-01, 1.96608741e-02, 6.07960601e-03, 2.77711224e-01,\n",
       "         6.06949356e-01, 4.72380384e-02, 2.68042772e-03, 2.69443134e-01,\n",
       "         5.35929263e-03, 2.71886561e-02, 3.57245680e-02, 4.46927163e-03,\n",
       "         1.14408748e-01, 3.24701319e-01, 1.83305882e-02, 4.30518547e-04,\n",
       "         4.85072176e-01, 4.27757315e-01, 8.40395145e-02, 2.71850694e-02,\n",
       "         6.34979788e-03, 4.82833284e-02, 2.95278560e-03, 1.02402585e-04,\n",
       "         5.92472563e-03, 1.13160620e-02, 7.54351334e-02, 8.96092432e-03,\n",
       "         8.97092265e-03, 1.56322753e-01, 6.07674462e-01, 8.12564600e-01,\n",
       "         3.80588890e-02, 6.53657563e-01, 5.73550479e-03, 2.60282416e-02,\n",
       "         1.33538584e-01, 4.24208797e-01, 1.16226697e-01, 7.95136950e-03,\n",
       "         1.66091717e-01, 2.45020334e-01, 8.69849935e-03, 8.36839795e-02,\n",
       "         3.30608857e-03, 1.80438079e-01, 2.40876430e-02, 1.84089115e-03,\n",
       "         6.66119178e-02, 2.12363717e-02, 1.90321543e-03, 3.96062650e-01,\n",
       "         1.66212359e-02, 5.24119735e-02, 1.30343513e-03, 8.62156121e-01,\n",
       "         8.57400177e-04, 7.40440166e-02, 7.67732138e-02, 5.20038311e-01,\n",
       "         1.33457033e-03, 5.39236662e-03, 3.49545388e-03, 3.25607236e-02,\n",
       "         1.07318112e-03, 2.31674768e-01, 7.13123159e-02, 6.50892284e-05,\n",
       "         5.10723076e-01, 1.62786069e-02, 1.65854331e-01, 1.46451815e-03,\n",
       "         2.34304399e-01, 8.39798909e-02, 3.17574216e-01, 3.48583318e-02,\n",
       "         6.91202882e-01, 1.44555744e-02, 3.03125208e-02, 2.35135018e-01,\n",
       "         2.41099073e-01, 8.45014651e-02, 1.74459651e-02, 2.53985949e-02,\n",
       "         1.06679875e-01, 3.11193597e-04, 1.86620963e-01, 2.31017867e-01,\n",
       "         2.58810381e-03, 6.17889682e-02, 6.18876435e-02, 8.09438648e-02,\n",
       "         5.85077749e-03, 2.79578003e-02, 5.48602174e-03, 1.75735398e-01,\n",
       "         7.12509725e-02, 2.14535346e-02, 2.21863125e-02, 1.05305295e-04,\n",
       "         2.66842050e-03, 8.41490453e-02, 1.41388115e-01, 2.32047264e-03,\n",
       "         3.08536724e-02, 6.98271136e-02, 3.38858464e-01, 1.04505139e-03,\n",
       "         9.59066957e-02, 1.26713412e-02, 5.03347432e-04, 9.20569131e-02,\n",
       "         2.41226109e-01, 4.41170393e-01, 1.28110570e-01, 3.98454757e-02,\n",
       "         6.77789427e-03, 2.20138307e-02, 1.79782177e-01, 2.06823887e-01,\n",
       "         6.62887884e-03, 1.85108205e-01, 3.01319058e-03, 3.42964008e-05,\n",
       "         2.47278795e-03, 5.55188668e-04, 4.23866406e-01, 1.49931950e-01,\n",
       "         1.44437522e-03, 1.57178090e-02, 7.54582149e-01, 8.24963129e-01]),\n",
       "  array([1.74571190e-03, 2.36230590e-05, 1.35755576e-02, 3.46549493e-02,\n",
       "         4.21231605e-02, 1.60892546e-03, 2.81698620e-02, 2.82960790e-02,\n",
       "         1.21177310e-02, 2.57753450e-01, 7.77747411e-03, 1.00034034e-01,\n",
       "         5.95457594e-03, 1.29473952e-01, 1.38956038e-04, 3.59369240e-02,\n",
       "         1.00000000e+00, 8.80872868e-02, 6.69198647e-04, 2.15692790e-01,\n",
       "         8.43530407e-01, 3.14795590e-04, 2.83232167e-01, 2.08440007e-02,\n",
       "         1.60954955e-01, 6.06261662e-02, 6.76252582e-01, 3.79529220e-02,\n",
       "         4.67938126e-02, 2.61538601e-01, 2.62528030e-01, 9.65437243e-01,\n",
       "         1.63003564e-01, 3.83451693e-02, 1.26664919e-01, 2.92250513e-02,\n",
       "         9.70063810e-02, 1.87870068e-01, 3.74234854e-01, 1.06391556e-01,\n",
       "         1.51411232e-02, 3.62502254e-01, 3.24073943e-05, 2.33556717e-02,\n",
       "         9.82225803e-03, 5.25907027e-03, 6.91621282e-03, 1.24636975e-02,\n",
       "         5.54552729e-04, 3.49568787e-02, 1.76078127e-02, 1.19736216e-02,\n",
       "         4.34534267e-04, 4.17703728e-01, 4.81864292e-05, 3.48146192e-04,\n",
       "         5.15819315e-04, 1.71576121e-02, 3.50692833e-02, 4.78861990e-03,\n",
       "         3.04969274e-01, 2.08694507e-03, 1.83554514e-01, 5.88979896e-04,\n",
       "         1.70976465e-02, 4.14917074e-02, 1.28977813e-01, 2.83771281e-02,\n",
       "         7.11422823e-02, 2.95792164e-01, 4.45677613e-02, 1.87376584e-02,\n",
       "         6.58511972e-05, 8.24180959e-03, 2.87754837e-01, 7.77708737e-04,\n",
       "         5.08393239e-01, 3.07528638e-01, 8.76217372e-02, 2.94020517e-01,\n",
       "         4.43289106e-04, 2.17814827e-02, 1.74613288e-02, 9.03590263e-01,\n",
       "         8.27672833e-03, 1.38495410e-02, 9.01763203e-02, 2.85845841e-02,\n",
       "         4.32912924e-01, 1.23690330e-01, 7.21811647e-01, 9.42482575e-01,\n",
       "         2.96315040e-01, 1.23696588e-01, 1.99002675e-03, 7.36485997e-02,\n",
       "         5.01464897e-01, 7.19170729e-02, 4.94614034e-03, 3.88156383e-05,\n",
       "         1.91907442e-01, 4.29898563e-03, 2.91284297e-01, 3.18219342e-01,\n",
       "         8.59532397e-02, 1.41679318e-02, 7.82381602e-02, 2.90768482e-01,\n",
       "         4.22650872e-02, 1.07970237e-03, 2.62204019e-01, 4.40965023e-02,\n",
       "         1.00028578e-01, 5.00913016e-02, 2.09927616e-01, 2.86479351e-01,\n",
       "         5.32944552e-02, 2.12728133e-02, 5.83332413e-02, 1.23382257e-02,\n",
       "         2.76619488e-01, 1.82465382e-01, 8.07398242e-01, 1.15447510e-03,\n",
       "         8.73664689e-01, 1.38144577e-01, 1.48018331e-01, 8.01528371e-03,\n",
       "         8.25624394e-01, 2.73588631e-02, 3.22506716e-01, 1.49342680e-01,\n",
       "         5.48475436e-02, 4.34020602e-02, 9.76996613e-02, 3.19359102e-01,\n",
       "         1.05536509e-03, 2.74857710e-01, 6.76878715e-02, 1.45506235e-04,\n",
       "         8.18900421e-03, 2.02049840e-03, 1.75551414e-02, 6.05637333e-03,\n",
       "         1.31714523e-03, 3.13995814e-01, 4.01627369e-03, 5.84237769e-03,\n",
       "         2.30054739e-02, 5.59951737e-02, 1.22041117e-03, 3.19191923e-01,\n",
       "         9.41339102e-02, 7.40302042e-01, 5.45252741e-02, 7.00132553e-03,\n",
       "         4.44872090e-01, 1.02327490e-01, 1.66593913e-01, 1.22915979e-01,\n",
       "         4.98563175e-01, 2.81001911e-01, 2.39719204e-01, 9.66103760e-05,\n",
       "         1.36800682e-02, 1.92033675e-01, 1.83220993e-01, 7.33212699e-03,\n",
       "         3.56694513e-02, 1.29813560e-03, 4.59575553e-02, 7.30578428e-01,\n",
       "         2.13185399e-01, 8.88090657e-02, 2.25836468e-02, 8.56354492e-01,\n",
       "         3.43808286e-02, 3.35224507e-01, 2.04840992e-01, 3.12327492e-02,\n",
       "         3.96629784e-02, 1.29261741e-02, 6.89913196e-02, 2.22993967e-01,\n",
       "         5.73582433e-01, 3.10327674e-01, 5.00763198e-02, 3.01626031e-02,\n",
       "         2.84718331e-01, 1.32416216e-02, 4.36215705e-02, 2.47940002e-01,\n",
       "         6.17770688e-01, 8.74331250e-01, 4.02185795e-03, 7.39683121e-02,\n",
       "         8.11287766e-01, 3.98149119e-01, 1.66675653e-03, 1.13010174e-03]),\n",
       "  array([6.28618113e-01, 5.65019876e-01, 7.58870887e-02, 3.84597224e-01,\n",
       "         3.00417325e-01, 5.37035221e-01, 4.99543481e-01, 5.03305113e-01,\n",
       "         3.58662327e-01, 7.92462712e-02, 6.70709055e-04, 1.41203647e-01,\n",
       "         1.70877912e-02, 1.88812304e-01, 9.21835462e-01, 3.99377314e-01,\n",
       "         6.69198647e-04, 1.66551220e-01, 1.00000000e+00, 8.71279067e-02,\n",
       "         2.39337864e-03, 1.01351792e-02, 5.73119863e-02, 4.18725967e-02,\n",
       "         6.43510783e-03, 7.48758717e-02, 1.28414058e-02, 3.35728605e-01,\n",
       "         3.38882618e-01, 5.16537597e-02, 4.83133049e-02, 1.70132284e-03,\n",
       "         1.58670147e-01, 1.27184569e-02, 5.25288268e-02, 4.95746152e-01,\n",
       "         5.10925680e-02, 1.19613120e-01, 2.25127306e-02, 1.57939364e-01,\n",
       "         5.42292493e-02, 1.75560334e-02, 7.60522437e-01, 3.84154748e-01,\n",
       "         7.00643268e-02, 2.63339935e-01, 5.78256634e-01, 6.03635971e-01,\n",
       "         4.00847071e-01, 3.94934789e-01, 3.12818466e-02, 4.26776434e-02,\n",
       "         4.23020812e-02, 3.86910455e-02, 7.56870987e-01, 7.81169828e-01,\n",
       "         8.73677150e-02, 3.00468632e-01, 3.82391937e-01, 7.95243681e-01,\n",
       "         4.91125880e-02, 6.42717700e-01, 6.28809732e-02, 2.02689177e-01,\n",
       "         6.23986186e-01, 1.08578196e-01, 8.21763397e-02, 1.52659842e-01,\n",
       "         2.98594498e-01, 5.06639644e-02, 1.84168742e-02, 4.83558553e-01,\n",
       "         4.97682687e-01, 1.00247823e-01, 9.79433412e-03, 3.77707732e-01,\n",
       "         1.81614440e-02, 7.25490392e-02, 7.35459631e-02, 1.54214240e-02,\n",
       "         1.72402126e-01, 5.16404268e-01, 4.59875936e-02, 1.90933984e-03,\n",
       "         6.75101289e-01, 6.45135673e-01, 1.67412898e-01, 6.72280493e-02,\n",
       "         2.11172001e-02, 1.19672704e-01, 1.02929432e-02, 4.88699776e-04,\n",
       "         1.63180537e-02, 3.38150808e-02, 1.35582120e-01, 2.67677619e-02,\n",
       "         2.69039980e-02, 3.03076210e-01, 8.37876486e-01, 6.41342724e-01,\n",
       "         9.84220205e-02, 8.53678804e-01, 1.57885331e-02, 6.92779491e-02,\n",
       "         2.73272095e-01, 6.42112773e-01, 2.25148204e-01, 2.56117286e-02,\n",
       "         3.27343649e-01, 2.71443862e-01, 2.76390656e-02, 1.83695968e-01,\n",
       "         1.12402044e-02, 3.50936824e-01, 6.67161962e-02, 7.00949254e-03,\n",
       "         1.52408393e-01, 5.30604213e-02, 4.56614885e-03, 6.30467292e-01,\n",
       "         4.86236075e-02, 1.28173041e-01, 4.85729249e-03, 9.89481733e-01,\n",
       "         3.51920339e-03, 1.60022473e-01, 1.73767462e-01, 7.60353907e-01,\n",
       "         5.21725144e-03, 1.60449487e-02, 1.24402382e-02, 8.58040931e-02,\n",
       "         3.97679893e-03, 4.18972001e-01, 1.65612742e-01, 2.62387752e-04,\n",
       "         5.52573914e-01, 4.77568084e-02, 3.19674531e-01, 3.38433149e-03,\n",
       "         4.00310790e-01, 1.49049976e-01, 5.37051943e-01, 7.50884317e-02,\n",
       "         8.59845935e-01, 4.31223286e-02, 4.34756834e-02, 3.92408943e-01,\n",
       "         4.34657490e-01, 1.87419221e-01, 3.60958995e-02, 6.84824696e-02,\n",
       "         2.13964302e-01, 1.44824205e-03, 3.42534154e-01, 3.91408116e-01,\n",
       "         9.59651835e-03, 1.46863577e-01, 1.46821444e-01, 1.84120943e-01,\n",
       "         1.96062041e-02, 7.08143147e-02, 1.83607076e-02, 2.18923364e-01,\n",
       "         1.48723506e-01, 5.10009460e-02, 5.22580522e-02, 4.34373909e-04,\n",
       "         8.73013578e-03, 1.44167724e-01, 2.50607693e-01, 8.57211405e-03,\n",
       "         8.24363318e-02, 1.62235470e-01, 5.62158280e-01, 4.19384627e-03,\n",
       "         1.65543895e-01, 3.84880639e-02, 2.16666515e-03, 1.95668564e-01,\n",
       "         4.23265697e-01, 6.59407480e-01, 2.67526968e-01, 1.01762665e-01,\n",
       "         2.15495616e-02, 5.71986914e-02, 3.23212434e-01, 3.87454877e-01,\n",
       "         1.80061111e-02, 3.38013132e-01, 9.85332295e-03, 1.93418829e-04,\n",
       "         8.25250159e-03, 2.40404989e-03, 5.34631907e-01, 2.90783705e-01,\n",
       "         5.36930174e-03, 4.56462590e-02, 9.31270034e-01, 9.14748787e-01]),\n",
       "  array([3.65414515e-03, 1.57499312e-04, 1.29086076e-02, 6.06865182e-02,\n",
       "         1.19743112e-01, 7.89189574e-03, 5.92660995e-02, 7.05543931e-02,\n",
       "         1.88653032e-02, 3.37179656e-01, 3.75662457e-02, 1.27516940e-01,\n",
       "         4.06162349e-03, 2.56994973e-01, 5.49838044e-04, 9.62377994e-02,\n",
       "         8.43530407e-01, 2.25843028e-01, 2.39337864e-03, 4.30308180e-01,\n",
       "         1.00000000e+00, 2.74652221e-03, 5.34024437e-01, 8.75645690e-02,\n",
       "         4.11244608e-01, 1.93167333e-01, 8.40936496e-01, 1.07660047e-01,\n",
       "         1.21824185e-01, 5.24814353e-01, 5.30988157e-01, 9.28107998e-01,\n",
       "         2.80855302e-01, 1.43470770e-01, 3.35103963e-01, 6.20564969e-02,\n",
       "         8.97507723e-02, 2.66384942e-01, 6.91024088e-01, 2.56367490e-01,\n",
       "         6.72084136e-02, 3.15631982e-01, 1.64054774e-04, 3.87966815e-02,\n",
       "         4.68058787e-02, 2.47343955e-02, 2.56864782e-02, 3.88481792e-02,\n",
       "         3.34711356e-03, 9.53010593e-02, 1.35678283e-02, 5.61753019e-02,\n",
       "         3.46586523e-03, 6.51980151e-01, 1.80201246e-04, 9.51816799e-04,\n",
       "         3.84004274e-03, 6.23915821e-02, 6.13143672e-02, 1.61605660e-02,\n",
       "         3.44149358e-01, 9.29489276e-03, 4.19123474e-01, 3.95715192e-03,\n",
       "         4.28307232e-02, 1.41114579e-01, 3.24992737e-01, 1.02006640e-01,\n",
       "         1.28134108e-01, 3.33929100e-01, 1.60944484e-01, 5.78442260e-02,\n",
       "         1.69323627e-04, 3.96572005e-02, 6.09548703e-01, 4.56434759e-03,\n",
       "         8.00663190e-01, 4.78297887e-01, 8.86062629e-02, 6.14314353e-01,\n",
       "         3.14708394e-03, 4.36159657e-02, 7.58229562e-02, 9.91089993e-01,\n",
       "         1.81394312e-02, 3.17167765e-02, 1.21126733e-01, 1.09866439e-01,\n",
       "         7.43163292e-01, 2.98485004e-01, 7.84882196e-01, 6.67176999e-01,\n",
       "         2.42356289e-01, 3.37827479e-01, 1.18252489e-02, 2.33881012e-01,\n",
       "         5.82138972e-01, 1.33365092e-01, 1.53979492e-02, 1.28823588e-04,\n",
       "         3.95451747e-01, 1.15530524e-02, 2.35694227e-01, 4.69037074e-01,\n",
       "         1.72718319e-01, 3.24741789e-02, 1.17882209e-01, 5.97239526e-01,\n",
       "         1.16421802e-01, 1.62851354e-03, 5.59302417e-01, 1.38216035e-01,\n",
       "         2.94872630e-01, 1.23567844e-01, 4.49111950e-01, 6.06598747e-01,\n",
       "         1.63092988e-01, 8.81718017e-02, 3.19127873e-02, 3.74000202e-02,\n",
       "         5.44703879e-01, 3.50314224e-01, 7.36221624e-01, 3.90289089e-03,\n",
       "         9.71675245e-01, 2.04290515e-01, 2.68632466e-01, 2.35158764e-02,\n",
       "         9.48548922e-01, 1.10356359e-01, 6.52586558e-01, 3.54438422e-01,\n",
       "         1.84862566e-01, 9.31088814e-02, 2.40904425e-01, 1.40506546e-01,\n",
       "         2.12994914e-03, 5.44464725e-01, 1.30102537e-01, 1.42554812e-03,\n",
       "         3.28041992e-02, 1.18706904e-02, 5.23860690e-02, 3.13821692e-02,\n",
       "         5.43313283e-03, 5.89048087e-01, 3.39881927e-03, 2.50892718e-02,\n",
       "         6.97439780e-02, 1.63188369e-01, 8.47381281e-03, 4.93371329e-01,\n",
       "         1.45056886e-01, 9.57432272e-01, 9.90420949e-02, 2.90748014e-02,\n",
       "         7.86110223e-01, 2.54898829e-01, 3.17145532e-01, 2.59598445e-01,\n",
       "         7.87932205e-01, 3.62318677e-01, 5.38241967e-01, 7.80127902e-04,\n",
       "         5.77483585e-02, 1.94166203e-01, 1.85005660e-01, 3.50819342e-02,\n",
       "         1.35281878e-01, 8.16158204e-03, 6.66589893e-02, 9.17352445e-01,\n",
       "         4.34298779e-01, 2.28354129e-01, 5.56009025e-02, 9.60211025e-01,\n",
       "         4.16541403e-02, 6.17264790e-01, 4.67969719e-01, 1.06098266e-01,\n",
       "         7.88972047e-02, 2.99039508e-02, 1.68115104e-01, 4.09228786e-01,\n",
       "         7.06470793e-01, 3.77481847e-01, 8.44578391e-02, 8.76613154e-02,\n",
       "         2.36324669e-01, 4.98050181e-02, 1.58163933e-01, 4.45995850e-01,\n",
       "         5.38484388e-01, 9.96675872e-01, 7.51405498e-03, 1.32352081e-01,\n",
       "         7.70362356e-01, 6.04630763e-01, 6.11509858e-03, 3.19799698e-03]),\n",
       "  array([7.29043152e-04, 2.60765557e-02, 2.31649100e-05, 3.22248890e-03,\n",
       "         8.45037617e-02, 1.59599525e-01, 8.94546773e-03, 2.68082715e-02,\n",
       "         5.84272733e-04, 2.54782862e-03, 3.01262005e-01, 9.77776236e-04,\n",
       "         1.12033869e-06, 2.19226010e-02, 4.69338360e-03, 5.13740994e-02,\n",
       "         3.14795590e-04, 7.94560386e-02, 1.01351792e-02, 3.31077999e-02,\n",
       "         2.74652221e-03, 1.00000000e+00, 2.81770132e-02, 4.53337407e-01,\n",
       "         9.58791856e-02, 2.11919142e-01, 3.63398637e-03, 7.67726557e-02,\n",
       "         5.34055922e-02, 3.87464632e-02, 4.06323670e-02, 7.77666401e-04,\n",
       "         1.06582975e-02, 3.29573708e-01, 1.19797115e-01, 9.80409693e-03,\n",
       "         1.09132380e-04, 3.35844451e-03, 2.87674979e-02, 6.28256217e-02,\n",
       "         4.97777558e-01, 2.16418459e-04, 6.07245152e-03, 1.60971554e-03,\n",
       "         5.46817949e-01, 3.28158508e-01, 9.95383358e-02, 5.49542401e-02,\n",
       "         2.25994008e-01, 5.61545410e-02, 6.91279902e-06, 5.61857831e-01,\n",
       "         8.67492564e-01, 1.13822893e-02, 1.23564377e-03, 9.76184886e-04,\n",
       "         6.99157823e-01, 1.83852038e-01, 3.22198972e-03, 3.99156081e-02,\n",
       "         1.09106814e-03, 1.10365465e-01, 6.60309471e-02, 4.43516150e-01,\n",
       "         1.79584598e-02, 2.38214768e-01, 9.31427351e-02, 2.50354395e-01,\n",
       "         7.17948387e-03, 1.06769235e-03, 3.11842962e-01, 7.28356237e-02,\n",
       "         1.40827741e-04, 5.15634571e-01, 5.04924260e-02, 2.54168979e-01,\n",
       "         1.33169913e-02, 9.00747960e-03, 1.83137982e-04, 4.93496963e-02,\n",
       "         4.81839187e-01, 5.18414961e-03, 4.83030630e-01, 1.73165209e-03,\n",
       "         3.99308574e-03, 8.37341607e-03, 1.26912568e-03, 3.56571525e-01,\n",
       "         2.03792699e-02, 7.05813348e-02, 1.58915226e-03, 9.35983611e-05,\n",
       "         1.19850995e-04, 1.37587602e-01, 5.76721479e-01, 2.22479702e-01,\n",
       "         1.92448855e-03, 8.75995653e-03, 2.45814608e-02, 4.64202887e-04,\n",
       "         3.71685927e-02, 8.43136819e-03, 1.09766594e-04, 6.54333966e-03,\n",
       "         1.70512237e-02, 8.58999201e-03, 2.41046072e-03, 4.61003193e-02,\n",
       "         6.98236244e-02, 5.28000548e-05, 5.39854509e-02, 1.56996476e-01,\n",
       "         1.66120125e-01, 4.02859762e-02, 4.92873820e-02, 4.84791289e-02,\n",
       "         1.56538880e-01, 4.33764381e-01, 1.84013317e-06, 4.57204853e-02,\n",
       "         3.58696044e-02, 2.31490258e-02, 5.24572160e-04, 1.15017154e-02,\n",
       "         1.95519084e-03, 3.44004072e-03, 1.37784370e-02, 2.56414568e-02,\n",
       "         2.38369807e-03, 4.04163368e-01, 4.26923454e-02, 7.26071193e-02,\n",
       "         2.06228898e-01, 1.46841082e-02, 6.78098273e-02, 1.55928651e-06,\n",
       "         3.62076663e-04, 3.69881029e-02, 1.05037660e-02, 9.42623680e-01,\n",
       "         1.81556741e-01, 5.48710420e-01, 5.58187640e-02, 6.11403608e-01,\n",
       "         4.59053214e-02, 2.90693587e-02, 3.46349862e-06, 2.09264384e-01,\n",
       "         7.70988134e-02, 1.22061794e-01, 8.84513208e-01, 8.89737504e-03,\n",
       "         3.27186119e-03, 4.06262454e-03, 6.05488361e-03, 1.98378565e-01,\n",
       "         2.32146116e-02, 7.45570300e-02, 2.04826061e-02, 3.11084864e-02,\n",
       "         1.34878966e-02, 2.48033893e-03, 6.64442926e-02, 2.87685325e-01,\n",
       "         3.64541801e-01, 3.56687216e-04, 3.39834508e-04, 2.57228123e-01,\n",
       "         3.24330408e-01, 5.68409645e-01, 1.18300624e-03, 3.97890319e-03,\n",
       "         3.72715586e-02, 8.13283761e-02, 2.04059111e-02, 2.06011461e-03,\n",
       "         2.74569677e-04, 2.70318877e-02, 5.18827531e-02, 1.94505227e-01,\n",
       "         8.33934950e-03, 8.41962598e-03, 4.82760078e-02, 2.02515267e-02,\n",
       "         3.10681341e-03, 1.82389171e-03, 3.46024569e-03, 7.40739960e-02,\n",
       "         1.28395040e-04, 1.83207042e-01, 2.94554418e-01, 1.03469281e-02,\n",
       "         3.25765375e-04, 2.20533009e-03, 7.30418355e-04, 7.10837132e-03,\n",
       "         6.90758201e-04, 9.29286945e-03, 2.69080080e-02, 3.56520947e-03]),\n",
       "  array([9.83433748e-03, 2.84205025e-02, 1.64846901e-03, 5.73990591e-02,\n",
       "         4.82840991e-01, 2.99812735e-01, 1.06159911e-01, 2.14850783e-01,\n",
       "         1.41865814e-02, 7.75369907e-02, 4.26166605e-01, 3.35066629e-02,\n",
       "         1.67459360e-04, 2.70246912e-01, 1.62598922e-02, 3.42802350e-01,\n",
       "         2.08440007e-02, 5.47542539e-01, 4.18725967e-02, 3.83853436e-01,\n",
       "         8.75645690e-02, 4.53337407e-01, 3.62427940e-01, 1.00000000e+00,\n",
       "         5.73799148e-01, 8.69252725e-01, 1.11648841e-01, 4.44504773e-01,\n",
       "         3.74144156e-01, 4.31141666e-01, 4.42715342e-01, 3.95145955e-02,\n",
       "         1.79405412e-01, 8.86266927e-01, 7.24052170e-01, 1.13697160e-01,\n",
       "         7.55149929e-03, 8.72567336e-02, 3.70541273e-01, 4.95036432e-01,\n",
       "         9.88618496e-01, 1.57135605e-02, 1.24993479e-02, 3.28895517e-02,\n",
       "         9.46557481e-01, 6.31335367e-01, 3.37161456e-01, 2.73291742e-01,\n",
       "         2.70800508e-01, 3.59767667e-01, 7.65163227e-04, 9.81600883e-01,\n",
       "         5.05046706e-01, 2.19843933e-01, 5.04289149e-03, 7.62312684e-03,\n",
       "         4.87714047e-01, 6.15562200e-01, 5.75625748e-02, 1.73239190e-01,\n",
       "         4.55684110e-02, 2.58335624e-01, 5.56777680e-01, 4.03080839e-01,\n",
       "         1.46395044e-01, 8.65052026e-01, 6.40623208e-01, 8.22489574e-01,\n",
       "         1.15415459e-01, 4.46564611e-02, 9.17972846e-01, 3.61463870e-01,\n",
       "         1.32814371e-03, 8.90983121e-01, 4.63177493e-01, 3.19981011e-01,\n",
       "         2.42841444e-01, 1.81872569e-01, 1.05055183e-02, 4.75191907e-01,\n",
       "         3.87347304e-01, 6.97466412e-02, 9.97393150e-01, 6.53271564e-02,\n",
       "         4.57361702e-02, 8.47865918e-02, 3.89455883e-02, 9.71921142e-01,\n",
       "         3.08178189e-01, 5.45189117e-01, 6.58467933e-02, 9.20296830e-03,\n",
       "         1.01060935e-02, 7.60285360e-01, 6.53954560e-01, 8.77150496e-01,\n",
       "         7.21538517e-02, 1.31657526e-01, 1.28666346e-01, 2.50142060e-03,\n",
       "         4.03572854e-01, 6.23811686e-02, 9.48282625e-03, 1.49124957e-01,\n",
       "         2.10559166e-01, 8.67127746e-02, 5.76902369e-02, 4.71109245e-01,\n",
       "         4.30457498e-01, 1.49828923e-03, 5.09077567e-01, 7.01013269e-01,\n",
       "         7.43390684e-01, 3.19260771e-01, 4.81736785e-01, 4.39487820e-01,\n",
       "         7.28095827e-01, 9.95337003e-01, 3.98488683e-04, 2.43005860e-01,\n",
       "         4.15045960e-01, 2.99626246e-01, 3.15816380e-02, 5.29737645e-02,\n",
       "         7.32317360e-02, 8.29953097e-02, 2.07179972e-01, 1.50522813e-01,\n",
       "         8.42796761e-02, 9.33830577e-01, 4.37461851e-01, 5.71219508e-01,\n",
       "         6.65733219e-01, 1.62721555e-01, 5.09228832e-01, 4.68565076e-04,\n",
       "         5.39145125e-03, 4.21952505e-01, 1.45955811e-01, 3.22793184e-01,\n",
       "         5.05695653e-01, 6.40713887e-01, 3.01587427e-01, 8.90862539e-01,\n",
       "         1.32079906e-01, 3.72669603e-01, 3.31025612e-04, 5.02451252e-01,\n",
       "         3.94208691e-01, 6.39479060e-01, 6.77593840e-01, 1.81573831e-01,\n",
       "         7.36666475e-02, 1.04408140e-01, 9.69452625e-02, 5.11063447e-01,\n",
       "         3.18154016e-01, 5.43362829e-01, 2.72734930e-01, 3.32580482e-01,\n",
       "         2.44885398e-01, 7.74495211e-02, 5.49708318e-01, 1.83834683e-01,\n",
       "         8.48789537e-01, 1.95769719e-02, 1.87619570e-02, 3.66558304e-01,\n",
       "         8.35377318e-01, 5.76503890e-01, 3.16899414e-02, 1.17330599e-01,\n",
       "         4.11030612e-01, 5.55964766e-01, 1.70608726e-01, 7.62965998e-02,\n",
       "         1.10961546e-02, 3.59304298e-01, 3.82010498e-01, 7.32554440e-01,\n",
       "         1.10469691e-01, 8.35718659e-02, 3.84697080e-01, 2.86143153e-01,\n",
       "         1.00194524e-01, 6.43804760e-02, 6.58336943e-02, 4.11391590e-01,\n",
       "         1.05204388e-02, 5.75672028e-01, 8.39219842e-01, 1.19699881e-01,\n",
       "         2.24476679e-02, 7.68843580e-02, 1.23297062e-02, 1.15726997e-01,\n",
       "         3.80079256e-02, 1.92828554e-01, 1.00895030e-01, 2.47157447e-02]),\n",
       "  array([2.75842498e-03, 1.71038138e-03, 1.74233999e-03, 3.72949733e-02,\n",
       "         2.63065788e-01, 5.31495044e-02, 5.63554525e-02, 1.03677020e-01,\n",
       "         7.98820649e-03, 1.27165419e-01, 4.42092690e-01, 4.03076057e-02,\n",
       "         2.45504552e-04, 2.52194115e-01, 1.71985228e-03, 1.75697790e-01,\n",
       "         1.60954955e-01, 4.19172256e-01, 6.43510783e-03, 4.69423955e-01,\n",
       "         4.11244608e-01, 9.58791856e-02, 5.29900007e-01, 5.73799148e-01,\n",
       "         1.00000000e+00, 6.45417757e-01, 3.40679157e-01, 2.31602263e-01,\n",
       "         2.13393116e-01, 6.11992983e-01, 6.35127699e-01, 2.30845479e-01,\n",
       "         1.97446226e-01, 7.95886890e-01, 7.52261957e-01, 6.06167080e-02,\n",
       "         1.33979197e-02, 1.17180970e-01, 7.09554930e-01, 4.13041677e-01,\n",
       "         4.86410258e-01, 4.79250893e-02, 8.80670920e-04, 2.02406563e-02,\n",
       "         3.86589776e-01, 1.71563633e-01, 9.37176741e-02, 9.40866413e-02,\n",
       "         3.62775303e-02, 1.81925887e-01, 1.16061171e-03, 4.68747928e-01,\n",
       "         8.87361038e-02, 4.21770271e-01, 4.58213871e-04, 1.24812779e-03,\n",
       "         7.91501402e-02, 2.41465634e-01, 3.75752167e-02, 4.38933025e-02,\n",
       "         9.31283149e-02, 4.91643369e-02, 6.54047709e-01, 5.95672517e-02,\n",
       "         6.04666295e-02, 5.27874507e-01, 6.24191031e-01, 4.17442923e-01,\n",
       "         9.07968979e-02, 9.00544399e-02, 8.02391708e-01, 1.43047921e-01,\n",
       "         1.73774225e-04, 3.23072094e-01, 9.27408725e-01, 4.73861885e-02,\n",
       "         5.67782091e-01, 2.86542148e-01, 1.60624186e-02, 8.74495135e-01,\n",
       "         5.40825785e-02, 3.57791928e-02, 5.30367489e-01, 3.41142107e-01,\n",
       "         1.71513013e-02, 3.49539159e-02, 4.29251848e-02, 5.66704470e-01,\n",
       "         6.42673027e-01, 4.97875302e-01, 2.30144896e-01, 8.27357328e-02,\n",
       "         3.10563683e-02, 8.47987027e-01, 1.46084756e-01, 8.46509872e-01,\n",
       "         1.83405427e-01, 1.01814178e-01, 3.39571504e-02, 2.40332811e-04,\n",
       "         4.60697429e-01, 1.72764240e-02, 2.94154520e-02, 2.46268160e-01,\n",
       "         1.65324156e-01, 3.59398081e-02, 5.43278420e-02, 7.83841679e-01,\n",
       "         2.34528808e-01, 5.44633373e-04, 7.98254650e-01, 4.05526474e-01,\n",
       "         9.60059043e-01, 1.88974474e-01, 5.96285137e-01, 9.44233786e-01,\n",
       "         4.62435546e-01, 5.49520909e-01, 1.42198774e-03, 8.40068871e-02,\n",
       "         6.10324917e-01, 3.32763624e-01, 1.46323940e-01, 9.45597646e-03,\n",
       "         3.30784273e-01, 9.58534584e-02, 2.12845889e-01, 4.64542425e-02,\n",
       "         3.39691048e-01, 7.12309885e-01, 8.74966858e-01, 5.88271857e-01,\n",
       "         8.75838323e-01, 9.72548900e-02, 4.07785792e-01, 4.97965577e-03,\n",
       "         1.42515250e-03, 6.19953529e-01, 1.07987296e-01, 6.85802330e-02,\n",
       "         1.51059928e-01, 1.41620039e-01, 1.17307196e-01, 3.08694448e-01,\n",
       "         2.23586976e-02, 5.93392105e-01, 3.24386994e-04, 1.34940931e-01,\n",
       "         1.68403773e-01, 4.03625160e-01, 1.65742891e-01, 2.92919073e-01,\n",
       "         7.20361302e-02, 5.05578852e-01, 6.96629909e-02, 1.45414773e-01,\n",
       "         7.76662646e-01, 4.48253940e-01, 2.89989427e-01, 2.98098417e-01,\n",
       "         5.59880421e-01, 1.33585356e-01, 8.96577211e-01, 1.64171330e-02,\n",
       "         3.39090151e-01, 3.82408194e-02, 3.61238730e-02, 4.14066472e-01,\n",
       "         7.94284913e-01, 1.12468533e-01, 2.66062414e-02, 3.94501713e-01,\n",
       "         5.01465064e-01, 4.28056458e-01, 7.71892398e-02, 3.29092610e-01,\n",
       "         1.05762177e-02, 6.00548565e-01, 9.40414730e-01, 3.71472992e-01,\n",
       "         6.74120591e-02, 3.36025451e-02, 2.60029336e-01, 3.57223325e-01,\n",
       "         2.65818981e-01, 1.22608339e-01, 4.90220184e-02, 1.95330278e-01,\n",
       "         3.11348656e-02, 2.04527573e-01, 8.32303647e-01, 5.86414257e-01,\n",
       "         8.99990019e-02, 3.71541413e-01, 4.55522033e-03, 9.26579828e-02,\n",
       "         1.68701932e-01, 3.58980825e-01, 1.88471096e-02, 4.93160057e-03]),\n",
       "  array([2.15595623e-02, 9.46454813e-04, 5.79032323e-02, 2.02541905e-01,\n",
       "         2.59481249e-01, 2.50776714e-02, 1.90749514e-01, 2.01441159e-01,\n",
       "         8.32793188e-02, 6.75233817e-01, 2.31098328e-02, 3.52829235e-01,\n",
       "         2.01768110e-02, 5.22907159e-01, 3.70028835e-03, 2.37750446e-01,\n",
       "         6.76252582e-01, 4.03722966e-01, 1.28414058e-02, 6.74789327e-01,\n",
       "         8.40936496e-01, 3.63398637e-03, 7.59043061e-01, 1.11648841e-01,\n",
       "         3.40679157e-01, 2.71833728e-01, 1.00000000e+00, 2.43937045e-01,\n",
       "         2.81830511e-01, 7.10276408e-01, 7.04581267e-01, 8.23186682e-01,\n",
       "         5.82669132e-01, 1.38494303e-01, 4.32476545e-01, 1.96672274e-01,\n",
       "         2.55877081e-01, 5.82842494e-01, 7.82025270e-01, 4.56263466e-01,\n",
       "         9.25210961e-02, 5.82763267e-01, 1.19380816e-03, 1.45430664e-01,\n",
       "         7.03290289e-02, 5.53996469e-02, 7.53623349e-02, 1.15698772e-01,\n",
       "         1.07167365e-02, 2.33240046e-01, 5.61640748e-02, 7.42833188e-02,\n",
       "         6.09789101e-03, 9.06155918e-01, 1.49981390e-03, 6.70153943e-03,\n",
       "         7.92604048e-03, 1.35905361e-01, 2.04146869e-01, 5.82129055e-02,\n",
       "         6.72409063e-01, 3.11218427e-02, 5.77895374e-01, 1.01224839e-02,\n",
       "         1.40733959e-01, 2.20344023e-01, 4.73121252e-01, 1.76901232e-01,\n",
       "         3.45096521e-01, 6.60348088e-01, 1.66479649e-01, 1.52925280e-01,\n",
       "         1.58761426e-03, 6.58482043e-02, 5.58439191e-01, 1.37670583e-02,\n",
       "         9.13846379e-01, 8.03529471e-01, 2.60363402e-01, 6.19678085e-01,\n",
       "         7.93364768e-03, 1.54081360e-01, 9.96938797e-02, 8.30223987e-01,\n",
       "         7.69664863e-02, 1.16615765e-01, 3.41142383e-01, 1.53979214e-01,\n",
       "         8.49260193e-01, 4.87111160e-01, 9.69306086e-01, 5.75506171e-01,\n",
       "         4.79942353e-01, 3.92169126e-01, 2.38662257e-02, 2.58283981e-01,\n",
       "         8.94719285e-01, 3.52117726e-01, 5.89652447e-02, 1.17875623e-03,\n",
       "         6.35713562e-01, 5.06885499e-02, 4.68829152e-01, 8.05510646e-01,\n",
       "         4.07175828e-01, 1.18673917e-01, 3.34095865e-01, 6.76433594e-01,\n",
       "         2.62271615e-01, 1.12801032e-02, 6.39291082e-01, 2.50969149e-01,\n",
       "         2.71422672e-01, 2.95031534e-01, 6.38844904e-01, 5.20368975e-01,\n",
       "         2.79372049e-01, 1.18523389e-01, 9.01691803e-02, 1.14833482e-01,\n",
       "         7.29902327e-01, 6.30578346e-01, 8.66705045e-01, 1.94992626e-02,\n",
       "         9.17035049e-01, 4.89047271e-01, 5.57680652e-01, 8.36308360e-02,\n",
       "         9.57319642e-01, 1.13200344e-01, 6.33248359e-01, 5.27334039e-01,\n",
       "         1.41758275e-01, 2.61702362e-01, 4.33151754e-01, 1.86172039e-01,\n",
       "         1.38990222e-02, 7.24827141e-01, 3.42608308e-01, 1.62794814e-03,\n",
       "         8.19310760e-02, 2.45389305e-02, 1.46777809e-01, 4.96321139e-02,\n",
       "         2.23238940e-02, 7.77554759e-01, 1.88998053e-02, 6.35634923e-02,\n",
       "         1.75472667e-01, 2.98639882e-01, 1.29601784e-02, 8.16841172e-01,\n",
       "         3.85959444e-01, 7.02696738e-01, 2.87427418e-01, 7.27130351e-02,\n",
       "         7.47537933e-01, 4.40114479e-01, 6.00976876e-01, 5.08191927e-01,\n",
       "         9.14499962e-01, 7.04453521e-01, 5.56537542e-01, 2.55408739e-03,\n",
       "         1.02873191e-01, 4.53251401e-01, 4.38494549e-01, 2.01542760e-02,\n",
       "         1.21708828e-01, 1.74516723e-02, 2.20565439e-01, 9.83901450e-01,\n",
       "         6.65184495e-01, 4.04579048e-01, 1.71322958e-01, 9.36921554e-01,\n",
       "         1.52731351e-01, 7.96568666e-01, 3.21638031e-01, 1.97450275e-01,\n",
       "         2.38696369e-01, 1.11165805e-01, 3.59706990e-01, 6.97693252e-01,\n",
       "         9.69546950e-01, 7.18481361e-01, 2.59737376e-01, 2.10369186e-01,\n",
       "         4.76140354e-01, 1.14217673e-01, 1.44566379e-01, 2.15543193e-01,\n",
       "         7.67768318e-01, 8.56353308e-01, 3.93666904e-02, 3.53459719e-01,\n",
       "         8.98200180e-01, 8.94211816e-01, 2.64649484e-02, 1.79181289e-02]),\n",
       "  array([3.76559454e-03, 7.67723098e-05, 2.07835861e-02, 6.11336211e-02,\n",
       "         7.92515027e-02, 4.02160264e-03, 5.25231463e-02, 5.43806038e-02,\n",
       "         2.19595304e-02, 3.62571374e-01, 1.29651198e-02, 1.50862689e-01,\n",
       "         8.31987202e-03, 2.11554800e-01, 3.86744957e-04, 6.83613721e-02,\n",
       "         9.65437243e-01, 1.52533320e-01, 1.70132284e-03, 3.31369763e-01,\n",
       "         9.28107998e-01, 7.77666401e-04, 4.16530893e-01, 3.95145955e-02,\n",
       "         2.30845479e-01, 1.06867669e-01, 8.23186682e-01, 7.21313839e-02,\n",
       "         8.67411961e-02, 3.88441900e-01, 3.89118664e-01, 1.00000000e+00,\n",
       "         2.54674455e-01, 6.52330188e-02, 2.04849500e-01, 5.44619872e-02,\n",
       "         1.31732133e-01, 2.77748864e-01, 5.16870466e-01, 1.80079208e-01,\n",
       "         2.98131909e-02, 4.33556452e-01, 1.00206082e-04, 4.16066415e-02,\n",
       "         2.02536102e-02, 1.18962165e-02, 1.53822138e-02, 2.61665460e-02,\n",
       "         1.49324108e-03, 6.67617041e-02, 2.45596915e-02, 2.38034959e-02,\n",
       "         1.11501361e-03, 5.71858924e-01, 1.38468959e-04, 8.60786801e-04,\n",
       "         1.34324415e-03, 3.52302265e-02, 6.17939604e-02, 1.08267620e-02,\n",
       "         4.04934095e-01, 5.10783222e-03, 2.86521994e-01, 1.55900882e-03,\n",
       "         3.40576635e-02, 7.67461866e-02, 2.11164980e-01, 5.49001322e-02,\n",
       "         1.20293333e-01, 3.93958400e-01, 7.61545791e-02, 3.80853573e-02,\n",
       "         1.70867299e-04, 1.74722401e-02, 3.96089577e-01, 2.04378321e-03,\n",
       "         6.65512163e-01, 4.40356748e-01, 1.23654689e-01, 4.12320795e-01,\n",
       "         1.19198086e-03, 4.08308246e-02, 3.37390097e-02, 9.66599892e-01,\n",
       "         1.67436285e-02, 2.74766060e-02, 1.39108617e-01, 5.37518089e-02,\n",
       "         5.84233308e-01, 2.05092056e-01, 8.46091902e-01, 8.71155950e-01,\n",
       "         3.52684577e-01, 1.97138729e-01, 4.76308680e-03, 1.22242279e-01,\n",
       "         6.34308488e-01, 1.22258750e-01, 1.10346094e-02, 1.09473305e-04,\n",
       "         2.99993908e-01, 9.41647342e-03, 3.45769005e-01, 4.49580962e-01,\n",
       "         1.46195688e-01, 2.80750878e-02, 1.25834597e-01, 4.16922729e-01,\n",
       "         7.93937940e-02, 2.15932104e-03, 3.81818115e-01, 8.22325708e-02,\n",
       "         1.54745612e-01, 9.18220139e-02, 3.22742533e-01, 3.88016710e-01,\n",
       "         9.71672531e-02, 4.06577162e-02, 6.57664339e-02, 2.58427544e-02,\n",
       "         4.07150775e-01, 2.86025299e-01, 8.79555003e-01, 2.82826356e-03,\n",
       "         9.66800430e-01, 2.11849607e-01, 2.35541652e-01, 1.72018923e-02,\n",
       "         9.39291882e-01, 4.84954860e-02, 4.43024996e-01, 2.40708271e-01,\n",
       "         8.50561073e-02, 7.88339976e-02, 1.67120189e-01, 2.77457377e-01,\n",
       "         2.30340627e-03, 4.04756197e-01, 1.16447370e-01, 3.61160202e-04,\n",
       "         1.79828684e-02, 4.84500893e-03, 3.57628070e-02, 1.30211781e-02,\n",
       "         3.29867906e-03, 4.52732437e-01, 6.21993066e-03, 1.31915319e-02,\n",
       "         4.59073832e-02, 1.01989007e-01, 2.88324517e-03, 4.54450010e-01,\n",
       "         1.50269010e-01, 8.12358293e-01, 9.41663958e-02, 1.55747446e-02,\n",
       "         5.79950844e-01, 1.73937278e-01, 2.63650566e-01, 2.03327997e-01,\n",
       "         6.56111850e-01, 3.90462067e-01, 3.46828705e-01, 2.89604219e-04,\n",
       "         2.81808938e-02, 2.56227917e-01, 2.45261265e-01, 1.19811313e-02,\n",
       "         5.99334511e-02, 3.21389438e-03, 7.57401269e-02, 8.70203476e-01,\n",
       "         3.28037344e-01, 1.53604536e-01, 4.40193072e-02, 9.58089405e-01,\n",
       "         5.45491697e-02, 4.77561796e-01, 2.69952801e-01, 6.02670533e-02,\n",
       "         7.14315945e-02, 2.58048526e-02, 1.22608761e-01, 3.39559642e-01,\n",
       "         7.20577873e-01, 4.20324437e-01, 8.54649473e-02, 5.86281687e-02,\n",
       "         3.42065224e-01, 2.78593717e-02, 7.24288098e-02, 2.75839825e-01,\n",
       "         6.94070523e-01, 9.53871281e-01, 8.09938364e-03, 1.24528546e-01,\n",
       "         8.94314595e-01, 5.48103170e-01, 4.05751459e-03, 2.67510451e-03]),\n",
       "  array([3.14346422e-03, 6.84584313e-03, 7.81702524e-04, 2.96728280e-02,\n",
       "         3.11238817e-01, 1.26755576e-01, 5.40858840e-02, 1.15417401e-01,\n",
       "         6.07467392e-03, 6.35946905e-02, 6.41477415e-01, 2.15463311e-02,\n",
       "         7.92784134e-05, 1.98762691e-01, 4.05091837e-03, 2.02512642e-01,\n",
       "         3.83451693e-02, 4.19337319e-01, 1.27184569e-02, 3.44713255e-01,\n",
       "         1.43470770e-01, 3.29573708e-01, 3.55730050e-01, 8.86266927e-01,\n",
       "         7.95886890e-01, 7.61249385e-01, 1.38494303e-01, 2.76976881e-01,\n",
       "         2.34038051e-01, 4.33168182e-01, 4.50792240e-01, 6.52330188e-02,\n",
       "         1.34325690e-01, 1.00000000e+00, 7.07734925e-01, 5.84938839e-02,\n",
       "         5.11143043e-03, 6.56056474e-02, 4.35681582e-01, 3.85936647e-01,\n",
       "         8.15400047e-01, 1.50802615e-02, 2.76901225e-03, 1.57374088e-02,\n",
       "         7.17827391e-01, 3.52983292e-01, 1.61699359e-01, 1.34938421e-01,\n",
       "         1.08475948e-01, 2.13191078e-01, 4.05317162e-04, 8.24460580e-01,\n",
       "         3.00923042e-01, 2.29381309e-01, 1.08054146e-03, 1.99842908e-03,\n",
       "         2.61068336e-01, 3.73261200e-01, 2.98234955e-02, 7.25175532e-02,\n",
       "         3.94201714e-02, 1.07277179e-01, 5.35138670e-01, 1.87264829e-01,\n",
       "         7.04911985e-02, 6.88688379e-01, 5.77123332e-01, 5.96192546e-01,\n",
       "         6.99388446e-02, 3.82704056e-02, 9.90123273e-01, 1.96084596e-01,\n",
       "         2.83165899e-04, 6.24174480e-01, 6.20880627e-01, 1.35091200e-01,\n",
       "         2.94331014e-01, 1.64087733e-01, 6.80532100e-03, 5.93299333e-01,\n",
       "         1.79680089e-01, 3.34529051e-02, 8.56656381e-01, 1.09309221e-01,\n",
       "         1.86512983e-02, 3.82228334e-02, 2.44056532e-02, 8.17486504e-01,\n",
       "         3.65779597e-01, 4.54268273e-01, 8.18406529e-02, 1.66646426e-02,\n",
       "         9.32306617e-03, 8.00479830e-01, 3.75286097e-01, 9.26765223e-01,\n",
       "         7.46172197e-02, 8.04665522e-02, 5.23483177e-02, 5.12203962e-04,\n",
       "         3.52890786e-01, 2.36453984e-02, 8.73991719e-03, 1.33936573e-01,\n",
       "         1.37847462e-01, 3.92677093e-02, 3.50315121e-02, 5.40075805e-01,\n",
       "         2.71262429e-01, 4.56616855e-04, 5.74440695e-01, 5.06285076e-01,\n",
       "         9.19611005e-01, 1.97356087e-01, 4.58903221e-01, 6.19828798e-01,\n",
       "         5.53085496e-01, 8.49557316e-01, 3.06811614e-04, 1.17957277e-01,\n",
       "         4.22048931e-01, 2.44090554e-01, 4.24270855e-02, 1.72235114e-02,\n",
       "         1.11411137e-01, 5.76548571e-02, 1.53184984e-01, 6.57342030e-02,\n",
       "         1.20841033e-01, 9.88062616e-01, 5.66968899e-01, 5.13117219e-01,\n",
       "         9.19080163e-01, 9.16183888e-02, 3.91784105e-01, 6.80459165e-04,\n",
       "         1.60804414e-03, 4.30646085e-01, 8.86450187e-02, 2.55909094e-01,\n",
       "         2.69814172e-01, 3.61908378e-01, 1.57672737e-01, 6.36924643e-01,\n",
       "         4.76795601e-02, 3.87708666e-01, 1.36650008e-04, 2.60904444e-01,\n",
       "         2.23112293e-01, 4.66885594e-01, 4.64492185e-01, 1.65911101e-01,\n",
       "         4.67205512e-02, 1.86199817e-01, 5.53496430e-02, 2.70133183e-01,\n",
       "         4.32200641e-01, 4.30296958e-01, 2.13970558e-01, 2.48401505e-01,\n",
       "         2.92762987e-01, 6.52051194e-02, 6.62217956e-01, 6.76581912e-02,\n",
       "         5.80594257e-01, 1.51449959e-02, 1.43495244e-02, 5.82925955e-01,\n",
       "         9.92062218e-01, 3.12308807e-01, 1.72284411e-02, 1.57244866e-01,\n",
       "         3.74068920e-01, 4.28444875e-01, 8.66723271e-02, 1.12915516e-01,\n",
       "         5.81088081e-03, 3.82032777e-01, 6.28029434e-01, 5.09518476e-01,\n",
       "         5.98051245e-02, 3.72693599e-02, 2.59528363e-01, 2.45634451e-01,\n",
       "         1.11529372e-01, 5.58490004e-02, 3.65668087e-02, 2.43858527e-01,\n",
       "         9.54441082e-03, 3.32873133e-01, 9.94857297e-01, 2.72918218e-01,\n",
       "         2.62883482e-02, 1.25032318e-01, 4.43467060e-03, 7.06933322e-02,\n",
       "         5.09597001e-02, 1.93006956e-01, 3.59568753e-02, 7.66589284e-03]),\n",
       "  array([2.16172279e-01, 2.35028753e-03, 7.42099460e-01, 5.46144501e-01,\n",
       "         1.19341964e-01, 1.63914489e-02, 3.70972804e-01, 2.29470103e-01,\n",
       "         5.52663469e-01, 6.61073139e-01, 1.84108563e-04, 8.52859834e-01,\n",
       "         5.15329443e-01, 3.17650536e-01, 2.39046929e-02, 1.67723280e-01,\n",
       "         9.70063810e-02, 1.25715560e-01, 5.10925680e-02, 2.01846440e-01,\n",
       "         8.97507723e-02, 1.09132380e-04, 1.86916335e-01, 7.55149929e-03,\n",
       "         1.33979197e-02, 3.38659998e-02, 2.55877081e-01, 1.26859934e-01,\n",
       "         1.72530439e-01, 1.41803630e-01, 1.32063621e-01, 1.31732133e-01,\n",
       "         4.45000711e-01, 5.11143043e-03, 5.38055542e-02, 3.62705407e-01,\n",
       "         1.00000000e+00, 6.55152879e-01, 1.06927951e-01, 1.51683114e-01,\n",
       "         7.18340373e-03, 7.61558737e-01, 7.00215807e-03, 5.72820204e-01,\n",
       "         6.32791385e-03, 1.48632584e-02, 5.62029548e-02, 1.11795232e-01,\n",
       "         5.51926011e-03, 1.56899697e-01, 7.53550684e-01, 4.82920713e-03,\n",
       "         4.41582136e-04, 2.65882635e-01, 1.84349707e-02, 7.75548043e-02,\n",
       "         9.62071367e-04, 4.66234101e-02, 5.48010097e-01, 8.50619191e-02,\n",
       "         7.40643770e-01, 2.64187864e-02, 1.03256369e-01, 2.49014411e-03,\n",
       "         2.32783056e-01, 3.34930838e-02, 8.65508207e-02, 3.32997218e-02,\n",
       "         5.03961007e-01, 7.50987810e-01, 7.73744584e-03, 1.08469942e-01,\n",
       "         4.29320995e-02, 7.66270605e-03, 3.63987841e-02, 6.25078123e-03,\n",
       "         1.55920180e-01, 3.94806588e-01, 9.87995048e-01, 5.32639900e-02,\n",
       "         1.75169040e-03, 4.09676800e-01, 7.02880790e-03, 9.66159518e-02,\n",
       "         2.99639549e-01, 2.92104265e-01, 8.10313333e-01, 1.50151356e-02,\n",
       "         1.30560441e-01, 1.27959712e-01, 3.24674777e-01, 1.25152648e-01,\n",
       "         8.19046344e-01, 3.52441345e-02, 3.61215423e-03, 1.68104376e-02,\n",
       "         4.98140058e-01, 4.69970176e-01, 1.12373206e-01, 2.17085426e-02,\n",
       "         1.95270867e-01, 1.67460306e-01, 8.20659823e-01, 4.49089700e-01,\n",
       "         3.62270145e-01, 2.92090482e-01, 6.99384497e-01, 8.11596671e-02,\n",
       "         1.39301218e-01, 2.62315506e-01, 7.50006396e-02, 6.34403929e-02,\n",
       "         1.18640099e-02, 2.10326328e-01, 1.34660104e-01, 2.84222441e-02,\n",
       "         6.21814502e-02, 9.40017334e-03, 6.62464888e-01, 1.24724386e-01,\n",
       "         1.45246282e-01, 2.86973028e-01, 3.17820010e-01, 6.86722513e-02,\n",
       "         1.44646218e-01, 6.64756128e-01, 3.99908893e-01, 1.40588243e-01,\n",
       "         1.73749499e-01, 4.48078891e-03, 5.10272196e-02, 1.10226228e-01,\n",
       "         3.20440130e-03, 3.44755922e-01, 1.43836359e-01, 2.33067808e-01,\n",
       "         1.91373794e-01, 1.40668309e-01, 4.34218665e-01, 2.84468871e-05,\n",
       "         3.60198224e-02, 4.01833271e-03, 1.27019836e-01, 4.61822893e-03,\n",
       "         3.62101879e-02, 1.57849444e-01, 4.99909578e-01, 2.66283058e-02,\n",
       "         1.11391383e-01, 8.44283638e-02, 7.64812837e-04, 3.88853927e-01,\n",
       "         6.62660225e-01, 4.66186462e-02, 5.07948207e-01, 3.06726531e-02,\n",
       "         6.75441449e-02, 1.29370900e-01, 3.17476913e-01, 2.57461697e-01,\n",
       "         1.62525332e-01, 6.48463379e-01, 4.67435956e-02, 9.71518129e-04,\n",
       "         1.70367130e-02, 9.24994219e-01, 9.33952426e-01, 1.35101229e-04,\n",
       "         3.65284257e-03, 2.87666714e-03, 7.35035092e-01, 1.88319528e-01,\n",
       "         1.81914643e-01, 1.22538852e-01, 2.43513814e-01, 1.60038868e-01,\n",
       "         8.40246601e-01, 1.55715799e-01, 8.79144063e-03, 4.82419632e-02,\n",
       "         4.21356292e-01, 2.83222628e-01, 1.93752689e-01, 2.90165985e-01,\n",
       "         3.69458069e-01, 6.71584628e-01, 5.88718221e-01, 1.23924297e-01,\n",
       "         8.35745800e-01, 4.31578815e-02, 4.78946772e-03, 3.07197974e-03,\n",
       "         4.99152946e-01, 1.01701731e-01, 3.30192084e-01, 5.08708713e-01,\n",
       "         3.05104153e-01, 3.21022673e-01, 5.71468636e-02, 1.07303320e-01]),\n",
       "  array([0.01924617, 0.0033936 , 0.02173857, 0.17391527, 0.45653402,\n",
       "         0.07564184, 0.20663322, 0.27789388, 0.05691807, 0.47775932,\n",
       "         0.11367917, 0.21896282, 0.00491828, 0.60851227, 0.00683179,\n",
       "         0.37380832, 0.37423485, 0.6656689 , 0.02251273, 0.85632022,\n",
       "         0.69102409, 0.0287675 , 0.92763059, 0.37054127, 0.70955493,\n",
       "         0.62710398, 0.78202527, 0.42222908, 0.43707828, 0.94998255,\n",
       "         0.95722749, 0.51687047, 0.56832451, 0.43568158, 0.81904408,\n",
       "         0.2164634 , 0.10692795, 0.44217259, 1.        , 0.69907356,\n",
       "         0.32044568, 0.25888696, 0.00289514, 0.11304686, 0.25824983,\n",
       "         0.17698936, 0.16663144, 0.20615621, 0.04140751, 0.37578637,\n",
       "         0.01677736, 0.27848012, 0.03967118, 0.88805661, 0.00242244,\n",
       "         0.00781467, 0.04516676, 0.32120254, 0.17508717, 0.10763448,\n",
       "         0.40121054, 0.08222605, 0.89794973, 0.04770305, 0.18693926,\n",
       "         0.53250605, 0.81402491, 0.44243193, 0.32754824, 0.39274178,\n",
       "         0.4912052 , 0.27945155, 0.00157369, 0.23719713, 0.89948121,\n",
       "         0.05238575, 0.96214178, 0.73945703, 0.11998231, 0.9529258 ,\n",
       "         0.04013662, 0.1527975 , 0.34107554, 0.62196178, 0.08041086,\n",
       "         0.13427866, 0.22425903, 0.44587483, 0.99163737, 0.76795327,\n",
       "         0.63735295, 0.25206125, 0.19349026, 0.79742216, 0.10437499,\n",
       "         0.63964555, 0.59492961, 0.34830773, 0.09706783, 0.00160118,\n",
       "         0.83241092, 0.06701305, 0.18632084, 0.69009505, 0.45950008,\n",
       "         0.13705038, 0.2517416 , 0.98318418, 0.43895837, 0.00645598,\n",
       "         0.96972883, 0.5246324 , 0.65011657, 0.42461949, 0.90890756,\n",
       "         0.85495361, 0.5777098 , 0.3807595 , 0.02006013, 0.19599999,\n",
       "         0.95722794, 0.73215909, 0.46781875, 0.03265415, 0.67331389,\n",
       "         0.37959718, 0.57896848, 0.13114212, 0.715937  , 0.38262287,\n",
       "         0.94821297, 0.83848628, 0.42220968, 0.30264241, 0.6801737 ,\n",
       "         0.04025562, 0.01150966, 0.95935002, 0.35414458, 0.01550955,\n",
       "         0.20858029, 0.10507643, 0.25289134, 0.19844199, 0.05047543,\n",
       "         0.96634091, 0.00576953, 0.17519003, 0.31857064, 0.5704696 ,\n",
       "         0.07449892, 0.7494902 , 0.30469657, 0.66884114, 0.26932502,\n",
       "         0.19324317, 0.95666575, 0.70846275, 0.67981722, 0.64496727,\n",
       "         0.96190347, 0.49432409, 0.92627492, 0.0139188 , 0.30968361,\n",
       "         0.22423815, 0.2155674 , 0.100113  , 0.39775348, 0.08024564,\n",
       "         0.15132499, 0.80372811, 0.87201781, 0.67126592, 0.2273369 ,\n",
       "         0.6875794 , 0.08171939, 0.97478898, 0.62018047, 0.4513349 ,\n",
       "         0.24634978, 0.12913775, 0.5276899 , 0.78018382, 0.71703392,\n",
       "         0.47308183, 0.21861244, 0.3683223 , 0.1943539 , 0.27671714,\n",
       "         0.4453372 , 0.34742524, 0.36993561, 0.66678274, 0.03179038,\n",
       "         0.33371168, 0.51060152, 0.83170592, 0.05113148, 0.0233743 ]),\n",
       "  array([1.20891420e-02, 4.09248877e-02, 1.72539995e-03, 6.13805844e-02,\n",
       "         5.04589298e-01, 3.64165991e-01, 1.15482327e-01, 2.33332146e-01,\n",
       "         1.58062422e-02, 7.19028367e-02, 3.70239284e-01, 3.30636664e-02,\n",
       "         1.71187793e-04, 2.65794248e-01, 2.23478520e-02, 3.64978363e-01,\n",
       "         1.51411232e-02, 5.42774077e-01, 5.42292493e-02, 3.58343122e-01,\n",
       "         6.72084136e-02, 4.97777558e-01, 3.29174837e-01, 9.88618496e-01,\n",
       "         4.86410258e-01, 8.44995929e-01, 9.25210961e-02, 4.68615228e-01,\n",
       "         3.91599367e-01, 3.90944116e-01, 4.00256436e-01, 2.98131909e-02,\n",
       "         1.73835091e-01, 8.15400047e-01, 6.74662141e-01, 1.23446847e-01,\n",
       "         7.18340373e-03, 8.32725387e-02, 3.20445677e-01, 4.86246099e-01,\n",
       "         1.00000000e+00, 1.35762972e-02, 1.80367118e-02, 3.57568201e-02,\n",
       "         9.83875637e-01, 7.10333570e-01, 3.88282684e-01, 3.08395260e-01,\n",
       "         3.38670458e-01, 3.83225666e-01, 7.66146948e-04, 9.92132427e-01,\n",
       "         5.80571578e-01, 1.93822025e-01, 7.18201744e-03, 1.00651637e-02,\n",
       "         5.73804756e-01, 6.65461675e-01, 6.15124219e-02, 2.05346425e-01,\n",
       "         4.12261756e-02, 3.13078085e-01, 5.15582533e-01, 4.88598646e-01,\n",
       "         1.63685944e-01, 8.66343381e-01, 6.07728092e-01, 8.47675494e-01,\n",
       "         1.18610572e-01, 4.05021767e-02, 8.52455591e-01, 3.97643182e-01,\n",
       "         1.84338793e-03, 9.46292437e-01, 3.90844337e-01, 3.93885448e-01,\n",
       "         2.05956928e-01, 1.66552235e-01, 1.01747908e-02, 4.08140590e-01,\n",
       "         4.71592328e-01, 7.68105849e-02, 9.96594566e-01, 4.95845759e-02,\n",
       "         5.29087058e-02, 9.58342061e-02, 3.88392124e-02, 9.67925992e-01,\n",
       "         2.64457080e-01, 5.26275924e-01, 5.40109096e-02, 6.62832637e-03,\n",
       "         8.78291343e-03, 6.96310654e-01, 7.43218749e-01, 8.11403094e-01,\n",
       "         6.24116559e-02, 1.35283358e-01, 1.52764400e-01, 3.57427162e-03,\n",
       "         3.80291578e-01, 7.46584605e-02, 8.23687014e-03, 1.36195196e-01,\n",
       "         2.13718090e-01, 9.79014405e-02, 5.84950554e-02, 4.13311714e-01,\n",
       "         4.51503180e-01, 1.82137716e-03, 4.49711616e-01, 7.16043733e-01,\n",
       "         6.56184986e-01, 3.33894180e-01, 4.45039896e-01, 3.65920376e-01,\n",
       "         7.32621924e-01, 9.92830144e-01, 3.52772194e-04, 2.74896571e-01,\n",
       "         3.74647383e-01, 2.86180740e-01, 2.50592477e-02, 6.71152934e-02,\n",
       "         5.70507100e-02, 8.11176131e-02, 2.02169641e-01, 1.74665913e-01,\n",
       "         6.68458423e-02, 8.78575529e-01, 3.71201494e-01, 5.39956371e-01,\n",
       "         5.76472979e-01, 1.72660166e-01, 5.02766146e-01, 3.45554798e-04,\n",
       "         6.73162538e-03, 3.80678762e-01, 1.50614084e-01, 3.49366134e-01,\n",
       "         5.69371575e-01, 7.30611033e-01, 3.34190641e-01, 9.46166745e-01,\n",
       "         1.65156533e-01, 3.33211572e-01, 3.56326681e-04, 5.72644727e-01,\n",
       "         4.28292909e-01, 6.47907344e-01, 7.43230874e-01, 1.65650100e-01,\n",
       "         7.39652011e-02, 7.88643600e-02, 1.01264300e-01, 5.78340405e-01,\n",
       "         2.64044558e-01, 5.32798731e-01, 2.62928769e-01, 3.27244783e-01,\n",
       "         2.08494217e-01, 7.12551410e-02, 4.79093782e-01, 2.40090541e-01,\n",
       "         8.98609030e-01, 1.80955181e-02, 1.73927010e-02, 3.13668483e-01,\n",
       "         7.59049163e-01, 6.67925506e-01, 3.29896216e-02, 9.53383902e-02,\n",
       "         3.82951105e-01, 5.50337041e-01, 1.87854008e-01, 5.99065245e-02,\n",
       "         1.15146737e-02, 3.18996474e-01, 3.07176443e-01, 7.60117515e-01,\n",
       "         1.17787882e-01, 9.48002181e-02, 3.92836104e-01, 2.68686578e-01,\n",
       "         8.53692376e-02, 5.85197517e-02, 6.88955927e-02, 4.40210906e-01,\n",
       "         9.19308355e-03, 6.31706105e-01, 7.60418917e-01, 8.68035882e-02,\n",
       "         1.84064689e-02, 5.89599790e-02, 1.45731505e-02, 1.18623307e-01,\n",
       "         3.02625448e-02, 1.71531377e-01, 1.25521294e-01, 3.12991977e-02]),\n",
       "  array([6.60243024e-02, 6.99597924e-04, 3.20178395e-01, 3.40857921e-01,\n",
       "         1.27848384e-01, 1.08529767e-02, 2.42205076e-01, 1.74028832e-01,\n",
       "         2.42994957e-01, 7.83248325e-01, 9.54923690e-04, 6.73821042e-01,\n",
       "         1.95787320e-01, 3.68564012e-01, 6.18151330e-03, 1.52476092e-01,\n",
       "         3.62502254e-01, 1.71463176e-01, 1.75560334e-02, 3.24619857e-01,\n",
       "         3.15631982e-01, 2.16418459e-04, 3.40068808e-01, 1.57135605e-02,\n",
       "         4.79250893e-02, 6.23132185e-02, 5.82763267e-01, 1.28513691e-01,\n",
       "         1.70316646e-01, 2.74298851e-01, 2.61855580e-01, 4.33556452e-01,\n",
       "         5.04068581e-01, 1.50802615e-02, 1.10395825e-01, 2.41427273e-01,\n",
       "         7.61558737e-01, 6.94561654e-01, 2.58886957e-01, 2.08062906e-01,\n",
       "         1.35762972e-02, 1.00000000e+00, 1.64073184e-03, 3.09106799e-01,\n",
       "         1.07147179e-02, 1.52584357e-02, 4.11548317e-02, 8.03722321e-02,\n",
       "         3.61809467e-03, 1.44316052e-01, 3.59730655e-01, 9.59780496e-03,\n",
       "         6.12758731e-04, 4.97747752e-01, 3.65284942e-03, 1.89672190e-02,\n",
       "         1.09299060e-03, 4.95936837e-02, 3.43054018e-01, 4.81707700e-02,\n",
       "         9.05382773e-01, 1.63858109e-02, 1.95067498e-01, 2.16233861e-03,\n",
       "         1.48029450e-01, 5.40869428e-02, 1.52708740e-01, 4.71401491e-02,\n",
       "         4.11530797e-01, 9.04266482e-01, 2.09349431e-02, 9.05443924e-02,\n",
       "         7.33305563e-03, 1.14472674e-02, 1.14814025e-01, 4.41638992e-03,\n",
       "         3.73638455e-01, 5.82764239e-01, 7.24297272e-01, 1.48917442e-01,\n",
       "         1.54898615e-03, 2.38028215e-01, 1.40722544e-02, 3.41490574e-01,\n",
       "         1.38337763e-01, 1.61369065e-01, 6.26058285e-01, 2.77571705e-02,\n",
       "         3.12323025e-01, 1.95669669e-01, 7.05445413e-01, 4.26839993e-01,\n",
       "         9.85213536e-01, 8.25754319e-02, 4.22304031e-03, 4.19141928e-02,\n",
       "         8.22627217e-01, 3.93427239e-01, 5.89502067e-02, 3.82083480e-03,\n",
       "         3.04400424e-01, 7.41008277e-02, 9.81692679e-01, 6.44928246e-01,\n",
       "         3.49481225e-01, 1.62600671e-01, 5.35970844e-01, 1.96251217e-01,\n",
       "         1.42151601e-01, 6.55736208e-02, 1.79272988e-01, 8.48077786e-02,\n",
       "         3.71738775e-02, 1.99597651e-01, 2.44685490e-01, 9.73568489e-02,\n",
       "         8.94312010e-02, 1.83072410e-02, 5.10850973e-01, 8.63111407e-02,\n",
       "         2.84494124e-01, 3.88287378e-01, 7.33573531e-01, 2.58066008e-02,\n",
       "         4.40259030e-01, 6.29535957e-01, 4.52559862e-01, 8.09296874e-02,\n",
       "         4.86150961e-01, 1.22481792e-02, 1.49780957e-01, 1.89276791e-01,\n",
       "         1.26194726e-02, 2.66744310e-01, 1.94775047e-01, 4.64637214e-01,\n",
       "         5.15187494e-02, 2.77790970e-01, 3.64658976e-01, 6.78286569e-05,\n",
       "         3.22693504e-02, 4.55901824e-03, 9.85907492e-02, 7.33200418e-03,\n",
       "         1.73788717e-02, 3.15093603e-01, 1.64806067e-01, 2.34286867e-02,\n",
       "         9.89453373e-02, 1.11782757e-01, 1.26543260e-03, 5.84586373e-01,\n",
       "         5.49624360e-01, 1.94403821e-01, 3.77710317e-01, 2.74309345e-02,\n",
       "         2.03420981e-01, 1.84310852e-01, 4.02768447e-01, 3.13502090e-01,\n",
       "         3.81374093e-01, 7.97324991e-01, 1.26676108e-01, 6.18898153e-04,\n",
       "         2.33106368e-02, 9.04894769e-01, 8.96384501e-01, 7.63509922e-04,\n",
       "         1.17713412e-02, 3.12779943e-03, 4.63938710e-01, 4.88128426e-01,\n",
       "         3.01321999e-01, 1.69012734e-01, 1.67851690e-01, 4.67171774e-01,\n",
       "         4.66492390e-01, 3.19793263e-01, 3.97522411e-02, 6.25193381e-02,\n",
       "         2.97328071e-01, 1.54317340e-01, 2.10969345e-01, 4.20308787e-01,\n",
       "         7.03096128e-01, 8.48196398e-01, 4.07145675e-01, 1.16809483e-01,\n",
       "         9.83762175e-01, 4.30358548e-02, 1.51323697e-02, 2.16121405e-02,\n",
       "         9.06254781e-01, 3.48183362e-01, 1.17077150e-01, 4.19834235e-01,\n",
       "         7.12713251e-01, 5.55980032e-01, 2.57061725e-02, 3.49411883e-02]),\n",
       "  array([3.14541291e-01, 8.27524758e-01, 1.50033629e-02, 1.06413907e-01,\n",
       "         9.35336291e-02, 3.67526222e-01, 1.59081539e-01, 1.71078670e-01,\n",
       "         1.10006354e-01, 1.14274398e-02, 1.31377383e-04, 2.53687248e-02,\n",
       "         2.69198401e-03, 4.03569918e-02, 9.12145811e-01, 1.29950989e-01,\n",
       "         3.24073943e-05, 4.08131962e-02, 7.60522437e-01, 1.53763881e-02,\n",
       "         1.64054774e-04, 6.07245152e-03, 8.91960421e-03, 1.24993479e-02,\n",
       "         8.80670920e-04, 1.86935273e-02, 1.19380816e-03, 1.07889373e-01,\n",
       "         1.02268407e-01, 8.20208972e-03, 7.61336801e-03, 1.00206082e-04,\n",
       "         3.02343543e-02, 2.76901225e-03, 1.03642223e-02, 1.57372123e-01,\n",
       "         7.00215807e-03, 1.98489292e-02, 2.89513636e-03, 3.64453858e-02,\n",
       "         1.80367118e-02, 1.64073184e-03, 1.00000000e+00, 1.10538814e-01,\n",
       "         2.65623279e-02, 1.33251684e-01, 2.88898101e-01, 2.59806278e-01,\n",
       "         3.33561575e-01, 1.29705114e-01, 4.80259272e-03, 1.44869129e-02,\n",
       "         2.89380132e-02, 4.98067079e-03, 8.34647695e-01, 5.70163056e-01,\n",
       "         6.32839442e-02, 1.17653146e-01, 1.05458842e-01, 4.24808044e-01,\n",
       "         6.07264964e-03, 4.18853662e-01, 1.13966557e-02, 1.57106431e-01,\n",
       "         2.36785351e-01, 3.11202051e-02, 1.69795790e-02, 4.98153028e-02,\n",
       "         7.21241269e-02, 6.32393781e-03, 4.08909448e-03, 1.88592581e-01,\n",
       "         4.26131811e-01, 4.13409944e-02, 1.21805877e-03, 2.92878311e-01,\n",
       "         2.03208228e-03, 1.07376735e-02, 1.11854938e-02, 2.03631892e-03,\n",
       "         1.39007239e-01, 1.68602286e-01, 1.44811978e-02, 1.21535166e-04,\n",
       "         2.74829913e-01, 2.45443904e-01, 3.19771393e-02, 1.98659839e-02,\n",
       "         2.55908802e-03, 2.59039044e-02, 8.70768812e-04, 2.13017621e-05,\n",
       "         1.51821736e-03, 6.34214159e-03, 7.85640946e-02, 5.55064558e-03,\n",
       "         2.84931541e-03, 7.40708154e-02, 4.35324539e-01, 6.80965234e-01,\n",
       "         1.82294646e-02, 4.29523918e-01, 1.45945076e-03, 9.92484478e-03,\n",
       "         6.59984064e-02, 2.43366835e-01, 4.79978529e-02, 3.63303131e-03,\n",
       "         1.01960577e-01, 1.13554787e-01, 4.08659716e-03, 5.47416622e-02,\n",
       "         1.89823505e-03, 1.03236208e-01, 1.16625552e-02, 8.29287409e-04,\n",
       "         4.25245682e-02, 1.62805304e-02, 3.84295600e-04, 2.70665221e-01,\n",
       "         7.53217833e-03, 2.42302888e-02, 3.37383338e-04, 6.77347958e-01,\n",
       "         2.48195157e-04, 2.95308556e-02, 3.47402948e-02, 3.53898601e-01,\n",
       "         3.98694334e-04, 3.91721811e-03, 1.54928802e-03, 1.70611812e-02,\n",
       "         6.61617494e-04, 1.22644559e-01, 3.93314515e-02, 1.02263129e-05,\n",
       "         2.88499027e-01, 7.40175084e-03, 8.05736479e-02, 2.01795387e-03,\n",
       "         1.89852286e-01, 8.70316895e-02, 2.12134476e-01, 3.19442748e-02,\n",
       "         6.09453905e-01, 6.31825314e-03, 9.08308422e-03, 2.00477203e-01,\n",
       "         1.60625005e-01, 5.25604383e-02, 1.95719178e-02, 9.96827091e-03,\n",
       "         4.43990449e-02, 9.70259321e-05, 8.82076352e-02, 1.92040707e-01,\n",
       "         1.03978284e-03, 3.41469985e-02, 2.86284413e-02, 4.04594178e-02,\n",
       "         2.22870042e-03, 9.85559141e-03, 2.63821690e-03, 2.41804501e-01,\n",
       "         5.73678779e-02, 6.52125374e-03, 6.75074101e-03, 8.01140229e-05,\n",
       "         1.82499462e-03, 9.18782099e-02, 5.79810833e-02, 7.43881001e-04,\n",
       "         1.45687247e-02, 3.95936414e-02, 2.00042412e-01, 3.05562116e-04,\n",
       "         3.50969663e-02, 5.45020336e-03, 2.32536006e-04, 6.39393390e-02,\n",
       "         1.22218615e-01, 2.55318715e-01, 7.16505788e-02, 1.77192435e-02,\n",
       "         2.21228340e-03, 7.42724317e-03, 8.12424154e-02, 1.32936112e-01,\n",
       "         1.72020014e-03, 1.41903166e-01, 2.00043864e-03, 1.27931796e-05,\n",
       "         6.35435459e-04, 1.61576053e-04, 2.20445037e-01, 6.93740277e-02,\n",
       "         3.84238127e-04, 6.00479276e-03, 6.16616006e-01, 5.80125300e-01]),\n",
       "  array([7.12112269e-01, 5.23298514e-02, 5.74018419e-01, 9.73791683e-01,\n",
       "         3.69309998e-01, 1.54024838e-01, 8.75696805e-01, 6.69018837e-01,\n",
       "         9.51205405e-01, 5.47725120e-01, 6.68517018e-04, 8.12643398e-01,\n",
       "         2.44824657e-01, 5.26294308e-01, 2.41055983e-01, 5.06694572e-01,\n",
       "         2.33556717e-02, 2.94659791e-01, 3.84154748e-01, 2.91174427e-01,\n",
       "         3.87966815e-02, 1.60971554e-03, 2.32533387e-01, 3.28895517e-02,\n",
       "         2.02406563e-02, 9.90733175e-02, 1.45430664e-01, 4.01171403e-01,\n",
       "         4.79545226e-01, 1.90066793e-01, 1.77341510e-01, 4.16066415e-02,\n",
       "         5.90985138e-01, 1.57374088e-02, 1.10499699e-01, 8.61722401e-01,\n",
       "         5.72820204e-01, 6.51236451e-01, 1.13046858e-01, 3.20326601e-01,\n",
       "         3.57568201e-02, 3.09106799e-01, 1.10538814e-01, 1.00000000e+00,\n",
       "         3.71779181e-02, 1.07033449e-01, 3.19895923e-01, 4.81369039e-01,\n",
       "         7.31960228e-02, 4.85524920e-01, 3.94558551e-01, 2.57346107e-02,\n",
       "         6.60157080e-03, 2.39569501e-01, 1.91012051e-01, 4.37414774e-01,\n",
       "         1.40541243e-02, 2.16724811e-01, 9.73251367e-01, 4.64501687e-01,\n",
       "         4.74922323e-01, 2.18239414e-01, 1.72877151e-01, 3.46938383e-02,\n",
       "         7.40244320e-01, 1.15635416e-01, 1.75620011e-01, 1.33572918e-01,\n",
       "         8.33836293e-01, 4.85160281e-01, 2.33694488e-02, 4.29876974e-01,\n",
       "         2.57331456e-01, 4.83916899e-02, 4.27922751e-02, 7.65537685e-02,\n",
       "         1.27583750e-01, 3.93539875e-01, 6.66066685e-01, 6.46368648e-02,\n",
       "         2.64962130e-02, 9.39812918e-01, 3.28860126e-02, 3.66840917e-02,\n",
       "         8.83838068e-01, 8.54201036e-01, 8.49766623e-01, 5.96153672e-02,\n",
       "         1.23144616e-01, 2.57954479e-01, 1.51262069e-01, 2.35537790e-02,\n",
       "         3.12097812e-01, 7.18374535e-02, 3.59984555e-02, 4.26645426e-02,\n",
       "         2.92270176e-01, 8.06640544e-01, 5.56407188e-01, 1.95070996e-01,\n",
       "         3.01236481e-01, 7.03350484e-01, 3.08017030e-01, 4.15001621e-01,\n",
       "         6.65435437e-01, 8.52443145e-01, 8.88652851e-01, 1.02230759e-01,\n",
       "         4.18427305e-01, 5.52529714e-01, 1.01032609e-01, 2.08580990e-01,\n",
       "         2.40500472e-02, 5.44745426e-01, 2.06193613e-01, 3.21771885e-02,\n",
       "         1.90211822e-01, 4.12583225e-02, 1.59454195e-01, 5.21928282e-01,\n",
       "         1.87694203e-01, 4.20137864e-01, 1.07971339e-01, 4.52225391e-01,\n",
       "         6.00931758e-02, 7.44793619e-01, 5.78555280e-01, 6.05785635e-01,\n",
       "         7.90670826e-02, 1.61500288e-02, 5.74818608e-02, 2.05237254e-01,\n",
       "         7.30082027e-03, 7.78454652e-01, 3.17268585e-01, 2.56053126e-02,\n",
       "         6.28494504e-01, 1.82886132e-01, 7.89247797e-01, 4.67068277e-04,\n",
       "         2.11974268e-01, 3.98414502e-02, 4.91989005e-01, 3.20422703e-02,\n",
       "         2.96009310e-01, 1.86800196e-01, 3.60505939e-01, 1.77061353e-01,\n",
       "         4.16723918e-01, 2.47426390e-01, 8.41619000e-03, 3.80542243e-01,\n",
       "         8.43076158e-01, 2.15283917e-02, 8.88853630e-01, 1.91633887e-01,\n",
       "         6.02307372e-02, 2.83617407e-01, 4.71856119e-01, 4.62115560e-01,\n",
       "         1.35021876e-01, 5.16025268e-01, 6.47304510e-02, 2.10327972e-02,\n",
       "         9.03087369e-02, 5.47607605e-01, 5.56443557e-01, 4.64742466e-04,\n",
       "         1.10520850e-02, 3.24897876e-02, 9.57461080e-01, 1.02605307e-01,\n",
       "         2.68002017e-01, 2.87131762e-01, 7.25871708e-01, 6.86598900e-02,\n",
       "         8.63242626e-01, 1.76462798e-01, 9.94980119e-03, 1.83520205e-01,\n",
       "         8.76142198e-01, 8.47359513e-01, 4.62337682e-01, 3.82598261e-01,\n",
       "         2.24106457e-01, 4.79912451e-01, 9.42469273e-01, 4.21211921e-01,\n",
       "         3.29432863e-01, 2.18281665e-01, 1.35808345e-02, 1.92595970e-03,\n",
       "         1.75445884e-01, 4.17276118e-02, 8.44198409e-01, 8.28719641e-01,\n",
       "         1.10176375e-01, 2.86370919e-01, 3.96916262e-01, 5.63032278e-01]),\n",
       "  array([1.45217136e-02, 6.05656393e-02, 1.69377210e-03, 6.27317960e-02,\n",
       "         5.08986245e-01, 4.41404486e-01, 1.20903311e-01, 2.44928090e-01,\n",
       "         1.68654273e-02, 6.21157276e-02, 3.07633189e-01, 3.06110644e-02,\n",
       "         1.62216823e-04, 2.48049237e-01, 3.09536939e-02, 3.75365955e-01,\n",
       "         9.82225803e-03, 5.14508370e-01, 7.00643268e-02, 3.15395847e-01,\n",
       "         4.68058787e-02, 5.46817949e-01, 2.80485338e-01, 9.46557481e-01,\n",
       "         3.86589776e-01, 7.88065880e-01, 7.03290289e-02, 4.77357521e-01,\n",
       "         3.94779388e-01, 3.33052997e-01, 3.39927391e-01, 2.02536102e-02,\n",
       "         1.58931514e-01, 7.17827391e-01, 5.96982118e-01, 1.28997274e-01,\n",
       "         6.32791385e-03, 7.44580657e-02, 2.58249834e-01, 4.55445034e-01,\n",
       "         9.83875637e-01, 1.07147179e-02, 2.65623279e-02, 3.71779181e-02,\n",
       "         1.00000000e+00, 7.89039006e-01, 4.39998832e-01, 3.39988294e-01,\n",
       "         4.26543747e-01, 3.94532424e-01, 7.11538705e-04, 9.76711767e-01,\n",
       "         6.69950767e-01, 1.58921343e-01, 1.03386220e-02, 1.31958907e-02,\n",
       "         6.78420644e-01, 7.01907252e-01, 6.28144455e-02, 2.39770324e-01,\n",
       "         3.45032196e-02, 3.77553879e-01, 4.51279067e-01, 5.95796479e-01,\n",
       "         1.77567397e-01, 8.36969089e-01, 5.48015658e-01, 8.47028600e-01,\n",
       "         1.16002958e-01, 3.39930896e-02, 7.57628868e-01, 4.25892468e-01,\n",
       "         2.55232503e-03, 9.85675420e-01, 3.07514353e-01, 4.86955352e-01,\n",
       "         1.61700183e-01, 1.42512508e-01, 9.16783512e-03, 3.27463004e-01,\n",
       "         5.78748662e-01, 8.14310511e-02, 9.66540535e-01, 3.40315448e-02,\n",
       "         5.94268673e-02, 1.04988650e-01, 3.64390235e-02, 9.32228119e-01,\n",
       "         2.10871412e-01, 4.83403316e-01, 4.04426223e-02, 4.23916855e-03,\n",
       "         6.96608408e-03, 6.04801621e-01, 8.40137154e-01, 7.15577613e-01,\n",
       "         4.96966071e-02, 1.32390380e-01, 1.78324374e-01, 5.14811559e-03,\n",
       "         3.38544414e-01, 8.75959842e-02, 6.52723391e-03, 1.16019012e-01,\n",
       "         2.06715816e-01, 1.07120438e-01, 5.60843665e-02, 3.39473682e-01,\n",
       "         4.56945650e-01, 2.14194664e-03, 3.72619535e-01, 7.05769168e-01,\n",
       "         5.47879773e-01, 3.35831052e-01, 3.87830977e-01, 2.83593940e-01,\n",
       "         7.09558110e-01, 9.59845545e-01, 2.82657860e-04, 3.03676857e-01,\n",
       "         3.17387510e-01, 2.58184194e-01, 1.79921926e-02, 8.44691977e-02,\n",
       "         4.03351321e-02, 7.45875103e-02, 1.86567234e-01, 1.98388427e-01,\n",
       "         4.82654777e-02, 7.94718544e-01, 2.93536408e-01, 4.84183388e-01,\n",
       "         4.72714514e-01, 1.75862857e-01, 4.73941039e-01, 2.24128897e-04,\n",
       "         8.22122262e-03, 3.22354366e-01, 1.48240156e-01, 3.78769999e-01,\n",
       "         6.30280051e-01, 8.28752347e-01, 3.60545039e-01, 9.87477525e-01,\n",
       "         2.05891332e-01, 2.78921801e-01, 3.59900477e-04, 6.43826244e-01,\n",
       "         4.52112090e-01, 6.31584784e-01, 8.10577046e-01, 1.41114594e-01,\n",
       "         7.01799525e-02, 5.40673651e-02, 1.00892049e-01, 6.44485080e-01,\n",
       "         2.02925628e-01, 4.98522331e-01, 2.39647866e-01, 3.06049774e-01,\n",
       "         1.64420613e-01, 6.09866479e-02, 3.91509868e-01, 3.19949737e-01,\n",
       "         9.29434559e-01, 1.54697466e-02, 1.49171426e-02, 2.56160859e-01,\n",
       "         6.59137209e-01, 7.72705704e-01, 3.25490204e-02, 7.09043028e-02,\n",
       "         3.36486225e-01, 5.20880135e-01, 2.00203254e-01, 4.27390382e-02,\n",
       "         1.12667382e-02, 2.64774617e-01, 2.29374090e-01, 7.64207240e-01,\n",
       "         1.20390251e-01, 1.04303430e-01, 3.84512467e-01, 2.37515052e-01,\n",
       "         6.69377413e-02, 4.93338196e-02, 6.86525428e-02, 4.56292190e-01,\n",
       "         7.33921990e-03, 6.78206811e-01, 6.57477486e-01, 5.73393746e-02,\n",
       "         1.36970020e-02, 4.09790048e-02, 1.66987047e-02, 1.15657882e-01,\n",
       "         2.18359575e-02, 1.41964155e-01, 1.55105347e-01, 3.91871293e-02]),\n",
       "  array([6.81175719e-02, 2.29130691e-01, 6.75475143e-03, 1.55776978e-01,\n",
       "         6.87609042e-01, 8.38117176e-01, 2.77053332e-01, 4.70624261e-01,\n",
       "         5.96765673e-02, 8.95897766e-02, 8.43627382e-02, 6.50065043e-02,\n",
       "         7.80996825e-04, 3.34774412e-01, 1.48905066e-01, 5.99201154e-01,\n",
       "         5.25907027e-03, 5.65634286e-01, 2.63339935e-01, 3.12686693e-01,\n",
       "         2.47343955e-02, 3.28158508e-01, 2.50491378e-01, 6.31335367e-01,\n",
       "         1.71563633e-01, 6.24852144e-01, 5.53996469e-02, 6.80029971e-01,\n",
       "         5.86559231e-01, 2.77170693e-01, 2.75927810e-01, 1.18962165e-02,\n",
       "         2.25913062e-01, 3.52983292e-01, 4.43923093e-01, 2.89718765e-01,\n",
       "         1.48632584e-02, 1.17274115e-01, 1.76989355e-01, 5.04442349e-01,\n",
       "         7.10333570e-01, 1.52584357e-02, 1.33251684e-01, 1.07033449e-01,\n",
       "         7.89039006e-01, 1.00000000e+00, 8.04811628e-01, 6.56052177e-01,\n",
       "         7.83261693e-01, 6.20598479e-01, 2.69428696e-03, 6.64893524e-01,\n",
       "         5.73236866e-01, 1.43659798e-01, 6.46533906e-02, 7.22100973e-02,\n",
       "         7.10835049e-01, 9.07255481e-01, 1.55591625e-01, 5.69796069e-01,\n",
       "         4.98182392e-02, 7.77716331e-01, 3.73904239e-01, 8.21221784e-01,\n",
       "         4.02355791e-01, 7.40353800e-01, 4.74476035e-01, 8.38507384e-01,\n",
       "         2.22353597e-01, 4.97804661e-02, 4.07161228e-01, 7.15415238e-01,\n",
       "         1.98326283e-02, 8.73343116e-01, 1.59690706e-01, 8.38130809e-01,\n",
       "         1.15636949e-01, 1.61252803e-01, 2.19139324e-02, 1.91049027e-01,\n",
       "         7.75315850e-01, 2.10398412e-01, 6.63963823e-01, 1.81884212e-02,\n",
       "         1.87132792e-01, 2.76681585e-01, 7.81788844e-02, 7.07950048e-01,\n",
       "         1.48383482e-01, 4.83191620e-01, 3.42371687e-02, 2.56488654e-03,\n",
       "         1.09138818e-02, 3.94308047e-01, 8.97663325e-01, 4.26495161e-01,\n",
       "         5.37427346e-02, 2.46408597e-01, 4.63081952e-01, 3.68925728e-02,\n",
       "         3.43336968e-01, 2.75241558e-01, 1.03027376e-02, 1.36218236e-01,\n",
       "         3.31111519e-01, 2.80222981e-01, 1.18411190e-01, 2.27864116e-01,\n",
       "         6.50424366e-01, 1.29825201e-02, 2.50885744e-01, 7.58555922e-01,\n",
       "         2.67417971e-01, 5.23648705e-01, 3.37840768e-01, 1.36282312e-01,\n",
       "         7.15415096e-01, 6.83274857e-01, 7.31357959e-04, 6.10921320e-01,\n",
       "         2.62060395e-01, 3.03586490e-01, 1.49217355e-02, 2.95229262e-01,\n",
       "         2.47448935e-02, 1.29518376e-01, 2.62601879e-01, 4.77862270e-01,\n",
       "         3.18379022e-02, 4.13445016e-01, 1.64668505e-01, 4.35404744e-01,\n",
       "         1.80967942e-01, 3.42072843e-01, 5.28812257e-01, 2.48034000e-04,\n",
       "         4.37590963e-02, 2.63794345e-01, 2.73053284e-01, 1.86576748e-01,\n",
       "         9.38685250e-01, 9.13017326e-01, 6.53134243e-01, 8.13674470e-01,\n",
       "         5.48552971e-01, 2.28504097e-01, 1.89413717e-03, 9.61399812e-01,\n",
       "         7.18976948e-01, 6.95384320e-01, 6.04755219e-01, 1.57142249e-01,\n",
       "         1.36900445e-01, 2.39029219e-02, 2.10843877e-01, 9.54299496e-01,\n",
       "         1.14271484e-01, 5.29159784e-01, 2.99930522e-01, 3.89673379e-01,\n",
       "         1.19843661e-01, 8.51977992e-02, 2.31748676e-01, 5.68358160e-01,\n",
       "         9.19035886e-01, 2.81820207e-02, 2.76758414e-02, 6.49223901e-02,\n",
       "         2.97443377e-01, 8.73746875e-01, 8.31478517e-02, 4.93490517e-02,\n",
       "         3.23060025e-01, 5.66293573e-01, 4.22000979e-01, 2.72261379e-02,\n",
       "         3.37064181e-02, 2.12001912e-01, 8.35460027e-02, 8.31787109e-01,\n",
       "         2.59400463e-01, 2.77889464e-01, 5.28091777e-01, 2.64370435e-01,\n",
       "         6.25683883e-02, 6.80141490e-02, 1.55980556e-01, 6.92192654e-01,\n",
       "         1.16997489e-02, 9.25117373e-01, 3.05083325e-01, 1.44715031e-02,\n",
       "         1.43733629e-02, 2.23902677e-02, 6.96792886e-02, 2.19788519e-01,\n",
       "         1.77571226e-02, 1.38872113e-01, 4.50005235e-01, 1.62609512e-01]),\n",
       "  array([8.22844170e-02, 5.64245856e-01, 3.91936112e-03, 9.84862078e-02,\n",
       "         3.85909452e-01, 9.38103288e-01, 1.88920929e-01, 3.17163238e-01,\n",
       "         4.58398646e-02, 2.92907223e-02, 1.97078696e-02, 2.84363996e-02,\n",
       "         4.09046836e-04, 1.42688221e-01, 2.98568227e-01, 3.67418631e-01,\n",
       "         5.54552729e-04, 2.48602550e-01, 4.00847071e-01, 1.04416576e-01,\n",
       "         3.34711356e-03, 2.25994008e-01, 7.36637556e-02, 2.70800508e-01,\n",
       "         3.62775303e-02, 2.49338604e-01, 1.07167365e-02, 3.97641786e-01,\n",
       "         3.32270906e-01, 8.07688577e-02, 7.92903513e-02, 1.49324108e-03,\n",
       "         9.00994197e-02, 1.08475948e-01, 1.45959651e-01, 1.95768113e-01,\n",
       "         5.51926011e-03, 4.37658606e-02, 4.14075079e-02, 2.12715672e-01,\n",
       "         3.38670458e-01, 3.61809467e-03, 3.33561575e-01, 7.31960228e-02,\n",
       "         4.26543747e-01, 7.83261693e-01, 7.06815759e-01, 5.26105701e-01,\n",
       "         1.00000000e+00, 3.81234969e-01, 1.27701830e-03, 3.15443394e-01,\n",
       "         4.90208314e-01, 3.69271947e-02, 1.53303101e-01, 1.21070688e-01,\n",
       "         6.78639660e-01, 5.93134725e-01, 9.80516565e-02, 5.74008190e-01,\n",
       "         1.45619119e-02, 8.63328795e-01, 1.19833712e-01, 9.03650233e-01,\n",
       "         3.10680151e-01, 3.39067195e-01, 1.69852316e-01, 4.38538755e-01,\n",
       "         1.16649112e-01, 1.47217035e-02, 1.30792846e-01, 5.09456736e-01,\n",
       "         4.20586175e-02, 5.22074511e-01, 3.31999952e-02, 9.94286126e-01,\n",
       "         2.47907624e-02, 4.95095325e-02, 8.83273800e-03, 4.31598105e-02,\n",
       "         8.69686950e-01, 1.52143631e-01, 2.99097243e-01, 2.34057306e-03,\n",
       "         1.69965000e-01, 2.25230573e-01, 3.58874005e-02, 3.14913734e-01,\n",
       "         3.35379633e-02, 1.87833920e-01, 6.33398880e-03, 2.60978367e-04,\n",
       "         2.66386837e-03, 1.19510662e-01, 7.32870138e-01, 1.34960091e-01,\n",
       "         1.27249481e-02, 1.29094543e-01, 4.71019341e-01, 8.90915889e-02,\n",
       "         1.19684367e-01, 2.91629792e-01, 2.50909753e-03, 4.13515416e-02,\n",
       "         1.63480404e-01, 2.26914767e-01, 5.85801898e-02, 5.68696240e-02,\n",
       "         3.71648219e-01, 1.50016341e-02, 6.46087751e-02, 3.81708189e-01,\n",
       "         6.80882060e-02, 2.95929385e-01, 1.07250540e-01, 2.66134935e-02,\n",
       "         3.35776841e-01, 3.05667527e-01, 1.96486678e-04, 4.95927010e-01,\n",
       "         7.47978321e-02, 1.12917100e-01, 2.37363888e-03, 4.06047345e-01,\n",
       "         3.59544692e-03, 5.39847551e-02, 1.08113769e-01, 4.37280778e-01,\n",
       "         5.02694323e-03, 1.40800304e-01, 3.51743614e-02, 1.53502503e-01,\n",
       "         4.19898603e-02, 2.07535949e-01, 2.28296384e-01, 2.85093708e-05,\n",
       "         5.69027596e-02, 7.50947232e-02, 1.45800698e-01, 1.19787940e-01,\n",
       "         7.40468659e-01, 7.57363734e-01, 4.81552151e-01, 4.85555279e-01,\n",
       "         7.06186216e-01, 6.24549713e-02, 1.25651346e-03, 8.01467612e-01,\n",
       "         4.83207782e-01, 3.37464618e-01, 4.16679215e-01, 4.74074774e-02,\n",
       "         6.46559437e-02, 2.99520833e-03, 1.19336609e-01, 7.70189453e-01,\n",
       "         2.20760369e-02, 2.21179496e-01, 1.16536663e-01, 1.66184218e-01,\n",
       "         2.61587398e-02, 2.68512521e-02, 5.59617739e-02, 8.82504535e-01,\n",
       "         5.42942779e-01, 9.13065072e-03, 9.08975853e-03, 1.41329655e-02,\n",
       "         8.61991478e-02, 7.79462234e-01, 4.65687154e-02, 8.70653473e-03,\n",
       "         1.06827903e-01, 2.47219895e-01, 3.03406299e-01, 4.10300822e-03,\n",
       "         1.86799439e-02, 5.60836941e-02, 1.38377345e-02, 4.49627548e-01,\n",
       "         1.61285046e-01, 2.29980038e-01, 2.66985339e-01, 9.08994576e-02,\n",
       "         1.37865665e-02, 2.02857142e-02, 8.92180602e-02, 4.33685411e-01,\n",
       "         2.92853577e-03, 6.48060771e-01, 8.73620782e-02, 1.48696934e-03,\n",
       "         2.66888777e-03, 3.02047468e-03, 7.02435607e-02, 1.13934062e-01,\n",
       "         2.86783515e-03, 3.72451954e-02, 5.67266012e-01, 2.24108640e-01]),\n",
       "  array([2.15520801e-01, 1.06137112e-03, 9.33560303e-01, 3.16323041e-01,\n",
       "         2.96366754e-02, 4.34843159e-03, 1.81012894e-01, 8.63468182e-02,\n",
       "         4.82653316e-01, 2.58093839e-01, 7.19281759e-06, 4.95463453e-01,\n",
       "         9.22734455e-01, 9.42812991e-02, 1.77839925e-02, 5.06535519e-02,\n",
       "         1.76078127e-02, 2.67829123e-02, 3.12818466e-02, 4.39798581e-02,\n",
       "         1.35678283e-02, 6.91279902e-06, 3.77595827e-02, 7.65163227e-04,\n",
       "         1.16061171e-03, 4.67801083e-03, 5.61640748e-02, 3.32451537e-02,\n",
       "         4.92074768e-02, 2.58882844e-02, 2.34273857e-02, 2.45596915e-02,\n",
       "         1.49242104e-01, 4.05317162e-04, 7.65122689e-03, 1.72680740e-01,\n",
       "         7.53550684e-01, 2.68166185e-01, 1.67773553e-02, 3.35787116e-02,\n",
       "         7.66146948e-04, 3.59730655e-01, 4.80259272e-03, 3.94558551e-01,\n",
       "         7.11538705e-04, 2.69428696e-03, 1.65062267e-02, 3.77913287e-02,\n",
       "         1.27701830e-03, 4.62822485e-02, 1.00000000e+00, 4.72574817e-04,\n",
       "         4.16171732e-05, 5.97397248e-02, 1.83090800e-02, 7.88713564e-02,\n",
       "         1.14778139e-04, 9.79929174e-03, 3.16865379e-01, 3.39915529e-02,\n",
       "         3.11626078e-01, 7.97455461e-03, 1.75962818e-02, 4.10660116e-04,\n",
       "         1.02952635e-01, 4.99268359e-03, 1.46693599e-02, 5.40003564e-03,\n",
       "         2.22520899e-01, 3.20384309e-01, 6.82144138e-04, 3.21007440e-02,\n",
       "         6.37889169e-02, 9.62197283e-04, 4.04756841e-03, 1.37522487e-03,\n",
       "         2.76306048e-02, 1.11080985e-01, 7.24681449e-01, 6.69548857e-03,\n",
       "         2.73192163e-04, 2.30850818e-01, 7.21373413e-04, 1.53551133e-02,\n",
       "         1.96476516e-01, 1.56987074e-01, 4.63297806e-01, 1.80945333e-03,\n",
       "         2.18092079e-02, 2.55617738e-02, 8.18573068e-02, 2.79970165e-02,\n",
       "         4.38886561e-01, 4.32832950e-03, 4.91720680e-04, 1.75143870e-03,\n",
       "         1.55048832e-01, 1.98618994e-01, 5.10600616e-02, 2.62019288e-02,\n",
       "         4.28198325e-02, 9.89659621e-02, 4.45400306e-01, 1.34644390e-01,\n",
       "         1.26700673e-01, 1.55764237e-01, 3.71617521e-01, 1.18278106e-02,\n",
       "         3.70148693e-02, 3.97358996e-01, 1.07590173e-02, 1.19542258e-02,\n",
       "         1.05185588e-03, 6.46507624e-02, 2.49164478e-02, 2.92676530e-03,\n",
       "         1.11281336e-02, 1.02301387e-03, 7.14383132e-01, 4.45605863e-02,\n",
       "         2.65587973e-02, 7.55162328e-02, 8.57205171e-02, 4.02305172e-02,\n",
       "         2.61832031e-02, 2.93578981e-01, 1.29416522e-01, 6.10605430e-02,\n",
       "         3.32594243e-02, 3.61937186e-04, 6.26852061e-03, 1.99877930e-02,\n",
       "         2.08723808e-04, 1.41550098e-01, 3.17094198e-02, 1.20469533e-01,\n",
       "         2.20311554e-01, 2.54187296e-02, 1.78402019e-01, 1.39755757e-06,\n",
       "         8.30453898e-03, 5.67114412e-04, 4.12112601e-02, 5.19953633e-04,\n",
       "         1.46659710e-02, 2.93409561e-02, 8.78165594e-01, 5.94546181e-03,\n",
       "         3.15021853e-02, 1.68977491e-02, 6.74106191e-05, 1.08017455e-01,\n",
       "         3.21846340e-01, 5.65134663e-03, 2.43362784e-01, 6.90590392e-03,\n",
       "         8.91184531e-03, 2.70025830e-02, 8.92639785e-02, 6.99173269e-02,\n",
       "         2.93003917e-02, 2.47039897e-01, 5.75069828e-03, 1.88085159e-04,\n",
       "         2.54691576e-03, 5.17981265e-01, 5.32930348e-01, 4.90350461e-06,\n",
       "         2.64158854e-04, 4.02781786e-04, 4.81055811e-01, 3.63730984e-02,\n",
       "         3.79937500e-02, 2.57812911e-02, 1.01101027e-01, 2.99526546e-02,\n",
       "         7.03865000e-01, 2.85571577e-02, 6.61750681e-04, 8.84263584e-03,\n",
       "         1.98877543e-01, 1.53095360e-01, 5.28207277e-02, 7.39511741e-02,\n",
       "         9.65884581e-02, 2.59961637e-01, 3.18060603e-01, 3.41537033e-02,\n",
       "         4.52290232e-01, 9.40966950e-03, 3.64173478e-04, 1.80934563e-04,\n",
       "         1.73973168e-01, 1.62070875e-02, 3.10159601e-01, 2.23431303e-01,\n",
       "         7.90832307e-02, 7.90922062e-02, 2.67088762e-02, 8.14757086e-02]),\n",
       "  array([8.51245196e-03, 3.55130986e-02, 1.09343859e-03, 4.53421680e-02,\n",
       "         4.32841856e-01, 3.26933566e-01, 8.86678138e-02, 1.87952426e-01,\n",
       "         1.09853035e-02, 5.41291766e-02, 4.18002773e-01, 2.36671792e-02,\n",
       "         1.00640043e-04, 2.15436777e-01, 1.73506353e-02, 3.04006033e-01,\n",
       "         1.19736216e-02, 4.69496871e-01, 4.26776434e-02, 3.01618006e-01,\n",
       "         5.61753019e-02, 5.61857831e-01, 2.78059375e-01, 9.81600883e-01,\n",
       "         4.68747928e-01, 7.86652116e-01, 7.42833188e-02, 3.99303434e-01,\n",
       "         3.27527971e-01, 3.36335105e-01, 3.45808350e-01, 2.38034959e-02,\n",
       "         1.36929730e-01, 8.24460580e-01, 6.14583350e-01, 9.51501711e-02,\n",
       "         4.82920713e-03, 6.28267368e-02, 2.78480120e-01, 4.16124202e-01,\n",
       "         9.92132427e-01, 9.59780496e-03, 1.44869129e-02, 2.57346107e-02,\n",
       "         9.76711767e-01, 6.64893524e-01, 3.35078060e-01, 2.57210404e-01,\n",
       "         3.15443394e-01, 3.20672520e-01, 4.72574817e-04, 1.00000000e+00,\n",
       "         6.19218979e-01, 1.58674673e-01, 5.35561932e-03, 7.25788594e-03,\n",
       "         5.90860715e-01, 5.96653199e-01, 4.54417518e-02, 1.69160911e-01,\n",
       "         3.03148165e-02, 2.74126161e-01, 4.52958059e-01, 4.79039463e-01,\n",
       "         1.29369583e-01, 8.04287838e-01, 5.39445269e-01, 7.83254926e-01,\n",
       "         9.07789511e-02, 2.97339954e-02, 8.48043860e-01, 3.36683373e-01,\n",
       "         1.26230521e-03, 9.27876071e-01, 3.58837601e-01, 3.68091981e-01,\n",
       "         1.73650916e-01, 1.32659387e-01, 6.92257531e-03, 3.68728011e-01,\n",
       "         4.68007288e-01, 5.76816254e-02, 9.91207438e-01, 4.08829277e-02,\n",
       "         3.93603757e-02, 7.33378096e-02, 2.79980596e-02, 9.33027850e-01,\n",
       "         2.26472579e-01, 4.56052523e-01, 4.20892998e-02, 5.02431407e-03,\n",
       "         6.07812389e-03, 6.47619588e-01, 7.36785977e-01, 7.81222647e-01,\n",
       "         4.77220562e-02, 1.04385348e-01, 1.22936535e-01, 2.57318088e-03,\n",
       "         3.20862286e-01, 5.73758117e-02, 5.68548961e-03, 1.07087341e-01,\n",
       "         1.70041396e-01, 7.49963427e-02, 4.30228766e-02, 3.66195909e-01,\n",
       "         3.82976635e-01, 1.18094014e-03, 4.00685687e-01, 6.41102719e-01,\n",
       "         6.39496358e-01, 2.75299441e-01, 3.84663209e-01, 3.39065256e-01,\n",
       "         6.58484524e-01, 9.76049579e-01, 2.15737332e-04, 2.27127339e-01,\n",
       "         3.21658037e-01, 2.34581055e-01, 1.90386116e-02, 5.28078998e-02,\n",
       "         4.63705025e-02, 6.08938362e-02, 1.60751272e-01, 1.40508929e-01,\n",
       "         5.41394243e-02, 8.92918217e-01, 3.35231519e-01, 4.72622430e-01,\n",
       "         5.90772852e-01, 1.35612897e-01, 4.31449875e-01, 2.26014810e-04,\n",
       "         4.64197203e-03, 3.27494047e-01, 1.17020764e-01, 4.11243654e-01,\n",
       "         5.09653325e-01, 7.20343593e-01, 2.78912555e-01, 9.46877233e-01,\n",
       "         1.38531771e-01, 2.84164531e-01, 2.14450556e-04, 5.18086843e-01,\n",
       "         3.63975630e-01, 5.71805409e-01, 7.88339260e-01, 1.32063754e-01,\n",
       "         5.51143271e-02, 6.82740140e-02, 7.68083564e-02, 5.20998644e-01,\n",
       "         2.33296391e-01, 4.60703663e-01, 2.13631715e-01, 2.69735580e-01,\n",
       "         1.75486838e-01, 5.37240470e-02, 4.37026055e-01, 2.35089952e-01,\n",
       "         8.51804941e-01, 1.27181877e-02, 1.21949405e-02, 3.56957467e-01,\n",
       "         7.77080880e-01, 6.63562476e-01, 2.35741988e-02, 7.78074117e-02,\n",
       "         3.24643655e-01, 4.76892626e-01, 1.49351493e-01, 4.85350960e-02,\n",
       "         7.84764542e-03, 2.71986283e-01, 2.97789766e-01, 6.88238871e-01,\n",
       "         9.03031260e-02, 7.25682130e-02, 3.28218468e-01, 2.20115710e-01,\n",
       "         6.70500791e-02, 4.37864959e-02, 5.11331809e-02, 3.73718590e-01,\n",
       "         6.36357285e-03, 5.65761582e-01, 7.70389200e-01, 8.46669101e-02,\n",
       "         1.34992199e-02, 4.87811501e-02, 1.02209099e-02, 9.07881434e-02,\n",
       "         2.31940968e-02, 1.38502926e-01, 1.02304297e-01, 2.34570254e-02]),\n",
       "  array([4.06784778e-03, 9.44732036e-02, 1.37939228e-04, 1.16963148e-02,\n",
       "         1.74221613e-01, 3.72620428e-01, 2.92980722e-02, 7.40298168e-02,\n",
       "         2.83528990e-03, 6.61780193e-03, 1.67953353e-01, 3.40487060e-03,\n",
       "         8.29496451e-06, 4.91439457e-02, 2.29734308e-02, 1.21575904e-01,\n",
       "         4.34534267e-04, 1.44040928e-01, 4.23020812e-02, 5.89641703e-02,\n",
       "         3.46586523e-03, 8.67492564e-01, 4.70599137e-02, 5.05046706e-01,\n",
       "         8.87361038e-02, 2.86437992e-01, 6.09789101e-03, 1.64722012e-01,\n",
       "         1.20628472e-01, 6.05184456e-02, 6.21852320e-02, 1.11501361e-03,\n",
       "         2.56696069e-02, 3.00923042e-01, 1.61290189e-01, 3.15663051e-02,\n",
       "         4.41582136e-04, 9.13748090e-03, 3.96711848e-02, 1.16205284e-01,\n",
       "         5.80571578e-01, 6.12758731e-04, 2.89380132e-02, 6.60157080e-03,\n",
       "         6.69950767e-01, 5.73236866e-01, 2.41313591e-01, 1.44451217e-01,\n",
       "         4.90208314e-01, 1.30894911e-01, 4.16171732e-05, 6.19218979e-01,\n",
       "         1.00000000e+00, 2.00531607e-02, 7.44625286e-03, 5.73505953e-03,\n",
       "         9.51987757e-01, 3.46196178e-01, 1.16771366e-02, 1.20188891e-01,\n",
       "         2.93648401e-03, 2.80006587e-01, 9.97221488e-02, 7.58242960e-01,\n",
       "         5.59846983e-02, 3.43895164e-01, 1.42008579e-01, 3.87819196e-01,\n",
       "         2.13622561e-02, 2.90359528e-03, 3.06677721e-01, 1.73126726e-01,\n",
       "         1.08881672e-03, 6.86934605e-01, 5.48747983e-02, 5.28931692e-01,\n",
       "         1.96758111e-02, 1.87616089e-02, 7.35189750e-04, 5.86621684e-02,\n",
       "         7.96145636e-01, 1.87775216e-02, 5.45772758e-01, 2.24423863e-03,\n",
       "         1.63985264e-02, 2.98216606e-02, 4.39867197e-03, 4.46641259e-01,\n",
       "         2.91547104e-02, 1.20937680e-01, 2.90318110e-03, 1.47418705e-04,\n",
       "         3.69648015e-04, 1.66765658e-01, 8.40103539e-01, 2.43506396e-01,\n",
       "         4.15193257e-03, 2.53277815e-02, 8.05661872e-02, 3.18301006e-03,\n",
       "         6.68097457e-02, 3.29519859e-02, 3.41281869e-04, 1.41860446e-02,\n",
       "         4.32789098e-02, 3.04196172e-02, 8.03561364e-03, 6.10519632e-02,\n",
       "         1.50759505e-01, 3.84851765e-04, 7.10249475e-02, 2.66964162e-01,\n",
       "         1.59538934e-01, 9.55150373e-02, 7.84462353e-02, 4.97459760e-02,\n",
       "         2.55290838e-01, 5.08771028e-01, 9.05146900e-06, 1.24768818e-01,\n",
       "         5.59459089e-02, 4.72162771e-02, 9.83703562e-04, 4.60917802e-02,\n",
       "         2.79780940e-03, 9.96328729e-03, 3.25433041e-02, 8.05946373e-02,\n",
       "         3.57226712e-03, 3.78045386e-01, 4.96654441e-02, 1.15470667e-01,\n",
       "         1.60262834e-01, 4.23913548e-02, 1.25431868e-01, 4.29870890e-06,\n",
       "         2.23803583e-03, 5.72291924e-02, 2.98833574e-02, 6.87282084e-01,\n",
       "         3.71235150e-01, 8.19845169e-01, 1.41445982e-01, 7.58482280e-01,\n",
       "         1.43529715e-01, 4.55934262e-02, 2.60414365e-05, 4.21780117e-01,\n",
       "         1.76711676e-01, 2.14952137e-01, 9.51561790e-01, 1.83407257e-02,\n",
       "         1.02311344e-02, 4.40001818e-03, 1.91708345e-02, 4.00488309e-01,\n",
       "         2.79591954e-02, 1.32580801e-01, 4.38443256e-02, 6.58179639e-02,\n",
       "         2.01953964e-02, 6.31310043e-03, 7.84968302e-02, 5.68591876e-01,\n",
       "         5.43312488e-01, 1.17054725e-03, 1.13080632e-03, 1.35557628e-01,\n",
       "         2.76964589e-01, 8.52174880e-01, 4.58355643e-03, 6.07677386e-03,\n",
       "         6.44996730e-02, 1.46121590e-01, 6.05373409e-02, 3.02571487e-03,\n",
       "         1.24779551e-03, 4.18661674e-02, 4.25755323e-02, 3.27600309e-01,\n",
       "         2.64389634e-02, 3.01578597e-02, 1.04472399e-01, 4.00812686e-02,\n",
       "         5.93238730e-03, 4.66036846e-03, 1.18619721e-02, 1.65574294e-01,\n",
       "         3.99746164e-04, 3.56206373e-01, 2.59525200e-01, 6.84116793e-03,\n",
       "         7.35187845e-04, 2.87912238e-03, 3.83774704e-03, 2.10482114e-02,\n",
       "         1.26448957e-03, 1.74720679e-02, 9.21262596e-02, 1.69204946e-02]),\n",
       "  array([5.50896009e-01, 4.79578206e-01, 4.87082868e-02, 1.64519663e-01,\n",
       "         7.24379906e-02, 2.05443513e-01, 2.02253469e-01, 1.73520668e-01,\n",
       "         2.20312444e-01, 1.79341092e-02, 3.17105353e-05, 4.82977614e-02,\n",
       "         1.26905055e-02, 4.27443463e-02, 9.26653344e-01, 1.14121373e-01,\n",
       "         4.81864292e-05, 3.15842435e-02, 7.56870987e-01, 1.41521283e-02,\n",
       "         1.80201246e-04, 1.23564377e-03, 8.23592707e-03, 5.04289149e-03,\n",
       "         4.58213871e-04, 1.03609908e-02, 1.49981390e-03, 8.56927222e-02,\n",
       "         8.91844077e-02, 6.95290200e-03, 6.33933099e-03, 1.38468959e-04,\n",
       "         3.70705860e-02, 1.08054146e-03, 6.56806773e-03, 1.96722756e-01,\n",
       "         1.84349707e-02, 3.01844409e-02, 2.42243930e-03, 2.98709560e-02,\n",
       "         7.18201744e-03, 3.65284942e-03, 8.34647695e-01, 1.91012051e-01,\n",
       "         1.03386220e-02, 6.46533906e-02, 2.02505763e-01, 2.17279134e-01,\n",
       "         1.53303101e-01, 1.11417563e-01, 1.83090800e-02, 5.35561932e-03,\n",
       "         7.44625286e-03, 5.45248972e-03, 1.00000000e+00, 8.46587591e-01,\n",
       "         1.89102421e-02, 7.20782848e-02, 1.63089464e-01, 3.63340559e-01,\n",
       "         1.08473026e-02, 2.64025613e-01, 8.61394890e-03, 5.79430141e-02,\n",
       "         2.57231038e-01, 1.70990420e-02, 1.20070548e-02, 2.74065893e-02,\n",
       "         9.70648091e-02, 1.13627682e-02, 1.71156322e-03, 1.49619387e-01,\n",
       "         7.79143368e-01, 1.67921288e-02, 7.99960769e-04, 1.34054271e-01,\n",
       "         1.99059822e-03, 1.30186658e-02, 2.74608388e-02, 1.42481238e-03,\n",
       "         4.82496377e-02, 2.35971202e-01, 5.75040409e-03, 1.43582343e-04,\n",
       "         3.87903724e-01, 3.08214272e-01, 5.84239728e-02, 9.17192607e-03,\n",
       "         2.30866259e-03, 2.02660709e-02, 1.26958918e-03, 3.89543432e-05,\n",
       "         3.72327056e-03, 3.68884866e-03, 2.88276694e-02, 2.72052951e-03,\n",
       "         4.37116329e-03, 9.59253931e-02, 4.15444458e-01, 9.61523099e-01,\n",
       "         1.64746320e-02, 5.06912620e-01, 3.62477095e-03, 1.28180732e-02,\n",
       "         7.45828262e-02, 3.04381318e-01, 7.87701195e-02, 2.74472383e-03,\n",
       "         8.30570610e-02, 2.96416847e-01, 2.99132121e-03, 3.51962548e-02,\n",
       "         9.09107856e-04, 9.63935730e-02, 9.53903957e-03, 5.26517501e-04,\n",
       "         2.71430011e-02, 6.83960272e-03, 1.67019920e-03, 2.36236383e-01,\n",
       "         6.46849562e-03, 2.48626446e-02, 5.68439097e-04, 6.85724646e-01,\n",
       "         3.07845929e-04, 4.51926736e-02, 4.05313937e-02, 3.44076645e-01,\n",
       "         4.96324194e-04, 1.46754170e-03, 1.09566241e-03, 1.29262403e-02,\n",
       "         2.53261559e-04, 1.42611247e-01, 3.16981410e-02, 3.69630819e-05,\n",
       "         5.51533329e-01, 6.29870055e-03, 1.00670511e-01, 3.40159334e-04,\n",
       "         1.13780591e-01, 3.26911282e-02, 1.79221611e-01, 1.17797667e-02,\n",
       "         4.60124370e-01, 5.64096964e-03, 3.68935422e-02, 1.13204869e-01,\n",
       "         1.26373101e-01, 3.63955197e-02, 5.35080469e-03, 1.20661157e-02,\n",
       "         6.89988090e-02, 9.13055692e-05, 1.22410790e-01, 1.11246852e-01,\n",
       "         8.29051602e-04, 2.66825623e-02, 3.04189236e-02, 3.95637412e-02,\n",
       "         2.19490888e-03, 1.54446376e-02, 1.74466236e-03, 8.49479153e-02,\n",
       "         2.74175215e-02, 1.42043639e-02, 1.48405206e-02, 1.88312234e-05,\n",
       "         6.77620939e-04, 3.29050637e-02, 1.06990705e-01, 8.77442874e-04,\n",
       "         1.29811088e-02, 3.04132792e-02, 2.13705618e-01, 3.82618870e-04,\n",
       "         8.12452605e-02, 4.89603823e-03, 1.22272209e-04, 3.85356001e-02,\n",
       "         1.58806645e-01, 3.19320415e-01, 6.39415303e-02, 1.84601920e-02,\n",
       "         3.02230958e-03, 1.21752859e-02, 1.24802796e-01, 1.06281009e-01,\n",
       "         4.19674730e-03, 8.64384272e-02, 7.82063682e-04, 7.04976752e-06,\n",
       "         1.23532576e-03, 1.86378052e-04, 4.04920207e-01, 9.35439653e-02,\n",
       "         6.19493002e-04, 6.97152298e-03, 5.35404713e-01, 7.39854002e-01]),\n",
       "  array([8.75186856e-01, 2.76398482e-01, 1.69746031e-01, 3.75339078e-01,\n",
       "         1.26854307e-01, 1.94849058e-01, 3.98593775e-01, 3.08122250e-01,\n",
       "         5.03017871e-01, 6.34648769e-02, 5.53139622e-05, 1.55450922e-01,\n",
       "         5.68892351e-02, 1.04658489e-01, 8.06783331e-01, 2.00719090e-01,\n",
       "         3.48146192e-04, 6.48824614e-02, 7.81169828e-01, 3.79188600e-02,\n",
       "         9.51816799e-04, 9.76184886e-04, 2.40193795e-02, 7.62312684e-03,\n",
       "         1.24812779e-03, 1.92179737e-02, 6.70153943e-03, 1.47929114e-01,\n",
       "         1.64634781e-01, 1.95532623e-02, 1.78327573e-02, 8.60786801e-04,\n",
       "         1.01929043e-01, 1.99842908e-03, 1.47773546e-02, 3.86753544e-01,\n",
       "         7.75548043e-02, 9.64394130e-02, 7.81466903e-03, 6.48673493e-02,\n",
       "         1.00651637e-02, 1.89672190e-02, 5.70163056e-01, 4.37414774e-01,\n",
       "         1.31958907e-02, 7.22100973e-02, 2.51804207e-01, 3.12939337e-01,\n",
       "         1.21070688e-01, 1.93599898e-01, 7.88713564e-02, 7.25788594e-03,\n",
       "         5.73505953e-03, 1.88938908e-02, 8.46587591e-01, 1.00000000e+00,\n",
       "         1.45937606e-02, 1.01705032e-01, 3.72916378e-01, 4.55784054e-01,\n",
       "         4.40405193e-02, 2.67208175e-01, 2.15048625e-02, 4.52264329e-02,\n",
       "         4.32306404e-01, 2.88568830e-02, 2.69780514e-02, 4.24308714e-02,\n",
       "         2.33591832e-01, 4.59158116e-02, 3.18371409e-03, 2.26903658e-01,\n",
       "         8.74893614e-01, 2.04962306e-02, 2.47272631e-03, 1.10855581e-01,\n",
       "         7.35157529e-03, 4.22436296e-02, 1.05765157e-01, 4.30412281e-03,\n",
       "         3.60887323e-02, 4.69327448e-01, 8.35237174e-03, 8.12565791e-04,\n",
       "         6.67376746e-01, 5.37626495e-01, 1.78526223e-01, 1.44737910e-02,\n",
       "         7.90707383e-03, 4.53587899e-02, 6.28795207e-03, 3.19188834e-04,\n",
       "         1.99011566e-02, 8.38948885e-03, 2.72852832e-02, 5.52611210e-03,\n",
       "         1.88914219e-02, 2.26695262e-01, 5.46751612e-01, 8.72519415e-01,\n",
       "         4.25318283e-02, 7.21602927e-01, 1.95250831e-02, 4.32349180e-02,\n",
       "         1.71273210e-01, 5.31715572e-01, 2.17325594e-01, 8.06889414e-03,\n",
       "         1.47396686e-01, 5.90744195e-01, 8.48146229e-03, 6.03696602e-02,\n",
       "         2.10469117e-03, 1.84354216e-01, 2.49187685e-02, 1.66739751e-03,\n",
       "         4.85524462e-02, 1.02620841e-02, 1.11315863e-02, 3.44753720e-01,\n",
       "         1.85586487e-02, 6.55141471e-02, 3.33854626e-03, 7.62739235e-01,\n",
       "         1.64835213e-03, 1.34736114e-01, 1.06498192e-01, 4.89762517e-01,\n",
       "         2.52143827e-03, 2.48700778e-03, 3.45154168e-03, 3.03547120e-02,\n",
       "         5.57621589e-04, 2.90260903e-01, 6.72213379e-02, 3.91920610e-04,\n",
       "         8.71964953e-01, 1.80209527e-02, 2.30828400e-01, 2.56302535e-04,\n",
       "         1.40443268e-01, 3.09786169e-02, 2.74093762e-01, 1.37216415e-02,\n",
       "         4.62149830e-01, 1.69733666e-02, 1.31611491e-01, 1.30854589e-01,\n",
       "         1.98225487e-01, 6.63172925e-02, 4.89164289e-03, 3.95733482e-02,\n",
       "         1.91009088e-01, 4.69761181e-04, 2.84603719e-01, 1.33019156e-01,\n",
       "         2.95989881e-03, 5.69168969e-02, 7.92555115e-02, 9.30780280e-02,\n",
       "         8.03255747e-03, 5.59428568e-02, 4.90634786e-03, 5.16669591e-02,\n",
       "         3.65544881e-02, 5.94805500e-02, 6.18745291e-02, 3.39519167e-05,\n",
       "         1.27061284e-03, 2.90382858e-02, 2.88440720e-01, 4.03606692e-03,\n",
       "         3.44475882e-02, 6.25223340e-02, 3.73217538e-01, 2.00981230e-03,\n",
       "         2.46765092e-01, 1.50959789e-02, 3.92829139e-04, 6.10832894e-02,\n",
       "         3.36065734e-01, 5.49910220e-01, 1.28619382e-01, 5.15974990e-02,\n",
       "         1.29271063e-02, 4.67523551e-02, 3.03049935e-01, 1.75935824e-01,\n",
       "         2.20084315e-02, 1.16247687e-01, 1.51621103e-03, 3.16830770e-05,\n",
       "         7.03851297e-03, 1.01065241e-03, 7.41396573e-01, 2.27102580e-01,\n",
       "         3.52473321e-03, 2.41895188e-02, 5.84319475e-01, 9.21434749e-01]),\n",
       "  array([1.01940295e-02, 1.74216445e-01, 3.73906613e-04, 2.31639045e-02,\n",
       "         2.43780512e-01, 5.43809618e-01, 5.42019405e-02, 1.23177085e-01,\n",
       "         6.66546953e-03, 1.10009390e-02, 1.08569836e-01, 6.69686090e-03,\n",
       "         2.59013473e-05, 7.34951073e-02, 5.16770915e-02, 1.84581085e-01,\n",
       "         5.15819315e-04, 1.88340220e-01, 8.73677150e-02, 7.73375635e-02,\n",
       "         3.84004274e-03, 6.99157823e-01, 5.96846182e-02, 4.87714047e-01,\n",
       "         7.91501402e-02, 3.13298725e-01, 7.92604048e-03, 2.35805689e-01,\n",
       "         1.78613475e-01, 7.36400350e-02, 7.47654536e-02, 1.34324415e-03,\n",
       "         4.02874804e-02, 2.61068336e-01, 1.77752083e-01, 5.78050288e-02,\n",
       "         9.62071367e-04, 1.55298789e-02, 4.51667630e-02, 1.54194240e-01,\n",
       "         5.73804756e-01, 1.09299060e-03, 6.32839442e-02, 1.40541243e-02,\n",
       "         6.78420644e-01, 7.10835049e-01, 3.65109560e-01, 2.30971379e-01,\n",
       "         6.78639660e-01, 1.96841956e-01, 1.14778139e-04, 5.90860715e-01,\n",
       "         9.51987757e-01, 2.64795768e-02, 1.89102421e-02, 1.45937606e-02,\n",
       "         1.00000000e+00, 4.54137749e-01, 2.31083054e-02, 2.06760431e-01,\n",
       "         5.01996510e-03, 4.30624482e-01, 1.18236501e-01, 9.11542440e-01,\n",
       "         9.97836899e-02, 3.89170920e-01, 1.68411191e-01, 4.55517330e-01,\n",
       "         3.77265742e-02, 4.99308700e-03, 2.78062322e-01, 2.61546394e-01,\n",
       "         3.24984659e-03, 7.29209510e-01, 5.41645551e-02, 7.16224443e-01,\n",
       "         2.34940423e-02, 2.72562112e-02, 1.58711670e-03, 6.09775510e-02,\n",
       "         9.35995934e-01, 3.68832237e-02, 5.30367693e-01, 2.53488976e-03,\n",
       "         3.44328784e-02, 5.76082323e-02, 8.60466214e-03, 4.63227367e-01,\n",
       "         3.40246601e-02, 1.53626035e-01, 3.98862824e-03, 1.90386231e-04,\n",
       "         6.94526654e-04, 1.72827932e-01, 9.27962564e-01, 2.36241570e-01,\n",
       "         6.24905665e-03, 4.39379819e-02, 1.46068703e-01, 8.75477130e-03,\n",
       "         8.79392882e-02, 6.65502088e-02, 6.44538955e-04, 2.11438481e-02,\n",
       "         6.94202674e-02, 5.85708889e-02, 1.52823803e-02, 6.75471898e-02,\n",
       "         2.16928188e-01, 1.14237139e-03, 7.81317093e-02, 3.33044198e-01,\n",
       "         1.44243969e-01, 1.45797492e-01, 9.61594491e-02, 4.75239692e-02,\n",
       "         3.11387190e-01, 5.06277710e-01, 2.26560359e-05, 2.04099828e-01,\n",
       "         6.80888260e-02, 6.70338887e-02, 1.38450305e-03, 9.32914348e-02,\n",
       "         3.34099942e-03, 1.75080242e-02, 5.03739400e-02, 1.43125279e-01,\n",
       "         4.37200088e-03, 3.31202299e-01, 5.10816725e-02, 1.40710349e-01,\n",
       "         1.27545254e-01, 7.29146635e-02, 1.66241521e-01, 7.82814952e-06,\n",
       "         5.95639340e-03, 6.93114637e-02, 5.12700457e-02, 4.98704815e-01,\n",
       "         5.07774359e-01, 9.19310308e-01, 2.22007096e-01, 7.70144252e-01,\n",
       "         2.49615506e-01, 5.58080397e-02, 8.11060452e-05, 5.70118339e-01,\n",
       "         2.61739553e-01, 2.74601918e-01, 8.77321289e-01, 2.64963019e-02,\n",
       "         1.87398236e-02, 4.44846582e-03, 3.50593749e-02, 5.42794262e-01,\n",
       "         2.95393285e-02, 1.71725122e-01, 6.40094671e-02, 9.49342409e-02,\n",
       "         2.42933999e-02, 1.03818149e-02, 8.10019432e-02, 7.35221494e-01,\n",
       "         6.19027668e-01, 2.25314326e-03, 2.19404169e-03, 8.49084234e-02,\n",
       "         2.31137262e-01, 9.54009918e-01, 9.51497421e-03, 7.48267865e-03,\n",
       "         8.31342758e-02, 1.90061105e-01, 1.04991442e-01, 3.66552480e-03,\n",
       "         2.86342971e-03, 5.09288886e-02, 3.56725527e-02, 4.04756588e-01,\n",
       "         4.81572394e-02, 5.84160705e-02, 1.51493628e-01, 5.60703076e-02,\n",
       "         8.30356598e-03, 7.70447358e-03, 2.27854788e-02, 2.42305200e-01,\n",
       "         7.54529435e-04, 4.75018621e-01, 2.20993838e-01, 5.13292986e-03,\n",
       "         1.15248983e-03, 3.25896031e-03, 9.34962434e-03, 3.70821708e-02,\n",
       "         1.75170356e-03, 2.39757980e-02, 1.69756571e-01, 3.80633443e-02]),\n",
       "  array([0.45045966, 0.39221111, 0.07504817, 0.53114473, 0.67832427,\n",
       "         0.77723356, 0.71804442, 0.8288866 , 0.35963143, 0.19731987,\n",
       "         0.00640143, 0.24258434, 0.01507559, 0.45984401, 0.56456915,\n",
       "         0.77616272, 0.00478862, 0.46954889, 0.79524368, 0.28618442,\n",
       "         0.01616057, 0.03991561, 0.2108584 , 0.17323919, 0.0438933 ,\n",
       "         0.27730432, 0.05821291, 0.72021454, 0.71038532, 0.20093002,\n",
       "         0.19223312, 0.01082676, 0.37839956, 0.07251755, 0.21524627,\n",
       "         0.72526675, 0.08506192, 0.2688322 , 0.10763448, 0.44779891,\n",
       "         0.20534642, 0.04817077, 0.42480804, 0.46450169, 0.23977032,\n",
       "         0.56979607, 0.91959673, 0.94510723, 0.57400819, 0.77570809,\n",
       "         0.03399155, 0.16916091, 0.12018889, 0.14631892, 0.36334056,\n",
       "         0.45578405, 0.20676043, 0.67286871, 0.52956468, 1.        ,\n",
       "         0.12597295, 0.8767282 , 0.23914133, 0.37525021, 0.87443647,\n",
       "         0.35663233, 0.29335037, 0.44425387, 0.527438  , 0.12816577,\n",
       "         0.09702593, 0.86821073, 0.20907876, 0.30584109, 0.05961407,\n",
       "         0.57941919, 0.08611297, 0.22067831, 0.11816944, 0.08404843,\n",
       "         0.32440954, 0.66727583, 0.18361073, 0.01295902, 0.70618232,\n",
       "         0.79520902, 0.28167708, 0.24971621, 0.09990685, 0.37482324,\n",
       "         0.04473271, 0.00322013, 0.04133617, 0.15644618, 0.3299299 ,\n",
       "         0.130966  , 0.0908888 , 0.54756704, 0.98284141, 0.27643651,\n",
       "         0.31410054, 0.85768074, 0.03979504, 0.20556866, 0.56192102,\n",
       "         0.79704592, 0.37569578, 0.12221731, 0.70708966, 0.16227134,\n",
       "         0.13046644, 0.50772698, 0.06783757, 0.70981271, 0.24495313,\n",
       "         0.04601142, 0.45051977, 0.20662388, 0.00771829, 0.95339688,\n",
       "         0.1913486 , 0.35945309, 0.02233951, 0.854493  , 0.02082551,\n",
       "         0.32422427, 0.41388949, 0.97154427, 0.02857581, 0.08525899,\n",
       "         0.07090976, 0.29890836, 0.02956617, 0.70351552, 0.46397087,\n",
       "         0.00106063, 0.35280841, 0.18934387, 0.57909715, 0.01576762,\n",
       "         0.76541603, 0.35289335, 0.90230428, 0.24209252, 0.92780724,\n",
       "         0.17273064, 0.03362861, 0.73762732, 0.82625054, 0.51373118,\n",
       "         0.12061445, 0.21184321, 0.38380885, 0.01142423, 0.55527064,\n",
       "         0.74700451, 0.05605685, 0.43100666, 0.38817983, 0.46849185,\n",
       "         0.09118954, 0.18243583, 0.09720004, 0.30474991, 0.41903052,\n",
       "         0.1067421 , 0.1074779 , 0.00448516, 0.05396457, 0.32812608,\n",
       "         0.35015455, 0.04374628, 0.27815063, 0.46209005, 0.84828365,\n",
       "         0.02388403, 0.20591192, 0.15825522, 0.01833317, 0.52535317,\n",
       "         0.65355934, 0.80252581, 0.61380853, 0.30388195, 0.08286902,\n",
       "         0.1510866 , 0.49051979, 0.77792267, 0.04471133, 0.71327392,\n",
       "         0.05983448, 0.00245806, 0.03047071, 0.01584245, 0.43959498,\n",
       "         0.51867814, 0.02495979, 0.16077273, 0.9477281 , 0.69363912]),\n",
       "  array([1.24047443e-01, 3.15056929e-03, 3.26542553e-01, 5.41215431e-01,\n",
       "         2.85053528e-01, 3.73423616e-02, 4.40662354e-01, 3.57319097e-01,\n",
       "         3.59008373e-01, 9.68415168e-01, 2.94609233e-03, 8.32863177e-01,\n",
       "         1.56398575e-01, 6.24539806e-01, 1.89142483e-02, 3.27547255e-01,\n",
       "         3.04969274e-01, 3.49662713e-01, 4.91125880e-02, 5.43708801e-01,\n",
       "         3.44149358e-01, 1.09106814e-03, 5.42675785e-01, 4.55684110e-02,\n",
       "         9.31283149e-02, 1.47577255e-01, 6.72409063e-01, 2.86838121e-01,\n",
       "         3.56776731e-01, 4.57426491e-01, 4.38775162e-01, 4.04934095e-01,\n",
       "         7.68636503e-01, 3.94201714e-02, 2.26101212e-01, 4.41909764e-01,\n",
       "         7.40643770e-01, 9.17338674e-01, 4.01210543e-01, 4.04815670e-01,\n",
       "         4.12261756e-02, 9.05382773e-01, 6.07264964e-03, 4.74922323e-01,\n",
       "         3.45032196e-02, 4.98182392e-02, 1.14279510e-01, 1.95739193e-01,\n",
       "         1.45619119e-02, 3.14046355e-01, 3.11626078e-01, 3.03148165e-02,\n",
       "         2.93648401e-03, 6.87964424e-01, 1.08473026e-02, 4.40405193e-02,\n",
       "         5.01996510e-03, 1.33163886e-01, 5.43971564e-01, 1.25972955e-01,\n",
       "         1.00000000e+00, 5.25874828e-02, 3.58961052e-01, 9.31022960e-03,\n",
       "         3.07559478e-01, 1.35384497e-01, 3.03647263e-01, 1.23793521e-01,\n",
       "         6.58978422e-01, 9.99788218e-01, 5.35006598e-02, 2.17376255e-01,\n",
       "         1.65365143e-02, 3.73533671e-02, 1.94874379e-01, 1.73419395e-02,\n",
       "         5.13874150e-01, 8.12394842e-01, 7.54577460e-01, 2.51585778e-01,\n",
       "         6.94623517e-03, 4.19542958e-01, 4.19159774e-02, 3.51077807e-01,\n",
       "         2.63852497e-01, 3.15452253e-01, 8.05804050e-01, 7.57009345e-02,\n",
       "         4.58408546e-01, 3.79163603e-01, 7.37329561e-01, 3.16024522e-01,\n",
       "         8.54461225e-01, 1.72139612e-01, 1.63439949e-02, 9.76030044e-02,\n",
       "         9.15059618e-01, 6.43238584e-01, 1.45593256e-01, 1.04284237e-02,\n",
       "         5.23204038e-01, 1.65140682e-01, 8.44760481e-01, 8.64507723e-01,\n",
       "         6.02958204e-01, 3.17953213e-01, 7.52508555e-01, 3.29574251e-01,\n",
       "         3.10224627e-01, 9.71594999e-02, 3.09924759e-01, 2.01410043e-01,\n",
       "         8.09629594e-02, 4.02227567e-01, 4.29488876e-01, 1.64549681e-01,\n",
       "         2.07870514e-01, 5.27195101e-02, 3.34190244e-01, 2.06206292e-01,\n",
       "         4.67455467e-01, 6.37000027e-01, 6.69550634e-01, 6.89014662e-02,\n",
       "         4.60633294e-01, 8.62823211e-01, 7.17670234e-01, 1.90303490e-01,\n",
       "         5.23329086e-01, 3.40056832e-02, 2.46440081e-01, 3.60219642e-01,\n",
       "         3.00766530e-02, 4.88539657e-01, 3.85827480e-01, 2.46586723e-01,\n",
       "         9.47336891e-02, 4.58314941e-01, 6.12431671e-01, 3.69928508e-04,\n",
       "         9.39620830e-02, 1.75187728e-02, 2.31515786e-01, 2.52255720e-02,\n",
       "         5.32849636e-02, 4.98717102e-01, 1.55923982e-01, 7.19513210e-02,\n",
       "         2.33634983e-01, 2.51417058e-01, 5.41731883e-03, 8.10435750e-01,\n",
       "         7.81926602e-01, 2.24517268e-01, 6.11406962e-01, 8.20772730e-02,\n",
       "         3.01839266e-01, 3.67028681e-01, 6.58559180e-01, 5.55397335e-01,\n",
       "         5.26420210e-01, 9.73433385e-01, 2.26273308e-01, 3.10602178e-03,\n",
       "         6.92072579e-02, 9.29841064e-01, 9.20991535e-01, 2.32934584e-03,\n",
       "         3.09570133e-02, 1.26744181e-02, 6.38803923e-01, 5.63885884e-01,\n",
       "         5.11991832e-01, 3.45235605e-01, 3.42904963e-01, 4.92774571e-01,\n",
       "         5.64278584e-01, 4.98428175e-01, 7.02169999e-02, 1.57990038e-01,\n",
       "         5.16672504e-01, 3.04180445e-01, 4.18495666e-01, 6.64323825e-01,\n",
       "         8.12304723e-01, 9.89798525e-01, 6.25371712e-01, 2.66429725e-01,\n",
       "         8.63604621e-01, 1.18896206e-01, 3.85056323e-02, 3.12217164e-02,\n",
       "         8.08679713e-01, 3.69062666e-01, 2.00487987e-01, 6.68620501e-01,\n",
       "         6.70301094e-01, 7.55497541e-01, 7.23784678e-02, 8.21443911e-02]),\n",
       "  array([2.22404967e-01, 5.22201475e-01, 2.05516153e-02, 2.71357887e-01,\n",
       "         6.06580914e-01, 9.80134366e-01, 4.34849248e-01, 6.04507345e-01,\n",
       "         1.51399766e-01, 9.27952301e-02, 1.36904270e-02, 1.00284759e-01,\n",
       "         2.99824487e-03, 3.08103449e-01, 4.61964879e-01, 6.31391032e-01,\n",
       "         2.08694507e-03, 4.09323973e-01, 6.42717700e-01, 2.09860337e-01,\n",
       "         9.29489276e-03, 1.10365465e-01, 1.52132518e-01, 2.58335624e-01,\n",
       "         4.91643369e-02, 3.15442133e-01, 3.11218427e-02, 6.33480756e-01,\n",
       "         5.76345923e-01, 1.55453373e-01, 1.50721252e-01, 5.10783222e-03,\n",
       "         2.23001212e-01, 1.07277179e-01, 2.14647428e-01, 4.44989832e-01,\n",
       "         2.64187864e-02, 1.31615114e-01, 8.22260542e-02, 3.70592397e-01,\n",
       "         3.13078085e-01, 1.63858109e-02, 4.18853662e-01, 2.18239414e-01,\n",
       "         3.77553879e-01, 7.77716331e-01, 9.36872460e-01, 8.23844604e-01,\n",
       "         8.63328795e-01, 6.42794123e-01, 7.97455461e-03, 2.74126161e-01,\n",
       "         2.80006587e-01, 9.03758724e-02, 2.64025613e-01, 2.67208175e-01,\n",
       "         4.30624482e-01, 7.42623713e-01, 2.70393630e-01, 8.76728201e-01,\n",
       "         5.25874828e-02, 1.00000000e+00, 2.05532712e-01, 6.66555198e-01,\n",
       "         6.11298511e-01, 4.14671414e-01, 2.69581701e-01, 5.23365143e-01,\n",
       "         2.96304218e-01, 5.33094206e-02, 1.36078017e-01, 7.80640824e-01,\n",
       "         1.05785267e-01, 4.69892440e-01, 5.49598565e-02, 8.67602597e-01,\n",
       "         5.71975782e-02, 1.27650210e-01, 3.92304071e-02, 7.41811343e-02,\n",
       "         6.07188436e-01, 3.75545718e-01, 2.78882758e-01, 6.97961156e-03,\n",
       "         4.04399336e-01, 4.95833148e-01, 1.21105785e-01, 3.34328649e-01,\n",
       "         7.14460756e-02, 3.19594095e-01, 2.10403206e-02, 1.17786942e-03,\n",
       "         1.30189001e-02, 1.66045588e-01, 5.70079399e-01, 1.60913692e-01,\n",
       "         4.20803693e-02, 3.17517724e-01, 7.87752795e-01, 1.75667938e-01,\n",
       "         2.34914216e-01, 5.79064952e-01, 1.23997816e-02, 1.12710552e-01,\n",
       "         3.62467846e-01, 4.98353589e-01, 1.77961029e-01, 1.02311154e-01,\n",
       "         6.07550326e-01, 5.72979065e-02, 1.12489597e-01, 5.23547573e-01,\n",
       "         8.30123233e-02, 5.44065265e-01, 1.97002694e-01, 4.33338312e-02,\n",
       "         4.63902912e-01, 2.99307288e-01, 1.52895557e-03, 8.03237070e-01,\n",
       "         1.46132433e-01, 2.43678197e-01, 9.17246755e-03, 6.73555547e-01,\n",
       "         1.09138303e-02, 1.59779813e-01, 2.55023316e-01, 7.58187043e-01,\n",
       "         1.50633332e-02, 1.31895503e-01, 6.16646385e-02, 2.59015393e-01,\n",
       "         4.31268077e-02, 4.53057241e-01, 3.90346998e-01, 2.23545822e-04,\n",
       "         1.63284099e-01, 1.45658314e-01, 3.46629327e-01, 5.05728058e-02,\n",
       "         8.77715014e-01, 5.99066106e-01, 7.72978500e-01, 4.02876604e-01,\n",
       "         9.25918981e-01, 1.27147101e-01, 7.75955918e-03, 8.93853270e-01,\n",
       "         7.43453911e-01, 4.96254063e-01, 2.61149381e-01, 1.22475392e-01,\n",
       "         1.89259025e-01, 7.40749059e-03, 3.06584603e-01, 8.83205469e-01,\n",
       "         4.36671530e-02, 3.70730700e-01, 2.56849650e-01, 3.35381548e-01,\n",
       "         6.04177255e-02, 8.55637831e-02, 9.05358696e-02, 5.84681048e-01,\n",
       "         5.61954038e-01, 3.82266344e-02, 3.82527979e-02, 9.73151235e-03,\n",
       "         8.26673890e-02, 5.83969780e-01, 1.52521069e-01, 2.44005498e-02,\n",
       "         2.09299655e-01, 4.05020632e-01, 5.96735374e-01, 1.24670498e-02,\n",
       "         7.42522917e-02, 1.15495651e-01, 1.98320352e-02, 5.75913955e-01,\n",
       "         3.84911114e-01, 5.02960293e-01, 4.82671572e-01, 2.01728368e-01,\n",
       "         4.19115067e-02, 6.78659709e-02, 2.49254471e-01, 6.85569358e-01,\n",
       "         1.41807441e-02, 7.96813619e-01, 8.77157184e-02, 2.43063701e-03,\n",
       "         1.12978386e-02, 8.74716397e-03, 2.04657710e-01, 2.90547123e-01,\n",
       "         1.06462285e-02, 9.50158017e-02, 8.40474088e-01, 4.51685508e-01]),\n",
       "  array([3.11728379e-02, 3.40877720e-01, 1.29932685e-03, 5.17831888e-02,\n",
       "         3.36226870e-01, 7.82122977e-01, 1.09951253e-01, 2.15489979e-01,\n",
       "         1.88490244e-02, 1.95653775e-02, 5.19538807e-02, 1.49623499e-02,\n",
       "         1.09976073e-04, 1.12006589e-01, 1.34183961e-01, 2.84739952e-01,\n",
       "         5.88979896e-04, 2.37690536e-01, 2.02689177e-01, 9.86908684e-02,\n",
       "         3.95715192e-03, 4.43516150e-01, 7.28951877e-02, 4.03080839e-01,\n",
       "         5.95672517e-02, 3.08759007e-01, 1.01224839e-02, 3.35431840e-01,\n",
       "         2.66569771e-01, 8.48969696e-02, 8.47886738e-02, 1.55900882e-03,\n",
       "         6.57939111e-02, 1.87264829e-01, 1.77881629e-01, 1.15623596e-01,\n",
       "         2.49014411e-03, 2.83972162e-02, 4.77030474e-02, 1.98843038e-01,\n",
       "         4.88598646e-01, 2.16233861e-03, 1.57106431e-01, 3.46938383e-02,\n",
       "         5.95796479e-01, 8.21221784e-01, 5.55583113e-01, 3.80555682e-01,\n",
       "         9.03650233e-01, 2.99613958e-01, 4.10660116e-04, 4.79039463e-01,\n",
       "         7.58242960e-01, 3.43310373e-02, 5.79430141e-02, 4.52264329e-02,\n",
       "         9.11542440e-01, 5.70140540e-01, 5.16079635e-02, 3.75250207e-01,\n",
       "         9.31022960e-03, 6.66555198e-01, 1.31145874e-01, 1.00000000e+00,\n",
       "         1.91547928e-01, 4.00876445e-01, 1.86348820e-01, 4.92675588e-01,\n",
       "         7.21798021e-02, 9.33436439e-03, 2.11919787e-01, 3.99205912e-01,\n",
       "         1.25163437e-02, 6.82374373e-01, 4.69874991e-02, 9.26307109e-01,\n",
       "         2.65794270e-02, 4.02107861e-02, 4.04737989e-03, 5.67515396e-02,\n",
       "         9.94815108e-01, 8.12407329e-02, 4.41672971e-01, 2.68685581e-03,\n",
       "         8.27967817e-02, 1.23606132e-01, 1.90567314e-02, 4.22663180e-01,\n",
       "         3.72317535e-02, 1.86761103e-01, 5.51063897e-03, 2.44807944e-04,\n",
       "         1.47659307e-03, 1.59021474e-01, 9.10986846e-01, 1.97992468e-01,\n",
       "         9.74911142e-03, 8.19922224e-02, 2.85233143e-01, 2.99788547e-02,\n",
       "         1.12658887e-01, 1.50974596e-01, 1.38029400e-03, 3.23404549e-02,\n",
       "         1.16265460e-01, 1.25112563e-01, 3.24776857e-02, 6.84304007e-02,\n",
       "         3.10978253e-01, 4.43162162e-03, 7.84602401e-02, 3.92264613e-01,\n",
       "         1.10126582e-01, 2.27067250e-01, 1.11769126e-01, 3.94461878e-02,\n",
       "         3.55990502e-01, 4.35908284e-01, 7.17726562e-05, 3.47071490e-01,\n",
       "         7.85578271e-02, 9.53113650e-02, 1.98584389e-03, 2.10929502e-01,\n",
       "         3.81652364e-03, 3.34529699e-02, 8.06269734e-02, 2.72213189e-01,\n",
       "         5.15844718e-03, 2.40238706e-01, 4.69067907e-02, 1.61788238e-01,\n",
       "         8.16514704e-02, 1.33966583e-01, 2.13902674e-01, 1.62287951e-05,\n",
       "         1.97779597e-02, 7.94294391e-02, 9.41601427e-02, 2.73618291e-01,\n",
       "         6.72749170e-01, 9.21320890e-01, 3.57149831e-01, 6.77254291e-01,\n",
       "         4.57209467e-01, 6.49758588e-02, 3.41143732e-04, 7.41931272e-01,\n",
       "         3.89165597e-01, 3.34651588e-01, 6.71721382e-01, 3.88021579e-02,\n",
       "         3.78280874e-02, 4.04067770e-03, 7.03022740e-02, 7.09596949e-01,\n",
       "         2.82332680e-02, 2.14140694e-01, 9.45347446e-02, 1.37539738e-01,\n",
       "         2.77571573e-02, 1.82041507e-02, 7.45004749e-02, 8.85581205e-01,\n",
       "         6.39704813e-01, 4.92061296e-03, 4.84355875e-03, 3.89457859e-02,\n",
       "         1.57263030e-01, 9.52218753e-01, 2.27862369e-02, 8.87999699e-03,\n",
       "         1.03554663e-01, 2.38148281e-01, 1.94332915e-01, 4.26854063e-03,\n",
       "         7.89152882e-03, 5.88302730e-02, 2.47450091e-02, 4.69496468e-01,\n",
       "         9.58032643e-02, 1.25765215e-01, 2.20200535e-01, 7.82448504e-02,\n",
       "         1.17242243e-02, 1.36281036e-02, 4.89279047e-02, 3.54859546e-01,\n",
       "         1.61348209e-03, 6.09198151e-01, 1.54707084e-01, 3.08723124e-03,\n",
       "         1.91472845e-03, 3.46066358e-03, 2.76060985e-02, 7.07281184e-02,\n",
       "         2.45652168e-03, 3.27683210e-02, 3.37303793e-01, 9.97578027e-02]),\n",
       "  array([1.28654406e-01, 3.25548223e-03, 3.36406676e-01, 5.50511869e-01,\n",
       "         2.85044550e-01, 3.77714953e-02, 4.47348998e-01, 3.60980010e-01,\n",
       "         3.68959816e-01, 9.68514563e-01, 2.81234688e-03, 8.42587921e-01,\n",
       "         1.61906549e-01, 6.23975568e-01, 1.96608741e-02, 3.29129213e-01,\n",
       "         2.95792164e-01, 3.47419982e-01, 5.06639644e-02, 5.38237473e-01,\n",
       "         3.33929100e-01, 1.06769235e-03, 5.35468541e-01, 4.46564611e-02,\n",
       "         9.00544399e-02, 1.45279132e-01, 6.60348088e-01, 2.87283129e-01,\n",
       "         3.57707950e-01, 4.50466023e-01, 4.31784661e-01, 3.93958400e-01,\n",
       "         7.68877863e-01, 3.82704056e-02, 2.22056713e-01, 4.48355557e-01,\n",
       "         7.50987810e-01, 9.20024779e-01, 3.92741784e-01, 4.02250110e-01,\n",
       "         4.05021767e-02, 9.04266482e-01, 6.32393781e-03, 4.85160281e-01,\n",
       "         3.39930896e-02, 4.97804661e-02, 1.15388362e-01, 1.97873338e-01,\n",
       "         1.47217035e-02, 3.15437564e-01, 3.20384309e-01, 2.97339954e-02,\n",
       "         2.90359528e-03, 6.78772760e-01, 1.13627682e-02, 4.59158116e-02,\n",
       "         4.99308700e-03, 1.33060847e-01, 5.53271801e-01, 1.28165772e-01,\n",
       "         9.99788218e-01, 5.33094206e-02, 3.53559436e-01, 9.33436439e-03,\n",
       "         3.12249511e-01, 1.33733391e-01, 2.99540912e-01, 1.22711891e-01,\n",
       "         6.65173165e-01, 1.00000000e+00, 5.20739894e-02, 2.18832326e-01,\n",
       "         1.74198400e-02, 3.69297238e-02, 1.89246189e-01, 1.74971791e-02,\n",
       "         5.03479469e-01, 8.06932029e-01, 7.65676349e-01, 2.45163783e-01,\n",
       "         6.95921266e-03, 4.27390650e-01, 4.11165619e-02, 3.40704824e-01,\n",
       "         2.70439710e-01, 3.21644240e-01, 8.15562509e-01, 7.44588317e-02,\n",
       "         4.49009748e-01, 3.75607785e-01, 7.25436749e-01, 3.07510420e-01,\n",
       "         8.55721309e-01, 1.68409440e-01, 1.62573869e-02, 9.52659326e-02,\n",
       "         9.07053915e-01, 6.48759026e-01, 1.48492813e-01, 1.09654917e-02,\n",
       "         5.18329820e-01, 1.69333648e-01, 8.46173207e-01, 8.59535450e-01,\n",
       "         6.05523688e-01, 3.24123399e-01, 7.61461478e-01, 3.22497579e-01,\n",
       "         3.10676960e-01, 1.01464884e-01, 3.03324897e-01, 2.00077359e-01,\n",
       "         7.85400683e-02, 4.03808684e-01, 4.23595158e-01, 1.59427169e-01,\n",
       "         2.06089326e-01, 5.17634947e-02, 3.39420152e-01, 2.08700789e-01,\n",
       "         4.60213563e-01, 6.33757703e-01, 6.58074431e-01, 7.09143087e-02,\n",
       "         4.48884810e-01, 8.67963402e-01, 7.17772185e-01, 1.93630600e-01,\n",
       "         5.11127799e-01, 3.30753395e-02, 2.39849949e-01, 3.55701160e-01,\n",
       "         2.89745555e-02, 4.93551069e-01, 3.83487492e-01, 2.44041442e-01,\n",
       "         9.86154969e-02, 4.51100453e-01, 6.17547606e-01, 3.59970007e-04,\n",
       "         9.43093866e-02, 1.74414257e-02, 2.33574572e-01, 2.48897354e-02,\n",
       "         5.44237782e-02, 4.90820113e-01, 1.61927550e-01, 7.22347738e-02,\n",
       "         2.34805104e-01, 2.49890820e-01, 5.33300986e-03, 8.04590283e-01,\n",
       "         7.89401894e-01, 2.16735083e-01, 6.18763334e-01, 8.23733527e-02,\n",
       "         2.93707637e-01, 3.64267492e-01, 6.56417299e-01, 5.54010462e-01,\n",
       "         5.16069799e-01, 9.72571639e-01, 2.20630257e-01, 3.13913783e-03,\n",
       "         6.86261201e-02, 9.35886488e-01, 9.27482429e-01, 2.21831549e-03,\n",
       "         2.99779621e-02, 1.26303040e-02, 6.50039314e-01, 5.51738166e-01,\n",
       "         5.06378484e-01, 3.42909343e-01, 3.47368014e-01, 4.80756620e-01,\n",
       "         5.76677599e-01, 4.90178496e-01, 6.74817846e-02, 1.57033496e-01,\n",
       "         5.23478778e-01, 3.10259695e-01, 4.18537453e-01, 6.59789065e-01,\n",
       "         8.01807837e-01, 9.88396420e-01, 6.34369573e-01, 2.67360252e-01,\n",
       "         8.65356908e-01, 1.19005050e-01, 3.73150017e-02, 2.96615641e-02,\n",
       "         8.00345678e-01, 3.58427126e-01, 2.07152367e-01, 6.74721491e-01,\n",
       "         6.58487711e-01, 7.47116734e-01, 7.40935534e-02, 8.49435763e-02]),\n",
       "  array([4.99513385e-03, 9.34285968e-03, 1.30142246e-03, 4.26564277e-02,\n",
       "         3.81463428e-01, 1.56907709e-01, 7.52537874e-02, 1.52905624e-01,\n",
       "         9.43018247e-03, 8.50641362e-02, 5.56223972e-01, 3.10336009e-02,\n",
       "         1.41139055e-04, 2.52206339e-01, 6.07960601e-03, 2.57465387e-01,\n",
       "         4.45677613e-02, 4.99735662e-01, 1.84168742e-02, 4.12967283e-01,\n",
       "         1.60944484e-01, 3.11842962e-01, 4.20316246e-01, 9.17972846e-01,\n",
       "         8.02391708e-01, 8.36222097e-01, 1.66479649e-01, 3.42886455e-01,\n",
       "         2.94432736e-01, 5.02139257e-01, 5.19768983e-01, 7.61545791e-02,\n",
       "         1.74463731e-01, 9.90123273e-01, 7.82265165e-01, 8.10126654e-02,\n",
       "         7.73744584e-03, 8.84981294e-02, 4.91205198e-01, 4.63345058e-01,\n",
       "         8.52455591e-01, 2.09349431e-02, 4.08909448e-03, 2.33694488e-02,\n",
       "         7.57628868e-01, 4.07161228e-01, 2.04227067e-01, 1.75073364e-01,\n",
       "         1.30792846e-01, 2.69837317e-01, 6.82144138e-04, 8.48043860e-01,\n",
       "         3.06677721e-01, 2.76663085e-01, 1.71156322e-03, 3.18371409e-03,\n",
       "         2.78062322e-01, 4.43045223e-01, 4.28597902e-02, 9.70259305e-02,\n",
       "         5.35006598e-02, 1.36078017e-01, 6.12116153e-01, 2.11919787e-01,\n",
       "         9.62324035e-02, 7.67088920e-01, 6.59194783e-01, 6.74381848e-01,\n",
       "         9.55839858e-02, 5.20739894e-02, 1.00000000e+00, 2.48203774e-01,\n",
       "         4.84180063e-04, 6.72413852e-01, 6.56224059e-01, 1.61384938e-01,\n",
       "         3.39664711e-01, 2.06363916e-01, 1.02461348e-02, 6.41564444e-01,\n",
       "         2.01189661e-01, 4.78180842e-02, 8.89290296e-01, 1.23809368e-01,\n",
       "         2.74116456e-02, 5.41264280e-02, 3.50400339e-02, 8.74797941e-01,\n",
       "         4.17353448e-01, 5.35064314e-01, 1.01003047e-01, 2.01513436e-02,\n",
       "         1.32531413e-02, 8.60873186e-01, 4.10034437e-01, 9.66057332e-01,\n",
       "         9.57399416e-02, 1.09066579e-01, 7.17573752e-02, 8.41698867e-04,\n",
       "         4.23207806e-01, 3.40567746e-02, 1.24542567e-02, 1.70485340e-01,\n",
       "         1.80320595e-01, 5.55255605e-02, 4.95910661e-02, 6.00329468e-01,\n",
       "         3.36720504e-01, 7.85360659e-04, 6.36554312e-01, 5.89235129e-01,\n",
       "         9.30564530e-01, 2.51822339e-01, 5.33155333e-01, 6.45820843e-01,\n",
       "         6.37628143e-01, 8.91764237e-01, 4.97550334e-04, 1.54642167e-01,\n",
       "         4.89433001e-01, 3.02911942e-01, 5.30616809e-02, 2.47426438e-02,\n",
       "         1.29271937e-01, 7.88651583e-02, 1.97598755e-01, 8.93759498e-02,\n",
       "         1.41658383e-01, 9.81354933e-01, 6.10560911e-01, 5.93644983e-01,\n",
       "         8.77721574e-01, 1.23439786e-01, 4.69955415e-01, 9.63395468e-04,\n",
       "         2.62491877e-03, 4.98291364e-01, 1.19504775e-01, 2.30854516e-01,\n",
       "         3.25679041e-01, 3.98098848e-01, 2.03052610e-01, 6.72158108e-01,\n",
       "         6.38984844e-02, 4.51077256e-01, 2.42190631e-04, 3.12959143e-01,\n",
       "         2.80063810e-01, 5.49675763e-01, 4.67795019e-01, 2.08167688e-01,\n",
       "         6.50364767e-02, 2.00404509e-01, 7.67993350e-02, 3.24579138e-01,\n",
       "         4.71924376e-01, 5.10909791e-01, 2.68832750e-01, 3.09944676e-01,\n",
       "         3.38931235e-01, 8.68270654e-02, 7.13010048e-01, 7.88207225e-02,\n",
       "         6.46437860e-01, 2.16866109e-02, 2.06196534e-02, 4.98603166e-01,\n",
       "         9.65526310e-01, 3.42933845e-01, 2.53562669e-02, 1.84570851e-01,\n",
       "         4.44582438e-01, 5.09396042e-01, 1.16948790e-01, 1.31828232e-01,\n",
       "         8.96069455e-03, 4.43397672e-01, 6.17136070e-01, 5.89757683e-01,\n",
       "         8.27188251e-02, 5.28306323e-02, 3.23863720e-01, 3.03078111e-01,\n",
       "         1.38500452e-01, 7.46078715e-02, 5.18996847e-02, 3.04695799e-01,\n",
       "         1.35919264e-02, 3.97750970e-01, 9.77505965e-01, 2.56492464e-01,\n",
       "         3.44891419e-02, 1.41665915e-01, 6.97271704e-03, 9.65228132e-02,\n",
       "         6.32527860e-02, 2.36841170e-01, 4.95127296e-02, 1.15652715e-02]),\n",
       "  array([7.11926154e-01, 1.60972220e-01, 1.38139594e-01, 1.96468279e-01,\n",
       "         3.94186393e-02, 7.15948545e-02, 1.91260436e-01, 1.26571499e-01,\n",
       "         3.47826186e-01, 2.32826701e-02, 4.90619249e-06, 7.61064153e-02,\n",
       "         5.59298128e-02, 3.43203017e-02, 6.06949356e-01, 7.11625084e-02,\n",
       "         6.58511972e-05, 1.75990419e-02, 4.97682687e-01, 9.90228841e-03,\n",
       "         1.69323627e-04, 1.40827741e-04, 5.85848287e-03, 1.32814371e-03,\n",
       "         1.73774225e-04, 3.96562346e-03, 1.58761426e-03, 4.78132185e-02,\n",
       "         5.56057603e-02, 4.48522746e-03, 4.01141107e-03, 1.70867299e-04,\n",
       "         3.54792980e-02, 2.83165899e-04, 2.99198995e-03, 1.82598596e-01,\n",
       "         4.29320995e-02, 3.72880346e-02, 1.57368563e-03, 1.78589982e-02,\n",
       "         1.84338793e-03, 7.33305563e-03, 4.26131811e-01, 2.57331456e-01,\n",
       "         2.55232503e-03, 1.98326283e-02, 9.38979772e-02, 1.24653797e-01,\n",
       "         4.20586175e-02, 6.77154627e-02, 6.37889169e-02, 1.26230521e-03,\n",
       "         1.08881672e-03, 4.78502233e-03, 7.79143368e-01, 8.74893614e-01,\n",
       "         3.24984659e-03, 2.94701166e-02, 1.94887513e-01, 2.09078763e-01,\n",
       "         1.65365143e-02, 1.05785267e-01, 4.82135494e-03, 1.25163437e-02,\n",
       "         2.00348311e-01, 6.39012048e-03, 6.15464518e-03, 1.01216633e-02,\n",
       "         1.00633765e-01, 1.74198400e-02, 4.84180063e-04, 8.17367539e-02,\n",
       "         1.00000000e+00, 4.31100722e-03, 3.97624824e-04, 3.68749460e-02,\n",
       "         1.56486883e-03, 1.26268892e-02, 5.85117794e-02, 7.55605167e-04,\n",
       "         9.69877799e-03, 2.47846614e-01, 1.47966802e-03, 1.47490455e-04,\n",
       "         4.02101323e-01, 2.82261091e-01, 8.73671703e-02, 2.81210121e-03,\n",
       "         1.64158931e-03, 1.15772982e-02, 1.60305569e-03, 6.78380117e-05,\n",
       "         8.33280340e-03, 1.53451843e-03, 6.37880789e-03, 9.24785297e-04,\n",
       "         5.70986425e-03, 9.51489696e-02, 2.71023775e-01, 9.03905062e-01,\n",
       "         1.12384813e-02, 4.20845297e-01, 8.23366877e-03, 1.33882385e-02,\n",
       "         6.35895530e-02, 2.77608738e-01, 1.03288486e-01, 1.57451863e-03,\n",
       "         4.78256009e-02, 6.09880494e-01, 1.64929823e-03, 1.56208296e-02,\n",
       "         3.07531906e-04, 6.50471127e-02, 5.85411914e-03, 2.53273386e-04,\n",
       "         1.20297188e-02, 1.87950104e-03, 7.16636555e-03, 1.42203132e-01,\n",
       "         4.24460937e-03, 1.95103610e-02, 8.61080119e-04, 4.64598416e-01,\n",
       "         3.30447221e-04, 5.56163896e-02, 3.65134304e-02, 2.31784297e-01,\n",
       "         5.30565874e-04, 3.63141023e-04, 5.91566642e-04, 7.18587091e-03,\n",
       "         6.67700273e-05, 1.23091242e-01, 1.85428120e-02, 1.39612990e-04,\n",
       "         7.82754790e-01, 4.09093161e-03, 9.56231393e-02, 3.14170672e-05,\n",
       "         4.45074695e-02, 7.41995454e-03, 1.04914133e-01, 2.70538180e-03,\n",
       "         2.23681302e-01, 3.88825570e-03, 1.33702343e-01, 4.11130515e-02,\n",
       "         6.87744959e-02, 1.76610192e-02, 8.57501724e-04, 1.17016056e-02,\n",
       "         8.53557165e-02, 7.23253927e-05, 1.30490524e-01, 4.17465934e-02,\n",
       "         5.19303204e-04, 1.51109026e-02, 2.47430324e-02, 2.89675614e-02,\n",
       "         1.73303523e-03, 2.00907953e-02, 8.61093171e-04, 1.67584202e-02,\n",
       "         8.50250654e-03, 2.69458317e-02, 2.84151105e-02, 2.84582796e-06,\n",
       "         1.68664302e-04, 7.01723896e-03, 1.58635403e-01, 8.71625820e-04,\n",
       "         8.75799110e-03, 1.68129991e-02, 1.64434824e-01, 4.13720248e-04,\n",
       "         1.56664673e-01, 3.41002527e-03, 4.81046974e-05, 1.57590437e-02,\n",
       "         1.55431131e-01, 2.90587799e-01, 4.14129539e-02, 1.48594411e-02,\n",
       "         3.47838557e-03, 1.67755471e-02, 1.49437654e-01, 5.93383123e-02,\n",
       "         9.31270166e-03, 3.48660127e-02, 2.06845468e-04, 3.07155004e-06,\n",
       "         2.17336175e-03, 1.85360524e-04, 5.62977218e-01, 9.73163086e-02,\n",
       "         8.90553481e-04, 6.51965097e-03, 3.06517784e-01, 6.54245898e-01]),\n",
       "  array([2.14984980e-02, 8.88727534e-02, 2.33839355e-03, 7.88976611e-02,\n",
       "         5.61444779e-01, 5.40449612e-01, 1.50129700e-01, 2.93138516e-01,\n",
       "         2.30368608e-02, 6.76069582e-02, 2.33997798e-01, 3.66038694e-02,\n",
       "         2.31622816e-04, 2.69845010e-01, 4.72380384e-02, 4.30409387e-01,\n",
       "         8.24180959e-03, 5.37405394e-01, 1.00247823e-01, 3.18126563e-01,\n",
       "         3.96572005e-02, 5.15634571e-01, 2.75153429e-01, 8.90983121e-01,\n",
       "         3.23072094e-01, 7.65915305e-01, 6.58482043e-02, 5.33424852e-01,\n",
       "         4.44282722e-01, 3.21865275e-01, 3.26601155e-01, 1.74722401e-02,\n",
       "         1.74175258e-01, 6.24174480e-01, 5.67109280e-01, 1.59446988e-01,\n",
       "         7.66270605e-03, 8.30662208e-02, 2.37197128e-01, 4.75463583e-01,\n",
       "         9.46292437e-01, 1.14472674e-02, 4.13409944e-02, 4.83916899e-02,\n",
       "         9.85675420e-01, 8.73343116e-01, 5.28198903e-01, 4.10798827e-01,\n",
       "         5.22074511e-01, 4.51059744e-01, 9.62197283e-04, 9.27876071e-01,\n",
       "         6.86934605e-01, 1.55248506e-01, 1.67921288e-02, 2.04962306e-02,\n",
       "         7.29209510e-01, 7.73082398e-01, 7.89481825e-02, 3.05841087e-01,\n",
       "         3.73533671e-02, 4.69892440e-01, 4.37788376e-01, 6.82374373e-01,\n",
       "         2.21345227e-01, 8.37680519e-01, 5.39424380e-01, 8.73353762e-01,\n",
       "         1.37050530e-01, 3.69297238e-02, 6.72413852e-01, 4.97176491e-01,\n",
       "         4.31100722e-03, 1.00000000e+00, 2.65211085e-01, 5.85985157e-01,\n",
       "         1.49175523e-01, 1.47094584e-01, 1.11872048e-02, 2.90460558e-01,\n",
       "         6.59603611e-01, 1.03947045e-01, 9.17563538e-01, 2.88289606e-02,\n",
       "         7.99104582e-02, 1.35358906e-01, 4.37693434e-02, 9.02878269e-01,\n",
       "         1.94402208e-01, 4.92112518e-01, 3.83463567e-02, 3.64122044e-03,\n",
       "         7.60091905e-03, 5.56937709e-01, 8.99652538e-01, 6.48279216e-01,\n",
       "         5.01669460e-02, 1.55456891e-01, 2.31764203e-01, 8.60717060e-03,\n",
       "         3.43806333e-01, 1.18641463e-01, 7.13220358e-03, 1.20595572e-01,\n",
       "         2.34655330e-01, 1.37861593e-01, 6.73946603e-02, 3.11465938e-01,\n",
       "         5.09944954e-01, 3.33539037e-03, 3.42627491e-01, 7.38706672e-01,\n",
       "         4.71245908e-01, 3.81670078e-01, 3.79955711e-01, 2.39962219e-01,\n",
       "         7.30436985e-01, 9.17595128e-01, 3.43593383e-04, 3.70309350e-01,\n",
       "         3.05913550e-01, 2.71174122e-01, 1.68606389e-02, 1.18465988e-01,\n",
       "         3.53651414e-02, 8.53658417e-02, 2.04370937e-01, 2.52551058e-01,\n",
       "         4.31325540e-02, 7.02669714e-01, 2.57556943e-01, 4.79960439e-01,\n",
       "         3.84987153e-01, 2.09910192e-01, 4.96102845e-01, 2.19309007e-04,\n",
       "         1.25375466e-02, 3.10089633e-01, 1.73860175e-01, 3.41754060e-01,\n",
       "         7.21431969e-01, 8.93774344e-01, 4.28219628e-01, 9.86887589e-01,\n",
       "         2.72175238e-01, 2.67828540e-01, 5.29573255e-04, 7.39365444e-01,\n",
       "         5.20370485e-01, 6.63152076e-01, 7.99391825e-01, 1.45047380e-01,\n",
       "         8.27798782e-02, 4.39898498e-02, 1.21795116e-01, 7.37650112e-01,\n",
       "         1.77304728e-01, 5.15672636e-01, 2.55511240e-01, 3.28983128e-01,\n",
       "         1.52417095e-01, 6.58233493e-02, 3.49462279e-01, 3.92744519e-01,\n",
       "         9.63914317e-01, 1.76583564e-02, 1.71032268e-02, 1.91039556e-01,\n",
       "         5.61460066e-01, 8.40843976e-01, 4.09288998e-02, 6.44214944e-02,\n",
       "         3.37001276e-01, 5.42632757e-01, 2.45005372e-01, 3.78329838e-02,\n",
       "         1.46278280e-02, 2.52638320e-01, 1.81831097e-01, 8.04808314e-01,\n",
       "         1.46934515e-01, 1.34888175e-01, 4.23381151e-01, 2.45702717e-01,\n",
       "         6.53404351e-02, 5.29564924e-02, 8.43584492e-02, 5.18298703e-01,\n",
       "         8.04677194e-03, 7.57897997e-01, 5.62934308e-01, 4.11612640e-02,\n",
       "         1.35763753e-02, 3.49541763e-02, 2.39172870e-02, 1.36319618e-01,\n",
       "         2.03954397e-02, 1.41252220e-01, 2.08448969e-01, 5.69406880e-02]),\n",
       "  array([6.00972958e-03, 1.86519088e-03, 5.51548463e-03, 7.31320136e-02,\n",
       "         3.27699432e-01, 5.49690716e-02, 9.75932994e-02, 1.54955896e-01,\n",
       "         1.86690305e-02, 2.45658614e-01, 2.49817275e-01, 8.92501826e-02,\n",
       "         9.86553266e-04, 3.81091820e-01, 2.68042772e-03, 2.38283392e-01,\n",
       "         2.87754837e-01, 5.17146870e-01, 9.79433412e-03, 6.41583260e-01,\n",
       "         6.09548703e-01, 5.04924260e-02, 7.22310546e-01, 4.63177493e-01,\n",
       "         9.27408725e-01, 6.38680828e-01, 5.58439191e-01, 2.93730165e-01,\n",
       "         2.87239159e-01, 7.88861679e-01, 8.08789006e-01, 3.96089577e-01,\n",
       "         3.27322031e-01, 6.20880627e-01, 8.06269515e-01, 1.03789201e-01,\n",
       "         3.63987841e-02, 2.22883802e-01, 8.99481206e-01, 5.28138423e-01,\n",
       "         3.90844337e-01, 1.14814025e-01, 1.21805877e-03, 4.27922751e-02,\n",
       "         3.07514353e-01, 1.59690706e-01, 1.11268442e-01, 1.24862002e-01,\n",
       "         3.31999952e-02, 2.43230905e-01, 4.04756841e-03, 3.58837601e-01,\n",
       "         5.48747983e-02, 6.38953822e-01, 7.99960769e-04, 2.47272631e-03,\n",
       "         5.41645551e-02, 2.59771920e-01, 7.36862436e-02, 5.96140714e-02,\n",
       "         1.94874379e-01, 5.49598565e-02, 7.85301279e-01, 4.69874991e-02,\n",
       "         9.49794442e-02, 5.22104556e-01, 7.20695658e-01, 4.15287562e-01,\n",
       "         1.61564372e-01, 1.89246189e-01, 6.56224059e-01, 1.82627551e-01,\n",
       "         3.97624824e-04, 2.65211085e-01, 1.00000000e+00, 4.31320293e-02,\n",
       "         7.94798356e-01, 4.66975386e-01, 4.18281629e-02, 9.85635976e-01,\n",
       "         4.10411867e-02, 6.60970571e-02, 4.24500488e-01, 5.29153231e-01,\n",
       "         3.21319932e-02, 6.04459801e-02, 9.27044131e-02, 5.00025232e-01,\n",
       "         8.54438262e-01, 6.15775066e-01, 4.14883242e-01, 1.68977696e-01,\n",
       "         7.93133014e-02, 8.56980097e-01, 1.13574597e-01, 7.66653385e-01,\n",
       "         3.44913167e-01, 1.76689712e-01, 4.95403421e-02, 4.67167058e-04,\n",
       "         6.23234591e-01, 2.89797757e-02, 7.57372063e-02, 4.17988069e-01,\n",
       "         2.62007509e-01, 6.19766818e-02, 1.09732635e-01, 9.32095857e-01,\n",
       "         3.02107455e-01, 1.53533947e-03, 9.31025627e-01, 4.45791375e-01,\n",
       "         8.49574500e-01, 2.65894198e-01, 7.53369627e-01, 9.93667979e-01,\n",
       "         5.04634286e-01, 4.56114930e-01, 5.28634908e-03, 1.14674892e-01,\n",
       "         7.92764481e-01, 4.90078138e-01, 2.88135274e-01, 1.44978420e-02,\n",
       "         5.31992310e-01, 1.83827990e-01, 3.42050416e-01, 6.83253848e-02,\n",
       "         5.49321415e-01, 5.43238860e-01, 9.90947649e-01, 7.09954149e-01,\n",
       "         6.67699470e-01, 1.58233606e-01, 5.16197501e-01, 1.59083280e-02,\n",
       "         3.29588756e-03, 8.00427169e-01, 1.83215259e-01, 3.18732938e-02,\n",
       "         1.61337493e-01, 1.11858061e-01, 1.56216437e-01, 2.37963148e-01,\n",
       "         2.82598928e-02, 7.89198757e-01, 1.19378870e-03, 1.38940040e-01,\n",
       "         2.13374090e-01, 4.64979976e-01, 1.05753915e-01, 4.76548315e-01,\n",
       "         1.40192588e-01, 6.75772697e-01, 1.26816597e-01, 1.52046130e-01,\n",
       "         9.47354906e-01, 5.55471085e-01, 4.37595094e-01, 4.27685424e-01,\n",
       "         7.86995638e-01, 2.57461210e-01, 9.76565460e-01, 1.27100803e-02,\n",
       "         3.09257109e-01, 9.13818347e-02, 8.68866099e-02, 2.29376662e-01,\n",
       "         5.98614105e-01, 8.63579600e-02, 5.82649031e-02, 6.18561572e-01,\n",
       "         6.70842311e-01, 5.25426892e-01, 1.19614064e-01, 5.33278542e-01,\n",
       "         2.68272144e-02, 8.00940990e-01, 8.70154700e-01, 3.92602123e-01,\n",
       "         1.17995339e-01, 5.79923656e-02, 3.53789212e-01, 5.29763301e-01,\n",
       "         4.62366910e-01, 2.42820666e-01, 9.53705650e-02, 2.49430028e-01,\n",
       "         7.93204967e-02, 2.19784159e-01, 6.48350539e-01, 5.49473711e-01,\n",
       "         1.95625141e-01, 5.68426127e-01, 1.01671427e-02, 1.65008937e-01,\n",
       "         3.23012365e-01, 5.65903326e-01, 2.60673085e-02, 8.78603325e-03]),\n",
       "  array([7.87971336e-02, 5.02963396e-01, 4.11391706e-03, 1.04658676e-01,\n",
       "         4.27764292e-01, 9.45453165e-01, 1.99776678e-01, 3.38622920e-01,\n",
       "         4.68527316e-02, 3.44389007e-02, 2.60302893e-02, 3.17550637e-02,\n",
       "         4.30612723e-04, 1.63245735e-01, 2.69443134e-01, 4.00012390e-01,\n",
       "         7.77708737e-04, 2.86154736e-01, 3.77707732e-01, 1.24640583e-01,\n",
       "         4.56434759e-03, 2.54168979e-01, 8.96610121e-02, 3.19981011e-01,\n",
       "         4.73861885e-02, 2.94677896e-01, 1.37670583e-02, 4.37609280e-01,\n",
       "         3.66279633e-01, 9.87379692e-02, 9.71995812e-02, 2.04378321e-03,\n",
       "         1.03617363e-01, 1.35091200e-01, 1.76907433e-01, 2.07428765e-01,\n",
       "         6.25078123e-03, 5.04742107e-02, 5.23857501e-02, 2.45927491e-01,\n",
       "         3.93885448e-01, 4.41638992e-03, 2.92878311e-01, 7.65537685e-02,\n",
       "         4.86955352e-01, 8.38130809e-01, 7.33742690e-01, 5.50494428e-01,\n",
       "         9.94286126e-01, 4.15253419e-01, 1.37522487e-03, 3.68091981e-01,\n",
       "         5.28931692e-01, 4.56201846e-02, 1.34054271e-01, 1.10855581e-01,\n",
       "         7.16224443e-01, 6.47388092e-01, 1.04247779e-01, 5.79419185e-01,\n",
       "         1.73419395e-02, 8.67602597e-01, 1.44932896e-01, 9.26307109e-01,\n",
       "         3.24049339e-01, 3.92420489e-01, 2.02419144e-01, 4.97242224e-01,\n",
       "         1.28187991e-01, 1.74971791e-02, 1.61384938e-01, 5.43910719e-01,\n",
       "         3.68749460e-02, 5.85985157e-01, 4.31320293e-02, 1.00000000e+00,\n",
       "         3.16163941e-02, 5.93029989e-02, 9.90162281e-03, 5.52373384e-02,\n",
       "         8.90716576e-01, 1.58909986e-01, 3.50949909e-01, 3.20853653e-03,\n",
       "         1.71345114e-01, 2.31856780e-01, 3.98354497e-02, 3.68309607e-01,\n",
       "         4.25454561e-02, 2.20254027e-01, 8.15106120e-03, 3.65401698e-04,\n",
       "         3.22638724e-03, 1.47113567e-01, 7.86752126e-01, 1.66007654e-01,\n",
       "         1.57367482e-02, 1.42082089e-01, 4.72965255e-01, 7.72475001e-02,\n",
       "         1.42011971e-01, 2.88874719e-01, 3.03865231e-03, 4.95099993e-02,\n",
       "         1.82434605e-01, 2.33812640e-01, 6.45170748e-02, 7.14851911e-02,\n",
       "         4.10103957e-01, 1.42669265e-02, 8.09100406e-02, 4.33053672e-01,\n",
       "         8.66747285e-02, 3.25570636e-01, 1.29551554e-01, 3.49511845e-02,\n",
       "         3.85152410e-01, 3.58346667e-01, 2.29905793e-04, 5.17180301e-01,\n",
       "         9.16903103e-02, 1.32070649e-01, 3.11097105e-03, 3.88406593e-01,\n",
       "         4.82925470e-03, 6.11943309e-02, 1.23938860e-01, 4.46016410e-01,\n",
       "         6.66520593e-03, 1.72835111e-01, 4.53908324e-02, 1.82930434e-01,\n",
       "         5.46431593e-02, 2.24137840e-01, 2.63138870e-01, 3.82645158e-05,\n",
       "         5.37133331e-02, 9.21206120e-02, 1.60197123e-01, 1.37072650e-01,\n",
       "         7.85734024e-01, 8.10400438e-01, 5.10265418e-01, 5.46961359e-01,\n",
       "         6.89359765e-01, 7.69697152e-02, 1.28200975e-03, 8.44981726e-01,\n",
       "         5.20657864e-01, 3.84020655e-01, 4.63847539e-01, 5.69422698e-02,\n",
       "         7.18546024e-02, 4.15524598e-03, 1.29478464e-01, 8.15351889e-01,\n",
       "         2.88132970e-02, 2.56482198e-01, 1.35227101e-01, 1.90633709e-01,\n",
       "         3.32625614e-02, 3.17513236e-02, 7.10278804e-02, 8.59306349e-01,\n",
       "         6.07105340e-01, 1.06297365e-02, 1.05565562e-02, 1.88883311e-02,\n",
       "         1.08509577e-01, 8.26105577e-01, 5.01138594e-02, 1.13692391e-02,\n",
       "         1.27854566e-01, 2.84932162e-01, 3.20147293e-01, 5.47828394e-03,\n",
       "         1.99779851e-02, 6.94516070e-02, 1.87616270e-02, 5.05635968e-01,\n",
       "         1.72867234e-01, 2.36177134e-01, 2.99279691e-01, 1.07557511e-01,\n",
       "         1.73087185e-02, 2.41548515e-02, 9.63056015e-02, 4.72117054e-01,\n",
       "         3.53383077e-03, 6.99986275e-01, 1.09980828e-01, 2.16653415e-03,\n",
       "         3.39872235e-03, 4.11395711e-03, 6.90549442e-02, 1.25426808e-01,\n",
       "         3.75560069e-03, 4.56203447e-02, 5.52876244e-01, 2.12605468e-01]),\n",
       "  array([0.02025557, 0.0020509 , 0.03259927, 0.18935832, 0.37873652,\n",
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       "         0.06521006, 0.2729958 , 0.00873183, 0.59643862, 0.00535929,\n",
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       "         0.80066319, 0.01331699, 0.90208185, 0.24284144, 0.56778209,\n",
       "         0.47357014, 0.91384638, 0.35205688, 0.38048803, 0.89261018,\n",
       "         0.89439818, 0.66551216, 0.59727603, 0.29433101, 0.67099783,\n",
       "         0.21384043, 0.15592018, 0.5127615 , 0.96214178, 0.61672817,\n",
       "         0.20595693, 0.37363845, 0.00203208, 0.12758375, 0.16170018,\n",
       "         0.11563695, 0.12497054, 0.16841966, 0.02479076, 0.32160887,\n",
       "         0.0276306 , 0.17365092, 0.01967581, 0.94370214, 0.0019906 ,\n",
       "         0.00735158, 0.02349404, 0.2368578 , 0.19073856, 0.08611297,\n",
       "         0.51387415, 0.05719758, 0.79430227, 0.02657943, 0.1711406 ,\n",
       "         0.39342374, 0.6901871 , 0.32134421, 0.34506394, 0.50347947,\n",
       "         0.33966471, 0.22688817, 0.00156487, 0.14917552, 0.79479836,\n",
       "         0.03161639, 1.        , 0.80081017, 0.16810256, 0.85504483,\n",
       "         0.0217504 , 0.15679686, 0.22061949, 0.74779166, 0.08033994,\n",
       "         0.12966031, 0.27309848, 0.30759124, 0.9889718 , 0.67171354,\n",
       "         0.79709599, 0.37498496, 0.28960895, 0.63722116, 0.06037576,\n",
       "         0.47328029, 0.73549655, 0.36117459, 0.08117805, 0.00140542,\n",
       "         0.78439161, 0.06089202, 0.28043479, 0.76842162, 0.45376049,\n",
       "         0.13220808, 0.29027857, 0.89885983, 0.37101134, 0.00806945,\n",
       "         0.87134264, 0.40866786, 0.49035527, 0.38042215, 0.83189828,\n",
       "         0.75110307, 0.45281601, 0.25236366, 0.03761695, 0.16273017,\n",
       "         0.90678437, 0.72113478, 0.63393044, 0.02689015, 0.81290215,\n",
       "         0.43493329, 0.59350724, 0.11208749, 0.856187  , 0.25069989,\n",
       "         0.86097178, 0.73311281, 0.2936993 , 0.2942822 , 0.59400949,\n",
       "         0.07824591, 0.01244077, 0.90566339, 0.36087468, 0.00670066,\n",
       "         0.14865897, 0.06124717, 0.20980016, 0.11990883, 0.03711263,\n",
       "         0.9357002 , 0.00933039, 0.12091663, 0.25973866, 0.46051148,\n",
       "         0.03899445, 0.81301636, 0.34558032, 0.73410561, 0.28449605,\n",
       "         0.1353829 , 0.92535838, 0.61343422, 0.67545447, 0.61145829,\n",
       "         0.99959342, 0.59360837, 0.80469435, 0.00726069, 0.20872871,\n",
       "         0.30769303, 0.29639677, 0.05733209, 0.26526163, 0.04541484,\n",
       "         0.18022526, 0.92611975, 0.82262047, 0.57378084, 0.20864366,\n",
       "         0.82939051, 0.10710687, 0.95040879, 0.51485942, 0.339002  ,\n",
       "         0.25006004, 0.12421421, 0.47084797, 0.78141517, 0.85278507,\n",
       "         0.58309456, 0.24056539, 0.30514145, 0.28930501, 0.20171217,\n",
       "         0.30391842, 0.31333138, 0.52124979, 0.78879406, 0.03495581,\n",
       "         0.3523972 , 0.67797488, 0.90061616, 0.03995917, 0.02118414]),\n",
       "  array([2.72946042e-01, 3.98636588e-03, 7.55971472e-01, 6.39729642e-01,\n",
       "         1.54569532e-01, 2.48762588e-02, 4.54407848e-01, 2.91641491e-01,\n",
       "         6.37550781e-01, 7.00159213e-01, 2.55466118e-04, 9.12636653e-01,\n",
       "         4.85070685e-01, 3.74318899e-01, 3.57245680e-02, 2.15432345e-01,\n",
       "         8.76217372e-02, 1.57026497e-01, 7.35459631e-02, 2.34947115e-01,\n",
       "         8.86062629e-02, 1.83137982e-04, 2.13373801e-01, 1.05055183e-02,\n",
       "         1.60624186e-02, 4.41461205e-02, 2.60363402e-01, 1.64600872e-01,\n",
       "         2.19271319e-01, 1.64036296e-01, 1.52919085e-01, 1.23654689e-01,\n",
       "         5.06392255e-01, 6.80532100e-03, 6.66022443e-02, 4.44965649e-01,\n",
       "         9.87995048e-01, 7.11513015e-01, 1.19982312e-01, 1.86457669e-01,\n",
       "         1.01747908e-02, 7.24297272e-01, 1.11854938e-02, 6.66066685e-01,\n",
       "         9.16783512e-03, 2.19139324e-02, 7.91480908e-02, 1.50701073e-01,\n",
       "         8.83273800e-03, 2.02347532e-01, 7.24681449e-01, 6.92257531e-03,\n",
       "         7.35189750e-04, 2.88961170e-01, 2.74608388e-02, 1.05765157e-01,\n",
       "         1.58711670e-03, 6.42996244e-02, 6.41575048e-01, 1.18169440e-01,\n",
       "         7.54577460e-01, 3.92304071e-02, 1.23548952e-01, 4.04737989e-03,\n",
       "         2.98381495e-01, 4.46309459e-02, 1.06484977e-01, 4.52487578e-02,\n",
       "         5.87930440e-01, 7.65676349e-01, 1.02461348e-02, 1.44957761e-01,\n",
       "         5.85117794e-02, 1.11872048e-02, 4.18281629e-02, 9.90162281e-03,\n",
       "         1.68102561e-01, 4.32948068e-01, 1.00000000e+00, 6.13028237e-02,\n",
       "         2.88506131e-03, 4.97972421e-01, 9.87672141e-03, 9.35007256e-02,\n",
       "         3.76245562e-01, 3.68138581e-01, 8.79521214e-01, 2.05234840e-02,\n",
       "         1.43885573e-01, 1.56643376e-01, 3.19930758e-01, 1.08537029e-01,\n",
       "         7.69502499e-01, 4.37377015e-02, 5.62085027e-03, 2.16196308e-02,\n",
       "         5.04811835e-01, 5.51781572e-01, 1.53433002e-01, 3.15270944e-02,\n",
       "         2.29466209e-01, 2.21836397e-01, 7.69094877e-01, 4.86360663e-01,\n",
       "         4.31534803e-01, 3.68085329e-01, 7.81841305e-01, 9.35684975e-02,\n",
       "         1.79346272e-01, 3.07322335e-01, 8.73429675e-02, 8.34569797e-02,\n",
       "         1.48308631e-02, 2.64108526e-01, 1.58738757e-01, 3.25465547e-02,\n",
       "         8.10579306e-02, 1.30687482e-02, 5.72490414e-01, 1.67209678e-01,\n",
       "         1.67129083e-01, 3.33183167e-01, 2.98736023e-01, 9.70859655e-02,\n",
       "         1.41353886e-01, 7.33125411e-01, 4.61137692e-01, 1.88359957e-01,\n",
       "         1.71800781e-01, 6.09996684e-03, 5.81348798e-02, 1.33718706e-01,\n",
       "         4.10504307e-03, 4.21398740e-01, 1.77943389e-01, 1.83187631e-01,\n",
       "         2.40668174e-01, 1.62050849e-01, 5.14397333e-01, 4.87874071e-05,\n",
       "         5.12765466e-02, 6.24268930e-03, 1.68802380e-01, 6.85300534e-03,\n",
       "         5.32990126e-02, 1.79268520e-01, 4.99976926e-01, 3.86111939e-02,\n",
       "         1.47795983e-01, 1.09077203e-01, 1.22033140e-03, 4.25425757e-01,\n",
       "         7.42577590e-01, 4.67197640e-02, 5.96178847e-01, 4.40686486e-02,\n",
       "         7.42710545e-02, 1.60123434e-01, 3.68794765e-01, 3.07590917e-01,\n",
       "         1.75532735e-01, 6.83234267e-01, 5.48615318e-02, 1.67599153e-03,\n",
       "         2.41481009e-02, 9.25027140e-01, 9.34407665e-01, 1.86348313e-04,\n",
       "         4.86224586e-03, 4.55466817e-03, 8.20395198e-01, 1.91062503e-01,\n",
       "         2.12613182e-01, 1.53099797e-01, 3.09724301e-01, 1.56992681e-01,\n",
       "         9.00742858e-01, 1.75802945e-01, 1.01452292e-02, 6.48564259e-02,\n",
       "         5.07187778e-01, 3.58070953e-01, 2.41155913e-01, 3.32108229e-01,\n",
       "         3.77838309e-01, 6.96428511e-01, 6.80140102e-01, 1.62270658e-01,\n",
       "         7.88842115e-01, 6.01941348e-02, 6.30798836e-03, 3.27549024e-03,\n",
       "         4.68500786e-01, 9.95220618e-02, 4.02545661e-01, 5.92219433e-01,\n",
       "         2.89604471e-01, 3.47588829e-01, 8.18720435e-02, 1.45871864e-01]),\n",
       "  array([1.01571214e-02, 2.88529061e-03, 9.18025584e-03, 1.06362383e-01,\n",
       "         4.04486937e-01, 7.25114415e-02, 1.38384995e-01, 2.09345273e-01,\n",
       "         2.97194684e-02, 3.15616962e-01, 2.05283357e-01, 1.26161367e-01,\n",
       "         1.73735755e-03, 4.75539757e-01, 4.46927163e-03, 3.06953935e-01,\n",
       "         2.94020517e-01, 6.08861957e-01, 1.54214240e-02, 7.42234333e-01,\n",
       "         6.14314353e-01, 4.93496963e-02, 8.15947750e-01, 4.75191907e-01,\n",
       "         8.74495135e-01, 6.89467193e-01, 6.19678085e-01, 3.67324135e-01,\n",
       "         3.63892446e-01, 8.74172010e-01, 8.90582755e-01, 4.12320795e-01,\n",
       "         4.15479287e-01, 5.93299333e-01, 8.61762148e-01, 1.46406243e-01,\n",
       "         5.32639900e-02, 2.91866721e-01, 9.52925801e-01, 6.24134954e-01,\n",
       "         4.08140590e-01, 1.48917442e-01, 2.03631892e-03, 6.46368648e-02,\n",
       "         3.27463004e-01, 1.91049027e-01, 1.46699700e-01, 1.67700129e-01,\n",
       "         4.31598105e-02, 3.12027778e-01, 6.69548857e-03, 3.68728011e-01,\n",
       "         5.86621684e-02, 7.28181816e-01, 1.42481238e-03, 4.30412281e-03,\n",
       "         6.09775510e-02, 3.14782796e-01, 1.07107961e-01, 8.40484339e-02,\n",
       "         2.51585778e-01, 7.41811343e-02, 8.65814145e-01, 5.67515396e-02,\n",
       "         1.33584618e-01, 5.77755147e-01, 8.00743444e-01, 4.71583508e-01,\n",
       "         2.20351664e-01, 2.45163783e-01, 6.41564444e-01, 2.37167190e-01,\n",
       "         7.55605167e-04, 2.90460558e-01, 9.85635976e-01, 5.52373384e-02,\n",
       "         8.55044828e-01, 5.62323350e-01, 6.13028237e-02, 1.00000000e+00,\n",
       "         4.91409947e-02, 9.66672900e-02, 4.38219187e-01, 5.36058446e-01,\n",
       "         4.91877915e-02, 8.84629478e-02, 1.31160164e-01, 5.31020568e-01,\n",
       "         9.13134381e-01, 7.09612311e-01, 4.70523878e-01, 1.78871778e-01,\n",
       "         1.05509167e-01, 8.86059759e-01, 1.29374181e-01, 7.71830452e-01,\n",
       "         4.14497813e-01, 2.39034880e-01, 7.15579754e-02, 8.63481675e-04,\n",
       "         7.24296405e-01, 4.40597438e-02, 1.00969372e-01, 5.08755439e-01,\n",
       "         3.40815677e-01, 9.05368681e-02, 1.54093822e-01, 9.79224210e-01,\n",
       "         3.78069191e-01, 2.79114934e-03, 9.77694736e-01, 5.18716099e-01,\n",
       "         8.16363788e-01, 3.41425297e-01, 8.42557305e-01, 9.60989540e-01,\n",
       "         5.78496961e-01, 4.75665413e-01, 8.05115589e-03, 1.55732064e-01,\n",
       "         8.77315844e-01, 5.91852066e-01, 3.26915523e-01, 2.24637916e-02,\n",
       "         5.57202663e-01, 2.46222509e-01, 4.32434486e-01, 9.70692538e-02,\n",
       "         5.85075530e-01, 5.25094010e-01, 9.96768396e-01, 7.97641888e-01,\n",
       "         6.02044181e-01, 2.15415410e-01, 6.10690216e-01, 1.98126209e-02,\n",
       "         5.75200399e-03, 8.83697492e-01, 2.46958132e-01, 2.95751727e-02,\n",
       "         2.01799374e-01, 1.28422427e-01, 2.06870651e-01, 2.55440105e-01,\n",
       "         4.07202081e-02, 8.73006930e-01, 2.13434769e-03, 1.73523316e-01,\n",
       "         2.73557601e-01, 5.45474926e-01, 1.09793442e-01, 5.71721825e-01,\n",
       "         1.92956355e-01, 6.50188788e-01, 1.76612665e-01, 1.89696709e-01,\n",
       "         9.57819548e-01, 6.48966491e-01, 5.36745453e-01, 5.25110426e-01,\n",
       "         8.50516656e-01, 3.28352274e-01, 9.92103854e-01, 1.62423039e-02,\n",
       "         3.49338482e-01, 1.25310971e-01, 1.19685358e-01, 1.84937456e-01,\n",
       "         5.59881061e-01, 9.95715530e-02, 8.58288133e-02, 6.65698715e-01,\n",
       "         7.69510115e-01, 6.16869510e-01, 1.65368486e-01, 5.63583174e-01,\n",
       "         4.13066461e-02, 8.81549271e-01, 7.84478216e-01, 4.57097896e-01,\n",
       "         1.65096965e-01, 8.50722466e-02, 4.40554949e-01, 6.32123269e-01,\n",
       "         5.35181711e-01, 3.09237707e-01, 1.35877809e-01, 3.16524957e-01,\n",
       "         1.05919721e-01, 2.69579521e-01, 6.11404763e-01, 4.56180265e-01,\n",
       "         2.35447283e-01, 5.78273317e-01, 1.67571461e-02, 2.24620545e-01,\n",
       "         3.64269938e-01, 6.58076372e-01, 3.84923063e-02, 1.42763387e-02]),\n",
       "  array([2.40406887e-02, 3.20171548e-01, 8.91343162e-04, 4.02125121e-02,\n",
       "         2.91849081e-01, 7.26827467e-01, 8.83187908e-02, 1.79610497e-01,\n",
       "         1.40841456e-02, 1.49471658e-02, 5.36430982e-02, 1.11407799e-02,\n",
       "         7.07962473e-05, 9.18041829e-02, 1.14408748e-01, 2.42545714e-01,\n",
       "         4.43289106e-04, 2.05284762e-01, 1.72402126e-01, 8.23587013e-02,\n",
       "         3.14708394e-03, 4.81839187e-01, 6.06371561e-02, 3.87347304e-01,\n",
       "         5.40825785e-02, 2.81160412e-01, 7.93364768e-03, 2.90201256e-01,\n",
       "         2.26951136e-01, 7.16081997e-02, 7.17069127e-02, 1.19198086e-03,\n",
       "         5.25688109e-02, 1.79680089e-01, 1.57801854e-01, 9.31164841e-02,\n",
       "         1.75169040e-03, 2.18680376e-02, 4.01366184e-02, 1.69969070e-01,\n",
       "         4.71592328e-01, 1.54898615e-03, 1.39007239e-01, 2.64962130e-02,\n",
       "         5.78748662e-01, 7.75315850e-01, 4.94881152e-01, 3.28633243e-01,\n",
       "         8.69686950e-01, 2.56155352e-01, 2.73192163e-04, 4.68007288e-01,\n",
       "         7.96145636e-01, 2.76897726e-02, 4.82496377e-02, 3.60887323e-02,\n",
       "         9.35995934e-01, 5.16021701e-01, 4.00718372e-02, 3.24409535e-01,\n",
       "         6.94623517e-03, 6.07188436e-01, 1.12953399e-01, 9.94815108e-01,\n",
       "         1.58312910e-01, 3.66629466e-01, 1.62646464e-01, 4.51750814e-01,\n",
       "         5.71218903e-02, 6.95921266e-03, 2.01189661e-01, 3.46877731e-01,\n",
       "         9.69877799e-03, 6.59603611e-01, 4.10411867e-02, 8.90716576e-01,\n",
       "         2.17504046e-02, 3.20107540e-02, 2.88506131e-03, 4.91409947e-02,\n",
       "         1.00000000e+00, 6.43121233e-02, 4.25983965e-01, 2.10911886e-03,\n",
       "         6.57677753e-02, 9.98614420e-02, 1.43004275e-02, 3.97549892e-01,\n",
       "         3.09178237e-02, 1.60593932e-01, 4.21047990e-03, 1.77945533e-04,\n",
       "         1.04167651e-03, 1.42832298e-01, 9.01345732e-01, 1.83086821e-01,\n",
       "         7.42525953e-03, 6.52975123e-02, 2.42228427e-01, 2.43067380e-02,\n",
       "         9.43834815e-02, 1.23911235e-01, 9.71666874e-04, 2.54727781e-02,\n",
       "         9.45755180e-02, 1.01134135e-01, 2.48454214e-02, 5.86326237e-02,\n",
       "         2.67797052e-01, 3.19732058e-03, 6.76218891e-02, 3.50281495e-01,\n",
       "         1.01757684e-01, 1.91147312e-01, 9.50020726e-02, 3.46010896e-02,\n",
       "         3.17804548e-01, 4.16480294e-01, 4.61723040e-05, 2.97693585e-01,\n",
       "         6.60908520e-02, 7.83043854e-02, 1.47690204e-03, 1.78524910e-01,\n",
       "         2.97956802e-03, 2.57945025e-02, 6.49928834e-02, 2.29952103e-01,\n",
       "         4.03183818e-03, 2.32563413e-01, 4.04973953e-02, 1.39570064e-01,\n",
       "         7.81293864e-02, 1.08934690e-01, 1.83440394e-01, 1.05713394e-05,\n",
       "         1.50578136e-02, 6.69210101e-02, 7.54623542e-02, 3.06168917e-01,\n",
       "         6.13520162e-01, 9.08366995e-01, 3.07361208e-01, 6.65135076e-01,\n",
       "         4.05558849e-01, 5.42661341e-02, 2.26184896e-04, 6.84072350e-01,\n",
       "         3.38205997e-01, 2.94981599e-01, 6.95126837e-01, 3.08862611e-02,\n",
       "         2.91708983e-02, 3.29106991e-03, 5.54440333e-02, 6.51068702e-01,\n",
       "         2.38481496e-02, 1.84455797e-01, 7.72922364e-02, 1.14225779e-01,\n",
       "         2.27027580e-02, 1.38998552e-02, 6.52035483e-02, 8.94534834e-01,\n",
       "         6.01865451e-01, 3.56091826e-03, 3.50083901e-03, 4.03280392e-02,\n",
       "         1.51946171e-01, 9.47679484e-01, 1.71428270e-02, 7.01886884e-03,\n",
       "         8.68622060e-02, 2.05903114e-01, 1.60816581e-01, 3.32980502e-03,\n",
       "         5.71818262e-03, 4.90499625e-02, 2.23125694e-02, 4.24375411e-01,\n",
       "         7.65300570e-02, 1.01708813e-01, 1.86316064e-01, 6.40164147e-02,\n",
       "         9.08796225e-03, 1.03169297e-02, 3.79551710e-02, 3.07124029e-01,\n",
       "         1.13982502e-03, 5.52694987e-01, 1.48175483e-01, 2.73472115e-03,\n",
       "         1.39538081e-03, 2.72996502e-03, 2.10434307e-02, 5.59412036e-02,\n",
       "         1.84083719e-03, 2.61982148e-02, 2.92257526e-01, 8.12851773e-02]),\n",
       "  array([1.03872288e-02, 3.32287854e-02, 1.59243318e-03, 5.71439622e-02,\n",
       "         4.84925051e-01, 3.25064415e-01, 1.07080229e-01, 2.17908374e-01,\n",
       "         1.42838289e-02, 7.23762491e-02, 4.06816964e-01, 3.19904634e-02,\n",
       "         1.58421117e-04, 2.61842640e-01, 1.83305882e-02, 3.45971122e-01,\n",
       "         1.74613288e-02, 5.37027879e-01, 4.59875936e-02, 3.64716754e-01,\n",
       "         7.58229562e-02, 4.83030630e-01, 3.40106805e-01, 9.97393150e-01,\n",
       "         5.30367489e-01, 8.52932556e-01, 9.96938797e-02, 4.47871615e-01,\n",
       "         3.74788312e-01, 4.05247314e-01, 4.15780522e-01, 3.37390097e-02,\n",
       "         1.71967849e-01, 8.56656381e-01, 6.94496306e-01, 1.14638633e-01,\n",
       "         7.02880790e-03, 8.25778019e-02, 3.41075541e-01, 4.82768126e-01,\n",
       "         9.96594566e-01, 1.40722544e-02, 1.44811978e-02, 3.28860126e-02,\n",
       "         9.66540535e-01, 6.63963823e-01, 3.54689907e-01, 2.83500422e-01,\n",
       "         2.99097243e-01, 3.63393417e-01, 7.21373413e-04, 9.91207438e-01,\n",
       "         5.45772758e-01, 2.02611489e-01, 5.75040409e-03, 8.35237174e-03,\n",
       "         5.30367693e-01, 6.31778615e-01, 5.72883081e-02, 1.83610735e-01,\n",
       "         4.19159774e-02, 2.78882758e-01, 5.29974828e-01, 4.41672971e-01,\n",
       "         1.50148361e-01, 8.60453078e-01, 6.17570748e-01, 8.28690908e-01,\n",
       "         1.13302073e-01, 4.11165619e-02, 8.89290296e-01, 3.71244798e-01,\n",
       "         1.47966802e-03, 9.17563538e-01, 4.24500488e-01, 3.50949909e-01,\n",
       "         2.20619492e-01, 1.70020209e-01, 9.87672141e-03, 4.38219187e-01,\n",
       "         4.25983965e-01, 7.05536391e-02, 1.00000000e+00, 5.61716626e-02,\n",
       "         4.72882455e-02, 8.70357827e-02, 3.74028039e-02, 9.68967599e-01,\n",
       "         2.82099036e-01, 5.28219295e-01, 5.82865945e-02, 7.63623890e-03,\n",
       "         9.05017603e-03, 7.25339419e-01, 6.96217549e-01, 8.44578615e-01,\n",
       "         6.53191748e-02, 1.29375920e-01, 1.36058065e-01, 2.84366849e-03,\n",
       "         3.85261208e-01, 6.58146442e-02, 8.48703257e-03, 1.38995031e-01,\n",
       "         2.06548451e-01, 8.89780748e-02, 5.59850284e-02, 4.37686203e-01,\n",
       "         4.32425906e-01, 1.55734998e-03, 4.74842132e-01, 7.00443735e-01,\n",
       "         7.01323645e-01, 3.19095360e-01, 4.57061596e-01, 4.00747495e-01,\n",
       "         7.22758856e-01, 9.95616739e-01, 3.54183750e-04, 2.52065192e-01,\n",
       "         3.89185342e-01, 2.86763953e-01, 2.74321525e-02, 5.75811078e-02,\n",
       "         6.36236295e-02, 7.93770361e-02, 1.99495274e-01, 1.57459448e-01,\n",
       "         7.38069244e-02, 9.12763639e-01, 4.01113157e-01, 5.48735425e-01,\n",
       "         6.26538384e-01, 1.62708505e-01, 4.97989158e-01, 3.85621187e-04,\n",
       "         5.72068081e-03, 3.95666664e-01, 1.43842887e-01, 3.43498889e-01,\n",
       "         5.28903223e-01, 6.82705377e-01, 3.10220228e-01, 9.19893445e-01,\n",
       "         1.43884584e-01, 3.47586493e-01, 3.21828154e-04, 5.29259668e-01,\n",
       "         4.02707718e-01, 6.35330179e-01, 7.15769680e-01, 1.69460069e-01,\n",
       "         7.12821510e-02, 9.01447960e-02, 9.57873044e-02, 5.36239267e-01,\n",
       "         2.87872217e-01, 5.30187007e-01, 2.61866513e-01, 3.23013209e-01,\n",
       "         2.22829814e-01, 7.20407904e-02, 5.11072859e-01, 2.08577228e-01,\n",
       "         8.68947144e-01, 1.80828192e-02, 1.73482449e-02, 3.47798207e-01,\n",
       "         8.04057668e-01, 6.19504136e-01, 3.10186205e-02, 1.04028107e-01,\n",
       "         3.90539542e-01, 5.45051002e-01, 1.73861075e-01, 6.65029192e-02,\n",
       "         1.07779235e-02, 3.34000645e-01, 3.44719773e-01, 7.38464143e-01,\n",
       "         1.10363146e-01, 8.59365913e-02, 3.80871504e-01, 2.71658173e-01,\n",
       "         9.03804995e-02, 5.94861607e-02, 6.49196231e-02, 4.17213082e-01,\n",
       "         9.44572641e-03, 5.94910117e-01, 8.05597684e-01, 1.02983753e-01,\n",
       "         1.97100367e-02, 6.64591038e-02, 1.27784448e-02, 1.13469861e-01,\n",
       "         3.31055259e-02, 1.78139523e-01, 1.09238658e-01, 2.66889983e-02]),\n",
       "  array([3.30618277e-03, 1.09044421e-04, 1.39386986e-02, 5.65492398e-02,\n",
       "         9.88613920e-02, 5.78898385e-03, 5.28907128e-02, 6.03882893e-02,\n",
       "         1.81690878e-02, 3.32580811e-01, 2.67288200e-02, 1.27383768e-01,\n",
       "         4.74606998e-03, 2.30258606e-01, 4.30518547e-04, 8.07790715e-02,\n",
       "         9.03590263e-01, 1.90204690e-01, 1.90933984e-03, 3.83015443e-01,\n",
       "         9.91089993e-01, 1.73165209e-03, 4.80602378e-01, 6.53271564e-02,\n",
       "         3.41142107e-01, 1.53943813e-01, 8.30223987e-01, 8.90113088e-02,\n",
       "         1.02785342e-01, 4.65084432e-01, 4.69502144e-01, 9.66599892e-01,\n",
       "         2.60114596e-01, 1.09309221e-01, 2.78296396e-01, 5.52450960e-02,\n",
       "         9.66159518e-02, 2.58373383e-01, 6.21961776e-01, 2.19012390e-01,\n",
       "         4.95845759e-02, 3.41490574e-01, 1.21535166e-04, 3.66840917e-02,\n",
       "         3.40315448e-02, 1.81884212e-02, 2.00609736e-02, 3.16052348e-02,\n",
       "         2.34057306e-03, 7.96473688e-02, 1.53551133e-02, 4.08829277e-02,\n",
       "         2.24423863e-03, 6.12685039e-01, 1.43582343e-04, 8.12565791e-04,\n",
       "         2.53488976e-03, 4.86644916e-02, 5.71524914e-02, 1.29590179e-02,\n",
       "         3.51077807e-01, 6.97961156e-03, 3.60626242e-01, 2.68685581e-03,\n",
       "         3.67266828e-02, 1.11015088e-01, 2.73641574e-01, 7.93999963e-02,\n",
       "         1.18098294e-01, 3.40704824e-01, 1.23809368e-01, 4.70481220e-02,\n",
       "         1.47490455e-04, 2.88289606e-02, 5.29153231e-01, 3.20853653e-03,\n",
       "         7.47791658e-01, 4.51614381e-01, 9.35007256e-02, 5.36058446e-01,\n",
       "         2.10911886e-03, 3.94477339e-02, 5.61716626e-02, 1.00000000e+00,\n",
       "         1.61280165e-02, 2.78317790e-02, 1.19588289e-01, 8.38328066e-02,\n",
       "         6.80404373e-01, 2.54449566e-01, 7.99938479e-01, 7.45387230e-01,\n",
       "         2.66420465e-01, 2.77890519e-01, 8.22004114e-03, 1.85598608e-01,\n",
       "         5.87053883e-01, 1.22042360e-01, 1.25961221e-02, 1.05726588e-04,\n",
       "         3.49544054e-01, 9.80547859e-03, 2.59765945e-01, 4.48612967e-01,\n",
       "         1.54782422e-01, 2.84870636e-02, 1.13348287e-01, 5.24478194e-01,\n",
       "         9.69000086e-02, 1.59477375e-03, 4.86982130e-01, 1.11154971e-01,\n",
       "         2.37164928e-01, 1.05633238e-01, 3.92549927e-01, 5.25924634e-01,\n",
       "         1.31730638e-01, 6.60575319e-02, 3.87862836e-02, 3.06432389e-02,\n",
       "         4.84721220e-01, 3.15494310e-01, 7.80756954e-01, 3.14972628e-03,\n",
       "         9.79683447e-01, 1.96594724e-01, 2.45826486e-01, 1.94727073e-02,\n",
       "         9.50531814e-01, 8.27343949e-02, 5.73229977e-01, 3.02732947e-01,\n",
       "         1.43602587e-01, 8.24873688e-02, 2.04753065e-01, 1.76799376e-01,\n",
       "         1.94752583e-03, 4.83776411e-01, 1.18067490e-01, 8.72344220e-04,\n",
       "         2.50914307e-02, 8.27745312e-03, 4.29961065e-02, 2.24031932e-02,\n",
       "         4.17049003e-03, 5.29927449e-01, 3.78716287e-03, 1.88897784e-02,\n",
       "         5.69066638e-02, 1.33488323e-01, 5.64941509e-03, 4.66373863e-01,\n",
       "         1.38572894e-01, 9.27367811e-01, 9.12470336e-02, 2.20550147e-02,\n",
       "         7.12205283e-01, 2.15956020e-01, 2.86487604e-01, 2.29092690e-01,\n",
       "         7.35561699e-01, 3.58353875e-01, 4.62157966e-01, 5.10242518e-04,\n",
       "         4.33340858e-02, 2.03922362e-01, 1.94423616e-01, 2.49803837e-02,\n",
       "         1.02597381e-01, 5.60648103e-03, 6.48698731e-02, 9.01703899e-01,\n",
       "         3.84513040e-01, 1.92155087e-01, 4.78048059e-02, 9.66970609e-01,\n",
       "         4.23493403e-02, 5.57448807e-01, 3.96837016e-01, 8.37948472e-02,\n",
       "         7.12375461e-02, 2.61854816e-02, 1.43796261e-01, 3.72002382e-01,\n",
       "         7.01096913e-01, 3.78250457e-01, 7.92524677e-02, 7.21572930e-02,\n",
       "         2.58999462e-01, 3.85861075e-02, 1.21245581e-01, 3.96797032e-01,\n",
       "         5.79339782e-01, 9.97235878e-01, 6.96248979e-03, 1.22149954e-01,\n",
       "         8.09178957e-01, 5.72545775e-01, 4.82812269e-03, 2.69565154e-03]),\n",
       "  array([8.44202127e-01, 1.53708940e-01, 3.43563739e-01, 8.71133179e-01,\n",
       "         4.32554373e-01, 3.03700155e-01, 8.95631852e-01, 7.58030308e-01,\n",
       "         8.32661782e-01, 3.43542400e-01, 8.63696423e-04, 5.41609024e-01,\n",
       "         1.16038781e-01, 4.58651976e-01, 4.85072176e-01, 5.85374464e-01,\n",
       "         8.27672833e-03, 3.03475625e-01, 6.75101289e-01, 2.38685944e-01,\n",
       "         1.81394312e-02, 3.99308574e-03, 1.77979427e-01, 4.57361702e-02,\n",
       "         1.71513013e-02, 1.13844053e-01, 7.69664863e-02, 4.74359587e-01,\n",
       "         5.33124700e-01, 1.50850165e-01, 1.40923903e-01, 1.67436285e-02,\n",
       "         4.63503363e-01, 1.86512983e-02, 1.07494908e-01, 8.84283972e-01,\n",
       "         2.99639549e-01, 4.44676968e-01, 8.04108558e-02, 3.13995707e-01,\n",
       "         5.29087058e-02, 1.38337763e-01, 2.74829913e-01, 8.83838068e-01,\n",
       "         5.94268673e-02, 1.87132792e-01, 4.97798733e-01, 6.55905873e-01,\n",
       "         1.69965000e-01, 5.67450441e-01, 1.96476516e-01, 3.93603757e-02,\n",
       "         1.63985264e-02, 1.57377117e-01, 3.87903724e-01, 6.67376746e-01,\n",
       "         3.44328784e-02, 3.07931445e-01, 8.69048227e-01, 7.06182318e-01,\n",
       "         2.63852497e-01, 4.04399336e-01, 1.52447641e-01, 8.27967817e-02,\n",
       "         8.71893341e-01, 1.43490548e-01, 1.69510333e-01, 1.77660941e-01,\n",
       "         7.22622692e-01, 2.70439710e-01, 2.74116456e-02, 5.64296987e-01,\n",
       "         4.02101323e-01, 7.99104582e-02, 3.21319932e-02, 1.71345114e-01,\n",
       "         8.03399389e-02, 2.70324837e-01, 3.76245562e-01, 4.91877915e-02,\n",
       "         6.57677753e-02, 9.46695931e-01, 4.72882455e-02, 1.61280165e-02,\n",
       "         1.00000000e+00, 9.64937684e-01, 5.92545467e-01, 7.92036151e-02,\n",
       "         8.29573200e-02, 2.47712200e-01, 7.27904113e-02, 7.41577452e-03,\n",
       "         1.35382388e-01, 6.97643214e-02, 7.35762325e-02, 4.60216193e-02,\n",
       "         1.56325603e-01, 7.11585936e-01, 8.06598020e-01, 3.69615998e-01,\n",
       "         2.54819202e-01, 9.40696016e-01, 1.32645084e-01, 2.74888972e-01,\n",
       "         6.07454125e-01, 9.62134914e-01, 6.78744872e-01, 7.90254004e-02,\n",
       "         4.82869916e-01, 5.28172812e-01, 8.06167908e-02, 2.52215763e-01,\n",
       "         2.33905122e-02, 5.85310751e-01, 1.74179807e-01, 2.37595299e-02,\n",
       "         2.22483256e-01, 5.75309592e-02, 5.52620408e-02, 7.01218931e-01,\n",
       "         1.46428844e-01, 3.45988156e-01, 4.47579486e-02, 7.47161061e-01,\n",
       "         2.75159926e-02, 5.37457794e-01, 4.72575116e-01, 8.23146930e-01,\n",
       "         3.77599717e-02, 2.06057540e-02, 4.22525659e-02, 1.90099010e-01,\n",
       "         7.52993974e-03, 7.81413385e-01, 3.17437612e-01, 6.19593507e-03,\n",
       "         7.42674594e-01, 1.43106658e-01, 7.15493631e-01, 1.22229299e-03,\n",
       "         3.36079045e-01, 8.11983862e-02, 6.38188186e-01, 5.53778244e-02,\n",
       "         5.43826519e-01, 1.39803283e-01, 2.07918509e-01, 2.97417374e-01,\n",
       "         5.32717907e-01, 2.83241606e-01, 1.81189099e-02, 2.59189421e-01,\n",
       "         6.45043806e-01, 1.04114248e-02, 7.90034561e-01, 3.12579603e-01,\n",
       "         3.96354071e-02, 2.83145129e-01, 3.91017577e-01, 4.18610897e-01,\n",
       "         8.56135842e-02, 3.17679107e-01, 5.24243670e-02, 6.16165428e-02,\n",
       "         1.37058047e-01, 2.91994802e-01, 2.97525566e-01, 5.85905977e-04,\n",
       "         1.30064421e-02, 7.03996814e-02, 7.37974878e-01, 5.33196472e-02,\n",
       "         2.21989429e-01, 2.95728608e-01, 8.30036824e-01, 3.19035827e-02,\n",
       "         5.93339393e-01, 1.29428373e-01, 7.37449521e-03, 2.37730362e-01,\n",
       "         8.44611137e-01, 9.67461668e-01, 4.78723819e-01, 3.00079507e-01,\n",
       "         1.22020113e-01, 2.80833076e-01, 8.02196952e-01, 5.14903111e-01,\n",
       "         1.45175760e-01, 3.22537053e-01, 1.54930601e-02, 1.08493813e-03,\n",
       "         7.36654271e-02, 1.90249899e-02, 8.89132257e-01, 7.13015293e-01,\n",
       "         4.70237680e-02, 1.87024766e-01, 6.74283805e-01, 8.33406778e-01]),\n",
       "  array([3.81357403e-01, 1.51610164e-02, 5.68925836e-01, 8.78813342e-01,\n",
       "         3.59022454e-01, 8.45700720e-02, 7.38509543e-01, 5.65475677e-01,\n",
       "         7.39011617e-01, 8.44966926e-01, 1.27541214e-03, 9.95826613e-01,\n",
       "         2.66907059e-01, 6.46298665e-01, 8.40395145e-02, 4.60273643e-01,\n",
       "         9.01763203e-02, 3.49368024e-01, 1.67412898e-01, 4.33975297e-01,\n",
       "         1.21126733e-01, 1.26912568e-03, 3.84307702e-01, 3.89455883e-02,\n",
       "         4.29251848e-02, 1.25692095e-01, 3.41142383e-01, 3.77520604e-01,\n",
       "         4.64461616e-01, 3.15586600e-01, 2.97648011e-01, 1.39108617e-01,\n",
       "         7.69621329e-01, 2.44056532e-02, 1.64777429e-01, 7.31714116e-01,\n",
       "         8.10313333e-01, 9.01359763e-01, 2.24259027e-01, 3.93521689e-01,\n",
       "         3.88392124e-02, 6.26058285e-01, 3.19771393e-02, 8.49766623e-01,\n",
       "         3.64390235e-02, 7.81788844e-02, 2.15464680e-01, 3.51070081e-01,\n",
       "         3.58874005e-02, 4.40074710e-01, 4.63297806e-01, 2.79980596e-02,\n",
       "         4.39867197e-03, 4.44115604e-01, 5.84239728e-02, 1.78526223e-01,\n",
       "         8.60466214e-03, 1.84716938e-01, 8.80642346e-01, 2.81677082e-01,\n",
       "         8.05804050e-01, 1.21105785e-01, 2.64711400e-01, 1.90567314e-02,\n",
       "         5.61454489e-01, 1.31134807e-01, 2.45274633e-01, 1.35997959e-01,\n",
       "         8.71734218e-01, 8.15562509e-01, 3.50400339e-02, 3.44683124e-01,\n",
       "         8.73671703e-02, 4.37693434e-02, 9.27044131e-02, 3.98354497e-02,\n",
       "         2.73098484e-01, 6.33585407e-01, 8.79521214e-01, 1.31160164e-01,\n",
       "         1.43004275e-02, 7.58028464e-01, 3.74028039e-02, 1.19588289e-01,\n",
       "         5.92545467e-01, 6.23591055e-01, 1.00000000e+00, 6.88367455e-02,\n",
       "         2.51845130e-01, 3.38037726e-01, 3.69693046e-01, 9.42448386e-02,\n",
       "         6.19371467e-01, 1.14129827e-01, 2.51941753e-02, 6.50883035e-02,\n",
       "         5.85558463e-01, 8.43176223e-01, 3.35969501e-01, 5.90995484e-02,\n",
       "         4.33319629e-01, 4.13673255e-01, 6.12632481e-01, 6.75701709e-01,\n",
       "         7.26696928e-01, 6.24895367e-01, 9.80664289e-01, 1.91793910e-01,\n",
       "         4.01543073e-01, 3.10748227e-01, 1.84592687e-01, 2.20237380e-01,\n",
       "         4.37434892e-02, 5.29800966e-01, 3.18988992e-01, 7.32652684e-02,\n",
       "         2.12482812e-01, 4.72764443e-02, 2.98190062e-01, 3.77418762e-01,\n",
       "         3.17076130e-01, 5.75709837e-01, 2.99726227e-01, 2.14118634e-01,\n",
       "         1.77779190e-01, 9.42518563e-01, 7.33053647e-01, 3.98831794e-01,\n",
       "         2.18668387e-01, 2.30104306e-02, 1.22111383e-01, 2.90866508e-01,\n",
       "         1.42162665e-02, 7.19775572e-01, 3.82184500e-01, 9.48643947e-02,\n",
       "         3.17920291e-01, 3.09523812e-01, 8.11405509e-01, 3.87462338e-04,\n",
       "         1.54996077e-01, 2.75464802e-02, 3.84287944e-01, 2.89321476e-02,\n",
       "         1.46489613e-01, 3.27279501e-01, 3.22818326e-01, 1.23547461e-01,\n",
       "         3.50122175e-01, 2.69705956e-01, 6.69657482e-03, 6.21429862e-01,\n",
       "         9.64405644e-01, 7.11881217e-02, 8.74540671e-01, 1.37394516e-01,\n",
       "         1.39370611e-01, 3.50387373e-01, 6.24751854e-01, 5.65753089e-01,\n",
       "         2.84879107e-01, 8.20108665e-01, 1.24202435e-01, 8.72026976e-03,\n",
       "         8.29046780e-02, 8.60114865e-01, 8.64624595e-01, 9.38154047e-04,\n",
       "         1.79473285e-02, 2.11423339e-02, 9.58932399e-01, 2.58848164e-01,\n",
       "         4.02210417e-01, 3.42229381e-01, 5.83093188e-01, 1.97250754e-01,\n",
       "         8.78430524e-01, 3.17538352e-01, 2.57401341e-02, 1.82445007e-01,\n",
       "         7.96984305e-01, 6.10275372e-01, 4.91509662e-01, 5.59101321e-01,\n",
       "         4.74221883e-01, 7.98813631e-01, 9.22430225e-01, 3.74842128e-01,\n",
       "         6.40424114e-01, 1.75861428e-01, 2.23062174e-02, 7.35408025e-03,\n",
       "         4.31524339e-01, 1.30814515e-01, 5.24452575e-01, 8.74888460e-01,\n",
       "         3.01672591e-01, 5.13851742e-01, 2.00716661e-01, 2.68133826e-01]),\n",
       "  array([1.91618979e-02, 3.90953365e-02, 3.74942475e-03, 9.86981020e-02,\n",
       "         6.24925863e-01, 3.70576327e-01, 1.70627735e-01, 3.15712587e-01,\n",
       "         2.76156924e-02, 1.24084172e-01, 3.15471318e-01, 5.98426500e-02,\n",
       "         4.35348978e-04, 3.82667278e-01, 2.71850694e-02, 4.70894013e-01,\n",
       "         2.85845841e-02, 6.88344147e-01, 6.72280493e-02, 4.99935050e-01,\n",
       "         1.09866439e-01, 3.56571525e-01, 4.65600731e-01, 9.71921142e-01,\n",
       "         5.66704470e-01, 9.48331531e-01, 1.53979214e-01, 5.83827356e-01,\n",
       "         5.07781856e-01, 5.35107931e-01, 5.44744993e-01, 5.37518089e-02,\n",
       "         2.66889103e-01, 8.17486504e-01, 8.13599980e-01, 1.81343521e-01,\n",
       "         1.50151356e-02, 1.40097276e-01, 4.45874830e-01, 6.33356725e-01,\n",
       "         9.67925992e-01, 2.77571705e-02, 1.98659839e-02, 5.96153672e-02,\n",
       "         9.32228119e-01, 7.07950048e-01, 4.42439786e-01, 3.80142539e-01,\n",
       "         3.14913734e-01, 4.90058792e-01, 1.80945333e-03, 9.33027850e-01,\n",
       "         4.46641259e-01, 2.97102530e-01, 9.17192607e-03, 1.44737910e-02,\n",
       "         4.63227367e-01, 7.40177498e-01, 9.89525855e-02, 2.49716211e-01,\n",
       "         7.57009345e-02, 3.34328649e-01, 6.68204897e-01, 4.22663180e-01,\n",
       "         2.24538150e-01, 9.55934946e-01, 7.58915931e-01, 9.23695036e-01,\n",
       "         1.83902867e-01, 7.44588317e-02, 8.74797941e-01, 4.85690308e-01,\n",
       "         2.81210121e-03, 9.02878269e-01, 5.00025232e-01, 3.68309607e-01,\n",
       "         3.07591244e-01, 2.61201749e-01, 2.05234840e-02, 5.31020568e-01,\n",
       "         3.97549892e-01, 1.17196362e-01, 9.68967599e-01, 8.38328066e-02,\n",
       "         7.92036151e-02, 1.38477497e-01, 6.88367455e-02, 1.00000000e+00,\n",
       "         3.80351171e-01, 6.78427653e-01, 9.57456922e-02, 1.36256742e-02,\n",
       "         1.86024667e-02, 8.18280122e-01, 6.60709924e-01, 8.87484843e-01,\n",
       "         1.10179370e-01, 2.06623258e-01, 1.93796337e-01, 4.86151963e-03,\n",
       "         5.24531737e-01, 1.02579573e-01, 1.75371795e-02, 2.19229958e-01,\n",
       "         3.11137889e-01, 1.41313703e-01, 9.86470791e-02, 5.48880102e-01,\n",
       "         5.69437326e-01, 3.39408073e-03, 5.88003843e-01, 8.32900128e-01,\n",
       "         7.26536817e-01, 4.44889972e-01, 5.95587141e-01, 4.64780054e-01,\n",
       "         8.55572232e-01, 9.87681434e-01, 9.27677796e-04, 3.44196211e-01,\n",
       "         5.16487749e-01, 4.12373889e-01, 4.77338679e-02, 8.46047050e-02,\n",
       "         9.71609735e-02, 1.35335769e-01, 3.03418608e-01, 2.25542295e-01,\n",
       "         1.13080225e-01, 8.58070338e-01, 4.87671469e-01, 6.93927630e-01,\n",
       "         5.89624663e-01, 2.49120805e-01, 6.49038036e-01, 9.18412601e-04,\n",
       "         1.09655100e-02, 5.23050013e-01, 2.26382346e-01, 2.33949062e-01,\n",
       "         6.16356062e-01, 6.54505942e-01, 4.17020156e-01, 8.69121258e-01,\n",
       "         1.86644551e-01, 4.68450147e-01, 8.34850538e-04, 6.02231780e-01,\n",
       "         5.24379003e-01, 7.78793189e-01, 5.98169735e-01, 2.60067867e-01,\n",
       "         1.22639607e-01, 1.22208152e-01, 1.57740910e-01, 6.16341288e-01,\n",
       "         3.67312503e-01, 6.81633400e-01, 3.82479113e-01, 4.56497154e-01,\n",
       "         3.11487962e-01, 1.23339009e-01, 6.05631364e-01, 1.96969135e-01,\n",
       "         9.15272217e-01, 3.55716083e-02, 3.42688208e-02, 2.66326858e-01,\n",
       "         7.50519412e-01, 5.83021947e-01, 5.75630932e-02, 1.56174031e-01,\n",
       "         5.27984501e-01, 6.96349747e-01, 2.57793472e-01, 1.02041549e-01,\n",
       "         2.19949934e-02, 4.51000386e-01, 3.68100271e-01, 8.55851565e-01,\n",
       "         1.77134302e-01, 1.36543408e-01, 5.19816349e-01, 3.92512313e-01,\n",
       "         1.44987909e-01, 1.03670453e-01, 1.11594695e-01, 5.46145246e-01,\n",
       "         1.93833263e-02, 6.96308181e-01, 7.68229007e-01, 1.11047894e-01,\n",
       "         3.65390181e-02, 9.82915939e-02, 2.39590431e-02, 1.84278710e-01,\n",
       "         5.65680035e-02, 2.67982767e-01, 1.50209989e-01, 4.32106861e-02]),\n",
       "  array([0.02045227, 0.00278983, 0.02709441, 0.18596378, 0.42728813,\n",
       "         0.06413129, 0.21165649, 0.27216722, 0.06351083, 0.52898323,\n",
       "         0.08781122, 0.24851823, 0.00664002, 0.61463354, 0.0063498 ,\n",
       "         0.35728234, 0.43291292, 0.63033028, 0.0211172 , 0.85083029,\n",
       "         0.74316329, 0.02037927, 0.92795997, 0.30817819, 0.64267303,\n",
       "         0.55787967, 0.84926019, 0.39640515, 0.41876729, 0.93454338,\n",
       "         0.93892213, 0.58423331, 0.59308065, 0.3657796 , 0.75555404,\n",
       "         0.2210699 , 0.13056044, 0.48339104, 0.99163737, 0.67098584,\n",
       "         0.26445708, 0.31232303, 0.00255909, 0.12314462, 0.21087141,\n",
       "         0.14838348, 0.14959173, 0.19260383, 0.03353796, 0.35755069,\n",
       "         0.02180921, 0.22647258, 0.02915471, 0.92529295, 0.00230866,\n",
       "         0.00790707, 0.03402466, 0.28468523, 0.18725679, 0.09990685,\n",
       "         0.45840855, 0.07144608, 0.85926535, 0.03723175, 0.18441456,\n",
       "         0.46975953, 0.76450613, 0.38790545, 0.34369456, 0.44900975,\n",
       "         0.41735345, 0.25981424, 0.00164159, 0.19440221, 0.85443826,\n",
       "         0.04254546, 0.9889718 , 0.77971864, 0.14388557, 0.91313438,\n",
       "         0.03091782, 0.15911146, 0.28209904, 0.68040437, 0.08295732,\n",
       "         0.13603234, 0.25184513, 0.38035117, 1.        , 0.73311389,\n",
       "         0.71471253, 0.30448918, 0.23767691, 0.72588546, 0.08256165,\n",
       "         0.56139995, 0.66601242, 0.36268808, 0.09206191, 0.00157581,\n",
       "         0.82233807, 0.06619847, 0.22947831, 0.73737346, 0.46687992,\n",
       "         0.13876356, 0.27567669, 0.9521756 , 0.41467281, 0.00744944,\n",
       "         0.93178517, 0.47549745, 0.57393861, 0.41250234, 0.88406806,\n",
       "         0.80908033, 0.52460055, 0.31861431, 0.02751677, 0.18458492,\n",
       "         0.94507909, 0.73967665, 0.54402514, 0.03088637, 0.73947369,\n",
       "         0.41329764, 0.59726919, 0.12548399, 0.78370984, 0.31703585,\n",
       "         0.91303465, 0.79906128, 0.35792646, 0.30621014, 0.64990128,\n",
       "         0.05543832, 0.01240391, 0.94555751, 0.36578081, 0.01061511,\n",
       "         0.18238978, 0.08344433, 0.2377123 , 0.15952334, 0.04515322,\n",
       "         0.96357036, 0.00747373, 0.15096685, 0.29651593, 0.52572649,\n",
       "         0.05600215, 0.79070945, 0.33077168, 0.69988801, 0.28330941,\n",
       "         0.16764313, 0.94824274, 0.67379168, 0.6901748 , 0.64106429,\n",
       "         0.98893094, 0.54813359, 0.87476468, 0.01058037, 0.26239433,\n",
       "         0.26530509, 0.25535155, 0.07718378, 0.33155482, 0.0628965 ,\n",
       "         0.16865042, 0.86567731, 0.86120871, 0.63488683, 0.22428458,\n",
       "         0.75525207, 0.09537057, 0.97473401, 0.56959569, 0.40238825,\n",
       "         0.25457781, 0.13061378, 0.51073025, 0.79361312, 0.78694358,\n",
       "         0.53075995, 0.23458906, 0.34509862, 0.23819855, 0.24415945,\n",
       "         0.37530273, 0.32962269, 0.43945487, 0.7242885 , 0.03440672,\n",
       "         0.3504998 , 0.58811399, 0.87507913, 0.04709175, 0.0231569 ]),\n",
       "  array([2.19592883e-02, 5.96010157e-04, 7.83383121e-02, 2.02117392e-01,\n",
       "         1.96805745e-01, 1.61428645e-02, 1.75241031e-01, 1.68977659e-01,\n",
       "         9.14562335e-02, 6.98981606e-01, 1.13863570e-02, 3.89654356e-01,\n",
       "         3.18989715e-02, 4.55984367e-01, 2.95278560e-03, 1.88960995e-01,\n",
       "         7.21811647e-01, 3.09604767e-01, 1.02929432e-02, 5.62230714e-01,\n",
       "         7.84882196e-01, 1.58915226e-03, 6.37001036e-01, 6.58467933e-02,\n",
       "         2.30144896e-01, 1.82928355e-01, 9.69306086e-01, 1.86561990e-01,\n",
       "         2.24183787e-01, 5.76040899e-01, 5.67663111e-01, 8.46091902e-01,\n",
       "         5.40784774e-01, 8.18406529e-02, 3.10028829e-01, 1.79524241e-01,\n",
       "         3.24674777e-01, 5.92047048e-01, 6.37352950e-01, 3.58815106e-01,\n",
       "         5.40109096e-02, 7.05445413e-01, 8.70768812e-04, 1.51262069e-01,\n",
       "         4.04426223e-02, 3.42371687e-02, 5.37688115e-02, 8.90392562e-02,\n",
       "         6.33398880e-03, 1.83710461e-01, 8.18573068e-02, 4.20892998e-02,\n",
       "         2.90318110e-03, 8.19833923e-01, 1.26958918e-03, 6.28795207e-03,\n",
       "         3.98862824e-03, 9.30843406e-02, 2.03772993e-01, 4.47327091e-02,\n",
       "         7.37329561e-01, 2.10403206e-02, 4.45438593e-01, 5.51063897e-03,\n",
       "         1.20617307e-01, 1.46815678e-01, 3.53162833e-01, 1.17207468e-01,\n",
       "         3.28396671e-01, 7.25436749e-01, 1.01003047e-01, 1.15838006e-01,\n",
       "         1.60305569e-03, 3.83463567e-02, 4.14883242e-01, 8.15106120e-03,\n",
       "         7.97095992e-01, 7.51452243e-01, 3.19930758e-01, 4.70523878e-01,\n",
       "         4.21047990e-03, 1.46768055e-01, 5.82865945e-02, 7.99938479e-01,\n",
       "         7.27904113e-02, 1.05726582e-01, 3.69693046e-01, 9.57456922e-02,\n",
       "         7.14712526e-01, 3.77348421e-01, 1.00000000e+00, 6.69063402e-01,\n",
       "         6.03366903e-01, 2.72566484e-01, 1.31465722e-02, 1.67157731e-01,\n",
       "         9.31539570e-01, 3.29923794e-01, 4.73447896e-02, 1.06553002e-03,\n",
       "         5.24726895e-01, 4.42703210e-02, 5.92487299e-01, 7.73233495e-01,\n",
       "         3.62026953e-01, 1.07444023e-01, 3.45458636e-01, 5.27379680e-01,\n",
       "         2.02865052e-01, 1.35318006e-02, 4.91368123e-01, 1.77430266e-01,\n",
       "         1.75787477e-01, 2.41293193e-01, 5.08636862e-01, 3.82449500e-01,\n",
       "         1.97566829e-01, 7.09171263e-02, 1.42278021e-01, 8.98637680e-02,\n",
       "         5.95652056e-01, 5.46302279e-01, 9.54728807e-01, 1.58123360e-02,\n",
       "         8.96108109e-01, 4.95496519e-01, 5.06540206e-01, 6.79896886e-02,\n",
       "         9.33252059e-01, 6.54858484e-02, 4.84165151e-01, 4.05064389e-01,\n",
       "         8.42101422e-02, 2.33150338e-01, 3.37956345e-01, 2.83587193e-01,\n",
       "         1.46176640e-02, 5.89399174e-01, 3.16106458e-01, 6.61808937e-04,\n",
       "         5.51364507e-02, 1.36357906e-02, 1.13865463e-01, 2.77958768e-02,\n",
       "         1.61248404e-02, 6.45897873e-01, 2.78245493e-02, 4.16502294e-02,\n",
       "         1.32825251e-01, 2.17935068e-01, 6.38724255e-03, 7.64018951e-01,\n",
       "         3.91216475e-01, 6.18252779e-01, 2.75965457e-01, 4.82132700e-02,\n",
       "         6.02794601e-01, 3.39628655e-01, 5.26998083e-01, 4.29041086e-01,\n",
       "         7.98728589e-01, 7.30038428e-01, 4.11759084e-01, 1.34171985e-03,\n",
       "         6.40205625e-02, 5.36011133e-01, 5.20171470e-01, 9.85633793e-03,\n",
       "         7.06804309e-02, 9.48013169e-03, 2.37782400e-01, 9.33638452e-01,\n",
       "         5.47250690e-01, 3.09424553e-01, 1.46325016e-01, 9.17515358e-01,\n",
       "         1.80572673e-01, 6.64350032e-01, 2.20698611e-01, 1.35534963e-01,\n",
       "         2.22180749e-01, 1.00543570e-01, 2.90343580e-01, 6.10400613e-01,\n",
       "         9.66368451e-01, 7.60217680e-01, 2.59726350e-01, 1.60801263e-01,\n",
       "         5.96631394e-01, 7.77992187e-02, 8.57731881e-02, 1.54109270e-01,\n",
       "         8.89787680e-01, 8.15380847e-01, 4.12214707e-02, 3.36804549e-01,\n",
       "         9.71254434e-01, 8.26878310e-01, 2.02493179e-02, 1.59526922e-02]),\n",
       "  array([1.76434864e-03, 1.26103698e-05, 1.96551176e-02, 3.28226021e-02,\n",
       "         2.69169738e-02, 8.47806190e-04, 2.38439389e-02, 2.10547146e-02,\n",
       "         1.32795308e-02, 2.47801924e-01, 2.57610512e-03, 1.07083375e-01,\n",
       "         1.06778848e-02, 9.91903257e-02, 1.02402585e-04, 2.46512995e-02,\n",
       "         9.42482575e-01, 5.63974591e-02, 4.88699776e-04, 1.52871732e-01,\n",
       "         6.67176999e-01, 9.35983611e-05, 2.01357564e-01, 9.20296830e-03,\n",
       "         8.27357328e-02, 3.21108423e-02, 5.75506171e-01, 2.45945561e-02,\n",
       "         3.19952224e-02, 1.77093980e-01, 1.75980106e-01, 8.71155950e-01,\n",
       "         1.35849066e-01, 1.66646426e-02, 7.25579977e-02, 2.45013994e-02,\n",
       "         1.25152648e-01, 1.77169122e-01, 2.52061247e-01, 7.04149182e-02,\n",
       "         6.62832637e-03, 4.26839993e-01, 2.13017621e-05, 2.35537790e-02,\n",
       "         4.23916855e-03, 2.56488654e-03, 4.15685637e-03, 8.29281817e-03,\n",
       "         2.60978367e-04, 2.36781747e-02, 2.79970165e-02, 5.02431407e-03,\n",
       "         1.47418705e-04, 3.27698396e-01, 3.89543432e-05, 3.19188834e-04,\n",
       "         1.90386231e-04, 9.57637330e-03, 3.32214612e-02, 3.22013361e-03,\n",
       "         3.16024522e-01, 1.17786942e-03, 1.16303043e-01, 2.44807944e-04,\n",
       "         1.32131991e-02, 2.18380911e-02, 7.85899675e-02, 1.49274136e-02,\n",
       "         6.23633114e-02, 3.07510420e-01, 2.01513436e-02, 1.21113696e-02,\n",
       "         6.78380117e-05, 3.64122044e-03, 1.68977696e-01, 3.65401698e-04,\n",
       "         3.74984963e-01, 2.55307721e-01, 1.08537029e-01, 1.78871778e-01,\n",
       "         1.77945533e-04, 1.94649072e-02, 7.63623890e-03, 7.45387230e-01,\n",
       "         7.41577452e-03, 1.16202152e-02, 9.42448386e-02, 1.36256742e-02,\n",
       "         3.04489185e-01, 7.97813972e-02, 6.69063402e-01, 1.00000000e+00,\n",
       "         3.68606688e-01, 6.75249884e-02, 8.27125594e-04, 3.64455492e-02,\n",
       "         4.77376409e-01, 6.16747758e-02, 3.54040794e-03, 3.44579644e-05,\n",
       "         1.34548133e-01, 3.47253431e-03, 3.64986108e-01, 2.73917911e-01,\n",
       "         6.82337826e-02, 1.18607398e-02, 7.68523071e-02, 1.84635054e-01,\n",
       "         2.77933501e-02, 1.37103062e-03, 1.63469400e-01, 2.53645067e-02,\n",
       "         4.89535457e-02, 3.56129190e-02, 1.39158711e-01, 1.65110669e-01,\n",
       "         3.05487176e-02, 9.60784536e-03, 1.00508732e-01, 8.41094847e-03,\n",
       "         1.88737723e-01, 1.37460610e-01, 8.13993075e-01, 8.52195613e-04,\n",
       "         7.40140461e-01, 1.30607131e-01, 1.19874293e-01, 5.80445981e-03,\n",
       "         7.00337300e-01, 1.16049593e-02, 1.97507462e-01, 9.46676438e-02,\n",
       "         2.36404241e-02, 3.49510384e-02, 6.40289861e-02, 4.99384220e-01,\n",
       "         1.12052061e-03, 1.86565158e-01, 5.68608015e-02, 3.88811016e-05,\n",
       "         4.50540211e-03, 8.50959176e-04, 1.17579433e-02, 2.53207331e-03,\n",
       "         8.22865217e-04, 2.19137098e-01, 6.59979544e-03, 3.10527386e-03,\n",
       "         1.48076057e-02, 3.36136099e-02, 4.29505397e-04, 2.64788797e-01,\n",
       "         8.96736538e-02, 5.36450646e-01, 4.86061783e-02, 3.77712095e-03,\n",
       "         2.92041531e-01, 6.59099178e-02, 1.27975524e-01, 8.99687893e-02,\n",
       "         3.68794629e-01, 2.70023052e-01, 1.41121336e-01, 3.89262482e-05,\n",
       "         6.63268517e-03, 2.22634566e-01, 2.13511244e-01, 2.39375062e-03,\n",
       "         1.50765377e-02, 5.31673244e-04, 4.82108340e-02, 6.00287301e-01,\n",
       "         1.48338288e-01, 5.66221956e-02, 1.72986693e-02, 7.29164402e-01,\n",
       "         4.10550634e-02, 2.34851094e-01, 1.06181755e-01, 1.73020297e-02,\n",
       "         3.40224221e-02, 1.08187355e-02, 4.78506816e-02, 1.69586390e-01,\n",
       "         5.11408632e-01, 3.06132453e-01, 4.73015661e-02, 1.96063949e-02,\n",
       "         3.53045336e-01, 7.36165365e-03, 1.89906912e-02, 1.32620893e-01,\n",
       "         6.74826613e-01, 7.11149558e-01, 4.18412637e-03, 6.49195619e-02,\n",
       "         7.97490361e-01, 3.22882516e-01, 1.12805351e-03, 9.51742729e-04]),\n",
       "  array([7.04474177e-02, 5.83410752e-04, 3.80274279e-01, 3.31200311e-01,\n",
       "         1.01194353e-01, 8.34284515e-03, 2.24282506e-01, 1.51075379e-01,\n",
       "         2.58434746e-01, 7.20041365e-01, 5.03169792e-04, 6.71449059e-01,\n",
       "         2.55857484e-01, 3.10730785e-01, 5.92472563e-03, 1.26031992e-01,\n",
       "         2.96315040e-01, 1.32721655e-01, 1.63180537e-02, 2.57349929e-01,\n",
       "         2.42356289e-01, 1.19850995e-04, 2.66759159e-01, 1.01060935e-02,\n",
       "         3.10563683e-02, 4.35327188e-02, 4.79942353e-01, 1.02826155e-01,\n",
       "         1.39499090e-01, 2.09886106e-01, 1.99107412e-01, 3.52684577e-01,\n",
       "         4.40168840e-01, 9.32306617e-03, 7.86941181e-02, 2.22318536e-01,\n",
       "         8.19046344e-01, 6.40496590e-01, 1.93490264e-01, 1.63060518e-01,\n",
       "         8.78291343e-03, 9.85213536e-01, 1.51821736e-03, 3.12097812e-01,\n",
       "         6.96608408e-03, 1.09138818e-02, 3.29829451e-02, 6.71361690e-02,\n",
       "         2.66386837e-03, 1.18568631e-01, 4.38886561e-01, 6.07812389e-03,\n",
       "         3.69648015e-04, 4.04631655e-01, 3.72327056e-03, 1.99011566e-02,\n",
       "         6.94526654e-04, 3.72621156e-02, 3.33263460e-01, 4.13361698e-02,\n",
       "         8.54461225e-01, 1.30189001e-02, 1.45773452e-01, 1.47659307e-03,\n",
       "         1.32630028e-01, 3.81657862e-02, 1.13128743e-01, 3.36777205e-02,\n",
       "         3.78149790e-01, 8.55721309e-01, 1.32531413e-02, 7.37243970e-02,\n",
       "         8.33280340e-03, 7.60091905e-03, 7.93133014e-02, 3.22638724e-03,\n",
       "         2.89608954e-01, 4.95432151e-01, 7.69502499e-01, 1.05509167e-01,\n",
       "         1.04167651e-03, 2.27651693e-01, 9.05017603e-03, 2.66420465e-01,\n",
       "         1.35382388e-01, 1.51312829e-01, 6.19371467e-01, 1.86024667e-02,\n",
       "         2.37676914e-01, 1.50246934e-01, 6.03366903e-01, 3.68606688e-01,\n",
       "         1.00000000e+00, 5.70395672e-02, 2.80298131e-03, 2.77002229e-02,\n",
       "         7.29823867e-01, 3.57586240e-01, 5.22134669e-02, 4.08525309e-03,\n",
       "         2.41020036e-01, 6.99278731e-02, 9.99778038e-01, 5.57532974e-01,\n",
       "         3.04073162e-01, 1.52223193e-01, 5.17982661e-01, 1.43361546e-01,\n",
       "         1.14310248e-01, 7.79573464e-02, 1.30168854e-01, 6.30807118e-02,\n",
       "         2.39333014e-02, 1.66615368e-01, 1.86794792e-01, 6.62414213e-02,\n",
       "         6.59670508e-02, 1.19542106e-02, 6.14295939e-01, 7.30480832e-02,\n",
       "         2.18074114e-01, 3.20484029e-01, 6.44590315e-01, 2.38824592e-02,\n",
       "         3.52051781e-01, 5.87405397e-01, 3.90832538e-01, 7.13713275e-02,\n",
       "         3.92082606e-01, 7.55575423e-03, 1.05902195e-01, 1.42766210e-01,\n",
       "         7.56504335e-03, 2.38354594e-01, 1.52249212e-01, 4.91321754e-01,\n",
       "         5.67165892e-02, 2.12339511e-01, 3.28678901e-01, 3.54020429e-05,\n",
       "         2.45087190e-02, 3.05034304e-03, 8.19648193e-02, 4.73717095e-03,\n",
       "         1.47219661e-02, 2.43227270e-01, 2.11000083e-01, 1.75865788e-02,\n",
       "         7.99567982e-02, 8.46186187e-02, 7.61470549e-04, 4.95965310e-01,\n",
       "         5.20912711e-01, 1.41933069e-01, 3.52491299e-01, 2.06785656e-02,\n",
       "         1.47414963e-01, 1.42407225e-01, 3.37041237e-01, 2.58456160e-01,\n",
       "         2.96531080e-01, 7.30254323e-01, 8.88722717e-02, 4.30070677e-04,\n",
       "         1.61848117e-02, 9.11405111e-01, 9.06294297e-01, 3.96783931e-04,\n",
       "         7.13845160e-03, 2.07851286e-03, 4.68616201e-01, 3.91668477e-01,\n",
       "         2.36503904e-01, 1.30471982e-01, 1.48721330e-01, 3.75809221e-01,\n",
       "         5.01721723e-01, 2.46554229e-01, 2.52725376e-02, 4.59613584e-02,\n",
       "         2.74714292e-01, 1.44752059e-01, 1.72140443e-01, 3.45933102e-01,\n",
       "         5.99863474e-01, 7.82829531e-01, 3.91340768e-01, 9.42199840e-02,\n",
       "         9.99342663e-01, 3.24851043e-02, 9.30055563e-03, 1.33340889e-02,\n",
       "         8.40680139e-01, 2.70976232e-01, 1.24550024e-01, 3.85572242e-01,\n",
       "         6.19405738e-01, 4.61264920e-01, 2.26061118e-02, 3.45106695e-02]),\n",
       "  array([0.01538271, 0.01041027, 0.00711113, 0.11870216, 0.56813147,\n",
       "         0.1716601 , 0.17511477, 0.28991791, 0.03307058, 0.24286779,\n",
       "         0.29226232, 0.10501991, 0.00108387, 0.50154743, 0.01131606,\n",
       "         0.42908761, 0.12369659, 0.74710356, 0.03381508, 0.7262153 ,\n",
       "         0.33782748, 0.1375876 , 0.74302923, 0.76028536, 0.84798703,\n",
       "         0.92510533, 0.39216913, 0.5221214 , 0.48829731, 0.82155829,\n",
       "         0.83691343, 0.19713873, 0.3967094 , 0.80047983, 0.98076611,\n",
       "         0.18567383, 0.03524413, 0.2449561 , 0.79742216, 0.73030111,\n",
       "         0.69631065, 0.08257543, 0.00634214, 0.07183745, 0.60480162,\n",
       "         0.39430805, 0.27558423, 0.27775388, 0.11951066, 0.44076971,\n",
       "         0.00432833, 0.64761959, 0.16676566, 0.572196  , 0.00368885,\n",
       "         0.00838949, 0.17282793, 0.53193485, 0.1193059 , 0.15644618,\n",
       "         0.17213961, 0.16604559, 0.90092262, 0.15902147, 0.19370664,\n",
       "         0.83982676, 0.91148646, 0.73740428, 0.23533206, 0.16840944,\n",
       "         0.86087319, 0.37619061, 0.00153452, 0.55693771, 0.8569801 ,\n",
       "         0.14711357, 0.63722116, 0.46672217, 0.0437377 , 0.88605976,\n",
       "         0.1428323 , 0.12127655, 0.72533942, 0.27789052, 0.06976432,\n",
       "         0.12414181, 0.11412983, 0.81828012, 0.72588546, 0.80968883,\n",
       "         0.27256648, 0.06752499, 0.05703957, 1.        , 0.30793607,\n",
       "         0.95997398, 0.26935231, 0.25932792, 0.12777349, 0.00210495,\n",
       "         0.73142569, 0.07347819, 0.05422308, 0.40841697, 0.37929098,\n",
       "         0.12689985, 0.14633462, 0.88726535, 0.52485187, 0.0034767 ,\n",
       "         0.91367767, 0.74270191, 0.90910924, 0.4443581 , 0.84313028,\n",
       "         0.81883409, 0.79942742, 0.76560711, 0.00359282, 0.25497636,\n",
       "         0.81057112, 0.58675766, 0.16372111, 0.04622607, 0.30258201,\n",
       "         0.21910516, 0.42926491, 0.16216755, 0.33216907, 0.76314359,\n",
       "         0.85231576, 0.87410774, 0.70092282, 0.26545871, 0.72917466,\n",
       "         0.00597734, 0.00874037, 0.81847079, 0.27495188, 0.08597073,\n",
       "         0.38198229, 0.30530254, 0.32562579, 0.50998919, 0.0915902 ,\n",
       "         0.77447043, 0.00161774, 0.34741077, 0.42172558, 0.74156425,\n",
       "         0.26982174, 0.47025622, 0.18280554, 0.36609679, 0.19415471,\n",
       "         0.36897831, 0.73589099, 0.77125786, 0.53707084, 0.57327691,\n",
       "         0.63872795, 0.24773831, 0.93443091, 0.05623731, 0.62070522,\n",
       "         0.08338091, 0.07992524, 0.25608962, 0.7469632 , 0.25152801,\n",
       "         0.08303258, 0.4112968 , 0.75928732, 0.75651367, 0.23215865,\n",
       "         0.31102976, 0.03605294, 0.76600989, 0.66142917, 0.70007766,\n",
       "         0.19665823, 0.1206895 , 0.54960805, 0.59609088, 0.35119993,\n",
       "         0.22197635, 0.14385135, 0.46614686, 0.05819563, 0.47447881,\n",
       "         0.79262556, 0.28936437, 0.12082934, 0.31087839, 0.02249511,\n",
       "         0.23811182, 0.18746884, 0.51626526, 0.08060323, 0.0266429 ]),\n",
       "  array([2.26610793e-02, 1.79102609e-01, 1.39553559e-03, 5.71024158e-02,\n",
       "         4.30137635e-01, 6.74139798e-01, 1.18125890e-01, 2.38950046e-01,\n",
       "         1.79057638e-02, 3.24814971e-02, 1.30058486e-01, 2.02940072e-02,\n",
       "         1.20949130e-04, 1.64448427e-01, 7.54351334e-02, 3.40100327e-01,\n",
       "         1.99002675e-03, 3.54121228e-01, 1.35582120e-01, 1.71249586e-01,\n",
       "         1.18252489e-02, 5.76721479e-01, 1.36861461e-01, 6.53954560e-01,\n",
       "         1.46084756e-01, 5.06388787e-01, 2.38662257e-02, 4.17158060e-01,\n",
       "         3.34755203e-01, 1.61784458e-01, 1.63305367e-01, 4.76308680e-03,\n",
       "         9.91075782e-02, 3.75286097e-01, 3.24421638e-01, 1.25153482e-01,\n",
       "         3.61215423e-03, 4.35618062e-02, 1.04374992e-01, 3.02112193e-01,\n",
       "         7.43218749e-01, 4.22304031e-03, 7.85640946e-02, 3.59984555e-02,\n",
       "         8.40137154e-01, 8.97663325e-01, 5.43574205e-01, 3.86606558e-01,\n",
       "         7.32870138e-01, 3.58309253e-01, 4.91720680e-04, 7.36785977e-01,\n",
       "         8.40103539e-01, 6.88211064e-02, 2.88276694e-02, 2.72852832e-02,\n",
       "         9.27962564e-01, 6.80180236e-01, 5.70221048e-02, 3.29929901e-01,\n",
       "         1.63439949e-02, 5.70079399e-01, 2.38462592e-01, 9.10986846e-01,\n",
       "         1.93706492e-01, 6.03968552e-01, 3.18553101e-01, 6.83273422e-01,\n",
       "         9.07470189e-02, 1.62573869e-02, 4.10034437e-01, 4.39178652e-01,\n",
       "         6.37880789e-03, 8.99652538e-01, 1.13574597e-01, 7.86752126e-01,\n",
       "         6.03757615e-02, 7.13743486e-02, 5.62085027e-03, 1.29374181e-01,\n",
       "         9.01345732e-01, 8.32822422e-02, 6.96217549e-01, 8.22004114e-03,\n",
       "         7.35762325e-02, 1.19082402e-01, 2.51941753e-02, 6.60709924e-01,\n",
       "         8.25616461e-02, 3.00002088e-01, 1.31465722e-02, 8.27125594e-04,\n",
       "         2.80298131e-03, 3.07936070e-01, 1.00000000e+00, 3.80180632e-01,\n",
       "         1.98361408e-02, 1.03597551e-01, 2.46364678e-01, 1.44879324e-02,\n",
       "         1.90699787e-01, 1.24254839e-01, 2.62024957e-03, 5.74197942e-02,\n",
       "         1.54681250e-01, 1.20982114e-01, 4.14576237e-02, 1.45406991e-01,\n",
       "         3.91283753e-01, 3.17273993e-03, 1.64053246e-01, 5.47986196e-01,\n",
       "         2.42726046e-01, 2.83480309e-01, 2.02708926e-01, 9.94999885e-02,\n",
       "         5.19769263e-01, 6.85937981e-01, 1.20680097e-04, 3.48317647e-01,\n",
       "         1.51439279e-01, 1.52847563e-01, 5.12447910e-03, 1.50017932e-01,\n",
       "         1.07689894e-02, 4.78706129e-02, 1.19708445e-01, 2.50623556e-01,\n",
       "         1.38157887e-02, 4.53597401e-01, 1.10599797e-01, 2.77148749e-01,\n",
       "         1.95334241e-01, 1.56284422e-01, 3.20849713e-01, 4.72315232e-05,\n",
       "         1.36037840e-02, 1.53521601e-01, 1.18025156e-01, 3.79285099e-01,\n",
       "         7.15684130e-01, 9.98849884e-01, 3.81906384e-01, 9.03217474e-01,\n",
       "         3.49711643e-01, 1.28145901e-01, 3.29060806e-04, 7.67480240e-01,\n",
       "         4.44242787e-01, 4.74376096e-01, 8.45903609e-01, 6.96438111e-02,\n",
       "         4.99957176e-02, 1.28796445e-02, 8.40259782e-02, 7.46938450e-01,\n",
       "         6.99604854e-02, 3.28830672e-01, 1.46981616e-01, 2.03604305e-01,\n",
       "         6.23130104e-02, 3.09251563e-02, 1.63923252e-01, 6.54429337e-01,\n",
       "         8.34886028e-01, 7.93068194e-03, 7.73279504e-03, 1.02166786e-01,\n",
       "         3.28643931e-01, 9.91701265e-01, 2.65860092e-02, 2.23234875e-02,\n",
       "         1.81421491e-01, 3.56581559e-01, 2.05825290e-01, 1.17617267e-02,\n",
       "         9.04489452e-03, 1.18330129e-01, 7.05763048e-02, 6.31647879e-01,\n",
       "         1.08762729e-01, 1.19974967e-01, 2.96092547e-01, 1.31557735e-01,\n",
       "         2.52608056e-02, 2.38444618e-02, 5.74656623e-02, 4.22446151e-01,\n",
       "         3.01683851e-03, 6.96603743e-01, 3.23918658e-01, 1.17949949e-02,\n",
       "         4.41862080e-03, 1.03072865e-02, 2.23466854e-02, 8.95674961e-02,\n",
       "         6.30928224e-03, 6.35705521e-02, 2.57496500e-01, 6.91207733e-02]),\n",
       "  array([9.26783248e-03, 1.08011955e-02, 3.12510253e-03, 7.40559396e-02,\n",
       "         4.87764625e-01, 1.76031858e-01, 1.20054598e-01, 2.20839791e-01,\n",
       "         1.84075050e-02, 1.46903145e-01, 4.19502928e-01, 5.86472183e-02,\n",
       "         3.98525955e-04, 3.68206918e-01, 8.96092432e-03, 3.48456598e-01,\n",
       "         7.36485997e-02, 6.35980259e-01, 2.67677619e-02, 5.64353672e-01,\n",
       "         2.33881012e-01, 2.22479702e-01, 5.73896865e-01, 8.77150496e-01,\n",
       "         8.46509872e-01, 9.17464171e-01, 2.58283981e-01, 4.43655550e-01,\n",
       "         3.96699449e-01, 6.60239219e-01, 6.77895461e-01, 1.22242279e-01,\n",
       "         2.71298899e-01, 9.26765223e-01, 9.07136015e-01, 1.28263675e-01,\n",
       "         1.68104376e-02, 1.51091645e-01, 6.39645554e-01, 6.04281280e-01,\n",
       "         8.11403094e-01, 4.19141928e-02, 5.55064558e-03, 4.26645426e-02,\n",
       "         7.15577613e-01, 4.26495161e-01, 2.51967251e-01, 2.33036850e-01,\n",
       "         1.34960091e-01, 3.61686954e-01, 1.75143870e-03, 7.81222647e-01,\n",
       "         2.43506396e-01, 4.06106209e-01, 2.72052951e-03, 5.52611210e-03,\n",
       "         2.36241570e-01, 5.12480854e-01, 7.44139675e-02, 1.30965997e-01,\n",
       "         9.76030044e-02, 1.60913692e-01, 7.66601431e-01, 1.97992468e-01,\n",
       "         1.43593605e-01, 8.40482185e-01, 8.03361547e-01, 7.41093411e-01,\n",
       "         1.55610991e-01, 9.52659326e-02, 9.66057332e-01, 3.22123795e-01,\n",
       "         9.24785297e-04, 6.48279216e-01, 7.66653385e-01, 1.66007654e-01,\n",
       "         4.73280288e-01, 3.17828556e-01, 2.16196308e-02, 7.71830452e-01,\n",
       "         1.83086821e-01, 7.96578463e-02, 8.44578615e-01, 1.85598608e-01,\n",
       "         4.60216193e-02, 8.61552895e-02, 6.50883035e-02, 8.87484843e-01,\n",
       "         5.61399951e-01, 6.82700447e-01, 1.67157731e-01, 3.64455492e-02,\n",
       "         2.77002229e-02, 9.59973984e-01, 3.80180632e-01, 1.00000000e+00,\n",
       "         1.62749401e-01, 1.74583119e-01, 1.01651529e-01, 1.43846380e-03,\n",
       "         5.74173585e-01, 5.30021803e-02, 2.61746689e-02, 2.69906448e-01,\n",
       "         2.71577748e-01, 8.82182176e-02, 8.79933565e-02, 7.48317760e-01,\n",
       "         4.40360009e-01, 1.73494967e-03, 7.82971228e-01, 6.92929448e-01,\n",
       "         9.49801655e-01, 3.49610656e-01, 6.91157747e-01, 7.42532168e-01,\n",
       "         7.46509488e-01, 8.68043331e-01, 1.33943878e-03, 2.09785281e-01,\n",
       "         6.46973511e-01, 4.35049420e-01, 9.33214601e-02, 3.61670611e-02,\n",
       "         1.98408998e-01, 1.35288631e-01, 3.00814854e-01, 1.27406059e-01,\n",
       "         2.18094628e-01, 9.03923209e-01, 7.37239115e-01, 7.45527042e-01,\n",
       "         8.10535786e-01, 1.88956085e-01, 6.08642662e-01, 2.35554066e-03,\n",
       "         5.06794211e-03, 6.56014870e-01, 1.88365465e-01, 1.51435784e-01,\n",
       "         3.74361970e-01, 3.73036487e-01, 2.71078053e-01, 6.21070365e-01,\n",
       "         8.20110780e-02, 6.06064125e-01, 6.43271815e-04, 3.50803730e-01,\n",
       "         3.61766511e-01, 6.67381230e-01, 3.79976849e-01, 3.20275690e-01,\n",
       "         1.12574986e-01, 2.71720523e-01, 1.26900286e-01, 3.67720522e-01,\n",
       "         5.99586898e-01, 6.52382829e-01, 3.92377557e-01, 4.36906728e-01,\n",
       "         4.73522147e-01, 1.49752394e-01, 8.37780141e-01, 7.25320584e-02,\n",
       "         6.69252409e-01, 4.32458407e-02, 4.12953178e-02, 3.71220001e-01,\n",
       "         8.83285608e-01, 3.15096998e-01, 4.74755744e-02, 2.78066592e-01,\n",
       "         5.98862731e-01, 6.46080062e-01, 1.73004055e-01, 2.03312227e-01,\n",
       "         1.85311222e-02, 5.97009669e-01, 6.51226347e-01, 6.74987518e-01,\n",
       "         1.33010925e-01, 8.39683754e-02, 4.39895207e-01, 4.37585902e-01,\n",
       "         2.23456562e-01, 1.31118455e-01, 8.96886646e-02, 3.95869676e-01,\n",
       "         2.83563816e-02, 4.59502815e-01, 9.14533739e-01, 2.73930121e-01,\n",
       "         6.47729509e-02, 2.10326776e-01, 1.31675106e-02, 1.57238811e-01,\n",
       "         1.09143348e-01, 3.57017492e-01, 6.75483480e-02, 1.87109150e-02]),\n",
       "  array([5.75147412e-02, 1.78421216e-03, 1.59417898e-01, 3.65567601e-01,\n",
       "         2.87027249e-01, 3.15807148e-02, 3.16001633e-01, 2.88122842e-01,\n",
       "         1.94131119e-01, 8.94605231e-01, 8.07745113e-03, 6.07100117e-01,\n",
       "         6.67498763e-02, 6.15877079e-01, 8.97092265e-03, 2.96912876e-01,\n",
       "         5.01464897e-01, 3.96650414e-01, 2.69039980e-02, 6.47029027e-01,\n",
       "         5.82138972e-01, 1.92448855e-03, 6.85855934e-01, 7.21538517e-02,\n",
       "         1.83405427e-01, 2.06897542e-01, 8.94719285e-01, 2.79613052e-01,\n",
       "         3.37267763e-01, 6.05723263e-01, 5.90181187e-01, 6.34308488e-01,\n",
       "         7.28258758e-01, 7.46172197e-02, 3.25962497e-01, 3.20971665e-01,\n",
       "         4.98140058e-01, 8.07108229e-01, 5.94929607e-01, 4.55449584e-01,\n",
       "         6.24116559e-02, 8.22627217e-01, 2.84931541e-03, 2.92270176e-01,\n",
       "         4.96966071e-02, 5.37427346e-02, 9.72392101e-02, 1.59540622e-01,\n",
       "         1.27249481e-02, 2.87540813e-01, 1.55048832e-01, 4.77220562e-02,\n",
       "         4.15193257e-03, 8.53395455e-01, 4.37116329e-03, 1.88914219e-02,\n",
       "         6.24905665e-03, 1.39779376e-01, 3.67955072e-01, 9.08888022e-02,\n",
       "         9.15059618e-01, 4.20803693e-02, 4.80307590e-01, 9.74911142e-03,\n",
       "         2.24392478e-01, 1.78276064e-01, 3.97900613e-01, 1.52730033e-01,\n",
       "         5.21913643e-01, 9.07053915e-01, 9.57399416e-02, 1.92657984e-01,\n",
       "         5.70986425e-03, 5.01669460e-02, 3.44913167e-01, 1.57367482e-02,\n",
       "         7.35496550e-01, 8.78913509e-01, 5.04811835e-01, 4.14497813e-01,\n",
       "         7.42525953e-03, 2.78847767e-01, 6.53191748e-02, 5.87053883e-01,\n",
       "         1.56325603e-01, 2.08825866e-01, 5.85558463e-01, 1.10179370e-01,\n",
       "         6.66012417e-01, 4.54106666e-01, 9.31539570e-01, 4.77376409e-01,\n",
       "         7.29823867e-01, 2.69352309e-01, 1.98361408e-02, 1.62749401e-01,\n",
       "         1.00000000e+00, 5.19551307e-01, 9.90480089e-02, 3.84066881e-03,\n",
       "         6.15283694e-01, 9.91708952e-02, 7.17816927e-01, 9.11568291e-01,\n",
       "         5.36152944e-01, 2.11439954e-01, 5.55998289e-01, 4.98089435e-01,\n",
       "         3.02029159e-01, 3.77973684e-02, 4.68570541e-01, 2.34436710e-01,\n",
       "         1.51769764e-01, 3.68044612e-01, 5.55264716e-01, 3.05298621e-01,\n",
       "         2.51188628e-01, 8.01703732e-02, 2.05373435e-01, 1.63591994e-01,\n",
       "         6.21277609e-01, 6.81749089e-01, 8.47585451e-01, 3.93178275e-02,\n",
       "         7.08856847e-01, 7.17194871e-01, 6.86173806e-01, 1.35045781e-01,\n",
       "         7.72066554e-01, 6.24793510e-02, 4.15029065e-01, 4.59626423e-01,\n",
       "         6.58846544e-02, 3.87516017e-01, 4.32738657e-01, 2.50755940e-01,\n",
       "         4.05842637e-02, 6.12666225e-01, 4.98875544e-01, 7.40898033e-04,\n",
       "         9.10093217e-02, 2.08555979e-02, 1.95583193e-01, 3.55655795e-02,\n",
       "         3.62942755e-02, 6.64064752e-01, 6.38555117e-02, 6.98678383e-02,\n",
       "         2.13852517e-01, 2.87132466e-01, 8.25674142e-03, 8.85022871e-01,\n",
       "         6.07033704e-01, 4.25523868e-01, 4.59672094e-01, 7.99503032e-02,\n",
       "         5.03062358e-01, 4.24602246e-01, 6.78231605e-01, 5.69563248e-01,\n",
       "         7.44928599e-01, 9.16082458e-01, 3.71115895e-01, 2.81809788e-03,\n",
       "         8.62678297e-02, 7.33824171e-01, 7.18757087e-01, 6.69642771e-03,\n",
       "         6.17910420e-02, 1.49114892e-02, 4.19368470e-01, 8.09475381e-01,\n",
       "         6.22073733e-01, 3.94360393e-01, 2.61160397e-01, 7.41499857e-01,\n",
       "         3.32905039e-01, 6.72244193e-01, 1.54903065e-01, 1.83370955e-01,\n",
       "         3.83366741e-01, 2.00154024e-01, 4.13363557e-01, 7.33146547e-01,\n",
       "         9.73460378e-01, 9.35738599e-01, 4.44880369e-01, 2.50337101e-01,\n",
       "         7.30530212e-01, 1.21024980e-01, 7.53628393e-02, 8.48772330e-02,\n",
       "         8.84784839e-01, 6.10300946e-01, 9.91393054e-02, 5.32126821e-01,\n",
       "         8.60822116e-01, 8.91763602e-01, 4.64823976e-02, 4.17810049e-02]),\n",
       "  array([0.55883386, 0.3584703 , 0.108418  , 0.61196976, 0.62621203,\n",
       "         0.67302815, 0.78165651, 0.84051978, 0.4538795 , 0.22038395,\n",
       "         0.00392059, 0.29230673, 0.02432395, 0.46102345, 0.60767446,\n",
       "         0.74870345, 0.00494614, 0.427665  , 0.83787649, 0.27103776,\n",
       "         0.01539795, 0.02458146, 0.19852548, 0.12866635, 0.03395715,\n",
       "         0.22646075, 0.05896524, 0.67162254, 0.68083007, 0.1841204 ,\n",
       "         0.17503965, 0.01103461, 0.39562191, 0.05234832, 0.18135094,\n",
       "         0.78498433, 0.11237321, 0.29946666, 0.09706783, 0.41427696,\n",
       "         0.1527644 , 0.05895021, 0.43532454, 0.55640719, 0.17832437,\n",
       "         0.46308195, 0.84324305, 0.91107957, 0.47101934, 0.74321384,\n",
       "         0.05106006, 0.12293654, 0.08056619, 0.14420002, 0.41544446,\n",
       "         0.54675161, 0.1460687 , 0.58227805, 0.61009633, 0.98284141,\n",
       "         0.14559326, 0.78775279, 0.2125447 , 0.28523314, 0.91256559,\n",
       "         0.29263473, 0.25691507, 0.36731505, 0.57616564, 0.14849281,\n",
       "         0.07175738, 0.81803978, 0.27102377, 0.2317642 , 0.04954034,\n",
       "         0.47296525, 0.08117805, 0.22667911, 0.153433  , 0.07155798,\n",
       "         0.24222843, 0.7508198 , 0.13605807, 0.01259612, 0.80659802,\n",
       "         0.87065425, 0.3359695 , 0.19379634, 0.09206191, 0.34027571,\n",
       "         0.04734479, 0.00354041, 0.05221347, 0.12777349, 0.24636468,\n",
       "         0.10165153, 0.09904801, 0.5909982 , 1.        , 0.33298533,\n",
       "         0.29648179, 0.93435253, 0.05045921, 0.21521952, 0.57944206,\n",
       "         0.87132661, 0.4351534 , 0.1071461 , 0.66375916, 0.22738133,\n",
       "         0.11345106, 0.43973646, 0.05166293, 0.6948087 , 0.22300994,\n",
       "         0.03770756, 0.38783922, 0.15576064, 0.01171034, 0.93198242,\n",
       "         0.17585277, 0.35420969, 0.0245305 , 0.90014174, 0.02068712,\n",
       "         0.36405843, 0.4268252 , 0.98855687, 0.02854656, 0.06110966,\n",
       "         0.06038889, 0.26724066, 0.02089468, 0.74015185, 0.42753978,\n",
       "         0.00145111, 0.45158365, 0.17349177, 0.61872941, 0.00912297,\n",
       "         0.66458437, 0.2656679 , 0.86860322, 0.1780026 , 0.88890465,\n",
       "         0.16029646, 0.0524692 , 0.63058838, 0.77405336, 0.4544312 ,\n",
       "         0.08143075, 0.2172862 , 0.43597476, 0.01033052, 0.61491937,\n",
       "         0.64257169, 0.04928612, 0.39267425, 0.38761157, 0.45817915,\n",
       "         0.08619088, 0.20326241, 0.08160877, 0.23246757, 0.33380997,\n",
       "         0.13195711, 0.13334735, 0.00271398, 0.03823553, 0.244347  ,\n",
       "         0.42348168, 0.04323407, 0.26064663, 0.41974438, 0.87726757,\n",
       "         0.02384272, 0.26708588, 0.14688459, 0.01404246, 0.4476726 ,\n",
       "         0.71271746, 0.87834632, 0.58886397, 0.29958949, 0.08676851,\n",
       "         0.17020017, 0.56098373, 0.72964604, 0.05646262, 0.61845725,\n",
       "         0.0430523 , 0.0018616 , 0.03527765, 0.01532385, 0.54809184,\n",
       "         0.5665694 , 0.02705699, 0.16174101, 0.94729603, 0.78522327]),\n",
       "  array([5.95669761e-01, 3.29408727e-01, 6.58377804e-02, 1.58378968e-01,\n",
       "         4.99325915e-02, 1.29315395e-01, 1.78884711e-01, 1.37934139e-01,\n",
       "         2.43586381e-01, 1.63917463e-02, 1.17157634e-05, 4.95921548e-02,\n",
       "         2.02375250e-02, 3.32831452e-02, 8.12564600e-01, 8.40920249e-02,\n",
       "         3.88156383e-05, 2.12937091e-02, 6.41342724e-01, 1.00964819e-02,\n",
       "         1.28823588e-04, 4.64202887e-04, 5.81815513e-03, 2.50142060e-03,\n",
       "         2.40332811e-04, 5.92411024e-03, 1.17875623e-03, 5.99906313e-02,\n",
       "         6.50401395e-02, 4.71539182e-03, 4.25809843e-03, 1.09473305e-04,\n",
       "         3.07280554e-02, 5.12203962e-04, 3.92980036e-03, 1.72480860e-01,\n",
       "         2.17085426e-02, 2.75080079e-02, 1.60118048e-03, 2.06105290e-02,\n",
       "         3.57427162e-03, 3.82083480e-03, 6.80965234e-01, 1.95070996e-01,\n",
       "         5.14811559e-03, 3.68925728e-02, 1.38664738e-01, 1.60283637e-01,\n",
       "         8.90915889e-02, 8.12691650e-02, 2.62019288e-02, 2.57318088e-03,\n",
       "         3.18301006e-03, 4.12131604e-03, 9.61523099e-01, 8.72519415e-01,\n",
       "         8.75477130e-03, 4.51358464e-02, 1.56977721e-01, 2.76436508e-01,\n",
       "         1.04284237e-02, 1.75667938e-01, 5.58393933e-03, 2.99788547e-02,\n",
       "         2.13731497e-01, 9.85755506e-03, 7.61972157e-03, 1.59979838e-02,\n",
       "         8.61240859e-02, 1.09654917e-02, 8.41698867e-04, 1.06545890e-01,\n",
       "         9.03905062e-01, 8.60717060e-03, 4.67167058e-04, 7.72475001e-02,\n",
       "         1.40542269e-03, 1.04868850e-02, 3.15270944e-02, 8.63481675e-04,\n",
       "         2.43067380e-02, 2.19446896e-01, 2.84366849e-03, 1.05726588e-04,\n",
       "         3.69615998e-01, 2.75350848e-01, 5.90995484e-02, 4.86151963e-03,\n",
       "         1.57580571e-03, 1.35832351e-02, 1.06553002e-03, 3.44579644e-05,\n",
       "         4.08525309e-03, 2.10495351e-03, 1.44879324e-02, 1.43846380e-03,\n",
       "         3.84066881e-03, 8.35861659e-02, 3.32985326e-01, 1.00000000e+00,\n",
       "         1.16983022e-02, 4.50382617e-01, 4.00001410e-03, 1.06243033e-02,\n",
       "         6.06532664e-02, 2.71288583e-01, 7.62874506e-02, 1.73958087e-03,\n",
       "         5.87159709e-02, 3.84758587e-01, 1.87327998e-03, 2.20228393e-02,\n",
       "         4.66369092e-04, 7.25650036e-02, 6.41081021e-03, 3.00963693e-04,\n",
       "         1.68210967e-02, 3.47047150e-03, 2.41566772e-03, 1.77978211e-01,\n",
       "         4.40543899e-03, 1.88437390e-02, 5.03623725e-04, 5.80442203e-01,\n",
       "         2.34431966e-04, 4.17173152e-02, 3.29184429e-02, 2.75577512e-01,\n",
       "         3.81429323e-04, 6.88801801e-04, 6.63998777e-04, 8.46046732e-03,\n",
       "         1.16028002e-04, 1.19718753e-01, 2.17452711e-02, 4.54626719e-05,\n",
       "         6.25401899e-01, 4.27050613e-03, 8.64079929e-02, 1.16286837e-04,\n",
       "         7.17139244e-02, 1.66341358e-02, 1.31845517e-01, 5.77012088e-03,\n",
       "         3.37536578e-01, 3.89720099e-03, 5.60446512e-02, 6.97348762e-02,\n",
       "         8.91794277e-02, 2.35010243e-02, 2.30807576e-03, 9.69694083e-03,\n",
       "         6.48723383e-02, 6.03025180e-05, 1.10933968e-01, 6.91521882e-02,\n",
       "         5.26677109e-04, 1.79898420e-02, 2.35259959e-02, 2.96784694e-02,\n",
       "         1.55605059e-03, 1.40605528e-02, 1.03591828e-03, 4.43042260e-02,\n",
       "         1.51484259e-02, 1.51220381e-02, 1.58869691e-02, 6.82845216e-06,\n",
       "         3.12185092e-04, 1.64804709e-02, 1.10680375e-01, 6.64082576e-04,\n",
       "         9.11369551e-03, 2.04206995e-02, 1.75061211e-01, 2.93626915e-04,\n",
       "         9.33634074e-02, 3.38243291e-03, 6.30583199e-05, 2.35439140e-02,\n",
       "         1.40730417e-01, 2.85153812e-01, 4.66604028e-02, 1.39925293e-02,\n",
       "         2.49920336e-03, 1.12645429e-02, 1.18718978e-01, 7.50939978e-02,\n",
       "         4.60392919e-03, 5.43175367e-02, 3.68704329e-04, 3.56117473e-06,\n",
       "         1.18652545e-03, 1.36286115e-04, 4.40516049e-01, 8.29864142e-02,\n",
       "         5.38394516e-04, 5.43695139e-03, 4.18526354e-01, 6.97828408e-01]),\n",
       "  array([7.76274929e-01, 2.82402640e-01, 1.96433755e-01, 7.14262713e-01,\n",
       "         4.70768498e-01, 4.60331082e-01, 8.18983908e-01, 7.65868874e-01,\n",
       "         6.38938952e-01, 2.34934998e-01, 1.26722575e-03, 3.66385735e-01,\n",
       "         5.44850296e-02, 4.02438614e-01, 6.53657563e-01, 6.15923148e-01,\n",
       "         4.29898563e-03, 3.09687997e-01, 8.53678804e-01, 2.09290701e-01,\n",
       "         1.15530524e-02, 8.43136819e-03, 1.50674074e-01, 6.23811686e-02,\n",
       "         1.72764240e-02, 1.31825913e-01, 5.06885499e-02, 5.15941122e-01,\n",
       "         5.51053918e-01, 1.32454878e-01, 1.24290789e-01, 9.41647342e-03,\n",
       "         3.73839400e-01, 2.36453984e-02, 1.11254308e-01, 8.12900588e-01,\n",
       "         1.67460306e-01, 3.19491347e-01, 6.70130550e-02, 3.08751271e-01,\n",
       "         7.46584605e-02, 7.41008277e-02, 4.29523918e-01, 7.03350484e-01,\n",
       "         8.75959842e-02, 2.75241558e-01, 6.38314410e-01, 7.57631076e-01,\n",
       "         2.91629792e-01, 6.03389228e-01, 9.89659621e-02, 5.73758117e-02,\n",
       "         3.29519859e-02, 1.18978119e-01, 5.06912620e-01, 7.21602927e-01,\n",
       "         6.65502088e-02, 3.88258534e-01, 7.11851557e-01, 8.57680742e-01,\n",
       "         1.65140682e-01, 5.79064952e-01, 1.44632868e-01, 1.50974596e-01,\n",
       "         8.85127796e-01, 1.73013391e-01, 1.70698110e-01, 2.21747918e-01,\n",
       "         6.00693440e-01, 1.69333648e-01, 3.40567746e-02, 6.46982389e-01,\n",
       "         4.20845297e-01, 1.18641463e-01, 2.89797757e-02, 2.88874719e-01,\n",
       "         6.08920241e-02, 2.04481744e-01, 2.21836397e-01, 4.40597438e-02,\n",
       "         1.23911235e-01, 8.41613344e-01, 6.58146442e-02, 9.80547859e-03,\n",
       "         9.40696016e-01, 9.29960540e-01, 4.13673255e-01, 1.02579573e-01,\n",
       "         6.61984659e-02, 2.43486005e-01, 4.42703210e-02, 3.47253431e-03,\n",
       "         6.99278731e-02, 7.34781922e-02, 1.24254839e-01, 5.30021803e-02,\n",
       "         9.91708952e-02, 6.01748266e-01, 9.34352526e-01, 4.50382617e-01,\n",
       "         2.27878988e-01, 1.00000000e+00, 6.80798242e-02, 2.01431294e-01,\n",
       "         5.38052494e-01, 9.27661059e-01, 5.07542647e-01, 7.01842949e-02,\n",
       "         5.16021917e-01, 4.00251971e-01, 7.32408898e-02, 2.90258282e-01,\n",
       "         2.57006606e-02, 5.86097964e-01, 1.59015541e-01, 2.14034158e-02,\n",
       "         2.52195845e-01, 7.78990626e-02, 2.25632284e-02, 7.96945806e-01,\n",
       "         1.27114392e-01, 2.97085832e-01, 2.44877237e-02, 9.12629129e-01,\n",
       "         1.68971511e-02, 3.96479846e-01, 3.93169000e-01, 9.19375300e-01,\n",
       "         2.36644127e-02, 2.73463203e-02, 3.71097948e-02, 1.84764051e-01,\n",
       "         8.93956619e-03, 7.21509706e-01, 3.16502050e-01, 2.19729216e-03,\n",
       "         6.69153347e-01, 1.24661082e-01, 6.18120262e-01, 2.76009453e-03,\n",
       "         4.49836269e-01, 1.36246204e-01, 7.17617354e-01, 8.58779685e-02,\n",
       "         7.46007621e-01, 1.17874643e-01, 1.11223948e-01, 4.15053540e-01,\n",
       "         6.03776688e-01, 3.12130131e-01, 3.34488568e-02, 1.95293877e-01,\n",
       "         4.88422790e-01, 6.97137350e-03, 6.60768513e-01, 4.27485642e-01,\n",
       "         3.20956258e-02, 2.83869732e-01, 3.34301081e-01, 3.80964787e-01,\n",
       "         6.50402078e-02, 2.15290900e-01, 4.90389540e-02, 1.25836505e-01,\n",
       "         1.88373533e-01, 1.71585974e-01, 1.74732919e-01, 8.53977129e-04,\n",
       "         1.66065408e-02, 1.23065755e-01, 5.40620858e-01, 3.52675758e-02,\n",
       "         1.97032130e-01, 3.02266550e-01, 8.33192165e-01, 1.96963523e-02,\n",
       "         3.90938482e-01, 1.07884844e-01, 6.92968241e-03, 2.87156540e-01,\n",
       "         7.46243621e-01, 9.38204860e-01, 4.75124984e-01, 2.50618642e-01,\n",
       "         8.00649608e-02, 1.83755467e-01, 6.42395874e-01, 5.68671586e-01,\n",
       "         7.56670702e-02, 4.15261344e-01, 1.92613810e-02, 8.79444140e-04,\n",
       "         3.93399641e-02, 1.18403489e-02, 7.62638794e-01, 5.90316266e-01,\n",
       "         2.63540368e-02, 1.39215722e-01, 8.63089043e-01, 9.16882327e-01]),\n",
       "  array([6.95317399e-02, 5.53733209e-04, 3.83704736e-01, 3.25619222e-01,\n",
       "         9.71233352e-02, 7.91277207e-03, 2.18990235e-01, 1.46352081e-01,\n",
       "         2.56353047e-01, 7.08600561e-01, 4.63934792e-04, 6.65121226e-01,\n",
       "         2.61569950e-01, 3.01566748e-01, 5.73550479e-03, 1.21486656e-01,\n",
       "         2.91284297e-01, 1.27400388e-01, 1.57885331e-02, 2.48579649e-01,\n",
       "         2.35694227e-01, 1.09766594e-04, 2.57719790e-01, 9.48282625e-03,\n",
       "         2.94154520e-02, 4.13056795e-02, 4.68829152e-01, 9.87737928e-02,\n",
       "         1.34442525e-01, 2.02170577e-01, 1.91670055e-01, 3.45769005e-01,\n",
       "         4.29396988e-01, 8.73991719e-03, 7.50286198e-02, 2.16945681e-01,\n",
       "         8.20659823e-01, 6.29568853e-01, 1.86320837e-01, 1.56841606e-01,\n",
       "         8.23687014e-03, 9.81692679e-01, 1.45945076e-03, 3.08017030e-01,\n",
       "         6.52723391e-03, 1.03027376e-02, 3.15362450e-02, 6.45926065e-02,\n",
       "         2.50909753e-03, 1.14204181e-01, 4.45400306e-01, 5.68548961e-03,\n",
       "         3.41281869e-04, 3.93288727e-01, 3.62477095e-03, 1.95250831e-02,\n",
       "         6.44538955e-04, 3.54677029e-02, 3.27651589e-01, 3.97950397e-02,\n",
       "         8.44760481e-01, 1.23997816e-02, 1.39844048e-01, 1.38029400e-03,\n",
       "         1.28779825e-01, 3.61988609e-02, 1.08266805e-01, 3.19406191e-02,\n",
       "         3.70028078e-01, 8.46173207e-01, 1.24542567e-02, 7.08064585e-02,\n",
       "         8.23366877e-03, 7.13220358e-03, 7.57372063e-02, 3.03865231e-03,\n",
       "         2.80434789e-01, 4.83205564e-01, 7.69094877e-01, 1.00969372e-01,\n",
       "         9.71666874e-04, 2.23018071e-01, 8.48703257e-03, 2.59765945e-01,\n",
       "         1.32645084e-01, 1.47660495e-01, 6.12632481e-01, 1.75371795e-02,\n",
       "         2.29478307e-01, 1.44290154e-01, 5.92487299e-01, 3.64986108e-01,\n",
       "         9.99778038e-01, 5.42230751e-02, 2.62024957e-03, 2.61746689e-02,\n",
       "         7.17816927e-01, 3.49436945e-01, 5.04592076e-02, 4.00001410e-03,\n",
       "         2.32651013e-01, 6.80798242e-02, 1.00000000e+00, 5.44979728e-01,\n",
       "         2.95744367e-01, 1.48528588e-01, 5.10403172e-01, 1.37551781e-01,\n",
       "         1.09904061e-01, 7.80265545e-02, 1.24753195e-01, 6.01552110e-02,\n",
       "         2.26003253e-02, 1.60959816e-01, 1.79692882e-01, 6.31827274e-02,\n",
       "         6.28947174e-02, 1.12325039e-02, 6.26518379e-01, 7.03848672e-02,\n",
       "         2.10155927e-01, 3.10717164e-01, 6.36239028e-01, 2.31228997e-02,\n",
       "         3.43813851e-01, 5.77467039e-01, 3.80598765e-01, 6.90232559e-02,\n",
       "         3.82934872e-01, 7.07256909e-03, 1.01387172e-01, 1.36961571e-01,\n",
       "         7.08846494e-03, 2.32024290e-01, 1.46354146e-01, 4.98172370e-01,\n",
       "         5.61480619e-02, 2.04564646e-01, 3.20782005e-01, 3.22123042e-05,\n",
       "         2.33075392e-02, 2.85378692e-03, 7.88919987e-02, 4.43007088e-03,\n",
       "         1.41090656e-02, 2.34721145e-01, 2.14556590e-01, 1.66892779e-02,\n",
       "         7.67728794e-02, 8.09056130e-02, 7.04631248e-04, 4.83703846e-01,\n",
       "         5.12330316e-01, 1.37295140e-01, 3.45272699e-01, 1.96414635e-02,\n",
       "         1.41732512e-01, 1.36748607e-01, 3.27158586e-01, 2.50134923e-01,\n",
       "         2.87187727e-01, 7.18632654e-01, 8.48769110e-02, 4.01245197e-04,\n",
       "         1.52734196e-02, 9.07258988e-01, 9.02453771e-01, 3.65523571e-04,\n",
       "         6.68060620e-03, 1.94124625e-03, 4.63614610e-01, 3.81781580e-01,\n",
       "         2.28187057e-01, 1.25208938e-01, 1.44326623e-01, 3.67127991e-01,\n",
       "         5.00317491e-01, 2.37988311e-01, 2.39500747e-02, 4.37287465e-02,\n",
       "         2.68453159e-01, 1.41236525e-01, 1.66047415e-01, 3.35586994e-01,\n",
       "         5.87638714e-01, 7.71613242e-01, 3.84686820e-01, 9.05232161e-02,\n",
       "         9.98922159e-01, 3.09130822e-02, 8.71980019e-03, 1.26612152e-02,\n",
       "         8.33858044e-01, 2.63978810e-01, 1.23151091e-01, 3.77319640e-01,\n",
       "         6.10434606e-01, 4.49242616e-01, 2.17713916e-02, 3.36836636e-02]),\n",
       "  array([0.01838537, 0.00468651, 0.01633316, 0.16071997, 0.50129351,\n",
       "         0.09727089, 0.20276586, 0.28930774, 0.05007702, 0.41096011,\n",
       "         0.15576586, 0.18430226, 0.00330989, 0.59744841, 0.00795137,\n",
       "         0.40052765, 0.29076848, 0.71295984, 0.02561173, 0.8512957 ,\n",
       "         0.59723953, 0.04610032, 0.90944966, 0.47110925, 0.78384168,\n",
       "         0.72704573, 0.67643359, 0.46245237, 0.46539578, 0.95198353,\n",
       "         0.96245969, 0.41692273, 0.53294714, 0.5400758 , 0.89815761,\n",
       "         0.21317522, 0.08115967, 0.38880962, 0.98318418, 0.73421347,\n",
       "         0.41331171, 0.19625122, 0.00363303, 0.10223076, 0.33947368,\n",
       "         0.22786412, 0.19674714, 0.23004506, 0.05686962, 0.40510537,\n",
       "         0.01182781, 0.36619591, 0.06105196, 0.82052582, 0.00274472,\n",
       "         0.00806889, 0.06754719, 0.38141281, 0.16173701, 0.12221731,\n",
       "         0.32957425, 0.10231115, 0.93694787, 0.0684304 , 0.19376905,\n",
       "         0.62762365, 0.87449408, 0.52843278, 0.30816232, 0.32249758,\n",
       "         0.60032947, 0.312425  , 0.00157452, 0.31146594, 0.93209586,\n",
       "         0.07148519, 0.89885983, 0.67708008, 0.0935685 , 0.97922421,\n",
       "         0.05863262, 0.14702251, 0.4376862 , 0.52447819, 0.0790254 ,\n",
       "         0.13462802, 0.19179391, 0.5488801 , 0.9521756 , 0.80984793,\n",
       "         0.52737968, 0.18463505, 0.14336155, 0.88726535, 0.14540699,\n",
       "         0.74831776, 0.49808944, 0.33102969, 0.1071461 , 0.00173958,\n",
       "         0.83524617, 0.07018429, 0.13755178, 0.62058272, 0.45014632,\n",
       "         0.13748004, 0.22326889, 1.        , 0.47640888, 0.00551844,\n",
       "         0.99788378, 0.59868338, 0.74839146, 0.44384553, 0.92768439,\n",
       "         0.88826774, 0.65582876, 0.48096934, 0.01288251, 0.21650219,\n",
       "         0.95388804, 0.7148944 , 0.36670131, 0.0365968 , 0.56747707,\n",
       "         0.33702572, 0.55197804, 0.14248569, 0.60797729, 0.48457946,\n",
       "         0.96603931, 0.88294281, 0.51111301, 0.30051902, 0.71931791,\n",
       "         0.02488995, 0.01082221, 0.95807872, 0.34048151, 0.02594861,\n",
       "         0.25398823, 0.14570948, 0.27901382, 0.26734438, 0.06076727,\n",
       "         0.9487971 , 0.00413959, 0.21798116, 0.35484001, 0.63584952,\n",
       "         0.11033477, 0.68532928, 0.27289469, 0.59770971, 0.2532823 ,\n",
       "         0.2380158 , 0.93423027, 0.75294158, 0.66058174, 0.646933  ,\n",
       "         0.89901228, 0.42377582, 0.97292977, 0.02095558, 0.38888811,\n",
       "         0.17654973, 0.16954236, 0.1371547 , 0.49665095, 0.11354723,\n",
       "         0.13173878, 0.70036456, 0.87356013, 0.71988673, 0.23497161,\n",
       "         0.58020079, 0.06688892, 0.9523215 , 0.66626435, 0.52788048,\n",
       "         0.23807024, 0.12983358, 0.55194367, 0.7526031 , 0.61464863,\n",
       "         0.39845415, 0.20030157, 0.40556871, 0.14457488, 0.33143305,\n",
       "         0.54778683, 0.35096561, 0.28356687, 0.56862326, 0.02943308,\n",
       "         0.31341462, 0.40560354, 0.75979615, 0.05917212, 0.02463463]),\n",
       "  array([8.02113801e-01, 3.25063845e-02, 5.98178372e-01, 4.21902678e-01,\n",
       "         5.53926741e-02, 3.48404637e-02, 3.21150567e-01, 1.79319918e-01,\n",
       "         7.36344817e-01, 1.08233057e-01, 7.34690636e-06, 2.95889114e-01,\n",
       "         3.68955294e-01, 8.54003880e-02, 2.45020334e-01, 1.00004003e-01,\n",
       "         1.07970237e-03, 3.27607827e-02, 2.71443862e-01, 2.91251767e-02,\n",
       "         1.62851354e-03, 5.28000548e-05, 2.00022905e-02, 1.49828923e-03,\n",
       "         5.44633373e-04, 6.29252242e-03, 1.12801032e-02, 6.54129544e-02,\n",
       "         8.51290583e-02, 1.44378029e-02, 1.29329846e-02, 2.15932104e-03,\n",
       "         1.07340775e-01, 4.56616855e-04, 6.61683577e-03, 3.05609927e-01,\n",
       "         2.62315506e-01, 1.45061000e-01, 6.45598378e-03, 3.65341487e-02,\n",
       "         1.82137716e-03, 6.55736208e-02, 1.13554787e-01, 5.52529714e-01,\n",
       "         2.14194664e-03, 1.29825201e-02, 7.26250846e-02, 1.23567390e-01,\n",
       "         1.50016341e-02, 9.32719683e-02, 3.97358996e-01, 1.18094014e-03,\n",
       "         3.84851765e-04, 2.19075548e-02, 2.96416847e-01, 5.90744195e-01,\n",
       "         1.14237139e-03, 2.87124551e-02, 4.20166854e-01, 1.62271338e-01,\n",
       "         9.71594999e-02, 5.72979065e-02, 1.26707504e-02, 4.43162162e-03,\n",
       "         2.56550280e-01, 8.58982479e-03, 1.34891308e-02, 1.16876880e-02,\n",
       "         2.39415422e-01, 1.01464884e-01, 7.85360659e-04, 8.90175720e-02,\n",
       "         6.09880494e-01, 3.33539037e-03, 1.53533947e-03, 1.42669265e-02,\n",
       "         8.06945124e-03, 5.11763670e-02, 3.07322335e-01, 2.79114934e-03,\n",
       "         3.19732058e-03, 4.20492522e-01, 1.55734998e-03, 1.59477375e-03,\n",
       "         5.28172812e-01, 3.82556323e-01, 3.10748227e-01, 3.39408073e-03,\n",
       "         7.44943917e-03, 2.50478753e-02, 1.35318006e-02, 1.37103062e-03,\n",
       "         7.79573464e-02, 3.47670355e-03, 3.17273993e-03, 1.73494967e-03,\n",
       "         3.77973684e-02, 2.19750624e-01, 2.27381328e-01, 3.84758587e-01,\n",
       "         3.09955864e-02, 4.00251971e-01, 7.80265545e-02, 5.78706380e-02,\n",
       "         1.40781923e-01, 3.77310356e-01, 3.08882858e-01, 5.51844374e-03,\n",
       "         6.85884989e-02, 1.00000000e+00, 5.43414378e-03, 2.14023042e-02,\n",
       "         7.27446706e-04, 1.05552465e-01, 1.65843539e-02, 1.02267293e-03,\n",
       "         1.77547482e-02, 2.08741260e-03, 9.55296747e-02, 1.43900119e-01,\n",
       "         1.41422808e-02, 5.53579991e-02, 9.72842946e-03, 2.88805433e-01,\n",
       "         3.23157256e-03, 1.91460492e-01, 1.02286047e-01, 2.23009515e-01,\n",
       "         4.72864481e-03, 5.03262043e-04, 2.35117606e-03, 1.69524235e-02,\n",
       "         1.46545988e-04, 2.19945339e-01, 3.64175832e-02, 4.26354316e-03,\n",
       "         8.69803263e-01, 1.35706755e-02, 2.09854594e-01, 1.09604242e-05,\n",
       "         3.43047247e-02, 3.69305091e-03, 1.15525706e-01, 1.93901553e-03,\n",
       "         1.18249602e-01, 1.40548346e-02, 5.95168166e-01, 2.83301800e-02,\n",
       "         7.95263433e-02, 2.67961243e-02, 4.08404737e-04, 4.83320413e-02,\n",
       "         2.57621996e-01, 6.70375995e-04, 2.91611535e-01, 3.04871278e-02,\n",
       "         2.55445658e-03, 3.00408225e-02, 6.86778912e-02, 6.75095584e-02,\n",
       "         8.79141848e-03, 9.73141415e-02, 2.81369521e-03, 3.83516652e-03,\n",
       "         7.60995447e-03, 1.65183081e-01, 1.72763223e-01, 4.52426939e-06,\n",
       "         2.79493189e-04, 3.08982442e-03, 4.52252254e-01, 6.54261871e-03,\n",
       "         2.53755108e-02, 3.13516843e-02, 2.25525829e-01, 3.90932066e-03,\n",
       "         5.43491183e-01, 1.28629690e-02, 2.01508444e-04, 1.88641193e-02,\n",
       "         2.95469854e-01, 3.85149899e-01, 7.36497667e-02, 4.67323481e-02,\n",
       "         2.27679158e-02, 8.98124835e-02, 3.58304811e-01, 7.53706574e-02,\n",
       "         8.42749344e-02, 3.12246789e-02, 3.62380020e-04, 2.31738830e-05,\n",
       "         2.30764304e-02, 1.86168399e-03, 8.12138125e-01, 2.35101272e-01,\n",
       "         9.53976315e-03, 2.98126258e-02, 1.85981276e-01, 4.89411188e-01]),\n",
       "  array([0.01873139, 0.00542108, 0.01521685, 0.15954631, 0.52216179,\n",
       "         0.10801913, 0.20528289, 0.29798928, 0.04923135, 0.39286607,\n",
       "         0.16950438, 0.17633416, 0.00297704, 0.597911  , 0.0086985 ,\n",
       "         0.41510098, 0.26220402, 0.73269918, 0.02763907, 0.84991643,\n",
       "         0.55930242, 0.05398545, 0.90137928, 0.50907757, 0.79825465,\n",
       "         0.76308298, 0.63929108, 0.48183541, 0.48048437, 0.94946075,\n",
       "         0.96052638, 0.38181811, 0.52528104, 0.57444069, 0.92278753,\n",
       "         0.21600188, 0.07500064, 0.37535854, 0.96972883, 0.74940031,\n",
       "         0.44971162, 0.17927299, 0.0040866 , 0.10103261, 0.37261954,\n",
       "         0.25088574, 0.21174618, 0.24292159, 0.06460878, 0.42062223,\n",
       "         0.01075902, 0.40068569, 0.07102495, 0.7964037 , 0.00299132,\n",
       "         0.00848146, 0.07813171, 0.4081637 , 0.16052358, 0.13046644,\n",
       "         0.30992476, 0.1124896 , 0.94796744, 0.07846024, 0.20000338,\n",
       "         0.66423431, 0.89491742, 0.56332534, 0.30610983, 0.3033249 ,\n",
       "         0.63655431, 0.32912107, 0.0016493 , 0.34262749, 0.93102563,\n",
       "         0.08091004, 0.87134264, 0.65833017, 0.08734297, 0.97769474,\n",
       "         0.06762189, 0.14820114, 0.47484213, 0.48698213, 0.08061679,\n",
       "         0.13777745, 0.18459269, 0.58800384, 0.93178517, 0.82591926,\n",
       "         0.49136812, 0.1634694 , 0.13016885, 0.91367767, 0.16405325,\n",
       "         0.78297123, 0.46857054, 0.32980219, 0.11345106, 0.00187328,\n",
       "         0.83708676, 0.07324089, 0.12475319, 0.6000105 , 0.45185361,\n",
       "         0.14069986, 0.21761886, 0.99788378, 0.49475183, 0.00543414,\n",
       "         1.        , 0.62904562, 0.77509772, 0.45570467, 0.93225785,\n",
       "         0.88654756, 0.68683221, 0.51927859, 0.01123866, 0.22800326,\n",
       "         0.94929184, 0.71185666, 0.33496145, 0.03921942, 0.52842183,\n",
       "         0.32719972, 0.54714283, 0.14976891, 0.56858133, 0.52002745,\n",
       "         0.96073332, 0.89788503, 0.53605823, 0.30443104, 0.73613318,\n",
       "         0.02102126, 0.0109945 , 0.9540126 , 0.34054167, 0.03072353,\n",
       "         0.27512127, 0.16423488, 0.29302816, 0.29632148, 0.06640807,\n",
       "         0.9390713 , 0.00381707, 0.23796004, 0.37285311, 0.66285511,\n",
       "         0.12622526, 0.66578926, 0.26645321, 0.56422818, 0.25204213,\n",
       "         0.25884149, 0.91521559, 0.77104814, 0.65754825, 0.65155979,\n",
       "         0.87198925, 0.4043422 , 0.97936533, 0.02458396, 0.42204849,\n",
       "         0.16437169, 0.15785158, 0.14898191, 0.52861536, 0.1289856 ,\n",
       "         0.12809596, 0.66183712, 0.8739104 , 0.73997745, 0.24189571,\n",
       "         0.54095562, 0.06384536, 0.94039909, 0.66884298, 0.55971236,\n",
       "         0.23938391, 0.13303495, 0.56522805, 0.74525445, 0.58123355,\n",
       "         0.37767459, 0.19783962, 0.42396585, 0.13150782, 0.35619873,\n",
       "         0.58028373, 0.34186199, 0.25830837, 0.5303544 , 0.02957656,\n",
       "         0.31107379, 0.37210225, 0.73576542, 0.06387871, 0.02592488]),\n",
       "  array([4.01481568e-03, 3.90668091e-03, 1.74709035e-03, 4.39243774e-02,\n",
       "         3.34995958e-01, 9.19233305e-02, 7.05857056e-02, 1.34525761e-01,\n",
       "         9.64552549e-03, 1.17751383e-01, 5.03320773e-01, 4.00779191e-02,\n",
       "         2.22240870e-04, 2.75287083e-01, 3.30608857e-03, 2.25969380e-01,\n",
       "         1.00028578e-01, 4.88791264e-01, 1.12402044e-02, 4.80914616e-01,\n",
       "         2.94872630e-01, 1.66120125e-01, 5.18249302e-01, 7.43390684e-01,\n",
       "         9.60059043e-01, 7.70591186e-01, 2.71422672e-01, 2.98006568e-01,\n",
       "         2.67044433e-01, 6.05568413e-01, 6.27262275e-01, 1.54745612e-01,\n",
       "         2.05095845e-01, 9.19611005e-01, 8.18137959e-01, 7.58987985e-02,\n",
       "         1.18640099e-02, 1.14440546e-01, 6.50116565e-01, 4.69753974e-01,\n",
       "         6.56184986e-01, 3.71738775e-02, 1.89823505e-03, 2.40500472e-02,\n",
       "         5.47879773e-01, 2.67417971e-01, 1.42736468e-01, 1.34453194e-01,\n",
       "         6.80882060e-02, 2.35041085e-01, 1.05185588e-03, 6.39496358e-01,\n",
       "         1.59538934e-01, 3.81404026e-01, 9.09107856e-04, 2.10469117e-03,\n",
       "         1.44243969e-01, 3.38508522e-01, 4.42006749e-02, 6.78375708e-02,\n",
       "         8.09629594e-02, 8.30123233e-02, 6.83373062e-01, 1.10126582e-01,\n",
       "         8.14208122e-02, 6.63377800e-01, 6.86688709e-01, 5.50208699e-01,\n",
       "         1.02433832e-01, 7.85400683e-02, 9.30564530e-01, 1.97663751e-01,\n",
       "         3.07531906e-04, 4.71245908e-01, 8.49574500e-01, 8.66747285e-02,\n",
       "         4.90355272e-01, 2.71374761e-01, 1.48308631e-02, 8.16363788e-01,\n",
       "         1.01757684e-01, 4.50092442e-02, 7.01323645e-01, 2.37164928e-01,\n",
       "         2.33905122e-02, 4.67703378e-02, 4.37434892e-02, 7.26536817e-01,\n",
       "         5.73938613e-01, 5.54356353e-01, 1.75787477e-01, 4.89535457e-02,\n",
       "         2.39333014e-02, 9.09109238e-01, 2.42726046e-01, 9.49801655e-01,\n",
       "         1.51769764e-01, 1.15582867e-01, 5.16629342e-02, 4.66369092e-04,\n",
       "         4.80880298e-01, 2.57006606e-02, 2.26003253e-02, 2.29723897e-01,\n",
       "         1.88145331e-01, 4.80319739e-02, 5.79580180e-02, 7.48391464e-01,\n",
       "         2.97946682e-01, 7.27446706e-04, 7.75097717e-01, 5.12920300e-01,\n",
       "         1.00000000e+00, 2.33473547e-01, 6.12360593e-01, 8.50691822e-01,\n",
       "         5.71113466e-01, 7.17716729e-01, 1.02625555e-03, 1.19679866e-01,\n",
       "         5.98053342e-01, 3.47742180e-01, 1.03191507e-01, 1.58757715e-02,\n",
       "         2.38222700e-01, 9.73123222e-02, 2.25595481e-01, 6.78097360e-02,\n",
       "         2.51921300e-01, 8.60228984e-01, 7.98975694e-01, 6.35888365e-01,\n",
       "         9.17520342e-01, 1.18625375e-01, 4.69107630e-01, 2.73251673e-03,\n",
       "         2.09773434e-03, 6.07883028e-01, 1.24212668e-01, 1.19737031e-01,\n",
       "         2.27488479e-01, 2.35694250e-01, 1.62341791e-01, 4.57673247e-01,\n",
       "         3.85859333e-02, 5.68562182e-01, 3.28232522e-04, 2.09477698e-01,\n",
       "         2.28226467e-01, 4.97381044e-01, 2.72737819e-01, 2.75740811e-01,\n",
       "         7.62986188e-02, 3.62275546e-01, 8.03406362e-02, 2.22118227e-01,\n",
       "         6.69746336e-01, 5.12448237e-01, 3.05978171e-01, 3.30047252e-01,\n",
       "         4.86221955e-01, 1.22100810e-01, 8.65858061e-01, 3.46602778e-02,\n",
       "         4.78677703e-01, 3.33249271e-02, 3.15842703e-02, 4.61701218e-01,\n",
       "         9.06397259e-01, 1.93764806e-01, 2.90800632e-02, 3.07411561e-01,\n",
       "         5.14840406e-01, 4.98587900e-01, 1.01594508e-01, 2.39745876e-01,\n",
       "         1.10673609e-02, 5.68069889e-01, 8.25180981e-01, 4.87634822e-01,\n",
       "         8.13577486e-02, 4.52627952e-02, 3.11063853e-01, 3.61903803e-01,\n",
       "         2.18731271e-01, 1.08997481e-01, 5.57499185e-02, 2.57377439e-01,\n",
       "         2.42348831e-02, 2.94253881e-01, 9.37192085e-01, 4.29603293e-01,\n",
       "         6.54508156e-02, 2.63834616e-01, 6.15961796e-03, 1.04048720e-01,\n",
       "         1.20551894e-01, 3.26260265e-01, 3.14989689e-02, 7.95747373e-03]),\n",
       "  array([4.16439730e-03, 1.32720261e-03, 3.94824083e-03, 5.63168360e-02,\n",
       "         2.77802154e-01, 4.38914457e-02, 7.60444392e-02, 1.24117074e-01,\n",
       "         1.35782092e-02, 2.07237974e-01, 2.73904938e-01, 7.06814966e-02,\n",
       "         6.86474758e-04, 3.23989488e-01, 1.84089115e-03, 1.96641216e-01,\n",
       "         2.86479351e-01, 4.53807180e-01, 7.00949254e-03, 5.73697766e-01,\n",
       "         6.06598747e-01, 4.84791289e-02, 6.57311205e-01, 4.39487820e-01,\n",
       "         9.44233786e-01, 5.90313391e-01, 5.20368975e-01, 2.46853651e-01,\n",
       "         2.39895021e-01, 7.25881066e-01, 7.47217931e-01, 3.88016710e-01,\n",
       "         2.76216562e-01, 6.19828798e-01, 7.54138775e-01, 8.11333637e-02,\n",
       "         2.84222441e-02, 1.85220664e-01, 8.54953613e-01, 4.63103619e-01,\n",
       "         3.65920376e-01, 9.73568489e-02, 8.29287409e-04, 3.21771885e-02,\n",
       "         2.83593940e-01, 1.36282312e-01, 8.95776137e-02, 9.97755252e-02,\n",
       "         2.66134935e-02, 2.01181469e-01, 2.92676530e-03, 3.39065256e-01,\n",
       "         4.97459760e-02, 5.81125391e-01, 5.26517501e-04, 1.66739751e-03,\n",
       "         4.75239692e-02, 2.21407010e-01, 5.67676228e-02, 4.60114218e-02,\n",
       "         1.64549681e-01, 4.33338312e-02, 7.22426307e-01, 3.94461878e-02,\n",
       "         7.40468415e-02, 4.73761059e-01, 6.57745161e-01, 3.69796450e-01,\n",
       "         1.29779012e-01, 1.59427169e-01, 6.45820843e-01, 1.49298694e-01,\n",
       "         2.53273386e-04, 2.39962219e-01, 9.93667979e-01, 3.49511845e-02,\n",
       "         7.51103065e-01, 4.09386437e-01, 3.25465547e-02, 9.60989540e-01,\n",
       "         3.46010896e-02, 5.05186169e-02, 4.00747495e-01, 5.25924634e-01,\n",
       "         2.37595299e-02, 4.60036344e-02, 7.32652684e-02, 4.64780054e-01,\n",
       "         8.09080332e-01, 5.49096287e-01, 3.82449500e-01, 1.65110669e-01,\n",
       "         6.62414213e-02, 8.18834086e-01, 9.94999885e-02, 7.42532168e-01,\n",
       "         3.05298621e-01, 1.42583011e-01, 3.77075632e-02, 3.00963693e-04,\n",
       "         5.55088417e-01, 2.14034158e-02, 6.31827274e-02, 3.64375454e-01,\n",
       "         2.16565385e-01, 4.72253825e-02, 8.68761874e-02, 8.88267742e-01,\n",
       "         2.53983788e-01, 1.02267293e-03, 8.86547555e-01, 3.92050238e-01,\n",
       "         8.50691822e-01, 2.20408526e-01, 6.87724042e-01, 1.00000000e+00,\n",
       "         4.48550927e-01, 4.28237433e-01, 4.07905365e-03, 9.10307356e-02,\n",
       "         7.30518164e-01, 4.26267106e-01, 2.66858537e-01, 1.05043396e-02,\n",
       "         5.16881660e-01, 1.50294639e-01, 2.88997699e-01, 5.26739124e-02,\n",
       "         5.27284580e-01, 5.37032288e-01, 9.72630536e-01, 6.44220731e-01,\n",
       "         6.95020966e-01, 1.26631976e-01, 4.52008594e-01, 1.41307438e-02,\n",
       "         2.23767271e-03, 7.38626346e-01, 1.48061211e-01, 3.15810163e-02,\n",
       "         1.34257237e-01, 9.75144286e-02, 1.26170088e-01, 2.17762918e-01,\n",
       "         2.13745770e-02, 7.28431022e-01, 8.17319347e-04, 1.15508681e-01,\n",
       "         1.76030409e-01, 4.07536975e-01, 9.81481811e-02, 4.18892345e-01,\n",
       "         1.12420450e-01, 6.91995387e-01, 1.00429037e-01, 1.26611215e-01,\n",
       "         9.30211098e-01, 4.90354069e-01, 3.76771467e-01, 3.66917764e-01,\n",
       "         7.41392621e-01, 2.18357132e-01, 9.49374954e-01, 1.02216624e-02,\n",
       "         2.75099678e-01, 7.43398034e-02, 7.04726042e-02, 2.54780367e-01,\n",
       "         6.06007086e-01, 7.49253428e-02, 4.47237438e-02, 5.88158933e-01,\n",
       "         6.02928085e-01, 4.61905462e-01, 9.43757601e-02, 5.14912392e-01,\n",
       "         2.00935154e-02, 7.42152344e-01, 9.15850746e-01, 3.44352293e-01,\n",
       "         9.29130591e-02, 4.40541328e-02, 2.99456631e-01, 4.65103586e-01,\n",
       "         4.18967003e-01, 2.06476956e-01, 7.45403508e-02, 2.07438034e-01,\n",
       "         6.60520698e-02, 1.85632691e-01, 6.53587538e-01, 6.15255097e-01,\n",
       "         1.74387164e-01, 5.62756049e-01, 7.18774280e-03, 1.32739851e-01,\n",
       "         3.00033484e-01, 5.08178112e-01, 1.94599919e-02, 6.19765551e-03]),\n",
       "  array([1.30824759e-02, 3.52849949e-02, 2.20369020e-03, 7.04382987e-02,\n",
       "         5.36312545e-01, 3.42388549e-01, 1.28047766e-01, 2.51525267e-01,\n",
       "         1.83451056e-02, 8.92386577e-02, 3.73934848e-01, 4.06902234e-02,\n",
       "         2.32319947e-04, 3.03852521e-01, 2.12363717e-02, 3.90335134e-01,\n",
       "         2.12728133e-02, 5.93410638e-01, 5.30604213e-02, 4.13723863e-01,\n",
       "         8.81718017e-02, 4.33764381e-01, 3.85847418e-01, 9.95337003e-01,\n",
       "         5.49520909e-01, 8.94293825e-01, 1.18523389e-01, 4.97355848e-01,\n",
       "         4.22280028e-01, 4.53632613e-01, 4.64102335e-01, 4.06577162e-02,\n",
       "         2.04134617e-01, 8.49557316e-01, 7.43135863e-01, 1.36720107e-01,\n",
       "         9.40017334e-03, 1.01358793e-01, 3.80759498e-01, 5.38194056e-01,\n",
       "         9.92830144e-01, 1.83072410e-02, 1.62805304e-02, 4.12583225e-02,\n",
       "         9.59845545e-01, 6.83274857e-01, 3.86752397e-01, 3.17687711e-01,\n",
       "         3.05667527e-01, 4.08580871e-01, 1.02301387e-03, 9.76049579e-01,\n",
       "         5.08771028e-01, 2.35960679e-01, 6.83960272e-03, 1.02620841e-02,\n",
       "         5.06277710e-01, 6.73911165e-01, 7.06186483e-02, 2.06623882e-01,\n",
       "         5.27195101e-02, 2.99307288e-01, 5.82883052e-01, 4.35908284e-01,\n",
       "         1.75256649e-01, 9.01342025e-01, 6.72424489e-01, 8.68608483e-01,\n",
       "         1.36585624e-01, 5.17634947e-02, 8.91764237e-01, 4.12443419e-01,\n",
       "         1.87950104e-03, 9.17595128e-01, 4.56114930e-01, 3.58346667e-01,\n",
       "         2.52363663e-01, 2.01303570e-01, 1.30687482e-02, 4.75665413e-01,\n",
       "         4.16480294e-01, 8.56611842e-02, 9.95616739e-01, 6.60575319e-02,\n",
       "         5.75309592e-02, 1.03934993e-01, 4.72764443e-02, 9.87681434e-01,\n",
       "         3.18614307e-01, 5.84447412e-01, 7.09171263e-02, 9.60784536e-03,\n",
       "         1.19542106e-02, 7.65607114e-01, 6.85937981e-01, 8.68043331e-01,\n",
       "         8.01703732e-02, 1.55027556e-01, 1.55760639e-01, 3.47047150e-03,\n",
       "         4.35842666e-01, 7.78990626e-02, 1.12325039e-02, 1.66197615e-01,\n",
       "         2.42239448e-01, 1.06185973e-01, 6.96029970e-02, 4.80969337e-01,\n",
       "         4.82070123e-01, 2.08741260e-03, 5.19278593e-01, 7.52200003e-01,\n",
       "         7.17716729e-01, 3.63387313e-01, 5.08917977e-01, 4.28237433e-01,\n",
       "         7.75111919e-01, 1.00000000e+00, 5.11767406e-04, 2.84364553e-01,\n",
       "         4.36509967e-01, 3.30985089e-01, 3.41235111e-02, 6.65936647e-02,\n",
       "         7.54213081e-02, 9.75602771e-02, 2.35002924e-01, 1.80725948e-01,\n",
       "         8.75656752e-02, 8.99739641e-01, 4.36038600e-01, 6.03922936e-01,\n",
       "         6.18934151e-01, 1.91801804e-01, 5.53744056e-01, 5.39923548e-04,\n",
       "         7.30608067e-03, 4.43142634e-01, 1.71409401e-01, 2.99452454e-01,\n",
       "         5.62571078e-01, 6.75125180e-01, 3.48090143e-01, 9.06123271e-01,\n",
       "         1.58913327e-01, 3.92174514e-01, 4.61431312e-04, 5.57832656e-01,\n",
       "         4.46733835e-01, 6.90153197e-01, 6.73136535e-01, 2.00578129e-01,\n",
       "         8.78563181e-02, 1.02297714e-01, 1.16054731e-01, 5.67392915e-01,\n",
       "         3.18760512e-01, 5.86646454e-01, 3.03943536e-01, 3.70187525e-01,\n",
       "         2.55119604e-01, 8.87944825e-02, 5.49986656e-01, 2.04517013e-01,\n",
       "         8.91321385e-01, 2.34674255e-02, 2.25475756e-02, 3.18293796e-01,\n",
       "         7.91075419e-01, 6.08216298e-01, 3.92923443e-02, 1.22427580e-01,\n",
       "         4.40763729e-01, 6.01563090e-01, 2.02358618e-01, 7.89607438e-02,\n",
       "         1.41448884e-02, 3.77170301e-01, 3.57484186e-01, 7.85229809e-01,\n",
       "         1.32385055e-01, 1.02562834e-01, 4.30530166e-01, 3.14218378e-01,\n",
       "         1.08912437e-01, 7.38253415e-02, 7.99178234e-02, 4.63885614e-01,\n",
       "         1.24675408e-02, 6.34153856e-01, 7.98974677e-01, 1.07421392e-01,\n",
       "         2.50846436e-02, 7.78755290e-02, 1.62051831e-02, 1.36824008e-01,\n",
       "         4.09001914e-02, 2.09403367e-01, 1.23307066e-01, 3.20011416e-02]),\n",
       "  array([4.56325169e-02, 8.06950931e-05, 5.13453222e-01, 1.36866412e-01,\n",
       "         1.28684669e-02, 8.07114908e-04, 6.92066040e-02, 3.20425135e-02,\n",
       "         1.75732995e-01, 2.37623865e-01, 6.79018284e-06, 3.39584169e-01,\n",
       "         6.12616935e-01, 5.94943646e-02, 1.90321543e-03, 2.03659061e-02,\n",
       "         5.83332413e-02, 1.53675933e-02, 4.56614885e-03, 3.56874100e-02,\n",
       "         3.19127873e-02, 1.84013317e-06, 3.54423334e-02, 3.98488683e-04,\n",
       "         1.42198774e-03, 2.81137584e-03, 9.01691803e-02, 1.38419602e-02,\n",
       "         2.16268158e-02, 2.41553438e-02, 2.21345868e-02, 6.57664339e-02,\n",
       "         1.04478512e-01, 3.06811614e-04, 5.88366786e-03, 6.64939731e-02,\n",
       "         6.62464888e-01, 2.11032557e-01, 2.00601288e-02, 2.04219974e-02,\n",
       "         3.52772194e-04, 5.10850973e-01, 3.84295600e-04, 1.59454195e-01,\n",
       "         2.82657860e-04, 7.31357959e-04, 4.21912883e-03, 1.10835399e-02,\n",
       "         1.96486678e-04, 1.84912821e-02, 7.14383132e-01, 2.15737332e-04,\n",
       "         9.05146900e-06, 6.75442315e-02, 1.67019920e-03, 1.11315863e-02,\n",
       "         2.26560359e-05, 3.41819828e-03, 1.37614877e-01, 7.71829179e-03,\n",
       "         3.34190244e-01, 1.52895557e-03, 1.44097790e-02, 7.17726562e-05,\n",
       "         3.31447980e-02, 2.55984984e-03, 1.04547547e-02, 2.38022305e-03,\n",
       "         1.15995680e-01, 3.39420152e-01, 4.97550334e-04, 1.06723593e-02,\n",
       "         7.16636555e-03, 3.43593383e-04, 5.28634908e-03, 2.29905793e-04,\n",
       "         3.76169549e-02, 1.04574572e-01, 5.72490414e-01, 8.05115589e-03,\n",
       "         4.61723040e-05, 8.40764639e-02, 3.54183750e-04, 3.87862836e-02,\n",
       "         5.52620408e-02, 4.89235031e-02, 2.98190062e-01, 9.27677796e-04,\n",
       "         2.75167702e-02, 1.69068468e-02, 1.42278021e-01, 1.00508732e-01,\n",
       "         6.14295939e-01, 3.59282071e-03, 1.20680097e-04, 1.33943878e-03,\n",
       "         2.05373435e-01, 1.02935046e-01, 1.17103394e-02, 2.41566772e-03,\n",
       "         3.29690816e-02, 2.25632284e-02, 6.26518379e-01, 1.29971016e-01,\n",
       "         6.84505395e-02, 4.87975002e-02, 2.15142492e-01, 1.28825142e-02,\n",
       "         1.58996361e-02, 9.55296747e-02, 1.12386553e-02, 5.67303911e-03,\n",
       "         1.02625555e-03, 2.88664038e-02, 2.09410724e-02, 4.07905365e-03,\n",
       "         5.70978110e-03, 5.11767406e-04, 1.00000000e+00, 1.29940472e-02,\n",
       "         2.54375326e-02, 5.53269767e-02, 1.81970218e-01, 6.61420412e-03,\n",
       "         5.81211410e-02, 2.03908208e-01, 8.65468106e-02, 1.58555056e-02,\n",
       "         6.71983813e-02, 2.41789595e-04, 8.05135300e-03, 1.46882635e-02,\n",
       "         2.16899041e-04, 6.07865627e-02, 1.87144188e-02, 4.28775745e-01,\n",
       "         4.36107967e-02, 2.43761840e-02, 8.98540410e-02, 3.88737325e-07,\n",
       "         2.32836176e-03, 1.37293437e-04, 1.33283199e-02, 1.82631080e-04,\n",
       "         2.45809899e-03, 2.97463221e-02, 4.32743935e-01, 1.54738945e-03,\n",
       "         1.11701466e-02, 8.47705634e-03, 1.89775136e-05, 1.03715963e-01,\n",
       "         1.94418288e-01, 1.40877243e-02, 1.17020566e-01, 1.87416249e-03,\n",
       "         1.31345913e-02, 1.64376363e-02, 6.26385256e-02, 4.34216751e-02,\n",
       "         3.91204711e-02, 2.37102166e-01, 6.34004688e-03, 2.19881759e-05,\n",
       "         9.50966320e-04, 5.13070706e-01, 5.20649620e-01, 4.99169337e-06,\n",
       "         2.11774873e-04, 8.89318762e-05, 2.47233033e-01, 6.40844250e-02,\n",
       "         3.09839052e-02, 1.48858636e-02, 3.51960379e-02, 6.38936292e-02,\n",
       "         3.82363537e-01, 3.00854901e-02, 1.07344389e-03, 3.81967982e-03,\n",
       "         8.48337684e-02, 4.67842228e-02, 2.65483282e-02, 5.94342515e-02,\n",
       "         1.35828326e-01, 2.68000814e-01, 1.54082521e-01, 1.31598002e-02,\n",
       "         6.14512343e-01, 3.03029724e-03, 2.98902392e-04, 5.10541733e-04,\n",
       "         3.18175730e-01, 3.86163305e-02, 8.14588255e-02, 1.18112044e-01,\n",
       "         1.63615952e-01, 8.61599610e-02, 4.70963803e-03, 1.39678011e-02]),\n",
       "  array([1.35140934e-02, 2.03429239e-04, 7.33260364e-02, 1.41572719e-01,\n",
       "         1.11010531e-01, 6.72483329e-03, 1.12103938e-01, 9.99770731e-02,\n",
       "         6.67191166e-02, 5.87864608e-01, 5.34664343e-03, 3.24808691e-01,\n",
       "         3.50989915e-02, 3.09987336e-01, 1.30343513e-03, 1.08888673e-01,\n",
       "         8.07398242e-01, 1.86464404e-01, 4.85729249e-03, 3.88060577e-01,\n",
       "         7.36221624e-01, 5.24572160e-04, 4.55498536e-01, 3.15816380e-02,\n",
       "         1.46323940e-01, 1.00283398e-01, 8.66705045e-01, 1.05026007e-01,\n",
       "         1.31638662e-01, 4.00419555e-01, 3.93541723e-01, 8.79555003e-01,\n",
       "         3.94501054e-01, 4.24270855e-02, 1.87894071e-01, 1.14427025e-01,\n",
       "         3.17820010e-01, 4.75092773e-01, 4.67818753e-01, 2.23083708e-01,\n",
       "         2.50592477e-02, 7.33573531e-01, 3.37383338e-04, 1.07971339e-01,\n",
       "         1.79921926e-02, 1.49217355e-02, 2.59378902e-02, 4.69016994e-02,\n",
       "         2.37363888e-03, 1.04973941e-01, 8.57205171e-02, 1.90386116e-02,\n",
       "         9.83703562e-04, 6.46247432e-01, 5.68439097e-04, 3.33854626e-03,\n",
       "         1.38450305e-03, 4.63180576e-02, 1.42871203e-01, 2.23395065e-02,\n",
       "         6.69550634e-01, 9.17246755e-03, 2.89607751e-01, 1.98584389e-03,\n",
       "         7.05173170e-02, 7.73133405e-02, 2.17604008e-01, 5.95826951e-02,\n",
       "         2.30103496e-01, 6.58074431e-01, 5.30616809e-02, 6.18167600e-02,\n",
       "         8.61080119e-04, 1.68606389e-02, 2.88135274e-01, 3.11097105e-03,\n",
       "         6.33930436e-01, 5.85802947e-01, 2.98736023e-01, 3.26915523e-01,\n",
       "         1.47690204e-03, 9.56661275e-02, 2.74321525e-02, 7.80756954e-01,\n",
       "         4.47579486e-02, 6.41989059e-02, 2.99726227e-01, 4.77338679e-02,\n",
       "         5.44025139e-01, 2.35822408e-01, 9.54728807e-01, 8.13993075e-01,\n",
       "         6.44590315e-01, 1.63721108e-01, 5.12447910e-03, 9.33214601e-02,\n",
       "         8.47585451e-01, 2.28082206e-01, 2.45304973e-02, 5.03623725e-04,\n",
       "         3.55668804e-01, 2.44877237e-02, 6.36239028e-01, 6.18523633e-01,\n",
       "         2.42141156e-01, 6.52400699e-02, 2.64098415e-01, 3.66701307e-01,\n",
       "         1.15965566e-01, 9.72842946e-03, 3.34961450e-01, 9.63932289e-02,\n",
       "         1.03191507e-01, 1.45302297e-01, 3.41093254e-01, 2.66858537e-01,\n",
       "         1.09078527e-01, 3.41235111e-02, 1.81970218e-01, 4.79110409e-02,\n",
       "         4.18319856e-01, 3.80889205e-01, 1.00000000e+00, 7.71575201e-03,\n",
       "         8.61442568e-01, 3.86836925e-01, 3.59885526e-01, 3.64874597e-02,\n",
       "         8.78455237e-01, 3.25422175e-02, 3.42814980e-01, 2.56906261e-01,\n",
       "         4.67610174e-02, 1.49051425e-01, 2.07529334e-01, 4.26591815e-01,\n",
       "         9.10144644e-03, 4.12863777e-01, 2.14627483e-01, 2.08049602e-04,\n",
       "         2.58775486e-02, 5.33720046e-03, 6.15756274e-02, 1.18096308e-02,\n",
       "         7.20754248e-03, 4.65385614e-01, 2.72303990e-02, 1.88514572e-02,\n",
       "         7.17790709e-02, 1.22791255e-01, 2.34435877e-03, 5.98070900e-01,\n",
       "         2.96960439e-01, 5.60022172e-01, 1.91556872e-01, 2.22162783e-02,\n",
       "         4.57842704e-01, 2.08054128e-01, 3.67723243e-01, 2.83368362e-01,\n",
       "         6.33378878e-01, 6.19752305e-01, 2.75354224e-01, 4.33064093e-04,\n",
       "         2.99400699e-02, 5.08447274e-01, 4.93248392e-01, 4.67220485e-03,\n",
       "         3.65651158e-02, 3.57684563e-03, 1.83382466e-01, 8.36572530e-01,\n",
       "         3.74330125e-01, 1.86195357e-01, 8.66824000e-02, 8.76389501e-01,\n",
       "         1.51522502e-01, 4.83976439e-01, 1.50423219e-01, 7.05665567e-02,\n",
       "         1.46853537e-01, 6.06925989e-02, 1.77252318e-01, 4.37060940e-01,\n",
       "         8.59847809e-01, 6.65716691e-01, 1.86465934e-01, 8.90668514e-02,\n",
       "         6.31904954e-01, 3.79210770e-02, 4.53493023e-02, 1.21473391e-01,\n",
       "         9.41186434e-01, 7.79060117e-01, 2.70940792e-02, 2.36919264e-01,\n",
       "         9.97245399e-01, 6.58156043e-01, 9.57200063e-03, 8.45362450e-03]),\n",
       "  array([6.58404995e-01, 5.01903845e-01, 9.33699269e-02, 4.59276958e-01,\n",
       "         3.63492227e-01, 5.60735765e-01, 5.85444798e-01, 5.89087758e-01,\n",
       "         4.13242181e-01, 1.08412978e-01, 9.53433131e-04, 1.82521074e-01,\n",
       "         2.16044649e-02, 2.43011583e-01, 8.62156121e-01, 4.75490740e-01,\n",
       "         1.15447510e-03, 2.11913099e-01, 9.89481733e-01, 1.17639871e-01,\n",
       "         3.90289089e-03, 1.15017154e-02, 7.94370141e-02, 5.29737645e-02,\n",
       "         9.45597646e-03, 9.66492942e-02, 1.94992626e-02, 4.02969821e-01,\n",
       "         4.10050529e-01, 7.16281960e-02, 6.71691904e-02, 2.82826356e-03,\n",
       "         2.07527260e-01, 1.72235114e-02, 7.07152647e-02, 5.81921004e-01,\n",
       "         6.86722513e-02, 1.59159771e-01, 3.26541484e-02, 2.02866612e-01,\n",
       "         6.71152934e-02, 2.58066008e-02, 6.77347958e-01, 4.52225391e-01,\n",
       "         8.44691977e-02, 2.95229262e-01, 6.37039374e-01, 6.79524685e-01,\n",
       "         4.06047345e-01, 4.69854018e-01, 4.02305172e-02, 5.28078998e-02,\n",
       "         4.60917802e-02, 5.52880125e-02, 6.85724646e-01, 7.62739235e-01,\n",
       "         9.32914348e-02, 3.50959269e-01, 4.56949309e-01, 8.54493000e-01,\n",
       "         6.89014662e-02, 6.73555547e-01, 8.53452594e-02, 2.10929502e-01,\n",
       "         7.10977126e-01, 1.36215439e-01, 1.08904821e-01, 1.86361148e-01,\n",
       "         3.69684902e-01, 7.09143087e-02, 2.47426438e-02, 5.57334442e-01,\n",
       "         4.64598416e-01, 1.18465988e-01, 1.44978420e-02, 3.88406593e-01,\n",
       "         2.68901489e-02, 1.00116198e-01, 9.70859655e-02, 2.24637916e-02,\n",
       "         1.78524910e-01, 5.98885290e-01, 5.75811078e-02, 3.14972628e-03,\n",
       "         7.47161061e-01, 7.28864580e-01, 2.14118634e-01, 8.46047050e-02,\n",
       "         3.08863717e-02, 1.56189773e-01, 1.58123360e-02, 8.52195613e-04,\n",
       "         2.38824592e-02, 4.62260660e-02, 1.50017932e-01, 3.61670611e-02,\n",
       "         3.93178275e-02, 3.75100282e-01, 9.00141744e-01, 5.80442203e-01,\n",
       "         1.31680193e-01, 9.12629129e-01, 2.31228997e-02, 9.59252043e-02,\n",
       "         3.41599308e-01, 7.26188162e-01, 2.83060227e-01, 3.65968022e-02,\n",
       "         3.94940984e-01, 2.88805433e-01, 3.92194202e-02, 2.26616773e-01,\n",
       "         1.58757715e-02, 4.25321916e-01, 9.08459857e-02, 1.05043396e-02,\n",
       "         1.90710000e-01, 6.65936647e-02, 6.61420412e-03, 7.08447887e-01,\n",
       "         6.77291619e-02, 1.69565915e-01, 7.71575201e-03, 1.00000000e+00,\n",
       "         5.66670584e-03, 2.08162915e-01, 2.25607475e-01, 8.35080414e-01,\n",
       "         8.25901397e-03, 2.12596663e-02, 1.83344192e-02, 1.14200093e-01,\n",
       "         5.70416854e-03, 5.02226527e-01, 2.11637666e-01, 4.51251625e-04,\n",
       "         5.70870121e-01, 6.65478225e-02, 3.93865247e-01, 3.88440991e-03,\n",
       "         4.49693054e-01, 1.64443942e-01, 6.15215949e-01, 8.86251678e-02,\n",
       "         8.76646116e-01, 6.06428436e-02, 5.22303323e-02, 4.35406851e-01,\n",
       "         5.06903031e-01, 2.33225118e-01, 4.11582670e-02, 9.48439918e-02,\n",
       "         2.71336881e-01, 2.39321307e-03, 4.17723164e-01, 4.37384610e-01,\n",
       "         1.44672820e-02, 1.88834381e-01, 1.92610020e-01, 2.36633888e-01,\n",
       "         2.89246414e-02, 9.76094222e-02, 2.63566541e-02, 2.12070583e-01,\n",
       "         1.76650802e-01, 7.02805069e-02, 7.18219834e-02, 6.26233895e-04,\n",
       "         1.19562646e-02, 1.56572283e-01, 3.07720210e-01, 1.32516666e-02,\n",
       "         1.11470619e-01, 2.06683137e-01, 6.49824589e-01, 6.70356457e-03,\n",
       "         2.04473912e-01, 5.44959460e-02, 3.34843814e-03, 2.37603631e-01,\n",
       "         5.05743764e-01, 7.42412583e-01, 3.31501143e-01, 1.36855106e-01,\n",
       "         3.19013361e-02, 7.98004541e-02, 3.93966104e-01, 4.58546107e-01,\n",
       "         2.62145538e-02, 3.89205299e-01, 1.35392463e-02, 3.30024869e-04,\n",
       "         1.27283178e-02, 3.92596699e-03, 5.81653319e-01, 3.60912012e-01,\n",
       "         8.49634066e-03, 6.47218487e-02, 9.55779514e-01, 9.27599448e-01]),\n",
       "  array([6.32274712e-03, 2.08011571e-04, 2.43967787e-02, 8.89586667e-02,\n",
       "         1.33485743e-01, 8.88356092e-03, 8.20521246e-02, 8.97714693e-02,\n",
       "         3.15070670e-02, 4.39596670e-01, 2.32735086e-02, 1.88287927e-01,\n",
       "         8.62678199e-03, 3.05051680e-01, 8.57400177e-04, 1.14170301e-01,\n",
       "         8.73664689e-01, 2.40503793e-01, 3.51920339e-03, 4.63780697e-01,\n",
       "         9.71675245e-01, 1.95519084e-03, 5.62776674e-01, 7.32317360e-02,\n",
       "         3.30784273e-01, 1.78926431e-01, 9.17035049e-01, 1.22052264e-01,\n",
       "         1.42047661e-01, 5.35215232e-01, 5.36596517e-01, 9.66800430e-01,\n",
       "         3.47300255e-01, 1.11411137e-01, 3.14385570e-01, 8.52433164e-02,\n",
       "         1.44646218e-01, 3.51892050e-01, 6.73313886e-01, 2.76637538e-01,\n",
       "         5.70507100e-02, 4.40259030e-01, 2.48195157e-04, 6.00931758e-02,\n",
       "         4.03351321e-02, 2.47448935e-02, 3.00121594e-02, 4.75918399e-02,\n",
       "         3.59544692e-03, 1.12191879e-01, 2.61832031e-02, 4.63705025e-02,\n",
       "         2.79780940e-03, 7.12940918e-01, 3.07845929e-04, 1.64835213e-03,\n",
       "         3.34099942e-03, 6.57024464e-02, 8.98343018e-02, 2.08255083e-02,\n",
       "         4.60633294e-01, 1.09138303e-02, 4.17269090e-01, 3.81652364e-03,\n",
       "         5.73079435e-02, 1.33679918e-01, 3.22372121e-01, 9.90950540e-02,\n",
       "         1.72488013e-01, 4.48884810e-01, 1.29271937e-01, 6.79967638e-02,\n",
       "         3.30447221e-04, 3.53651414e-02, 5.31992310e-01, 4.82925470e-03,\n",
       "         8.12902151e-01, 5.61069460e-01, 1.41353886e-01, 5.57202663e-01,\n",
       "         2.97956802e-03, 6.32205654e-02, 6.36236295e-02, 9.79683447e-01,\n",
       "         2.75159926e-02, 4.51778368e-02, 1.77779190e-01, 9.71609735e-02,\n",
       "         7.39473687e-01, 3.11920615e-01, 8.96108109e-01, 7.40140461e-01,\n",
       "         3.52051781e-01, 3.02582005e-01, 1.07689894e-02, 1.98408998e-01,\n",
       "         7.08856847e-01, 1.76990541e-01, 2.06871176e-02, 2.34431966e-04,\n",
       "         4.26787558e-01, 1.68971511e-02, 3.43813851e-01, 5.61822635e-01,\n",
       "         2.15730130e-01, 4.61438824e-02, 1.68720322e-01, 5.67477074e-01,\n",
       "         1.32634605e-01, 3.23157256e-03, 5.28421832e-01, 1.41092802e-01,\n",
       "         2.38222700e-01, 1.47643488e-01, 4.59347752e-01, 5.16881660e-01,\n",
       "         1.63909512e-01, 7.54213081e-02, 5.81211410e-02, 4.66412756e-02,\n",
       "         5.55982342e-01, 4.00764587e-01, 8.61442568e-01, 5.66670584e-03,\n",
       "         1.00000000e+00, 2.76106914e-01, 3.28167804e-01, 3.11886223e-02,\n",
       "         9.92725562e-01, 8.60627158e-02, 5.88062539e-01, 3.59496351e-01,\n",
       "         1.35292250e-01, 1.22101876e-01, 2.59495572e-01, 2.04332294e-01,\n",
       "         3.85734851e-03, 5.53622490e-01, 1.71024977e-01, 9.35319530e-04,\n",
       "         3.54879199e-02, 1.09352183e-02, 6.34154499e-02, 2.70092519e-02,\n",
       "         7.00283901e-03, 6.04914860e-01, 7.14527329e-03, 2.68343758e-02,\n",
       "         8.08615457e-02, 1.69993904e-01, 6.71758430e-03, 5.76521208e-01,\n",
       "         2.01786129e-01, 8.66901211e-01, 1.36741744e-01, 3.11990873e-02,\n",
       "         7.26301121e-01, 2.69871275e-01, 3.70455074e-01, 2.99345396e-01,\n",
       "         8.04220564e-01, 4.68908529e-01, 4.84239660e-01, 7.88101002e-04,\n",
       "         5.45196028e-02, 2.84745466e-01, 2.72915626e-01, 2.12449282e-02,\n",
       "         1.02048172e-01, 7.48970114e-03, 1.01891398e-01, 9.61060463e-01,\n",
       "         4.61747986e-01, 2.42216033e-01, 7.29672874e-02, 9.98380073e-01,\n",
       "         6.90129636e-02, 6.31468957e-01, 3.61077192e-01, 1.07205092e-01,\n",
       "         1.08225423e-01, 4.26637895e-02, 1.93537018e-01, 4.63930446e-01,\n",
       "         8.13736952e-01, 4.91539720e-01, 1.21237008e-01, 1.00905097e-01,\n",
       "         3.44250676e-01, 5.30155187e-02, 1.21299260e-01, 3.20298552e-01,\n",
       "         6.83141772e-01, 9.85277607e-01, 1.27911437e-02, 1.77895399e-01,\n",
       "         8.89561675e-01, 6.80818318e-01, 8.26109178e-03, 5.05238208e-03]),\n",
       "  array([9.18988601e-03, 3.28820195e-04, 3.19149626e-02, 1.14993261e-01,\n",
       "         1.64832056e-01, 1.22255057e-02, 1.06712912e-01, 1.15564173e-01,\n",
       "         4.25291268e-02, 5.06883038e-01, 2.36514580e-02, 2.30001045e-01,\n",
       "         1.12365049e-02, 3.63157599e-01, 1.33457033e-03, 1.43823657e-01,\n",
       "         8.25624394e-01, 2.84597035e-01, 5.21725144e-03, 5.26470410e-01,\n",
       "         9.48548922e-01, 2.38369807e-03, 6.24938253e-01, 8.42796761e-02,\n",
       "         3.39691048e-01, 2.05697337e-01, 9.57319642e-01, 1.51933124e-01,\n",
       "         1.76445359e-01, 5.91554756e-01, 5.91256091e-01, 9.39291882e-01,\n",
       "         4.10870027e-01, 1.20841033e-01, 3.51142171e-01, 1.10619928e-01,\n",
       "         1.73749499e-01, 4.14736472e-01, 7.15936997e-01, 3.25680361e-01,\n",
       "         6.68458423e-02, 4.86150961e-01, 3.98694334e-04, 7.90670826e-02,\n",
       "         4.82654777e-02, 3.18379022e-02, 3.99204781e-02, 6.27095584e-02,\n",
       "         5.02694323e-03, 1.41263345e-01, 3.32594243e-02, 5.41394243e-02,\n",
       "         3.57226712e-03, 7.78134819e-01, 4.96324194e-04, 2.52143827e-03,\n",
       "         4.37200088e-03, 8.26119082e-02, 1.16061034e-01, 2.85758063e-02,\n",
       "         5.23329086e-01, 1.50633332e-02, 4.66953522e-01, 5.15844718e-03,\n",
       "         7.57300891e-02, 1.57362577e-01, 3.66886849e-01, 1.19384010e-01,\n",
       "         2.14759569e-01, 5.11127799e-01, 1.41658383e-01, 8.75948007e-02,\n",
       "         5.30565874e-04, 4.31325540e-02, 5.49321415e-01, 6.66520593e-03,\n",
       "         8.56187004e-01, 6.33957715e-01, 1.71800781e-01, 5.85075530e-01,\n",
       "         4.03183818e-03, 8.33556639e-02, 7.38069244e-02, 9.50531814e-01,\n",
       "         3.77599717e-02, 6.05693109e-02, 2.18668387e-01, 1.13080225e-01,\n",
       "         7.83709837e-01, 3.61443973e-01, 9.33252059e-01, 7.00337300e-01,\n",
       "         3.92082606e-01, 3.32169065e-01, 1.38157887e-02, 2.18094628e-01,\n",
       "         7.72066554e-01, 2.20007386e-01, 2.85465631e-02, 3.81429323e-04,\n",
       "         4.87791799e-01, 2.36644127e-02, 3.82934872e-01, 6.35007762e-01,\n",
       "         2.64100867e-01, 6.17987656e-02, 2.09432653e-01, 6.07977295e-01,\n",
       "         1.64594330e-01, 4.72864481e-03, 5.68581335e-01, 1.69797861e-01,\n",
       "         2.51921300e-01, 1.83774380e-01, 5.14660925e-01, 5.27284580e-01,\n",
       "         1.94827334e-01, 8.75656752e-02, 6.71983813e-02, 6.16830202e-02,\n",
       "         6.12580462e-01, 4.65384630e-01, 8.78455237e-01, 8.25901397e-03,\n",
       "         9.92725562e-01, 3.31816599e-01, 3.89688419e-01, 4.22811283e-02,\n",
       "         1.00000000e+00, 9.48913190e-02, 6.11724273e-01, 4.09070828e-01,\n",
       "         1.39639375e-01, 1.55099612e-01, 3.06565487e-01, 2.02424139e-01,\n",
       "         5.69696069e-03, 6.09499177e-01, 2.13020268e-01, 1.11881581e-03,\n",
       "         4.60677730e-02, 1.40799075e-02, 8.23762344e-02, 3.28163279e-02,\n",
       "         9.98294194e-03, 6.62417030e-01, 9.64558698e-03, 3.50953854e-02,\n",
       "         1.03092116e-01, 2.03838565e-01, 8.27857577e-03, 6.49389409e-01,\n",
       "         2.47971631e-01, 8.30351940e-01, 1.72710591e-01, 4.06118235e-02,\n",
       "         7.45655362e-01, 3.16679250e-01, 4.34019357e-01, 3.55371483e-01,\n",
       "         8.49863545e-01, 5.37209737e-01, 5.13346239e-01, 1.12903637e-03,\n",
       "         6.67494283e-02, 3.31725237e-01, 3.18805847e-01, 2.13057979e-02,\n",
       "         1.09363576e-01, 9.74959230e-03, 1.29789776e-01, 9.85070695e-01,\n",
       "         5.22655001e-01, 2.86209786e-01, 9.51748616e-02, 9.97778376e-01,\n",
       "         8.84711343e-02, 6.87729780e-01, 3.55497341e-01, 1.30328765e-01,\n",
       "         1.38617465e-01, 5.73550417e-02, 2.35885461e-01, 5.31706900e-01,\n",
       "         8.71602219e-01, 5.58667339e-01, 1.53973694e-01, 1.27157936e-01,\n",
       "         3.85007344e-01, 6.74522907e-02, 1.29966678e-01, 2.90686995e-01,\n",
       "         7.19367742e-01, 9.63010426e-01, 1.80461558e-02, 2.21047304e-01,\n",
       "         9.08079074e-01, 7.50184496e-01, 1.17931821e-02, 7.42815359e-03]),\n",
       "  array([3.61280717e-03, 9.94803136e-03, 7.36728996e-04, 3.02507671e-02,\n",
       "         3.28000165e-01, 1.57660387e-01, 5.68961269e-02, 1.23409737e-01,\n",
       "         6.30401164e-03, 5.67123516e-02, 6.24106225e-01, 2.00503357e-02,\n",
       "         7.09732277e-05, 1.93132196e-01, 5.39236662e-03, 2.15006740e-01,\n",
       "         2.73588631e-02, 4.20749883e-01, 1.60449487e-02, 3.22633634e-01,\n",
       "         1.10356359e-01, 4.04163368e-01, 3.24457990e-01, 9.33830577e-01,\n",
       "         7.12309885e-01, 7.70065486e-01, 1.13200344e-01, 2.93697774e-01,\n",
       "         2.44691895e-01, 3.97159132e-01, 4.12767989e-01, 4.84954860e-02,\n",
       "         1.27240548e-01, 9.88062616e-01, 6.81016337e-01, 6.15066343e-02,\n",
       "         4.48078891e-03, 6.02395421e-02, 3.82622874e-01, 3.82209035e-01,\n",
       "         8.78575529e-01, 1.22481792e-02, 3.91721811e-03, 1.61500288e-02,\n",
       "         7.94718544e-01, 4.13445016e-01, 1.88003303e-01, 1.51817192e-01,\n",
       "         1.40800304e-01, 2.26840637e-01, 3.61937186e-04, 8.92918217e-01,\n",
       "         3.78045386e-01, 2.00786968e-01, 1.46754170e-03, 2.48700778e-03,\n",
       "         3.31202299e-01, 4.13551241e-01, 3.03839077e-02, 8.52589941e-02,\n",
       "         3.40056832e-02, 1.31895503e-01, 5.04891520e-01, 2.40238706e-01,\n",
       "         7.70249368e-02, 7.16746971e-01, 5.59819112e-01, 6.37198860e-01,\n",
       "         6.94672294e-02, 3.30753395e-02, 9.81354933e-01, 2.16346336e-01,\n",
       "         3.63141023e-04, 7.02669714e-01, 5.43238860e-01, 1.72835111e-01,\n",
       "         2.50699889e-01, 1.47606426e-01, 6.09996684e-03, 5.25094010e-01,\n",
       "         2.32563413e-01, 3.53274075e-02, 9.12763639e-01, 8.27343949e-02,\n",
       "         2.06057540e-02, 4.17093220e-02, 2.30104306e-02, 8.58070338e-01,\n",
       "         3.17035847e-01, 4.44285742e-01, 6.54858484e-02, 1.16049593e-02,\n",
       "         7.55575423e-03, 7.63143590e-01, 4.53597401e-01, 9.03923209e-01,\n",
       "         6.24793510e-02, 8.01564569e-02, 6.11096617e-02, 6.88801801e-04,\n",
       "         3.33655153e-01, 2.73463203e-02, 7.07256909e-03, 1.19583398e-01,\n",
       "         1.37224571e-01, 4.28183434e-02, 3.38282502e-02, 4.84579462e-01,\n",
       "         2.85708655e-01, 5.03262043e-04, 5.20027445e-01, 5.30056823e-01,\n",
       "         8.60228984e-01, 2.05080779e-01, 4.29328434e-01, 5.37032288e-01,\n",
       "         5.71345059e-01, 8.99739641e-01, 2.41789595e-04, 1.32569323e-01,\n",
       "         3.84940352e-01, 2.31373857e-01, 3.25422175e-02, 2.12596663e-02,\n",
       "         8.60627158e-02, 5.41005256e-02, 1.46635738e-01, 7.50063668e-02,\n",
       "         9.48913190e-02, 1.00000000e+00, 4.95735710e-01, 4.93386242e-01,\n",
       "         8.59590913e-01, 9.48380279e-02, 3.90380932e-01, 4.59035965e-04,\n",
       "         1.86220291e-03, 3.92870000e-01, 8.89047880e-02, 3.14283045e-01,\n",
       "         3.11006073e-01, 4.37982181e-01, 1.74277062e-01, 7.22518368e-01,\n",
       "         5.95002719e-02, 3.49429263e-01, 1.29875880e-04, 3.05594696e-01,\n",
       "         2.43487236e-01, 4.82294077e-01, 5.55941022e-01, 1.48740606e-01,\n",
       "         4.48985279e-02, 1.42839314e-01, 5.56807156e-02, 3.13687359e-01,\n",
       "         3.66690738e-01, 4.27066931e-01, 2.04022491e-01, 2.42991036e-01,\n",
       "         2.50156826e-01, 5.77280774e-02, 5.96770911e-01, 9.33944149e-02,\n",
       "         6.43356617e-01, 1.31211569e-02, 1.24566158e-02, 5.60375670e-01,\n",
       "         9.72711671e-01, 3.85037073e-01, 1.68924941e-02, 1.26827931e-01,\n",
       "         3.50356416e-01, 4.29569815e-01, 9.34860379e-02, 8.77982144e-02,\n",
       "         5.57999404e-03, 3.41887439e-01, 5.34677963e-01, 5.44076173e-01,\n",
       "         6.16445935e-02, 4.08177507e-02, 2.64702340e-01, 2.28899739e-01,\n",
       "         9.29323896e-02, 4.87181503e-02, 3.65552787e-02, 2.62052488e-01,\n",
       "         7.77775546e-03, 3.74137586e-01, 9.68973197e-01, 2.10268191e-01,\n",
       "         2.05560162e-02, 9.57257181e-02, 4.89547942e-03, 7.00370031e-02,\n",
       "         3.93491185e-02, 1.69570456e-01, 4.41687561e-02, 9.28735868e-03]),\n",
       "  array([8.47068422e-03, 2.18925758e-03, 8.38332873e-03, 9.53001227e-02,\n",
       "         3.64170704e-01, 6.01296811e-02, 1.22634141e-01, 1.85239878e-01,\n",
       "         2.61324394e-02, 3.04771251e-01, 2.01144701e-01, 1.18161185e-01,\n",
       "         1.61256395e-03, 4.43426599e-01, 3.49545388e-03, 2.74034298e-01,\n",
       "         3.22506716e-01, 5.63555115e-01, 1.24402382e-02, 7.10248739e-01,\n",
       "         6.52586558e-01, 4.26923454e-02, 7.92134672e-01, 4.37461851e-01,\n",
       "         8.74966858e-01, 6.42488520e-01, 6.33248359e-01, 3.29283340e-01,\n",
       "         3.27764869e-01, 8.48627820e-01, 8.65734422e-01, 4.43024996e-01,\n",
       "         3.91063974e-01, 5.66968899e-01, 8.22221369e-01, 1.29848602e-01,\n",
       "         5.10272196e-02, 2.77536996e-01, 9.48212969e-01, 5.80823857e-01,\n",
       "         3.71201494e-01, 1.49780957e-01, 1.54928802e-03, 5.74818608e-02,\n",
       "         2.93536408e-01, 1.64668505e-01, 1.25391807e-01, 1.45145553e-01,\n",
       "         3.51743614e-02, 2.78429320e-01, 6.26852061e-03, 3.35231519e-01,\n",
       "         4.96654441e-02, 7.19317684e-01, 1.09566241e-03, 3.45154168e-03,\n",
       "         5.10816725e-02, 2.77735697e-01, 9.60036174e-02, 7.09097560e-02,\n",
       "         2.46440081e-01, 6.16646385e-02, 8.30313933e-01, 4.69067907e-02,\n",
       "         1.16495872e-01, 5.29997358e-01, 7.57721740e-01, 4.26155211e-01,\n",
       "         2.01299111e-01, 2.39849949e-01, 6.10560911e-01, 2.07911512e-01,\n",
       "         5.91566642e-04, 2.57556943e-01, 9.90947649e-01, 4.53908324e-02,\n",
       "         8.60971785e-01, 5.45111508e-01, 5.81348798e-02, 9.96768396e-01,\n",
       "         4.04973953e-02, 8.51997110e-02, 4.01113157e-01, 5.73229977e-01,\n",
       "         4.22525659e-02, 7.68256549e-02, 1.22111383e-01, 4.87671469e-01,\n",
       "         9.13034651e-01, 6.66092348e-01, 4.84165151e-01, 1.97507462e-01,\n",
       "         1.05902195e-01, 8.52315759e-01, 1.10599797e-01, 7.37239115e-01,\n",
       "         4.15029065e-01, 2.18295049e-01, 6.03888880e-02, 6.63998777e-04,\n",
       "         6.89563246e-01, 3.71097948e-02, 1.01387172e-01, 4.94208002e-01,\n",
       "         3.12807609e-01, 7.86697084e-02, 1.42061070e-01, 9.66039311e-01,\n",
       "         3.39910522e-01, 2.35117606e-03, 9.60733324e-01, 4.71719989e-01,\n",
       "         7.98975694e-01, 3.07874473e-01, 8.09681894e-01, 9.72630536e-01,\n",
       "         5.30201708e-01, 4.36038600e-01, 8.05135300e-03, 1.34673120e-01,\n",
       "         8.53821399e-01, 5.60239274e-01, 3.42814980e-01, 1.83344192e-02,\n",
       "         5.88062539e-01, 2.31240077e-01, 4.05308524e-01, 8.29242151e-02,\n",
       "         6.11724273e-01, 4.95735710e-01, 1.00000000e+00, 7.56747207e-01,\n",
       "         5.93780886e-01, 1.93222836e-01, 5.66681891e-01, 2.17619237e-02,\n",
       "         4.76233309e-03, 8.60190177e-01, 2.24944580e-01, 2.57286433e-02,\n",
       "         1.74255388e-01, 1.09620657e-01, 1.80782488e-01, 2.26274270e-01,\n",
       "         3.33617715e-02, 8.54221295e-01, 1.92513966e-03, 1.48793358e-01,\n",
       "         2.41364064e-01, 4.98557316e-01, 9.53290525e-02, 5.55314153e-01,\n",
       "         1.78703992e-01, 6.95386524e-01, 1.60022441e-01, 1.63311749e-01,\n",
       "         9.73379699e-01, 6.04174071e-01, 5.05791434e-01, 4.89127784e-01,\n",
       "         8.54727878e-01, 3.18383065e-01, 9.80771213e-01, 1.29035221e-02,\n",
       "         3.10812101e-01, 1.21627783e-01, 1.16001723e-01, 1.82602089e-01,\n",
       "         5.38264300e-01, 8.42464162e-02, 7.81375895e-02, 6.86862989e-01,\n",
       "         7.36867741e-01, 5.71349544e-01, 1.45353221e-01, 5.92414397e-01,\n",
       "         3.77571489e-02, 8.65840434e-01, 8.07016234e-01, 4.11994157e-01,\n",
       "         1.47883382e-01, 7.37392728e-02, 4.02076190e-01, 6.03822100e-01,\n",
       "         5.39464717e-01, 3.01896802e-01, 1.23124112e-01, 2.81558805e-01,\n",
       "         1.06004578e-01, 2.35982810e-01, 5.88975554e-01, 4.95643635e-01,\n",
       "         2.43047306e-01, 6.14893737e-01, 1.42725365e-02, 2.05481613e-01,\n",
       "         3.81120448e-01, 6.47423890e-01, 3.16670703e-02, 1.16830466e-02]),\n",
       "  array([1.03996369e-03, 1.73933656e-03, 3.65430356e-04, 1.46486523e-02,\n",
       "         1.81834515e-01, 5.15805116e-02, 2.62520190e-02, 5.82484481e-02,\n",
       "         2.57662688e-03, 4.62554703e-02, 7.42150126e-01, 1.28381628e-02,\n",
       "         3.73445206e-05, 1.30692004e-01, 1.07318112e-03, 1.10300281e-01,\n",
       "         5.48475436e-02, 2.83092453e-01, 3.97679893e-03, 2.67079710e-01,\n",
       "         1.84862566e-01, 2.06228898e-01, 2.96975550e-01, 6.65733219e-01,\n",
       "         8.75838323e-01, 5.70482580e-01, 1.41758275e-01, 1.57377002e-01,\n",
       "         1.33712802e-01, 3.68014122e-01, 3.87145943e-01, 8.50561073e-02,\n",
       "         8.99720063e-02, 9.19080163e-01, 5.83469520e-01, 2.86131934e-02,\n",
       "         3.20440130e-03, 4.43273357e-02, 4.22209679e-01, 2.64831238e-01,\n",
       "         5.76472979e-01, 1.26194726e-02, 6.61617494e-04, 7.30082027e-03,\n",
       "         4.72714514e-01, 1.80967942e-01, 7.35404527e-02, 6.31546426e-02,\n",
       "         4.19898603e-02, 1.16354953e-01, 2.08723808e-04, 5.90772852e-01,\n",
       "         1.60262834e-01, 2.02398958e-01, 2.53261559e-04, 5.57621589e-04,\n",
       "         1.27545254e-01, 2.06001186e-01, 1.47505770e-02, 2.95661742e-02,\n",
       "         3.00766530e-02, 4.31268077e-02, 4.36840996e-01, 8.16514704e-02,\n",
       "         3.25088862e-02, 4.76343048e-01, 4.45493937e-01, 3.81186130e-01,\n",
       "         3.93171450e-02, 2.89745555e-02, 8.77721574e-01, 9.91841464e-02,\n",
       "         6.67700273e-05, 3.84987153e-01, 6.67699470e-01, 5.46431593e-02,\n",
       "         2.93699304e-01, 1.28480845e-01, 4.10504307e-03, 6.02044181e-01,\n",
       "         7.81293864e-02, 1.54714715e-02, 6.26538384e-01, 1.43602587e-01,\n",
       "         7.52993974e-03, 1.67381631e-02, 1.42162665e-02, 5.89624663e-01,\n",
       "         3.57926455e-01, 3.29236798e-01, 8.42101422e-02, 2.36404241e-02,\n",
       "         7.56504335e-03, 7.00922824e-01, 1.95334241e-01, 8.10535786e-01,\n",
       "         6.58846544e-02, 4.55189738e-02, 2.08946780e-02, 1.16028002e-04,\n",
       "         2.67253519e-01, 8.93956619e-03, 7.08846494e-03, 1.04635607e-01,\n",
       "         8.23361432e-02, 1.72591650e-02, 1.98224819e-02, 5.11113011e-01,\n",
       "         1.55688312e-01, 1.46545988e-04, 5.36058226e-01, 3.23927252e-01,\n",
       "         9.17520342e-01, 1.11825101e-01, 3.72525969e-01, 6.95020966e-01,\n",
       "         3.69120003e-01, 6.18934151e-01, 2.16899041e-04, 5.44795791e-02,\n",
       "         3.62321324e-01, 1.74732453e-01, 4.67610174e-02, 5.70416854e-03,\n",
       "         1.35292250e-01, 3.64595278e-02, 1.01407066e-01, 2.78556829e-02,\n",
       "         1.39639375e-01, 8.59590913e-01, 5.93780886e-01, 3.95787413e-01,\n",
       "         1.00000000e+00, 4.82549932e-02, 2.65769140e-01, 8.15479509e-04,\n",
       "         5.03038658e-04, 3.70757437e-01, 4.98379206e-02, 1.71425224e-01,\n",
       "         1.33684891e-01, 1.85989530e-01, 7.74397549e-02, 3.98686101e-01,\n",
       "         1.71174811e-02, 3.39594397e-01, 5.71759647e-05, 1.26179075e-01,\n",
       "         1.16918905e-01, 3.01991881e-01, 2.78651840e-01, 1.31294102e-01,\n",
       "         2.73825007e-02, 2.56637939e-01, 2.96212327e-02, 1.32685483e-01,\n",
       "         4.72221145e-01, 2.98830366e-01, 1.48532394e-01, 1.65134411e-01,\n",
       "         2.88828356e-01, 4.84763582e-02, 6.51226532e-01, 2.42356695e-02,\n",
       "         3.52390371e-01, 1.05718368e-02, 9.92319193e-03, 7.05776300e-01,\n",
       "         9.50627501e-01, 1.54791823e-01, 8.91012826e-03, 1.71476948e-01,\n",
       "         2.92851409e-01, 2.90702148e-01, 4.17918757e-02, 1.34013283e-01,\n",
       "         2.92833638e-03, 3.40841573e-01, 7.97220807e-01, 3.15370467e-01,\n",
       "         3.05609161e-02, 1.61714443e-02, 1.58067112e-01, 1.83798267e-01,\n",
       "         1.04455808e-01, 4.26224767e-02, 1.91697672e-02, 1.32896985e-01,\n",
       "         7.63585006e-03, 1.76508173e-01, 9.53071910e-01, 4.56312462e-01,\n",
       "         2.59117445e-02, 1.60285339e-01, 1.62164230e-03, 4.00118886e-02,\n",
       "         5.60129259e-02, 1.64704424e-01, 1.28136144e-02, 2.45403767e-03]),\n",
       "  array([2.56757897e-03, 2.94458723e-06, 6.78917348e-02, 2.76740098e-02,\n",
       "         5.55815835e-03, 1.27714608e-04, 1.42085434e-02, 8.02292769e-03,\n",
       "         2.03350705e-02, 1.58181596e-01, 3.61902482e-05, 1.14221897e-01,\n",
       "         7.29022300e-02, 3.32209110e-02, 6.50892284e-05, 6.78241839e-03,\n",
       "         3.19359102e-01, 1.03753413e-02, 2.62387752e-04, 3.47228352e-02,\n",
       "         1.40506546e-01, 1.55928651e-06, 4.33757515e-02, 4.68565076e-04,\n",
       "         4.97965577e-03, 2.94076078e-03, 1.86172039e-01, 5.43866659e-03,\n",
       "         8.36834518e-03, 3.21411702e-02, 3.06401681e-02, 2.77457377e-01,\n",
       "         5.87225129e-02, 6.80459165e-04, 7.88907698e-03, 1.40654300e-02,\n",
       "         2.33067808e-01, 1.13106700e-01, 4.02556212e-02, 1.42156534e-02,\n",
       "         3.45554798e-04, 4.64637214e-01, 1.02263129e-05, 2.56053126e-02,\n",
       "         2.24128897e-04, 2.48034000e-04, 8.70392433e-04, 2.35030880e-03,\n",
       "         2.85093708e-05, 6.24474890e-03, 1.20469533e-01, 2.26014810e-04,\n",
       "         4.29870890e-06, 9.24761677e-02, 3.69630819e-05, 3.91920610e-04,\n",
       "         7.82814952e-06, 1.34284352e-03, 2.79836686e-02, 1.06063127e-03,\n",
       "         2.46586723e-01, 2.23545822e-04, 1.76335681e-02, 1.62287951e-05,\n",
       "         6.13524079e-03, 2.09671150e-03, 1.10153414e-02, 1.52861755e-03,\n",
       "         3.67519909e-02, 2.44041442e-01, 9.63395468e-04, 2.92942274e-03,\n",
       "         1.39612990e-04, 2.19309007e-04, 1.59083280e-02, 3.82645158e-05,\n",
       "         7.82459134e-02, 9.55663521e-02, 1.83187631e-01, 1.98126209e-02,\n",
       "         1.05713394e-05, 1.43835819e-02, 3.85621187e-04, 1.76799376e-01,\n",
       "         6.19593507e-03, 7.34103772e-03, 9.48643947e-02, 9.18412601e-04,\n",
       "         5.54383186e-02, 1.41590236e-02, 2.83587193e-01, 4.99384220e-01,\n",
       "         4.91321754e-01, 5.97734479e-03, 4.72315232e-05, 2.35554066e-03,\n",
       "         2.50755940e-01, 3.36939212e-02, 1.45111128e-03, 4.54626719e-05,\n",
       "         3.00866782e-02, 2.19729216e-03, 4.98172370e-01, 1.15400905e-01,\n",
       "         2.77806378e-02, 7.41615783e-03, 6.49451638e-02, 2.48899531e-02,\n",
       "         6.38820188e-03, 4.26354316e-03, 2.10212552e-02, 3.45969296e-03,\n",
       "         2.73251673e-03, 1.06335035e-02, 2.45106482e-02, 1.41307438e-02,\n",
       "         3.97664558e-03, 5.39923548e-04, 4.28775745e-01, 2.60610604e-03,\n",
       "         3.47970148e-02, 4.06077928e-02, 4.26591815e-01, 4.51251625e-04,\n",
       "         2.04332294e-01, 8.88842875e-02, 4.77249283e-02, 2.34843571e-03,\n",
       "         2.02424139e-01, 4.59035965e-04, 2.17619237e-02, 1.50761629e-02,\n",
       "         8.15479509e-04, 1.65644563e-02, 1.26457792e-02, 1.00000000e+00,\n",
       "         2.00280330e-03, 3.37463909e-02, 2.92185929e-02, 4.33881427e-07,\n",
       "         6.60591835e-04, 5.12468776e-05, 3.26855380e-03, 1.26144152e-04,\n",
       "         2.38104561e-04, 4.27178435e-02, 3.76009709e-02, 4.15867681e-04,\n",
       "         3.42983464e-03, 5.21134300e-03, 1.27478867e-05, 9.79936475e-02,\n",
       "         6.66624950e-02, 8.05616210e-02, 3.15126280e-02, 5.23771003e-04,\n",
       "         3.88187712e-02, 1.20709318e-02, 4.13078532e-02, 2.57843292e-02,\n",
       "         7.84177199e-02, 1.68957294e-01, 1.44403015e-02, 2.75532302e-06,\n",
       "         5.45988934e-04, 2.68589362e-01, 2.63943980e-01, 3.08962867e-05,\n",
       "         5.43521960e-04, 3.01762692e-05, 5.42880671e-02, 1.64450869e-01,\n",
       "         3.14801772e-02, 1.02340117e-02, 7.51901979e-03, 2.08596600e-01,\n",
       "         7.16598473e-02, 4.56356270e-02, 5.82160400e-03, 2.15036610e-03,\n",
       "         2.02637651e-02, 6.83330489e-03, 1.24159623e-02, 4.97520100e-02,\n",
       "         2.07085871e-01, 2.03866737e-01, 3.75890032e-02, 4.53525474e-03,\n",
       "         4.71329142e-01, 1.05421576e-03, 7.53016798e-04, 6.37813845e-03,\n",
       "         5.02810841e-01, 1.64559262e-01, 6.14222326e-03, 3.81895624e-02,\n",
       "         3.86193510e-01, 1.04254229e-01, 4.24844594e-04, 7.92237202e-04]),\n",
       "  array([9.81713501e-01, 1.11898293e-01, 3.91114374e-01, 5.20781251e-01,\n",
       "         1.20005129e-01, 1.09956121e-01, 4.72420014e-01, 3.18307381e-01,\n",
       "         7.52911797e-01, 1.19615552e-01, 3.71769368e-05, 2.90351063e-01,\n",
       "         1.73728248e-01, 1.36563138e-01, 5.10723076e-01, 1.97541137e-01,\n",
       "         1.05536509e-03, 6.84862847e-02, 5.52573914e-01, 5.05349066e-02,\n",
       "         2.12994914e-03, 3.62076663e-04, 3.39646523e-02, 5.39145125e-03,\n",
       "         1.42515250e-03, 1.71598004e-02, 1.38990222e-02, 1.39589870e-01,\n",
       "         1.67169727e-01, 2.63039276e-02, 2.38694329e-02, 2.30340627e-03,\n",
       "         1.50312481e-01, 1.60804414e-03, 1.56676110e-02, 4.55374500e-01,\n",
       "         1.91373794e-01, 1.67881050e-01, 1.15096619e-02, 7.23346256e-02,\n",
       "         6.73162538e-03, 5.15187494e-02, 2.88499027e-01, 6.28494504e-01,\n",
       "         8.22122262e-03, 4.37590963e-02, 1.82841421e-01, 2.64648352e-01,\n",
       "         5.69027596e-02, 1.87741051e-01, 2.20311554e-01, 4.64197203e-03,\n",
       "         2.23803583e-03, 3.16079331e-02, 5.51533329e-01, 8.71964953e-01,\n",
       "         5.95639340e-03, 7.74655369e-02, 5.18265972e-01, 3.52808407e-01,\n",
       "         9.47336891e-02, 1.63284099e-01, 2.57795009e-02, 1.97779597e-02,\n",
       "         4.38678780e-01, 2.40843284e-02, 2.95027912e-02, 3.33865866e-02,\n",
       "         3.22936223e-01, 9.86154969e-02, 2.62491877e-03, 1.95795388e-01,\n",
       "         7.82754790e-01, 1.25375466e-02, 3.29588756e-03, 5.37133331e-02,\n",
       "         1.24407692e-02, 6.95844608e-02, 2.40668174e-01, 5.75200399e-03,\n",
       "         1.50578136e-02, 5.75636769e-01, 5.72068081e-03, 1.94752583e-03,\n",
       "         7.42674594e-01, 5.83789745e-01, 3.17920291e-01, 1.09655100e-02,\n",
       "         1.24039106e-02, 5.09478001e-02, 1.46176640e-02, 1.12052061e-03,\n",
       "         5.67165892e-02, 8.74037246e-03, 1.36037840e-02, 5.06794211e-03,\n",
       "         4.05842637e-02, 3.06069830e-01, 4.51583654e-01, 6.25401899e-01,\n",
       "         5.49600232e-02, 6.69153347e-01, 5.61480619e-02, 7.44964157e-02,\n",
       "         2.17913221e-01, 5.77276132e-01, 3.49668214e-01, 1.08222149e-02,\n",
       "         1.42802657e-01, 8.69803263e-01, 1.09945040e-02, 5.33337435e-02,\n",
       "         2.09773434e-03, 1.95655717e-01, 3.15339976e-02, 2.23767271e-03,\n",
       "         4.40569533e-02, 7.30608067e-03, 4.36107967e-02, 2.97883928e-01,\n",
       "         2.54077175e-02, 8.90889297e-02, 9.10144644e-03, 5.70870121e-01,\n",
       "         3.85734851e-03, 2.24056526e-01, 1.50038479e-01, 4.29244827e-01,\n",
       "         5.69696069e-03, 1.86220291e-03, 4.76233309e-03, 3.49127260e-02,\n",
       "         5.03038658e-04, 3.42718713e-01, 7.33859839e-02, 2.00280330e-03,\n",
       "         1.00000000e+00, 2.45587786e-02, 3.02072216e-01, 8.71147943e-05,\n",
       "         9.69447600e-02, 1.55633734e-02, 2.42281361e-01, 7.90262047e-03,\n",
       "         2.96074587e-01, 2.42836239e-02, 3.28913068e-01, 8.48562196e-02,\n",
       "         1.74640159e-01, 6.24078466e-02, 2.18592979e-03, 6.56356077e-02,\n",
       "         3.03193432e-01, 9.86973067e-04, 3.87684119e-01, 8.89505526e-02,\n",
       "         4.60919964e-03, 6.18288339e-02, 1.08032771e-01, 1.15448134e-01,\n",
       "         1.35292248e-02, 1.07095166e-01, 6.14024755e-03, 1.87649805e-02,\n",
       "         2.49114747e-02, 1.38458067e-01, 1.43986092e-01, 2.31647329e-05,\n",
       "         1.01731225e-03, 1.37000143e-02, 4.72616747e-01, 8.38434773e-03,\n",
       "         4.51773387e-02, 6.58852238e-02, 3.86965254e-01, 4.65443678e-03,\n",
       "         4.68803565e-01, 2.20027672e-02, 5.04016263e-04, 5.01615231e-02,\n",
       "         4.20959247e-01, 5.91194687e-01, 1.39477691e-01, 7.33920251e-02,\n",
       "         2.66591915e-02, 9.43970541e-02, 4.38092834e-01, 1.61605861e-01,\n",
       "         6.18117626e-02, 8.55222730e-02, 1.26090168e-03, 5.19106322e-05,\n",
       "         1.95907643e-02, 2.33586427e-03, 9.29720678e-01, 3.16042639e-01,\n",
       "         9.28187620e-03, 4.12021882e-02, 4.12798309e-01, 7.97193640e-01]),\n",
       "  array([1.86884398e-04, 1.06321772e-02, 4.90953291e-06, 1.01030879e-03,\n",
       "         3.97460376e-02, 7.80110456e-02, 3.07599458e-03, 1.04666679e-02,\n",
       "         1.52608136e-04, 9.06729103e-04, 3.22489554e-01, 2.94707839e-04,\n",
       "         1.97392661e-07, 9.17904839e-03, 1.46451815e-03, 2.21404639e-02,\n",
       "         1.45506235e-04, 3.93064011e-02, 3.38433149e-03, 1.57459370e-02,\n",
       "         1.42554812e-03, 9.42623680e-01, 1.37297426e-02, 3.22793184e-01,\n",
       "         6.85802330e-02, 1.28540074e-01, 1.62794814e-03, 3.53124741e-02,\n",
       "         2.34828150e-02, 1.98282726e-02, 2.10598730e-02, 3.61160202e-04,\n",
       "         4.17296087e-03, 2.55909094e-01, 7.02165094e-02, 3.40919702e-03,\n",
       "         2.84468871e-05, 1.18366303e-03, 1.55095526e-02, 3.03670537e-02,\n",
       "         3.49366134e-01, 6.78286569e-05, 2.01795387e-03, 4.67068277e-04,\n",
       "         3.78769999e-01, 1.86576748e-01, 4.51311460e-02, 2.30295095e-02,\n",
       "         1.19787940e-01, 2.44880411e-02, 1.39755757e-06, 4.11243654e-01,\n",
       "         6.87282084e-01, 5.19024046e-03, 3.40159334e-04, 2.56302535e-04,\n",
       "         4.98704815e-01, 9.53796205e-02, 1.01066233e-03, 1.57676209e-02,\n",
       "         3.69928508e-04, 5.05728058e-02, 3.53031222e-02, 2.73618291e-01,\n",
       "         6.56551549e-03, 1.41147110e-01, 5.05039801e-02, 1.44259467e-01,\n",
       "         2.52444745e-03, 3.59970007e-04, 2.30854516e-01, 3.21973544e-02,\n",
       "         3.14170672e-05, 3.41754060e-01, 3.18732938e-02, 1.37072650e-01,\n",
       "         6.70065694e-03, 3.74372777e-03, 4.87874071e-05, 2.95751727e-02,\n",
       "         3.06168917e-01, 1.67044903e-03, 3.43498889e-01, 8.72344220e-04,\n",
       "         1.22229299e-03, 2.79575808e-03, 3.87462338e-04, 2.33949062e-01,\n",
       "         1.06151065e-02, 3.55902198e-02, 6.61808937e-04, 3.88811016e-05,\n",
       "         3.54020429e-05, 8.59707255e-02, 3.79285099e-01, 1.51435784e-01,\n",
       "         7.40898033e-04, 3.14703557e-03, 9.12297245e-03, 1.16286837e-04,\n",
       "         1.76996807e-02, 2.76009453e-03, 3.22123042e-05, 2.63253862e-03,\n",
       "         6.68445869e-03, 2.87752985e-03, 7.68909574e-04, 2.59486121e-02,\n",
       "         3.18216369e-02, 1.09604242e-05, 3.07235306e-02, 8.36724339e-02,\n",
       "         1.19737031e-01, 1.70673916e-02, 2.52777945e-02, 3.15810163e-02,\n",
       "         8.49671571e-02, 2.99452454e-01, 3.88737325e-07, 1.86673221e-02,\n",
       "         1.83026050e-02, 1.01424871e-02, 2.08049602e-04, 3.88440991e-03,\n",
       "         9.35319530e-04, 1.18116529e-03, 5.50841100e-03, 9.62541240e-03,\n",
       "         1.11881581e-03, 3.14283045e-01, 2.57286433e-02, 3.80185485e-02,\n",
       "         1.71425224e-01, 5.43250012e-03, 3.29231268e-02, 4.33881427e-07,\n",
       "         8.71147943e-05, 1.89788454e-02, 3.83392906e-03, 1.00000000e+00,\n",
       "         9.17416858e-02, 3.55075628e-01, 2.36647949e-02, 4.27569570e-01,\n",
       "         1.84741609e-02, 1.46476550e-02, 6.31188750e-07, 1.08042329e-01,\n",
       "         3.46470555e-02, 6.29117168e-02, 7.08385220e-01, 3.71462773e-03,\n",
       "         1.08580227e-03, 2.33280781e-03, 2.06098735e-03, 1.01661265e-01,\n",
       "         1.33669556e-02, 3.70656430e-02, 8.72479692e-03, 1.36100280e-02,\n",
       "         6.74180291e-03, 8.90085100e-04, 4.05221845e-02, 1.69895201e-01,\n",
       "         2.21419145e-01, 1.06143621e-04, 1.00334816e-04, 2.83474480e-01,\n",
       "         2.61965833e-01, 3.72040005e-01, 3.44864904e-04, 1.88066408e-03,\n",
       "         1.80821818e-02, 4.04538960e-02, 7.64033933e-03, 9.73064433e-04,\n",
       "         7.07862835e-05, 1.36658283e-02, 3.87870613e-02, 1.05863234e-01,\n",
       "         2.88741250e-03, 2.80795556e-03, 2.14528770e-02, 8.94161146e-03,\n",
       "         1.29397099e-03, 6.45709181e-04, 1.11123367e-03, 3.34717480e-02,\n",
       "         3.78389980e-05, 9.40068193e-02, 2.31812836e-01, 8.31188349e-03,\n",
       "         1.15674924e-04, 1.11488785e-03, 1.89265489e-04, 2.50290047e-03,\n",
       "         2.79824607e-04, 4.06683410e-03, 1.00683878e-02, 1.05964081e-03]),\n",
       "  array([1.42379525e-01, 2.62279845e-01, 1.92288877e-02, 2.86875145e-01,\n",
       "         8.30425414e-01, 8.81061089e-01, 4.56816504e-01, 6.77516175e-01,\n",
       "         1.30273364e-01, 1.57841623e-01, 4.73608232e-02, 1.31571207e-01,\n",
       "         2.75435241e-03, 4.76603844e-01, 2.34304399e-01, 7.85581945e-01,\n",
       "         8.18900421e-03, 6.69470390e-01, 4.00310790e-01, 4.01408381e-01,\n",
       "         3.28041992e-02, 1.81556741e-01, 3.18896978e-01, 5.05695653e-01,\n",
       "         1.51059928e-01, 6.01354950e-01, 8.19310760e-02, 8.36499592e-01,\n",
       "         7.60923862e-01, 3.35075670e-01, 3.29658283e-01, 1.79828684e-02,\n",
       "         3.49085456e-01, 2.69814172e-01, 4.55598432e-01, 4.72555574e-01,\n",
       "         3.60198224e-02, 2.04946296e-01, 2.08580286e-01, 6.15784637e-01,\n",
       "         5.69371575e-01, 3.22693504e-02, 1.89852286e-01, 2.11974268e-01,\n",
       "         6.30280051e-01, 9.38685250e-01, 9.49547907e-01, 8.53701707e-01,\n",
       "         7.40468659e-01, 8.03107075e-01, 8.30453898e-03, 5.09653325e-01,\n",
       "         3.71235150e-01, 2.00251387e-01, 1.13780591e-01, 1.40443268e-01,\n",
       "         5.07774359e-01, 9.64546294e-01, 2.86507682e-01, 7.65416029e-01,\n",
       "         9.39620830e-02, 8.77715014e-01, 4.25381702e-01, 6.72749170e-01,\n",
       "         6.10105765e-01, 7.16747482e-01, 5.23435839e-01, 8.21148519e-01,\n",
       "         3.71336766e-01, 9.43093866e-02, 3.25679041e-01, 8.93516262e-01,\n",
       "         4.45074695e-02, 7.21431969e-01, 1.61337493e-01, 7.85734024e-01,\n",
       "         1.48658974e-01, 2.42340043e-01, 5.12765466e-02, 2.01799374e-01,\n",
       "         6.13520162e-01, 3.69113699e-01, 5.28903223e-01, 2.50914307e-02,\n",
       "         3.36079045e-01, 4.59367365e-01, 1.54996077e-01, 6.16356062e-01,\n",
       "         1.82389781e-01, 5.69949871e-01, 5.51364507e-02, 4.50540211e-03,\n",
       "         2.45087190e-02, 3.81982292e-01, 7.15684130e-01, 3.74361970e-01,\n",
       "         9.10093217e-02, 4.02138254e-01, 6.64584370e-01, 7.17139244e-02,\n",
       "         4.37498015e-01, 4.49836269e-01, 2.33075392e-02, 2.12384608e-01,\n",
       "         4.95813794e-01, 4.63936900e-01, 2.21537310e-01, 2.53988234e-01,\n",
       "         8.10724518e-01, 3.43047247e-02, 2.75121271e-01, 8.12679754e-01,\n",
       "         2.27488479e-01, 7.07425792e-01, 4.02574155e-01, 1.34257237e-01,\n",
       "         7.58863968e-01, 5.62571078e-01, 2.32836176e-03, 8.16284681e-01,\n",
       "         3.18738461e-01, 4.19469882e-01, 2.58775486e-02, 4.49693054e-01,\n",
       "         3.54879199e-02, 2.29234903e-01, 3.94945222e-01, 6.87553291e-01,\n",
       "         4.60677730e-02, 3.11006073e-01, 1.74255388e-01, 4.99886877e-01,\n",
       "         1.33684891e-01, 5.29759901e-01, 6.40296616e-01, 6.60591835e-04,\n",
       "         9.69447600e-02, 3.19036794e-01, 4.36860680e-01, 9.17416858e-02,\n",
       "         1.00000000e+00, 7.39108957e-01, 8.49290219e-01, 6.34397730e-01,\n",
       "         6.97706252e-01, 2.83447640e-01, 6.22990417e-03, 9.92890958e-01,\n",
       "         8.89347238e-01, 7.76421322e-01, 3.99042771e-01, 2.35598622e-01,\n",
       "         2.47009978e-01, 2.87296010e-02, 3.60825491e-01, 9.98076423e-01,\n",
       "         1.28843546e-01, 6.27379687e-01, 4.24628771e-01, 5.28982669e-01,\n",
       "         1.54783555e-01, 1.49529328e-01, 2.37962580e-01, 4.65036506e-01,\n",
       "         8.35712560e-01, 6.03285426e-02, 5.96374717e-02, 3.56716616e-02,\n",
       "         2.19675399e-01, 6.91538657e-01, 1.68508874e-01, 6.97684990e-02,\n",
       "         4.06462773e-01, 6.66919401e-01, 6.29895912e-01, 3.93841202e-02,\n",
       "         7.81345481e-02, 2.63251200e-01, 7.25811543e-02, 8.62389045e-01,\n",
       "         4.30083864e-01, 4.60874862e-01, 6.88217977e-01, 3.66281549e-01,\n",
       "         9.83028615e-02, 1.22075613e-01, 2.83853366e-01, 8.59572195e-01,\n",
       "         2.62454919e-02, 9.85661738e-01, 2.32129967e-01, 1.24400653e-02,\n",
       "         2.74884267e-02, 3.05668999e-02, 1.47667700e-01, 3.67121387e-01,\n",
       "         3.00332109e-02, 2.01171159e-01, 6.21093433e-01, 2.84306863e-01]),\n",
       "  array([2.56883740e-02, 1.93217750e-01, 1.60436586e-03, 6.25035133e-02,\n",
       "         4.46172493e-01, 7.02649844e-01, 1.27910731e-01, 2.54514826e-01,\n",
       "         2.01197681e-02, 3.46550877e-02, 1.19890071e-01, 2.22102497e-02,\n",
       "         1.42180398e-04, 1.72473498e-01, 8.39798909e-02, 3.57209568e-01,\n",
       "         2.02049840e-03, 3.63689741e-01, 1.49049976e-01, 1.76083005e-01,\n",
       "         1.18706904e-02, 5.48710420e-01, 1.40034910e-01, 6.40713887e-01,\n",
       "         1.41620039e-01, 5.05941081e-01, 2.45389305e-02, 4.34203408e-01,\n",
       "         3.50297331e-01, 1.64475895e-01, 1.65718028e-01, 4.84500893e-03,\n",
       "         1.04745420e-01, 3.61908378e-01, 3.24673689e-01, 1.35308331e-01,\n",
       "         4.01833271e-03, 4.66220100e-02, 1.05076425e-01, 3.11018632e-01,\n",
       "         7.30611033e-01, 4.55901824e-03, 8.70316895e-02, 3.98414502e-02,\n",
       "         8.28752347e-01, 9.13017326e-01, 5.70098731e-01, 4.09067313e-01,\n",
       "         7.57363734e-01, 3.75774125e-01, 5.67114412e-04, 7.20343593e-01,\n",
       "         8.19845169e-01, 7.08843311e-02, 3.26911282e-02, 3.09786169e-02,\n",
       "         9.19310308e-01, 6.98215508e-01, 6.24087080e-02, 3.52893348e-01,\n",
       "         1.75187728e-02, 5.99066106e-01, 2.41394991e-01, 9.21320890e-01,\n",
       "         2.08473596e-01, 6.06431462e-01, 3.22392017e-01, 6.89815529e-01,\n",
       "         9.76201445e-02, 1.74414257e-02, 3.98098848e-01, 4.60743011e-01,\n",
       "         7.41995454e-03, 8.93774344e-01, 1.11858061e-01, 8.10400438e-01,\n",
       "         6.12471678e-02, 7.45816597e-02, 6.24268930e-03, 1.28422427e-01,\n",
       "         9.08366995e-01, 9.10122585e-02, 6.82705377e-01, 8.27745312e-03,\n",
       "         8.11983862e-02, 1.29759541e-01, 2.75464802e-02, 6.54505942e-01,\n",
       "         8.34443251e-02, 3.06819505e-01, 1.36357906e-02, 8.50959176e-04,\n",
       "         3.05034304e-03, 3.05302544e-01, 9.98849884e-01, 3.73036487e-01,\n",
       "         2.08555979e-02, 1.11134910e-01, 2.65667901e-01, 1.66341358e-02,\n",
       "         1.96169348e-01, 1.36246204e-01, 2.85378692e-03, 6.02415312e-02,\n",
       "         1.63947808e-01, 1.31764027e-01, 4.51214884e-02, 1.45709478e-01,\n",
       "         4.07620947e-01, 3.69305091e-03, 1.64234875e-01, 5.58501526e-01,\n",
       "         2.35694250e-01, 2.98051915e-01, 2.06272879e-01, 9.75144286e-02,\n",
       "         5.27981049e-01, 6.75125180e-01, 1.37293437e-04, 3.69852672e-01,\n",
       "         1.53971116e-01, 1.59068375e-01, 5.33720046e-03, 1.64443942e-01,\n",
       "         1.09352183e-02, 5.14860588e-02, 1.26236025e-01, 2.69462115e-01,\n",
       "         1.40799075e-02, 4.37982181e-01, 1.09620657e-01, 2.81688129e-01,\n",
       "         1.85989530e-01, 1.67370913e-01, 3.30228607e-01, 5.12468776e-05,\n",
       "         1.55633734e-02, 1.55970716e-01, 1.26388143e-01, 3.55075628e-01,\n",
       "         7.39108957e-01, 1.00000000e+00, 4.03013228e-01, 8.91130664e-01,\n",
       "         3.74455632e-01, 1.30418680e-01, 3.86439299e-04, 7.91031020e-01,\n",
       "         4.64692122e-01, 4.85313526e-01, 8.21845410e-01, 7.27132930e-02,\n",
       "         5.41028773e-02, 1.27486094e-02, 9.08653325e-02, 7.70243459e-01,\n",
       "         6.96492172e-02, 3.37261921e-01, 1.53613247e-01, 2.12340818e-01,\n",
       "         6.32823117e-02, 3.29422690e-02, 1.62505462e-01, 6.68825557e-01,\n",
       "         8.38640201e-01, 8.65694578e-03, 8.45111286e-03, 9.37345195e-02,\n",
       "         3.15066558e-01, 9.92410747e-01, 2.93236023e-02, 2.27655072e-02,\n",
       "         1.86040476e-01, 3.65923808e-01, 2.20616135e-01, 1.19689678e-02,\n",
       "         1.01334306e-02, 1.20322462e-01, 6.77976144e-02, 6.42684854e-01,\n",
       "         1.17514249e-01, 1.30781977e-01, 3.08921995e-01, 1.36624747e-01,\n",
       "         2.62653447e-02, 2.54241259e-02, 6.26185742e-02, 4.41141549e-01,\n",
       "         3.28520947e-03, 7.16783523e-01, 3.11521855e-01, 1.11509341e-02,\n",
       "         4.67808854e-03, 1.03815037e-02, 2.52323280e-02, 9.63179079e-02,\n",
       "         6.55474156e-03, 6.58624634e-02, 2.78223485e-01, 7.70233211e-02]),\n",
       "  array([1.39127426e-02, 7.58907197e-02, 1.31117318e-03, 5.39929960e-02,\n",
       "         4.65728658e-01, 4.78657836e-01, 1.08087252e-01, 2.24537675e-01,\n",
       "         1.45952011e-02, 4.71166746e-02, 2.74706339e-01, 2.39648357e-02,\n",
       "         1.17730395e-04, 2.07460223e-01, 3.48583318e-02, 3.43980222e-01,\n",
       "         6.05637333e-03, 4.49580647e-01, 7.50884317e-02, 2.56225809e-01,\n",
       "         3.13821692e-02, 6.11403608e-01, 2.22373485e-01, 8.90862539e-01,\n",
       "         3.08694448e-01, 7.04049838e-01, 4.96321139e-02, 4.38842248e-01,\n",
       "         3.56699857e-01, 2.66337349e-01, 2.71706160e-01, 1.30211781e-02,\n",
       "         1.28961922e-01, 6.36924643e-01, 5.05914302e-01, 1.15361351e-01,\n",
       "         4.61822893e-03, 5.81290898e-02, 1.98441992e-01, 3.92135515e-01,\n",
       "         9.46166745e-01, 7.33200418e-03, 3.19442748e-02, 3.20422703e-02,\n",
       "         9.87477525e-01, 8.13674470e-01, 4.43453094e-01, 3.29702188e-01,\n",
       "         4.85555279e-01, 3.62637130e-01, 5.19953633e-04, 9.46877233e-01,\n",
       "         7.58482280e-01, 1.20327489e-01, 1.17797667e-02, 1.37216415e-02,\n",
       "         7.70144252e-01, 6.80061473e-01, 5.40292875e-02, 2.42092516e-01,\n",
       "         2.52255720e-02, 4.02876604e-01, 3.72562289e-01, 6.77254291e-01,\n",
       "         1.65639867e-01, 7.68259666e-01, 4.65714403e-01, 7.97107585e-01,\n",
       "         9.80184086e-02, 2.48897354e-02, 6.72158108e-01, 4.06432691e-01,\n",
       "         2.70538180e-03, 9.86887589e-01, 2.37963148e-01, 5.46961359e-01,\n",
       "         1.19908825e-01, 1.10214954e-01, 6.85300534e-03, 2.55440105e-01,\n",
       "         6.65135076e-01, 7.27596074e-02, 9.19893445e-01, 2.24031932e-02,\n",
       "         5.53778244e-02, 9.71981898e-02, 2.89321476e-02, 8.69121258e-01,\n",
       "         1.59523336e-01, 4.12176030e-01, 2.77958768e-02, 2.53207331e-03,\n",
       "         4.73717095e-03, 5.09989194e-01, 9.03217474e-01, 6.21070365e-01,\n",
       "         3.55655795e-02, 1.12358426e-01, 1.78002600e-01, 5.77012088e-03,\n",
       "         2.77885264e-01, 8.58779685e-02, 4.43007088e-03, 8.88513844e-02,\n",
       "         1.76369173e-01, 9.91213426e-02, 4.57549079e-02, 2.67344384e-01,\n",
       "         4.16971194e-01, 1.93901553e-03, 2.96321478e-01, 6.47026969e-01,\n",
       "         4.57673247e-01, 3.00803233e-01, 3.16566634e-01, 2.17762918e-01,\n",
       "         6.42565174e-01, 9.06123271e-01, 1.82631080e-04, 2.93646491e-01,\n",
       "         2.52420262e-01, 2.11261995e-01, 1.18096308e-02, 8.86251678e-02,\n",
       "         2.70092519e-02, 5.94130336e-02, 1.53216311e-01, 1.93678460e-01,\n",
       "         3.28163279e-02, 7.22518368e-01, 2.26274270e-01, 4.06871442e-01,\n",
       "         3.98686101e-01, 1.55460942e-01, 4.10712555e-01, 1.26144152e-04,\n",
       "         7.90262047e-03, 2.56526430e-01, 1.26812167e-01, 4.27569570e-01,\n",
       "         6.34397730e-01, 8.91130664e-01, 3.43709354e-01, 1.00000000e+00,\n",
       "         2.21053630e-01, 2.18988210e-01, 2.78092586e-04, 6.59565891e-01,\n",
       "         4.27196115e-01, 5.69926820e-01, 8.74563927e-01, 1.08793947e-01,\n",
       "         5.71305612e-02, 3.64034031e-02, 8.61606647e-02, 6.54187464e-01,\n",
       "         1.51273564e-01, 4.30994176e-01, 1.96884637e-01, 2.58485172e-01,\n",
       "         1.22261692e-01, 4.59489185e-02, 3.11388364e-01, 3.90424114e-01,\n",
       "         9.10401768e-01, 1.12584061e-02, 1.08720798e-02, 2.26440250e-01,\n",
       "         5.81896386e-01, 8.47231072e-01, 2.68006699e-02, 4.95523513e-02,\n",
       "         2.73926594e-01, 4.54978914e-01, 1.84629229e-01, 2.87837511e-02,\n",
       "         9.00782111e-03, 2.06449329e-01, 1.74676895e-01, 7.15720945e-01,\n",
       "         1.05489944e-01, 9.69128451e-02, 3.39091097e-01, 1.91134077e-01,\n",
       "         4.79260830e-02, 3.65843618e-02, 5.80268969e-02, 4.24644588e-01,\n",
       "         5.01787267e-03, 6.66187263e-01, 5.75517997e-01, 3.96752735e-02,\n",
       "         9.09788065e-03, 2.72970613e-02, 1.53722949e-02, 9.74838108e-02,\n",
       "         1.44505250e-02, 1.07585737e-01, 1.63083174e-01, 3.99972411e-02]),\n",
       "  array([3.73995661e-01, 6.17150763e-01, 3.72263326e-02, 3.36293692e-01,\n",
       "         4.90850779e-01, 8.51673543e-01, 4.97112878e-01, 6.07182830e-01,\n",
       "         2.32480466e-01, 9.11714625e-02, 4.21965743e-03, 1.21938712e-01,\n",
       "         6.43211648e-03, 2.68202844e-01, 6.91202882e-01, 5.65729544e-01,\n",
       "         1.31714523e-03, 3.02848049e-01, 8.59845935e-01, 1.54622652e-01,\n",
       "         5.43313283e-03, 4.59053214e-02, 1.07203511e-01, 1.32079906e-01,\n",
       "         2.23586976e-02, 1.87284796e-01, 2.23238940e-02, 5.27674348e-01,\n",
       "         4.99760368e-01, 1.04131650e-01, 9.94574388e-02, 3.29867906e-03,\n",
       "         2.05471991e-01, 4.76795601e-02, 1.27898711e-01, 5.02291152e-01,\n",
       "         3.62101879e-02, 1.33357332e-01, 5.04754297e-02, 2.78807954e-01,\n",
       "         1.65156533e-01, 1.73788717e-02, 6.09453905e-01, 2.96009310e-01,\n",
       "         2.05891332e-01, 5.48552971e-01, 8.44659426e-01, 7.92335751e-01,\n",
       "         7.06186216e-01, 5.69325579e-01, 1.46659710e-02, 1.38531771e-01,\n",
       "         1.43529715e-01, 6.66297473e-02, 4.60124370e-01, 4.62149830e-01,\n",
       "         2.49615506e-01, 5.57994513e-01, 3.34756709e-01, 9.27807244e-01,\n",
       "         5.32849636e-02, 9.25918981e-01, 1.33766365e-01, 4.57209467e-01,\n",
       "         6.70242792e-01, 2.57640740e-01, 1.76061196e-01, 3.41549210e-01,\n",
       "         3.17690019e-01, 5.44237782e-02, 6.38984844e-02, 6.98261813e-01,\n",
       "         2.23681302e-01, 2.72175238e-01, 2.82598928e-02, 6.89359765e-01,\n",
       "         3.71126330e-02, 1.06252646e-01, 5.32990126e-02, 4.07202081e-02,\n",
       "         4.05558849e-01, 4.62572062e-01, 1.43884584e-01, 4.17049003e-03,\n",
       "         5.43826519e-01, 6.00525027e-01, 1.46489613e-01, 1.86644551e-01,\n",
       "         4.51532191e-02, 2.27475335e-01, 1.61248404e-02, 8.22865217e-04,\n",
       "         1.47219661e-02, 9.15901993e-02, 3.49711643e-01, 8.20110780e-02,\n",
       "         3.62942755e-02, 3.33100559e-01, 8.88904648e-01, 3.37536578e-01,\n",
       "         1.74047265e-01, 7.46007621e-01, 1.41090656e-02, 9.67572124e-02,\n",
       "         3.45072191e-01, 6.01080992e-01, 2.08453725e-01, 6.07672721e-02,\n",
       "         5.08905492e-01, 1.18249602e-01, 6.64080653e-02, 3.67261462e-01,\n",
       "         3.85859333e-02, 4.89533463e-01, 1.33480490e-01, 2.13745770e-02,\n",
       "         3.15982961e-01, 1.58913327e-01, 2.45809899e-03, 7.94529105e-01,\n",
       "         9.78515022e-02, 1.98327406e-01, 7.20754248e-03, 8.76646116e-01,\n",
       "         7.00283901e-03, 1.69145848e-01, 2.31267172e-01, 8.31698806e-01,\n",
       "         9.98294194e-03, 5.95002719e-02, 3.33617715e-02, 1.74769726e-01,\n",
       "         1.71174811e-02, 4.72383094e-01, 2.93449492e-01, 2.38104561e-04,\n",
       "         2.96074587e-01, 9.69488682e-02, 3.58970770e-01, 1.84741609e-02,\n",
       "         6.97706252e-01, 3.74455632e-01, 7.25044689e-01, 2.21053630e-01,\n",
       "         1.00000000e+00, 8.56268449e-02, 1.67082409e-02, 7.01488104e-01,\n",
       "         6.48112863e-01, 3.57947794e-01, 1.27943564e-01, 1.01202881e-01,\n",
       "         2.11486506e-01, 3.86463498e-03, 3.43735936e-01, 6.94749926e-01,\n",
       "         2.43390181e-02, 2.70763503e-01, 2.16548369e-01, 2.79378314e-01,\n",
       "         3.95769490e-02, 8.28818746e-02, 4.93535122e-02, 4.42634519e-01,\n",
       "         3.54646904e-01, 4.48843530e-02, 4.53702026e-02, 2.88062770e-03,\n",
       "         3.49872679e-02, 3.65065159e-01, 1.99463649e-01, 1.63438503e-02,\n",
       "         1.50925563e-01, 2.97698812e-01, 6.31581644e-01, 8.14940590e-03,\n",
       "         1.09673447e-01, 7.71224171e-02, 8.29883513e-03, 4.00097267e-01,\n",
       "         4.30616614e-01, 6.11465297e-01, 4.06686634e-01, 1.60894985e-01,\n",
       "         3.30228176e-02, 6.60569634e-02, 2.96770278e-01, 5.87754152e-01,\n",
       "         1.61372953e-02, 6.12040579e-01, 3.80328227e-02, 8.77049322e-04,\n",
       "         1.01674358e-02, 5.24742779e-03, 3.30789383e-01, 3.10494471e-01,\n",
       "         8.20934432e-03, 7.34973043e-02, 9.73313404e-01, 6.68572019e-01]),\n",
       "  array([2.97667139e-01, 1.78908762e-03, 9.06080392e-01, 2.64674173e-01,\n",
       "         1.87136135e-02, 4.11403336e-03, 1.51308515e-01, 6.71325965e-02,\n",
       "         4.99918991e-01, 1.34937793e-01, 1.73753711e-06, 3.37372837e-01,\n",
       "         9.24650522e-01, 5.33673037e-02, 3.03125208e-02, 3.53232837e-02,\n",
       "         4.01627369e-03, 1.41807514e-02, 4.34756834e-02, 2.00713796e-02,\n",
       "         3.39881927e-03, 3.46349862e-06, 1.57409364e-02, 3.31025612e-04,\n",
       "         3.24386994e-04, 2.10211157e-03, 1.88998053e-02, 2.17763202e-02,\n",
       "         3.23492449e-02, 1.04649932e-02, 9.32800208e-03, 6.21993066e-03,\n",
       "         8.39429713e-02, 1.36650008e-04, 3.10674426e-03, 1.42716138e-01,\n",
       "         4.99909578e-01, 1.52836964e-01, 5.76953125e-03, 1.75400254e-02,\n",
       "         3.56326681e-04, 1.64806067e-01, 9.08308422e-03, 3.60505939e-01,\n",
       "         3.59900477e-04, 1.89413717e-03, 1.39840398e-02, 3.15275214e-02,\n",
       "         1.25651346e-03, 3.21158980e-02, 8.78165594e-01, 2.14450556e-04,\n",
       "         2.60414365e-05, 2.37221214e-02, 3.68935422e-02, 1.31611491e-01,\n",
       "         8.11060452e-05, 6.46218488e-03, 2.64533527e-01, 3.36286094e-02,\n",
       "         1.55923982e-01, 7.75955918e-03, 7.37358057e-03, 3.41143732e-04,\n",
       "         9.00094676e-02, 2.47120783e-03, 6.53195574e-03, 2.94180965e-03,\n",
       "         1.56525189e-01, 1.61927550e-01, 2.42190631e-04, 2.42219300e-02,\n",
       "         1.33702343e-01, 5.29573255e-04, 1.19378870e-03, 1.28200975e-03,\n",
       "         9.33039255e-03, 5.15960609e-02, 4.99976926e-01, 2.13434769e-03,\n",
       "         2.26184896e-04, 2.06845189e-01, 3.21828154e-04, 3.78716287e-03,\n",
       "         2.07918509e-01, 1.48541436e-01, 3.22818326e-01, 8.34850538e-04,\n",
       "         7.47372977e-03, 1.24283184e-02, 2.78245493e-02, 6.59979544e-03,\n",
       "         2.11000083e-01, 1.61773582e-03, 3.29060806e-04, 6.43271815e-04,\n",
       "         6.38555117e-02, 1.38065304e-01, 5.24691965e-02, 5.60446512e-02,\n",
       "         2.00515235e-02, 1.11223948e-01, 2.14556590e-01, 6.31530293e-02,\n",
       "         8.11980081e-02, 1.46659851e-01, 2.65081932e-01, 4.13958837e-03,\n",
       "         2.40174130e-02, 5.95168166e-01, 3.81707271e-03, 6.61993218e-03,\n",
       "         3.28232522e-04, 4.32580663e-02, 1.06043060e-02, 8.17319347e-04,\n",
       "         5.84915420e-03, 4.61431312e-04, 4.32743935e-01, 3.79588742e-02,\n",
       "         1.06159714e-02, 3.84082149e-02, 2.72303990e-02, 5.22303323e-02,\n",
       "         7.14527329e-03, 1.81496553e-01, 7.34351865e-02, 5.84559754e-02,\n",
       "         9.64558698e-03, 1.29875880e-04, 1.92513966e-03, 8.97649820e-03,\n",
       "         5.71759647e-05, 1.06065281e-01, 1.67659890e-02, 3.76009709e-02,\n",
       "         3.28913068e-01, 1.01148376e-02, 1.24449976e-01, 6.31188750e-07,\n",
       "         6.22990417e-03, 3.86439299e-04, 3.24567547e-02, 2.78092586e-04,\n",
       "         1.67082409e-02, 1.14939043e-02, 1.00000000e+00, 4.56345799e-03,\n",
       "         2.27471511e-02, 9.31019097e-03, 3.67338635e-05, 4.95201377e-02,\n",
       "         2.18638403e-01, 1.28209707e-03, 1.82376990e-01, 5.21613017e-03,\n",
       "         2.63406011e-03, 1.38275073e-02, 4.73149606e-02, 3.87073501e-02,\n",
       "         1.00382747e-02, 1.25741081e-01, 1.89270728e-03, 1.97439757e-04,\n",
       "         1.45544074e-03, 2.95226341e-01, 3.07544047e-01, 1.11744846e-06,\n",
       "         8.41842288e-05, 2.85326347e-04, 3.87858155e-01, 1.12525061e-02,\n",
       "         1.70602073e-02, 1.35557604e-02, 8.35692669e-02, 8.41402595e-03,\n",
       "         6.00566583e-01, 1.09462684e-02, 1.55613715e-04, 5.06213698e-03,\n",
       "         1.56520034e-01, 1.46422519e-01, 3.22053905e-02, 3.56979031e-02,\n",
       "         3.65525562e-02, 1.28804078e-01, 2.47179406e-01, 2.35545190e-02,\n",
       "         2.21095633e-01, 6.51083687e-03, 1.16755868e-04, 3.05808481e-05,\n",
       "         6.43263666e-02, 4.10740455e-03, 3.81207653e-01, 1.55905472e-01,\n",
       "         2.50827896e-02, 3.29248448e-02, 3.11822240e-02, 1.13095219e-01]),\n",
       "  array([1.25381712e-01, 2.92095538e-01, 1.43805695e-02, 2.41827265e-01,\n",
       "         7.67753690e-01, 9.14329903e-01, 3.99466515e-01, 6.12215875e-01,\n",
       "         1.07631115e-01, 1.24578015e-01, 4.79393915e-02, 1.03745715e-01,\n",
       "         1.92849926e-03, 4.09386115e-01, 2.35135018e-01, 7.18819283e-01,\n",
       "         5.84237769e-03, 6.04595444e-01, 3.92408943e-01, 3.43958223e-01,\n",
       "         2.50892718e-02, 2.09264384e-01, 2.69797070e-01, 5.02451252e-01,\n",
       "         1.34940931e-01, 5.65709502e-01, 6.35634923e-02, 7.73495682e-01,\n",
       "         6.91685194e-01, 2.86895747e-01, 2.82636122e-01, 1.31915319e-02,\n",
       "         2.91458272e-01, 2.60904444e-01, 4.12283831e-01, 4.13918141e-01,\n",
       "         2.66283058e-02, 1.64609895e-01, 1.75190027e-01, 5.49139626e-01,\n",
       "         5.72644727e-01, 2.34286867e-02, 2.00477203e-01, 1.77061353e-01,\n",
       "         6.43826244e-01, 9.61399812e-01, 9.30451135e-01, 8.07530508e-01,\n",
       "         8.01467612e-01, 7.37426663e-01, 5.94546181e-03, 5.18086843e-01,\n",
       "         4.21780117e-01, 1.63012178e-01, 1.13204869e-01, 1.30854589e-01,\n",
       "         5.70118339e-01, 9.37402563e-01, 2.41431953e-01, 7.37627325e-01,\n",
       "         7.19513210e-02, 8.93853270e-01, 3.73961820e-01, 7.41931272e-01,\n",
       "         5.52852926e-01, 6.84172798e-01, 4.69772006e-01, 7.93772002e-01,\n",
       "         3.13917451e-01, 7.22347738e-02, 3.12959143e-01, 8.42213199e-01,\n",
       "         4.11130515e-02, 7.39365444e-01, 1.38940040e-01, 8.44981726e-01,\n",
       "         1.20916629e-01, 1.97628069e-01, 3.86111939e-02, 1.73523316e-01,\n",
       "         6.84072350e-01, 3.19955961e-01, 5.29259668e-01, 1.88897784e-02,\n",
       "         2.97417374e-01, 4.09377299e-01, 1.23547461e-01, 6.02231780e-01,\n",
       "         1.50966847e-01, 5.07830055e-01, 4.16502294e-02, 3.10527386e-03,\n",
       "         1.75865788e-02, 3.47410774e-01, 7.67480240e-01, 3.50803730e-01,\n",
       "         6.98678383e-02, 3.41880405e-01, 6.30588383e-01, 6.97348762e-02,\n",
       "         3.77471989e-01, 4.15053540e-01, 1.66892779e-02, 1.71375766e-01,\n",
       "         4.27782760e-01, 4.13488917e-01, 1.80757259e-01, 2.17981157e-01,\n",
       "         7.45159672e-01, 2.83301800e-02, 2.37960040e-01, 7.64558220e-01,\n",
       "         2.09477698e-01, 6.36344171e-01, 3.49418483e-01, 1.15508681e-01,\n",
       "         7.09925888e-01, 5.57832656e-01, 1.54738945e-03, 7.68102961e-01,\n",
       "         2.71831444e-01, 3.57306516e-01, 1.88514572e-02, 4.35406851e-01,\n",
       "         2.68343758e-02, 1.85914326e-01, 3.33236436e-01, 6.43963366e-01,\n",
       "         3.50953854e-02, 3.05594696e-01, 1.48793358e-01, 4.43359816e-01,\n",
       "         1.26179075e-01, 4.64246879e-01, 5.73743780e-01, 4.15867681e-04,\n",
       "         8.48562196e-02, 2.72390206e-01, 3.74091712e-01, 1.08042329e-01,\n",
       "         9.92890958e-01, 7.91031020e-01, 7.95660295e-01, 6.59565891e-01,\n",
       "         7.01488104e-01, 2.39325688e-01, 4.56345799e-03, 1.00000000e+00,\n",
       "         8.34664523e-01, 7.19834272e-01, 4.40004359e-01, 1.91852378e-01,\n",
       "         2.02290673e-01, 2.23232072e-02, 3.05859175e-01, 9.98249790e-01,\n",
       "         1.07010862e-01, 5.63027003e-01, 3.61327740e-01, 4.59886934e-01,\n",
       "         1.26015434e-01, 1.17626529e-01, 2.07691550e-01, 5.34059605e-01,\n",
       "         8.34865187e-01, 4.52875244e-02, 4.47655638e-02, 3.60056566e-02,\n",
       "         2.12806353e-01, 7.50682880e-01, 1.36715713e-01, 5.41597535e-02,\n",
       "         3.49658410e-01, 6.02573489e-01, 5.68300177e-01, 2.98428546e-02,\n",
       "         6.12076966e-02, 2.21369667e-01, 6.32269802e-02, 8.24918942e-01,\n",
       "         3.71540130e-01, 4.11625143e-01, 6.16631163e-01, 3.08939038e-01,\n",
       "         7.62623739e-02, 9.48771108e-02, 2.37208601e-01, 7.99351532e-01,\n",
       "         1.88933657e-02, 9.65153740e-01, 2.22879478e-01, 1.02766270e-02,\n",
       "         1.98935907e-02, 2.31999857e-02, 1.26879656e-01, 3.09906786e-01,\n",
       "         2.20562306e-02, 1.62987694e-01, 6.10241038e-01, 2.65943043e-01]),\n",
       "  array([4.06444965e-03, 6.19750272e-02, 2.01424401e-04, 1.52484191e-02,\n",
       "         2.22652429e-01, 3.42030232e-01, 3.62339178e-02, 8.99029037e-02,\n",
       "         3.49081650e-03, 1.14795964e-02, 2.77660198e-01, 5.31485256e-03,\n",
       "         1.31549641e-05, 7.30266587e-02, 1.74459651e-02, 1.51508617e-01,\n",
       "         1.22041117e-03, 2.04508605e-01, 3.60958995e-02, 9.59321634e-02,\n",
       "         8.47381281e-03, 8.84513208e-01, 8.08999331e-02, 6.77593840e-01,\n",
       "         1.65742891e-01, 4.09632105e-01, 1.29601784e-02, 2.07362866e-01,\n",
       "         1.55434574e-01, 1.03530282e-01, 1.06827046e-01, 2.88324517e-03,\n",
       "         3.98482744e-02, 4.64492185e-01, 2.54206773e-01, 3.91241413e-02,\n",
       "         7.64812837e-04, 1.49237483e-02, 7.44989150e-02, 1.68953218e-01,\n",
       "         7.43230874e-01, 1.26543260e-03, 1.95719178e-02, 8.41619000e-03,\n",
       "         8.10577046e-01, 6.04755219e-01, 2.51697396e-01, 1.59559589e-01,\n",
       "         4.16679215e-01, 1.62623249e-01, 6.74106191e-05, 7.88339260e-01,\n",
       "         9.51561790e-01, 3.71770735e-02, 5.35080469e-03, 4.89164289e-03,\n",
       "         8.77321289e-01, 4.04398399e-01, 1.52450684e-02, 1.20614448e-01,\n",
       "         5.41731883e-03, 2.61149381e-01, 1.61822625e-01, 6.71721382e-01,\n",
       "         6.45733329e-02, 4.63048511e-01, 2.18217984e-01, 4.93234170e-01,\n",
       "         2.97523995e-02, 5.33300986e-03, 4.67795019e-01, 2.00182533e-01,\n",
       "         8.57501724e-04, 7.99391825e-01, 1.05753915e-01, 4.63847539e-01,\n",
       "         3.89944478e-02, 3.25604836e-02, 1.22033140e-03, 1.09793442e-01,\n",
       "         6.95126837e-01, 2.28681583e-02, 7.15769680e-01, 5.64941509e-03,\n",
       "         1.81189099e-02, 3.41284576e-02, 6.69657482e-03, 5.98169735e-01,\n",
       "         5.60021488e-02, 1.81234339e-01, 6.38724255e-03, 4.29505397e-04,\n",
       "         7.61470549e-04, 2.69821742e-01, 8.45903609e-01, 3.79976849e-01,\n",
       "         8.25674142e-03, 3.51563709e-02, 8.14307484e-02, 2.30807576e-03,\n",
       "         1.06503262e-01, 3.34488568e-02, 7.04631248e-04, 2.49018163e-02,\n",
       "         6.07689871e-02, 3.48774311e-02, 1.17151019e-02, 1.10334766e-01,\n",
       "         1.92183046e-01, 4.08404737e-04, 1.26225261e-01, 3.50807405e-01,\n",
       "         2.72737819e-01, 1.24071218e-01, 1.28864046e-01, 9.81481811e-02,\n",
       "         3.45426790e-01, 6.73136535e-01, 1.89775136e-05, 1.37700826e-01,\n",
       "         9.66962842e-02, 7.41594806e-02, 2.34435877e-03, 4.11582670e-02,\n",
       "         6.71758430e-03, 1.55259567e-02, 4.95774385e-02, 8.54191411e-02,\n",
       "         8.27857577e-03, 5.55941022e-01, 9.53290525e-02, 1.79883672e-01,\n",
       "         2.78651840e-01, 5.46280751e-02, 1.80217640e-01, 1.27478867e-05,\n",
       "         2.18592979e-03, 9.89334292e-02, 4.09895628e-02, 7.08385220e-01,\n",
       "         3.99042771e-01, 8.21845410e-01, 1.62168442e-01, 8.74563927e-01,\n",
       "         1.27943564e-01, 8.06095638e-02, 3.67338635e-05, 4.40004359e-01,\n",
       "         2.09304662e-01, 2.89105553e-01, 1.00000000e+00, 3.20663753e-02,\n",
       "         1.51318959e-02, 1.09442527e-02, 2.59230127e-02, 4.24779935e-01,\n",
       "         5.67358442e-02, 1.92546199e-01, 6.78236347e-02, 9.69780493e-02,\n",
       "         3.97372962e-02, 1.11238262e-02, 1.41931697e-01, 4.32100905e-01,\n",
       "         6.46218796e-01, 2.10846967e-03, 2.02688279e-03, 2.30390836e-01,\n",
       "         4.36212733e-01, 8.23852257e-01, 6.41158014e-03, 1.33508153e-02,\n",
       "         1.05031008e-01, 2.07906620e-01, 7.18798968e-02, 7.15848716e-03,\n",
       "         1.79483372e-03, 7.51154972e-02, 8.84417935e-02, 4.14640411e-01,\n",
       "         3.41008291e-02, 3.42543325e-02, 1.41713516e-01, 6.52225172e-02,\n",
       "         1.20241346e-02, 8.44813766e-03, 1.61353940e-02, 2.02465100e-01,\n",
       "         8.14149082e-04, 4.03656891e-01, 4.13045648e-01, 1.75404658e-02,\n",
       "         1.66350992e-03, 7.08434206e-03, 4.16563688e-03, 2.94721211e-02,\n",
       "         2.98035261e-03, 3.19979050e-02, 8.40718930e-02, 1.54594348e-02]),\n",
       "  array([1.78998043e-03, 1.10504801e-04, 5.54944617e-03, 3.60242313e-02,\n",
       "         1.00077635e-01, 6.63455427e-03, 3.78841911e-02, 5.01510035e-02,\n",
       "         9.54893753e-03, 2.28052398e-01, 6.43559875e-02, 7.42831616e-02,\n",
       "         1.50306449e-03, 1.97013585e-01, 3.11193597e-04, 7.45360295e-02,\n",
       "         7.40302042e-01, 1.98683147e-01, 1.44824205e-03, 3.70189268e-01,\n",
       "         9.57432272e-01, 4.06262454e-03, 4.71043891e-01, 1.04408140e-01,\n",
       "         5.05578852e-01, 2.02100874e-01, 7.02696738e-01, 8.81850598e-02,\n",
       "         9.62314438e-02, 4.82362108e-01, 4.93498710e-01, 8.12358293e-01,\n",
       "         2.04119893e-01, 1.86199817e-01, 3.43256800e-01, 4.00530491e-02,\n",
       "         4.66186462e-02, 1.77825830e-01, 6.68841138e-01, 2.21572847e-01,\n",
       "         7.88643600e-02, 1.94403821e-01, 9.70259321e-05, 2.15283917e-02,\n",
       "         5.40673651e-02, 2.39029219e-02, 2.04719928e-02, 2.90973691e-02,\n",
       "         2.99520833e-03, 7.45341726e-02, 5.65134663e-03, 6.82740140e-02,\n",
       "         4.40001818e-03, 5.46978149e-01, 9.13055692e-05, 4.69761181e-04,\n",
       "         4.44846582e-03, 5.62514084e-02, 3.64166853e-02, 1.14242312e-02,\n",
       "         2.24517268e-01, 7.40749059e-03, 3.98078581e-01, 4.04067770e-03,\n",
       "         2.86758346e-02, 1.44038254e-01, 3.11004337e-01, 1.01219939e-01,\n",
       "         8.42749066e-02, 2.16735083e-01, 2.00404509e-01, 4.54990960e-02,\n",
       "         7.23253927e-05, 4.39898498e-02, 6.75772697e-01, 4.15524598e-03,\n",
       "         7.34105610e-01, 3.68978802e-01, 4.67197640e-02, 6.50188788e-01,\n",
       "         3.29106991e-03, 2.63533746e-02, 9.01447960e-02, 9.27367811e-01,\n",
       "         1.04114248e-02, 1.96509264e-02, 7.11881217e-02, 1.22208152e-01,\n",
       "         6.99888012e-01, 2.68046198e-01, 6.18252779e-01, 5.36450646e-01,\n",
       "         1.41933069e-01, 3.66096788e-01, 1.28796445e-02, 2.71720523e-01,\n",
       "         4.25523868e-01, 8.93019435e-02, 1.03305240e-02, 6.03025180e-05,\n",
       "         3.40008201e-01, 6.97137350e-03, 1.37295140e-01, 3.52321537e-01,\n",
       "         1.24649010e-01, 2.01794480e-02, 7.16540175e-02, 5.97709710e-01,\n",
       "         9.47161865e-02, 6.70375995e-04, 5.64228176e-01, 1.28711431e-01,\n",
       "         3.62275546e-01, 9.46423282e-02, 4.12196093e-01, 6.91995387e-01,\n",
       "         1.54613114e-01, 1.02297714e-01, 1.40877243e-02, 2.73992244e-02,\n",
       "         4.99821810e-01, 2.80332759e-01, 5.60022172e-01, 2.39321307e-03,\n",
       "         8.66901211e-01, 1.32884023e-01, 1.98420936e-01, 1.59911436e-02,\n",
       "         8.30351940e-01, 1.42839314e-01, 6.95386524e-01, 3.29660027e-01,\n",
       "         2.56637939e-01, 6.35344755e-02, 2.08798970e-01, 8.05616210e-02,\n",
       "         9.86973067e-04, 5.01976400e-01, 8.82133180e-02, 2.33280781e-03,\n",
       "         2.87296010e-02, 1.27486094e-02, 3.97444226e-02, 3.64034031e-02,\n",
       "         3.86463498e-03, 5.35770918e-01, 1.28209707e-03, 2.23232072e-02,\n",
       "         5.57374098e-02, 1.47993076e-01, 1.09442527e-02, 3.82288337e-01,\n",
       "         9.12840422e-02, 1.00000000e+00, 6.32214490e-02, 2.57408829e-02,\n",
       "         8.09558175e-01, 2.25598143e-01, 2.47495079e-01, 2.06414803e-01,\n",
       "         7.17967661e-01, 2.47101487e-01, 5.76566164e-01, 7.58189459e-04,\n",
       "         5.95956968e-02, 1.13193505e-01, 1.07092731e-01, 6.17368016e-02,\n",
       "         1.81833632e-01, 8.82439260e-03, 3.74156024e-02, 8.04345269e-01,\n",
       "         3.79998327e-01, 2.01863012e-01, 3.80748042e-02, 8.46485224e-01,\n",
       "         2.11157638e-02, 5.63669923e-01, 6.02419042e-01, 1.00272233e-01,\n",
       "         5.09008402e-02, 1.84984372e-02, 1.34549980e-01, 3.30568126e-01,\n",
       "         5.52858099e-01, 2.55089032e-01, 5.13424879e-02, 7.05659996e-02,\n",
       "         1.38005149e-01, 4.43785850e-02, 2.08135297e-01, 6.20668332e-01,\n",
       "         3.71405289e-01, 9.33663032e-01, 3.73946398e-03, 8.71887921e-02,\n",
       "         5.96071374e-01, 4.89404856e-01, 4.09718780e-03, 1.76300151e-03]),\n",
       "  array([1.31296554e-01, 2.73837853e-01, 1.63410169e-02, 2.61154000e-01,\n",
       "         8.00110028e-01, 8.96319373e-01, 4.24300665e-01, 6.41715488e-01,\n",
       "         1.16746104e-01, 1.40043330e-01, 4.89762922e-02, 1.15999017e-01,\n",
       "         2.25616226e-03, 4.42142104e-01, 2.31017867e-01, 7.50987624e-01,\n",
       "         7.00132553e-03, 6.39270682e-01, 3.91408116e-01, 3.73653219e-01,\n",
       "         2.90748014e-02, 1.98378565e-01, 2.95371408e-01, 5.11063447e-01,\n",
       "         1.45414773e-01, 5.89327151e-01, 7.27130351e-02, 8.05384806e-01,\n",
       "         7.25737394e-01, 3.12606854e-01, 3.07881024e-01, 1.55747446e-02,\n",
       "         3.18893861e-01, 2.70133183e-01, 4.38078484e-01, 4.39429168e-01,\n",
       "         3.06726531e-02, 1.83238027e-01, 1.93243173e-01, 5.84132894e-01,\n",
       "         5.78340405e-01, 2.74309345e-02, 1.92040707e-01, 1.91633887e-01,\n",
       "         6.44485080e-01, 9.54299496e-01, 9.38394293e-01, 8.27813723e-01,\n",
       "         7.70189453e-01, 7.69294228e-01, 6.90590392e-03, 5.20998644e-01,\n",
       "         4.00488309e-01, 1.81799313e-01, 1.11246852e-01, 1.33019156e-01,\n",
       "         5.42794262e-01, 9.54173205e-01, 2.60781770e-01, 7.47004507e-01,\n",
       "         8.20772730e-02, 8.83205469e-01, 4.02317257e-01, 7.09596949e-01,\n",
       "         5.77264916e-01, 7.06541966e-01, 5.00019463e-01, 8.13345230e-01,\n",
       "         3.39863788e-01, 8.23733527e-02, 3.24579138e-01, 8.66658985e-01,\n",
       "         4.17465934e-02, 7.37650112e-01, 1.52046130e-01, 8.15351889e-01,\n",
       "         1.35382896e-01, 2.19468090e-01, 4.40686486e-02, 1.89696709e-01,\n",
       "         6.51068702e-01, 3.40677946e-01, 5.36239267e-01, 2.20550147e-02,\n",
       "         3.12579603e-01, 4.29943463e-01, 1.37394516e-01, 6.16341288e-01,\n",
       "         1.67643131e-01, 5.41253172e-01, 4.82132700e-02, 3.77712095e-03,\n",
       "         2.06785656e-02, 3.68978309e-01, 7.46938450e-01, 3.67720522e-01,\n",
       "         7.99503032e-02, 3.69289971e-01, 6.42571694e-01, 6.91521882e-02,\n",
       "         4.08553683e-01, 4.27485642e-01, 1.96414635e-02, 1.91187549e-01,\n",
       "         4.59826112e-01, 4.34289984e-01, 1.98801847e-01, 2.38015798e-01,\n",
       "         7.78160339e-01, 3.04871278e-02, 2.58841492e-01, 7.92803765e-01,\n",
       "         2.22118227e-01, 6.70589187e-01, 3.77963705e-01, 1.26611215e-01,\n",
       "         7.38875950e-01, 5.67392915e-01, 1.87416249e-03, 7.88902594e-01,\n",
       "         2.96795999e-01, 3.88272381e-01, 2.22162783e-02, 4.37384610e-01,\n",
       "         3.11990873e-02, 2.05678047e-01, 3.62801959e-01, 6.61097966e-01,\n",
       "         4.06118235e-02, 3.13687359e-01, 1.63311749e-01, 4.74351464e-01,\n",
       "         1.32685483e-01, 4.93815786e-01, 6.08819149e-01, 5.23771003e-04,\n",
       "         8.89505526e-02, 2.97284944e-01, 4.02734078e-01, 1.01661265e-01,\n",
       "         9.98076423e-01, 7.70243459e-01, 8.20244677e-01, 6.54187464e-01,\n",
       "         6.94749926e-01, 2.62608183e-01, 5.21613017e-03, 9.98249790e-01,\n",
       "         8.61407368e-01, 7.51471531e-01, 4.24779935e-01, 2.13255222e-01,\n",
       "         2.22349940e-01, 2.57408829e-02, 3.30273500e-01, 1.00000000e+00,\n",
       "         1.19034471e-01, 5.97455555e-01, 3.92468986e-01, 4.94223182e-01,\n",
       "         1.40987524e-01, 1.32505670e-01, 2.25365090e-01, 4.98932867e-01,\n",
       "         8.41926453e-01, 5.19786370e-02, 5.13671799e-02, 3.68786864e-02,\n",
       "         2.20425923e-01, 7.25662774e-01, 1.50343209e-01, 6.20536709e-02,\n",
       "         3.79307048e-01, 6.37095353e-01, 5.95301135e-01, 3.46420277e-02,\n",
       "         6.83005674e-02, 2.43469790e-01, 6.91761993e-02, 8.48366177e-01,\n",
       "         3.97343962e-01, 4.31772208e-01, 6.52307142e-01, 3.37602097e-01,\n",
       "         8.70162715e-02, 1.07528081e-01, 2.57594111e-01, 8.29232922e-01,\n",
       "         2.21747416e-02, 9.78049283e-01, 2.31760643e-01, 1.16008490e-02,\n",
       "         2.34360009e-02, 2.69717434e-02, 1.34697140e-01, 3.35800030e-01,\n",
       "         2.58991280e-02, 1.81972804e-01, 6.10383597e-01, 2.70954554e-01]),\n",
       "  array([8.08308148e-03, 1.31776731e-03, 1.09592330e-02, 9.78232991e-02,\n",
       "         3.08775332e-01, 4.09845344e-02, 1.17036786e-01, 1.65306375e-01,\n",
       "         2.80811550e-02, 3.51951231e-01, 1.38746039e-01, 1.37706844e-01,\n",
       "         2.40491331e-03, 4.33800811e-01, 2.58810381e-03, 2.37821547e-01,\n",
       "         4.44872090e-01, 4.98196128e-01, 9.59651835e-03, 6.94070353e-01,\n",
       "         7.86110223e-01, 2.32146116e-02, 7.91947614e-01, 3.18154016e-01,\n",
       "         7.76662646e-01, 5.21390312e-01, 7.47537933e-01, 2.79386120e-01,\n",
       "         2.87729955e-01, 8.27812482e-01, 8.41902833e-01, 5.79950844e-01,\n",
       "         4.04694372e-01, 4.32200641e-01, 7.18675283e-01, 1.23474451e-01,\n",
       "         6.75441449e-02, 3.10296041e-01, 9.56665746e-01, 5.26293474e-01,\n",
       "         2.64044558e-01, 2.03420981e-01, 1.03978284e-03, 6.02307372e-02,\n",
       "         2.02925628e-01, 1.14271484e-01, 9.54920420e-02, 1.18508017e-01,\n",
       "         2.20760369e-02, 2.39932712e-01, 8.91184531e-03, 2.33296391e-01,\n",
       "         2.79591954e-02, 7.75325200e-01, 8.29051602e-04, 2.95989881e-03,\n",
       "         2.95393285e-02, 2.13517144e-01, 9.86086849e-02, 5.60568524e-02,\n",
       "         3.01839266e-01, 4.36671530e-02, 7.69334768e-01, 2.82332680e-02,\n",
       "         1.03716064e-01, 4.18930811e-01, 6.74971719e-01, 3.29390501e-01,\n",
       "         2.04486359e-01, 2.93707637e-01, 4.71924376e-01, 1.70477659e-01,\n",
       "         5.19303204e-04, 1.77304728e-01, 9.47354906e-01, 2.88132970e-02,\n",
       "         9.25358376e-01, 5.87996849e-01, 7.42710545e-02, 9.57819548e-01,\n",
       "         2.38481496e-02, 8.28975851e-02, 2.87872217e-01, 7.12205283e-01,\n",
       "         3.96354071e-02, 7.08541295e-02, 1.39370611e-01, 3.67312503e-01,\n",
       "         9.48242738e-01, 6.03392891e-01, 6.02794601e-01, 2.92041531e-01,\n",
       "         1.47414963e-01, 7.35890990e-01, 6.99604854e-02, 5.99586898e-01,\n",
       "         5.03062358e-01, 2.19208258e-01, 4.92861219e-02, 5.26677109e-04,\n",
       "         6.65178843e-01, 3.20956258e-02, 1.41732512e-01, 5.44558551e-01,\n",
       "         3.04367694e-01, 7.25312999e-02, 1.54896985e-01, 9.34230272e-01,\n",
       "         2.91797633e-01, 2.55445658e-03, 9.15215591e-01, 3.84965368e-01,\n",
       "         6.69746336e-01, 2.76092457e-01, 7.69823100e-01, 9.30211098e-01,\n",
       "         4.36922479e-01, 3.18760512e-01, 1.31345913e-02, 1.11171117e-01,\n",
       "         8.39179668e-01, 5.55626438e-01, 4.57842704e-01, 1.44672820e-02,\n",
       "         7.26301121e-01, 2.54166103e-01, 4.10859415e-01, 6.93114090e-02,\n",
       "         7.45655362e-01, 3.66690738e-01, 9.73379699e-01, 6.90293600e-01,\n",
       "         4.72221145e-01, 1.83068422e-01, 5.08782193e-01, 3.88187712e-02,\n",
       "         4.60919964e-03, 8.43460524e-01, 2.22690996e-01, 1.33669556e-02,\n",
       "         1.28843546e-01, 6.96492172e-02, 1.50215694e-01, 1.51273564e-01,\n",
       "         2.43390181e-02, 8.55959138e-01, 2.63406011e-03, 1.07010862e-01,\n",
       "         1.99373352e-01, 4.18806716e-01, 5.67358442e-02, 6.00510964e-01,\n",
       "         1.93159750e-01, 8.09558175e-01, 1.61965754e-01, 1.19034471e-01,\n",
       "         1.00000000e+00, 5.40328149e-01, 5.03227679e-01, 4.66908716e-01,\n",
       "         9.17316663e-01, 3.69827745e-01, 9.15770732e-01, 7.21265976e-03,\n",
       "         2.25343360e-01, 1.55521869e-01, 1.48399677e-01, 1.26460705e-01,\n",
       "         4.08213500e-01, 5.20974758e-02, 8.64495951e-02, 8.08000235e-01,\n",
       "         7.14175426e-01, 5.04520980e-01, 1.30332870e-01, 7.29224249e-01,\n",
       "         4.48567417e-02, 8.74123934e-01, 7.49437660e-01, 3.25607143e-01,\n",
       "         1.44346829e-01, 6.77312486e-02, 3.62474658e-01, 6.09815025e-01,\n",
       "         6.38932316e-01, 3.58925712e-01, 1.28323922e-01, 2.36552947e-01,\n",
       "         1.46687230e-01, 1.78966264e-01, 4.54709864e-01, 5.06815970e-01,\n",
       "         3.30246197e-01, 7.52283514e-01, 1.42552290e-02, 2.09287159e-01,\n",
       "         5.00880941e-01, 7.05338381e-01, 2.42001796e-02, 9.89048947e-03]),\n",
       "  array([0.02192469, 0.00223103, 0.03472834, 0.19932513, 0.39119324,\n",
       "         0.05269722, 0.21589725, 0.26335524, 0.07172408, 0.58622562,\n",
       "         0.06353745, 0.28447765, 0.0093366 , 0.61341797, 0.00585078,\n",
       "         0.33559636, 0.49856317, 0.58339577, 0.0196062 , 0.83060041,\n",
       "         0.7879322 , 0.0134879 , 0.91181152, 0.2448854 , 0.55988042,\n",
       "         0.47934325, 0.91449996, 0.36440988, 0.39411026, 0.90032462,\n",
       "         0.9013018 , 0.65611185, 0.61454104, 0.29276299, 0.67592462,\n",
       "         0.22469354, 0.16252533, 0.5285611 , 0.96190347, 0.6306708 ,\n",
       "         0.20849422, 0.38137409, 0.0022287 , 0.13502188, 0.16442061,\n",
       "         0.11984366, 0.13108996, 0.17668316, 0.02615874, 0.33407621,\n",
       "         0.02930039, 0.17548684, 0.0201954 , 0.95221811, 0.00219491,\n",
       "         0.00803256, 0.0242934 , 0.24492332, 0.20075384, 0.09118954,\n",
       "         0.52642021, 0.06041773, 0.80224949, 0.02775716, 0.18024349,\n",
       "         0.40029837, 0.69915125, 0.32866935, 0.35955484, 0.5160698 ,\n",
       "         0.33893123, 0.2366598 , 0.00173304, 0.15241709, 0.78699564,\n",
       "         0.03326256, 0.99959342, 0.81538724, 0.17553274, 0.85051666,\n",
       "         0.02270276, 0.16557806, 0.22282981, 0.7355617 , 0.08561358,\n",
       "         0.1372494 , 0.28487911, 0.31148796, 0.98893094, 0.68406046,\n",
       "         0.79872859, 0.36879463, 0.29653108, 0.63872795, 0.06231301,\n",
       "         0.47352215, 0.7449286 , 0.37602353, 0.08619088, 0.00155605,\n",
       "         0.7977864 , 0.06504021, 0.28718773, 0.78308378, 0.46999695,\n",
       "         0.13990586, 0.30301504, 0.89901228, 0.38388331, 0.00879142,\n",
       "         0.87198925, 0.41869932, 0.48622195, 0.39456178, 0.84128004,\n",
       "         0.74139262, 0.46260005, 0.2551196 , 0.03912047, 0.17094666,\n",
       "         0.91412516, 0.73724204, 0.63337888, 0.02892464, 0.80422056,\n",
       "         0.45033514, 0.61079551, 0.11856361, 0.84986354, 0.25015683,\n",
       "         0.85472788, 0.74324922, 0.28882836, 0.30745855, 0.60778557,\n",
       "         0.07841772, 0.01352922, 0.91272892, 0.37571228, 0.0067418 ,\n",
       "         0.15478356, 0.06328231, 0.21941821, 0.12226169, 0.03957695,\n",
       "         0.94243499, 0.01003827, 0.12601543, 0.27026639, 0.47186986,\n",
       "         0.0397373 , 0.82721956, 0.35968421, 0.71796766, 0.29751323,\n",
       "         0.14098752, 0.91731666, 0.62646814, 0.69222007, 0.62784303,\n",
       "         1.        , 0.60824717, 0.80158559, 0.00767746, 0.21388333,\n",
       "         0.31777542, 0.3063306 , 0.05567713, 0.26297381, 0.04701118,\n",
       "         0.18950609, 0.92225002, 0.83469982, 0.5867615 , 0.21905335,\n",
       "         0.82186555, 0.11310446, 0.95615039, 0.50297951, 0.34783202,\n",
       "         0.26210742, 0.13155843, 0.48577268, 0.79666859, 0.85923578,\n",
       "         0.59674248, 0.25220478, 0.31674478, 0.29647991, 0.2091201 ,\n",
       "         0.30147725, 0.30073243, 0.52550603, 0.77694206, 0.03760663,\n",
       "         0.36703923, 0.67717048, 0.91135892, 0.04270065, 0.02289771]),\n",
       "  array([1.08770163e-02, 3.92328822e-03, 8.26146764e-03, 1.07141009e-01,\n",
       "         4.41804721e-01, 9.00674228e-02, 1.44528347e-01, 2.25240459e-01,\n",
       "         2.95760356e-02, 2.92922458e-01, 2.36835425e-01, 1.18100934e-01,\n",
       "         1.46674895e-03, 4.81154220e-01, 5.48602174e-03, 3.33059854e-01,\n",
       "         2.39719204e-01, 6.45705752e-01, 1.83607076e-02, 7.43399424e-01,\n",
       "         5.38241967e-01, 6.64442926e-02, 8.04390686e-01, 5.49708318e-01,\n",
       "         8.96577211e-01, 7.56744580e-01, 5.56537542e-01, 4.01809207e-01,\n",
       "         3.91449249e-01, 8.71051312e-01, 8.88093467e-01, 3.46828705e-01,\n",
       "         4.08679190e-01, 6.62217956e-01, 9.07012763e-01, 1.53094362e-01,\n",
       "         4.67435956e-02, 2.76453684e-01, 9.26274916e-01, 6.53396180e-01,\n",
       "         4.79093782e-01, 1.26676108e-01, 2.63821690e-03, 6.47304510e-02,\n",
       "         3.91509868e-01, 2.31748676e-01, 1.71504649e-01, 1.89243639e-01,\n",
       "         5.59617739e-02, 3.39673496e-01, 5.75069828e-03, 4.37026055e-01,\n",
       "         7.84968302e-02, 6.89867966e-01, 1.74466236e-03, 4.90634786e-03,\n",
       "         8.10019432e-02, 3.61748643e-01, 1.07845608e-01, 9.72000437e-02,\n",
       "         2.26273308e-01, 9.05358696e-02, 8.86641230e-01, 7.45004749e-02,\n",
       "         1.44737639e-01, 6.45573652e-01, 8.38730643e-01, 5.35381868e-01,\n",
       "         2.21199157e-01, 2.20630257e-01, 7.13010048e-01, 2.65739930e-01,\n",
       "         8.61093171e-04, 3.49462279e-01, 9.76565460e-01, 7.10278804e-02,\n",
       "         8.04694350e-01, 5.36706807e-01, 5.48615318e-02, 9.92103854e-01,\n",
       "         6.52035483e-02, 1.00340076e-01, 5.11072859e-01, 4.62157966e-01,\n",
       "         5.24243670e-02, 9.45544002e-02, 1.24202435e-01, 6.05631364e-01,\n",
       "         8.74764683e-01, 7.40335230e-01, 4.11759084e-01, 1.41121336e-01,\n",
       "         8.88722717e-02, 9.34430912e-01, 1.63923252e-01, 8.37780141e-01,\n",
       "         3.71115895e-01, 2.41190903e-01, 8.16087726e-02, 1.03591828e-03,\n",
       "         7.31054820e-01, 4.90389540e-02, 8.48769110e-02, 4.80703697e-01,\n",
       "         3.47908744e-01, 9.67630106e-02, 1.49444562e-01, 9.72929768e-01,\n",
       "         4.10972419e-01, 2.81369521e-03, 9.79365331e-01, 5.73676669e-01,\n",
       "         8.65858061e-01, 3.63730529e-01, 8.52495427e-01, 9.49374954e-01,\n",
       "         6.35055707e-01, 5.49986656e-01, 6.34004688e-03, 1.74963966e-01,\n",
       "         8.70429729e-01, 5.91626751e-01, 2.75354224e-01, 2.63566541e-02,\n",
       "         4.84239660e-01, 2.36156142e-01, 4.29932980e-01, 1.09014899e-01,\n",
       "         5.13346239e-01, 5.96770911e-01, 9.80771213e-01, 8.26039941e-01,\n",
       "         6.51226532e-01, 2.24567147e-01, 6.42634660e-01, 1.44403015e-02,\n",
       "         6.14024755e-03, 8.77586845e-01, 2.50999172e-01, 4.05221845e-02,\n",
       "         2.37962580e-01, 1.62505462e-01, 2.30759515e-01, 3.11388364e-01,\n",
       "         4.93535122e-02, 8.57016698e-01, 1.89270728e-03, 2.07691550e-01,\n",
       "         3.04724915e-01, 5.94514354e-01, 1.41931697e-01, 5.44640559e-01,\n",
       "         1.87490681e-01, 5.76566164e-01, 1.78173102e-01, 2.25365090e-01,\n",
       "         9.15770732e-01, 6.83151405e-01, 5.36794376e-01, 5.37234447e-01,\n",
       "         8.01585589e-01, 3.03452450e-01, 1.00000000e+00, 2.23795150e-02,\n",
       "         4.10386900e-01, 1.11035742e-01, 1.06091087e-01, 2.12322079e-01,\n",
       "         6.24764953e-01, 1.27950739e-01, 8.31432351e-02, 5.96407190e-01,\n",
       "         7.73253893e-01, 6.54335560e-01, 1.78044675e-01, 4.91309095e-01,\n",
       "         3.87323168e-02, 8.61256740e-01, 7.79714645e-01, 5.14501508e-01,\n",
       "         1.69998137e-01, 9.11630460e-02, 4.65949709e-01, 6.24587403e-01,\n",
       "         4.82674767e-01, 2.82127629e-01, 1.35342376e-01, 3.48831683e-01,\n",
       "         8.95548154e-02, 3.12649400e-01, 6.76443344e-01, 4.25183748e-01,\n",
       "         1.98111073e-01, 5.03065463e-01, 1.74411440e-02, 2.25098604e-01,\n",
       "         3.09254175e-01, 6.21604701e-01, 4.56454054e-02, 1.62291585e-02]),\n",
       "  array([2.81580543e-02, 5.24225438e-01, 6.89081769e-04, 2.98077339e-02,\n",
       "         1.81668615e-01, 6.92478815e-01, 6.71232224e-02, 1.31338361e-01,\n",
       "         1.23442677e-02, 7.08770456e-03, 1.57052800e-02, 6.61104422e-03,\n",
       "         5.36902396e-05, 4.94381673e-02, 1.75735398e-01, 1.63105252e-01,\n",
       "         9.66103760e-05, 1.08188177e-01, 2.18923364e-01, 3.68581145e-02,\n",
       "         7.80127902e-04, 2.87685325e-01, 2.48993304e-02, 1.83834683e-01,\n",
       "         1.64171330e-02, 1.32617084e-01, 2.55408739e-03, 1.86394269e-01,\n",
       "         1.44470645e-01, 2.88860184e-02, 2.85825777e-02, 2.89604219e-04,\n",
       "         2.75992516e-02, 6.76581912e-02, 6.64372878e-02, 7.01717477e-02,\n",
       "         9.71518129e-04, 1.12981671e-02, 1.39187995e-02, 8.77671080e-02,\n",
       "         2.40090541e-01, 6.18898153e-04, 2.41804501e-01, 2.10327972e-02,\n",
       "         3.19949737e-01, 5.68358160e-01, 4.12192467e-01, 2.63527330e-01,\n",
       "         8.82504535e-01, 1.71956801e-01, 1.88085159e-04, 2.35089952e-01,\n",
       "         5.68591876e-01, 1.06169939e-02, 8.49479153e-02, 5.16669591e-02,\n",
       "         7.35221494e-01, 3.45233784e-01, 2.96393492e-02, 3.04749905e-01,\n",
       "         3.10602178e-03, 5.84681048e-01, 4.78630840e-02, 8.85581205e-01,\n",
       "         1.28182196e-01, 1.89705302e-01, 7.36415416e-02, 2.55895488e-01,\n",
       "         3.65989899e-02, 3.13913783e-03, 7.88207225e-02, 2.54732589e-01,\n",
       "         1.67584202e-02, 3.92744519e-01, 1.27100803e-02, 8.59306349e-01,\n",
       "         7.26069216e-03, 1.40442474e-02, 1.67599153e-03, 1.62423039e-02,\n",
       "         8.94534834e-01, 5.15359394e-02, 2.08577228e-01, 5.10242518e-04,\n",
       "         6.16165428e-02, 8.54757183e-02, 8.72026976e-03, 1.96969135e-01,\n",
       "         1.05803699e-02, 7.79670071e-02, 1.34171985e-03, 3.89262482e-05,\n",
       "         4.30070677e-04, 5.62373131e-02, 6.54429337e-01, 7.25320584e-02,\n",
       "         2.81809788e-03, 4.15819406e-02, 2.32467575e-01, 4.43042260e-02,\n",
       "         4.33853461e-02, 1.25836505e-01, 4.01245197e-04, 1.11851656e-02,\n",
       "         5.67863827e-02, 8.62083853e-02, 1.57122274e-02, 2.09555781e-02,\n",
       "         1.69902830e-01, 3.83516652e-03, 2.45839561e-02, 1.97396993e-01,\n",
       "         3.46602778e-02, 1.22610992e-01, 4.04263674e-02, 1.02216624e-02,\n",
       "         1.70635298e-01, 2.04517013e-01, 2.19881759e-05, 2.42102743e-01,\n",
       "         2.63329259e-02, 3.82703806e-02, 4.33064093e-04, 2.12070583e-01,\n",
       "         7.88101002e-04, 1.43802564e-02, 3.46344004e-02, 2.05880957e-01,\n",
       "         1.12903637e-03, 9.33944149e-02, 1.29035221e-02, 6.31263131e-02,\n",
       "         2.42356695e-02, 7.55450446e-02, 9.60317245e-02, 2.75532302e-06,\n",
       "         1.87649805e-02, 2.65830624e-02, 4.84452139e-02, 1.69895201e-01,\n",
       "         4.65036506e-01, 6.68825557e-01, 2.33090976e-01, 3.90424114e-01,\n",
       "         4.42634519e-01, 2.11041208e-02, 1.97439757e-04, 5.34059605e-01,\n",
       "         2.38504945e-01, 1.63820067e-01, 4.32100905e-01, 1.33869351e-02,\n",
       "         1.77427502e-02, 7.58189459e-04, 3.75635685e-02, 4.98932867e-01,\n",
       "         7.21265976e-03, 9.40678488e-02, 3.90994342e-02, 6.08752908e-02,\n",
       "         7.67746045e-03, 6.42726905e-03, 2.23795150e-02, 1.00000000e+00,\n",
       "         3.63413156e-01, 1.75427933e-03, 1.74293565e-03, 1.12130071e-02,\n",
       "         5.46068304e-02, 7.28457089e-01, 1.19849868e-02, 2.10430533e-03,\n",
       "         3.84459554e-02, 1.07908542e-01, 1.23756058e-01, 9.04048494e-04,\n",
       "         4.09285943e-03, 1.86720502e-02, 5.74413432e-03, 2.48905014e-01,\n",
       "         5.47831825e-02, 8.79925179e-02, 1.10111820e-01, 2.97191467e-02,\n",
       "         3.23323450e-03, 4.62294774e-03, 2.62583084e-02, 2.06936594e-01,\n",
       "         4.78393073e-04, 3.87263623e-01, 5.31900219e-02, 5.11960967e-04,\n",
       "         4.63470786e-04, 6.79783036e-04, 2.19337320e-02, 3.55615514e-02,\n",
       "         5.42136864e-04, 1.04222340e-02, 3.20453439e-01, 9.97651874e-02]),\n",
       "  array([4.09726516e-02, 1.04464581e-01, 5.78497893e-03, 1.39700139e-01,\n",
       "         7.24151631e-01, 6.12167041e-01, 2.43729693e-01, 4.29386920e-01,\n",
       "         4.61089410e-02, 1.18461063e-01, 1.73768141e-01, 7.05506343e-02,\n",
       "         6.76893133e-04, 3.98301243e-01, 7.12509725e-02, 5.89096615e-01,\n",
       "         1.36800682e-02, 6.88483491e-01, 1.48723506e-01, 4.37763205e-01,\n",
       "         5.77483585e-02, 3.64541801e-01, 3.77922887e-01, 8.48789537e-01,\n",
       "         3.39090151e-01, 8.41168631e-01, 1.02873191e-01, 6.96690372e-01,\n",
       "         6.04899243e-01, 4.25156895e-01, 4.27764822e-01, 2.81808938e-02,\n",
       "         2.74270058e-01, 5.80594257e-01, 6.58530461e-01, 2.56814238e-01,\n",
       "         1.70367130e-02, 1.43980386e-01, 3.09683613e-01, 6.24532641e-01,\n",
       "         8.98609030e-01, 2.33106368e-02, 5.73678779e-02, 9.03087369e-02,\n",
       "         9.29434559e-01, 9.19035886e-01, 6.58810750e-01, 5.53805497e-01,\n",
       "         5.42942779e-01, 6.11233086e-01, 2.54691576e-03, 8.51804941e-01,\n",
       "         5.43312488e-01, 2.29552464e-01, 2.74175215e-02, 3.65544881e-02,\n",
       "         6.19027668e-01, 9.00085948e-01, 1.39795799e-01, 4.19030523e-01,\n",
       "         6.92072579e-02, 5.61954038e-01, 5.50316692e-01, 6.39704813e-01,\n",
       "         3.35679687e-01, 9.19671066e-01, 6.59803266e-01, 9.62742892e-01,\n",
       "         2.26752072e-01, 6.86261201e-02, 6.46437860e-01, 6.52366491e-01,\n",
       "         8.50250654e-03, 9.63914317e-01, 3.09257109e-01, 6.07105340e-01,\n",
       "         2.08728707e-01, 2.28876369e-01, 2.41481009e-02, 3.49338482e-01,\n",
       "         6.01865451e-01, 1.76545325e-01, 8.68947144e-01, 4.33340858e-02,\n",
       "         1.37058047e-01, 2.19535359e-01, 8.29046780e-02, 9.15272217e-01,\n",
       "         2.62394327e-01, 6.31550076e-01, 6.40205625e-02, 6.63268517e-03,\n",
       "         1.61848117e-02, 6.20705217e-01, 8.34886028e-01, 6.69252409e-01,\n",
       "         8.62678297e-02, 2.52748321e-01, 3.33809970e-01, 1.51484259e-02,\n",
       "         4.69726400e-01, 1.88373533e-01, 1.52734196e-02, 1.93046290e-01,\n",
       "         3.58075426e-01, 2.23156491e-01, 1.21823597e-01, 3.88888110e-01,\n",
       "         6.73302027e-01, 7.60995447e-03, 4.22048489e-01, 8.73117027e-01,\n",
       "         4.78677703e-01, 5.35981438e-01, 4.94918746e-01, 2.75099678e-01,\n",
       "         8.58926910e-01, 8.91321385e-01, 9.50966320e-04, 5.09153358e-01,\n",
       "         4.06254318e-01, 3.93138455e-01, 2.99400699e-02, 1.76650802e-01,\n",
       "         5.45196028e-02, 1.48821962e-01, 3.14907387e-01, 3.65817497e-01,\n",
       "         6.67494283e-02, 6.43356617e-01, 3.10812101e-01, 6.05494068e-01,\n",
       "         3.52390371e-01, 3.26249504e-01, 6.47080342e-01, 5.45988934e-04,\n",
       "         2.49114747e-02, 4.10068589e-01, 2.78243563e-01, 2.21419145e-01,\n",
       "         8.35712560e-01, 8.38640201e-01, 5.78682449e-01, 9.10401768e-01,\n",
       "         3.54646904e-01, 3.61594202e-01, 1.45544074e-03, 8.34865187e-01,\n",
       "         6.79190440e-01, 8.09878490e-01, 6.46218796e-01, 2.25420135e-01,\n",
       "         1.45800588e-01, 5.95956968e-02, 2.04745904e-01, 8.41926453e-01,\n",
       "         2.25343360e-01, 6.62678101e-01, 3.76776099e-01, 4.68313908e-01,\n",
       "         2.13883326e-01, 1.15148457e-01, 4.10386900e-01, 3.63413156e-01,\n",
       "         1.00000000e+00, 3.58955912e-02, 3.49254984e-02, 1.39911526e-01,\n",
       "         5.09822269e-01, 7.73561767e-01, 7.82812601e-02, 9.75689400e-02,\n",
       "         4.56846583e-01, 6.92713945e-01, 3.68058546e-01, 5.86321815e-02,\n",
       "         3.10011302e-02, 3.41748502e-01, 1.90539381e-01, 9.25468213e-01,\n",
       "         2.40329122e-01, 2.18465184e-01, 5.80773101e-01, 3.57939410e-01,\n",
       "         1.06399550e-01, 9.44160207e-02, 1.48546047e-01, 6.80181105e-01,\n",
       "         1.71051004e-02, 8.81711490e-01, 5.23099123e-01, 4.35123459e-02,\n",
       "         2.58302883e-02, 5.20385257e-02, 4.63579286e-02, 2.25669631e-01,\n",
       "         3.55144294e-02, 2.14741740e-01, 2.89248889e-01, 9.42937593e-02]),\n",
       "  array([1.68700715e-01, 2.71570823e-03, 5.22037655e-01, 5.71850098e-01,\n",
       "         1.93812162e-01, 2.53444953e-02, 4.23603138e-01, 2.99635723e-01,\n",
       "         4.66339665e-01, 8.60456376e-01, 7.90291945e-04, 8.98813529e-01,\n",
       "         3.02907399e-01, 4.73423686e-01, 2.14535346e-02, 2.45787591e-01,\n",
       "         1.92033675e-01, 2.22121576e-01, 5.10009460e-02, 3.54648006e-01,\n",
       "         1.94166203e-01, 3.56687216e-04, 3.42416512e-01, 1.95769719e-02,\n",
       "         3.82408194e-02, 7.49596620e-02, 4.53251401e-01, 2.00209308e-01,\n",
       "         2.60847666e-01, 2.73735797e-01, 2.58813719e-01, 2.56227917e-01,\n",
       "         6.23673631e-01, 1.51449959e-02, 1.17823499e-01, 4.19525615e-01,\n",
       "         9.24994219e-01, 8.29829018e-01, 2.24238145e-01, 2.62996136e-01,\n",
       "         1.80955181e-02, 9.04894769e-01, 6.52125374e-03, 5.47607605e-01,\n",
       "         1.54697466e-02, 2.81820207e-02, 8.29024374e-02, 1.53682672e-01,\n",
       "         9.13065072e-03, 2.32722782e-01, 5.17981265e-01, 1.27181877e-02,\n",
       "         1.17054725e-03, 4.62460753e-01, 1.42043639e-02, 5.94805500e-02,\n",
       "         2.25314326e-03, 8.22372621e-02, 5.74345942e-01, 1.06742104e-01,\n",
       "         9.29841064e-01, 3.82266344e-02, 2.06095932e-01, 4.92061296e-03,\n",
       "         2.78855418e-01, 7.10671270e-02, 1.72819532e-01, 6.74606981e-02,\n",
       "         6.09336121e-01, 9.35886488e-01, 2.16866109e-02, 1.60102078e-01,\n",
       "         2.69458317e-02, 1.76583564e-02, 9.13818347e-02, 1.06297365e-02,\n",
       "         3.07693032e-01, 6.09198061e-01, 9.25027140e-01, 1.25310971e-01,\n",
       "         3.56091826e-03, 4.33800618e-01, 1.80828192e-02, 2.03922362e-01,\n",
       "         2.91994802e-01, 3.16124528e-01, 8.60114865e-01, 3.55716083e-02,\n",
       "         2.65305086e-01, 2.34336238e-01, 5.36011133e-01, 2.22634566e-01,\n",
       "         9.11405111e-01, 8.33809102e-02, 7.93068194e-03, 4.32458407e-02,\n",
       "         7.33824171e-01, 5.81224497e-01, 1.31957109e-01, 1.51220381e-02,\n",
       "         3.41646479e-01, 1.71585974e-01, 9.07258988e-01, 6.70803509e-01,\n",
       "         4.94561340e-01, 3.17414524e-01, 7.69674360e-01, 1.76549726e-01,\n",
       "         2.18390372e-01, 1.65183081e-01, 1.64371686e-01, 1.19055971e-01,\n",
       "         3.33249271e-02, 3.05974953e-01, 2.57671791e-01, 7.43398034e-02,\n",
       "         1.20017378e-01, 2.34674255e-02, 5.13070706e-01, 1.66592995e-01,\n",
       "         2.80279804e-01, 4.56421553e-01, 5.08447274e-01, 7.02805069e-02,\n",
       "         2.84745466e-01, 8.07714477e-01, 5.70483366e-01, 1.69364824e-01,\n",
       "         3.31725237e-01, 1.31211569e-02, 1.21627783e-01, 2.12635381e-01,\n",
       "         1.05718368e-02, 4.31380769e-01, 2.49797993e-01, 2.68589362e-01,\n",
       "         1.38458067e-01, 2.73123544e-01, 5.44650213e-01, 1.06143621e-04,\n",
       "         6.03285426e-02, 8.65694578e-03, 1.78670641e-01, 1.12584061e-02,\n",
       "         4.48843530e-02, 3.02321057e-01, 2.95226341e-01, 4.52875244e-02,\n",
       "         1.68517830e-01, 1.53718782e-01, 2.10846967e-03, 6.04206547e-01,\n",
       "         7.64586058e-01, 1.13193505e-01, 5.87881753e-01, 5.19786370e-02,\n",
       "         1.55521869e-01, 2.31259655e-01, 4.87532395e-01, 4.01694738e-01,\n",
       "         3.17775415e-01, 8.55456272e-01, 1.11035742e-01, 1.75427933e-03,\n",
       "         3.58955912e-02, 1.00000000e+00, 9.99647556e-01, 6.03277390e-04,\n",
       "         1.13640060e-02, 6.21288670e-03, 7.24591489e-01, 3.57019259e-01,\n",
       "         3.26746304e-01, 2.17942063e-01, 3.01836944e-01, 3.09429533e-01,\n",
       "         7.29566673e-01, 3.00525208e-01, 2.71207055e-02, 9.16881243e-02,\n",
       "         4.90429909e-01, 3.05491762e-01, 3.00573073e-01, 4.69978922e-01,\n",
       "         5.96372590e-01, 8.79766096e-01, 6.40326512e-01, 1.90278748e-01,\n",
       "         9.24747907e-01, 7.45874832e-02, 1.45236772e-02, 1.08660470e-02,\n",
       "         6.97375329e-01, 2.14137611e-01, 2.66764087e-01, 6.16917256e-01,\n",
       "         4.98040985e-01, 5.31982267e-01, 6.58292980e-02, 9.60759700e-02]),\n",
       "  array([1.74569969e-01, 2.77903935e-03, 5.37893830e-01, 5.77707436e-01,\n",
       "         1.91037927e-01, 2.52764818e-02, 4.26427723e-01, 2.99471704e-01,\n",
       "         4.77713607e-01, 8.51918610e-01, 7.31694647e-04, 9.03288276e-01,\n",
       "         3.14635748e-01, 4.67046553e-01, 2.21863125e-02, 2.43865047e-01,\n",
       "         1.83220993e-01, 2.17270247e-01, 5.22580522e-02, 3.45741975e-01,\n",
       "         1.85005660e-01, 3.39834508e-04, 3.32526284e-01, 1.87619570e-02,\n",
       "         3.61238730e-02, 7.23679120e-02, 4.38494549e-01, 1.97747605e-01,\n",
       "         2.58112525e-01, 2.65068020e-01, 2.50373482e-01, 2.45261265e-01,\n",
       "         6.16717154e-01, 1.43495244e-02, 1.13521912e-01, 4.21987110e-01,\n",
       "         9.33952426e-01, 8.24215449e-01, 2.15567402e-01, 2.57365374e-01,\n",
       "         1.73927010e-02, 8.96384501e-01, 6.75074101e-03, 5.56443557e-01,\n",
       "         1.49171426e-02, 2.76758414e-02, 8.26184129e-02, 1.53538334e-01,\n",
       "         9.08975853e-03, 2.30761607e-01, 5.32930348e-01, 1.21949405e-02,\n",
       "         1.13080632e-03, 4.49523892e-01, 1.48405206e-02, 6.18745291e-02,\n",
       "         2.19404169e-03, 8.08730367e-02, 5.80175215e-01, 1.07477904e-01,\n",
       "         9.20991535e-01, 3.82527979e-02, 1.99471980e-01, 4.84355875e-03,\n",
       "         2.80471905e-01, 6.88879802e-02, 1.67507199e-01, 6.56666533e-02,\n",
       "         6.09438030e-01, 9.27482429e-01, 2.06196534e-02, 1.59105161e-01,\n",
       "         2.84151105e-02, 1.71032268e-02, 8.68866099e-02, 1.05565562e-02,\n",
       "         2.96396775e-01, 5.97294764e-01, 9.34407665e-01, 1.19685358e-01,\n",
       "         3.50083901e-03, 4.38766865e-01, 1.73482449e-02, 1.94423616e-01,\n",
       "         2.97525566e-01, 3.19879926e-01, 8.64624595e-01, 3.42688208e-02,\n",
       "         2.55351553e-01, 2.28415358e-01, 5.20171470e-01, 2.13511244e-01,\n",
       "         9.06294297e-01, 7.99252401e-02, 7.73279504e-03, 4.12953178e-02,\n",
       "         7.18757087e-01, 5.80622511e-01, 1.33347347e-01, 1.58869691e-02,\n",
       "         3.33330710e-01, 1.74732919e-01, 9.02453771e-01, 6.58719682e-01,\n",
       "         4.91107844e-01, 3.21093397e-01, 7.73011765e-01, 1.69542356e-01,\n",
       "         2.15714152e-01, 1.72763223e-01, 1.57851576e-01, 1.16296403e-01,\n",
       "         3.15842703e-02, 3.03369598e-01, 2.49911385e-01, 7.04726042e-02,\n",
       "         1.16954802e-01, 2.25475756e-02, 5.20649620e-01, 1.66714960e-01,\n",
       "         2.71335324e-01, 4.47930791e-01, 4.93248392e-01, 7.18219834e-02,\n",
       "         2.72915626e-01, 8.05181334e-01, 5.63834223e-01, 1.70680219e-01,\n",
       "         3.18805847e-01, 1.24566158e-02, 1.16001723e-01, 2.06430425e-01,\n",
       "         9.92319193e-03, 4.31508614e-01, 2.44505103e-01, 2.63943980e-01,\n",
       "         1.43986092e-01, 2.64312737e-01, 5.43820094e-01, 1.00334816e-04,\n",
       "         5.96374717e-02, 8.45111286e-03, 1.78089179e-01, 1.08720798e-02,\n",
       "         4.53702026e-02, 2.92620367e-01, 3.07544047e-01, 4.47655638e-02,\n",
       "         1.67123737e-01, 1.50322189e-01, 2.02688279e-03, 5.92046425e-01,\n",
       "         7.65526538e-01, 1.07092731e-01, 5.89924248e-01, 5.13671799e-02,\n",
       "         1.48399677e-01, 2.25919940e-01, 4.79621934e-01, 3.95336078e-01,\n",
       "         3.06330596e-01, 8.45959734e-01, 1.06091087e-01, 1.74293565e-03,\n",
       "         3.49254984e-02, 9.99647556e-01, 1.00000000e+00, 5.56869440e-04,\n",
       "         1.07312655e-02, 6.07022160e-03, 7.33153980e-01, 3.43747200e-01,\n",
       "         3.18131631e-01, 2.13089175e-01, 3.02756895e-01, 2.96997971e-01,\n",
       "         7.43016830e-01, 2.90639556e-01, 2.54325896e-02, 8.95884124e-02,\n",
       "         4.92601235e-01, 3.09242663e-01, 2.96572179e-01, 4.60315617e-01,\n",
       "         5.80777735e-01, 8.69683787e-01, 6.44738747e-01, 1.88382524e-01,\n",
       "         9.20142258e-01, 7.34959887e-02, 1.37312534e-02, 1.00529658e-02,\n",
       "         6.82753585e-01, 2.04316756e-01, 2.74883656e-01, 6.16825965e-01,\n",
       "         4.82739637e-01, 5.18707723e-01, 6.67796815e-02, 9.88769516e-02]),\n",
       "  array([5.52462932e-05, 3.51566758e-04, 1.01348189e-05, 1.11330940e-03,\n",
       "         3.74180446e-02, 1.37251905e-02, 2.56356030e-03, 7.81600075e-03,\n",
       "         1.29219723e-04, 4.15471477e-03, 9.93266816e-01, 8.11104635e-04,\n",
       "         6.34536040e-07, 1.88140942e-02, 1.05305295e-04, 1.85801300e-02,\n",
       "         7.33212699e-03, 6.25244031e-02, 4.34373909e-04, 5.01148440e-02,\n",
       "         3.50819342e-02, 2.57228123e-01, 5.75214436e-02, 3.66558304e-01,\n",
       "         4.14066472e-01, 2.06098561e-01, 2.01542760e-02, 3.09032471e-02,\n",
       "         2.32638830e-02, 8.04959534e-02, 8.71637373e-02, 1.19811313e-02,\n",
       "         1.07669023e-02, 5.82925955e-01, 1.84852629e-01, 2.86815153e-03,\n",
       "         1.35101229e-04, 4.00608246e-03, 1.00113000e-01, 5.46397328e-02,\n",
       "         3.13668483e-01, 7.63509922e-04, 8.01140229e-05, 4.64742466e-04,\n",
       "         2.56160859e-01, 6.49223901e-02, 1.53031737e-02, 1.05486011e-02,\n",
       "         1.41329655e-02, 2.02012993e-02, 4.90350461e-06, 3.56957467e-01,\n",
       "         1.35557628e-01, 3.21415018e-02, 1.88312234e-05, 3.39519167e-05,\n",
       "         8.49084234e-02, 5.62426951e-02, 1.12164472e-03, 4.48516322e-03,\n",
       "         2.32934584e-03, 9.73151235e-03, 1.09091483e-01, 3.89457859e-02,\n",
       "         3.81387953e-03, 1.67479614e-01, 1.18266721e-01, 1.28814442e-01,\n",
       "         3.82237721e-03, 2.21831549e-03, 4.98603166e-01, 1.84421912e-02,\n",
       "         2.84582796e-06, 1.91039556e-01, 2.29376662e-01, 1.88883311e-02,\n",
       "         5.73320855e-02, 1.68258991e-02, 1.86348313e-04, 1.84937456e-01,\n",
       "         4.03280392e-02, 1.29981654e-03, 3.47798207e-01, 2.49803837e-02,\n",
       "         5.85905977e-04, 1.58105056e-03, 9.38154047e-04, 2.66326858e-01,\n",
       "         7.71837768e-02, 7.41711122e-02, 9.85633793e-03, 2.39375062e-03,\n",
       "         3.96783931e-04, 2.56089616e-01, 1.02166786e-01, 3.71220001e-01,\n",
       "         6.69642771e-03, 4.67031788e-03, 2.71398454e-03, 6.82845216e-06,\n",
       "         5.08115716e-02, 8.53977129e-04, 3.65523571e-04, 1.25900801e-02,\n",
       "         1.03861298e-02, 1.64186320e-03, 1.48681372e-03, 1.37154700e-01,\n",
       "         2.97095798e-02, 4.52426939e-06, 1.48981909e-01, 8.90934167e-02,\n",
       "         4.61701218e-01, 1.77031394e-02, 8.35761507e-02, 2.54780367e-01,\n",
       "         1.04613062e-01, 3.18293796e-01, 4.99169337e-06, 8.54479033e-03,\n",
       "         7.82924251e-02, 2.73296636e-02, 4.67220485e-03, 6.26233895e-04,\n",
       "         2.12449282e-02, 3.16487058e-03, 1.28866445e-02, 3.63356156e-03,\n",
       "         2.13057979e-02, 5.60375670e-01, 1.82602089e-01, 9.58704098e-02,\n",
       "         7.05776300e-01, 5.51626244e-03, 5.57586245e-02, 3.08962867e-05,\n",
       "         2.31647329e-05, 8.12010742e-02, 5.34613599e-03, 2.83474480e-01,\n",
       "         3.56716616e-02, 9.37345195e-02, 1.30621672e-02, 2.26440250e-01,\n",
       "         2.88062770e-03, 7.03822734e-02, 1.11744846e-06, 3.60056566e-02,\n",
       "         2.23592744e-02, 7.56918533e-02, 2.30390836e-01, 1.73198936e-02,\n",
       "         2.24523398e-03, 6.17368016e-02, 2.70023247e-03, 3.68786864e-02,\n",
       "         1.26460705e-01, 6.60555906e-02, 2.18565271e-02, 2.65625656e-02,\n",
       "         5.56771346e-02, 4.40894378e-03, 2.12322079e-01, 1.12130071e-02,\n",
       "         1.39911526e-01, 6.03277390e-04, 5.56869440e-04, 1.00000000e+00,\n",
       "         6.57026365e-01, 8.16527960e-02, 5.47968428e-04, 2.73236516e-02,\n",
       "         5.76472952e-02, 6.49983520e-02, 5.12170011e-03, 2.05527394e-02,\n",
       "         1.31749843e-04, 7.06922718e-02, 3.98177248e-01, 9.29917532e-02,\n",
       "         2.97244635e-03, 1.52893038e-03, 2.75099711e-02, 2.87832368e-02,\n",
       "         1.27344891e-02, 3.69869864e-03, 1.51250107e-03, 2.53553573e-02,\n",
       "         4.00518949e-04, 4.76291633e-02, 6.15196603e-01, 2.44635145e-01,\n",
       "         2.02997296e-03, 2.84406864e-02, 8.48886555e-05, 3.89272354e-03,\n",
       "         5.92469810e-03, 2.38113796e-02, 1.78563929e-03, 1.95250801e-04]),\n",
       "  array([2.03697732e-03, 4.79072826e-03, 5.08225643e-04, 2.14391025e-02,\n",
       "         2.55004160e-01, 9.94381421e-02, 3.98883911e-02, 8.83602213e-02,\n",
       "         4.10159147e-03, 5.01946864e-02, 7.13035534e-01, 1.58466143e-02,\n",
       "         4.92799145e-05, 1.60965177e-01, 2.66842050e-03, 1.60686691e-01,\n",
       "         3.56694513e-02, 3.55371364e-01, 8.73013578e-03, 2.95181003e-01,\n",
       "         1.35281878e-01, 3.24330408e-01, 3.09832526e-01, 8.35377318e-01,\n",
       "         7.94284913e-01, 6.89206188e-01, 1.21708828e-01, 2.24755189e-01,\n",
       "         1.87945045e-01, 3.82895967e-01, 4.00374258e-01, 5.99334511e-02,\n",
       "         1.07268681e-01, 9.92062218e-01, 6.44261542e-01, 4.33091198e-02,\n",
       "         3.65284257e-03, 5.11015212e-02, 3.97753478e-01, 3.25961001e-01,\n",
       "         7.59049163e-01, 1.17713412e-02, 1.82499462e-03, 1.10520850e-02,\n",
       "         6.59137209e-01, 2.97443377e-01, 1.26545187e-01, 1.03986900e-01,\n",
       "         8.61991478e-02, 1.69708882e-01, 2.64158854e-04, 7.77080880e-01,\n",
       "         2.76964589e-01, 1.98113545e-01, 6.77620939e-04, 1.27061284e-03,\n",
       "         2.31137262e-01, 3.10774406e-01, 2.15565788e-02, 5.39645711e-02,\n",
       "         3.09570133e-02, 8.26673890e-02, 4.75425767e-01, 1.57263030e-01,\n",
       "         5.23927551e-02, 6.12643173e-01, 5.10324842e-01, 5.20651322e-01,\n",
       "         5.29965237e-02, 2.99779621e-02, 9.65526310e-01, 1.54885032e-01,\n",
       "         1.68664302e-04, 5.61460066e-01, 5.98614105e-01, 1.08509577e-01,\n",
       "         2.65261630e-01, 1.36080542e-01, 4.86224586e-03, 5.59881061e-01,\n",
       "         1.51946171e-01, 2.41039743e-02, 8.04057668e-01, 1.02597381e-01,\n",
       "         1.30064421e-02, 2.75643222e-02, 1.79473285e-02, 7.50519412e-01,\n",
       "         3.31554824e-01, 3.90859422e-01, 7.06804309e-02, 1.50765377e-02,\n",
       "         7.13845160e-03, 7.46963203e-01, 3.28643931e-01, 8.83285608e-01,\n",
       "         6.17910420e-02, 6.13571953e-02, 3.82355317e-02, 3.12185092e-04,\n",
       "         3.01270414e-01, 1.66065408e-02, 6.68060620e-03, 1.10142856e-01,\n",
       "         1.08281732e-01, 2.83563785e-02, 2.59338467e-02, 4.96650954e-01,\n",
       "         2.19937665e-01, 2.79493189e-04, 5.28615364e-01, 4.33666602e-01,\n",
       "         9.06397259e-01, 1.56835482e-01, 4.03165199e-01, 6.06007086e-01,\n",
       "         4.78868970e-01, 7.91075419e-01, 2.11774873e-04, 9.01374238e-02,\n",
       "         3.73365994e-01, 2.02427080e-01, 3.65651158e-02, 1.19562646e-02,\n",
       "         1.02048172e-01, 4.41862087e-02, 1.22755845e-01, 4.85734607e-02,\n",
       "         1.09363576e-01, 9.72711671e-01, 5.38264300e-01, 4.49748882e-01,\n",
       "         9.50627501e-01, 6.96404502e-02, 3.30710429e-01, 5.43521960e-04,\n",
       "         1.01731225e-03, 3.81660493e-01, 6.78002665e-02, 2.61965833e-01,\n",
       "         2.19675399e-01, 3.15066558e-01, 1.22722681e-01, 5.81896386e-01,\n",
       "         3.49872679e-02, 3.42924140e-01, 8.41842288e-05, 2.12806353e-01,\n",
       "         1.77877558e-01, 3.97230915e-01, 4.36212733e-01, 1.37961304e-01,\n",
       "         3.51102703e-02, 1.81833632e-01, 4.13044037e-02, 2.20425923e-01,\n",
       "         4.08213500e-01, 3.66626763e-01, 1.75413887e-01, 2.03705214e-01,\n",
       "         2.62973809e-01, 5.17383355e-02, 6.24764953e-01, 5.46068304e-02,\n",
       "         5.09822269e-01, 1.13640060e-02, 1.07312655e-02, 6.57026365e-01,\n",
       "         1.00000000e+00, 2.71215993e-01, 1.23078845e-02, 1.41352172e-01,\n",
       "         3.22399810e-01, 3.63854788e-01, 6.52278534e-02, 1.02753378e-01,\n",
       "         4.01083630e-03, 3.39094833e-01, 6.47112219e-01, 4.36599137e-01,\n",
       "         4.45167825e-02, 2.68328750e-02, 2.10933030e-01, 2.05428171e-01,\n",
       "         9.50035892e-02, 4.43351947e-02, 2.68138943e-02, 1.95806408e-01,\n",
       "         7.28862370e-03, 2.74774198e-01, 9.96311365e-01, 2.98092477e-01,\n",
       "         2.16825737e-02, 1.17037162e-01, 2.92402197e-03, 5.36400344e-02,\n",
       "         4.41335659e-02, 1.64192602e-01, 2.58827472e-02, 5.12921583e-03]),\n",
       "  array([2.26059320e-02, 2.11962392e-01, 1.19252231e-03, 5.10558991e-02,\n",
       "         3.87282601e-01, 6.94956181e-01, 1.07893169e-01, 2.19802858e-01,\n",
       "         1.63978033e-02, 2.58280978e-02, 1.05137013e-01, 1.68574322e-02,\n",
       "         9.99737134e-05, 1.39248367e-01, 8.41490453e-02, 3.09467100e-01,\n",
       "         1.29813560e-03, 3.05352311e-01, 1.44167724e-01, 1.39673826e-01,\n",
       "         8.16158204e-03, 5.68409645e-01, 1.09129939e-01, 5.76503890e-01,\n",
       "         1.12468533e-01, 4.35102521e-01, 1.74516723e-02, 3.77945360e-01,\n",
       "         3.00448837e-01, 1.29242231e-01, 1.30229487e-01, 3.21389438e-03,\n",
       "         8.24485231e-02, 3.12308807e-01, 2.67904097e-01, 1.14206520e-01,\n",
       "         2.87666714e-03, 3.55045329e-02, 8.02456388e-02, 2.58002740e-01,\n",
       "         6.67925506e-01, 3.12779943e-03, 9.18782099e-02, 3.24897876e-02,\n",
       "         7.72705704e-01, 8.73746875e-01, 5.31915159e-01, 3.69621549e-01,\n",
       "         7.79462234e-01, 3.26433696e-01, 4.02781786e-04, 6.63562476e-01,\n",
       "         8.52174880e-01, 5.32161215e-02, 3.29050637e-02, 2.90382858e-02,\n",
       "         9.54009918e-01, 6.35186554e-01, 5.09543636e-02, 3.28126081e-01,\n",
       "         1.26744181e-02, 5.83969780e-01, 1.94634563e-01, 9.52218753e-01,\n",
       "         1.82018692e-01, 5.31938343e-01, 2.65860533e-01, 6.16054444e-01,\n",
       "         7.89461492e-02, 1.26303040e-02, 3.42933845e-01, 4.12032962e-01,\n",
       "         7.01723896e-03, 8.40843976e-01, 8.63579600e-02, 8.26105577e-01,\n",
       "         4.54148380e-02, 5.67175630e-02, 4.55466817e-03, 9.95715530e-02,\n",
       "         9.47679484e-01, 7.65630368e-02, 6.19504136e-01, 5.60648103e-03,\n",
       "         7.03996814e-02, 1.12285925e-01, 2.11423339e-02, 5.83021947e-01,\n",
       "         6.28964984e-02, 2.53016438e-01, 9.48013169e-03, 5.31673244e-04,\n",
       "         2.07851286e-03, 2.51528012e-01, 9.91701265e-01, 3.15096998e-01,\n",
       "         1.49114892e-02, 9.02447397e-02, 2.44347002e-01, 1.64804709e-02,\n",
       "         1.56840456e-01, 1.23065755e-01, 1.94124625e-03, 4.54205326e-02,\n",
       "         1.34076794e-01, 1.13989499e-01, 3.54078343e-02, 1.13547233e-01,\n",
       "         3.52695913e-01, 3.08982442e-03, 1.28985598e-01, 4.87621868e-01,\n",
       "         1.93764806e-01, 2.53617768e-01, 1.64645765e-01, 7.49253428e-02,\n",
       "         4.56983206e-01, 6.08216298e-01, 8.89318762e-05, 3.33156569e-01,\n",
       "         1.20471245e-01, 1.26506001e-01, 3.57684563e-03, 1.56572283e-01,\n",
       "         7.48970114e-03, 3.97767181e-02, 1.00350142e-01, 2.43779894e-01,\n",
       "         9.74959230e-03, 3.85037073e-01, 8.42464162e-02, 2.30035979e-01,\n",
       "         1.54791823e-01, 1.40333122e-01, 2.75334564e-01, 3.01762692e-05,\n",
       "         1.37000143e-02, 1.22116102e-01, 1.03309540e-01, 3.72040005e-01,\n",
       "         6.91538657e-01, 9.92410747e-01, 3.59591515e-01, 8.47231072e-01,\n",
       "         3.65065159e-01, 1.01003449e-01, 2.85326347e-04, 7.50682880e-01,\n",
       "         4.12678617e-01, 4.18162031e-01, 8.23852257e-01, 5.51743434e-02,\n",
       "         4.24445982e-02, 8.82439260e-03, 7.39955047e-02, 7.25662774e-01,\n",
       "         5.20974758e-02, 2.80926002e-01, 1.22420999e-01, 1.72981363e-01,\n",
       "         4.70111801e-02, 2.44328840e-02, 1.27950739e-01, 7.28457089e-01,\n",
       "         7.73561767e-01, 6.21288670e-03, 6.07022160e-03, 8.16527960e-02,\n",
       "         2.71215993e-01, 1.00000000e+00, 2.31001947e-02, 1.61009527e-02,\n",
       "         1.47908097e-01, 3.07200009e-01, 1.91109592e-01, 8.22995099e-03,\n",
       "         7.77249433e-03, 9.27064987e-02, 5.20154434e-02, 5.70728865e-01,\n",
       "         9.76454224e-02, 1.13477131e-01, 2.60209924e-01, 1.07315618e-01,\n",
       "         1.88377070e-02, 1.86217474e-02, 5.04914935e-02, 3.87337054e-01,\n",
       "         2.24756245e-03, 6.58674421e-01, 2.66193940e-01, 7.97370099e-03,\n",
       "         3.15137918e-03, 7.09588953e-03, 2.15485320e-02, 7.77493973e-02,\n",
       "         4.42355708e-03, 4.94089022e-02, 2.66288188e-01, 7.14940235e-02]),\n",
       "  array([5.45442530e-01, 2.64209208e-02, 6.33515521e-01, 9.48738188e-01,\n",
       "         3.46556995e-01, 1.05726410e-01, 8.08465810e-01, 6.03612259e-01,\n",
       "         8.85712184e-01, 6.93759233e-01, 7.69047630e-04, 9.39394600e-01,\n",
       "         2.94500259e-01, 5.72100031e-01, 1.41388115e-01, 4.66249655e-01,\n",
       "         4.59575553e-02, 3.04521603e-01, 2.50607693e-01, 3.42616823e-01,\n",
       "         6.66589893e-02, 1.18300624e-03, 2.87821665e-01, 3.16899414e-02,\n",
       "         2.66062414e-02, 1.02116292e-01, 2.20565439e-01, 3.71547229e-01,\n",
       "         4.54910495e-01, 2.33651224e-01, 2.18735884e-01, 7.57401269e-02,\n",
       "         6.71429527e-01, 1.72284411e-02, 1.24981698e-01, 7.96777960e-01,\n",
       "         7.35035092e-01, 7.79838571e-01, 1.51324985e-01, 3.38880869e-01,\n",
       "         3.29896216e-02, 4.63938710e-01, 5.79810833e-02, 9.57461080e-01,\n",
       "         3.25490204e-02, 8.31478517e-02, 2.48456586e-01, 3.96005873e-01,\n",
       "         4.65687154e-02, 4.45242553e-01, 4.81055811e-01, 2.35741988e-02,\n",
       "         4.58355643e-03, 3.19310735e-01, 1.06990705e-01, 2.88440720e-01,\n",
       "         9.51497421e-03, 1.86056850e-01, 9.49456356e-01, 3.50154548e-01,\n",
       "         6.38803923e-01, 1.52521069e-01, 2.01825236e-01, 2.27862369e-02,\n",
       "         6.38251833e-01, 1.12751812e-01, 1.94666648e-01, 1.23605604e-01,\n",
       "         8.59825535e-01, 6.50039314e-01, 2.53562669e-02, 3.68254854e-01,\n",
       "         1.58635403e-01, 4.09288998e-02, 5.82649031e-02, 5.01138594e-02,\n",
       "         1.80225265e-01, 4.95112885e-01, 8.20395198e-01, 8.58288133e-02,\n",
       "         1.71428270e-02, 8.57788692e-01, 3.10186205e-02, 6.48698731e-02,\n",
       "         7.37974878e-01, 7.34195497e-01, 9.58932399e-01, 5.75630932e-02,\n",
       "         1.68650424e-01, 2.80212015e-01, 2.37782400e-01, 4.82108340e-02,\n",
       "         4.68616201e-01, 8.30325753e-02, 2.65860092e-02, 4.74755744e-02,\n",
       "         4.19368470e-01, 8.28319679e-01, 4.23481682e-01, 1.10680375e-01,\n",
       "         3.47713135e-01, 5.40620858e-01, 4.63614610e-01, 5.28529763e-01,\n",
       "         6.87956897e-01, 7.33850794e-01, 9.60887334e-01, 1.31738782e-01,\n",
       "         3.92292766e-01, 4.52252254e-01, 1.28095958e-01, 1.99755362e-01,\n",
       "         2.90800632e-02, 5.21588897e-01, 2.43972533e-01, 4.47237438e-02,\n",
       "         1.87080290e-01, 3.92923443e-02, 2.47233033e-01, 4.29546601e-01,\n",
       "         2.33003689e-01, 4.80093775e-01, 1.83382466e-01, 3.07720210e-01,\n",
       "         1.01891398e-01, 8.54414450e-01, 6.45171620e-01, 4.81831716e-01,\n",
       "         1.29789776e-01, 1.68924941e-02, 7.81375895e-02, 2.30813264e-01,\n",
       "         8.91012826e-03, 7.44470179e-01, 3.31857817e-01, 5.42880671e-02,\n",
       "         4.72616747e-01, 2.27017481e-01, 8.00868562e-01, 3.44864904e-04,\n",
       "         1.68508874e-01, 2.93236023e-02, 4.18927460e-01, 2.68006699e-02,\n",
       "         1.99463649e-01, 2.37021923e-01, 3.87858155e-01, 1.36715713e-01,\n",
       "         3.64871162e-01, 2.42566572e-01, 6.41158014e-03, 4.81998475e-01,\n",
       "         9.22304655e-01, 3.74156024e-02, 8.92814470e-01, 1.50343209e-01,\n",
       "         8.64495951e-02, 2.99339104e-01, 5.32236750e-01, 4.97336047e-01,\n",
       "         1.89506089e-01, 6.63034396e-01, 8.31432351e-02, 1.19849868e-02,\n",
       "         7.82812601e-02, 7.24591489e-01, 7.33153980e-01, 5.47968428e-04,\n",
       "         1.23078845e-02, 2.31001947e-02, 1.00000000e+00, 1.60140574e-01,\n",
       "         3.15321580e-01, 2.97262398e-01, 6.42440610e-01, 1.14883540e-01,\n",
       "         9.30830943e-01, 2.26983003e-01, 1.44227526e-02, 1.69505321e-01,\n",
       "         8.41166673e-01, 7.23220695e-01, 4.60047081e-01, 4.51825677e-01,\n",
       "         3.26171359e-01, 6.33697356e-01, 9.54535924e-01, 3.79913950e-01,\n",
       "         4.89434176e-01, 1.82220701e-01, 1.52917811e-02, 3.39082466e-03,\n",
       "         2.85268077e-01, 7.22141873e-02, 6.98579610e-01, 8.58795873e-01,\n",
       "         1.85009961e-01, 3.78047120e-01, 2.74345070e-01, 3.93778668e-01]),\n",
       "  array([1.34502327e-02, 6.38015463e-04, 3.71400140e-02, 1.48660820e-01,\n",
       "         2.25220480e-01, 2.01195874e-02, 1.43454534e-01, 1.59112925e-01,\n",
       "         5.56129538e-02, 5.67962933e-01, 3.06985289e-02, 2.68171752e-01,\n",
       "         1.22461321e-02, 4.50977953e-01, 2.32047264e-03, 1.97353786e-01,\n",
       "         7.30578428e-01, 3.69055264e-01, 8.57211405e-03, 6.30766283e-01,\n",
       "         9.17352445e-01, 3.97890319e-03, 7.28355934e-01, 1.17330599e-01,\n",
       "         3.94501713e-01, 2.71681946e-01, 9.83901450e-01, 2.08810795e-01,\n",
       "         2.38237668e-01, 6.95017225e-01, 6.94041121e-01, 8.70203476e-01,\n",
       "         4.94477586e-01, 1.57244866e-01, 4.38021022e-01, 1.48711331e-01,\n",
       "         1.88319528e-01, 4.79837706e-01, 8.03728112e-01, 4.15798901e-01,\n",
       "         9.53383902e-02, 4.88128426e-01, 7.43881001e-04, 1.02605307e-01,\n",
       "         7.09043028e-02, 4.93490517e-02, 6.07414987e-02, 9.16635644e-02,\n",
       "         8.70653473e-03, 1.94418070e-01, 3.63730984e-02, 7.78074117e-02,\n",
       "         6.07677386e-03, 8.63754883e-01, 8.77442874e-04, 4.03606692e-03,\n",
       "         7.48267865e-03, 1.19871532e-01, 1.49932401e-01, 4.37462783e-02,\n",
       "         5.63885884e-01, 2.44005498e-02, 5.67484438e-01, 8.87999699e-03,\n",
       "         1.06493132e-01, 2.14285614e-01, 4.60135386e-01, 1.67233054e-01,\n",
       "         2.71122381e-01, 5.51738166e-01, 1.84570851e-01, 1.25594556e-01,\n",
       "         8.71625820e-04, 6.44214944e-02, 6.18561572e-01, 1.13692391e-02,\n",
       "         9.26119754e-01, 7.22334404e-01, 1.91062503e-01, 6.65698715e-01,\n",
       "         7.01886884e-03, 1.12205179e-01, 1.04028107e-01, 9.01703899e-01,\n",
       "         5.33196472e-02, 8.46950789e-02, 2.58848164e-01, 1.56174031e-01,\n",
       "         8.65677307e-01, 4.55960720e-01, 9.33638452e-01, 6.00287301e-01,\n",
       "         3.91668477e-01, 4.11296800e-01, 2.23234875e-02, 2.78066592e-01,\n",
       "         8.09475381e-01, 2.78918848e-01, 4.32340679e-02, 6.64082576e-04,\n",
       "         5.91088772e-01, 3.52675758e-02, 3.81781580e-01, 7.16459270e-01,\n",
       "         3.35904496e-01, 8.63573350e-02, 2.55105386e-01, 7.00364561e-01,\n",
       "         2.24430903e-01, 6.54261871e-03, 6.61837120e-01, 2.31632756e-01,\n",
       "         3.07411561e-01, 2.46032840e-01, 6.18451179e-01, 5.88158933e-01,\n",
       "         2.62063932e-01, 1.22427580e-01, 6.40844250e-02, 8.99484732e-02,\n",
       "         7.15441250e-01, 5.63392266e-01, 8.36572530e-01, 1.32516666e-02,\n",
       "         9.61060463e-01, 3.92809973e-01, 4.74941216e-01, 6.24649945e-02,\n",
       "         9.85070695e-01, 1.26827931e-01, 6.86862989e-01, 5.07255151e-01,\n",
       "         1.71476948e-01, 2.05482254e-01, 3.94146386e-01, 1.64450869e-01,\n",
       "         8.38434773e-03, 7.12201650e-01, 2.72303564e-01, 1.88066408e-03,\n",
       "         6.97684990e-02, 2.27655072e-02, 1.18122209e-01, 4.95523513e-02,\n",
       "         1.63438503e-02, 7.63023542e-01, 1.12525061e-02, 5.41597535e-02,\n",
       "         1.46136430e-01, 2.73535702e-01, 1.33508153e-02, 7.37279541e-01,\n",
       "         3.00974212e-01, 8.04345269e-01, 2.20818660e-01, 6.20536709e-02,\n",
       "         8.08000235e-01, 4.05804027e-01, 5.28198437e-01, 4.45506915e-01,\n",
       "         9.22250023e-01, 5.97333603e-01, 5.96407190e-01, 2.10430533e-03,\n",
       "         9.75689400e-02, 3.57019259e-01, 3.43747200e-01, 2.73236516e-02,\n",
       "         1.41352172e-01, 1.61009527e-02, 1.60140574e-01, 1.00000000e+00,\n",
       "         6.27255200e-01, 3.70933798e-01, 1.32064959e-01, 9.72451263e-01,\n",
       "         1.06062410e-01, 7.86094204e-01, 3.91329828e-01, 1.81909312e-01,\n",
       "         1.82230336e-01, 8.05227750e-02, 3.09989557e-01, 6.31812131e-01,\n",
       "         9.12153127e-01, 6.10673577e-01, 1.94975327e-01, 1.77228557e-01,\n",
       "         3.86916856e-01, 9.93999686e-02, 1.66544214e-01, 2.87298649e-01,\n",
       "         6.96392346e-01, 9.25404688e-01, 2.52672442e-02, 2.78284232e-01,\n",
       "         8.72079031e-01, 8.34581585e-01, 1.89088718e-02, 1.16059977e-02]),\n",
       "  array([7.55975975e-03, 2.52227491e-04, 2.81850420e-02, 1.00584931e-01,\n",
       "         1.45630349e-01, 1.01080596e-02, 9.26378570e-02, 1.00390652e-01,\n",
       "         3.65352450e-02, 4.72110223e-01, 2.26638791e-02, 2.08444035e-01,\n",
       "         1.00276645e-02, 3.29565323e-01, 1.04505139e-03, 1.26033327e-01,\n",
       "         8.56354492e-01, 2.57363365e-01, 4.19384627e-03, 4.88867941e-01,\n",
       "         9.60211025e-01, 2.06011461e-03, 5.87370058e-01, 7.62965998e-02,\n",
       "         3.29092610e-01, 1.87612453e-01, 9.36921554e-01, 1.33717224e-01,\n",
       "         1.55788296e-01, 5.56385747e-01, 5.56826343e-01, 9.58089405e-01,\n",
       "         3.75335115e-01, 1.12915516e-01, 3.26310934e-01, 9.61096452e-02,\n",
       "         1.60038868e-01, 3.81427392e-01, 6.87579396e-01, 2.95710907e-01,\n",
       "         5.99065245e-02, 4.67171774e-01, 3.05562116e-04, 6.86598900e-02,\n",
       "         4.27390382e-02, 2.72261379e-02, 3.37918170e-02, 5.35616716e-02,\n",
       "         4.10300822e-03, 1.23762957e-01, 2.99526546e-02, 4.85350960e-02,\n",
       "         3.02571487e-03, 7.41028479e-01, 3.82618870e-04, 2.00981230e-03,\n",
       "         3.66552480e-03, 7.19033097e-02, 1.01550204e-01, 2.38840275e-02,\n",
       "         4.92774571e-01, 1.24670498e-02, 4.35136912e-01, 4.26854063e-03,\n",
       "         6.49486753e-02, 1.41654887e-01, 3.38264383e-01, 1.06118026e-01,\n",
       "         1.91166406e-01, 4.80756620e-01, 1.31828232e-01, 7.56598272e-02,\n",
       "         4.13720248e-04, 3.78329838e-02, 5.33278542e-01, 5.47828394e-03,\n",
       "         8.29390509e-01, 5.93716720e-01, 1.56992681e-01, 5.63583174e-01,\n",
       "         3.32980502e-03, 7.19713437e-02, 6.65029192e-02, 9.66970609e-01,\n",
       "         3.19035827e-02, 5.17000334e-02, 1.97250754e-01, 1.02041549e-01,\n",
       "         7.55252071e-01, 3.30705571e-01, 9.17515358e-01, 7.29164402e-01,\n",
       "         3.75809221e-01, 3.11029755e-01, 1.17617267e-02, 2.03312227e-01,\n",
       "         7.41499857e-01, 1.95848425e-01, 2.38427208e-02, 2.93626915e-04,\n",
       "         4.51087682e-01, 1.96963523e-02, 3.67127991e-01, 5.95414420e-01,\n",
       "         2.36369586e-01, 5.27755123e-02, 1.87539895e-01, 5.80200788e-01,\n",
       "         1.45186220e-01, 3.90932066e-03, 5.40955621e-01, 1.51530424e-01,\n",
       "         2.39745876e-01, 1.62317217e-01, 4.80100670e-01, 5.14912392e-01,\n",
       "         1.75021378e-01, 7.89607438e-02, 6.38936292e-02, 5.26280387e-02,\n",
       "         5.77314616e-01, 4.27822288e-01, 8.76389501e-01, 6.70356457e-03,\n",
       "         9.98380073e-01, 3.01976569e-01, 3.54876382e-01, 3.56726579e-02,\n",
       "         9.97778376e-01, 8.77982144e-02, 5.92414397e-01, 3.77756132e-01,\n",
       "         1.34013283e-01, 1.36125105e-01, 2.77723857e-01, 2.08596600e-01,\n",
       "         4.65443678e-03, 5.74544690e-01, 1.89272560e-01, 9.73064433e-04,\n",
       "         3.93841202e-02, 1.19689678e-02, 7.09258613e-02, 2.87837511e-02,\n",
       "         8.14940590e-03, 6.26908499e-01, 8.41402595e-03, 2.98428546e-02,\n",
       "         8.95360017e-02, 1.82563499e-01, 7.15848716e-03, 6.09184601e-01,\n",
       "         2.23010082e-01, 8.46485224e-01, 1.52638672e-01, 3.46420277e-02,\n",
       "         7.29224249e-01, 2.87753284e-01, 3.97360060e-01, 3.22432265e-01,\n",
       "         8.21865553e-01, 5.02105770e-01, 4.91309095e-01, 9.04048494e-04,\n",
       "         5.86321815e-02, 3.09429533e-01, 2.96997971e-01, 2.05527394e-02,\n",
       "         1.02753378e-01, 8.22995099e-03, 1.14883540e-01, 9.72451263e-01,\n",
       "         4.85748138e-01, 2.58984263e-01, 8.21789005e-02, 1.00000000e+00,\n",
       "         7.84229737e-02, 6.52897579e-01, 3.52513965e-01, 1.15503207e-01,\n",
       "         1.21401509e-01, 4.88791698e-02, 2.10546281e-01, 4.92475974e-01,\n",
       "         8.42658500e-01, 5.24954166e-01, 1.35969524e-01, 1.11180755e-01,\n",
       "         3.68140095e-01, 5.83234112e-02, 1.22262339e-01, 3.01677134e-01,\n",
       "         7.07380048e-01, 9.75230804e-01, 1.51042753e-02, 1.96988010e-01,\n",
       "         9.04560579e-01, 7.11608705e-01, 9.64903390e-03, 6.03066361e-03]),\n",
       "  array([5.09956750e-01, 1.26781949e-02, 8.45404280e-01, 7.94014810e-01,\n",
       "         1.85964680e-01, 4.77121448e-02, 5.99857103e-01, 3.87823007e-01,\n",
       "         8.81914568e-01, 5.67597539e-01, 1.88690297e-04, 8.81229393e-01,\n",
       "         4.95462923e-01, 3.69458528e-01, 9.59066957e-02, 2.72138374e-01,\n",
       "         3.43808286e-02, 1.61391937e-01, 1.65543895e-01, 1.99998468e-01,\n",
       "         4.16541403e-02, 2.74569677e-04, 1.67314910e-01, 1.10961546e-02,\n",
       "         1.05762177e-02, 4.35840999e-02, 1.52731351e-01, 2.03001179e-01,\n",
       "         2.63322779e-01, 1.28596253e-01, 1.18946139e-01, 5.45491697e-02,\n",
       "         4.74266211e-01, 5.81088081e-03, 5.75305471e-02, 5.84611146e-01,\n",
       "         8.40246601e-01, 6.29445656e-01, 8.17193887e-02, 1.85890045e-01,\n",
       "         1.15146737e-02, 4.66492390e-01, 3.50969663e-02, 8.63242626e-01,\n",
       "         1.12667382e-02, 3.37064181e-02, 1.27914916e-01, 2.27037973e-01,\n",
       "         1.86799439e-02, 2.56283665e-01, 7.03865000e-01, 7.84764542e-03,\n",
       "         1.24779551e-03, 2.05441797e-01, 8.12452605e-02, 2.46765092e-01,\n",
       "         2.86342971e-03, 8.66847980e-02, 7.94633863e-01, 2.05911923e-01,\n",
       "         5.64278584e-01, 7.42522917e-02, 1.03763010e-01, 7.89152882e-03,\n",
       "         4.31191493e-01, 4.81813233e-02, 9.64619667e-02, 5.32065698e-02,\n",
       "         6.52999835e-01, 5.76677599e-01, 8.96069455e-03, 2.02998483e-01,\n",
       "         1.56664673e-01, 1.46278280e-02, 2.68272144e-02, 1.99779851e-02,\n",
       "         1.07106869e-01, 3.42837440e-01, 9.00742858e-01, 4.13066461e-02,\n",
       "         5.71818262e-03, 6.78396456e-01, 1.07779235e-02, 4.23493403e-02,\n",
       "         5.93339393e-01, 5.45183336e-01, 8.78430524e-01, 2.19949934e-02,\n",
       "         9.53705732e-02, 1.48645506e-01, 1.80572673e-01, 4.10550634e-02,\n",
       "         5.01721723e-01, 3.60529366e-02, 9.04489452e-03, 1.85311222e-02,\n",
       "         3.32905039e-01, 6.13873236e-01, 2.67085880e-01, 9.33634074e-02,\n",
       "         2.01057754e-01, 3.90938482e-01, 5.00317491e-01, 3.80738182e-01,\n",
       "         4.66263863e-01, 5.43400901e-01, 8.25281221e-01, 6.68889177e-02,\n",
       "         2.17556370e-01, 5.43491183e-01, 6.38453623e-02, 9.47451170e-02,\n",
       "         1.10673609e-02, 3.15258070e-01, 1.31814171e-01, 2.00935154e-02,\n",
       "         8.80246033e-02, 1.41448884e-02, 3.82363537e-01, 2.53182616e-01,\n",
       "         1.29170313e-01, 3.01851501e-01, 1.51522502e-01, 2.04473912e-01,\n",
       "         6.90129636e-02, 6.96158648e-01, 4.42265892e-01, 3.05910605e-01,\n",
       "         8.84711343e-02, 5.57999404e-03, 3.77571489e-02, 1.19401016e-01,\n",
       "         2.92833638e-03, 5.18984970e-01, 1.80309814e-01, 7.16598473e-02,\n",
       "         4.68803565e-01, 1.25108462e-01, 5.80712164e-01, 7.07862835e-05,\n",
       "         7.81345481e-02, 1.01334306e-02, 2.40742535e-01, 9.00782111e-03,\n",
       "         1.09673447e-01, 1.34393135e-01, 6.00566583e-01, 6.12076966e-02,\n",
       "         1.99507318e-01, 1.20381457e-01, 1.79483372e-03, 3.33125317e-01,\n",
       "         7.63483002e-01, 2.11157638e-02, 6.93958744e-01, 6.83005674e-02,\n",
       "         4.48567417e-02, 1.59232099e-01, 3.42859285e-01, 3.05315551e-01,\n",
       "         1.13104460e-01, 5.40986400e-01, 3.87323168e-02, 4.09285943e-03,\n",
       "         3.10011302e-02, 7.29566673e-01, 7.43016830e-01, 1.31749843e-04,\n",
       "         4.01083630e-03, 7.77249433e-03, 9.30830943e-01, 1.06062410e-01,\n",
       "         1.80231749e-01, 1.56750844e-01, 4.27939125e-01, 7.84229737e-02,\n",
       "         1.00000000e+00, 1.28999321e-01, 5.70327766e-03, 7.74353497e-02,\n",
       "         6.29956325e-01, 5.36089444e-01, 2.68725166e-01, 2.85733647e-01,\n",
       "         2.39712852e-01, 5.30606388e-01, 7.91750964e-01, 2.09141586e-01,\n",
       "         5.22928119e-01, 8.48753997e-02, 5.14593538e-03, 1.34951298e-03,\n",
       "         2.60068869e-01, 4.65413616e-02, 6.67245314e-01, 6.52635771e-01,\n",
       "         1.48765039e-01, 2.52997776e-01, 1.64674518e-01, 3.02979384e-01]),\n",
       "  array([1.01667132e-03, 4.63169113e-04, 9.03684239e-04, 1.91739061e-02,\n",
       "         1.48329256e-01, 2.14699821e-02, 2.81424315e-02, 5.26327208e-02,\n",
       "         3.67760085e-03, 9.11546555e-02, 4.09735153e-01, 2.47187766e-02,\n",
       "         1.31785930e-04, 1.61037956e-01, 5.03347432e-04, 9.41825092e-02,\n",
       "         2.04840992e-01, 2.67421118e-01, 2.16666515e-03, 3.41289685e-01,\n",
       "         4.67969719e-01, 5.18827531e-02, 4.10739152e-01, 3.82010498e-01,\n",
       "         9.40414730e-01, 4.39120510e-01, 3.21638031e-01, 1.27759822e-01,\n",
       "         1.19097985e-01, 4.78463902e-01, 5.00486535e-01, 2.69952801e-01,\n",
       "         1.29496152e-01, 6.28029434e-01, 5.60884015e-01, 3.04337780e-02,\n",
       "         8.79144063e-03, 7.86831467e-02, 6.20180471e-01, 2.68360351e-01,\n",
       "         3.07176443e-01, 3.97522411e-02, 2.32536006e-04, 9.94980119e-03,\n",
       "         2.29374090e-01, 8.35460027e-02, 4.23428063e-02, 4.41423674e-02,\n",
       "         1.38377345e-02, 9.75313318e-02, 6.61750681e-04, 2.97789766e-01,\n",
       "         4.25755323e-02, 3.47158296e-01, 1.22272209e-04, 3.92829139e-04,\n",
       "         3.56725527e-02, 1.27432593e-01, 1.93492827e-02, 1.83331685e-02,\n",
       "         7.02169999e-02, 1.98320352e-02, 4.89960027e-01, 2.47450091e-02,\n",
       "         2.85663133e-02, 3.35142084e-01, 4.43559510e-01, 2.47827495e-01,\n",
       "         5.16254498e-02, 6.74817846e-02, 6.17136070e-01, 7.14380877e-02,\n",
       "         4.81046974e-05, 1.81831097e-01, 8.70154700e-01, 1.87616270e-02,\n",
       "         5.14859420e-01, 2.14584817e-01, 1.01452292e-02, 7.84478216e-01,\n",
       "         2.23125694e-02, 1.72678205e-02, 3.44719773e-01, 3.96837016e-01,\n",
       "         7.37449521e-03, 1.59704236e-02, 2.57401341e-02, 3.68100271e-01,\n",
       "         5.69595686e-01, 3.37777986e-01, 2.20698611e-01, 1.06181755e-01,\n",
       "         2.52725376e-02, 6.61429166e-01, 7.05763048e-02, 6.51226347e-01,\n",
       "         1.54903065e-01, 5.80328439e-02, 1.40424643e-02, 6.30583199e-05,\n",
       "         3.28034583e-01, 6.92968241e-03, 2.39500747e-02, 1.84939114e-01,\n",
       "         9.77164787e-02, 1.64677086e-02, 3.15263241e-02, 6.66264348e-01,\n",
       "         1.30737996e-01, 2.01508444e-04, 6.68842978e-01, 2.43716143e-01,\n",
       "         8.25180981e-01, 1.05260994e-01, 4.47193713e-01, 9.15850746e-01,\n",
       "         2.87966818e-01, 3.57484186e-01, 1.07344389e-03, 3.90933976e-02,\n",
       "         4.81893900e-01, 2.27955205e-01, 1.50423219e-01, 3.34843814e-03,\n",
       "         3.61077192e-01, 6.08496276e-02, 1.37691198e-01, 2.02467820e-02,\n",
       "         3.55497341e-01, 5.34677963e-01, 8.07016234e-01, 4.19922509e-01,\n",
       "         7.97220807e-01, 5.17333082e-02, 2.62023608e-01, 5.82160400e-03,\n",
       "         5.04016263e-04, 4.90356273e-01, 6.10648685e-02, 3.87870613e-02,\n",
       "         7.25811543e-02, 6.77976144e-02, 5.73956433e-02, 1.74676895e-01,\n",
       "         8.29883513e-03, 4.78023550e-01, 1.55613715e-04, 6.32269802e-02,\n",
       "         8.66285834e-02, 2.46203351e-01, 8.84417935e-02, 2.21331706e-01,\n",
       "         4.29025030e-02, 6.02419042e-01, 3.80644345e-02, 6.91761993e-02,\n",
       "         7.49437660e-01, 2.93189256e-01, 1.94004473e-01, 1.91002741e-01,\n",
       "         5.02979510e-01, 9.75543904e-02, 7.79714645e-01, 5.74413432e-03,\n",
       "         1.90539381e-01, 2.71207055e-02, 2.54325896e-02, 3.98177248e-01,\n",
       "         6.47112219e-01, 5.20154434e-02, 1.44227526e-02, 3.91329828e-01,\n",
       "         3.66948221e-01, 2.74115480e-01, 3.78344190e-02, 3.52513965e-01,\n",
       "         5.70327766e-03, 4.91689695e-01, 1.00000000e+00, 2.15970073e-01,\n",
       "         3.52349056e-02, 1.52283442e-02, 1.53543645e-01, 2.54438976e-01,\n",
       "         2.34074453e-01, 9.18737814e-02, 2.65183355e-02, 1.04026631e-01,\n",
       "         2.50221437e-02, 1.04266094e-01, 6.80559586e-01, 7.91889088e-01,\n",
       "         8.49992433e-02, 4.22492575e-01, 1.83544941e-03, 5.29977396e-02,\n",
       "         1.72457970e-01, 2.88415844e-01, 7.02425435e-03, 1.72585023e-03]),\n",
       "  array([0.03948926, 0.00157799, 0.10115561, 0.29568168, 0.30204096,\n",
       "         0.03274917, 0.26980842, 0.26674891, 0.13837046, 0.81368667,\n",
       "         0.01502108, 0.48902442, 0.03790483, 0.61157553, 0.00677789,\n",
       "         0.29416647, 0.57358243, 0.43692007, 0.02154956, 0.70606456,\n",
       "         0.70647079, 0.00310681, 0.76546723, 0.10019452, 0.26581898,\n",
       "         0.26066836, 0.96954695, 0.28944369, 0.3399343 , 0.6976674 ,\n",
       "         0.68580228, 0.72057787, 0.69573331, 0.11152937, 0.40629714,\n",
       "         0.27614025, 0.36945807, 0.72418091, 0.71703392, 0.49554493,\n",
       "         0.08536924, 0.70309613, 0.00221228, 0.22410646, 0.06693774,\n",
       "         0.06256839, 0.09748384, 0.15295668, 0.01378657, 0.28698548,\n",
       "         0.09658846, 0.06705008, 0.00593239, 0.92030245, 0.00302231,\n",
       "         0.01292711, 0.00830357, 0.15515156, 0.29776205, 0.08286902,\n",
       "         0.81230472, 0.04191151, 0.56569267, 0.01172422, 0.19776704,\n",
       "         0.21959453, 0.46987996, 0.18345908, 0.4586915 , 0.80180784,\n",
       "         0.13850045, 0.19233538, 0.00347839, 0.06534044, 0.46236691,\n",
       "         0.01730872, 0.85278507, 0.88495056, 0.37783831, 0.53518171,\n",
       "         0.00908796, 0.22774504, 0.0903805 , 0.70109691, 0.12202011,\n",
       "         0.17327025, 0.47422188, 0.14498791, 0.78694358, 0.50981444,\n",
       "         0.96636845, 0.51140863, 0.59986347, 0.35119993, 0.02526081,\n",
       "         0.22345656, 0.97346038, 0.46289214, 0.08676851, 0.0024992 ,\n",
       "         0.67033383, 0.08006496, 0.58763871, 0.89972515, 0.50647947,\n",
       "         0.17585718, 0.46099183, 0.61464863, 0.31123756, 0.02276792,\n",
       "         0.58123355, 0.26863154, 0.21873127, 0.36238378, 0.63734634,\n",
       "         0.418967  , 0.29231875, 0.10891244, 0.13582833, 0.15417305,\n",
       "         0.71510174, 0.70206755, 0.85984781, 0.03190134, 0.81373695,\n",
       "         0.62902971, 0.6630495 , 0.11987215, 0.87160222, 0.09293239,\n",
       "         0.53946472, 0.53138286, 0.10445581, 0.34882328, 0.4715417 ,\n",
       "         0.20708587, 0.02665919, 0.70778517, 0.44847577, 0.00129397,\n",
       "         0.09830286, 0.02626534, 0.18979064, 0.04792608, 0.03302282,\n",
       "         0.76016345, 0.03655256, 0.07626237, 0.21643163, 0.3227823 ,\n",
       "         0.01202413, 0.89452469, 0.51740677, 0.5528581 , 0.39408702,\n",
       "         0.08701627, 0.63893232, 0.47050571, 0.68441964, 0.58149058,\n",
       "         0.85923578, 0.83935227, 0.48267477, 0.00323323, 0.10639955,\n",
       "         0.59637259, 0.58077773, 0.01273449, 0.09500359, 0.01883771,\n",
       "         0.32617136, 0.91215313, 0.68779982, 0.43607232, 0.23461207,\n",
       "         0.8426585 , 0.23971285, 0.77254911, 0.23407445, 0.21206685,\n",
       "         0.33047386, 0.16579957, 0.42212767, 0.7620571 , 1.        ,\n",
       "         0.85270179, 0.36741158, 0.2552498 , 0.59872256, 0.13288593,\n",
       "         0.11405927, 0.13788972, 0.82969815, 0.72854243, 0.0692372 ,\n",
       "         0.46839223, 0.88429013, 0.93476639, 0.04043782, 0.03126566]),\n",
       "  array([1.26038736e-01, 4.19760476e-03, 2.83769045e-01, 5.60739574e-01,\n",
       "         3.46866397e-01, 4.95794646e-02, 4.78607584e-01, 4.09200639e-01,\n",
       "         3.51023353e-01, 9.89855207e-01, 4.65391239e-03, 8.17082760e-01,\n",
       "         1.24300275e-01, 7.03063863e-01, 2.20138307e-02, 3.87481477e-01,\n",
       "         3.10327674e-01, 4.23984708e-01, 5.71986914e-02, 6.30290704e-01,\n",
       "         3.77481847e-01, 1.82389171e-03, 6.27404354e-01, 6.43804760e-02,\n",
       "         1.22608339e-01, 1.93279847e-01, 7.18481361e-01, 3.47186837e-01,\n",
       "         4.22246630e-01, 5.39513529e-01, 5.19589078e-01, 4.20324437e-01,\n",
       "         8.35145613e-01, 5.58490004e-02, 2.86090281e-01, 4.81810488e-01,\n",
       "         6.71584628e-01, 9.46524513e-01, 4.73081831e-01, 4.83970056e-01,\n",
       "         5.85197517e-02, 8.48196398e-01, 7.42724317e-03, 4.79912451e-01,\n",
       "         4.93338196e-02, 6.80141490e-02, 1.43332745e-01, 2.35188761e-01,\n",
       "         2.02857142e-02, 3.73455742e-01, 2.59961637e-01, 4.37864959e-02,\n",
       "         4.66036846e-03, 7.62588511e-01, 1.21752859e-02, 4.67523551e-02,\n",
       "         7.70447358e-03, 1.71623907e-01, 5.63529781e-01, 1.51086601e-01,\n",
       "         9.89798525e-01, 6.78659709e-02, 4.35587871e-01, 1.36281036e-02,\n",
       "         3.47290316e-01, 1.78046783e-01, 3.74912517e-01, 1.63082058e-01,\n",
       "         7.03401677e-01, 9.88396420e-01, 7.46078715e-02, 2.63970999e-01,\n",
       "         1.67755471e-02, 5.29564924e-02, 2.42820666e-01, 2.41548515e-02,\n",
       "         5.83094556e-01, 8.81514843e-01, 6.96428511e-01, 3.09237707e-01,\n",
       "         1.03169297e-02, 4.45884385e-01, 5.94861607e-02, 3.78250457e-01,\n",
       "         2.80833076e-01, 3.44540404e-01, 7.98813631e-01, 1.03670453e-01,\n",
       "         5.30759950e-01, 4.57724412e-01, 7.60217680e-01, 3.06132453e-01,\n",
       "         7.82829531e-01, 2.21976352e-01, 2.38444618e-02, 1.31118455e-01,\n",
       "         9.35738599e-01, 6.92824180e-01, 1.70200170e-01, 1.12645429e-02,\n",
       "         6.09527806e-01, 1.83755467e-01, 7.71613242e-01, 9.24060385e-01,\n",
       "         6.69992563e-01, 3.47572389e-01, 7.65926341e-01, 3.98454145e-01,\n",
       "         3.73136241e-01, 8.98124835e-02, 3.77674592e-01, 2.55629509e-01,\n",
       "         1.08997481e-01, 4.68431358e-01, 5.11506853e-01, 2.06476956e-01,\n",
       "         2.64001825e-01, 7.38253415e-02, 2.68000814e-01, 2.45334142e-01,\n",
       "         5.49486890e-01, 7.20967327e-01, 6.65716691e-01, 7.98004541e-02,\n",
       "         4.91539720e-01, 8.90444704e-01, 7.89315220e-01, 2.21140373e-01,\n",
       "         5.58667339e-01, 4.87181503e-02, 3.01896802e-01, 4.37502260e-01,\n",
       "         4.26224767e-02, 5.40908939e-01, 4.63265302e-01, 2.03866737e-01,\n",
       "         9.43970541e-02, 5.39879493e-01, 6.65424422e-01, 6.45709181e-04,\n",
       "         1.22075613e-01, 2.54241259e-02, 2.77158076e-01, 3.65843618e-02,\n",
       "         6.60569634e-02, 5.80518203e-01, 1.28804078e-01, 9.48771108e-02,\n",
       "         2.84022302e-01, 3.13406290e-01, 8.44813766e-03, 8.79492110e-01,\n",
       "         8.05572327e-01, 2.55089032e-01, 6.48674397e-01, 1.07528081e-01,\n",
       "         3.58925712e-01, 4.43690730e-01, 7.39763629e-01, 6.37091268e-01,\n",
       "         5.96742480e-01, 9.94772863e-01, 2.82127629e-01, 4.62294774e-03,\n",
       "         9.44160207e-02, 8.79766096e-01, 8.69683787e-01, 3.69869864e-03,\n",
       "         4.43351947e-02, 1.86217474e-02, 6.33697356e-01, 6.10673577e-01,\n",
       "         5.97977323e-01, 4.19307245e-01, 3.88309626e-01, 5.24954166e-01,\n",
       "         5.30606388e-01, 5.79054565e-01, 9.18737814e-02, 2.03816326e-01,\n",
       "         5.57513937e-01, 3.32628867e-01, 4.91761020e-01, 7.48314982e-01,\n",
       "         8.52701788e-01, 1.00000000e+00, 6.47921521e-01, 3.22325366e-01,\n",
       "         7.92477371e-01, 1.53602999e-01, 5.44712154e-02, 4.01113983e-02,\n",
       "         7.79257956e-01, 4.00156285e-01, 2.00884839e-01, 7.13240573e-01,\n",
       "         6.73558283e-01, 8.26481109e-01, 8.67953655e-02, 9.01104064e-02]),\n",
       "  array([7.65344113e-02, 6.62106662e-04, 3.96366670e-01, 3.48466422e-01,\n",
       "         1.06322737e-01, 9.09858486e-03, 2.37196501e-01, 1.59922600e-01,\n",
       "         2.74131396e-01, 7.32539941e-01, 5.09639587e-04, 6.92380886e-01,\n",
       "         2.64632892e-01, 3.21264965e-01, 6.62887884e-03, 1.32903168e-01,\n",
       "         2.84718331e-01, 1.37726989e-01, 1.80061111e-02, 2.63045207e-01,\n",
       "         2.36324669e-01, 1.28395040e-04, 2.70901557e-01, 1.05204388e-02,\n",
       "         3.11348656e-02, 4.50547275e-02, 4.76140354e-01, 1.08244252e-01,\n",
       "         1.46520410e-01, 2.13169566e-01, 2.02103087e-01, 3.42065224e-01,\n",
       "         4.53109107e-01, 9.54441082e-03, 8.05751624e-02, 2.35037644e-01,\n",
       "         8.35745800e-01, 6.56149534e-01, 1.94353897e-01, 1.68788925e-01,\n",
       "         9.19308355e-03, 9.83762175e-01, 1.72020014e-03, 3.29432863e-01,\n",
       "         7.33921990e-03, 1.16997489e-02, 3.54758655e-02, 7.17920365e-02,\n",
       "         2.92853577e-03, 1.25063174e-01, 4.52290232e-01, 6.36357285e-03,\n",
       "         3.99746164e-04, 4.07645472e-01, 4.19674730e-03, 2.20084315e-02,\n",
       "         7.54529435e-04, 3.95178039e-02, 3.50578885e-01, 4.47113341e-02,\n",
       "         8.63604621e-01, 1.41807441e-02, 1.48886763e-01, 1.61348209e-03,\n",
       "         1.41305573e-01, 3.97799814e-02, 1.16248361e-01, 3.53393656e-02,\n",
       "         3.94478653e-01, 8.65356908e-01, 1.35919264e-02, 7.83907020e-02,\n",
       "         9.31270166e-03, 8.04677194e-03, 7.93204967e-02, 3.53383077e-03,\n",
       "         2.89305015e-01, 5.03301810e-01, 7.88842115e-01, 1.05919721e-01,\n",
       "         1.13982502e-03, 2.41322243e-01, 9.44572641e-03, 2.58999462e-01,\n",
       "         1.45175760e-01, 1.61485625e-01, 6.40424114e-01, 1.93833263e-02,\n",
       "         2.38198546e-01, 1.54932272e-01, 5.96631394e-01, 3.53045336e-01,\n",
       "         9.99342663e-01, 5.81956281e-02, 3.01683851e-03, 2.83563816e-02,\n",
       "         7.30530212e-01, 3.73098480e-01, 5.64626204e-02, 4.60392919e-03,\n",
       "         2.46922691e-01, 7.56670702e-02, 9.98922159e-01, 5.65821222e-01,\n",
       "         3.16600519e-01, 1.62418115e-01, 5.38019749e-01, 1.44574877e-01,\n",
       "         1.20171831e-01, 8.42749344e-02, 1.31507817e-01, 6.59939251e-02,\n",
       "         2.42348831e-02, 1.74899648e-01, 1.90590345e-01, 6.60520698e-02,\n",
       "         6.87731144e-02, 1.24675408e-02, 6.14512343e-01, 7.81398280e-02,\n",
       "         2.21232925e-01, 3.29133875e-01, 6.31904954e-01, 2.62145538e-02,\n",
       "         3.44250676e-01, 6.05124380e-01, 4.03107842e-01, 7.67563476e-02,\n",
       "         3.85007344e-01, 7.77775546e-03, 1.06004578e-01, 1.46520989e-01,\n",
       "         7.63585006e-03, 2.50737938e-01, 1.57804122e-01, 4.71329142e-01,\n",
       "         6.18117626e-02, 2.15399723e-01, 3.43351890e-01, 3.78389980e-05,\n",
       "         2.62454919e-02, 3.28520947e-03, 8.72696263e-02, 5.01787267e-03,\n",
       "         1.61372953e-02, 2.46143251e-01, 2.21095633e-01, 1.88933657e-02,\n",
       "         8.47727538e-02, 8.83193622e-02, 8.14149082e-04, 5.03399549e-01,\n",
       "         5.39987599e-01, 1.38005149e-01, 3.69057047e-01, 2.21747416e-02,\n",
       "         1.46687230e-01, 1.47391553e-01, 3.46825049e-01, 2.67370273e-01,\n",
       "         2.96479908e-01, 7.41553680e-01, 8.95548154e-02, 4.78393073e-04,\n",
       "         1.71051004e-02, 9.24747907e-01, 9.20142258e-01, 4.00518949e-04,\n",
       "         7.28862370e-03, 2.24756245e-03, 4.89434176e-01, 3.86916856e-01,\n",
       "         2.41670347e-01, 1.35352903e-01, 1.57893803e-01, 3.68140095e-01,\n",
       "         5.22928119e-01, 2.49086242e-01, 2.50221437e-02, 4.82803060e-02,\n",
       "         2.89129944e-01, 1.54617661e-01, 1.79734651e-01, 3.53817724e-01,\n",
       "         5.98722562e-01, 7.92477371e-01, 4.09670120e-01, 9.95287515e-02,\n",
       "         1.00000000e+00, 3.45740648e-02, 9.48713808e-03, 1.28814791e-02,\n",
       "         8.29835984e-01, 2.64103200e-01, 1.34030705e-01, 4.01972275e-01,\n",
       "         6.07864883e-01, 4.65519582e-01, 2.47295698e-02, 3.78255153e-02]),\n",
       "  array([2.49528460e-03, 4.98816866e-03, 6.83701627e-04, 2.59513503e-02,\n",
       "         2.80241349e-01, 1.03726852e-01, 4.69361732e-02, 1.00715807e-01,\n",
       "         5.14096731e-03, 6.12423142e-02, 6.69729539e-01, 1.98186005e-02,\n",
       "         6.99458966e-05, 1.85345052e-01, 3.01319058e-03, 1.79614079e-01,\n",
       "         4.36215705e-02, 3.91340931e-01, 9.85332295e-03, 3.33926854e-01,\n",
       "         1.58163933e-01, 2.94554418e-01, 3.51053629e-01, 8.39219842e-01,\n",
       "         8.32303647e-01, 7.24614883e-01, 1.44566379e-01, 2.47792145e-01,\n",
       "         2.10021896e-01, 4.28663033e-01, 4.47153003e-01, 7.24288098e-02,\n",
       "         1.26170763e-01, 9.94857297e-01, 6.91485551e-01, 5.08436545e-02,\n",
       "         4.78946772e-03, 6.19995062e-02, 4.45337195e-01, 3.62009934e-01,\n",
       "         7.60418917e-01, 1.51323697e-02, 2.00043864e-03, 1.35808345e-02,\n",
       "         6.57477486e-01, 3.05083325e-01, 1.36583978e-01, 1.15163554e-01,\n",
       "         8.73620782e-02, 1.89104905e-01, 3.64173478e-04, 7.70389200e-01,\n",
       "         2.59525200e-01, 2.30209548e-01, 7.82063682e-04, 1.51621103e-03,\n",
       "         2.20993838e-01, 3.29960599e-01, 2.60953422e-02, 5.98344801e-02,\n",
       "         3.85056323e-02, 8.77157184e-02, 5.23256715e-01, 1.54707084e-01,\n",
       "         6.02288931e-02, 6.42546978e-01, 5.55865977e-01, 5.45527231e-01,\n",
       "         6.30088741e-02, 3.73150017e-02, 9.77505965e-01, 1.70436716e-01,\n",
       "         2.06845468e-04, 5.62934308e-01, 6.48350539e-01, 1.09980828e-01,\n",
       "         3.03918415e-01, 1.60174358e-01, 6.30798836e-03, 6.11404763e-01,\n",
       "         1.48175483e-01, 2.87356311e-02, 8.05597684e-01, 1.21245581e-01,\n",
       "         1.54930601e-02, 3.23274797e-02, 2.23062174e-02, 7.68229007e-01,\n",
       "         3.75302729e-01, 4.31550505e-01, 8.57731881e-02, 1.89906912e-02,\n",
       "         9.30055563e-03, 7.92625556e-01, 3.23918658e-01, 9.14533739e-01,\n",
       "         7.53628393e-02, 7.25547550e-02, 4.30523014e-02, 3.68704329e-04,\n",
       "         3.39809323e-01, 1.92613810e-02, 8.71980019e-03, 1.30820112e-01,\n",
       "         1.25666497e-01, 3.32390806e-02, 3.17263699e-02, 5.47786828e-01,\n",
       "         2.43398050e-01, 3.62380020e-04, 5.80283730e-01, 4.64662384e-01,\n",
       "         9.37192085e-01, 1.76961795e-01, 4.48741655e-01, 6.53587538e-01,\n",
       "         5.12882456e-01, 7.98974677e-01, 2.98902392e-04, 1.00418941e-01,\n",
       "         4.18838325e-01, 2.32323052e-01, 4.53493023e-02, 1.35392463e-02,\n",
       "         1.21299260e-01, 5.36051730e-02, 1.43337026e-01, 5.48875310e-02,\n",
       "         1.29966678e-01, 9.68973197e-01, 5.88975554e-01, 4.94748565e-01,\n",
       "         9.53071910e-01, 8.10010506e-02, 3.66335949e-01, 7.53016798e-04,\n",
       "         1.26090168e-03, 4.27600762e-01, 7.97549972e-02, 2.31812836e-01,\n",
       "         2.32129967e-01, 3.11521855e-01, 1.36208962e-01, 5.75517997e-01,\n",
       "         3.80328227e-02, 3.86954340e-01, 1.16755868e-04, 2.22879478e-01,\n",
       "         1.95606927e-01, 4.30243878e-01, 4.13045648e-01, 1.62375777e-01,\n",
       "         4.26402726e-02, 2.08135297e-01, 4.92883709e-02, 2.31760643e-01,\n",
       "         4.54709864e-01, 4.04467075e-01, 2.02237943e-01, 2.31925292e-01,\n",
       "         3.01477251e-01, 6.31330377e-02, 6.76443344e-01, 5.31900219e-02,\n",
       "         5.23099123e-01, 1.45236772e-02, 1.37312534e-02, 6.15196603e-01,\n",
       "         9.96311365e-01, 2.66193940e-01, 1.52917811e-02, 1.66544214e-01,\n",
       "         3.63083052e-01, 4.00285620e-01, 7.48533937e-02, 1.22262339e-01,\n",
       "         5.14593538e-03, 3.83076613e-01, 6.80559586e-01, 4.63257213e-01,\n",
       "         5.25864481e-02, 3.14470875e-02, 2.36716407e-01, 2.36437845e-01,\n",
       "         1.14059269e-01, 5.44712154e-02, 3.24566301e-02, 2.15945028e-01,\n",
       "         9.48713808e-03, 2.91324839e-01, 1.00000000e+00, 3.16912337e-01,\n",
       "         2.74034716e-02, 1.37786339e-01, 3.61183313e-03, 6.37980508e-02,\n",
       "         5.43891521e-02, 1.92312269e-01, 2.87026057e-02, 6.00085770e-03]),\n",
       "  array([1.12715320e-04, 2.60564473e-05, 2.03246456e-04, 4.01565306e-03,\n",
       "         3.53240665e-02, 2.61555426e-03, 5.49168724e-03, 1.04300106e-02,\n",
       "         6.33695629e-04, 3.64025610e-02, 2.34821593e-01, 7.39835867e-03,\n",
       "         3.25573832e-05, 4.99403771e-02, 3.42964008e-05, 2.05227644e-02,\n",
       "         2.47940002e-01, 8.09099280e-02, 1.93418829e-04, 1.34727308e-01,\n",
       "         4.45995850e-01, 1.03469281e-02, 1.83620319e-01, 1.19699881e-01,\n",
       "         5.86414257e-01, 1.46878410e-01, 2.15543193e-01, 2.92147437e-02,\n",
       "         2.80486306e-02, 2.16133630e-01, 2.29268245e-01, 2.75839825e-01,\n",
       "         4.27506277e-02, 2.72918218e-01, 2.26245581e-01, 5.99369953e-03,\n",
       "         3.07197974e-03, 2.76189995e-02, 3.47425238e-01, 8.44701060e-02,\n",
       "         8.68035882e-02, 2.16121405e-02, 1.27931796e-05, 1.92595970e-03,\n",
       "         5.73393746e-02, 1.44715031e-02, 6.51567840e-03, 7.40241010e-03,\n",
       "         1.48696934e-03, 2.12225404e-02, 1.80934563e-04, 8.46669101e-02,\n",
       "         6.84116793e-03, 1.76539972e-01, 7.04976752e-06, 3.16830770e-05,\n",
       "         5.13292986e-03, 2.62406775e-02, 4.06520502e-03, 2.45806082e-03,\n",
       "         3.12217164e-02, 2.43063701e-03, 2.02036307e-01, 3.08723124e-03,\n",
       "         4.94892779e-03, 9.79678244e-02, 1.64316585e-01, 6.36126937e-02,\n",
       "         1.30102404e-02, 2.96615641e-02, 2.56492464e-01, 1.34694062e-02,\n",
       "         3.07155004e-06, 4.11612640e-02, 5.49473711e-01, 2.16653415e-03,\n",
       "         3.13331381e-01, 9.15366165e-02, 3.27549024e-03, 4.56180265e-01,\n",
       "         2.73472115e-03, 3.17617061e-03, 1.02983753e-01, 3.96797032e-01,\n",
       "         1.08493813e-03, 2.62077109e-03, 7.35408025e-03, 1.11047894e-01,\n",
       "         3.29622689e-01, 1.15227995e-01, 1.54109270e-01, 1.32620893e-01,\n",
       "         1.33340889e-02, 2.89364369e-01, 1.17949949e-02, 2.73930121e-01,\n",
       "         8.48772330e-02, 1.46539517e-02, 1.86160402e-03, 3.56117473e-06,\n",
       "         1.24199798e-01, 8.79444140e-04, 1.26612152e-02, 7.96849121e-02,\n",
       "         2.62111804e-02, 2.71653958e-03, 8.38617432e-03, 3.50965605e-01,\n",
       "         3.05661347e-02, 2.31738830e-05, 3.41861993e-01, 6.47924923e-02,\n",
       "         4.29603293e-01, 2.48185597e-02, 1.85875092e-01, 6.15255097e-01,\n",
       "         8.19702975e-02, 1.07421392e-01, 5.10541733e-04, 6.47314849e-03,\n",
       "         2.22100067e-01, 8.08225266e-02, 1.21473391e-01, 3.30024869e-04,\n",
       "         3.20298552e-01, 1.91660753e-02, 4.41009139e-02, 2.97594974e-03,\n",
       "         2.90686995e-01, 2.10268191e-01, 4.95643635e-01, 1.57717951e-01,\n",
       "         4.56312462e-01, 1.13360508e-02, 8.06221197e-02, 6.37813845e-03,\n",
       "         5.19106322e-05, 2.26619267e-01, 1.51443936e-02, 8.31188349e-03,\n",
       "         1.24400653e-02, 1.11509341e-02, 1.04484624e-02, 3.96752735e-02,\n",
       "         8.77049322e-04, 2.29709387e-01, 3.05808481e-05, 1.02766270e-02,\n",
       "         1.72881018e-02, 6.77319484e-02, 1.75404658e-02, 9.60550108e-02,\n",
       "         1.19539873e-02, 6.20668332e-01, 8.90072515e-03, 1.16008490e-02,\n",
       "         5.06815970e-01, 9.31618962e-02, 6.58667228e-02, 5.92802815e-02,\n",
       "         3.00732431e-01, 4.03843848e-02, 4.25183748e-01, 5.11960967e-04,\n",
       "         4.35123459e-02, 1.08660470e-02, 1.00529658e-02, 2.44635145e-01,\n",
       "         2.98092477e-01, 7.97370099e-03, 3.39082466e-03, 2.87298649e-01,\n",
       "         1.46335057e-01, 8.34953022e-02, 7.03094420e-03, 3.01677134e-01,\n",
       "         1.34951298e-03, 2.43924144e-01, 7.91889088e-01, 5.35880980e-02,\n",
       "         7.52334712e-03, 2.45908907e-03, 4.04052657e-02, 9.74023409e-02,\n",
       "         1.37889722e-01, 4.01113983e-02, 6.12662182e-03, 2.22303241e-02,\n",
       "         1.28814791e-02, 2.00683451e-02, 3.16912337e-01, 1.00000000e+00,\n",
       "         5.88493256e-02, 4.03545580e-01, 2.42719749e-04, 1.35127825e-02,\n",
       "         1.37318451e-01, 1.40552257e-01, 7.55972493e-04, 1.69087070e-04]),\n",
       "  array([2.72173121e-02, 3.23091101e-04, 1.49075073e-01, 2.12581696e-01,\n",
       "         1.16839580e-01, 7.87012750e-03, 1.58457039e-01, 1.27080847e-01,\n",
       "         1.20914230e-01, 6.97846025e-01, 2.41255491e-03, 4.68050815e-01,\n",
       "         8.13145787e-02, 3.39668052e-01, 2.47278795e-03, 1.25289493e-01,\n",
       "         6.17770688e-01, 1.79369332e-01, 8.25250159e-03, 3.64971413e-01,\n",
       "         5.38484388e-01, 3.25765375e-04, 4.09487182e-01, 2.24476679e-02,\n",
       "         8.99990019e-02, 8.01019439e-02, 7.67768318e-01, 1.13501138e-01,\n",
       "         1.46666250e-01, 3.45204976e-01, 3.34827517e-01, 6.94070523e-01,\n",
       "         4.50651039e-01, 2.62883482e-02, 1.48502853e-01, 1.59976842e-01,\n",
       "         4.99152946e-01, 5.83656559e-01, 3.69935607e-01, 2.16905435e-01,\n",
       "         1.84064689e-02, 9.06254781e-01, 6.35435459e-04, 1.75445884e-01,\n",
       "         1.36970020e-02, 1.43733629e-02, 3.07561094e-02, 5.82481027e-02,\n",
       "         2.66888777e-03, 1.19668620e-01, 1.73973168e-01, 1.34992199e-02,\n",
       "         7.35187845e-04, 5.97117147e-01, 1.23532576e-03, 7.03851297e-03,\n",
       "         1.15248983e-03, 4.63852198e-02, 2.14304923e-01, 3.04707086e-02,\n",
       "         8.08679713e-01, 1.12978386e-02, 2.45505516e-01, 1.91472845e-03,\n",
       "         9.71811633e-02, 6.46993960e-02, 1.86420297e-01, 5.23789710e-02,\n",
       "         3.03111189e-01, 8.00345678e-01, 3.44891419e-02, 7.17728795e-02,\n",
       "         2.17336175e-03, 1.35763753e-02, 1.95625141e-01, 3.39872235e-03,\n",
       "         5.21249790e-01, 6.04922111e-01, 4.68500786e-01, 2.35447283e-01,\n",
       "         1.39538081e-03, 1.44279631e-01, 1.97100367e-02, 5.79339782e-01,\n",
       "         7.36654271e-02, 9.62938908e-02, 4.31524339e-01, 3.65390181e-02,\n",
       "         4.39454873e-01, 2.17934270e-01, 8.89787680e-01, 6.74826613e-01,\n",
       "         8.40680139e-01, 1.20829343e-01, 4.41862080e-03, 6.47729509e-02,\n",
       "         8.84784839e-01, 2.95140412e-01, 3.52776531e-02, 1.18652545e-03,\n",
       "         3.37032459e-01, 3.93399641e-02, 8.33858044e-01, 6.54442144e-01,\n",
       "         2.88323147e-01, 9.74900810e-02, 3.72347396e-01, 2.83566866e-01,\n",
       "         1.25691422e-01, 2.30764304e-02, 2.58308366e-01, 8.96306411e-02,\n",
       "         6.54508156e-02, 1.66808024e-01, 2.98584779e-01, 1.74387164e-01,\n",
       "         9.85447844e-02, 2.50846436e-02, 3.18175730e-01, 6.09302034e-02,\n",
       "         3.60006791e-01, 3.91392042e-01, 9.41186434e-01, 1.27283178e-02,\n",
       "         6.83141772e-01, 4.96300757e-01, 4.06716314e-01, 5.09028376e-02,\n",
       "         7.19367742e-01, 2.05560162e-02, 2.43047306e-01, 2.25773632e-01,\n",
       "         2.59117445e-02, 1.93884867e-01, 2.01989178e-01, 5.02810841e-01,\n",
       "         1.95907643e-02, 3.53509854e-01, 2.75186978e-01, 1.15674924e-04,\n",
       "         2.74884267e-02, 4.67808854e-03, 7.44922976e-02, 9.09788065e-03,\n",
       "         1.01674358e-02, 4.01166937e-01, 6.43263666e-02, 1.98935907e-02,\n",
       "         8.12841530e-02, 1.16500795e-01, 1.66350992e-03, 6.13175290e-01,\n",
       "         4.01623974e-01, 3.71405289e-01, 2.63073322e-01, 2.34360009e-02,\n",
       "         3.30246197e-01, 1.97345793e-01, 3.90050628e-01, 2.99583790e-01,\n",
       "         5.25506029e-01, 7.25389961e-01, 1.98111073e-01, 4.63470786e-04,\n",
       "         2.58302883e-02, 6.97375329e-01, 6.82753585e-01, 2.02997296e-03,\n",
       "         2.16825737e-02, 3.15137918e-03, 2.85268077e-01, 6.96392346e-01,\n",
       "         3.45705331e-01, 1.78069862e-01, 1.15498178e-01, 7.07380048e-01,\n",
       "         2.60068869e-01, 4.13376077e-01, 8.49992433e-02, 6.54255768e-02,\n",
       "         2.02646452e-01, 9.14205745e-02, 1.91400256e-01, 4.39359204e-01,\n",
       "         8.29698152e-01, 7.79257956e-01, 2.69121984e-01, 9.90138332e-02,\n",
       "         8.29835984e-01, 3.88495359e-02, 2.74034716e-02, 5.88493256e-02,\n",
       "         1.00000000e+00, 5.81861393e-01, 5.21741237e-02, 3.10995786e-01,\n",
       "         9.25273334e-01, 6.34247176e-01, 1.42712149e-02, 1.54873995e-02]),\n",
       "  array([3.95717060e-03, 1.47554658e-04, 1.51115797e-02, 6.42416931e-02,\n",
       "         1.15210148e-01, 7.30641911e-03, 6.11238671e-02, 7.05462361e-02,\n",
       "         2.07249332e-02, 3.55598184e-01, 3.05841971e-02, 1.38434086e-01,\n",
       "         4.99894256e-03, 2.57451884e-01, 5.55188668e-04, 9.42723037e-02,\n",
       "         8.74331250e-01, 2.16804878e-01, 2.40404989e-03, 4.21972619e-01,\n",
       "         9.96675872e-01, 2.20533009e-03, 5.23325687e-01, 7.68843580e-02,\n",
       "         3.71541413e-01, 1.77017526e-01, 8.56353308e-01, 1.03980071e-01,\n",
       "         1.19139058e-01, 5.08285843e-01, 5.12945491e-01, 9.53871281e-01,\n",
       "         2.86872059e-01, 1.25032318e-01, 3.12231011e-01, 6.38487795e-02,\n",
       "         1.01701731e-01, 2.80054452e-01, 6.66782739e-01, 2.47956397e-01,\n",
       "         5.89599790e-02, 3.48183362e-01, 1.61576053e-04, 4.17276118e-02,\n",
       "         4.09790048e-02, 2.23902677e-02, 2.44756939e-02, 3.78907518e-02,\n",
       "         3.02047468e-03, 9.30748600e-02, 1.62070875e-02, 4.87811501e-02,\n",
       "         2.87912238e-03, 6.53185952e-01, 1.86378052e-04, 1.01065241e-03,\n",
       "         3.25896031e-03, 5.82151817e-02, 6.49070024e-02, 1.58424531e-02,\n",
       "         3.69062666e-01, 8.74716397e-03, 3.99943930e-01, 3.46066358e-03,\n",
       "         4.32811600e-02, 1.29319349e-01, 3.07610482e-01, 9.36059774e-02,\n",
       "         1.32875515e-01, 3.58427126e-01, 1.41665915e-01, 5.59550068e-02,\n",
       "         1.85360524e-04, 3.49541763e-02, 5.68426127e-01, 4.11395711e-03,\n",
       "         7.88794060e-01, 4.86676119e-01, 9.95220618e-02, 5.78273317e-01,\n",
       "         2.72996502e-03, 4.56011302e-02, 6.64591038e-02, 9.97235878e-01,\n",
       "         1.90249899e-02, 3.27065547e-02, 1.30814515e-01, 9.82915939e-02,\n",
       "         7.24288496e-01, 2.86657600e-01, 8.15380847e-01, 7.11149558e-01,\n",
       "         2.70976232e-01, 3.10878388e-01, 1.03072865e-02, 2.10326776e-01,\n",
       "         6.10300946e-01, 1.37573766e-01, 1.53238500e-02, 1.36286115e-04,\n",
       "         3.86971457e-01, 1.18403489e-02, 2.63978810e-01, 4.81344448e-01,\n",
       "         1.74790352e-01, 3.34676716e-02, 1.25539257e-01, 5.68623260e-01,\n",
       "         1.12808598e-01, 1.86168399e-03, 5.30354400e-01, 1.29519977e-01,\n",
       "         2.63834616e-01, 1.21975257e-01, 4.33172807e-01, 5.62756049e-01,\n",
       "         1.52586417e-01, 7.78755290e-02, 3.86163305e-02, 3.66957312e-02,\n",
       "         5.28389973e-01, 3.49001555e-01, 7.79060117e-01, 3.92596699e-03,\n",
       "         9.85277607e-01, 2.15168209e-01, 2.72607255e-01, 2.34404777e-02,\n",
       "         9.63010426e-01, 9.57257181e-02, 6.14893737e-01, 3.38612988e-01,\n",
       "         1.60285339e-01, 9.47656820e-02, 2.32513110e-01, 1.64559262e-01,\n",
       "         2.33586427e-03, 5.27486992e-01, 1.33574305e-01, 1.11488785e-03,\n",
       "         3.05668999e-02, 1.03815037e-02, 5.11282006e-02, 2.72970613e-02,\n",
       "         5.24742779e-03, 5.74229693e-01, 4.10740455e-03, 2.31999857e-02,\n",
       "         6.73550046e-02, 1.54429871e-01, 7.08434206e-03, 5.01824215e-01,\n",
       "         1.53270095e-01, 9.33663032e-01, 1.03207639e-01, 2.69717434e-02,\n",
       "         7.52283514e-01, 2.44913796e-01, 3.17589641e-01, 2.57238444e-01,\n",
       "         7.76942063e-01, 3.81910833e-01, 5.03065463e-01, 6.79783036e-04,\n",
       "         5.20385257e-02, 2.14137611e-01, 2.04316756e-01, 2.84406864e-02,\n",
       "         1.17037162e-01, 7.09588953e-03, 7.22141873e-02, 9.25404688e-01,\n",
       "         4.23966932e-01, 2.18979665e-01, 5.60220256e-02, 9.75230804e-01,\n",
       "         4.65413616e-02, 6.02070670e-01, 4.22492575e-01, 9.86101564e-02,\n",
       "         8.15466277e-02, 3.08245883e-02, 1.64763927e-01, 4.08261289e-01,\n",
       "         7.28542428e-01, 4.00156285e-01, 8.92489153e-02, 8.47922442e-02,\n",
       "         2.64103200e-01, 4.64629891e-02, 1.37786339e-01, 4.03545580e-01,\n",
       "         5.81861393e-01, 1.00000000e+00, 8.17728215e-03, 1.37271339e-01,\n",
       "         8.10404178e-01, 6.10861625e-01, 6.01893328e-03, 3.32010562e-03]),\n",
       "  array([9.66040252e-01, 9.25213528e-02, 5.08855701e-01, 7.45700374e-01,\n",
       "         2.09303629e-01, 1.40400752e-01, 6.74100483e-01, 4.77356717e-01,\n",
       "         9.23033621e-01, 2.44218094e-01, 1.30455776e-04, 4.87792200e-01,\n",
       "         2.22433329e-01, 2.60396412e-01, 4.23866406e-01, 3.20559136e-01,\n",
       "         4.02185795e-03, 1.36404163e-01, 5.34631907e-01, 1.12998852e-01,\n",
       "         7.51405498e-03, 7.30418355e-04, 8.13164864e-02, 1.23297062e-02,\n",
       "         4.55522033e-03, 3.83981384e-02, 3.93666904e-02, 2.36952613e-01,\n",
       "         2.83565253e-01, 6.43348914e-02, 5.90273323e-02, 8.09938364e-03,\n",
       "         2.88899879e-01, 4.43467060e-03, 3.79523698e-02, 6.55116382e-01,\n",
       "         3.30192084e-01, 3.20961823e-01, 3.17903835e-02, 1.45726133e-01,\n",
       "         1.45731505e-02, 1.17077150e-01, 2.20445037e-01, 8.44198409e-01,\n",
       "         1.66987047e-02, 6.96792886e-02, 2.54971275e-01, 3.74785189e-01,\n",
       "         7.02435607e-02, 3.05646903e-01, 3.10159601e-01, 1.02209099e-02,\n",
       "         3.83774704e-03, 7.87877973e-02, 4.04920207e-01, 7.41396573e-01,\n",
       "         9.34962434e-03, 1.30098829e-01, 7.43359972e-01, 4.39594982e-01,\n",
       "         2.00487987e-01, 2.04657710e-01, 6.12137797e-02, 2.76060985e-02,\n",
       "         6.03075168e-01, 5.00964128e-02, 6.68240409e-02, 6.46051025e-02,\n",
       "         5.25454647e-01, 2.07152367e-01, 6.97271704e-03, 2.98736894e-01,\n",
       "         5.62977218e-01, 2.39172870e-02, 1.01671427e-02, 6.90549442e-02,\n",
       "         3.49558116e-02, 1.54458084e-01, 4.02545661e-01, 1.67571461e-02,\n",
       "         2.10434307e-02, 7.81109169e-01, 1.27784448e-02, 6.96248979e-03,\n",
       "         8.89132257e-01, 7.58509179e-01, 5.24452575e-01, 2.39590431e-02,\n",
       "         3.44067163e-02, 1.08232248e-01, 4.12214707e-02, 4.18412637e-03,\n",
       "         1.24550024e-01, 2.24951075e-02, 2.23466854e-02, 1.31675106e-02,\n",
       "         9.91393054e-02, 5.02065252e-01, 5.48091836e-01, 4.40516049e-01,\n",
       "         1.20484670e-01, 7.62638794e-01, 1.23151091e-01, 1.64376074e-01,\n",
       "         3.78923514e-01, 7.52772225e-01, 5.65404795e-01, 2.94330848e-02,\n",
       "         2.44273368e-01, 8.12138125e-01, 2.95765627e-02, 1.02281274e-01,\n",
       "         6.15961796e-03, 3.27985310e-01, 7.41335410e-02, 7.18774280e-03,\n",
       "         8.78662187e-02, 1.62051831e-02, 8.14588255e-02, 4.15650191e-01,\n",
       "         6.26895526e-02, 1.84014866e-01, 2.70940792e-02, 5.81653319e-01,\n",
       "         1.27911437e-02, 4.02945045e-01, 2.86159753e-01, 5.49764871e-01,\n",
       "         1.80461558e-02, 4.89547942e-03, 1.42725365e-02, 7.86871325e-02,\n",
       "         1.62164230e-03, 5.30022706e-01, 1.46443615e-01, 6.14222326e-03,\n",
       "         9.29720678e-01, 6.07879758e-02, 4.93809873e-01, 1.89265489e-04,\n",
       "         1.47667700e-01, 2.52323280e-02, 3.58409381e-01, 1.53722949e-02,\n",
       "         3.30789383e-01, 6.08848233e-02, 3.81207653e-01, 1.26879656e-01,\n",
       "         2.75394344e-01, 1.20334171e-01, 4.16563688e-03, 1.47133234e-01,\n",
       "         5.08038492e-01, 3.73946398e-03, 6.01801989e-01, 1.34697140e-01,\n",
       "         1.42552290e-02, 1.26310034e-01, 2.16466347e-01, 2.23463541e-01,\n",
       "         3.76066292e-02, 2.23112935e-01, 1.74411440e-02, 2.19337320e-02,\n",
       "         4.63579286e-02, 2.66764087e-01, 2.74883656e-01, 8.48886555e-05,\n",
       "         2.92402197e-03, 2.15485320e-02, 6.98579610e-01, 2.52672442e-02,\n",
       "         1.02191386e-01, 1.31892571e-01, 5.54755401e-01, 1.51042753e-02,\n",
       "         6.67245314e-01, 5.60851620e-02, 1.83544941e-03, 9.36890212e-02,\n",
       "         6.28878535e-01, 7.61873305e-01, 2.50536911e-01, 1.57732434e-01,\n",
       "         6.92372044e-02, 2.00884839e-01, 6.63124665e-01, 2.63910328e-01,\n",
       "         1.34030705e-01, 1.38501081e-01, 3.61183313e-03, 2.42719749e-04,\n",
       "         5.21741237e-02, 8.17728215e-03, 1.00000000e+00, 5.17389402e-01,\n",
       "         2.76374292e-02, 9.92389221e-02, 4.54136151e-01, 7.76175658e-01]),\n",
       "  array([1.39082854e-02, 2.41901563e-04, 6.92048958e-02, 1.46187345e-01,\n",
       "         1.24205840e-01, 7.91903003e-03, 1.18647017e-01, 1.08676548e-01,\n",
       "         6.70340595e-02, 5.98863726e-01, 6.76706058e-03, 3.25039219e-01,\n",
       "         3.16286173e-02, 3.32501180e-01, 1.44437522e-03, 1.20210309e-01,\n",
       "         8.11287766e-01, 2.07740369e-01, 5.36930174e-03, 4.21431630e-01,\n",
       "         7.70362356e-01, 6.90758201e-04, 4.93360291e-01, 3.80079256e-02,\n",
       "         1.68701932e-01, 1.16058612e-01, 8.98200180e-01, 1.17242653e-01,\n",
       "         1.45241761e-01, 4.38071588e-01, 4.31358870e-01, 8.94314595e-01,\n",
       "         4.15345365e-01, 5.09597001e-02, 2.13270052e-01, 1.21330443e-01,\n",
       "         3.05104153e-01, 4.86949088e-01, 5.10601516e-01, 2.46661474e-01,\n",
       "         3.02625448e-02, 7.12713251e-01, 3.84238127e-04, 1.10176375e-01,\n",
       "         2.18359575e-02, 1.77571226e-02, 2.96031258e-02, 5.23302221e-02,\n",
       "         2.86783515e-03, 1.16197650e-01, 7.90832307e-02, 2.31940968e-02,\n",
       "         1.26448957e-03, 6.84265971e-01, 6.19493002e-04, 3.52473321e-03,\n",
       "         1.75170356e-03, 5.34364816e-02, 1.47514660e-01, 2.49597903e-02,\n",
       "         6.70301094e-01, 1.06462285e-02, 3.21744927e-01, 2.45652168e-03,\n",
       "         7.62135547e-02, 8.97882425e-02, 2.44157208e-01, 6.93498503e-02,\n",
       "         2.40761127e-01, 6.58487711e-01, 6.32527860e-02, 6.92595994e-02,\n",
       "         8.90553481e-04, 2.03954397e-02, 3.23012365e-01, 3.75560069e-03,\n",
       "         6.77974883e-01, 6.14708076e-01, 2.89604471e-01, 3.64269938e-01,\n",
       "         1.84083719e-03, 1.00202341e-01, 3.31055259e-02, 8.09178957e-01,\n",
       "         4.70237680e-02, 6.82613666e-02, 3.01672591e-01, 5.65680035e-02,\n",
       "         5.88113987e-01, 2.61815806e-01, 9.71254434e-01, 7.97490361e-01,\n",
       "         6.19405738e-01, 1.87468837e-01, 6.30928224e-03, 1.09143348e-01,\n",
       "         8.60822116e-01, 2.39735973e-01, 2.70569935e-02, 5.38394516e-04,\n",
       "         3.87391540e-01, 2.63540368e-02, 6.10434606e-01, 6.44045081e-01,\n",
       "         2.58405891e-01, 6.93950942e-02, 2.69593649e-01, 4.05603537e-01,\n",
       "         1.29012277e-01, 9.53976315e-03, 3.72102251e-01, 1.10054778e-01,\n",
       "         1.20551894e-01, 1.59011047e-01, 3.75332409e-01, 3.00033484e-01,\n",
       "         1.24491331e-01, 4.09001914e-02, 1.63615952e-01, 5.31966617e-02,\n",
       "         4.56778489e-01, 4.09104668e-01, 9.97245399e-01, 8.49634066e-03,\n",
       "         8.89561675e-01, 3.96973371e-01, 3.81365639e-01, 4.00807817e-02,\n",
       "         9.08079074e-01, 3.93491185e-02, 3.81120448e-01, 2.85818499e-01,\n",
       "         5.60129259e-02, 1.59106215e-01, 2.30020299e-01, 3.86193510e-01,\n",
       "         9.28187620e-03, 4.51290417e-01, 2.26636711e-01, 2.79824607e-04,\n",
       "         3.00332109e-02, 6.55474156e-03, 6.85167898e-02, 1.44505250e-02,\n",
       "         8.20934432e-03, 5.05433940e-01, 2.50827896e-02, 2.20562306e-02,\n",
       "         8.04183685e-02, 1.38871023e-01, 2.98035261e-03, 6.27506950e-01,\n",
       "         3.04862244e-01, 5.96071374e-01, 1.99967795e-01, 2.58991280e-02,\n",
       "         5.00880941e-01, 2.31319152e-01, 3.93630638e-01, 3.06857876e-01,\n",
       "         6.77170480e-01, 6.31045431e-01, 3.09254175e-01, 5.42136864e-04,\n",
       "         3.55144294e-02, 4.98040985e-01, 4.82739637e-01, 5.92469810e-03,\n",
       "         4.41335659e-02, 4.42355708e-03, 1.85009961e-01, 8.72079031e-01,\n",
       "         4.08022112e-01, 2.07599694e-01, 9.37522746e-02, 9.04560579e-01,\n",
       "         1.48765039e-01, 5.24933504e-01, 1.72457970e-01, 8.12945708e-02,\n",
       "         1.54767362e-01, 6.45832871e-02, 1.94637392e-01, 4.67932229e-01,\n",
       "         8.84290126e-01, 6.73558283e-01, 1.92347117e-01, 9.94717933e-02,\n",
       "         6.07864883e-01, 4.38327690e-02, 5.43891521e-02, 1.37318451e-01,\n",
       "         9.25273334e-01, 8.10404178e-01, 2.76374292e-02, 2.47782862e-01,\n",
       "         1.00000000e+00, 6.92536715e-01, 1.07182848e-02, 9.05657690e-03]),\n",
       "  array([5.04073166e-01, 5.42228106e-01, 6.37078909e-02, 4.31938364e-01,\n",
       "         4.82528496e-01, 7.37970951e-01, 5.91964259e-01, 6.62527811e-01,\n",
       "         3.30035565e-01, 1.17791296e-01, 2.64261521e-03, 1.69760223e-01,\n",
       "         1.27164501e-02, 2.97608089e-01, 7.54582149e-01, 5.83841228e-01,\n",
       "         1.66675653e-03, 2.97634382e-01, 9.31270034e-01, 1.62507171e-01,\n",
       "         6.11509858e-03, 2.69080080e-02, 1.12812189e-01, 1.00895030e-01,\n",
       "         1.88471096e-02, 1.61767131e-01, 2.64649484e-02, 5.23817158e-01,\n",
       "         5.14370016e-01, 1.06015388e-01, 1.00557968e-01, 4.05751459e-03,\n",
       "         2.41283597e-01, 3.59568753e-02, 1.16351933e-01, 5.94228468e-01,\n",
       "         5.71468636e-02, 1.70204462e-01, 5.11314807e-02, 2.80163695e-01,\n",
       "         1.25521294e-01, 2.57061725e-02, 6.16616006e-01, 3.96916262e-01,\n",
       "         1.55105347e-01, 4.50005235e-01, 7.98878917e-01, 8.02368283e-01,\n",
       "         5.67266012e-01, 5.82554349e-01, 2.67088762e-02, 1.02304297e-01,\n",
       "         9.21262596e-02, 7.48900798e-02, 5.35404713e-01, 5.84319475e-01,\n",
       "         1.69756571e-01, 5.00976285e-01, 4.30011702e-01, 9.47728096e-01,\n",
       "         7.23784678e-02, 8.40474088e-01, 1.30273967e-01, 3.37303793e-01,\n",
       "         7.51005021e-01, 2.21785440e-01, 1.67102725e-01, 2.94159585e-01,\n",
       "         3.86735153e-01, 7.40935534e-02, 4.95127296e-02, 6.92832357e-01,\n",
       "         3.06517784e-01, 2.08448969e-01, 2.60673085e-02, 5.52876244e-01,\n",
       "         3.99591656e-02, 1.24234705e-01, 8.18720435e-02, 3.84923063e-02,\n",
       "         2.92257526e-01, 5.71683193e-01, 1.09238658e-01, 4.82812269e-03,\n",
       "         6.74283805e-01, 7.11677746e-01, 2.00716661e-01, 1.50209989e-01,\n",
       "         4.70917540e-02, 2.24507113e-01, 2.02493179e-02, 1.12805351e-03,\n",
       "         2.26061118e-02, 8.06032295e-02, 2.57496500e-01, 6.75483480e-02,\n",
       "         4.64823976e-02, 3.99509777e-01, 9.47296034e-01, 4.18526354e-01,\n",
       "         1.81634613e-01, 8.63089043e-01, 2.17713916e-02, 1.15931872e-01,\n",
       "         3.92619359e-01, 7.11231413e-01, 2.74000646e-01, 5.91721247e-02,\n",
       "         5.10151367e-01, 1.85981276e-01, 6.38787121e-02, 3.35962090e-01,\n",
       "         3.14989689e-02, 5.17336517e-01, 1.34026899e-01, 1.94599919e-02,\n",
       "         2.88243422e-01, 1.23307066e-01, 4.70963803e-03, 8.17989829e-01,\n",
       "         1.00123688e-01, 2.17392034e-01, 9.57200063e-03, 9.55779514e-01,\n",
       "         8.26109178e-03, 2.16407437e-01, 2.66405586e-01, 8.92742236e-01,\n",
       "         1.17931821e-02, 4.41687561e-02, 3.16670703e-02, 1.70362449e-01,\n",
       "         1.28136144e-02, 5.43428928e-01, 2.92961189e-01, 4.24844594e-04,\n",
       "         4.12798309e-01, 9.88502923e-02, 4.24604328e-01, 1.00683878e-02,\n",
       "         6.21093433e-01, 2.78223485e-01, 7.37122424e-01, 1.63083174e-01,\n",
       "         9.73313404e-01, 8.89424020e-02, 3.11822240e-02, 6.10241038e-01,\n",
       "         6.41006343e-01, 3.36974061e-01, 8.40718930e-02, 1.18255894e-01,\n",
       "         2.72188550e-01, 4.09718780e-03, 4.23436862e-01, 6.10383597e-01,\n",
       "         2.42001796e-02, 2.67102278e-01, 2.40589716e-01, 3.00578419e-01,\n",
       "         4.27006498e-02, 1.07021168e-01, 4.56454054e-02, 3.20453439e-01,\n",
       "         2.89248889e-01, 6.58292980e-02, 6.67796815e-02, 1.78563929e-03,\n",
       "         2.58827472e-02, 2.66288188e-01, 2.74345070e-01, 1.89088718e-02,\n",
       "         1.56645231e-01, 2.91732947e-01, 7.03120243e-01, 9.64903390e-03,\n",
       "         1.64674518e-01, 8.03000956e-02, 7.02425435e-03, 3.56954588e-01,\n",
       "         5.17122389e-01, 7.23508804e-01, 4.22331811e-01, 1.77403120e-01,\n",
       "         4.04378233e-02, 8.67953655e-02, 3.80236480e-01, 5.84934896e-01,\n",
       "         2.47295698e-02, 5.48279929e-01, 2.87026057e-02, 7.55972493e-04,\n",
       "         1.42712149e-02, 6.01893328e-03, 4.54136151e-01, 3.78258382e-01,\n",
       "         1.07182848e-02, 8.45081227e-02, 1.00000000e+00, 7.97031675e-01]),\n",
       "  array([8.63660284e-01, 3.38666302e-01, 1.72988394e-01, 5.28719146e-01,\n",
       "         2.64531849e-01, 3.47989133e-01, 5.96912595e-01, 5.18098206e-01,\n",
       "         5.71349843e-01, 1.19837697e-01, 3.04069937e-04, 2.33902973e-01,\n",
       "         5.06163714e-02, 2.12271264e-01, 8.24963129e-01, 3.78056743e-01,\n",
       "         1.13010174e-03, 1.51292862e-01, 9.14748787e-01, 9.20588217e-02,\n",
       "         3.19799698e-03, 3.56520947e-03, 6.16919191e-02, 2.47157447e-02,\n",
       "         4.93160057e-03, 5.51309703e-02, 1.79181289e-02, 2.99052399e-01,\n",
       "         3.22587740e-01, 5.25830859e-02, 4.86869789e-02, 2.67510451e-03,\n",
       "         1.98367748e-01, 7.66589284e-03, 4.33637425e-02, 5.86419158e-01,\n",
       "         1.07303320e-01, 1.74114651e-01, 2.33742978e-02, 1.49869379e-01,\n",
       "         3.12991977e-02, 3.49411883e-02, 5.80125300e-01, 5.63032278e-01,\n",
       "         3.91871293e-02, 1.62609512e-01, 4.49615300e-01, 5.34223709e-01,\n",
       "         2.24108640e-01, 3.68300298e-01, 8.14757086e-02, 2.34570254e-02,\n",
       "         1.69204946e-02, 4.74735536e-02, 7.39854002e-01, 9.21434749e-01,\n",
       "         3.80633443e-02, 2.21874740e-01, 5.26006999e-01, 6.93639117e-01,\n",
       "         8.21443911e-02, 4.51685508e-01, 5.85738967e-02, 9.97578027e-02,\n",
       "         6.60673108e-01, 7.80790285e-02, 7.21835894e-02, 1.08002177e-01,\n",
       "         3.83375126e-01, 8.49435763e-02, 1.15652715e-02, 4.19566025e-01,\n",
       "         6.54245898e-01, 5.69406880e-02, 8.78603325e-03, 2.12605468e-01,\n",
       "         2.11841394e-02, 9.31228943e-02, 1.45871864e-01, 1.42763387e-02,\n",
       "         8.12851773e-02, 6.52894852e-01, 2.66889983e-02, 2.69565154e-03,\n",
       "         8.33406778e-01, 7.47224738e-01, 2.68133826e-01, 4.32106861e-02,\n",
       "         2.31569003e-02, 1.11255153e-01, 1.59526922e-02, 9.51742729e-04,\n",
       "         3.45106695e-02, 2.66429020e-02, 6.91207733e-02, 1.87109150e-02,\n",
       "         4.17810049e-02, 3.79349241e-01, 7.85223268e-01, 6.97828408e-01,\n",
       "         1.02165096e-01, 9.16882327e-01, 3.36836636e-02, 9.28866339e-02,\n",
       "         3.14745326e-01, 7.42240866e-01, 3.32467609e-01, 2.46346289e-02,\n",
       "         2.97426821e-01, 4.89411188e-01, 2.59248811e-02, 1.44911247e-01,\n",
       "         7.95747373e-03, 3.49736738e-01, 6.55857224e-02, 6.19765551e-03,\n",
       "         1.20730814e-01, 3.20011416e-02, 1.39678011e-02, 5.73178423e-01,\n",
       "         5.00631121e-02, 1.43592003e-01, 8.45362450e-03, 9.27599448e-01,\n",
       "         5.05238208e-03, 2.30598850e-01, 2.09303859e-01, 7.31400321e-01,\n",
       "         7.42815359e-03, 9.28735868e-03, 1.16830466e-02, 7.90730103e-02,\n",
       "         2.45403767e-03, 4.78893398e-01, 1.54924433e-01, 7.92237202e-04,\n",
       "         7.97193640e-01, 4.88888308e-02, 3.89709784e-01, 1.05964081e-03,\n",
       "         2.84306863e-01, 7.70233211e-02, 4.83756219e-01, 3.99972411e-02,\n",
       "         6.68572019e-01, 4.58202130e-02, 1.13095219e-01, 2.65943043e-01,\n",
       "         3.77863635e-01, 1.56073069e-01, 1.54594348e-02, 8.80072875e-02,\n",
       "         3.06512163e-01, 1.76300151e-03, 4.44496495e-01, 2.70954554e-01,\n",
       "         9.89048947e-03, 1.35148214e-01, 1.67407503e-01, 1.96249518e-01,\n",
       "         2.28977131e-02, 1.07491343e-01, 1.62291585e-02, 9.97651874e-02,\n",
       "         9.42937593e-02, 9.60759700e-02, 9.88769516e-02, 1.95250801e-04,\n",
       "         5.12921583e-03, 7.14940235e-02, 3.93778668e-01, 1.16059977e-02,\n",
       "         8.53478241e-02, 1.46771060e-01, 5.94059527e-01, 6.03066361e-03,\n",
       "         3.02979384e-01, 4.12381097e-02, 1.72585023e-03, 1.46479270e-01,\n",
       "         5.19327795e-01, 7.60072875e-01, 2.62443279e-01, 1.16342775e-01,\n",
       "         3.12656593e-02, 9.01104064e-02, 4.48210070e-01, 3.43557276e-01,\n",
       "         3.78255153e-02, 2.46435919e-01, 6.00085770e-03, 1.69087070e-04,\n",
       "         1.54873995e-02, 3.32010562e-03, 7.76175658e-01, 3.74405277e-01,\n",
       "         9.05657690e-03, 5.79263552e-02, 7.97031675e-01, 1.00000000e+00])]]"
      ]
     },
     "execution_count": 1271,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "class_kernel_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1272,
   "metadata": {},
   "outputs": [],
   "source": [
    "k_matrix = np.mean(kernel_matrix, axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1273,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.20497412, 0.10059782, 0.14969198, 0.37764052, 0.48031602,\n",
       "       0.28221823, 0.41402489, 0.45093671, 0.26226922, 0.40247068,\n",
       "       0.09943473, 0.34486355, 0.07488727, 0.49804558, 0.15181666,\n",
       "       0.47454744, 0.16478564, 0.49417506, 0.22250194, 0.48686597,\n",
       "       0.2468773 , 0.10949307, 0.46598804, 0.31328484, 0.27887025,\n",
       "       0.41605353, 0.34700102, 0.47729249, 0.4864001 , 0.45924987,\n",
       "       0.45471582, 0.21497703, 0.4758391 , 0.26680122, 0.43083671,\n",
       "       0.41946525, 0.23075136, 0.42028832, 0.40473962, 0.49952116,\n",
       "       0.31236555, 0.25559063, 0.10866406, 0.3295488 , 0.30400509,\n",
       "       0.33434845, 0.37854371, 0.41489533, 0.21770966, 0.47383422,\n",
       "       0.11955065, 0.28610847, 0.15307293, 0.43349341, 0.1104713 ,\n",
       "       0.1607331 , 0.17834271, 0.42117943, 0.37810018, 0.35024686,\n",
       "       0.35110001, 0.30108456, 0.46288956, 0.2057163 , 0.41184937,\n",
       "       0.41946488, 0.46700716, 0.41746409, 0.44275546, 0.3504974 ,\n",
       "       0.29718636, 0.44127187, 0.0936739 , 0.31405656, 0.33114864,\n",
       "       0.23380961, 0.38909254, 0.45520384, 0.25471953, 0.36794906,\n",
       "       0.18944686, 0.3790986 , 0.30984814, 0.23054346, 0.32249688,\n",
       "       0.37519546, 0.35755536, 0.36234577, 0.40120377, 0.49078642,\n",
       "       0.31395969, 0.13808005, 0.22943451, 0.39369721, 0.25147786,\n",
       "       0.34833792, 0.36083656, 0.45224135, 0.34494033, 0.0971731 ,\n",
       "       0.49179817, 0.31260996, 0.22534542, 0.44236399, 0.48411427,\n",
       "       0.37730899, 0.38962289, 0.40871466, 0.4822868 , 0.12661644,\n",
       "       0.41140109, 0.4590891 , 0.29915471, 0.48654731, 0.47164922,\n",
       "       0.30554157, 0.45947004, 0.32956263, 0.09010727, 0.41224319,\n",
       "       0.4560498 , 0.49569554, 0.25046202, 0.25056209, 0.26440689,\n",
       "       0.41992773, 0.48518813, 0.37542395, 0.28888267, 0.26667679,\n",
       "       0.35382959, 0.47699288, 0.21238352, 0.45357021, 0.49842589,\n",
       "       0.06671822, 0.17150198, 0.45474433, 0.45811958, 0.07476834,\n",
       "       0.3810713 , 0.25582158, 0.43611015, 0.28211646, 0.2724806 ,\n",
       "       0.44925772, 0.09080711, 0.35708041, 0.45284263, 0.47561882,\n",
       "       0.18242101, 0.45281779, 0.41058049, 0.21939639, 0.4254414 ,\n",
       "       0.36940154, 0.34210052, 0.49436576, 0.49552912, 0.50366864,\n",
       "       0.39434087, 0.39937137, 0.37446287, 0.13602497, 0.36728192,\n",
       "       0.29247796, 0.28997338, 0.0876948 , 0.24149411, 0.23269055,\n",
       "       0.337184  , 0.32587015, 0.48443882, 0.49318822, 0.43124323,\n",
       "       0.27461433, 0.25856016, 0.44207557, 0.2170616 , 0.43967925,\n",
       "       0.42698764, 0.37172997, 0.49878582, 0.48743676, 0.36894619,\n",
       "       0.37998349, 0.3949242 , 0.46701405, 0.23367771, 0.40819905,\n",
       "       0.25639471, 0.11100203, 0.25333933, 0.24522191, 0.23324523,\n",
       "       0.44352372, 0.26204527, 0.4372154 , 0.281656  , 0.2280236 ])"
      ]
     },
     "execution_count": 1273,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "k_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 1274,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(3, 200)"
      ]
     },
     "execution_count": 1274,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.shape(kc_matrix)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1275,
   "metadata": {},
   "outputs": [],
   "source": [
    "kc_matrix = [] #L x 1 x n classes. \n",
    "for i, ccd in enumerate(circle_class_data):\n",
    "    kc_matrix.append([])\n",
    "    for j, cid in enumerate(circle_data):\n",
    "        # sum up the length\n",
    "        n = len(ccd)\n",
    "        kc_matrix[i].append(1/float(n)*sum([chosen_kernel(np.reshape(cid, (2, 1)), np.reshape(ccd_w, (2, 1)))[0][0] for ccd_w in ccd]))\n",
    "kc_matrix = np.array(kc_matrix)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 1276,
   "metadata": {},
   "outputs": [],
   "source": [
    "kj_matrix = [] #N x L x Li. \n",
    "for i, ccd in enumerate(circle_class_data):\n",
    "    kj_matrix.append([])\n",
    "    for j, cid in enumerate(circle_data):\n",
    "        kj_matrix[i].append([])\n",
    "        for k, ccd_w in enumerate(ccd):\n",
    "            kj_matrix[i][j].append(chosen_kernel(np.reshape(cid, (2, 1)), np.reshape(ccd_w, (2, 1)))[0][0])\n",
    "\n",
    "#kj_matrix = np.array(kj_matrix)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 1277,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(3, 200)"
      ]
     },
     "execution_count": 1277,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.shape(kj_matrix)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 1278,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(3, 200)"
      ]
     },
     "execution_count": 1278,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.shape(kc_matrix)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1279,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(200,)"
      ]
     },
     "execution_count": 1279,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.shape(k_matrix)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1280,
   "metadata": {},
   "outputs": [],
   "source": [
    "def kernel_between_matrix(kernel_matrix, k_matrix, class_kernel_matrix):\n",
    "    M = None\n",
    "    for i, ckm in enumerate(class_kernel_matrix):\n",
    "        n = len(class_kernel_matrix[i])\n",
    "        #pdb.set_trace()\n",
    "        temp = np.reshape(np.sum(ckm - k_matrix, axis=0), (m, 1))\n",
    "        if M is None:\n",
    "            M = 1/float(n)*np.matmul(temp, temp.T)\n",
    "            continue\n",
    "        M += 1/(float(n))*np.matmul(temp, temp.T)\n",
    "    return M\n",
    "        \n",
    "\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1281,
   "metadata": {},
   "outputs": [],
   "source": [
    "M = kernel_between_matrix(kernel_matrix, k_matrix, class_kernel_matrix)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1282,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(200, 200)"
      ]
     },
     "execution_count": 1282,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.shape(M)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1283,
   "metadata": {},
   "outputs": [],
   "source": [
    "def kernel_within_matrix(kernel_matrix, class_kernel_matrix):\n",
    "    N = None\n",
    "    for i, ckm in enumerate(class_kernel_matrix):\n",
    "        n = len(class_kernel_matrix[i])\n",
    "        mid = np.identity(n) - (np.ones((n, n))/float(n))\n",
    "        print(np.shape(mid))\n",
    "        if N is None:\n",
    "            #pdb.set_trace()\n",
    "            test = np.matmul(np.transpose(ckm), mid)\n",
    "            N = np.matmul(test, ckm)\n",
    "            continue\n",
    "        N += np.matmul(np.matmul(np.transpose(ckm), mid), ckm)\n",
    "    eps=1*np.diag(np.repeat(100, m))\n",
    "    return N + eps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1284,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(25, 25)\n",
      "(59, 59)\n",
      "(116, 116)\n"
     ]
    }
   ],
   "source": [
    "N = kernel_within_matrix(kernel_matrix, class_kernel_matrix)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1285,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(200, 200)"
      ]
     },
     "execution_count": 1285,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.shape(M)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1286,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'\\nimport pdb\\ndef kernel_between_matrix(kc_matrix, k_matrix, class_data):\\n    kernel_S_B = None\\n    k_kt = np.matmul(np.reshape(k_matrix, (m, 1)), np.reshape(k_matrix, (m, 1)).T)\\n    for i, kc in enumerate(kc_matrix):\\n        n = len(class_data[i])\\n        if kernel_S_B is None:\\n            #kernel_S_B = n*np.matmul(np.reshape(kc, (m, 1)),np.reshape(kc, (m, 1)).T) - k_kt\\n            temp = (np.reshape(kc, (m, 1)) - k_kt)\\n            kernel_S_B = n*np.matmul(temp, temp.T)\\n            continue\\n        #kernel_S_B += n*np.matmul(np.reshape(kc, (m, 1)),np.reshape(kc, (m, 1)).T) - k_kt\\n        temp = (np.reshape(kc, (m, 1)) - k_kt)\\n        kernel_S_B += n*np.matmul(temp, temp.T)\\n    return kernel_S_B\\n    \\ndef kernel_within_matrix(kernel_matrix, kc_matrix, class_data):\\n    rhs = None\\n    for i, kc in enumerate(kc_matrix):\\n        n = len(class_data[i])\\n        \\n        if rhs is None:\\n            rhs = n*np.dot(np.reshape(kc, (m, 1)),np.reshape(kc, (m, 1)).T) \\n            continue\\n        rhs += n*np.dot(np.reshape(kc, (m, 1)),np.reshape(kc, (m, 1)).T)\\n    return kernel_matrix **2 - rhs \\n\\ndef kernel_within_matrix2(kj_matrix, class_data, g):\\n    rhs = None\\n    for i, kj in enumerate(kj_matrix):\\n        n = len(class_data[i])\\n        mid = np.identity(n) - (np.ones((n, n))/float(n))\\n        print(np.shape(mid))\\n        if rhs is None:\\n            #pdb.set_trace()\\n            test = np.matmul(np.reshape(kj, (m, n)), mid)\\n            rhs = np.matmul(test, np.reshape(kj, (m, n)).T)\\n            continue\\n        rhs += np.matmul(np.matmul(kj, mid), np.transpose(kj))\\n    eps=g*np.diag(np.repeat(100, m))\\n    return rhs + eps\\n'"
      ]
     },
     "execution_count": 1286,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\"\"\"\n",
    "import pdb\n",
    "def kernel_between_matrix(kc_matrix, k_matrix, class_data):\n",
    "    kernel_S_B = None\n",
    "    k_kt = np.matmul(np.reshape(k_matrix, (m, 1)), np.reshape(k_matrix, (m, 1)).T)\n",
    "    for i, kc in enumerate(kc_matrix):\n",
    "        n = len(class_data[i])\n",
    "        if kernel_S_B is None:\n",
    "            #kernel_S_B = n*np.matmul(np.reshape(kc, (m, 1)),np.reshape(kc, (m, 1)).T) - k_kt\n",
    "            temp = (np.reshape(kc, (m, 1)) - k_kt)\n",
    "            kernel_S_B = n*np.matmul(temp, temp.T)\n",
    "            continue\n",
    "        #kernel_S_B += n*np.matmul(np.reshape(kc, (m, 1)),np.reshape(kc, (m, 1)).T) - k_kt\n",
    "        temp = (np.reshape(kc, (m, 1)) - k_kt)\n",
    "        kernel_S_B += n*np.matmul(temp, temp.T)\n",
    "    return kernel_S_B\n",
    "    \n",
    "def kernel_within_matrix(kernel_matrix, kc_matrix, class_data):\n",
    "    rhs = None\n",
    "    for i, kc in enumerate(kc_matrix):\n",
    "        n = len(class_data[i])\n",
    "        \n",
    "        if rhs is None:\n",
    "            rhs = n*np.dot(np.reshape(kc, (m, 1)),np.reshape(kc, (m, 1)).T) \n",
    "            continue\n",
    "        rhs += n*np.dot(np.reshape(kc, (m, 1)),np.reshape(kc, (m, 1)).T)\n",
    "    return kernel_matrix **2 - rhs \n",
    "\n",
    "def kernel_within_matrix2(kj_matrix, class_data, g):\n",
    "    rhs = None\n",
    "    for i, kj in enumerate(kj_matrix):\n",
    "        n = len(class_data[i])\n",
    "        mid = np.identity(n) - (np.ones((n, n))/float(n))\n",
    "        print(np.shape(mid))\n",
    "        if rhs is None:\n",
    "            #pdb.set_trace()\n",
    "            test = np.matmul(np.reshape(kj, (m, n)), mid)\n",
    "            rhs = np.matmul(test, np.reshape(kj, (m, n)).T)\n",
    "            continue\n",
    "        rhs += np.matmul(np.matmul(kj, mid), np.transpose(kj))\n",
    "    eps=g*np.diag(np.repeat(100, m))\n",
    "    return rhs + eps\n",
    "\"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1287,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[111.66834677,   2.73392395,   5.18731126, ...,  -5.47027102,\n",
       "          8.216669  ,  11.44384094],\n",
       "       [  2.73392395, 105.15303846,  -1.36832793, ...,  -4.53981456,\n",
       "          6.69795614,   5.01370152],\n",
       "       [  5.18731126,  -1.36832793, 108.61945748, ...,  -0.72674984,\n",
       "         -0.11788555,   2.74392069],\n",
       "       ...,\n",
       "       [ -5.47027102,  -4.53981456,  -0.72674984, ..., 113.61727256,\n",
       "         -8.23637831,  -7.016518  ],\n",
       "       [  8.216669  ,   6.69795614,  -0.11788555, ...,  -8.23637831,\n",
       "        113.20714485,  11.37185222],\n",
       "       [ 11.44384094,   5.01370152,   2.74392069, ...,  -7.016518  ,\n",
       "         11.37185222, 112.97466502]])"
      ]
     },
     "execution_count": 1287,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "N"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1288,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0.34583601, -0.10690061,  0.09403544, ...,  0.64146745,\n",
       "         0.46485942,  0.37087351],\n",
       "       [-0.10690061,  0.1156462 ,  0.05051417, ..., -0.69805668,\n",
       "        -0.33530181, -0.16022015],\n",
       "       [ 0.09403544,  0.05051417,  0.10223957, ..., -0.30707528,\n",
       "        -0.0582033 ,  0.05693014],\n",
       "       ...,\n",
       "       [ 0.64146745, -0.69805668, -0.30707528, ...,  4.21362641,\n",
       "         2.02154584,  0.96368469],\n",
       "       [ 0.46485942, -0.33530181, -0.0582033 , ...,  2.02154584,\n",
       "         1.06931802,  0.60424493],\n",
       "       [ 0.37087351, -0.16022015,  0.05693014, ...,  0.96368469,\n",
       "         0.60424493,  0.42287497]])"
      ]
     },
     "execution_count": 1288,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "M"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1289,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(200, 200)"
      ]
     },
     "execution_count": 1289,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.shape(kernel_S_B)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 1290,
   "metadata": {},
   "outputs": [],
   "source": [
    "# eigenvalue problem\n",
    "vals, vecs = np.linalg.eig(np.dot(np.linalg.inv(N), M))\n",
    "eig_pairs = [(np.abs(vals[i]), vecs[:,i]) for i in range(len(vals))]\n",
    "eig_pairs = sorted(eig_pairs, key=lambda k: k[0], reverse=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 1291,
   "metadata": {},
   "outputs": [],
   "source": [
    "w_circle_kernel = eig_pairs[0][1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1292,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2.1641430998660804,\n",
       " array([-0.0210586 +0.j, -0.03025756+0.j, -0.0272885 +0.j,  0.05703   +0.j,\n",
       "         0.1372499 +0.j, -0.02322412+0.j,  0.08949394+0.j,  0.12163773+0.j,\n",
       "        -0.00863233+0.j,  0.04948545+0.j, -0.0130479 +0.j,  0.01927759+0.j,\n",
       "        -0.00525884+0.j,  0.15460556+0.j, -0.02969029+0.j,  0.13986239+0.j,\n",
       "        -0.03684364+0.j,  0.13921583+0.j, -0.02872701+0.j,  0.11809548+0.j,\n",
       "        -0.04917571+0.j, -0.00563306+0.j,  0.08702715+0.j, -0.01866585+0.j,\n",
       "        -0.04933978+0.j,  0.04439091+0.j, -0.01184229+0.j,  0.13674621+0.j,\n",
       "         0.15011127+0.j,  0.07663593+0.j,  0.07075285+0.j, -0.04400192+0.j,\n",
       "         0.12871783+0.j, -0.03911046+0.j,  0.0496953 +0.j,  0.09428324+0.j,\n",
       "        -0.03551777+0.j,  0.0716614 +0.j,  0.01761952+0.j,  0.1451446 +0.j,\n",
       "        -0.01686995+0.j, -0.03728627+0.j, -0.02436135+0.j,  0.02382952+0.j,\n",
       "        -0.01806999+0.j,  0.0010643 +0.j,  0.04254876+0.j,  0.08082662+0.j,\n",
       "        -0.04260971+0.j,  0.13818229+0.j, -0.02288907+0.j, -0.02559089+0.j,\n",
       "        -0.02294648+0.j,  0.05442395+0.j, -0.01655949+0.j, -0.02354603+0.j,\n",
       "        -0.03183312+0.j,  0.07068644+0.j,  0.05732109+0.j,  0.02761096+0.j,\n",
       "         0.00811427+0.j, -0.01215348+0.j,  0.08268613+0.j, -0.03938839+0.j,\n",
       "         0.08612997+0.j,  0.05320057+0.j,  0.09202795+0.j,  0.05671306+0.j,\n",
       "         0.1101966 +0.j,  0.00814623+0.j, -0.03150899+0.j,  0.10333826+0.j,\n",
       "        -0.00940987+0.j, -0.01279836+0.j, -0.03329077+0.j, -0.03944077+0.j,\n",
       "         0.00791846+0.j,  0.08895704+0.j, -0.0276854 +0.j, -0.01160338+0.j,\n",
       "        -0.03845842+0.j,  0.0605335 +0.j, -0.01893413+0.j, -0.04803323+0.j,\n",
       "         0.02147321+0.j,  0.05721344+0.j,  0.03012285+0.j,  0.00721644+0.j,\n",
       "         0.01576946+0.j,  0.12718826+0.j, -0.0236997 +0.j, -0.02840756+0.j,\n",
       "        -0.04225266+0.j,  0.01511887+0.j, -0.03116018+0.j, -0.01169023+0.j,\n",
       "         0.00602151+0.j,  0.11964743+0.j,  0.02727851+0.j, -0.01046697+0.j,\n",
       "         0.12612217+0.j,  0.0121207 +0.j, -0.04282254+0.j,  0.07756041+0.j,\n",
       "         0.14952337+0.j,  0.05884663+0.j,  0.05851589+0.j,  0.02098071+0.j,\n",
       "         0.14266549+0.j, -0.02036007+0.j,  0.02383591+0.j,  0.10043432+0.j,\n",
       "        -0.03854615+0.j,  0.15299269+0.j,  0.09361638+0.j, -0.04454036+0.j,\n",
       "         0.09700366+0.j, -0.01075472+0.j, -0.02003204+0.j,  0.07999485+0.j,\n",
       "         0.07264762+0.j,  0.14063257+0.j, -0.03911223+0.j, -0.0209421 +0.j,\n",
       "        -0.04319119+0.j,  0.07726074+0.j,  0.14015927+0.j,  0.05138799+0.j,\n",
       "        -0.03743413+0.j, -0.03636501+0.j, -0.02105678+0.j,  0.10381615+0.j,\n",
       "        -0.04830219+0.j,  0.12508051+0.j,  0.14476902+0.j, -0.0091847 +0.j,\n",
       "        -0.02299061+0.j,  0.07091636+0.j,  0.1263175 +0.j,  0.00724362+0.j,\n",
       "         0.03841608+0.j, -0.03060693+0.j,  0.10121553+0.j, -0.02409193+0.j,\n",
       "        -0.02130099+0.j,  0.06486346+0.j, -0.01102742+0.j,  0.01911784+0.j,\n",
       "         0.11387408+0.j,  0.1193868 +0.j, -0.02746804+0.j,  0.08541319+0.j,\n",
       "         0.07486527+0.j, -0.05480845+0.j,  0.09610723+0.j,  0.02854217+0.j,\n",
       "        -0.0275772 +0.j,  0.13640588+0.j,  0.14501987+0.j,  0.15842715+0.j,\n",
       "         0.01234984+0.j,  0.04514283+0.j, -0.00595704+0.j, -0.03691949+0.j,\n",
       "         0.01796129+0.j, -0.01989778+0.j, -0.02061001+0.j, -0.00910523+0.j,\n",
       "        -0.04280793+0.j, -0.03441441+0.j,  0.02331035+0.j, -0.02528423+0.j,\n",
       "         0.11340177+0.j,  0.13728682+0.j,  0.10380988+0.j, -0.04089175+0.j,\n",
       "        -0.01725459+0.j,  0.05656099+0.j, -0.05951896+0.j,  0.08152294+0.j,\n",
       "         0.10010007+0.j,  0.05442889+0.j,  0.15996324+0.j,  0.12582333+0.j,\n",
       "         0.0063905 +0.j,  0.02807734+0.j,  0.06861375+0.j,  0.12801841+0.j,\n",
       "        -0.0414592 +0.j,  0.06016707+0.j, -0.04233941+0.j, -0.04030239+0.j,\n",
       "        -0.03813271+0.j, -0.04785498+0.j, -0.01562738+0.j,  0.11047373+0.j,\n",
       "        -0.03773948+0.j,  0.06218365+0.j, -0.01326197+0.j, -0.02109582+0.j]))"
      ]
     },
     "execution_count": 1292,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "eig_pairs[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1293,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/kchow/anaconda3/envs/obspy/lib/python3.6/site-packages/numpy/core/numeric.py:591: ComplexWarning: Casting complex values to real discards the imaginary part\n",
      "  return array(a, dtype, copy=False, order=order, subok=True)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7f5911a59240>"
      ]
     },
     "execution_count": 1293,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize what it looks like.\n",
    "ex_circle_0 = np.array([np.dot(w_circle_kernel, d) for d in class_kernel_matrix[0]])\n",
    "ex_circle_1 = np.array([np.dot(w_circle_kernel, d) for d in class_kernel_matrix[1]])\n",
    "plt.scatter(ex_circle_0, np.random.rand(len(ex_circle_0)), color='red')\n",
    "plt.scatter(ex_circle_1, np.random.rand(len(ex_circle_1)), color='blue')\n",
    "\n",
    "# dope!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1294,
   "metadata": {},
   "outputs": [],
   "source": [
    "w_circle_kernel = [eig_pairs[0][1], eig_pairs[1][1]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1295,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize what it looks like.\n",
    "for i, j in enumerate(circle_class_data):\n",
    "    ex_circle_0 = np.array([np.matmul(w_circle_kernel, np.reshape(d, (m, 1))) for d in class_kernel_matrix[i]])\n",
    "    plt.scatter(ex_circle_0[:, :1], ex_circle_0[:, 1:], color=np.random.rand(3,))\n",
    "\n",
    "    \n",
    "# dope!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1296,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(3, 200)"
      ]
     },
     "execution_count": 1296,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.shape(kc_matrix)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1297,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Try XOR or circle for my other guy."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1298,
   "metadata": {},
   "outputs": [],
   "source": [
    "# extend to 3 dimensions"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:obspy] *",
   "language": "python",
   "name": "conda-env-obspy-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
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