Detection of Breast Cancer using Self Organizing Maps (SOMs).ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. Import Libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "\n",
    "# Minisom library and module is used for performing Self Organizing Maps\n",
    "\n",
    "from minisom import MiniSom\n",
    "from sklearn.datasets import load_breast_cancer\n",
    "import time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# to suppress warnings\n",
    "from warnings import filterwarnings\n",
    "filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "qFMUvq27lwVN"
   },
   "source": [
    "### 2. Loading the Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "data, target = load_breast_cancer(True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1.799e+01, 1.038e+01, 1.228e+02, ..., 2.654e-01, 4.601e-01,\n",
       "        1.189e-01],\n",
       "       [2.057e+01, 1.777e+01, 1.329e+02, ..., 1.860e-01, 2.750e-01,\n",
       "        8.902e-02],\n",
       "       [1.969e+01, 2.125e+01, 1.300e+02, ..., 2.430e-01, 3.613e-01,\n",
       "        8.758e-02],\n",
       "       ...,\n",
       "       [1.660e+01, 2.808e+01, 1.083e+02, ..., 1.418e-01, 2.218e-01,\n",
       "        7.820e-02],\n",
       "       [2.060e+01, 2.933e+01, 1.401e+02, ..., 2.650e-01, 4.087e-01,\n",
       "        1.240e-01],\n",
       "       [7.760e+00, 2.454e+01, 4.792e+01, ..., 0.000e+00, 2.871e-01,\n",
       "        7.039e-02]])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# X \n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(569, 30)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Shape of the data:\n",
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 1, 0, 1, 1, 1, 1, 1, 0, 0, 1, 0, 0, 1, 1, 1, 1, 0, 1, 0, 0,\n",
       "       1, 1, 1, 1, 0, 1, 0, 0, 1, 0, 1, 0, 0, 1, 1, 1, 0, 0, 1, 0, 0, 0,\n",
       "       1, 1, 1, 0, 1, 1, 0, 0, 1, 1, 1, 0, 0, 1, 1, 1, 1, 0, 1, 1, 0, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 1, 0, 0, 1, 1, 1, 0, 0, 1, 0, 1, 0,\n",
       "       0, 1, 0, 0, 1, 1, 0, 1, 1, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 0, 1, 1, 1, 1, 0, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 0, 1, 1, 1,\n",
       "       1, 0, 1, 1, 0, 0, 0, 1, 0, 1, 0, 1, 1, 1, 0, 1, 1, 0, 0, 1, 0, 0,\n",
       "       0, 0, 1, 0, 0, 0, 1, 0, 1, 0, 1, 1, 0, 1, 0, 0, 0, 0, 1, 1, 0, 0,\n",
       "       1, 1, 1, 0, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 1, 0, 0, 1, 0, 1, 1,\n",
       "       1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 1, 0, 1, 1, 0, 1, 0, 0, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 0, 1, 0, 1, 1, 1, 1, 0, 0,\n",
       "       0, 1, 1, 1, 1, 0, 1, 0, 1, 0, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 0,\n",
       "       0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 0, 0, 0, 1, 0, 0,\n",
       "       1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1, 0, 1, 1, 0, 0, 1, 1,\n",
       "       1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 0,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 0, 1, 0, 1, 1, 1, 1,\n",
       "       1, 0, 1, 1, 0, 1, 0, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0,\n",
       "       1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1,\n",
       "       1, 1, 1, 0, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 0, 0, 1, 0, 1, 0, 1, 1,\n",
       "       1, 1, 1, 0, 1, 1, 0, 1, 0, 1, 0, 0, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 0, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 1])"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "target"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For Self Organizing Maps, only require X variables, we don't need Y or target variable. Hence, wouldn't be using it. \n",
    "\n",
    "Though, the target variable (Y) can be used to understand if the output is matching with input or not. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. Defining the Hyper Parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set the hyper parameters\n",
    "som_grid_rows = 10\n",
    "som_grid_columns = 10\n",
    "iterations = 500\n",
    "sigma = 1\n",
    "learning_rate = 0.5"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "With x = 10 and y = 10 as the respective number of rows and number of columns (dimensions) there will be 10* 10 meaning 100 segments."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "30"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# The number of features are:\n",
    "data.shape[1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "input_len are the number of features of X "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# The number of features are:\n",
    "data.shape[1]\n",
    "\n",
    "# define SOM:\n",
    "som = MiniSom(x = som_grid_rows, y = som_grid_columns, input_len=data.shape[1], sigma=sigma, learning_rate=learning_rate)\n",
    "\n",
    "# Initializing the weights\n",
    "som.random_weights_init(data)\n",
    "\n",
    "# Training\n",
    "som.train_random(data, iterations) #Training with 500 iterations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Weights are:\n",
    "wts = som.weights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(10, 10, 30)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Shape of the weight are:\n",
    "wts.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.00642524, 0.27363124, 0.74628964, 0.36723906, 0.03585371,\n",
       "        0.11786078, 0.17123888, 0.0755101 , 0.01025747, 0.00608629],\n",
       "       [0.22994279, 0.78323804, 1.        , 0.45960593, 0.13619089,\n",
       "        0.22560664, 0.28699801, 0.27109729, 0.25464719, 0.19540475],\n",
       "       [0.5752268 , 0.87841899, 0.6747015 , 0.31010508, 0.20963836,\n",
       "        0.12182907, 0.2175314 , 0.37567234, 0.47021703, 0.35999814],\n",
       "       [0.3174911 , 0.49408115, 0.37124953, 0.25309598, 0.11981175,\n",
       "        0.02807541, 0.16610214, 0.35800305, 0.45527034, 0.18715589],\n",
       "       [0.22948217, 0.32119643, 0.26606455, 0.32721483, 0.19235665,\n",
       "        0.18635221, 0.37844253, 0.51375197, 0.37501394, 0.18299969],\n",
       "       [0.32975331, 0.32884756, 0.25007457, 0.3972218 , 0.23339371,\n",
       "        0.34279428, 0.53269305, 0.33634244, 0.4293161 , 0.21510086],\n",
       "       [0.35181823, 0.36832836, 0.24276729, 0.33550516, 0.15488246,\n",
       "        0.35967286, 0.4125877 , 0.14124251, 0.33328841, 0.34016249],\n",
       "       [0.44497444, 0.36869908, 0.36695918, 0.25645655, 0.03836134,\n",
       "        0.25143996, 0.50078749, 0.45219149, 0.5782929 , 0.40382211],\n",
       "       [0.22058322, 0.33907531, 0.35577848, 0.36335508, 0.19254573,\n",
       "        0.27334236, 0.37807684, 0.52557538, 0.55409606, 0.23296112],\n",
       "       [0.07250602, 0.16237766, 0.24392127, 0.23689432, 0.16731738,\n",
       "        0.12964536, 0.13755143, 0.25570956, 0.22293117, 0.02250711]])"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Returns the distance map from the weights:\n",
    "som.distance_map()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Pcolor() is used to color all MIDs and the window is the bone()."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pylab import plot, axis, show, pcolor, colorbar, bone\n",
    "bone()\n",
    "pcolor(som.distance_map().T) # Distance map as background\n",
    "colorbar()\n",
    "show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bone()\n",
    "pcolor(som.distance_map().T) #Distance map as background\n",
    "colorbar()\n",
    "\n",
    "# Using different colors and markers for each label for identifying the patients with disease\n",
    "markers= ['o', 's', 'D']\n",
    "colors = ['r', 'g', 'b']\n",
    "\n",
    "for cnt, xx in enumerate(data):\n",
    "    w= som.winner(xx) # Getting the winner\n",
    "    # Place a marker on winning position for the sample xx\n",
    "    plot(w[0] + 0.5,\n",
    "         w[1] + 0.5,\n",
    "         markers[target[cnt]],\n",
    "         markeredgecolor = colors[target[cnt]],\n",
    "         markerfacecolor = 'None',\n",
    "         markersize = 12,\n",
    "         markeredgewidth = 2)\n",
    "# axis([0, som._weights.shape[0], 0, som._weights.shape[1]])\n",
    "show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Markers to distinguish the class:\n",
    "    - Red are Class 0\n",
    "    - Green are Class 1\n",
    "- i is the index and x is the vector of each value and for each x first get the winning node\n",
    "- The co-ordinates of the winning node are w[0] and w[1], 0.5 is added to center the marker\n",
    "- s is a square and marker face color is the inside color of the marker"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "mappings = som.win_map(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "defaultdict(list,\n",
       "            {(0,\n",
       "              0): [array([1.799e+01, 1.038e+01, 1.228e+02, 1.001e+03, 1.184e-01, 2.776e-01,\n",
       "                     3.001e-01, 1.471e-01, 2.419e-01, 7.871e-02, 1.095e+00, 9.053e-01,\n",
       "                     8.589e+00, 1.534e+02, 6.399e-03, 4.904e-02, 5.373e-02, 1.587e-02,\n",
       "                     3.003e-02, 6.193e-03, 2.538e+01, 1.733e+01, 1.846e+02, 2.019e+03,\n",
       "                     1.622e-01, 6.656e-01, 7.119e-01, 2.654e-01, 4.601e-01, 1.189e-01]), array([1.981e+01, 2.215e+01, 1.300e+02, 1.260e+03, 9.831e-02, 1.027e-01,\n",
       "                     1.479e-01, 9.498e-02, 1.582e-01, 5.395e-02, 7.582e-01, 1.017e+00,\n",
       "                     5.865e+00, 1.124e+02, 6.494e-03, 1.893e-02, 3.391e-02, 1.521e-02,\n",
       "                     1.356e-02, 1.997e-03, 2.732e+01, 3.088e+01, 1.868e+02, 2.398e+03,\n",
       "                     1.512e-01, 3.150e-01, 5.372e-01, 2.388e-01, 2.768e-01, 7.615e-02]), array([2.116e+01, 2.304e+01, 1.372e+02, 1.404e+03, 9.428e-02, 1.022e-01,\n",
       "                     1.097e-01, 8.632e-02, 1.769e-01, 5.278e-02, 6.917e-01, 1.127e+00,\n",
       "                     4.303e+00, 9.399e+01, 4.728e-03, 1.259e-02, 1.715e-02, 1.038e-02,\n",
       "                     1.083e-02, 1.987e-03, 2.917e+01, 3.559e+01, 1.880e+02, 2.615e+03,\n",
       "                     1.401e-01, 2.600e-01, 3.155e-01, 2.009e-01, 2.822e-01, 7.526e-02]), array([1.665e+01, 2.138e+01, 1.100e+02, 9.046e+02, 1.121e-01, 1.457e-01,\n",
       "                     1.525e-01, 9.170e-02, 1.995e-01, 6.330e-02, 8.068e-01, 9.017e-01,\n",
       "                     5.455e+00, 1.026e+02, 6.048e-03, 1.882e-02, 2.741e-02, 1.130e-02,\n",
       "                     1.468e-02, 2.801e-03, 2.646e+01, 3.156e+01, 1.770e+02, 2.215e+03,\n",
       "                     1.805e-01, 3.578e-01, 4.695e-01, 2.095e-01, 3.613e-01, 9.564e-02]), array([1.184e+01, 1.870e+01, 7.793e+01, 4.406e+02, 1.109e-01, 1.516e-01,\n",
       "                     1.218e-01, 5.182e-02, 2.301e-01, 7.799e-02, 4.825e-01, 1.030e+00,\n",
       "                     3.475e+00, 4.100e+01, 5.551e-03, 3.414e-02, 4.205e-02, 1.044e-02,\n",
       "                     2.273e-02, 5.667e-03, 1.682e+01, 2.812e+01, 1.194e+02, 8.887e+02,\n",
       "                     1.637e-01, 5.775e-01, 6.956e-01, 1.546e-01, 4.761e-01, 1.402e-01]), array([1.953e+01, 3.247e+01, 1.280e+02, 1.223e+03, 8.420e-02, 1.130e-01,\n",
       "                     1.145e-01, 6.637e-02, 1.428e-01, 5.313e-02, 7.392e-01, 1.321e+00,\n",
       "                     4.722e+00, 1.099e+02, 5.539e-03, 2.644e-02, 2.664e-02, 1.078e-02,\n",
       "                     1.332e-02, 2.256e-03, 2.790e+01, 4.541e+01, 1.802e+02, 2.477e+03,\n",
       "                     1.408e-01, 4.097e-01, 3.995e-01, 1.625e-01, 2.713e-01, 7.568e-02]), array([2.073e+01, 3.112e+01, 1.357e+02, 1.419e+03, 9.469e-02, 1.143e-01,\n",
       "                     1.367e-01, 8.646e-02, 1.769e-01, 5.674e-02, 1.172e+00, 1.617e+00,\n",
       "                     7.749e+00, 1.997e+02, 4.551e-03, 1.478e-02, 2.143e-02, 9.280e-03,\n",
       "                     1.367e-02, 2.299e-03, 3.249e+01, 4.716e+01, 2.140e+02, 3.432e+03,\n",
       "                     1.401e-01, 2.644e-01, 3.442e-01, 1.659e-01, 2.868e-01, 8.218e-02]), array([2.171e+01, 1.725e+01, 1.409e+02, 1.546e+03, 9.384e-02, 8.562e-02,\n",
       "                     1.168e-01, 8.465e-02, 1.717e-01, 5.054e-02, 1.207e+00, 1.051e+00,\n",
       "                     7.733e+00, 2.241e+02, 5.568e-03, 1.112e-02, 2.096e-02, 1.197e-02,\n",
       "                     1.263e-02, 1.803e-03, 3.075e+01, 2.644e+01, 1.995e+02, 3.143e+03,\n",
       "                     1.363e-01, 1.628e-01, 2.861e-01, 1.820e-01, 2.510e-01, 6.494e-02]), array([1.550e+01, 2.108e+01, 1.029e+02, 8.031e+02, 1.120e-01, 1.571e-01,\n",
       "                     1.522e-01, 8.481e-02, 2.085e-01, 6.864e-02, 1.370e+00, 1.213e+00,\n",
       "                     9.424e+00, 1.765e+02, 8.198e-03, 3.889e-02, 4.493e-02, 2.139e-02,\n",
       "                     2.018e-02, 5.815e-03, 2.317e+01, 2.765e+01, 1.571e+02, 1.748e+03,\n",
       "                     1.517e-01, 4.002e-01, 4.211e-01, 2.134e-01, 3.003e-01, 1.048e-01])],\n",
       "             (2,\n",
       "              1): [array([2.057e+01, 1.777e+01, 1.329e+02, 1.326e+03, 8.474e-02, 7.864e-02,\n",
       "                     8.690e-02, 7.017e-02, 1.812e-01, 5.667e-02, 5.435e-01, 7.339e-01,\n",
       "                     3.398e+00, 7.408e+01, 5.225e-03, 1.308e-02, 1.860e-02, 1.340e-02,\n",
       "                     1.389e-02, 3.532e-03, 2.499e+01, 2.341e+01, 1.588e+02, 1.956e+03,\n",
       "                     1.238e-01, 1.866e-01, 2.416e-01, 1.860e-01, 2.750e-01, 8.902e-02]), array([1.825e+01, 1.998e+01, 1.196e+02, 1.040e+03, 9.463e-02, 1.090e-01,\n",
       "                     1.127e-01, 7.400e-02, 1.794e-01, 5.742e-02, 4.467e-01, 7.732e-01,\n",
       "                     3.180e+00, 5.391e+01, 4.314e-03, 1.382e-02, 2.254e-02, 1.039e-02,\n",
       "                     1.369e-02, 2.179e-03, 2.288e+01, 2.766e+01, 1.532e+02, 1.606e+03,\n",
       "                     1.442e-01, 2.576e-01, 3.784e-01, 1.932e-01, 3.063e-01, 8.368e-02]), array([1.863e+01, 2.511e+01, 1.248e+02, 1.088e+03, 1.064e-01, 1.887e-01,\n",
       "                     2.319e-01, 1.244e-01, 2.183e-01, 6.197e-02, 8.307e-01, 1.466e+00,\n",
       "                     5.574e+00, 1.050e+02, 6.248e-03, 3.374e-02, 5.196e-02, 1.158e-02,\n",
       "                     2.007e-02, 4.560e-03, 2.315e+01, 3.401e+01, 1.605e+02, 1.670e+03,\n",
       "                     1.491e-01, 4.257e-01, 6.133e-01, 1.848e-01, 3.444e-01, 9.782e-02]), array([1.702e+01, 2.398e+01, 1.128e+02, 8.993e+02, 1.197e-01, 1.496e-01,\n",
       "                     2.417e-01, 1.203e-01, 2.248e-01, 6.382e-02, 6.009e-01, 1.398e+00,\n",
       "                     3.999e+00, 6.778e+01, 8.268e-03, 3.082e-02, 5.042e-02, 1.112e-02,\n",
       "                     2.102e-02, 3.854e-03, 2.088e+01, 3.209e+01, 1.361e+02, 1.344e+03,\n",
       "                     1.634e-01, 3.559e-01, 5.588e-01, 1.847e-01, 3.530e-01, 8.482e-02]), array([1.927e+01, 2.647e+01, 1.279e+02, 1.162e+03, 9.401e-02, 1.719e-01,\n",
       "                     1.657e-01, 7.593e-02, 1.853e-01, 6.261e-02, 5.558e-01, 6.062e-01,\n",
       "                     3.528e+00, 6.817e+01, 5.015e-03, 3.318e-02, 3.497e-02, 9.643e-03,\n",
       "                     1.543e-02, 3.896e-03, 2.415e+01, 3.090e+01, 1.614e+02, 1.813e+03,\n",
       "                     1.509e-01, 6.590e-01, 6.091e-01, 1.785e-01, 3.672e-01, 1.123e-01]), array([1.613e+01, 1.788e+01, 1.070e+02, 8.072e+02, 1.040e-01, 1.559e-01,\n",
       "                     1.354e-01, 7.752e-02, 1.998e-01, 6.515e-02, 3.340e-01, 6.857e-01,\n",
       "                     2.183e+00, 3.503e+01, 4.185e-03, 2.868e-02, 2.664e-02, 9.067e-03,\n",
       "                     1.703e-02, 3.817e-03, 2.021e+01, 2.726e+01, 1.327e+02, 1.261e+03,\n",
       "                     1.446e-01, 5.804e-01, 5.274e-01, 1.864e-01, 4.270e-01, 1.233e-01]), array([1.907e+01, 2.481e+01, 1.283e+02, 1.104e+03, 9.081e-02, 2.190e-01,\n",
       "                     2.107e-01, 9.961e-02, 2.310e-01, 6.343e-02, 9.811e-01, 1.666e+00,\n",
       "                     8.830e+00, 1.049e+02, 6.548e-03, 1.006e-01, 9.723e-02, 2.638e-02,\n",
       "                     5.333e-02, 7.646e-03, 2.409e+01, 3.317e+01, 1.774e+02, 1.651e+03,\n",
       "                     1.247e-01, 7.444e-01, 7.242e-01, 2.493e-01, 4.670e-01, 1.038e-01]), array([1.865e+01, 1.760e+01, 1.237e+02, 1.076e+03, 1.099e-01, 1.686e-01,\n",
       "                     1.974e-01, 1.009e-01, 1.907e-01, 6.049e-02, 6.289e-01, 6.633e-01,\n",
       "                     4.293e+00, 7.156e+01, 6.294e-03, 3.994e-02, 5.554e-02, 1.695e-02,\n",
       "                     2.428e-02, 3.535e-03, 2.282e+01, 2.132e+01, 1.506e+02, 1.567e+03,\n",
       "                     1.679e-01, 5.090e-01, 7.345e-01, 2.378e-01, 3.799e-01, 9.185e-02]), array([1.607e+01, 1.965e+01, 1.041e+02, 8.177e+02, 9.168e-02, 8.424e-02,\n",
       "                     9.769e-02, 6.638e-02, 1.798e-01, 5.391e-02, 7.474e-01, 1.016e+00,\n",
       "                     5.029e+00, 7.925e+01, 1.082e-02, 2.203e-02, 3.500e-02, 1.809e-02,\n",
       "                     1.550e-02, 1.948e-03, 1.977e+01, 2.456e+01, 1.288e+02, 1.223e+03,\n",
       "                     1.500e-01, 2.045e-01, 2.829e-01, 1.520e-01, 2.650e-01, 6.387e-02]), array([1.846e+01, 1.852e+01, 1.211e+02, 1.075e+03, 9.874e-02, 1.053e-01,\n",
       "                     1.335e-01, 8.795e-02, 2.132e-01, 6.022e-02, 6.997e-01, 1.475e+00,\n",
       "                     4.782e+00, 8.060e+01, 6.471e-03, 1.649e-02, 2.806e-02, 1.420e-02,\n",
       "                     2.370e-02, 3.755e-03, 2.293e+01, 2.768e+01, 1.522e+02, 1.603e+03,\n",
       "                     1.398e-01, 2.089e-01, 3.157e-01, 1.642e-01, 3.695e-01, 8.579e-02]), array([1.902e+01, 2.459e+01, 1.220e+02, 1.076e+03, 9.029e-02, 1.206e-01,\n",
       "                     1.468e-01, 8.271e-02, 1.953e-01, 5.629e-02, 5.495e-01, 6.636e-01,\n",
       "                     3.055e+00, 5.765e+01, 3.872e-03, 1.842e-02, 3.710e-02, 1.200e-02,\n",
       "                     1.964e-02, 3.337e-03, 2.456e+01, 3.041e+01, 1.529e+02, 1.623e+03,\n",
       "                     1.249e-01, 3.206e-01, 5.755e-01, 1.956e-01, 3.956e-01, 9.288e-02]), array([2.227e+01, 1.967e+01, 1.528e+02, 1.509e+03, 1.326e-01, 2.768e-01,\n",
       "                     4.264e-01, 1.823e-01, 2.556e-01, 7.039e-02, 1.215e+00, 1.545e+00,\n",
       "                     1.005e+01, 1.700e+02, 6.515e-03, 8.668e-02, 1.040e-01, 2.480e-02,\n",
       "                     3.112e-02, 5.037e-03, 2.840e+01, 2.801e+01, 2.068e+02, 2.360e+03,\n",
       "                     1.701e-01, 6.997e-01, 9.608e-01, 2.910e-01, 4.055e-01, 9.789e-02]), array([1.487e+01, 1.667e+01, 9.864e+01, 6.825e+02, 1.162e-01, 1.649e-01,\n",
       "                     1.690e-01, 8.923e-02, 2.157e-01, 6.768e-02, 4.266e-01, 9.489e-01,\n",
       "                     2.989e+00, 4.118e+01, 6.985e-03, 2.563e-02, 3.011e-02, 1.271e-02,\n",
       "                     1.602e-02, 3.884e-03, 1.881e+01, 2.737e+01, 1.271e+02, 1.095e+03,\n",
       "                     1.878e-01, 4.480e-01, 4.704e-01, 2.027e-01, 3.585e-01, 1.065e-01]), array([1.546e+01, 1.948e+01, 1.017e+02, 7.489e+02, 1.092e-01, 1.223e-01,\n",
       "                     1.466e-01, 8.087e-02, 1.931e-01, 5.796e-02, 4.743e-01, 7.859e-01,\n",
       "                     3.094e+00, 4.831e+01, 6.240e-03, 1.484e-02, 2.813e-02, 1.093e-02,\n",
       "                     1.397e-02, 2.461e-03, 1.926e+01, 2.600e+01, 1.249e+02, 1.156e+03,\n",
       "                     1.546e-01, 2.394e-01, 3.791e-01, 1.514e-01, 2.837e-01, 8.019e-02]), array([1.845e+01, 2.191e+01, 1.202e+02, 1.075e+03, 9.430e-02, 9.709e-02,\n",
       "                     1.153e-01, 6.847e-02, 1.692e-01, 5.727e-02, 5.959e-01, 1.202e+00,\n",
       "                     3.766e+00, 6.835e+01, 6.001e-03, 1.422e-02, 2.855e-02, 9.148e-03,\n",
       "                     1.492e-02, 2.205e-03, 2.252e+01, 3.139e+01, 1.456e+02, 1.590e+03,\n",
       "                     1.465e-01, 2.275e-01, 3.965e-01, 1.379e-01, 3.109e-01, 7.610e-02]), array([1.611e+01, 1.805e+01, 1.051e+02, 8.130e+02, 9.721e-02, 1.137e-01,\n",
       "                     9.447e-02, 5.943e-02, 1.861e-01, 6.248e-02, 7.049e-01, 1.332e+00,\n",
       "                     4.533e+00, 7.408e+01, 6.770e-03, 1.938e-02, 3.067e-02, 1.167e-02,\n",
       "                     1.875e-02, 3.434e-03, 1.992e+01, 2.527e+01, 1.290e+02, 1.233e+03,\n",
       "                     1.314e-01, 2.236e-01, 2.802e-01, 1.216e-01, 2.792e-01, 8.158e-02]), array([1.546e+01, 1.189e+01, 1.025e+02, 7.369e+02, 1.257e-01, 1.555e-01,\n",
       "                     2.032e-01, 1.097e-01, 1.966e-01, 7.069e-02, 4.209e-01, 6.583e-01,\n",
       "                     2.805e+00, 4.464e+01, 5.393e-03, 2.321e-02, 4.303e-02, 1.320e-02,\n",
       "                     1.792e-02, 4.168e-03, 1.879e+01, 1.704e+01, 1.250e+02, 1.102e+03,\n",
       "                     1.531e-01, 3.583e-01, 5.830e-01, 1.827e-01, 3.216e-01, 1.010e-01]), array([2.722e+01, 2.187e+01, 1.821e+02, 2.250e+03, 1.094e-01, 1.914e-01,\n",
       "                     2.871e-01, 1.878e-01, 1.800e-01, 5.770e-02, 8.361e-01, 1.481e+00,\n",
       "                     5.820e+00, 1.287e+02, 4.631e-03, 2.537e-02, 3.109e-02, 1.241e-02,\n",
       "                     1.575e-02, 2.747e-03, 3.312e+01, 3.285e+01, 2.208e+02, 3.216e+03,\n",
       "                     1.472e-01, 4.034e-01, 5.340e-01, 2.688e-01, 2.856e-01, 8.082e-02]), array([1.918e+01, 2.249e+01, 1.275e+02, 1.148e+03, 8.523e-02, 1.428e-01,\n",
       "                     1.114e-01, 6.772e-02, 1.767e-01, 5.529e-02, 4.357e-01, 1.073e+00,\n",
       "                     3.833e+00, 5.422e+01, 5.524e-03, 3.698e-02, 2.706e-02, 1.221e-02,\n",
       "                     1.415e-02, 3.397e-03, 2.336e+01, 3.206e+01, 1.664e+02, 1.688e+03,\n",
       "                     1.322e-01, 5.601e-01, 3.865e-01, 1.708e-01, 3.193e-01, 9.221e-02]), array([1.746e+01, 3.928e+01, 1.134e+02, 9.206e+02, 9.812e-02, 1.298e-01,\n",
       "                     1.417e-01, 8.811e-02, 1.809e-01, 5.966e-02, 5.366e-01, 8.561e-01,\n",
       "                     3.002e+00, 4.900e+01, 4.860e-03, 2.785e-02, 2.602e-02, 1.374e-02,\n",
       "                     1.226e-02, 2.759e-03, 2.251e+01, 4.487e+01, 1.412e+02, 1.408e+03,\n",
       "                     1.365e-01, 3.735e-01, 3.241e-01, 2.066e-01, 2.853e-01, 8.496e-02]), array([2.094e+01, 2.356e+01, 1.389e+02, 1.364e+03, 1.007e-01, 1.606e-01,\n",
       "                     2.712e-01, 1.310e-01, 2.205e-01, 5.898e-02, 1.004e+00, 8.208e-01,\n",
       "                     6.372e+00, 1.379e+02, 5.283e-03, 3.908e-02, 9.518e-02, 1.864e-02,\n",
       "                     2.401e-02, 5.002e-03, 2.558e+01, 2.700e+01, 1.653e+02, 2.010e+03,\n",
       "                     1.211e-01, 3.172e-01, 6.991e-01, 2.105e-01, 3.126e-01, 7.849e-02]), array([1.719e+01, 2.207e+01, 1.116e+02, 9.283e+02, 9.726e-02, 8.995e-02,\n",
       "                     9.061e-02, 6.527e-02, 1.867e-01, 5.580e-02, 4.203e-01, 7.383e-01,\n",
       "                     2.819e+00, 4.542e+01, 4.493e-03, 1.206e-02, 2.048e-02, 9.875e-03,\n",
       "                     1.144e-02, 1.575e-03, 2.158e+01, 2.933e+01, 1.405e+02, 1.436e+03,\n",
       "                     1.558e-01, 2.567e-01, 3.889e-01, 1.984e-01, 3.216e-01, 7.570e-02]), array([1.916e+01, 2.660e+01, 1.262e+02, 1.138e+03, 1.020e-01, 1.453e-01,\n",
       "                     1.921e-01, 9.664e-02, 1.902e-01, 6.220e-02, 6.361e-01, 1.001e+00,\n",
       "                     4.321e+00, 6.965e+01, 7.392e-03, 2.449e-02, 3.988e-02, 1.293e-02,\n",
       "                     1.435e-02, 3.446e-03, 2.372e+01, 3.590e+01, 1.598e+02, 1.724e+03,\n",
       "                     1.782e-01, 3.841e-01, 5.754e-01, 1.872e-01, 3.258e-01, 9.720e-02]), array([2.034e+01, 2.151e+01, 1.359e+02, 1.264e+03, 1.170e-01, 1.875e-01,\n",
       "                     2.565e-01, 1.504e-01, 2.569e-01, 6.670e-02, 5.702e-01, 1.023e+00,\n",
       "                     4.012e+00, 6.906e+01, 5.485e-03, 2.431e-02, 3.190e-02, 1.369e-02,\n",
       "                     2.768e-02, 3.345e-03, 2.530e+01, 3.186e+01, 1.711e+02, 1.938e+03,\n",
       "                     1.592e-01, 4.492e-01, 5.344e-01, 2.685e-01, 5.558e-01, 1.024e-01]), array([1.706e+01, 2.100e+01, 1.118e+02, 9.186e+02, 1.119e-01, 1.056e-01,\n",
       "                     1.508e-01, 9.934e-02, 1.727e-01, 6.071e-02, 8.161e-01, 2.129e+00,\n",
       "                     6.076e+00, 8.717e+01, 6.455e-03, 1.797e-02, 4.502e-02, 1.744e-02,\n",
       "                     1.829e-02, 3.733e-03, 2.099e+01, 3.315e+01, 1.432e+02, 1.362e+03,\n",
       "                     1.449e-01, 2.053e-01, 3.920e-01, 1.827e-01, 2.623e-01, 7.599e-02]), array([2.201e+01, 2.190e+01, 1.472e+02, 1.482e+03, 1.063e-01, 1.954e-01,\n",
       "                     2.448e-01, 1.501e-01, 1.824e-01, 6.140e-02, 1.008e+00, 6.999e-01,\n",
       "                     7.561e+00, 1.302e+02, 3.978e-03, 2.821e-02, 3.576e-02, 1.471e-02,\n",
       "                     1.518e-02, 3.796e-03, 2.766e+01, 2.580e+01, 1.950e+02, 2.227e+03,\n",
       "                     1.294e-01, 3.885e-01, 4.756e-01, 2.432e-01, 2.741e-01, 8.574e-02]), array([2.064e+01, 1.735e+01, 1.348e+02, 1.335e+03, 9.446e-02, 1.076e-01,\n",
       "                     1.527e-01, 8.941e-02, 1.571e-01, 5.478e-02, 6.137e-01, 6.575e-01,\n",
       "                     4.119e+00, 7.702e+01, 6.211e-03, 1.895e-02, 2.681e-02, 1.232e-02,\n",
       "                     1.276e-02, 1.711e-03, 2.537e+01, 2.317e+01, 1.668e+02, 1.946e+03,\n",
       "                     1.562e-01, 3.055e-01, 4.159e-01, 2.112e-01, 2.689e-01, 7.055e-02]), array([2.161e+01, 2.228e+01, 1.444e+02, 1.407e+03, 1.167e-01, 2.087e-01,\n",
       "                     2.810e-01, 1.562e-01, 2.162e-01, 6.606e-02, 6.242e-01, 9.209e-01,\n",
       "                     4.158e+00, 8.099e+01, 5.215e-03, 3.726e-02, 4.718e-02, 1.288e-02,\n",
       "                     2.045e-02, 4.028e-03, 2.623e+01, 2.874e+01, 1.720e+02, 2.081e+03,\n",
       "                     1.502e-01, 5.717e-01, 7.053e-01, 2.422e-01, 3.828e-01, 1.007e-01]), array([1.882e+01, 2.197e+01, 1.237e+02, 1.110e+03, 1.018e-01, 1.389e-01,\n",
       "                     1.594e-01, 8.744e-02, 1.943e-01, 6.132e-02, 8.191e-01, 1.931e+00,\n",
       "                     4.493e+00, 1.039e+02, 8.074e-03, 4.088e-02, 5.321e-02, 1.834e-02,\n",
       "                     2.383e-02, 4.515e-03, 2.266e+01, 3.093e+01, 1.453e+02, 1.603e+03,\n",
       "                     1.390e-01, 3.463e-01, 3.912e-01, 1.708e-01, 3.007e-01, 8.314e-02]), array([1.775e+01, 2.803e+01, 1.173e+02, 9.816e+02, 9.997e-02, 1.314e-01,\n",
       "                     1.698e-01, 8.293e-02, 1.713e-01, 5.916e-02, 3.897e-01, 1.077e+00,\n",
       "                     2.873e+00, 4.395e+01, 4.714e-03, 2.015e-02, 3.697e-02, 1.110e-02,\n",
       "                     1.237e-02, 2.556e-03, 2.153e+01, 3.854e+01, 1.454e+02, 1.437e+03,\n",
       "                     1.401e-01, 3.762e-01, 6.399e-01, 1.970e-01, 2.972e-01, 9.075e-02]), array([2.110e+01, 2.052e+01, 1.381e+02, 1.384e+03, 9.684e-02, 1.175e-01,\n",
       "                     1.572e-01, 1.155e-01, 1.554e-01, 5.661e-02, 6.643e-01, 1.361e+00,\n",
       "                     4.542e+00, 8.189e+01, 5.467e-03, 2.075e-02, 3.185e-02, 1.466e-02,\n",
       "                     1.029e-02, 2.205e-03, 2.568e+01, 3.207e+01, 1.682e+02, 2.022e+03,\n",
       "                     1.368e-01, 3.101e-01, 4.399e-01, 2.280e-01, 2.268e-01, 7.425e-02]), array([1.760e+01, 2.333e+01, 1.190e+02, 9.805e+02, 9.289e-02, 2.004e-01,\n",
       "                     2.136e-01, 1.002e-01, 1.696e-01, 7.369e-02, 9.289e-01, 1.465e+00,\n",
       "                     5.801e+00, 1.049e+02, 6.766e-03, 7.025e-02, 6.591e-02, 2.311e-02,\n",
       "                     1.673e-02, 1.130e-02, 2.157e+01, 2.887e+01, 1.436e+02, 1.437e+03,\n",
       "                     1.207e-01, 4.785e-01, 5.165e-01, 1.996e-01, 2.301e-01, 1.224e-01]), array([1.944e+01, 1.882e+01, 1.281e+02, 1.167e+03, 1.089e-01, 1.448e-01,\n",
       "                     2.256e-01, 1.194e-01, 1.823e-01, 6.115e-02, 5.659e-01, 1.408e+00,\n",
       "                     3.631e+00, 6.774e+01, 5.288e-03, 2.833e-02, 4.256e-02, 1.176e-02,\n",
       "                     1.717e-02, 3.211e-03, 2.396e+01, 3.039e+01, 1.539e+02, 1.740e+03,\n",
       "                     1.514e-01, 3.725e-01, 5.936e-01, 2.060e-01, 3.266e-01, 9.009e-02]), array([1.849e+01, 1.752e+01, 1.213e+02, 1.068e+03, 1.012e-01, 1.317e-01,\n",
       "                     1.491e-01, 9.183e-02, 1.832e-01, 6.697e-02, 7.923e-01, 1.045e+00,\n",
       "                     4.851e+00, 9.577e+01, 7.974e-03, 3.214e-02, 4.435e-02, 1.573e-02,\n",
       "                     1.617e-02, 5.255e-03, 2.275e+01, 2.288e+01, 1.464e+02, 1.600e+03,\n",
       "                     1.412e-01, 3.089e-01, 3.533e-01, 1.663e-01, 2.510e-01, 9.445e-02]), array([2.463e+01, 2.160e+01, 1.655e+02, 1.841e+03, 1.030e-01, 2.106e-01,\n",
       "                     2.310e-01, 1.471e-01, 1.991e-01, 6.739e-02, 9.915e-01, 9.004e-01,\n",
       "                     7.050e+00, 1.399e+02, 4.989e-03, 3.212e-02, 3.571e-02, 1.597e-02,\n",
       "                     1.879e-02, 4.760e-03, 2.992e+01, 2.693e+01, 2.057e+02, 2.642e+03,\n",
       "                     1.342e-01, 4.188e-01, 4.658e-01, 2.475e-01, 3.157e-01, 9.671e-02])],\n",
       "             (1,\n",
       "              2): [array([1.969e+01, 2.125e+01, 1.300e+02, 1.203e+03, 1.096e-01, 1.599e-01,\n",
       "                     1.974e-01, 1.279e-01, 2.069e-01, 5.999e-02, 7.456e-01, 7.869e-01,\n",
       "                     4.585e+00, 9.403e+01, 6.150e-03, 4.006e-02, 3.832e-02, 2.058e-02,\n",
       "                     2.250e-02, 4.571e-03, 2.357e+01, 2.553e+01, 1.525e+02, 1.709e+03,\n",
       "                     1.444e-01, 4.245e-01, 4.504e-01, 2.430e-01, 3.613e-01, 8.758e-02]), array([1.602e+01, 2.324e+01, 1.027e+02, 7.978e+02, 8.206e-02, 6.669e-02,\n",
       "                     3.299e-02, 3.323e-02, 1.528e-01, 5.697e-02, 3.795e-01, 1.187e+00,\n",
       "                     2.466e+00, 4.051e+01, 4.029e-03, 9.269e-03, 1.101e-02, 7.591e-03,\n",
       "                     1.460e-02, 3.042e-03, 1.919e+01, 3.388e+01, 1.238e+02, 1.150e+03,\n",
       "                     1.181e-01, 1.551e-01, 1.459e-01, 9.975e-02, 2.948e-01, 8.452e-02]), array([1.674e+01, 2.159e+01, 1.101e+02, 8.695e+02, 9.610e-02, 1.336e-01,\n",
       "                     1.348e-01, 6.018e-02, 1.896e-01, 5.656e-02, 4.615e-01, 9.197e-01,\n",
       "                     3.008e+00, 4.519e+01, 5.776e-03, 2.499e-02, 3.695e-02, 1.195e-02,\n",
       "                     2.789e-02, 2.665e-03, 2.001e+01, 2.902e+01, 1.335e+02, 1.229e+03,\n",
       "                     1.563e-01, 3.835e-01, 5.409e-01, 1.813e-01, 4.863e-01, 8.633e-02]), array([1.510e+01, 2.202e+01, 9.726e+01, 7.128e+02, 9.056e-02, 7.081e-02,\n",
       "                     5.253e-02, 3.334e-02, 1.616e-01, 5.684e-02, 3.105e-01, 8.339e-01,\n",
       "                     2.097e+00, 2.991e+01, 4.675e-03, 1.030e-02, 1.603e-02, 9.222e-03,\n",
       "                     1.095e-02, 1.629e-03, 1.810e+01, 3.169e+01, 1.177e+02, 1.030e+03,\n",
       "                     1.389e-01, 2.057e-01, 2.712e-01, 1.530e-01, 2.675e-01, 7.873e-02]), array([2.522e+01, 2.491e+01, 1.715e+02, 1.878e+03, 1.063e-01, 2.665e-01,\n",
       "                     3.339e-01, 1.845e-01, 1.829e-01, 6.782e-02, 8.973e-01, 1.474e+00,\n",
       "                     7.382e+00, 1.200e+02, 8.166e-03, 5.693e-02, 5.730e-02, 2.030e-02,\n",
       "                     1.065e-02, 5.893e-03, 3.000e+01, 3.362e+01, 2.117e+02, 2.562e+03,\n",
       "                     1.573e-01, 6.076e-01, 6.476e-01, 2.867e-01, 2.355e-01, 1.051e-01]), array([1.506e+01, 1.983e+01, 1.003e+02, 7.056e+02, 1.039e-01, 1.553e-01,\n",
       "                     1.700e-01, 8.815e-02, 1.855e-01, 6.284e-02, 4.768e-01, 9.644e-01,\n",
       "                     3.706e+00, 4.714e+01, 9.250e-03, 3.715e-02, 4.867e-02, 1.851e-02,\n",
       "                     1.498e-02, 3.520e-03, 1.823e+01, 2.423e+01, 1.235e+02, 1.025e+03,\n",
       "                     1.551e-01, 4.203e-01, 5.203e-01, 2.115e-01, 2.834e-01, 8.234e-02]), array([2.026e+01, 2.303e+01, 1.324e+02, 1.264e+03, 9.078e-02, 1.313e-01,\n",
       "                     1.465e-01, 8.683e-02, 2.095e-01, 5.649e-02, 7.576e-01, 1.509e+00,\n",
       "                     4.554e+00, 8.787e+01, 6.016e-03, 3.482e-02, 4.232e-02, 1.269e-02,\n",
       "                     2.657e-02, 4.411e-03, 2.422e+01, 3.159e+01, 1.561e+02, 1.750e+03,\n",
       "                     1.190e-01, 3.539e-01, 4.098e-01, 1.573e-01, 3.689e-01, 8.368e-02]), array([1.866e+01, 1.712e+01, 1.214e+02, 1.077e+03, 1.054e-01, 1.100e-01,\n",
       "                     1.457e-01, 8.665e-02, 1.966e-01, 6.213e-02, 7.128e-01, 1.581e+00,\n",
       "                     4.895e+00, 9.047e+01, 8.102e-03, 2.101e-02, 3.342e-02, 1.601e-02,\n",
       "                     2.045e-02, 4.570e-03, 2.225e+01, 2.490e+01, 1.454e+02, 1.549e+03,\n",
       "                     1.503e-01, 2.291e-01, 3.272e-01, 1.674e-01, 2.894e-01, 8.456e-02]), array([1.900e+01, 1.891e+01, 1.234e+02, 1.138e+03, 8.217e-02, 8.028e-02,\n",
       "                     9.271e-02, 5.627e-02, 1.946e-01, 5.044e-02, 6.896e-01, 1.342e+00,\n",
       "                     5.216e+00, 8.123e+01, 4.428e-03, 2.731e-02, 4.040e-02, 1.361e-02,\n",
       "                     2.030e-02, 2.686e-03, 2.232e+01, 2.573e+01, 1.482e+02, 1.538e+03,\n",
       "                     1.021e-01, 2.264e-01, 3.207e-01, 1.218e-01, 2.841e-01, 6.541e-02]), array([1.979e+01, 2.512e+01, 1.304e+02, 1.192e+03, 1.015e-01, 1.589e-01,\n",
       "                     2.545e-01, 1.149e-01, 2.202e-01, 6.113e-02, 4.953e-01, 1.199e+00,\n",
       "                     2.765e+00, 6.333e+01, 5.033e-03, 3.179e-02, 4.755e-02, 1.043e-02,\n",
       "                     1.578e-02, 3.224e-03, 2.263e+01, 3.358e+01, 1.487e+02, 1.589e+03,\n",
       "                     1.275e-01, 3.861e-01, 5.673e-01, 1.732e-01, 3.305e-01, 8.465e-02]), array([1.616e+01, 2.154e+01, 1.062e+02, 8.098e+02, 1.008e-01, 1.284e-01,\n",
       "                     1.043e-01, 5.613e-02, 2.160e-01, 5.891e-02, 4.332e-01, 1.265e+00,\n",
       "                     2.844e+00, 4.368e+01, 4.877e-03, 1.952e-02, 2.219e-02, 9.231e-03,\n",
       "                     1.535e-02, 2.373e-03, 1.947e+01, 3.168e+01, 1.297e+02, 1.175e+03,\n",
       "                     1.395e-01, 3.055e-01, 2.992e-01, 1.312e-01, 3.480e-01, 7.619e-02]), array([1.768e+01, 2.074e+01, 1.174e+02, 9.637e+02, 1.115e-01, 1.665e-01,\n",
       "                     1.855e-01, 1.054e-01, 1.971e-01, 6.166e-02, 8.113e-01, 1.400e+00,\n",
       "                     5.540e+00, 9.391e+01, 9.037e-03, 4.954e-02, 5.206e-02, 1.841e-02,\n",
       "                     1.778e-02, 4.968e-03, 2.047e+01, 2.511e+01, 1.329e+02, 1.302e+03,\n",
       "                     1.418e-01, 3.498e-01, 3.583e-01, 1.515e-01, 2.463e-01, 7.738e-02]), array([2.327e+01, 2.204e+01, 1.521e+02, 1.686e+03, 8.439e-02, 1.145e-01,\n",
       "                     1.324e-01, 9.702e-02, 1.801e-01, 5.553e-02, 6.642e-01, 8.561e-01,\n",
       "                     4.603e+00, 9.785e+01, 4.910e-03, 2.544e-02, 2.822e-02, 1.623e-02,\n",
       "                     1.956e-02, 3.740e-03, 2.801e+01, 2.822e+01, 1.842e+02, 2.403e+03,\n",
       "                     1.228e-01, 3.583e-01, 3.948e-01, 2.346e-01, 3.589e-01, 9.187e-02]), array([1.678e+01, 1.880e+01, 1.093e+02, 8.863e+02, 8.865e-02, 9.182e-02,\n",
       "                     8.422e-02, 6.576e-02, 1.893e-01, 5.534e-02, 5.990e-01, 1.391e+00,\n",
       "                     4.129e+00, 6.734e+01, 6.123e-03, 2.470e-02, 2.626e-02, 1.604e-02,\n",
       "                     2.091e-02, 3.493e-03, 2.005e+01, 2.630e+01, 1.307e+02, 1.260e+03,\n",
       "                     1.168e-01, 2.119e-01, 2.318e-01, 1.474e-01, 2.810e-01, 7.228e-02]), array([1.831e+01, 1.858e+01, 1.186e+02, 1.041e+03, 8.588e-02, 8.468e-02,\n",
       "                     8.169e-02, 5.814e-02, 1.621e-01, 5.425e-02, 2.577e-01, 4.757e-01,\n",
       "                     1.817e+00, 2.892e+01, 2.866e-03, 9.181e-03, 1.412e-02, 6.719e-03,\n",
       "                     1.069e-02, 1.087e-03, 2.131e+01, 2.636e+01, 1.392e+02, 1.410e+03,\n",
       "                     1.234e-01, 2.445e-01, 3.538e-01, 1.571e-01, 3.206e-01, 6.938e-02]), array([1.575e+01, 2.025e+01, 1.026e+02, 7.613e+02, 1.025e-01, 1.204e-01,\n",
       "                     1.147e-01, 6.462e-02, 1.935e-01, 6.303e-02, 3.473e-01, 9.209e-01,\n",
       "                     2.244e+00, 3.219e+01, 4.766e-03, 2.374e-02, 2.384e-02, 8.637e-03,\n",
       "                     1.772e-02, 3.131e-03, 1.956e+01, 3.029e+01, 1.259e+02, 1.088e+03,\n",
       "                     1.552e-01, 4.480e-01, 3.976e-01, 1.479e-01, 3.993e-01, 1.064e-01]), array([2.051e+01, 2.781e+01, 1.344e+02, 1.319e+03, 9.159e-02, 1.074e-01,\n",
       "                     1.554e-01, 8.340e-02, 1.448e-01, 5.592e-02, 5.240e-01, 1.189e+00,\n",
       "                     3.767e+00, 7.001e+01, 5.020e-03, 2.062e-02, 3.457e-02, 1.091e-02,\n",
       "                     1.298e-02, 2.887e-03, 2.447e+01, 3.738e+01, 1.627e+02, 1.872e+03,\n",
       "                     1.223e-01, 2.761e-01, 4.146e-01, 1.563e-01, 2.437e-01, 8.328e-02]), array([2.048e+01, 2.146e+01, 1.325e+02, 1.306e+03, 8.355e-02, 8.348e-02,\n",
       "                     9.042e-02, 6.022e-02, 1.467e-01, 5.177e-02, 6.874e-01, 1.041e+00,\n",
       "                     5.144e+00, 8.350e+01, 7.959e-03, 3.133e-02, 4.257e-02, 1.671e-02,\n",
       "                     1.341e-02, 3.933e-03, 2.422e+01, 2.617e+01, 1.617e+02, 1.750e+03,\n",
       "                     1.228e-01, 2.311e-01, 3.158e-01, 1.445e-01, 2.238e-01, 7.127e-02]), array([2.031e+01, 2.706e+01, 1.329e+02, 1.288e+03, 1.000e-01, 1.088e-01,\n",
       "                     1.519e-01, 9.333e-02, 1.814e-01, 5.572e-02, 3.977e-01, 1.033e+00,\n",
       "                     2.587e+00, 5.234e+01, 5.043e-03, 1.578e-02, 2.117e-02, 8.185e-03,\n",
       "                     1.282e-02, 1.892e-03, 2.433e+01, 3.916e+01, 1.623e+02, 1.844e+03,\n",
       "                     1.522e-01, 2.945e-01, 3.788e-01, 1.697e-01, 3.151e-01, 7.999e-02]), array([1.729e+01, 2.213e+01, 1.144e+02, 9.478e+02, 8.999e-02, 1.273e-01,\n",
       "                     9.697e-02, 7.507e-02, 2.108e-01, 5.464e-02, 8.348e-01, 1.633e+00,\n",
       "                     6.146e+00, 9.094e+01, 6.717e-03, 5.981e-02, 4.638e-02, 2.149e-02,\n",
       "                     2.747e-02, 5.838e-03, 2.039e+01, 2.724e+01, 1.379e+02, 1.295e+03,\n",
       "                     1.134e-01, 2.867e-01, 2.298e-01, 1.528e-01, 3.067e-01, 7.484e-02]), array([1.940e+01, 1.818e+01, 1.272e+02, 1.145e+03, 1.037e-01, 1.442e-01,\n",
       "                     1.626e-01, 9.464e-02, 1.893e-01, 5.892e-02, 4.709e-01, 9.951e-01,\n",
       "                     2.903e+00, 5.316e+01, 5.654e-03, 2.199e-02, 3.059e-02, 1.499e-02,\n",
       "                     1.623e-02, 1.965e-03, 2.379e+01, 2.865e+01, 1.524e+02, 1.628e+03,\n",
       "                     1.518e-01, 3.749e-01, 4.316e-01, 2.252e-01, 3.590e-01, 7.787e-02]), array([2.009e+01, 2.386e+01, 1.347e+02, 1.247e+03, 1.080e-01, 1.838e-01,\n",
       "                     2.283e-01, 1.280e-01, 2.249e-01, 7.469e-02, 1.072e+00, 1.743e+00,\n",
       "                     7.804e+00, 1.308e+02, 7.964e-03, 4.732e-02, 7.649e-02, 1.936e-02,\n",
       "                     2.736e-02, 5.928e-03, 2.368e+01, 2.943e+01, 1.588e+02, 1.696e+03,\n",
       "                     1.347e-01, 3.391e-01, 4.932e-01, 1.923e-01, 3.294e-01, 9.469e-02]), array([1.822e+01, 1.887e+01, 1.187e+02, 1.027e+03, 9.746e-02, 1.117e-01,\n",
       "                     1.130e-01, 7.950e-02, 1.807e-01, 5.664e-02, 4.041e-01, 5.503e-01,\n",
       "                     2.547e+00, 4.890e+01, 4.821e-03, 1.659e-02, 2.408e-02, 1.143e-02,\n",
       "                     1.275e-02, 2.451e-03, 2.184e+01, 2.500e+01, 1.409e+02, 1.485e+03,\n",
       "                     1.434e-01, 2.763e-01, 3.853e-01, 1.776e-01, 2.812e-01, 8.198e-02]), array([1.627e+01, 2.071e+01, 1.069e+02, 8.137e+02, 1.169e-01, 1.319e-01,\n",
       "                     1.478e-01, 8.488e-02, 1.948e-01, 6.277e-02, 4.375e-01, 1.232e+00,\n",
       "                     3.270e+00, 4.441e+01, 6.697e-03, 2.083e-02, 3.248e-02, 1.392e-02,\n",
       "                     1.536e-02, 2.789e-03, 1.928e+01, 3.038e+01, 1.298e+02, 1.121e+03,\n",
       "                     1.590e-01, 2.947e-01, 3.597e-01, 1.583e-01, 3.103e-01, 8.200e-02]), array([2.044e+01, 2.178e+01, 1.338e+02, 1.293e+03, 9.150e-02, 1.131e-01,\n",
       "                     9.799e-02, 7.785e-02, 1.618e-01, 5.557e-02, 5.781e-01, 9.168e-01,\n",
       "                     4.218e+00, 7.244e+01, 6.208e-03, 1.906e-02, 2.375e-02, 1.461e-02,\n",
       "                     1.445e-02, 1.906e-03, 2.431e+01, 2.637e+01, 1.612e+02, 1.780e+03,\n",
       "                     1.327e-01, 2.376e-01, 2.702e-01, 1.765e-01, 2.609e-01, 6.735e-02]), array([2.020e+01, 2.683e+01, 1.337e+02, 1.234e+03, 9.905e-02, 1.669e-01,\n",
       "                     1.641e-01, 1.265e-01, 1.875e-01, 6.020e-02, 9.761e-01, 1.892e+00,\n",
       "                     7.128e+00, 1.036e+02, 8.439e-03, 4.674e-02, 5.904e-02, 2.536e-02,\n",
       "                     3.710e-02, 4.286e-03, 2.419e+01, 3.381e+01, 1.600e+02, 1.671e+03,\n",
       "                     1.278e-01, 3.416e-01, 3.703e-01, 2.152e-01, 3.271e-01, 7.632e-02]), array([1.635e+01, 2.329e+01, 1.090e+02, 8.404e+02, 9.742e-02, 1.497e-01,\n",
       "                     1.811e-01, 8.773e-02, 2.175e-01, 6.218e-02, 4.312e-01, 1.022e+00,\n",
       "                     2.972e+00, 4.550e+01, 5.635e-03, 3.917e-02, 6.072e-02, 1.656e-02,\n",
       "                     3.197e-02, 4.085e-03, 1.938e+01, 3.103e+01, 1.293e+02, 1.165e+03,\n",
       "                     1.415e-01, 4.665e-01, 7.087e-01, 2.248e-01, 4.824e-01, 9.614e-02]), array([1.799e+01, 2.066e+01, 1.178e+02, 9.917e+02, 1.036e-01, 1.304e-01,\n",
       "                     1.201e-01, 8.824e-02, 1.992e-01, 6.069e-02, 4.537e-01, 8.733e-01,\n",
       "                     3.061e+00, 4.981e+01, 7.231e-03, 2.772e-02, 2.509e-02, 1.480e-02,\n",
       "                     1.414e-02, 3.336e-03, 2.108e+01, 2.541e+01, 1.381e+02, 1.349e+03,\n",
       "                     1.482e-01, 3.735e-01, 3.301e-01, 1.974e-01, 3.060e-01, 8.503e-02]), array([1.727e+01, 2.542e+01, 1.124e+02, 9.288e+02, 8.331e-02, 1.109e-01,\n",
       "                     1.204e-01, 5.736e-02, 1.467e-01, 5.407e-02, 5.100e-01, 1.679e+00,\n",
       "                     3.283e+00, 5.838e+01, 8.109e-03, 4.308e-02, 4.942e-02, 1.742e-02,\n",
       "                     1.594e-02, 3.739e-03, 2.038e+01, 3.546e+01, 1.328e+02, 1.284e+03,\n",
       "                     1.436e-01, 4.122e-01, 5.036e-01, 1.739e-01, 2.500e-01, 7.944e-02]), array([1.801e+01, 2.056e+01, 1.184e+02, 1.007e+03, 1.001e-01, 1.289e-01,\n",
       "                     1.170e-01, 7.762e-02, 2.116e-01, 6.077e-02, 7.548e-01, 1.288e+00,\n",
       "                     5.353e+00, 8.974e+01, 7.997e-03, 2.700e-02, 3.737e-02, 1.648e-02,\n",
       "                     2.897e-02, 3.996e-03, 2.153e+01, 2.606e+01, 1.434e+02, 1.426e+03,\n",
       "                     1.309e-01, 2.327e-01, 2.544e-01, 1.489e-01, 3.251e-01, 7.625e-02]), array([2.059e+01, 2.124e+01, 1.378e+02, 1.320e+03, 1.085e-01, 1.644e-01,\n",
       "                     2.188e-01, 1.121e-01, 1.848e-01, 6.222e-02, 5.904e-01, 1.216e+00,\n",
       "                     4.206e+00, 7.509e+01, 6.666e-03, 2.791e-02, 4.062e-02, 1.479e-02,\n",
       "                     1.117e-02, 3.727e-03, 2.386e+01, 3.076e+01, 1.632e+02, 1.760e+03,\n",
       "                     1.464e-01, 3.597e-01, 5.179e-01, 2.113e-01, 2.480e-01, 8.999e-02]), array([1.831e+01, 2.058e+01, 1.208e+02, 1.052e+03, 1.068e-01, 1.248e-01,\n",
       "                     1.569e-01, 9.451e-02, 1.860e-01, 5.941e-02, 5.449e-01, 9.225e-01,\n",
       "                     3.218e+00, 6.736e+01, 6.176e-03, 1.877e-02, 2.913e-02, 1.046e-02,\n",
       "                     1.559e-02, 2.725e-03, 2.186e+01, 2.620e+01, 1.422e+02, 1.493e+03,\n",
       "                     1.492e-01, 2.536e-01, 3.759e-01, 1.510e-01, 3.074e-01, 7.863e-02]), array([1.989e+01, 2.026e+01, 1.305e+02, 1.214e+03, 1.037e-01, 1.310e-01,\n",
       "                     1.411e-01, 9.431e-02, 1.802e-01, 6.188e-02, 5.079e-01, 8.737e-01,\n",
       "                     3.654e+00, 5.970e+01, 5.089e-03, 2.303e-02, 3.052e-02, 1.178e-02,\n",
       "                     1.057e-02, 3.391e-03, 2.373e+01, 2.523e+01, 1.605e+02, 1.646e+03,\n",
       "                     1.417e-01, 3.309e-01, 4.185e-01, 1.613e-01, 2.549e-01, 9.136e-02]), array([2.055e+01, 2.086e+01, 1.378e+02, 1.308e+03, 1.046e-01, 1.739e-01,\n",
       "                     2.085e-01, 1.322e-01, 2.127e-01, 6.251e-02, 6.986e-01, 9.901e-01,\n",
       "                     4.706e+00, 8.778e+01, 4.578e-03, 2.616e-02, 4.005e-02, 1.421e-02,\n",
       "                     1.948e-02, 2.689e-03, 2.430e+01, 2.548e+01, 1.602e+02, 1.809e+03,\n",
       "                     1.268e-01, 3.135e-01, 4.433e-01, 2.148e-01, 3.077e-01, 7.569e-02]), array([2.092e+01, 2.509e+01, 1.430e+02, 1.347e+03, 1.099e-01, 2.236e-01,\n",
       "                     3.174e-01, 1.474e-01, 2.149e-01, 6.879e-02, 9.622e-01, 1.026e+00,\n",
       "                     8.758e+00, 1.188e+02, 6.399e-03, 4.310e-02, 7.845e-02, 2.624e-02,\n",
       "                     2.057e-02, 6.213e-03, 2.429e+01, 2.941e+01, 1.791e+02, 1.819e+03,\n",
       "                     1.407e-01, 4.186e-01, 6.599e-01, 2.542e-01, 2.929e-01, 9.873e-02]), array([2.156e+01, 2.239e+01, 1.420e+02, 1.479e+03, 1.110e-01, 1.159e-01,\n",
       "                     2.439e-01, 1.389e-01, 1.726e-01, 5.623e-02, 1.176e+00, 1.256e+00,\n",
       "                     7.673e+00, 1.587e+02, 1.030e-02, 2.891e-02, 5.198e-02, 2.454e-02,\n",
       "                     1.114e-02, 4.239e-03, 2.545e+01, 2.640e+01, 1.661e+02, 2.027e+03,\n",
       "                     1.410e-01, 2.113e-01, 4.107e-01, 2.216e-01, 2.060e-01, 7.115e-02]), array([2.013e+01, 2.825e+01, 1.312e+02, 1.261e+03, 9.780e-02, 1.034e-01,\n",
       "                     1.440e-01, 9.791e-02, 1.752e-01, 5.533e-02, 7.655e-01, 2.463e+00,\n",
       "                     5.203e+00, 9.904e+01, 5.769e-03, 2.423e-02, 3.950e-02, 1.678e-02,\n",
       "                     1.898e-02, 2.498e-03, 2.369e+01, 3.825e+01, 1.550e+02, 1.731e+03,\n",
       "                     1.166e-01, 1.922e-01, 3.215e-01, 1.628e-01, 2.572e-01, 6.637e-02]), array([2.060e+01, 2.933e+01, 1.401e+02, 1.265e+03, 1.178e-01, 2.770e-01,\n",
       "                     3.514e-01, 1.520e-01, 2.397e-01, 7.016e-02, 7.260e-01, 1.595e+00,\n",
       "                     5.772e+00, 8.622e+01, 6.522e-03, 6.158e-02, 7.117e-02, 1.664e-02,\n",
       "                     2.324e-02, 6.185e-03, 2.574e+01, 3.942e+01, 1.846e+02, 1.821e+03,\n",
       "                     1.650e-01, 8.681e-01, 9.387e-01, 2.650e-01, 4.087e-01, 1.240e-01])],\n",
       "             (8,\n",
       "              0): [array([1.142e+01, 2.038e+01, 7.758e+01, 3.861e+02, 1.425e-01, 2.839e-01,\n",
       "                     2.414e-01, 1.052e-01, 2.597e-01, 9.744e-02, 4.956e-01, 1.156e+00,\n",
       "                     3.445e+00, 2.723e+01, 9.110e-03, 7.458e-02, 5.661e-02, 1.867e-02,\n",
       "                     5.963e-02, 9.208e-03, 1.491e+01, 2.650e+01, 9.887e+01, 5.677e+02,\n",
       "                     2.098e-01, 8.663e-01, 6.869e-01, 2.575e-01, 6.638e-01, 1.730e-01]), array([1.082e+01, 2.421e+01, 6.889e+01, 3.616e+02, 8.192e-02, 6.602e-02,\n",
       "                     1.548e-02, 8.160e-03, 1.976e-01, 6.328e-02, 5.196e-01, 1.918e+00,\n",
       "                     3.564e+00, 3.300e+01, 8.263e-03, 1.870e-02, 1.277e-02, 5.917e-03,\n",
       "                     2.466e-02, 2.977e-03, 1.303e+01, 3.145e+01, 8.390e+01, 5.056e+02,\n",
       "                     1.204e-01, 1.633e-01, 6.194e-02, 3.264e-02, 3.059e-01, 7.626e-02])],\n",
       "             (0,\n",
       "              9): [array([2.029e+01, 1.434e+01, 1.351e+02, 1.297e+03, 1.003e-01, 1.328e-01,\n",
       "                     1.980e-01, 1.043e-01, 1.809e-01, 5.883e-02, 7.572e-01, 7.813e-01,\n",
       "                     5.438e+00, 9.444e+01, 1.149e-02, 2.461e-02, 5.688e-02, 1.885e-02,\n",
       "                     1.756e-02, 5.115e-03, 2.254e+01, 1.667e+01, 1.522e+02, 1.575e+03,\n",
       "                     1.374e-01, 2.050e-01, 4.000e-01, 1.625e-01, 2.364e-01, 7.678e-02]), array([2.058e+01, 2.214e+01, 1.347e+02, 1.290e+03, 9.090e-02, 1.348e-01,\n",
       "                     1.640e-01, 9.561e-02, 1.765e-01, 5.024e-02, 8.601e-01, 1.480e+00,\n",
       "                     7.029e+00, 1.117e+02, 8.124e-03, 3.611e-02, 5.489e-02, 2.765e-02,\n",
       "                     3.176e-02, 2.365e-03, 2.324e+01, 2.784e+01, 1.583e+02, 1.656e+03,\n",
       "                     1.178e-01, 2.920e-01, 3.861e-01, 1.920e-01, 2.909e-01, 5.865e-02]), array([2.047e+01, 2.067e+01, 1.347e+02, 1.299e+03, 9.156e-02, 1.313e-01,\n",
       "                     1.523e-01, 1.015e-01, 2.166e-01, 5.419e-02, 8.336e-01, 1.736e+00,\n",
       "                     5.168e+00, 1.004e+02, 4.938e-03, 3.089e-02, 4.093e-02, 1.699e-02,\n",
       "                     2.816e-02, 2.719e-03, 2.323e+01, 2.715e+01, 1.520e+02, 1.645e+03,\n",
       "                     1.097e-01, 2.534e-01, 3.092e-01, 1.613e-01, 3.220e-01, 6.386e-02])],\n",
       "             (6,\n",
       "              0): [array([1.245e+01, 1.570e+01, 8.257e+01, 4.771e+02, 1.278e-01, 1.700e-01,\n",
       "                     1.578e-01, 8.089e-02, 2.087e-01, 7.613e-02, 3.345e-01, 8.902e-01,\n",
       "                     2.217e+00, 2.719e+01, 7.510e-03, 3.345e-02, 3.672e-02, 1.137e-02,\n",
       "                     2.165e-02, 5.082e-03, 1.547e+01, 2.375e+01, 1.034e+02, 7.416e+02,\n",
       "                     1.791e-01, 5.249e-01, 5.355e-01, 1.741e-01, 3.985e-01, 1.244e-01]), array([1.246e+01, 2.404e+01, 8.397e+01, 4.759e+02, 1.186e-01, 2.396e-01,\n",
       "                     2.273e-01, 8.543e-02, 2.030e-01, 8.243e-02, 2.976e-01, 1.599e+00,\n",
       "                     2.039e+00, 2.394e+01, 7.149e-03, 7.217e-02, 7.743e-02, 1.432e-02,\n",
       "                     1.789e-02, 1.008e-02, 1.509e+01, 4.068e+01, 9.765e+01, 7.114e+02,\n",
       "                     1.853e-01, 1.058e+00, 1.105e+00, 2.210e-01, 4.366e-01, 2.075e-01]), array([1.234e+01, 2.686e+01, 8.115e+01, 4.774e+02, 1.034e-01, 1.353e-01,\n",
       "                     1.085e-01, 4.562e-02, 1.943e-01, 6.937e-02, 4.053e-01, 1.809e+00,\n",
       "                     2.642e+00, 3.444e+01, 9.098e-03, 3.845e-02, 3.763e-02, 1.321e-02,\n",
       "                     1.878e-02, 5.672e-03, 1.565e+01, 3.934e+01, 1.017e+02, 7.689e+02,\n",
       "                     1.785e-01, 4.706e-01, 4.425e-01, 1.459e-01, 3.215e-01, 1.205e-01])],\n",
       "             (5,\n",
       "              0): [array([1.371e+01, 2.083e+01, 9.020e+01, 5.779e+02, 1.189e-01, 1.645e-01,\n",
       "                     9.366e-02, 5.985e-02, 2.196e-01, 7.451e-02, 5.835e-01, 1.377e+00,\n",
       "                     3.856e+00, 5.096e+01, 8.805e-03, 3.029e-02, 2.488e-02, 1.448e-02,\n",
       "                     1.486e-02, 5.412e-03, 1.706e+01, 2.814e+01, 1.106e+02, 8.970e+02,\n",
       "                     1.654e-01, 3.682e-01, 2.678e-01, 1.556e-01, 3.196e-01, 1.151e-01]), array([1.471e+01, 2.159e+01, 9.555e+01, 6.569e+02, 1.137e-01, 1.365e-01,\n",
       "                     1.293e-01, 8.123e-02, 2.027e-01, 6.758e-02, 4.226e-01, 1.150e+00,\n",
       "                     2.735e+00, 4.009e+01, 3.659e-03, 2.855e-02, 2.572e-02, 1.272e-02,\n",
       "                     1.817e-02, 4.108e-03, 1.787e+01, 3.070e+01, 1.157e+02, 9.855e+02,\n",
       "                     1.368e-01, 4.290e-01, 3.587e-01, 1.834e-01, 3.698e-01, 1.094e-01]), array([1.425e+01, 2.215e+01, 9.642e+01, 6.457e+02, 1.049e-01, 2.008e-01,\n",
       "                     2.135e-01, 8.653e-02, 1.949e-01, 7.292e-02, 7.036e-01, 1.268e+00,\n",
       "                     5.373e+00, 6.078e+01, 9.407e-03, 7.056e-02, 6.899e-02, 1.848e-02,\n",
       "                     1.700e-02, 6.113e-03, 1.767e+01, 2.951e+01, 1.191e+02, 9.595e+02,\n",
       "                     1.640e-01, 6.247e-01, 6.922e-01, 1.785e-01, 2.844e-01, 1.132e-01]), array([1.327e+01, 1.476e+01, 8.474e+01, 5.517e+02, 7.355e-02, 5.055e-02,\n",
       "                     3.261e-02, 2.648e-02, 1.386e-01, 5.318e-02, 4.057e-01, 1.153e+00,\n",
       "                     2.701e+00, 3.635e+01, 4.481e-03, 1.038e-02, 1.358e-02, 1.082e-02,\n",
       "                     1.069e-02, 1.435e-03, 1.636e+01, 2.235e+01, 1.045e+02, 8.306e+02,\n",
       "                     1.006e-01, 1.238e-01, 1.350e-01, 1.001e-01, 2.027e-01, 6.206e-02]), array([1.361e+01, 2.498e+01, 8.805e+01, 5.827e+02, 9.488e-02, 8.511e-02,\n",
       "                     8.625e-02, 4.489e-02, 1.609e-01, 5.871e-02, 4.565e-01, 1.290e+00,\n",
       "                     2.861e+00, 4.314e+01, 5.872e-03, 1.488e-02, 2.647e-02, 9.921e-03,\n",
       "                     1.465e-02, 2.355e-03, 1.699e+01, 3.527e+01, 1.086e+02, 9.065e+02,\n",
       "                     1.265e-01, 1.943e-01, 3.169e-01, 1.184e-01, 2.651e-01, 7.397e-02]), array([1.311e+01, 1.556e+01, 8.721e+01, 5.302e+02, 1.398e-01, 1.765e-01,\n",
       "                     2.071e-01, 9.601e-02, 1.925e-01, 7.692e-02, 3.908e-01, 9.238e-01,\n",
       "                     2.410e+00, 3.466e+01, 7.162e-03, 2.912e-02, 5.473e-02, 1.388e-02,\n",
       "                     1.547e-02, 7.098e-03, 1.631e+01, 2.240e+01, 1.064e+02, 8.272e+02,\n",
       "                     1.862e-01, 4.099e-01, 6.376e-01, 1.986e-01, 3.147e-01, 1.405e-01]), array([1.361e+01, 2.469e+01, 8.776e+01, 5.726e+02, 9.258e-02, 7.862e-02,\n",
       "                     5.285e-02, 3.085e-02, 1.761e-01, 6.130e-02, 2.310e-01, 1.005e+00,\n",
       "                     1.752e+00, 1.983e+01, 4.088e-03, 1.174e-02, 1.796e-02, 6.880e-03,\n",
       "                     1.323e-02, 1.465e-03, 1.689e+01, 3.564e+01, 1.132e+02, 8.487e+02,\n",
       "                     1.471e-01, 2.884e-01, 3.796e-01, 1.329e-01, 3.470e-01, 7.900e-02]), array([1.566e+01, 2.320e+01, 1.102e+02, 7.735e+02, 1.109e-01, 3.114e-01,\n",
       "                     3.176e-01, 1.377e-01, 2.495e-01, 8.104e-02, 1.292e+00, 2.454e+00,\n",
       "                     1.012e+01, 1.385e+02, 1.236e-02, 5.995e-02, 8.232e-02, 3.024e-02,\n",
       "                     2.337e-02, 6.042e-03, 1.985e+01, 3.164e+01, 1.437e+02, 1.226e+03,\n",
       "                     1.504e-01, 5.172e-01, 6.181e-01, 2.462e-01, 3.277e-01, 1.019e-01]), array([1.508e+01, 2.574e+01, 9.800e+01, 7.166e+02, 1.024e-01, 9.769e-02,\n",
       "                     1.235e-01, 6.553e-02, 1.647e-01, 6.464e-02, 6.534e-01, 1.506e+00,\n",
       "                     4.174e+00, 6.337e+01, 1.052e-02, 2.431e-02, 4.912e-02, 1.746e-02,\n",
       "                     2.120e-02, 4.867e-03, 1.851e+01, 3.322e+01, 1.212e+02, 1.050e+03,\n",
       "                     1.660e-01, 2.356e-01, 4.029e-01, 1.526e-01, 2.654e-01, 9.438e-02]), array([1.340e+01, 2.052e+01, 8.864e+01, 5.567e+02, 1.106e-01, 1.469e-01,\n",
       "                     1.445e-01, 8.172e-02, 2.116e-01, 7.325e-02, 3.906e-01, 9.306e-01,\n",
       "                     3.093e+00, 3.367e+01, 5.414e-03, 2.265e-02, 3.452e-02, 1.334e-02,\n",
       "                     1.705e-02, 4.005e-03, 1.641e+01, 2.966e+01, 1.133e+02, 8.444e+02,\n",
       "                     1.574e-01, 3.856e-01, 5.106e-01, 2.051e-01, 3.585e-01, 1.109e-01])],\n",
       "             (9,\n",
       "              0): [array([1.300e+01, 2.182e+01, 8.750e+01, 5.198e+02, 1.273e-01, 1.932e-01,\n",
       "                     1.859e-01, 9.353e-02, 2.350e-01, 7.389e-02, 3.063e-01, 1.002e+00,\n",
       "                     2.406e+00, 2.432e+01, 5.731e-03, 3.502e-02, 3.553e-02, 1.226e-02,\n",
       "                     2.143e-02, 3.749e-03, 1.549e+01, 3.073e+01, 1.062e+02, 7.393e+02,\n",
       "                     1.703e-01, 5.401e-01, 5.390e-01, 2.060e-01, 4.378e-01, 1.072e-01]), array([1.317e+01, 2.181e+01, 8.542e+01, 5.315e+02, 9.714e-02, 1.047e-01,\n",
       "                     8.259e-02, 5.252e-02, 1.746e-01, 6.177e-02, 1.938e-01, 6.123e-01,\n",
       "                     1.334e+00, 1.449e+01, 3.350e-03, 1.384e-02, 1.452e-02, 6.853e-03,\n",
       "                     1.113e-02, 1.720e-03, 1.623e+01, 2.989e+01, 1.055e+02, 7.407e+02,\n",
       "                     1.503e-01, 3.904e-01, 3.728e-01, 1.607e-01, 3.693e-01, 9.618e-02]), array([1.377e+01, 2.229e+01, 9.063e+01, 5.889e+02, 1.200e-01, 1.267e-01,\n",
       "                     1.385e-01, 6.526e-02, 1.834e-01, 6.877e-02, 6.191e-01, 2.112e+00,\n",
       "                     4.906e+00, 4.970e+01, 1.380e-02, 3.348e-02, 4.665e-02, 2.060e-02,\n",
       "                     2.689e-02, 4.306e-03, 1.639e+01, 3.401e+01, 1.116e+02, 8.069e+02,\n",
       "                     1.737e-01, 3.122e-01, 3.809e-01, 1.673e-01, 3.080e-01, 9.333e-02]), array([1.223e+01, 1.956e+01, 7.854e+01, 4.610e+02, 9.586e-02, 8.087e-02,\n",
       "                     4.187e-02, 4.107e-02, 1.979e-01, 6.013e-02, 3.534e-01, 1.326e+00,\n",
       "                     2.308e+00, 2.724e+01, 7.514e-03, 1.779e-02, 1.401e-02, 1.140e-02,\n",
       "                     1.503e-02, 3.338e-03, 1.444e+01, 2.836e+01, 9.215e+01, 6.384e+02,\n",
       "                     1.429e-01, 2.042e-01, 1.377e-01, 1.080e-01, 2.668e-01, 8.174e-02]), array([1.247e+01, 1.860e+01, 8.109e+01, 4.819e+02, 9.965e-02, 1.058e-01,\n",
       "                     8.005e-02, 3.821e-02, 1.925e-01, 6.373e-02, 3.961e-01, 1.044e+00,\n",
       "                     2.497e+00, 3.029e+01, 6.953e-03, 1.911e-02, 2.701e-02, 1.037e-02,\n",
       "                     1.782e-02, 3.586e-03, 1.497e+01, 2.464e+01, 9.605e+01, 6.779e+02,\n",
       "                     1.426e-01, 2.378e-01, 2.671e-01, 1.015e-01, 3.014e-01, 8.750e-02]), array([1.283e+01, 2.233e+01, 8.526e+01, 5.032e+02, 1.088e-01, 1.799e-01,\n",
       "                     1.695e-01, 6.861e-02, 2.123e-01, 7.254e-02, 3.061e-01, 1.069e+00,\n",
       "                     2.257e+00, 2.513e+01, 6.983e-03, 3.858e-02, 4.683e-02, 1.499e-02,\n",
       "                     1.680e-02, 5.617e-03, 1.520e+01, 3.015e+01, 1.053e+02, 7.060e+02,\n",
       "                     1.777e-01, 5.343e-01, 6.282e-01, 1.977e-01, 3.407e-01, 1.243e-01]), array([1.288e+01, 1.822e+01, 8.445e+01, 4.931e+02, 1.218e-01, 1.661e-01,\n",
       "                     4.825e-02, 5.303e-02, 1.709e-01, 7.253e-02, 4.426e-01, 1.169e+00,\n",
       "                     3.176e+00, 3.437e+01, 5.273e-03, 2.329e-02, 1.405e-02, 1.244e-02,\n",
       "                     1.816e-02, 3.299e-03, 1.505e+01, 2.437e+01, 9.931e+01, 6.747e+02,\n",
       "                     1.456e-01, 2.961e-01, 1.246e-01, 1.096e-01, 2.582e-01, 8.893e-02])],\n",
       "             (0,\n",
       "              2): [array([1.578e+01, 1.789e+01, 1.036e+02, 7.810e+02, 9.710e-02, 1.292e-01,\n",
       "                     9.954e-02, 6.606e-02, 1.842e-01, 6.082e-02, 5.058e-01, 9.849e-01,\n",
       "                     3.564e+00, 5.416e+01, 5.771e-03, 4.061e-02, 2.791e-02, 1.282e-02,\n",
       "                     2.008e-02, 4.144e-03, 2.042e+01, 2.728e+01, 1.365e+02, 1.299e+03,\n",
       "                     1.396e-01, 5.609e-01, 3.965e-01, 1.810e-01, 3.792e-01, 1.048e-01]), array([1.468e+01, 2.013e+01, 9.474e+01, 6.845e+02, 9.867e-02, 7.200e-02,\n",
       "                     7.395e-02, 5.259e-02, 1.586e-01, 5.922e-02, 4.727e-01, 1.240e+00,\n",
       "                     3.195e+00, 4.540e+01, 5.718e-03, 1.162e-02, 1.998e-02, 1.109e-02,\n",
       "                     1.410e-02, 2.085e-03, 1.907e+01, 3.088e+01, 1.234e+02, 1.138e+03,\n",
       "                     1.464e-01, 1.871e-01, 2.914e-01, 1.609e-01, 3.029e-01, 8.216e-02]), array([1.613e+01, 2.068e+01, 1.081e+02, 7.988e+02, 1.170e-01, 2.022e-01,\n",
       "                     1.722e-01, 1.028e-01, 2.164e-01, 7.356e-02, 5.692e-01, 1.073e+00,\n",
       "                     3.854e+00, 5.418e+01, 7.026e-03, 2.501e-02, 3.188e-02, 1.297e-02,\n",
       "                     1.689e-02, 4.142e-03, 2.096e+01, 3.148e+01, 1.368e+02, 1.315e+03,\n",
       "                     1.789e-01, 4.233e-01, 4.784e-01, 2.073e-01, 3.706e-01, 1.142e-01]), array([1.714e+01, 1.640e+01, 1.160e+02, 9.127e+02, 1.186e-01, 2.276e-01,\n",
       "                     2.229e-01, 1.401e-01, 3.040e-01, 7.413e-02, 1.046e+00, 9.760e-01,\n",
       "                     7.276e+00, 1.114e+02, 8.029e-03, 3.799e-02, 3.732e-02, 2.397e-02,\n",
       "                     2.308e-02, 7.444e-03, 2.225e+01, 2.140e+01, 1.524e+02, 1.461e+03,\n",
       "                     1.545e-01, 3.949e-01, 3.853e-01, 2.550e-01, 4.066e-01, 1.059e-01]), array([1.328e+01, 2.028e+01, 8.732e+01, 5.452e+02, 1.041e-01, 1.436e-01,\n",
       "                     9.847e-02, 6.158e-02, 1.974e-01, 6.782e-02, 3.704e-01, 8.249e-01,\n",
       "                     2.427e+00, 3.133e+01, 5.072e-03, 2.147e-02, 2.185e-02, 9.560e-03,\n",
       "                     1.719e-02, 3.317e-03, 1.738e+01, 2.800e+01, 1.131e+02, 9.072e+02,\n",
       "                     1.530e-01, 3.724e-01, 3.664e-01, 1.492e-01, 3.739e-01, 1.027e-01]), array([1.894e+01, 2.131e+01, 1.236e+02, 1.130e+03, 9.009e-02, 1.029e-01,\n",
       "                     1.080e-01, 7.951e-02, 1.582e-01, 5.461e-02, 7.888e-01, 7.975e-01,\n",
       "                     5.486e+00, 9.605e+01, 4.444e-03, 1.652e-02, 2.269e-02, 1.370e-02,\n",
       "                     1.386e-02, 1.698e-03, 2.486e+01, 2.658e+01, 1.659e+02, 1.866e+03,\n",
       "                     1.193e-01, 2.336e-01, 2.687e-01, 1.789e-01, 2.551e-01, 6.589e-02]), array([1.805e+01, 1.615e+01, 1.202e+02, 1.006e+03, 1.065e-01, 2.146e-01,\n",
       "                     1.684e-01, 1.080e-01, 2.152e-01, 6.673e-02, 9.806e-01, 5.505e-01,\n",
       "                     6.311e+00, 1.348e+02, 7.940e-03, 5.839e-02, 4.658e-02, 2.070e-02,\n",
       "                     2.591e-02, 7.054e-03, 2.239e+01, 1.891e+01, 1.501e+02, 1.610e+03,\n",
       "                     1.478e-01, 5.634e-01, 3.786e-01, 2.102e-01, 3.751e-01, 1.108e-01]), array([1.578e+01, 2.291e+01, 1.057e+02, 7.826e+02, 1.155e-01, 1.752e-01,\n",
       "                     2.133e-01, 9.479e-02, 2.096e-01, 7.331e-02, 5.520e-01, 1.072e+00,\n",
       "                     3.598e+00, 5.863e+01, 8.699e-03, 3.976e-02, 5.950e-02, 1.390e-02,\n",
       "                     1.495e-02, 5.984e-03, 2.019e+01, 3.050e+01, 1.303e+02, 1.272e+03,\n",
       "                     1.855e-01, 4.925e-01, 7.356e-01, 2.034e-01, 3.274e-01, 1.252e-01]), array([2.109e+01, 2.657e+01, 1.427e+02, 1.311e+03, 1.141e-01, 2.832e-01,\n",
       "                     2.487e-01, 1.496e-01, 2.395e-01, 7.398e-02, 6.298e-01, 7.629e-01,\n",
       "                     4.414e+00, 8.146e+01, 4.253e-03, 4.759e-02, 3.872e-02, 1.567e-02,\n",
       "                     1.798e-02, 5.295e-03, 2.668e+01, 3.348e+01, 1.765e+02, 2.089e+03,\n",
       "                     1.491e-01, 7.584e-01, 6.780e-01, 2.903e-01, 4.098e-01, 1.284e-01]), array([1.570e+01, 2.031e+01, 1.012e+02, 7.666e+02, 9.597e-02, 8.799e-02,\n",
       "                     6.593e-02, 5.189e-02, 1.618e-01, 5.549e-02, 3.699e-01, 1.150e+00,\n",
       "                     2.406e+00, 4.098e+01, 4.626e-03, 2.263e-02, 1.954e-02, 9.767e-03,\n",
       "                     1.547e-02, 2.430e-03, 2.011e+01, 3.282e+01, 1.293e+02, 1.269e+03,\n",
       "                     1.414e-01, 3.547e-01, 2.902e-01, 1.541e-01, 3.437e-01, 8.631e-02]), array([1.445e+01, 2.022e+01, 9.449e+01, 6.427e+02, 9.872e-02, 1.206e-01,\n",
       "                     1.180e-01, 5.980e-02, 1.950e-01, 6.466e-02, 2.092e-01, 6.509e-01,\n",
       "                     1.446e+00, 1.942e+01, 4.044e-03, 1.597e-02, 2.000e-02, 7.303e-03,\n",
       "                     1.522e-02, 1.976e-03, 1.833e+01, 3.012e+01, 1.179e+02, 1.044e+03,\n",
       "                     1.552e-01, 4.056e-01, 4.967e-01, 1.838e-01, 4.753e-01, 1.013e-01]), array([1.980e+01, 2.156e+01, 1.297e+02, 1.230e+03, 9.383e-02, 1.306e-01,\n",
       "                     1.272e-01, 8.691e-02, 2.094e-01, 5.581e-02, 9.553e-01, 1.186e+00,\n",
       "                     6.487e+00, 1.244e+02, 6.804e-03, 3.169e-02, 3.446e-02, 1.712e-02,\n",
       "                     1.897e-02, 4.045e-03, 2.573e+01, 2.864e+01, 1.703e+02, 2.009e+03,\n",
       "                     1.353e-01, 3.235e-01, 3.617e-01, 1.820e-01, 3.070e-01, 8.255e-02]), array([1.973e+01, 1.982e+01, 1.307e+02, 1.206e+03, 1.062e-01, 1.849e-01,\n",
       "                     2.417e-01, 9.740e-02, 1.733e-01, 6.697e-02, 7.661e-01, 7.800e-01,\n",
       "                     4.115e+00, 9.281e+01, 8.482e-03, 5.057e-02, 6.800e-02, 1.971e-02,\n",
       "                     1.467e-02, 7.259e-03, 2.528e+01, 2.559e+01, 1.598e+02, 1.933e+03,\n",
       "                     1.710e-01, 5.955e-01, 8.489e-01, 2.507e-01, 2.749e-01, 1.297e-01]), array([1.945e+01, 1.933e+01, 1.265e+02, 1.169e+03, 1.035e-01, 1.188e-01,\n",
       "                     1.379e-01, 8.591e-02, 1.776e-01, 5.647e-02, 5.959e-01, 6.342e-01,\n",
       "                     3.797e+00, 7.100e+01, 4.649e-03, 1.800e-02, 2.749e-02, 1.267e-02,\n",
       "                     1.365e-02, 2.550e-03, 2.570e+01, 2.457e+01, 1.631e+02, 1.972e+03,\n",
       "                     1.497e-01, 3.161e-01, 4.317e-01, 1.999e-01, 3.379e-01, 8.950e-02]), array([1.955e+01, 2.877e+01, 1.336e+02, 1.207e+03, 9.260e-02, 2.063e-01,\n",
       "                     1.784e-01, 1.144e-01, 1.893e-01, 6.232e-02, 8.426e-01, 1.199e+00,\n",
       "                     7.158e+00, 1.064e+02, 6.356e-03, 4.765e-02, 3.863e-02, 1.519e-02,\n",
       "                     1.936e-02, 5.252e-03, 2.505e+01, 3.627e+01, 1.786e+02, 1.926e+03,\n",
       "                     1.281e-01, 5.329e-01, 4.251e-01, 1.941e-01, 2.818e-01, 1.005e-01]), array([2.175e+01, 2.099e+01, 1.473e+02, 1.491e+03, 9.401e-02, 1.961e-01,\n",
       "                     2.195e-01, 1.088e-01, 1.721e-01, 6.194e-02, 1.167e+00, 1.352e+00,\n",
       "                     8.867e+00, 1.568e+02, 5.687e-03, 4.960e-02, 6.329e-02, 1.561e-02,\n",
       "                     1.924e-02, 4.614e-03, 2.819e+01, 2.818e+01, 1.959e+02, 2.384e+03,\n",
       "                     1.272e-01, 4.725e-01, 5.807e-01, 1.841e-01, 2.833e-01, 8.858e-02]), array([2.351e+01, 2.427e+01, 1.551e+02, 1.747e+03, 1.069e-01, 1.283e-01,\n",
       "                     2.308e-01, 1.410e-01, 1.797e-01, 5.506e-02, 1.009e+00, 9.245e-01,\n",
       "                     6.462e+00, 1.641e+02, 6.292e-03, 1.971e-02, 3.582e-02, 1.301e-02,\n",
       "                     1.479e-02, 3.118e-03, 3.067e+01, 3.073e+01, 2.024e+02, 2.906e+03,\n",
       "                     1.515e-01, 2.678e-01, 4.819e-01, 2.089e-01, 2.593e-01, 7.738e-02]), array([2.573e+01, 1.746e+01, 1.742e+02, 2.010e+03, 1.149e-01, 2.363e-01,\n",
       "                     3.368e-01, 1.913e-01, 1.956e-01, 6.121e-02, 9.948e-01, 8.509e-01,\n",
       "                     7.222e+00, 1.531e+02, 6.369e-03, 4.243e-02, 4.266e-02, 1.508e-02,\n",
       "                     2.335e-02, 3.385e-03, 3.313e+01, 2.358e+01, 2.293e+02, 3.234e+03,\n",
       "                     1.530e-01, 5.937e-01, 6.451e-01, 2.756e-01, 3.690e-01, 8.815e-02]), array([2.309e+01, 1.983e+01, 1.521e+02, 1.682e+03, 9.342e-02, 1.275e-01,\n",
       "                     1.676e-01, 1.003e-01, 1.505e-01, 5.484e-02, 1.291e+00, 7.452e-01,\n",
       "                     9.635e+00, 1.802e+02, 5.753e-03, 3.356e-02, 3.976e-02, 2.156e-02,\n",
       "                     2.201e-02, 2.897e-03, 3.079e+01, 2.387e+01, 2.115e+02, 2.782e+03,\n",
       "                     1.199e-01, 3.625e-01, 3.794e-01, 2.264e-01, 2.908e-01, 7.277e-02])],\n",
       "             (1,\n",
       "              9): [array([1.917e+01, 2.480e+01, 1.324e+02, 1.123e+03, 9.740e-02, 2.458e-01,\n",
       "                     2.065e-01, 1.118e-01, 2.397e-01, 7.800e-02, 9.555e-01, 3.568e+00,\n",
       "                     1.107e+01, 1.162e+02, 3.139e-03, 8.297e-02, 8.890e-02, 4.090e-02,\n",
       "                     4.484e-02, 1.284e-02, 2.096e+01, 2.994e+01, 1.517e+02, 1.332e+03,\n",
       "                     1.037e-01, 3.903e-01, 3.639e-01, 1.767e-01, 3.176e-01, 1.023e-01]), array([1.910e+01, 2.629e+01, 1.291e+02, 1.132e+03, 1.215e-01, 1.791e-01,\n",
       "                     1.937e-01, 1.469e-01, 1.634e-01, 7.224e-02, 5.190e-01, 2.910e+00,\n",
       "                     5.801e+00, 6.710e+01, 7.545e-03, 6.050e-02, 2.134e-02, 1.843e-02,\n",
       "                     3.056e-02, 1.039e-02, 2.033e+01, 3.272e+01, 1.413e+02, 1.298e+03,\n",
       "                     1.392e-01, 2.817e-01, 2.432e-01, 1.841e-01, 2.311e-01, 9.203e-02]), array([2.425e+01, 2.020e+01, 1.662e+02, 1.761e+03, 1.447e-01, 2.867e-01,\n",
       "                     4.268e-01, 2.012e-01, 2.655e-01, 6.877e-02, 1.509e+00, 3.120e+00,\n",
       "                     9.807e+00, 2.330e+02, 2.333e-02, 9.806e-02, 1.278e-01, 1.822e-02,\n",
       "                     4.547e-02, 9.875e-03, 2.602e+01, 2.399e+01, 1.809e+02, 2.073e+03,\n",
       "                     1.696e-01, 4.244e-01, 5.803e-01, 2.248e-01, 3.222e-01, 8.009e-02]), array([1.808e+01, 2.184e+01, 1.174e+02, 1.024e+03, 7.371e-02, 8.642e-02,\n",
       "                     1.103e-01, 5.778e-02, 1.770e-01, 5.340e-02, 6.362e-01, 1.305e+00,\n",
       "                     4.312e+00, 7.636e+01, 5.530e-03, 5.296e-02, 6.110e-02, 1.444e-02,\n",
       "                     2.140e-02, 5.036e-03, 1.976e+01, 2.470e+01, 1.291e+02, 1.228e+03,\n",
       "                     8.822e-02, 1.963e-01, 2.535e-01, 9.181e-02, 2.369e-01, 6.558e-02]), array([2.811e+01, 1.847e+01, 1.885e+02, 2.499e+03, 1.142e-01, 1.516e-01,\n",
       "                     3.201e-01, 1.595e-01, 1.648e-01, 5.525e-02, 2.873e+00, 1.476e+00,\n",
       "                     2.198e+01, 5.256e+02, 1.345e-02, 2.772e-02, 6.389e-02, 1.407e-02,\n",
       "                     4.783e-02, 4.476e-03, 2.811e+01, 1.847e+01, 1.885e+02, 2.499e+03,\n",
       "                     1.142e-01, 1.516e-01, 3.201e-01, 1.595e-01, 1.648e-01, 5.525e-02]), array([1.881e+01, 1.998e+01, 1.209e+02, 1.102e+03, 8.923e-02, 5.884e-02,\n",
       "                     8.020e-02, 5.843e-02, 1.550e-01, 4.996e-02, 3.283e-01, 8.280e-01,\n",
       "                     2.363e+00, 3.674e+01, 7.571e-03, 1.114e-02, 2.623e-02, 1.463e-02,\n",
       "                     1.930e-02, 1.676e-03, 1.996e+01, 2.430e+01, 1.290e+02, 1.236e+03,\n",
       "                     1.243e-01, 1.160e-01, 2.210e-01, 1.294e-01, 2.567e-01, 5.737e-02]), array([2.137e+01, 1.510e+01, 1.413e+02, 1.386e+03, 1.001e-01, 1.515e-01,\n",
       "                     1.932e-01, 1.255e-01, 1.973e-01, 6.183e-02, 3.414e-01, 1.309e+00,\n",
       "                     2.407e+00, 3.906e+01, 4.426e-03, 2.675e-02, 3.437e-02, 1.343e-02,\n",
       "                     1.675e-02, 4.367e-03, 2.269e+01, 2.184e+01, 1.521e+02, 1.535e+03,\n",
       "                     1.192e-01, 2.840e-01, 4.024e-01, 1.966e-01, 2.730e-01, 8.666e-02]), array([1.955e+01, 2.321e+01, 1.289e+02, 1.174e+03, 1.010e-01, 1.318e-01,\n",
       "                     1.856e-01, 1.021e-01, 1.989e-01, 5.884e-02, 6.107e-01, 2.836e+00,\n",
       "                     5.383e+00, 7.010e+01, 1.124e-02, 4.097e-02, 7.469e-02, 3.441e-02,\n",
       "                     2.768e-02, 6.240e-03, 2.082e+01, 3.044e+01, 1.420e+02, 1.313e+03,\n",
       "                     1.251e-01, 2.414e-01, 3.829e-01, 1.825e-01, 2.576e-01, 7.602e-02])],\n",
       "             (2,\n",
       "              8): [array([1.585e+01, 2.395e+01, 1.037e+02, 7.827e+02, 8.401e-02, 1.002e-01,\n",
       "                     9.938e-02, 5.364e-02, 1.847e-01, 5.338e-02, 4.033e-01, 1.078e+00,\n",
       "                     2.903e+00, 3.658e+01, 9.769e-03, 3.126e-02, 5.051e-02, 1.992e-02,\n",
       "                     2.981e-02, 3.002e-03, 1.684e+01, 2.766e+01, 1.120e+02, 8.765e+02,\n",
       "                     1.131e-01, 1.924e-01, 2.322e-01, 1.119e-01, 2.809e-01, 6.287e-02]), array([1.537e+01, 2.276e+01, 1.002e+02, 7.282e+02, 9.200e-02, 1.036e-01,\n",
       "                     1.122e-01, 7.483e-02, 1.717e-01, 6.097e-02, 3.129e-01, 8.413e-01,\n",
       "                     2.075e+00, 2.944e+01, 9.882e-03, 2.444e-02, 4.531e-02, 1.763e-02,\n",
       "                     2.471e-02, 2.142e-03, 1.643e+01, 2.584e+01, 1.075e+02, 8.309e+02,\n",
       "                     1.257e-01, 1.997e-01, 2.846e-01, 1.476e-01, 2.556e-01, 6.828e-02]), array([1.510e+01, 1.639e+01, 9.958e+01, 6.745e+02, 1.150e-01, 1.807e-01,\n",
       "                     1.138e-01, 8.534e-02, 2.001e-01, 6.467e-02, 4.309e-01, 1.068e+00,\n",
       "                     2.796e+00, 3.984e+01, 9.006e-03, 4.185e-02, 3.204e-02, 2.258e-02,\n",
       "                     2.353e-02, 4.984e-03, 1.611e+01, 1.833e+01, 1.059e+02, 7.626e+02,\n",
       "                     1.386e-01, 2.883e-01, 1.960e-01, 1.423e-01, 2.590e-01, 7.779e-02]), array([1.742e+01, 2.556e+01, 1.145e+02, 9.480e+02, 1.006e-01, 1.146e-01,\n",
       "                     1.682e-01, 6.597e-02, 1.308e-01, 5.866e-02, 5.296e-01, 1.667e+00,\n",
       "                     3.767e+00, 5.853e+01, 3.113e-02, 8.555e-02, 1.438e-01, 3.927e-02,\n",
       "                     2.175e-02, 1.256e-02, 1.807e+01, 2.807e+01, 1.204e+02, 1.021e+03,\n",
       "                     1.243e-01, 1.793e-01, 2.803e-01, 1.099e-01, 1.603e-01, 6.818e-02]), array([1.429e+01, 1.682e+01, 9.030e+01, 6.326e+02, 6.429e-02, 2.675e-02,\n",
       "                     7.250e-03, 6.250e-03, 1.508e-01, 5.376e-02, 1.302e-01, 7.198e-01,\n",
       "                     8.439e-01, 1.077e+01, 3.492e-03, 3.710e-03, 4.826e-03, 3.608e-03,\n",
       "                     1.536e-02, 1.381e-03, 1.491e+01, 2.065e+01, 9.444e+01, 6.846e+02,\n",
       "                     8.567e-02, 5.036e-02, 3.866e-02, 3.333e-02, 2.458e-01, 6.120e-02]), array([1.617e+01, 1.607e+01, 1.063e+02, 7.885e+02, 9.880e-02, 1.438e-01,\n",
       "                     6.651e-02, 5.397e-02, 1.990e-01, 6.572e-02, 1.745e-01, 4.890e-01,\n",
       "                     1.349e+00, 1.491e+01, 4.510e-03, 1.812e-02, 1.951e-02, 1.196e-02,\n",
       "                     1.934e-02, 3.696e-03, 1.697e+01, 1.914e+01, 1.131e+02, 8.615e+02,\n",
       "                     1.235e-01, 2.550e-01, 2.114e-01, 1.251e-01, 3.153e-01, 8.960e-02]), array([1.460e+01, 2.329e+01, 9.397e+01, 6.647e+02, 8.682e-02, 6.636e-02,\n",
       "                     8.390e-02, 5.271e-02, 1.627e-01, 5.416e-02, 4.157e-01, 1.627e+00,\n",
       "                     2.914e+00, 3.301e+01, 8.312e-03, 1.742e-02, 3.389e-02, 1.576e-02,\n",
       "                     1.740e-02, 2.871e-03, 1.579e+01, 3.171e+01, 1.022e+02, 7.582e+02,\n",
       "                     1.312e-01, 1.581e-01, 2.675e-01, 1.359e-01, 2.477e-01, 6.836e-02]), array([1.402e+01, 1.566e+01, 8.959e+01, 6.065e+02, 7.966e-02, 5.581e-02,\n",
       "                     2.087e-02, 2.652e-02, 1.589e-01, 5.586e-02, 2.142e-01, 6.549e-01,\n",
       "                     1.606e+00, 1.925e+01, 4.837e-03, 9.238e-03, 9.213e-03, 1.076e-02,\n",
       "                     1.171e-02, 2.104e-03, 1.491e+01, 1.931e+01, 9.653e+01, 6.889e+02,\n",
       "                     1.034e-01, 1.017e-01, 6.260e-02, 8.216e-02, 2.136e-01, 6.710e-02]), array([1.481e+01, 1.470e+01, 9.466e+01, 6.807e+02, 8.472e-02, 5.016e-02,\n",
       "                     3.416e-02, 2.541e-02, 1.659e-01, 5.348e-02, 2.182e-01, 6.232e-01,\n",
       "                     1.677e+00, 2.072e+01, 6.708e-03, 1.197e-02, 1.482e-02, 1.056e-02,\n",
       "                     1.580e-02, 1.779e-03, 1.561e+01, 1.758e+01, 1.017e+02, 7.602e+02,\n",
       "                     1.139e-01, 1.011e-01, 1.101e-01, 7.955e-02, 2.334e-01, 6.142e-02])],\n",
       "             (6,\n",
       "              3): [array([1.373e+01, 2.261e+01, 9.360e+01, 5.783e+02, 1.131e-01, 2.293e-01,\n",
       "                     2.128e-01, 8.025e-02, 2.069e-01, 7.682e-02, 2.121e-01, 1.169e+00,\n",
       "                     2.061e+00, 1.921e+01, 6.429e-03, 5.936e-02, 5.501e-02, 1.628e-02,\n",
       "                     1.961e-02, 8.093e-03, 1.503e+01, 3.201e+01, 1.088e+02, 6.977e+02,\n",
       "                     1.651e-01, 7.725e-01, 6.943e-01, 2.208e-01, 3.596e-01, 1.431e-01]), array([1.308e+01, 1.571e+01, 8.563e+01, 5.200e+02, 1.075e-01, 1.270e-01,\n",
       "                     4.568e-02, 3.110e-02, 1.967e-01, 6.811e-02, 1.852e-01, 7.477e-01,\n",
       "                     1.383e+00, 1.467e+01, 4.097e-03, 1.898e-02, 1.698e-02, 6.490e-03,\n",
       "                     1.678e-02, 2.425e-03, 1.450e+01, 2.049e+01, 9.609e+01, 6.305e+02,\n",
       "                     1.312e-01, 2.776e-01, 1.890e-01, 7.283e-02, 3.184e-01, 8.183e-02]), array([1.311e+01, 2.254e+01, 8.702e+01, 5.294e+02, 1.002e-01, 1.483e-01,\n",
       "                     8.705e-02, 5.102e-02, 1.850e-01, 7.310e-02, 1.931e-01, 9.223e-01,\n",
       "                     1.491e+00, 1.509e+01, 5.251e-03, 3.041e-02, 2.526e-02, 8.304e-03,\n",
       "                     2.514e-02, 4.198e-03, 1.455e+01, 2.916e+01, 9.948e+01, 6.393e+02,\n",
       "                     1.349e-01, 4.402e-01, 3.162e-01, 1.126e-01, 4.128e-01, 1.076e-01]), array([1.340e+01, 1.695e+01, 8.548e+01, 5.524e+02, 7.937e-02, 5.696e-02,\n",
       "                     2.181e-02, 1.473e-02, 1.650e-01, 5.701e-02, 1.584e-01, 6.124e-01,\n",
       "                     1.036e+00, 1.322e+01, 4.394e-03, 1.250e-02, 1.451e-02, 5.484e-03,\n",
       "                     1.291e-02, 2.074e-03, 1.473e+01, 2.170e+01, 9.376e+01, 6.635e+02,\n",
       "                     1.213e-01, 1.676e-01, 1.364e-01, 6.987e-02, 2.741e-01, 7.582e-02]), array([1.347e+01, 1.406e+01, 8.732e+01, 5.463e+02, 1.071e-01, 1.155e-01,\n",
       "                     5.786e-02, 5.266e-02, 1.779e-01, 6.639e-02, 1.588e-01, 5.733e-01,\n",
       "                     1.102e+00, 1.284e+01, 4.450e-03, 1.452e-02, 1.334e-02, 8.791e-03,\n",
       "                     1.698e-02, 2.787e-03, 1.483e+01, 1.832e+01, 9.494e+01, 6.602e+02,\n",
       "                     1.393e-01, 2.499e-01, 1.848e-01, 1.335e-01, 3.227e-01, 9.326e-02]), array([1.234e+01, 1.227e+01, 7.894e+01, 4.685e+02, 9.003e-02, 6.307e-02,\n",
       "                     2.958e-02, 2.647e-02, 1.689e-01, 5.808e-02, 1.166e-01, 4.957e-01,\n",
       "                     7.714e-01, 8.955e+00, 3.681e-03, 9.169e-03, 8.732e-03, 5.740e-03,\n",
       "                     1.129e-02, 1.366e-03, 1.361e+01, 1.927e+01, 8.722e+01, 5.649e+02,\n",
       "                     1.292e-01, 2.074e-01, 1.791e-01, 1.070e-01, 3.110e-01, 7.592e-02])],\n",
       "             (4,\n",
       "              0): [array([1.454e+01, 2.754e+01, 9.673e+01, 6.588e+02, 1.139e-01, 1.595e-01,\n",
       "                     1.639e-01, 7.364e-02, 2.303e-01, 7.077e-02, 3.700e-01, 1.033e+00,\n",
       "                     2.879e+00, 3.255e+01, 5.607e-03, 4.240e-02, 4.741e-02, 1.090e-02,\n",
       "                     1.857e-02, 5.466e-03, 1.746e+01, 3.713e+01, 1.241e+02, 9.432e+02,\n",
       "                     1.678e-01, 6.577e-01, 7.026e-01, 1.712e-01, 4.218e-01, 1.341e-01]), array([1.344e+01, 2.158e+01, 8.618e+01, 5.630e+02, 8.162e-02, 6.031e-02,\n",
       "                     3.110e-02, 2.031e-02, 1.784e-01, 5.587e-02, 2.385e-01, 8.265e-01,\n",
       "                     1.572e+00, 2.053e+01, 3.280e-03, 1.102e-02, 1.390e-02, 6.881e-03,\n",
       "                     1.380e-02, 1.286e-03, 1.593e+01, 3.025e+01, 1.025e+02, 7.879e+02,\n",
       "                     1.094e-01, 2.043e-01, 2.085e-01, 1.112e-01, 2.994e-01, 7.146e-02]), array([1.317e+01, 1.866e+01, 8.598e+01, 5.346e+02, 1.158e-01, 1.231e-01,\n",
       "                     1.226e-01, 7.340e-02, 2.128e-01, 6.777e-02, 2.871e-01, 8.937e-01,\n",
       "                     1.897e+00, 2.425e+01, 6.532e-03, 2.336e-02, 2.905e-02, 1.215e-02,\n",
       "                     1.743e-02, 3.643e-03, 1.567e+01, 2.795e+01, 1.028e+02, 7.594e+02,\n",
       "                     1.786e-01, 4.166e-01, 5.006e-01, 2.088e-01, 3.900e-01, 1.179e-01]), array([1.495e+01, 1.757e+01, 9.685e+01, 6.781e+02, 1.167e-01, 1.305e-01,\n",
       "                     1.539e-01, 8.624e-02, 1.957e-01, 6.216e-02, 1.296e+00, 1.452e+00,\n",
       "                     8.419e+00, 1.019e+02, 1.000e-02, 3.480e-02, 6.577e-02, 2.801e-02,\n",
       "                     5.168e-02, 2.887e-03, 1.855e+01, 2.143e+01, 1.214e+02, 9.714e+02,\n",
       "                     1.411e-01, 2.164e-01, 3.355e-01, 1.667e-01, 3.414e-01, 7.147e-02]), array([1.553e+01, 3.356e+01, 1.037e+02, 7.449e+02, 1.063e-01, 1.639e-01,\n",
       "                     1.751e-01, 8.399e-02, 2.091e-01, 6.650e-02, 2.419e-01, 1.278e+00,\n",
       "                     1.903e+00, 2.302e+01, 5.345e-03, 2.556e-02, 2.889e-02, 1.022e-02,\n",
       "                     9.947e-03, 3.359e-03, 1.849e+01, 4.954e+01, 1.263e+02, 1.035e+03,\n",
       "                     1.883e-01, 5.564e-01, 5.703e-01, 2.014e-01, 3.512e-01, 1.204e-01]), array([1.398e+01, 1.962e+01, 9.112e+01, 5.995e+02, 1.060e-01, 1.133e-01,\n",
       "                     1.126e-01, 6.463e-02, 1.669e-01, 6.544e-02, 2.208e-01, 9.533e-01,\n",
       "                     1.602e+00, 1.885e+01, 5.314e-03, 1.791e-02, 2.185e-02, 9.567e-03,\n",
       "                     1.223e-02, 2.846e-03, 1.704e+01, 3.080e+01, 1.139e+02, 8.693e+02,\n",
       "                     1.613e-01, 3.568e-01, 4.069e-01, 1.827e-01, 3.179e-01, 1.055e-01])],\n",
       "             (2,\n",
       "              2): [array([1.354e+01, 1.436e+01, 8.746e+01, 5.663e+02, 9.779e-02, 8.129e-02,\n",
       "                     6.664e-02, 4.781e-02, 1.885e-01, 5.766e-02, 2.699e-01, 7.886e-01,\n",
       "                     2.058e+00, 2.356e+01, 8.462e-03, 1.460e-02, 2.387e-02, 1.315e-02,\n",
       "                     1.980e-02, 2.300e-03, 1.511e+01, 1.926e+01, 9.970e+01, 7.112e+02,\n",
       "                     1.440e-01, 1.773e-01, 2.390e-01, 1.288e-01, 2.977e-01, 7.259e-02]), array([1.345e+01, 1.830e+01, 8.660e+01, 5.551e+02, 1.022e-01, 8.165e-02,\n",
       "                     3.974e-02, 2.780e-02, 1.638e-01, 5.710e-02, 2.950e-01, 1.373e+00,\n",
       "                     2.099e+00, 2.522e+01, 5.884e-03, 1.491e-02, 1.872e-02, 9.366e-03,\n",
       "                     1.884e-02, 1.817e-03, 1.510e+01, 2.594e+01, 9.759e+01, 6.994e+02,\n",
       "                     1.339e-01, 1.751e-01, 1.381e-01, 7.911e-02, 2.678e-01, 6.603e-02]), array([1.795e+01, 2.001e+01, 1.142e+02, 9.820e+02, 8.402e-02, 6.722e-02,\n",
       "                     7.293e-02, 5.596e-02, 2.129e-01, 5.025e-02, 5.506e-01, 1.214e+00,\n",
       "                     3.357e+00, 5.404e+01, 4.024e-03, 8.422e-03, 2.291e-02, 9.863e-03,\n",
       "                     5.014e-02, 1.902e-03, 2.058e+01, 2.783e+01, 1.292e+02, 1.261e+03,\n",
       "                     1.072e-01, 1.202e-01, 2.249e-01, 1.185e-01, 4.882e-01, 6.111e-02]), array([1.315e+01, 1.534e+01, 8.531e+01, 5.389e+02, 9.384e-02, 8.498e-02,\n",
       "                     9.293e-02, 3.483e-02, 1.822e-01, 6.207e-02, 2.710e-01, 7.927e-01,\n",
       "                     1.819e+00, 2.279e+01, 8.584e-03, 2.017e-02, 3.047e-02, 9.536e-03,\n",
       "                     2.769e-02, 3.479e-03, 1.477e+01, 2.050e+01, 9.767e+01, 6.773e+02,\n",
       "                     1.478e-01, 2.256e-01, 3.009e-01, 9.722e-02, 3.849e-01, 8.633e-02]), array([1.365e+01, 1.316e+01, 8.788e+01, 5.689e+02, 9.646e-02, 8.711e-02,\n",
       "                     3.888e-02, 2.563e-02, 1.360e-01, 6.344e-02, 2.102e-01, 4.336e-01,\n",
       "                     1.391e+00, 1.740e+01, 4.133e-03, 1.695e-02, 1.652e-02, 6.659e-03,\n",
       "                     1.371e-02, 2.735e-03, 1.534e+01, 1.635e+01, 9.971e+01, 7.062e+02,\n",
       "                     1.311e-01, 2.474e-01, 1.759e-01, 8.056e-02, 2.380e-01, 8.718e-02]), array([1.461e+01, 1.569e+01, 9.268e+01, 6.649e+02, 7.618e-02, 3.515e-02,\n",
       "                     1.447e-02, 1.877e-02, 1.632e-01, 5.255e-02, 3.160e-01, 9.115e-01,\n",
       "                     1.954e+00, 2.890e+01, 5.031e-03, 6.021e-03, 5.325e-03, 6.324e-03,\n",
       "                     1.494e-02, 8.948e-04, 1.646e+01, 2.175e+01, 1.037e+02, 8.408e+02,\n",
       "                     1.011e-01, 7.087e-02, 4.746e-02, 5.813e-02, 2.530e-01, 5.695e-02]), array([1.968e+01, 2.168e+01, 1.299e+02, 1.194e+03, 9.797e-02, 1.339e-01,\n",
       "                     1.863e-01, 1.103e-01, 2.082e-01, 5.715e-02, 6.226e-01, 2.284e+00,\n",
       "                     5.173e+00, 6.766e+01, 4.756e-03, 3.368e-02, 4.345e-02, 1.806e-02,\n",
       "                     3.756e-02, 3.288e-03, 2.275e+01, 3.466e+01, 1.576e+02, 1.540e+03,\n",
       "                     1.218e-01, 3.458e-01, 4.734e-01, 2.255e-01, 4.045e-01, 7.918e-02]), array([1.388e+01, 1.616e+01, 8.837e+01, 5.966e+02, 7.026e-02, 4.831e-02,\n",
       "                     2.045e-02, 8.507e-03, 1.607e-01, 5.474e-02, 2.541e-01, 6.218e-01,\n",
       "                     1.709e+00, 2.312e+01, 3.728e-03, 1.415e-02, 1.988e-02, 7.016e-03,\n",
       "                     1.647e-02, 1.970e-03, 1.551e+01, 1.997e+01, 9.966e+01, 7.453e+02,\n",
       "                     8.484e-02, 1.233e-01, 1.091e-01, 4.537e-02, 2.542e-01, 6.623e-02]), array([1.499e+01, 2.211e+01, 9.753e+01, 6.937e+02, 8.515e-02, 1.025e-01,\n",
       "                     6.859e-02, 3.876e-02, 1.944e-01, 5.913e-02, 3.186e-01, 1.336e+00,\n",
       "                     2.310e+00, 2.851e+01, 4.449e-03, 2.808e-02, 3.312e-02, 1.196e-02,\n",
       "                     1.906e-02, 4.015e-03, 1.676e+01, 3.155e+01, 1.102e+02, 8.671e+02,\n",
       "                     1.077e-01, 3.345e-01, 3.114e-01, 1.308e-01, 3.163e-01, 9.251e-02]), array([1.385e+01, 1.960e+01, 8.868e+01, 5.926e+02, 8.684e-02, 6.330e-02,\n",
       "                     1.342e-02, 2.293e-02, 1.555e-01, 5.673e-02, 3.419e-01, 1.678e+00,\n",
       "                     2.331e+00, 2.963e+01, 5.836e-03, 1.095e-02, 5.812e-03, 7.039e-03,\n",
       "                     2.014e-02, 2.326e-03, 1.563e+01, 2.801e+01, 1.009e+02, 7.491e+02,\n",
       "                     1.118e-01, 1.141e-01, 4.753e-02, 5.890e-02, 2.513e-01, 6.911e-02]), array([1.464e+01, 1.685e+01, 9.421e+01, 6.660e+02, 8.641e-02, 6.698e-02,\n",
       "                     5.192e-02, 2.791e-02, 1.409e-01, 5.355e-02, 2.204e-01, 1.006e+00,\n",
       "                     1.471e+00, 1.998e+01, 3.535e-03, 1.393e-02, 1.800e-02, 6.144e-03,\n",
       "                     1.254e-02, 1.219e-03, 1.646e+01, 2.544e+01, 1.060e+02, 8.310e+02,\n",
       "                     1.142e-01, 2.070e-01, 2.437e-01, 7.828e-02, 2.455e-01, 6.596e-02])],\n",
       "             (6,\n",
       "              9): [array([9.504e+00, 1.244e+01, 6.034e+01, 2.739e+02, 1.024e-01, 6.492e-02,\n",
       "                     2.956e-02, 2.076e-02, 1.815e-01, 6.905e-02, 2.773e-01, 9.768e-01,\n",
       "                     1.909e+00, 1.570e+01, 9.606e-03, 1.432e-02, 1.985e-02, 1.421e-02,\n",
       "                     2.027e-02, 2.968e-03, 1.023e+01, 1.566e+01, 6.513e+01, 3.149e+02,\n",
       "                     1.324e-01, 1.148e-01, 8.867e-02, 6.227e-02, 2.450e-01, 7.773e-02]), array([1.051e+01, 2.019e+01, 6.864e+01, 3.342e+02, 1.122e-01, 1.303e-01,\n",
       "                     6.476e-02, 3.068e-02, 1.922e-01, 7.782e-02, 3.336e-01, 1.860e+00,\n",
       "                     2.041e+00, 1.991e+01, 1.188e-02, 3.747e-02, 4.591e-02, 1.544e-02,\n",
       "                     2.287e-02, 6.792e-03, 1.116e+01, 2.275e+01, 7.262e+01, 3.744e+02,\n",
       "                     1.300e-01, 2.049e-01, 1.295e-01, 6.136e-02, 2.383e-01, 9.026e-02]), array([1.066e+01, 1.515e+01, 6.749e+01, 3.496e+02, 8.792e-02, 4.302e-02,\n",
       "                     0.000e+00, 0.000e+00, 1.928e-01, 5.975e-02, 3.309e-01, 1.925e+00,\n",
       "                     2.155e+00, 2.198e+01, 8.713e-03, 1.017e-02, 0.000e+00, 0.000e+00,\n",
       "                     3.265e-02, 1.002e-03, 1.154e+01, 1.920e+01, 7.320e+01, 4.083e+02,\n",
       "                     1.076e-01, 6.791e-02, 0.000e+00, 0.000e+00, 2.710e-01, 6.164e-02]), array([1.051e+01, 2.309e+01, 6.685e+01, 3.342e+02, 1.015e-01, 6.797e-02,\n",
       "                     2.495e-02, 1.875e-02, 1.695e-01, 6.556e-02, 2.868e-01, 1.143e+00,\n",
       "                     2.289e+00, 2.056e+01, 1.017e-02, 1.443e-02, 1.861e-02, 1.250e-02,\n",
       "                     3.464e-02, 1.971e-03, 1.093e+01, 2.422e+01, 7.010e+01, 3.627e+02,\n",
       "                     1.143e-01, 8.614e-02, 4.158e-02, 3.125e-02, 2.227e-01, 6.777e-02]), array([1.122e+01, 1.986e+01, 7.194e+01, 3.873e+02, 1.054e-01, 6.779e-02,\n",
       "                     5.006e-03, 7.583e-03, 1.940e-01, 6.028e-02, 2.976e-01, 1.966e+00,\n",
       "                     1.959e+00, 1.962e+01, 1.289e-02, 1.104e-02, 3.297e-03, 4.967e-03,\n",
       "                     4.243e-02, 1.963e-03, 1.198e+01, 2.578e+01, 7.691e+01, 4.361e+02,\n",
       "                     1.424e-01, 9.669e-02, 1.335e-02, 2.022e-02, 3.292e-01, 6.522e-02]), array([1.026e+01, 1.471e+01, 6.620e+01, 3.216e+02, 9.882e-02, 9.159e-02,\n",
       "                     3.581e-02, 2.037e-02, 1.633e-01, 7.005e-02, 3.380e-01, 2.509e+00,\n",
       "                     2.394e+00, 1.933e+01, 1.736e-02, 4.671e-02, 2.611e-02, 1.296e-02,\n",
       "                     3.675e-02, 6.758e-03, 1.088e+01, 1.948e+01, 7.089e+01, 3.571e+02,\n",
       "                     1.360e-01, 1.636e-01, 7.162e-02, 4.074e-02, 2.434e-01, 8.488e-02]), array([1.106e+01, 1.712e+01, 7.125e+01, 3.665e+02, 1.194e-01, 1.071e-01,\n",
       "                     4.063e-02, 4.268e-02, 1.954e-01, 7.976e-02, 1.779e-01, 1.030e+00,\n",
       "                     1.318e+00, 1.230e+01, 1.262e-02, 2.348e-02, 1.800e-02, 1.285e-02,\n",
       "                     2.220e-02, 8.313e-03, 1.169e+01, 2.074e+01, 7.608e+01, 4.111e+02,\n",
       "                     1.662e-01, 2.031e-01, 1.256e-01, 9.514e-02, 2.780e-01, 1.168e-01]), array([1.086e+01, 2.148e+01, 6.851e+01, 3.605e+02, 7.431e-02, 4.227e-02,\n",
       "                     0.000e+00, 0.000e+00, 1.661e-01, 5.948e-02, 3.163e-01, 1.304e+00,\n",
       "                     2.115e+00, 2.067e+01, 9.579e-03, 1.104e-02, 0.000e+00, 0.000e+00,\n",
       "                     3.004e-02, 2.228e-03, 1.166e+01, 2.477e+01, 7.408e+01, 4.123e+02,\n",
       "                     1.001e-01, 7.348e-02, 0.000e+00, 0.000e+00, 2.458e-01, 6.592e-02]), array([1.016e+01, 1.959e+01, 6.473e+01, 3.117e+02, 1.003e-01, 7.504e-02,\n",
       "                     5.025e-03, 1.116e-02, 1.791e-01, 6.331e-02, 2.441e-01, 2.090e+00,\n",
       "                     1.648e+00, 1.680e+01, 1.291e-02, 2.222e-02, 4.174e-03, 7.082e-03,\n",
       "                     2.572e-02, 2.278e-03, 1.065e+01, 2.288e+01, 6.788e+01, 3.473e+02,\n",
       "                     1.265e-01, 1.200e-01, 1.005e-02, 2.232e-02, 2.262e-01, 6.742e-02])],\n",
       "             (3,\n",
       "              0): [array([1.534e+01, 1.426e+01, 1.025e+02, 7.044e+02, 1.073e-01, 2.135e-01,\n",
       "                     2.077e-01, 9.756e-02, 2.521e-01, 7.032e-02, 4.388e-01, 7.096e-01,\n",
       "                     3.384e+00, 4.491e+01, 6.789e-03, 5.328e-02, 6.446e-02, 2.252e-02,\n",
       "                     3.672e-02, 4.394e-03, 1.807e+01, 1.908e+01, 1.251e+02, 9.809e+02,\n",
       "                     1.390e-01, 5.954e-01, 6.305e-01, 2.393e-01, 4.667e-01, 9.946e-02]), array([1.458e+01, 2.153e+01, 9.741e+01, 6.448e+02, 1.054e-01, 1.868e-01,\n",
       "                     1.425e-01, 8.783e-02, 2.252e-01, 6.924e-02, 2.545e-01, 9.832e-01,\n",
       "                     2.110e+00, 2.105e+01, 4.452e-03, 3.055e-02, 2.681e-02, 1.352e-02,\n",
       "                     1.454e-02, 3.711e-03, 1.762e+01, 3.321e+01, 1.224e+02, 8.969e+02,\n",
       "                     1.525e-01, 6.643e-01, 5.539e-01, 2.701e-01, 4.264e-01, 1.275e-01]), array([1.478e+01, 2.394e+01, 9.740e+01, 6.683e+02, 1.172e-01, 1.479e-01,\n",
       "                     1.267e-01, 9.029e-02, 1.953e-01, 6.654e-02, 3.577e-01, 1.281e+00,\n",
       "                     2.450e+00, 3.524e+01, 6.703e-03, 2.310e-02, 2.315e-02, 1.184e-02,\n",
       "                     1.900e-02, 3.224e-03, 1.731e+01, 3.339e+01, 1.146e+02, 9.251e+02,\n",
       "                     1.648e-01, 3.416e-01, 3.024e-01, 1.614e-01, 3.321e-01, 8.911e-02]), array([1.380e+01, 1.579e+01, 9.043e+01, 5.841e+02, 1.007e-01, 1.280e-01,\n",
       "                     7.789e-02, 5.069e-02, 1.662e-01, 6.566e-02, 2.787e-01, 6.205e-01,\n",
       "                     1.957e+00, 2.335e+01, 4.717e-03, 2.065e-02, 1.759e-02, 9.206e-03,\n",
       "                     1.220e-02, 3.130e-03, 1.657e+01, 2.086e+01, 1.103e+02, 8.124e+02,\n",
       "                     1.411e-01, 3.542e-01, 2.779e-01, 1.383e-01, 2.589e-01, 1.030e-01]), array([1.512e+01, 1.668e+01, 9.878e+01, 7.166e+02, 8.876e-02, 9.588e-02,\n",
       "                     7.550e-02, 4.079e-02, 1.594e-01, 5.986e-02, 2.711e-01, 3.621e-01,\n",
       "                     1.974e+00, 2.644e+01, 5.472e-03, 1.919e-02, 2.039e-02, 8.260e-03,\n",
       "                     1.523e-02, 2.881e-03, 1.777e+01, 2.024e+01, 1.177e+02, 9.895e+02,\n",
       "                     1.491e-01, 3.331e-01, 3.327e-01, 1.252e-01, 3.415e-01, 9.740e-02]), array([1.434e+01, 1.347e+01, 9.251e+01, 6.412e+02, 9.906e-02, 7.624e-02,\n",
       "                     5.724e-02, 4.603e-02, 2.075e-01, 5.448e-02, 5.220e-01, 8.121e-01,\n",
       "                     3.763e+00, 4.829e+01, 7.089e-03, 1.428e-02, 2.360e-02, 1.286e-02,\n",
       "                     2.266e-02, 1.463e-03, 1.677e+01, 1.690e+01, 1.104e+02, 8.732e+02,\n",
       "                     1.297e-01, 1.525e-01, 1.632e-01, 1.087e-01, 3.062e-01, 6.072e-02]), array([1.396e+01, 1.705e+01, 9.143e+01, 6.024e+02, 1.096e-01, 1.279e-01,\n",
       "                     9.789e-02, 5.246e-02, 1.908e-01, 6.130e-02, 4.250e-01, 8.098e-01,\n",
       "                     2.563e+00, 3.574e+01, 6.351e-03, 2.679e-02, 3.119e-02, 1.342e-02,\n",
       "                     2.062e-02, 2.695e-03, 1.639e+01, 2.207e+01, 1.081e+02, 8.260e+02,\n",
       "                     1.512e-01, 3.262e-01, 3.209e-01, 1.374e-01, 3.068e-01, 7.957e-02]), array([1.390e+01, 1.924e+01, 8.873e+01, 6.029e+02, 7.991e-02, 5.326e-02,\n",
       "                     2.995e-02, 2.070e-02, 1.579e-01, 5.594e-02, 3.316e-01, 9.264e-01,\n",
       "                     2.056e+00, 2.841e+01, 3.704e-03, 1.082e-02, 1.530e-02, 6.275e-03,\n",
       "                     1.062e-02, 2.217e-03, 1.641e+01, 2.642e+01, 1.044e+02, 8.305e+02,\n",
       "                     1.064e-01, 1.415e-01, 1.673e-01, 8.150e-02, 2.356e-01, 7.603e-02]), array([1.505e+01, 1.907e+01, 9.726e+01, 7.019e+02, 9.215e-02, 8.597e-02,\n",
       "                     7.486e-02, 4.335e-02, 1.561e-01, 5.915e-02, 3.860e-01, 1.198e+00,\n",
       "                     2.630e+00, 3.849e+01, 4.952e-03, 1.630e-02, 2.967e-02, 9.423e-03,\n",
       "                     1.152e-02, 1.718e-03, 1.758e+01, 2.806e+01, 1.138e+02, 9.670e+02,\n",
       "                     1.246e-01, 2.101e-01, 2.866e-01, 1.120e-01, 2.282e-01, 6.954e-02])],\n",
       "             (0,\n",
       "              3): [array([1.861e+01, 2.025e+01, 1.221e+02, 1.094e+03, 9.440e-02, 1.066e-01,\n",
       "                     1.490e-01, 7.731e-02, 1.697e-01, 5.699e-02, 8.529e-01, 1.849e+00,\n",
       "                     5.632e+00, 9.354e+01, 1.075e-02, 2.722e-02, 5.081e-02, 1.911e-02,\n",
       "                     2.293e-02, 4.217e-03, 2.131e+01, 2.726e+01, 1.399e+02, 1.403e+03,\n",
       "                     1.338e-01, 2.117e-01, 3.446e-01, 1.490e-01, 2.341e-01, 7.421e-02]), array([1.757e+01, 1.505e+01, 1.150e+02, 9.551e+02, 9.847e-02, 1.157e-01,\n",
       "                     9.875e-02, 7.953e-02, 1.739e-01, 6.149e-02, 6.003e-01, 8.225e-01,\n",
       "                     4.655e+00, 6.110e+01, 5.627e-03, 3.033e-02, 3.407e-02, 1.354e-02,\n",
       "                     1.925e-02, 3.742e-03, 2.001e+01, 1.952e+01, 1.349e+02, 1.227e+03,\n",
       "                     1.255e-01, 2.812e-01, 2.489e-01, 1.456e-01, 2.756e-01, 7.919e-02]), array([1.822e+01, 1.870e+01, 1.203e+02, 1.033e+03, 1.148e-01, 1.485e-01,\n",
       "                     1.772e-01, 1.060e-01, 2.092e-01, 6.310e-02, 8.337e-01, 1.593e+00,\n",
       "                     4.877e+00, 9.881e+01, 3.899e-03, 2.961e-02, 2.817e-02, 9.222e-03,\n",
       "                     2.674e-02, 5.126e-03, 2.060e+01, 2.413e+01, 1.351e+02, 1.321e+03,\n",
       "                     1.280e-01, 2.297e-01, 2.623e-01, 1.325e-01, 3.021e-01, 7.987e-02]), array([2.018e+01, 2.397e+01, 1.437e+02, 1.245e+03, 1.286e-01, 3.454e-01,\n",
       "                     3.754e-01, 1.604e-01, 2.906e-01, 8.142e-02, 9.317e-01, 1.885e+00,\n",
       "                     8.649e+00, 1.164e+02, 1.038e-02, 6.835e-02, 1.091e-01, 2.593e-02,\n",
       "                     7.895e-02, 5.987e-03, 2.337e+01, 3.172e+01, 1.703e+02, 1.623e+03,\n",
       "                     1.639e-01, 6.164e-01, 7.681e-01, 2.508e-01, 5.440e-01, 9.964e-02]), array([1.919e+01, 1.594e+01, 1.263e+02, 1.157e+03, 8.694e-02, 1.185e-01,\n",
       "                     1.193e-01, 9.667e-02, 1.741e-01, 5.176e-02, 1.000e+00, 6.336e-01,\n",
       "                     6.971e+00, 1.193e+02, 9.406e-03, 3.055e-02, 4.344e-02, 2.794e-02,\n",
       "                     3.156e-02, 3.362e-03, 2.203e+01, 1.781e+01, 1.466e+02, 1.495e+03,\n",
       "                     1.124e-01, 2.016e-01, 2.264e-01, 1.777e-01, 2.443e-01, 6.251e-02]), array([1.305e+01, 1.384e+01, 8.271e+01, 5.306e+02, 8.352e-02, 3.735e-02,\n",
       "                     4.559e-03, 8.829e-03, 1.453e-01, 5.518e-02, 3.975e-01, 8.285e-01,\n",
       "                     2.567e+00, 3.301e+01, 4.148e-03, 4.711e-03, 2.831e-03, 4.821e-03,\n",
       "                     1.422e-02, 2.273e-03, 1.473e+01, 1.740e+01, 9.396e+01, 6.724e+02,\n",
       "                     1.016e-01, 5.847e-02, 1.824e-02, 3.532e-02, 2.107e-01, 6.580e-02]), array([1.504e+01, 1.674e+01, 9.873e+01, 6.894e+02, 9.883e-02, 1.364e-01,\n",
       "                     7.721e-02, 6.142e-02, 1.668e-01, 6.869e-02, 3.720e-01, 8.423e-01,\n",
       "                     2.304e+00, 3.484e+01, 4.123e-03, 1.819e-02, 1.996e-02, 1.004e-02,\n",
       "                     1.055e-02, 3.237e-03, 1.676e+01, 2.043e+01, 1.097e+02, 8.569e+02,\n",
       "                     1.135e-01, 2.176e-01, 1.856e-01, 1.018e-01, 2.177e-01, 8.549e-02])],\n",
       "             (2,\n",
       "              0): [array([1.530e+01, 2.527e+01, 1.024e+02, 7.324e+02, 1.082e-01, 1.697e-01,\n",
       "                     1.683e-01, 8.751e-02, 1.926e-01, 6.540e-02, 4.390e-01, 1.012e+00,\n",
       "                     3.498e+00, 4.350e+01, 5.233e-03, 3.057e-02, 3.576e-02, 1.083e-02,\n",
       "                     1.768e-02, 2.967e-03, 2.027e+01, 3.671e+01, 1.493e+02, 1.269e+03,\n",
       "                     1.641e-01, 6.110e-01, 6.335e-01, 2.024e-01, 4.027e-01, 9.876e-02]), array([1.268e+01, 2.384e+01, 8.269e+01, 4.990e+02, 1.122e-01, 1.262e-01,\n",
       "                     1.128e-01, 6.873e-02, 1.905e-01, 6.590e-02, 4.255e-01, 1.178e+00,\n",
       "                     2.927e+00, 3.646e+01, 7.781e-03, 2.648e-02, 2.973e-02, 1.290e-02,\n",
       "                     1.635e-02, 3.601e-03, 1.709e+01, 3.347e+01, 1.118e+02, 8.883e+02,\n",
       "                     1.851e-01, 4.061e-01, 4.024e-01, 1.716e-01, 3.383e-01, 1.031e-01]), array([1.747e+01, 2.468e+01, 1.161e+02, 9.846e+02, 1.049e-01, 1.603e-01,\n",
       "                     2.159e-01, 1.043e-01, 1.538e-01, 6.365e-02, 1.088e+00, 1.410e+00,\n",
       "                     7.337e+00, 1.223e+02, 6.174e-03, 3.634e-02, 4.644e-02, 1.569e-02,\n",
       "                     1.145e-02, 5.120e-03, 2.314e+01, 3.233e+01, 1.553e+02, 1.660e+03,\n",
       "                     1.376e-01, 3.830e-01, 4.890e-01, 1.721e-01, 2.160e-01, 9.300e-02]), array([1.343e+01, 1.963e+01, 8.584e+01, 5.654e+02, 9.048e-02, 6.288e-02,\n",
       "                     5.858e-02, 3.438e-02, 1.598e-01, 5.671e-02, 4.697e-01, 1.147e+00,\n",
       "                     3.142e+00, 4.340e+01, 6.003e-03, 1.063e-02, 2.151e-02, 9.443e-03,\n",
       "                     1.520e-02, 1.868e-03, 1.798e+01, 2.987e+01, 1.166e+02, 9.936e+02,\n",
       "                     1.401e-01, 1.546e-01, 2.644e-01, 1.160e-01, 2.884e-01, 7.371e-02]), array([2.321e+01, 2.697e+01, 1.535e+02, 1.670e+03, 9.509e-02, 1.682e-01,\n",
       "                     1.950e-01, 1.237e-01, 1.909e-01, 6.309e-02, 1.058e+00, 9.635e-01,\n",
       "                     7.247e+00, 1.558e+02, 6.428e-03, 2.863e-02, 4.497e-02, 1.716e-02,\n",
       "                     1.590e-02, 3.053e-03, 3.101e+01, 3.451e+01, 2.060e+02, 2.944e+03,\n",
       "                     1.481e-01, 4.126e-01, 5.820e-01, 2.593e-01, 3.103e-01, 8.677e-02]), array([1.953e+01, 1.890e+01, 1.295e+02, 1.217e+03, 1.150e-01, 1.642e-01,\n",
       "                     2.197e-01, 1.062e-01, 1.792e-01, 6.552e-02, 1.111e+00, 1.161e+00,\n",
       "                     7.237e+00, 1.330e+02, 6.056e-03, 3.203e-02, 5.638e-02, 1.733e-02,\n",
       "                     1.884e-02, 4.787e-03, 2.593e+01, 2.624e+01, 1.711e+02, 2.053e+03,\n",
       "                     1.495e-01, 4.116e-01, 6.121e-01, 1.980e-01, 2.968e-01, 9.929e-02]), array([1.877e+01, 2.143e+01, 1.229e+02, 1.092e+03, 9.116e-02, 1.402e-01,\n",
       "                     1.060e-01, 6.090e-02, 1.953e-01, 6.083e-02, 6.422e-01, 1.530e+00,\n",
       "                     4.369e+00, 8.825e+01, 7.548e-03, 3.897e-02, 3.914e-02, 1.816e-02,\n",
       "                     2.168e-02, 4.445e-03, 2.454e+01, 3.437e+01, 1.611e+02, 1.873e+03,\n",
       "                     1.498e-01, 4.827e-01, 4.634e-01, 2.048e-01, 3.679e-01, 9.870e-02]), array([1.708e+01, 2.715e+01, 1.112e+02, 9.309e+02, 9.898e-02, 1.110e-01,\n",
       "                     1.007e-01, 6.431e-02, 1.793e-01, 6.281e-02, 9.291e-01, 1.152e+00,\n",
       "                     6.051e+00, 1.152e+02, 8.740e-03, 2.219e-02, 2.721e-02, 1.458e-02,\n",
       "                     2.045e-02, 4.417e-03, 2.296e+01, 3.449e+01, 1.521e+02, 1.648e+03,\n",
       "                     1.600e-01, 2.444e-01, 2.639e-01, 1.555e-01, 3.010e-01, 9.060e-02]), array([2.742e+01, 2.627e+01, 1.869e+02, 2.501e+03, 1.084e-01, 1.988e-01,\n",
       "                     3.635e-01, 1.689e-01, 2.061e-01, 5.623e-02, 2.547e+00, 1.306e+00,\n",
       "                     1.865e+01, 5.422e+02, 7.650e-03, 5.374e-02, 8.055e-02, 2.598e-02,\n",
       "                     1.697e-02, 4.558e-03, 3.604e+01, 3.137e+01, 2.512e+02, 4.254e+03,\n",
       "                     1.357e-01, 4.256e-01, 6.833e-01, 2.625e-01, 2.641e-01, 7.427e-02])],\n",
       "             (3,\n",
       "              2): [array([1.425e+01, 2.172e+01, 9.363e+01, 6.330e+02, 9.823e-02, 1.098e-01,\n",
       "                     1.319e-01, 5.598e-02, 1.885e-01, 6.125e-02, 2.860e-01, 1.019e+00,\n",
       "                     2.657e+00, 2.491e+01, 5.878e-03, 2.995e-02, 4.815e-02, 1.161e-02,\n",
       "                     2.028e-02, 4.022e-03, 1.589e+01, 3.036e+01, 1.162e+02, 7.996e+02,\n",
       "                     1.446e-01, 4.238e-01, 5.186e-01, 1.447e-01, 3.591e-01, 1.014e-01]), array([1.442e+01, 1.977e+01, 9.448e+01, 6.425e+02, 9.752e-02, 1.141e-01,\n",
       "                     9.388e-02, 5.839e-02, 1.879e-01, 6.390e-02, 2.895e-01, 1.851e+00,\n",
       "                     2.376e+00, 2.685e+01, 8.005e-03, 2.895e-02, 3.321e-02, 1.424e-02,\n",
       "                     1.462e-02, 4.452e-03, 1.633e+01, 3.086e+01, 1.095e+02, 8.264e+02,\n",
       "                     1.431e-01, 3.026e-01, 3.194e-01, 1.565e-01, 2.718e-01, 9.353e-02]), array([1.754e+01, 1.932e+01, 1.151e+02, 9.516e+02, 8.968e-02, 1.198e-01,\n",
       "                     1.036e-01, 7.488e-02, 1.506e-01, 5.491e-02, 3.971e-01, 8.282e-01,\n",
       "                     3.088e+00, 4.073e+01, 6.090e-03, 2.569e-02, 2.713e-02, 1.345e-02,\n",
       "                     1.594e-02, 2.658e-03, 2.042e+01, 2.584e+01, 1.395e+02, 1.239e+03,\n",
       "                     1.381e-01, 3.420e-01, 3.508e-01, 1.939e-01, 2.928e-01, 7.867e-02]), array([1.527e+01, 1.291e+01, 9.817e+01, 7.255e+02, 8.182e-02, 6.230e-02,\n",
       "                     5.892e-02, 3.157e-02, 1.359e-01, 5.526e-02, 2.134e-01, 3.628e-01,\n",
       "                     1.525e+00, 2.000e+01, 4.291e-03, 1.236e-02, 1.841e-02, 7.373e-03,\n",
       "                     9.539e-03, 1.656e-03, 1.738e+01, 1.592e+01, 1.137e+02, 9.327e+02,\n",
       "                     1.222e-01, 2.186e-01, 2.962e-01, 1.035e-01, 2.320e-01, 7.474e-02]), array([1.735e+01, 2.306e+01, 1.110e+02, 9.331e+02, 8.662e-02, 6.290e-02,\n",
       "                     2.891e-02, 2.837e-02, 1.564e-01, 5.307e-02, 4.007e-01, 1.317e+00,\n",
       "                     2.577e+00, 4.441e+01, 5.726e-03, 1.106e-02, 1.246e-02, 7.671e-03,\n",
       "                     1.411e-02, 1.578e-03, 1.985e+01, 3.147e+01, 1.282e+02, 1.218e+03,\n",
       "                     1.240e-01, 1.486e-01, 1.211e-01, 8.235e-02, 2.452e-01, 6.515e-02]), array([1.561e+01, 1.938e+01, 1.000e+02, 7.586e+02, 7.840e-02, 5.616e-02,\n",
       "                     4.209e-02, 2.847e-02, 1.547e-01, 5.443e-02, 2.298e-01, 9.988e-01,\n",
       "                     1.534e+00, 2.218e+01, 2.826e-03, 9.105e-03, 1.311e-02, 5.174e-03,\n",
       "                     1.013e-02, 1.345e-03, 1.791e+01, 3.167e+01, 1.159e+02, 9.886e+02,\n",
       "                     1.084e-01, 1.807e-01, 2.260e-01, 8.568e-02, 2.683e-01, 6.829e-02]), array([1.359e+01, 1.784e+01, 8.624e+01, 5.723e+02, 7.948e-02, 4.052e-02,\n",
       "                     1.997e-02, 1.238e-02, 1.573e-01, 5.520e-02, 2.580e-01, 1.166e+00,\n",
       "                     1.683e+00, 2.222e+01, 3.741e-03, 5.274e-03, 1.065e-02, 5.044e-03,\n",
       "                     1.344e-02, 1.126e-03, 1.550e+01, 2.610e+01, 9.891e+01, 7.391e+02,\n",
       "                     1.050e-01, 7.622e-02, 1.060e-01, 5.185e-02, 2.335e-01, 6.263e-02]), array([1.624e+01, 1.877e+01, 1.088e+02, 8.051e+02, 1.066e-01, 1.802e-01,\n",
       "                     1.948e-01, 9.052e-02, 1.876e-01, 6.684e-02, 2.873e-01, 9.173e-01,\n",
       "                     2.464e+00, 2.809e+01, 4.563e-03, 3.481e-02, 3.872e-02, 1.209e-02,\n",
       "                     1.388e-02, 4.081e-03, 1.855e+01, 2.509e+01, 1.269e+02, 1.031e+03,\n",
       "                     1.365e-01, 4.706e-01, 5.026e-01, 1.732e-01, 2.770e-01, 1.063e-01]), array([1.426e+01, 1.817e+01, 9.122e+01, 6.331e+02, 6.576e-02, 5.220e-02,\n",
       "                     2.475e-02, 1.374e-02, 1.635e-01, 5.586e-02, 2.300e-01, 6.690e-01,\n",
       "                     1.661e+00, 2.056e+01, 3.169e-03, 1.377e-02, 1.079e-02, 5.243e-03,\n",
       "                     1.103e-02, 1.957e-03, 1.622e+01, 2.526e+01, 1.058e+02, 8.197e+02,\n",
       "                     9.445e-02, 2.167e-01, 1.565e-01, 7.530e-02, 2.636e-01, 7.676e-02]), array([1.791e+01, 2.102e+01, 1.244e+02, 9.940e+02, 1.230e-01, 2.576e-01,\n",
       "                     3.189e-01, 1.198e-01, 2.113e-01, 7.115e-02, 4.030e-01, 7.747e-01,\n",
       "                     3.123e+00, 4.151e+01, 7.159e-03, 3.718e-02, 6.165e-02, 1.051e-02,\n",
       "                     1.591e-02, 5.099e-03, 2.080e+01, 2.778e+01, 1.496e+02, 1.304e+03,\n",
       "                     1.873e-01, 5.917e-01, 9.034e-01, 1.964e-01, 3.245e-01, 1.198e-01]), array([1.513e+01, 2.981e+01, 9.671e+01, 7.195e+02, 8.320e-02, 4.605e-02,\n",
       "                     4.686e-02, 2.739e-02, 1.852e-01, 5.294e-02, 4.681e-01, 1.627e+00,\n",
       "                     3.043e+00, 4.538e+01, 6.831e-03, 1.427e-02, 2.489e-02, 9.087e-03,\n",
       "                     3.151e-02, 1.750e-03, 1.726e+01, 3.691e+01, 1.101e+02, 9.314e+02,\n",
       "                     1.148e-01, 9.866e-02, 1.547e-01, 6.575e-02, 3.233e-01, 6.165e-02]), array([1.803e+01, 1.685e+01, 1.175e+02, 9.900e+02, 8.947e-02, 1.232e-01,\n",
       "                     1.090e-01, 6.254e-02, 1.720e-01, 5.780e-02, 2.986e-01, 5.906e-01,\n",
       "                     1.921e+00, 3.577e+01, 4.117e-03, 1.560e-02, 2.975e-02, 9.753e-03,\n",
       "                     1.295e-02, 2.436e-03, 2.038e+01, 2.202e+01, 1.333e+02, 1.292e+03,\n",
       "                     1.263e-01, 2.666e-01, 4.290e-01, 1.535e-01, 2.842e-01, 8.225e-02]), array([1.453e+01, 1.934e+01, 9.425e+01, 6.597e+02, 8.388e-02, 7.800e-02,\n",
       "                     8.817e-02, 2.925e-02, 1.473e-01, 5.746e-02, 2.535e-01, 1.354e+00,\n",
       "                     1.994e+00, 2.304e+01, 4.147e-03, 2.048e-02, 3.379e-02, 8.848e-03,\n",
       "                     1.394e-02, 2.327e-03, 1.630e+01, 2.839e+01, 1.081e+02, 8.305e+02,\n",
       "                     1.089e-01, 2.649e-01, 3.779e-01, 9.594e-02, 2.471e-01, 7.463e-02]), array([1.317e+01, 1.822e+01, 8.428e+01, 5.373e+02, 7.466e-02, 5.994e-02,\n",
       "                     4.859e-02, 2.870e-02, 1.454e-01, 5.549e-02, 2.023e-01, 6.850e-01,\n",
       "                     1.236e+00, 1.689e+01, 5.969e-03, 1.493e-02, 1.564e-02, 8.463e-03,\n",
       "                     1.093e-02, 1.672e-03, 1.490e+01, 2.389e+01, 9.510e+01, 6.876e+02,\n",
       "                     1.282e-01, 1.965e-01, 1.876e-01, 1.045e-01, 2.235e-01, 6.925e-02]), array([1.669e+01, 2.020e+01, 1.071e+02, 8.576e+02, 7.497e-02, 7.112e-02,\n",
       "                     3.649e-02, 2.307e-02, 1.846e-01, 5.325e-02, 2.473e-01, 5.679e-01,\n",
       "                     1.775e+00, 2.295e+01, 2.667e-03, 1.446e-02, 1.423e-02, 5.297e-03,\n",
       "                     1.961e-02, 1.700e-03, 1.918e+01, 2.656e+01, 1.273e+02, 1.084e+03,\n",
       "                     1.009e-01, 2.920e-01, 2.477e-01, 8.737e-02, 4.677e-01, 7.623e-02]), array([1.522e+01, 3.062e+01, 1.034e+02, 7.169e+02, 1.048e-01, 2.087e-01,\n",
       "                     2.550e-01, 9.429e-02, 2.128e-01, 7.152e-02, 2.602e-01, 1.205e+00,\n",
       "                     2.362e+00, 2.265e+01, 4.625e-03, 4.844e-02, 7.359e-02, 1.608e-02,\n",
       "                     2.137e-02, 6.142e-03, 1.752e+01, 4.279e+01, 1.287e+02, 9.150e+02,\n",
       "                     1.417e-01, 7.917e-01, 1.170e+00, 2.356e-01, 4.089e-01, 1.409e-01])],\n",
       "             (2,\n",
       "              9): [array([1.303e+01, 1.842e+01, 8.261e+01, 5.238e+02, 8.983e-02, 3.766e-02,\n",
       "                     2.562e-02, 2.923e-02, 1.467e-01, 5.863e-02, 1.839e-01, 2.342e+00,\n",
       "                     1.170e+00, 1.416e+01, 4.352e-03, 4.899e-03, 1.343e-02, 1.164e-02,\n",
       "                     2.671e-02, 1.777e-03, 1.330e+01, 2.281e+01, 8.446e+01, 5.459e+02,\n",
       "                     9.701e-02, 4.619e-02, 4.833e-02, 5.013e-02, 1.987e-01, 6.169e-02]), array([1.499e+01, 2.520e+01, 9.554e+01, 6.988e+02, 9.387e-02, 5.131e-02,\n",
       "                     2.398e-02, 2.899e-02, 1.565e-01, 5.504e-02, 1.214e+00, 2.188e+00,\n",
       "                     8.077e+00, 1.060e+02, 6.883e-03, 1.094e-02, 1.818e-02, 1.917e-02,\n",
       "                     7.882e-03, 1.754e-03, 1.499e+01, 2.520e+01, 9.554e+01, 6.988e+02,\n",
       "                     9.387e-02, 5.131e-02, 2.398e-02, 2.899e-02, 1.565e-01, 5.504e-02]), array([1.278e+01, 1.649e+01, 8.137e+01, 5.025e+02, 9.831e-02, 5.234e-02,\n",
       "                     3.653e-02, 2.864e-02, 1.590e-01, 5.653e-02, 2.368e-01, 8.732e-01,\n",
       "                     1.471e+00, 1.833e+01, 7.962e-03, 5.612e-03, 1.585e-02, 8.662e-03,\n",
       "                     2.254e-02, 1.906e-03, 1.346e+01, 1.976e+01, 8.567e+01, 5.549e+02,\n",
       "                     1.296e-01, 7.061e-02, 1.039e-01, 5.882e-02, 2.383e-01, 6.410e-02]), array([1.353e+01, 1.094e+01, 8.791e+01, 5.592e+02, 1.291e-01, 1.047e-01,\n",
       "                     6.877e-02, 6.556e-02, 2.403e-01, 6.641e-02, 4.101e-01, 1.014e+00,\n",
       "                     2.652e+00, 3.265e+01, 1.340e-02, 2.839e-02, 1.162e-02, 8.239e-03,\n",
       "                     2.572e-02, 6.164e-03, 1.408e+01, 1.249e+01, 9.136e+01, 6.055e+02,\n",
       "                     1.451e-01, 1.379e-01, 8.539e-02, 7.407e-02, 2.710e-01, 7.191e-02]), array([1.218e+01, 1.784e+01, 7.779e+01, 4.511e+02, 1.045e-01, 7.057e-02,\n",
       "                     2.490e-02, 2.941e-02, 1.900e-01, 6.635e-02, 3.661e-01, 1.511e+00,\n",
       "                     2.410e+00, 2.444e+01, 5.433e-03, 1.179e-02, 1.131e-02, 1.519e-02,\n",
       "                     2.220e-02, 3.408e-03, 1.283e+01, 2.092e+01, 8.214e+01, 4.952e+02,\n",
       "                     1.140e-01, 9.358e-02, 4.980e-02, 5.882e-02, 2.227e-01, 7.376e-02]), array([1.263e+01, 2.076e+01, 8.215e+01, 4.804e+02, 9.933e-02, 1.209e-01,\n",
       "                     1.065e-01, 6.021e-02, 1.735e-01, 7.070e-02, 3.424e-01, 1.803e+00,\n",
       "                     2.711e+00, 2.048e+01, 1.291e-02, 4.042e-02, 5.101e-02, 2.295e-02,\n",
       "                     2.144e-02, 5.891e-03, 1.333e+01, 2.547e+01, 8.900e+01, 5.274e+02,\n",
       "                     1.287e-01, 2.250e-01, 2.216e-01, 1.105e-01, 2.226e-01, 8.486e-02]), array([1.218e+01, 1.408e+01, 7.725e+01, 4.614e+02, 7.734e-02, 3.212e-02,\n",
       "                     1.123e-02, 5.051e-03, 1.673e-01, 5.649e-02, 2.113e-01, 5.996e-01,\n",
       "                     1.438e+00, 1.582e+01, 5.343e-03, 5.767e-03, 1.123e-02, 5.051e-03,\n",
       "                     1.977e-02, 9.502e-04, 1.285e+01, 1.647e+01, 8.160e+01, 5.131e+02,\n",
       "                     1.001e-01, 5.332e-02, 4.116e-02, 1.852e-02, 2.293e-01, 6.037e-02]), array([1.243e+01, 1.700e+01, 7.860e+01, 4.773e+02, 7.557e-02, 3.454e-02,\n",
       "                     1.342e-02, 1.699e-02, 1.472e-01, 5.561e-02, 3.778e-01, 2.200e+00,\n",
       "                     2.487e+00, 3.116e+01, 7.357e-03, 1.079e-02, 9.959e-03, 1.120e-02,\n",
       "                     3.433e-02, 2.961e-03, 1.290e+01, 2.021e+01, 8.176e+01, 5.159e+02,\n",
       "                     8.409e-02, 4.712e-02, 2.237e-02, 2.832e-02, 1.901e-01, 5.932e-02]), array([1.256e+01, 1.907e+01, 8.192e+01, 4.858e+02, 8.760e-02, 1.038e-01,\n",
       "                     1.030e-01, 4.391e-02, 1.533e-01, 6.184e-02, 3.602e-01, 1.478e+00,\n",
       "                     3.212e+00, 2.749e+01, 9.853e-03, 4.235e-02, 6.271e-02, 1.966e-02,\n",
       "                     2.639e-02, 4.205e-03, 1.337e+01, 2.243e+01, 8.902e+01, 5.474e+02,\n",
       "                     1.096e-01, 2.002e-01, 2.388e-01, 9.265e-02, 2.121e-01, 7.188e-02]), array([1.240e+01, 1.768e+01, 8.147e+01, 4.678e+02, 1.054e-01, 1.316e-01,\n",
       "                     7.741e-02, 2.799e-02, 1.811e-01, 7.102e-02, 1.767e-01, 1.460e+00,\n",
       "                     2.204e+00, 1.543e+01, 1.000e-02, 3.295e-02, 4.861e-02, 1.167e-02,\n",
       "                     2.187e-02, 6.005e-03, 1.288e+01, 2.291e+01, 8.961e+01, 5.158e+02,\n",
       "                     1.450e-01, 2.629e-01, 2.403e-01, 7.370e-02, 2.556e-01, 9.359e-02]), array([1.246e+01, 1.283e+01, 7.883e+01, 4.773e+02, 7.372e-02, 4.043e-02,\n",
       "                     7.173e-03, 1.149e-02, 1.613e-01, 6.013e-02, 3.276e-01, 1.486e+00,\n",
       "                     2.108e+00, 2.460e+01, 1.039e-02, 1.003e-02, 6.416e-03, 7.895e-03,\n",
       "                     2.869e-02, 4.821e-03, 1.319e+01, 1.636e+01, 8.324e+01, 5.340e+02,\n",
       "                     9.439e-02, 6.477e-02, 1.674e-02, 2.680e-02, 2.280e-01, 7.028e-02]), array([1.174e+01, 1.469e+01, 7.631e+01, 4.260e+02, 8.099e-02, 9.661e-02,\n",
       "                     6.726e-02, 2.639e-02, 1.499e-01, 6.758e-02, 1.924e-01, 6.417e-01,\n",
       "                     1.345e+00, 1.304e+01, 6.982e-03, 3.916e-02, 4.017e-02, 1.528e-02,\n",
       "                     2.260e-02, 6.822e-03, 1.245e+01, 1.760e+01, 8.125e+01, 4.738e+02,\n",
       "                     1.073e-01, 2.793e-01, 2.690e-01, 1.056e-01, 2.604e-01, 9.879e-02]), array([1.394e+01, 1.317e+01, 9.031e+01, 5.942e+02, 1.248e-01, 9.755e-02,\n",
       "                     1.010e-01, 6.615e-02, 1.976e-01, 6.457e-02, 5.461e-01, 2.635e+00,\n",
       "                     4.091e+00, 4.474e+01, 1.004e-02, 3.247e-02, 4.763e-02, 2.853e-02,\n",
       "                     1.715e-02, 5.528e-03, 1.462e+01, 1.538e+01, 9.452e+01, 6.533e+02,\n",
       "                     1.394e-01, 1.364e-01, 1.559e-01, 1.015e-01, 2.160e-01, 7.253e-02])],\n",
       "             (4,\n",
       "              1): [array([1.348e+01, 2.082e+01, 8.840e+01, 5.592e+02, 1.016e-01, 1.255e-01,\n",
       "                     1.063e-01, 5.439e-02, 1.720e-01, 6.419e-02, 2.130e-01, 5.914e-01,\n",
       "                     1.545e+00, 1.852e+01, 5.367e-03, 2.239e-02, 3.049e-02, 1.262e-02,\n",
       "                     1.377e-02, 3.187e-03, 1.553e+01, 2.602e+01, 1.073e+02, 7.404e+02,\n",
       "                     1.610e-01, 4.225e-01, 5.030e-01, 2.258e-01, 2.807e-01, 1.071e-01]), array([1.419e+01, 2.381e+01, 9.287e+01, 6.107e+02, 9.463e-02, 1.306e-01,\n",
       "                     1.115e-01, 6.462e-02, 2.235e-01, 6.433e-02, 4.207e-01, 1.845e+00,\n",
       "                     3.534e+00, 3.100e+01, 1.088e-02, 3.710e-02, 3.688e-02, 1.627e-02,\n",
       "                     4.499e-02, 4.768e-03, 1.686e+01, 3.485e+01, 1.150e+02, 8.113e+02,\n",
       "                     1.559e-01, 4.059e-01, 3.744e-01, 1.772e-01, 4.724e-01, 1.026e-01]), array([1.532e+01, 1.727e+01, 1.032e+02, 7.133e+02, 1.335e-01, 2.284e-01,\n",
       "                     2.448e-01, 1.242e-01, 2.398e-01, 7.596e-02, 6.592e-01, 1.059e+00,\n",
       "                     4.061e+00, 5.946e+01, 1.015e-02, 4.588e-02, 4.983e-02, 2.127e-02,\n",
       "                     1.884e-02, 8.660e-03, 1.773e+01, 2.266e+01, 1.198e+02, 9.288e+02,\n",
       "                     1.765e-01, 4.503e-01, 4.429e-01, 2.229e-01, 3.258e-01, 1.191e-01]), array([1.476e+01, 1.474e+01, 9.487e+01, 6.687e+02, 8.875e-02, 7.780e-02,\n",
       "                     4.608e-02, 3.528e-02, 1.521e-01, 5.912e-02, 3.428e-01, 3.981e-01,\n",
       "                     2.537e+00, 2.906e+01, 4.732e-03, 1.506e-02, 1.855e-02, 1.067e-02,\n",
       "                     2.163e-02, 2.783e-03, 1.727e+01, 1.793e+01, 1.142e+02, 8.808e+02,\n",
       "                     1.220e-01, 2.009e-01, 2.151e-01, 1.251e-01, 3.109e-01, 8.187e-02]), array([1.193e+01, 1.091e+01, 7.614e+01, 4.427e+02, 8.872e-02, 5.242e-02,\n",
       "                     2.606e-02, 1.796e-02, 1.601e-01, 5.541e-02, 2.522e-01, 1.045e+00,\n",
       "                     1.649e+00, 1.895e+01, 6.175e-03, 1.204e-02, 1.376e-02, 5.832e-03,\n",
       "                     1.096e-02, 1.857e-03, 1.380e+01, 2.014e+01, 8.764e+01, 5.895e+02,\n",
       "                     1.374e-01, 1.575e-01, 1.514e-01, 6.876e-02, 2.460e-01, 7.262e-02]), array([1.420e+01, 2.053e+01, 9.241e+01, 6.184e+02, 8.931e-02, 1.108e-01,\n",
       "                     5.063e-02, 3.058e-02, 1.506e-01, 6.009e-02, 3.478e-01, 1.018e+00,\n",
       "                     2.749e+00, 3.101e+01, 4.107e-03, 3.288e-02, 2.821e-02, 1.350e-02,\n",
       "                     1.610e-02, 2.744e-03, 1.645e+01, 2.726e+01, 1.121e+02, 8.285e+02,\n",
       "                     1.153e-01, 3.429e-01, 2.512e-01, 1.339e-01, 2.534e-01, 7.858e-02]), array([1.382e+01, 2.449e+01, 9.233e+01, 5.959e+02, 1.162e-01, 1.681e-01,\n",
       "                     1.357e-01, 6.759e-02, 2.275e-01, 7.237e-02, 4.751e-01, 1.528e+00,\n",
       "                     2.974e+00, 3.905e+01, 9.680e-03, 3.856e-02, 3.476e-02, 1.616e-02,\n",
       "                     2.434e-02, 6.995e-03, 1.601e+01, 3.294e+01, 1.060e+02, 7.880e+02,\n",
       "                     1.794e-01, 3.966e-01, 3.381e-01, 1.521e-01, 3.651e-01, 1.183e-01]), array([1.458e+01, 1.366e+01, 9.429e+01, 6.588e+02, 9.832e-02, 8.918e-02,\n",
       "                     8.222e-02, 4.349e-02, 1.739e-01, 5.640e-02, 4.165e-01, 6.237e-01,\n",
       "                     2.561e+00, 3.711e+01, 4.953e-03, 1.812e-02, 3.035e-02, 8.648e-03,\n",
       "                     1.539e-02, 2.281e-03, 1.676e+01, 1.724e+01, 1.085e+02, 8.620e+02,\n",
       "                     1.223e-01, 1.928e-01, 2.492e-01, 9.186e-02, 2.626e-01, 7.048e-02])],\n",
       "             (9,\n",
       "              1): [array([1.095e+01, 2.135e+01, 7.190e+01, 3.711e+02, 1.227e-01, 1.218e-01,\n",
       "                     1.044e-01, 5.669e-02, 1.895e-01, 6.870e-02, 2.366e-01, 1.428e+00,\n",
       "                     1.822e+00, 1.697e+01, 8.064e-03, 1.764e-02, 2.595e-02, 1.037e-02,\n",
       "                     1.357e-02, 3.040e-03, 1.284e+01, 3.534e+01, 8.722e+01, 5.140e+02,\n",
       "                     1.909e-01, 2.698e-01, 4.023e-01, 1.424e-01, 2.964e-01, 9.606e-02]), array([1.180e+01, 1.658e+01, 7.899e+01, 4.320e+02, 1.091e-01, 1.700e-01,\n",
       "                     1.659e-01, 7.415e-02, 2.678e-01, 7.371e-02, 3.197e-01, 1.426e+00,\n",
       "                     2.281e+00, 2.472e+01, 5.427e-03, 3.633e-02, 4.649e-02, 1.843e-02,\n",
       "                     5.628e-02, 4.635e-03, 1.374e+01, 2.638e+01, 9.193e+01, 5.917e+02,\n",
       "                     1.385e-01, 4.092e-01, 4.504e-01, 1.865e-01, 5.774e-01, 1.030e-01]), array([1.008e+01, 1.511e+01, 6.376e+01, 3.175e+02, 9.267e-02, 4.695e-02,\n",
       "                     1.597e-03, 2.404e-03, 1.703e-01, 6.048e-02, 4.245e-01, 1.268e+00,\n",
       "                     2.680e+00, 2.643e+01, 1.439e-02, 1.200e-02, 1.597e-03, 2.404e-03,\n",
       "                     2.538e-02, 3.470e-03, 1.187e+01, 2.118e+01, 7.539e+01, 4.370e+02,\n",
       "                     1.521e-01, 1.019e-01, 6.920e-03, 1.042e-02, 2.933e-01, 7.697e-02]), array([1.221e+01, 1.802e+01, 7.831e+01, 4.584e+02, 9.231e-02, 7.175e-02,\n",
       "                     4.392e-02, 2.027e-02, 1.695e-01, 5.916e-02, 2.527e-01, 7.786e-01,\n",
       "                     1.874e+00, 1.857e+01, 5.833e-03, 1.388e-02, 2.000e-02, 7.087e-03,\n",
       "                     1.938e-02, 1.960e-03, 1.429e+01, 2.404e+01, 9.385e+01, 6.246e+02,\n",
       "                     1.368e-01, 2.170e-01, 2.413e-01, 8.829e-02, 3.218e-01, 7.470e-02]), array([1.108e+01, 1.883e+01, 7.330e+01, 3.616e+02, 1.216e-01, 2.154e-01,\n",
       "                     1.689e-01, 6.367e-02, 2.196e-01, 7.950e-02, 2.114e-01, 1.027e+00,\n",
       "                     1.719e+00, 1.399e+01, 7.405e-03, 4.549e-02, 4.588e-02, 1.339e-02,\n",
       "                     1.738e-02, 4.435e-03, 1.324e+01, 3.282e+01, 9.176e+01, 5.081e+02,\n",
       "                     2.184e-01, 9.379e-01, 8.402e-01, 2.524e-01, 4.154e-01, 1.403e-01]), array([1.080e+01, 2.198e+01, 6.879e+01, 3.599e+02, 8.801e-02, 5.743e-02,\n",
       "                     3.614e-02, 1.404e-02, 2.016e-01, 5.977e-02, 3.077e-01, 1.621e+00,\n",
       "                     2.240e+00, 2.020e+01, 6.543e-03, 2.148e-02, 2.991e-02, 1.045e-02,\n",
       "                     1.844e-02, 2.690e-03, 1.276e+01, 3.204e+01, 8.369e+01, 4.895e+02,\n",
       "                     1.303e-01, 1.696e-01, 1.927e-01, 7.485e-02, 2.965e-01, 7.662e-02])],\n",
       "             (7,\n",
       "              8): [array([8.196e+00, 1.684e+01, 5.171e+01, 2.019e+02, 8.600e-02, 5.943e-02,\n",
       "                     1.588e-02, 5.917e-03, 1.769e-01, 6.503e-02, 1.563e-01, 9.567e-01,\n",
       "                     1.094e+00, 8.205e+00, 8.968e-03, 1.646e-02, 1.588e-02, 5.917e-03,\n",
       "                     2.574e-02, 2.582e-03, 8.964e+00, 2.196e+01, 5.726e+01, 2.422e+02,\n",
       "                     1.297e-01, 1.357e-01, 6.880e-02, 2.564e-02, 3.105e-01, 7.409e-02]), array([8.219e+00, 2.070e+01, 5.327e+01, 2.039e+02, 9.405e-02, 1.305e-01,\n",
       "                     1.321e-01, 2.168e-02, 2.222e-01, 8.261e-02, 1.935e-01, 1.962e+00,\n",
       "                     1.243e+00, 1.021e+01, 1.243e-02, 5.416e-02, 7.753e-02, 1.022e-02,\n",
       "                     2.309e-02, 1.178e-02, 9.092e+00, 2.972e+01, 5.808e+01, 2.498e+02,\n",
       "                     1.630e-01, 4.310e-01, 5.381e-01, 7.879e-02, 3.322e-01, 1.486e-01]), array([8.671e+00, 1.445e+01, 5.442e+01, 2.272e+02, 9.138e-02, 4.276e-02,\n",
       "                     0.000e+00, 0.000e+00, 1.722e-01, 6.724e-02, 2.204e-01, 7.873e-01,\n",
       "                     1.435e+00, 1.136e+01, 9.172e-03, 8.007e-03, 0.000e+00, 0.000e+00,\n",
       "                     2.711e-02, 3.399e-03, 9.262e+00, 1.704e+01, 5.836e+01, 2.592e+02,\n",
       "                     1.162e-01, 7.057e-02, 0.000e+00, 0.000e+00, 2.592e-01, 7.848e-02]), array([9.000e+00, 1.440e+01, 5.636e+01, 2.463e+02, 7.005e-02, 3.116e-02,\n",
       "                     3.681e-03, 3.472e-03, 1.788e-01, 6.833e-02, 1.746e-01, 1.305e+00,\n",
       "                     1.144e+00, 9.789e+00, 7.389e-03, 4.883e-03, 3.681e-03, 3.472e-03,\n",
       "                     2.701e-02, 2.153e-03, 9.699e+00, 2.007e+01, 6.090e+01, 2.855e+02,\n",
       "                     9.861e-02, 5.232e-02, 1.472e-02, 1.389e-02, 2.991e-01, 7.804e-02]), array([9.755e+00, 2.820e+01, 6.168e+01, 2.909e+02, 7.984e-02, 4.626e-02,\n",
       "                     1.541e-02, 1.043e-02, 1.621e-01, 5.952e-02, 1.781e-01, 1.687e+00,\n",
       "                     1.243e+00, 1.128e+01, 6.588e-03, 1.270e-02, 1.450e-02, 6.104e-03,\n",
       "                     1.574e-02, 2.268e-03, 1.067e+01, 3.692e+01, 6.803e+01, 3.499e+02,\n",
       "                     1.110e-01, 1.109e-01, 7.190e-02, 4.866e-02, 2.321e-01, 7.211e-02])],\n",
       "             (7,\n",
       "              2): [array([1.205e+01, 1.463e+01, 7.804e+01, 4.493e+02, 1.031e-01, 9.092e-02,\n",
       "                     6.592e-02, 2.749e-02, 1.675e-01, 6.043e-02, 2.636e-01, 7.294e-01,\n",
       "                     1.848e+00, 1.987e+01, 5.488e-03, 1.427e-02, 2.322e-02, 5.660e-03,\n",
       "                     1.428e-02, 2.422e-03, 1.376e+01, 2.070e+01, 8.988e+01, 5.826e+02,\n",
       "                     1.494e-01, 2.156e-01, 3.050e-01, 6.548e-02, 2.747e-01, 8.301e-02]), array([1.200e+01, 1.565e+01, 7.695e+01, 4.433e+02, 9.723e-02, 7.165e-02,\n",
       "                     4.151e-02, 1.863e-02, 2.079e-01, 5.968e-02, 2.271e-01, 1.255e+00,\n",
       "                     1.441e+00, 1.616e+01, 5.969e-03, 1.812e-02, 2.007e-02, 7.027e-03,\n",
       "                     1.972e-02, 2.607e-03, 1.367e+01, 2.490e+01, 8.778e+01, 5.679e+02,\n",
       "                     1.377e-01, 2.003e-01, 2.267e-01, 7.632e-02, 3.379e-01, 7.924e-02]), array([1.141e+01, 1.082e+01, 7.334e+01, 4.033e+02, 9.373e-02, 6.685e-02,\n",
       "                     3.512e-02, 2.623e-02, 1.667e-01, 6.113e-02, 1.408e-01, 4.607e-01,\n",
       "                     1.103e+00, 1.050e+01, 6.040e-03, 1.529e-02, 1.514e-02, 6.460e-03,\n",
       "                     1.344e-02, 2.206e-03, 1.282e+01, 1.597e+01, 8.374e+01, 5.105e+02,\n",
       "                     1.548e-01, 2.390e-01, 2.102e-01, 8.958e-02, 3.016e-01, 8.523e-02]), array([1.290e+01, 1.592e+01, 8.374e+01, 5.122e+02, 8.677e-02, 9.509e-02,\n",
       "                     4.894e-02, 3.088e-02, 1.778e-01, 6.235e-02, 2.143e-01, 7.712e-01,\n",
       "                     1.689e+00, 1.664e+01, 5.324e-03, 1.563e-02, 1.510e-02, 7.584e-03,\n",
       "                     2.104e-02, 1.887e-03, 1.448e+01, 2.182e+01, 9.717e+01, 6.438e+02,\n",
       "                     1.312e-01, 2.548e-01, 2.090e-01, 1.012e-01, 3.549e-01, 8.118e-02]), array([1.184e+01, 1.894e+01, 7.551e+01, 4.280e+02, 8.871e-02, 6.900e-02,\n",
       "                     2.669e-02, 1.393e-02, 1.533e-01, 6.057e-02, 2.222e-01, 8.652e-01,\n",
       "                     1.444e+00, 1.712e+01, 5.517e-03, 1.727e-02, 2.045e-02, 6.747e-03,\n",
       "                     1.616e-02, 2.922e-03, 1.330e+01, 2.499e+01, 8.522e+01, 5.463e+02,\n",
       "                     1.280e-01, 1.880e-01, 1.471e-01, 6.913e-02, 2.535e-01, 7.993e-02]), array([1.262e+01, 2.397e+01, 8.135e+01, 4.964e+02, 7.903e-02, 7.529e-02,\n",
       "                     5.438e-02, 2.036e-02, 1.514e-01, 6.019e-02, 2.449e-01, 1.066e+00,\n",
       "                     1.445e+00, 1.851e+01, 5.169e-03, 2.294e-02, 3.016e-02, 8.691e-03,\n",
       "                     1.365e-02, 3.407e-03, 1.420e+01, 3.131e+01, 9.067e+01, 6.240e+02,\n",
       "                     1.227e-01, 3.454e-01, 3.911e-01, 1.180e-01, 2.826e-01, 9.585e-02]), array([1.220e+01, 1.521e+01, 7.801e+01, 4.579e+02, 8.673e-02, 6.545e-02,\n",
       "                     1.994e-02, 1.692e-02, 1.638e-01, 6.129e-02, 2.575e-01, 8.073e-01,\n",
       "                     1.959e+00, 1.901e+01, 5.403e-03, 1.418e-02, 1.051e-02, 5.142e-03,\n",
       "                     1.333e-02, 2.065e-03, 1.375e+01, 2.138e+01, 9.111e+01, 5.831e+02,\n",
       "                     1.256e-01, 1.928e-01, 1.167e-01, 5.556e-02, 2.661e-01, 7.961e-02]), array([1.125e+01, 1.478e+01, 7.138e+01, 3.900e+02, 8.306e-02, 4.458e-02,\n",
       "                     9.737e-04, 2.941e-03, 1.773e-01, 6.081e-02, 2.144e-01, 9.961e-01,\n",
       "                     1.529e+00, 1.507e+01, 5.617e-03, 7.124e-03, 9.737e-04, 2.941e-03,\n",
       "                     1.700e-02, 2.030e-03, 1.276e+01, 2.206e+01, 8.208e+01, 4.927e+02,\n",
       "                     1.166e-01, 9.794e-02, 5.518e-03, 1.667e-02, 2.815e-01, 7.418e-02]), array([1.206e+01, 1.890e+01, 7.666e+01, 4.453e+02, 8.386e-02, 5.794e-02,\n",
       "                     7.510e-03, 8.488e-03, 1.555e-01, 6.048e-02, 2.430e-01, 1.152e+00,\n",
       "                     1.559e+00, 1.802e+01, 7.180e-03, 1.096e-02, 5.832e-03, 5.495e-03,\n",
       "                     1.982e-02, 2.754e-03, 1.364e+01, 2.706e+01, 8.654e+01, 5.626e+02,\n",
       "                     1.289e-01, 1.352e-01, 4.506e-02, 5.093e-02, 2.880e-01, 8.083e-02]), array([1.166e+01, 1.707e+01, 7.370e+01, 4.210e+02, 7.561e-02, 3.630e-02,\n",
       "                     8.306e-03, 1.162e-02, 1.671e-01, 5.731e-02, 3.534e-01, 6.724e-01,\n",
       "                     2.225e+00, 2.603e+01, 6.583e-03, 6.991e-03, 5.949e-03, 6.296e-03,\n",
       "                     2.216e-02, 2.668e-03, 1.328e+01, 1.974e+01, 8.361e+01, 5.425e+02,\n",
       "                     9.958e-02, 6.476e-02, 3.046e-02, 4.262e-02, 2.731e-01, 6.825e-02]), array([1.239e+01, 1.748e+01, 8.064e+01, 4.629e+02, 1.042e-01, 1.297e-01,\n",
       "                     5.892e-02, 2.880e-02, 1.779e-01, 6.588e-02, 2.608e-01, 8.730e-01,\n",
       "                     2.117e+00, 1.920e+01, 6.715e-03, 3.705e-02, 4.757e-02, 1.051e-02,\n",
       "                     1.838e-02, 6.884e-03, 1.418e+01, 2.313e+01, 9.523e+01, 6.005e+02,\n",
       "                     1.427e-01, 3.593e-01, 3.206e-01, 9.804e-02, 2.819e-01, 1.118e-01]), array([1.247e+01, 1.731e+01, 8.045e+01, 4.801e+02, 8.928e-02, 7.630e-02,\n",
       "                     3.609e-02, 2.369e-02, 1.526e-01, 6.046e-02, 1.532e-01, 7.810e-01,\n",
       "                     1.253e+00, 1.191e+01, 3.796e-03, 1.371e-02, 1.346e-02, 7.096e-03,\n",
       "                     1.536e-02, 1.541e-03, 1.406e+01, 2.434e+01, 9.282e+01, 6.073e+02,\n",
       "                     1.276e-01, 2.506e-01, 2.028e-01, 1.053e-01, 3.035e-01, 7.661e-02]), array([1.275e+01, 1.670e+01, 8.251e+01, 4.938e+02, 1.125e-01, 1.117e-01,\n",
       "                     3.880e-02, 2.995e-02, 2.120e-01, 6.623e-02, 3.834e-01, 1.003e+00,\n",
       "                     2.495e+00, 2.862e+01, 7.509e-03, 1.561e-02, 1.977e-02, 9.199e-03,\n",
       "                     1.805e-02, 3.629e-03, 1.445e+01, 2.174e+01, 9.363e+01, 6.241e+02,\n",
       "                     1.475e-01, 1.979e-01, 1.423e-01, 8.045e-02, 3.071e-01, 8.557e-02])],\n",
       "             (3,\n",
       "              3): [array([1.349e+01, 2.230e+01, 8.691e+01, 5.610e+02, 8.752e-02, 7.698e-02,\n",
       "                     4.751e-02, 3.384e-02, 1.809e-01, 5.718e-02, 2.338e-01, 1.353e+00,\n",
       "                     1.735e+00, 2.020e+01, 4.455e-03, 1.382e-02, 2.095e-02, 1.184e-02,\n",
       "                     1.641e-02, 1.956e-03, 1.515e+01, 3.182e+01, 9.900e+01, 6.988e+02,\n",
       "                     1.162e-01, 1.711e-01, 2.282e-01, 1.282e-01, 2.871e-01, 6.917e-02]), array([1.462e+01, 2.402e+01, 9.457e+01, 6.627e+02, 8.974e-02, 8.606e-02,\n",
       "                     3.102e-02, 2.957e-02, 1.685e-01, 5.866e-02, 3.721e-01, 1.111e+00,\n",
       "                     2.279e+00, 3.376e+01, 4.868e-03, 1.818e-02, 1.121e-02, 8.606e-03,\n",
       "                     2.085e-02, 2.893e-03, 1.611e+01, 2.911e+01, 1.029e+02, 8.037e+02,\n",
       "                     1.115e-01, 1.766e-01, 9.189e-02, 6.946e-02, 2.522e-01, 7.246e-02]), array([1.385e+01, 1.721e+01, 8.844e+01, 5.887e+02, 8.785e-02, 6.136e-02,\n",
       "                     1.420e-02, 1.141e-02, 1.614e-01, 5.890e-02, 2.185e-01, 8.561e-01,\n",
       "                     1.495e+00, 1.791e+01, 4.599e-03, 9.169e-03, 9.127e-03, 4.814e-03,\n",
       "                     1.247e-02, 1.708e-03, 1.549e+01, 2.358e+01, 1.003e+02, 7.259e+02,\n",
       "                     1.157e-01, 1.350e-01, 8.115e-02, 5.104e-02, 2.364e-01, 7.182e-02]), array([1.374e+01, 1.791e+01, 8.812e+01, 5.850e+02, 7.944e-02, 6.376e-02,\n",
       "                     2.881e-02, 1.329e-02, 1.473e-01, 5.580e-02, 2.500e-01, 7.574e-01,\n",
       "                     1.573e+00, 2.147e+01, 2.838e-03, 1.592e-02, 1.780e-02, 5.828e-03,\n",
       "                     1.329e-02, 1.976e-03, 1.534e+01, 2.246e+01, 9.719e+01, 7.259e+02,\n",
       "                     9.711e-02, 1.824e-01, 1.564e-01, 6.019e-02, 2.350e-01, 7.014e-02]), array([1.422e+01, 2.312e+01, 9.437e+01, 6.099e+02, 1.075e-01, 2.413e-01,\n",
       "                     1.981e-01, 6.618e-02, 2.384e-01, 7.542e-02, 2.860e-01, 2.110e+00,\n",
       "                     2.112e+00, 3.172e+01, 7.970e-03, 1.354e-01, 1.166e-01, 1.666e-02,\n",
       "                     5.113e-02, 1.172e-02, 1.574e+01, 3.718e+01, 1.064e+02, 7.624e+02,\n",
       "                     1.533e-01, 9.327e-01, 8.488e-01, 1.772e-01, 5.166e-01, 1.446e-01]), array([1.356e+01, 1.390e+01, 8.859e+01, 5.613e+02, 1.051e-01, 1.192e-01,\n",
       "                     7.860e-02, 4.451e-02, 1.962e-01, 6.303e-02, 2.569e-01, 4.981e-01,\n",
       "                     2.011e+00, 2.103e+01, 5.851e-03, 2.314e-02, 2.544e-02, 8.360e-03,\n",
       "                     1.842e-02, 2.918e-03, 1.498e+01, 1.713e+01, 1.011e+02, 6.866e+02,\n",
       "                     1.376e-01, 2.698e-01, 2.577e-01, 9.090e-02, 3.065e-01, 8.177e-02]), array([1.350e+01, 1.271e+01, 8.569e+01, 5.662e+02, 7.376e-02, 3.614e-02,\n",
       "                     2.758e-03, 4.419e-03, 1.365e-01, 5.335e-02, 2.244e-01, 6.864e-01,\n",
       "                     1.509e+00, 2.039e+01, 3.338e-03, 3.746e-03, 2.030e-03, 3.242e-03,\n",
       "                     1.480e-02, 1.566e-03, 1.497e+01, 1.694e+01, 9.548e+01, 6.987e+02,\n",
       "                     9.023e-02, 5.836e-02, 1.379e-02, 2.210e-02, 2.267e-01, 6.192e-02]), array([1.411e+01, 1.288e+01, 9.003e+01, 6.165e+02, 9.309e-02, 5.306e-02,\n",
       "                     1.765e-02, 2.733e-02, 1.373e-01, 5.700e-02, 2.571e-01, 1.081e+00,\n",
       "                     1.558e+00, 2.392e+01, 6.692e-03, 1.132e-02, 5.717e-03, 6.627e-03,\n",
       "                     1.416e-02, 2.476e-03, 1.553e+01, 1.800e+01, 9.840e+01, 7.499e+02,\n",
       "                     1.281e-01, 1.109e-01, 5.307e-02, 5.890e-02, 2.100e-01, 7.083e-02]), array([1.366e+01, 1.913e+01, 8.946e+01, 5.753e+02, 9.057e-02, 1.147e-01,\n",
       "                     9.657e-02, 4.812e-02, 1.848e-01, 6.181e-02, 2.244e-01, 8.950e-01,\n",
       "                     1.804e+00, 1.936e+01, 3.980e-03, 2.809e-02, 3.669e-02, 1.274e-02,\n",
       "                     1.581e-02, 3.956e-03, 1.514e+01, 2.550e+01, 1.014e+02, 7.088e+02,\n",
       "                     1.147e-01, 3.167e-01, 3.660e-01, 1.407e-01, 2.744e-01, 8.839e-02]), array([1.490e+01, 2.253e+01, 1.021e+02, 6.850e+02, 9.947e-02, 2.225e-01,\n",
       "                     2.733e-01, 9.711e-02, 2.041e-01, 6.898e-02, 2.530e-01, 8.749e-01,\n",
       "                     3.466e+00, 2.419e+01, 6.965e-03, 6.213e-02, 7.926e-02, 2.234e-02,\n",
       "                     1.499e-02, 5.784e-03, 1.635e+01, 2.757e+01, 1.254e+02, 8.327e+02,\n",
       "                     1.419e-01, 7.090e-01, 9.019e-01, 2.475e-01, 2.866e-01, 1.155e-01]), array([1.480e+01, 1.766e+01, 9.588e+01, 6.748e+02, 9.179e-02, 8.890e-02,\n",
       "                     4.069e-02, 2.260e-02, 1.893e-01, 5.886e-02, 2.204e-01, 6.221e-01,\n",
       "                     1.482e+00, 1.975e+01, 4.796e-03, 1.171e-02, 1.758e-02, 6.897e-03,\n",
       "                     2.254e-02, 1.971e-03, 1.643e+01, 2.274e+01, 1.059e+02, 8.295e+02,\n",
       "                     1.226e-01, 1.881e-01, 2.060e-01, 8.308e-02, 3.600e-01, 7.285e-02]), array([1.390e+01, 1.662e+01, 8.897e+01, 5.994e+02, 6.828e-02, 5.319e-02,\n",
       "                     2.224e-02, 1.339e-02, 1.813e-01, 5.536e-02, 1.555e-01, 5.762e-01,\n",
       "                     1.392e+00, 1.403e+01, 3.308e-03, 1.315e-02, 9.904e-03, 4.832e-03,\n",
       "                     1.316e-02, 2.095e-03, 1.514e+01, 2.180e+01, 1.012e+02, 7.189e+02,\n",
       "                     9.384e-02, 2.006e-01, 1.384e-01, 6.222e-02, 2.679e-01, 7.698e-02]), array([1.370e+01, 1.764e+01, 8.776e+01, 5.711e+02, 9.950e-02, 7.957e-02,\n",
       "                     4.548e-02, 3.160e-02, 1.732e-01, 6.088e-02, 2.431e-01, 9.462e-01,\n",
       "                     1.564e+00, 2.064e+01, 3.245e-03, 8.186e-03, 1.698e-02, 9.233e-03,\n",
       "                     1.285e-02, 1.524e-03, 1.496e+01, 2.353e+01, 9.578e+01, 6.865e+02,\n",
       "                     1.199e-01, 1.346e-01, 1.742e-01, 9.077e-02, 2.518e-01, 6.960e-02]), array([1.546e+01, 2.395e+01, 1.038e+02, 7.313e+02, 1.183e-01, 1.870e-01,\n",
       "                     2.030e-01, 8.520e-02, 1.807e-01, 7.083e-02, 3.331e-01, 1.961e+00,\n",
       "                     2.937e+00, 3.252e+01, 9.538e-03, 4.940e-02, 6.019e-02, 2.041e-02,\n",
       "                     2.105e-02, 6.000e-03, 1.711e+01, 3.633e+01, 1.177e+02, 9.094e+02,\n",
       "                     1.732e-01, 4.967e-01, 5.911e-01, 2.163e-01, 3.013e-01, 1.067e-01]), array([1.371e+01, 1.868e+01, 8.873e+01, 5.710e+02, 9.916e-02, 1.070e-01,\n",
       "                     5.385e-02, 3.783e-02, 1.714e-01, 6.843e-02, 3.191e-01, 1.249e+00,\n",
       "                     2.284e+00, 2.645e+01, 6.739e-03, 2.251e-02, 2.086e-02, 1.352e-02,\n",
       "                     1.870e-02, 3.747e-03, 1.511e+01, 2.563e+01, 9.943e+01, 7.019e+02,\n",
       "                     1.425e-01, 2.566e-01, 1.935e-01, 1.284e-01, 2.849e-01, 9.031e-02]), array([1.447e+01, 2.499e+01, 9.581e+01, 6.564e+02, 8.837e-02, 1.230e-01,\n",
       "                     1.009e-01, 3.890e-02, 1.872e-01, 6.341e-02, 2.542e-01, 1.079e+00,\n",
       "                     2.615e+00, 2.311e+01, 7.138e-03, 4.653e-02, 3.829e-02, 1.162e-02,\n",
       "                     2.068e-02, 6.111e-03, 1.622e+01, 3.173e+01, 1.135e+02, 8.089e+02,\n",
       "                     1.340e-01, 4.202e-01, 4.040e-01, 1.205e-01, 3.187e-01, 1.023e-01]), array([1.474e+01, 2.542e+01, 9.470e+01, 6.686e+02, 8.275e-02, 7.214e-02,\n",
       "                     4.105e-02, 3.027e-02, 1.840e-01, 5.680e-02, 3.031e-01, 1.385e+00,\n",
       "                     2.177e+00, 2.741e+01, 4.775e-03, 1.172e-02, 1.947e-02, 1.269e-02,\n",
       "                     1.870e-02, 2.626e-03, 1.651e+01, 3.229e+01, 1.074e+02, 8.264e+02,\n",
       "                     1.060e-01, 1.376e-01, 1.611e-01, 1.095e-01, 2.722e-01, 6.956e-02])],\n",
       "             (8,\n",
       "              6): [array([1.176e+01, 2.160e+01, 7.472e+01, 4.279e+02, 8.637e-02, 4.966e-02,\n",
       "                     1.657e-02, 1.115e-02, 1.495e-01, 5.888e-02, 4.062e-01, 1.210e+00,\n",
       "                     2.635e+00, 2.847e+01, 5.857e-03, 9.758e-03, 1.168e-02, 7.445e-03,\n",
       "                     2.406e-02, 1.769e-03, 1.298e+01, 2.572e+01, 8.298e+01, 5.165e+02,\n",
       "                     1.085e-01, 8.615e-02, 5.523e-02, 3.715e-02, 2.433e-01, 6.563e-02]), array([1.152e+01, 1.875e+01, 7.334e+01, 4.090e+02, 9.524e-02, 5.473e-02,\n",
       "                     3.036e-02, 2.278e-02, 1.920e-01, 5.907e-02, 3.249e-01, 9.591e-01,\n",
       "                     2.183e+00, 2.347e+01, 8.328e-03, 8.722e-03, 1.349e-02, 8.670e-03,\n",
       "                     3.218e-02, 2.386e-03, 1.284e+01, 2.247e+01, 8.181e+01, 5.062e+02,\n",
       "                     1.249e-01, 8.720e-02, 9.076e-02, 6.316e-02, 3.306e-01, 7.036e-02]), array([1.236e+01, 2.180e+01, 7.978e+01, 4.661e+02, 8.772e-02, 9.445e-02,\n",
       "                     6.015e-02, 3.745e-02, 1.930e-01, 6.404e-02, 2.978e-01, 1.502e+00,\n",
       "                     2.203e+00, 2.095e+01, 7.112e-03, 2.493e-02, 2.703e-02, 1.293e-02,\n",
       "                     1.958e-02, 4.463e-03, 1.383e+01, 3.050e+01, 9.146e+01, 5.747e+02,\n",
       "                     1.304e-01, 2.463e-01, 2.434e-01, 1.205e-01, 2.972e-01, 9.261e-02]), array([1.189e+01, 1.835e+01, 7.732e+01, 4.322e+02, 9.363e-02, 1.154e-01,\n",
       "                     6.636e-02, 3.142e-02, 1.967e-01, 6.314e-02, 2.963e-01, 1.563e+00,\n",
       "                     2.087e+00, 2.146e+01, 8.872e-03, 4.192e-02, 5.946e-02, 1.785e-02,\n",
       "                     2.793e-02, 4.775e-03, 1.325e+01, 2.710e+01, 8.620e+01, 5.312e+02,\n",
       "                     1.405e-01, 3.046e-01, 2.806e-01, 1.138e-01, 3.397e-01, 8.365e-02]), array([1.194e+01, 2.076e+01, 7.787e+01, 4.410e+02, 8.605e-02, 1.011e-01,\n",
       "                     6.574e-02, 3.791e-02, 1.588e-01, 6.766e-02, 2.742e-01, 1.390e+00,\n",
       "                     3.198e+00, 2.191e+01, 6.719e-03, 5.156e-02, 4.387e-02, 1.633e-02,\n",
       "                     1.872e-02, 8.015e-03, 1.324e+01, 2.729e+01, 9.220e+01, 5.461e+02,\n",
       "                     1.116e-01, 2.813e-01, 2.365e-01, 1.155e-01, 2.465e-01, 9.981e-02]), array([1.146e+01, 1.816e+01, 7.359e+01, 4.031e+02, 8.853e-02, 7.694e-02,\n",
       "                     3.344e-02, 1.502e-02, 1.411e-01, 6.243e-02, 3.278e-01, 1.059e+00,\n",
       "                     2.475e+00, 2.293e+01, 6.652e-03, 2.652e-02, 2.221e-02, 7.807e-03,\n",
       "                     1.894e-02, 3.411e-03, 1.268e+01, 2.161e+01, 8.269e+01, 4.898e+02,\n",
       "                     1.144e-01, 1.789e-01, 1.226e-01, 5.509e-02, 2.208e-01, 7.638e-02]), array([1.127e+01, 1.296e+01, 7.316e+01, 3.863e+02, 1.237e-01, 1.111e-01,\n",
       "                     7.900e-02, 5.550e-02, 2.018e-01, 6.914e-02, 2.562e-01, 9.858e-01,\n",
       "                     1.809e+00, 1.604e+01, 6.635e-03, 1.777e-02, 2.101e-02, 1.164e-02,\n",
       "                     2.108e-02, 3.721e-03, 1.284e+01, 2.053e+01, 8.493e+01, 4.761e+02,\n",
       "                     1.610e-01, 2.429e-01, 2.247e-01, 1.318e-01, 3.343e-01, 9.215e-02]), array([1.189e+01, 2.117e+01, 7.639e+01, 4.338e+02, 9.773e-02, 8.120e-02,\n",
       "                     2.555e-02, 2.179e-02, 2.019e-01, 6.290e-02, 2.747e-01, 1.203e+00,\n",
       "                     1.930e+00, 1.953e+01, 9.895e-03, 3.053e-02, 1.630e-02, 9.276e-03,\n",
       "                     2.258e-02, 2.272e-03, 1.305e+01, 2.721e+01, 8.509e+01, 5.229e+02,\n",
       "                     1.426e-01, 2.187e-01, 1.164e-01, 8.263e-02, 3.075e-01, 7.351e-02]), array([1.134e+01, 1.861e+01, 7.276e+01, 3.912e+02, 1.049e-01, 8.499e-02,\n",
       "                     4.302e-02, 2.594e-02, 1.927e-01, 6.211e-02, 2.430e-01, 1.010e+00,\n",
       "                     1.491e+00, 1.819e+01, 8.577e-03, 1.641e-02, 2.099e-02, 1.107e-02,\n",
       "                     2.434e-02, 1.217e-03, 1.247e+01, 2.303e+01, 7.915e+01, 4.786e+02,\n",
       "                     1.483e-01, 1.574e-01, 1.624e-01, 8.542e-02, 3.060e-01, 6.783e-02])],\n",
       "             (3,\n",
       "              7): [array([1.364e+01, 1.634e+01, 8.721e+01, 5.718e+02, 7.685e-02, 6.059e-02,\n",
       "                     1.857e-02, 1.723e-02, 1.353e-01, 5.953e-02, 1.872e-01, 9.234e-01,\n",
       "                     1.449e+00, 1.455e+01, 4.477e-03, 1.177e-02, 1.079e-02, 7.956e-03,\n",
       "                     1.325e-02, 2.551e-03, 1.467e+01, 2.319e+01, 9.608e+01, 6.567e+02,\n",
       "                     1.089e-01, 1.582e-01, 1.050e-01, 8.586e-02, 2.346e-01, 8.025e-02]), array([1.426e+01, 1.965e+01, 9.783e+01, 6.299e+02, 7.837e-02, 2.233e-01,\n",
       "                     3.003e-01, 7.798e-02, 1.704e-01, 7.769e-02, 3.628e-01, 1.490e+00,\n",
       "                     3.399e+00, 2.925e+01, 5.298e-03, 7.446e-02, 1.435e-01, 2.292e-02,\n",
       "                     2.566e-02, 1.298e-02, 1.530e+01, 2.373e+01, 1.070e+02, 7.090e+02,\n",
       "                     8.949e-02, 4.193e-01, 6.783e-01, 1.505e-01, 2.398e-01, 1.082e-01]), array([1.337e+01, 1.639e+01, 8.610e+01, 5.535e+02, 7.115e-02, 7.325e-02,\n",
       "                     8.092e-02, 2.800e-02, 1.422e-01, 5.823e-02, 1.639e-01, 1.140e+00,\n",
       "                     1.223e+00, 1.466e+01, 5.919e-03, 3.270e-02, 4.957e-02, 1.038e-02,\n",
       "                     1.208e-02, 4.076e-03, 1.426e+01, 2.275e+01, 9.199e+01, 6.321e+02,\n",
       "                     1.025e-01, 2.531e-01, 3.308e-01, 8.978e-02, 2.048e-01, 7.628e-02]), array([1.281e+01, 1.306e+01, 8.129e+01, 5.088e+02, 8.739e-02, 3.774e-02,\n",
       "                     9.193e-03, 1.330e-02, 1.466e-01, 6.133e-02, 2.889e-01, 9.899e-01,\n",
       "                     1.778e+00, 2.179e+01, 8.534e-03, 6.364e-03, 6.180e-03, 7.408e-03,\n",
       "                     1.065e-02, 3.351e-03, 1.363e+01, 1.615e+01, 8.670e+01, 5.707e+02,\n",
       "                     1.162e-01, 5.445e-02, 2.758e-02, 3.990e-02, 1.783e-01, 7.319e-02]), array([1.486e+01, 2.321e+01, 1.004e+02, 6.714e+02, 1.044e-01, 1.980e-01,\n",
       "                     1.697e-01, 8.878e-02, 1.737e-01, 6.672e-02, 2.796e-01, 9.622e-01,\n",
       "                     3.591e+00, 2.520e+01, 8.081e-03, 5.122e-02, 5.551e-02, 1.883e-02,\n",
       "                     2.545e-02, 4.312e-03, 1.608e+01, 2.778e+01, 1.186e+02, 7.847e+02,\n",
       "                     1.316e-01, 4.648e-01, 4.589e-01, 1.727e-01, 3.000e-01, 8.701e-02]), array([1.242e+01, 1.504e+01, 7.861e+01, 4.765e+02, 7.926e-02, 3.393e-02,\n",
       "                     1.053e-02, 1.108e-02, 1.546e-01, 5.754e-02, 1.153e-01, 6.745e-01,\n",
       "                     7.570e-01, 9.006e+00, 3.265e-03, 4.930e-03, 6.493e-03, 3.762e-03,\n",
       "                     1.720e-02, 1.360e-03, 1.320e+01, 2.037e+01, 8.385e+01, 5.434e+02,\n",
       "                     1.037e-01, 7.776e-02, 6.243e-02, 4.052e-02, 2.901e-01, 6.783e-02]), array([1.320e+01, 1.743e+01, 8.413e+01, 5.416e+02, 7.215e-02, 4.524e-02,\n",
       "                     4.336e-02, 1.105e-02, 1.487e-01, 5.635e-02, 1.630e-01, 1.601e+00,\n",
       "                     8.730e-01, 1.356e+01, 6.261e-03, 1.569e-02, 3.079e-02, 5.383e-03,\n",
       "                     1.962e-02, 2.250e-03, 1.394e+01, 2.782e+01, 8.828e+01, 6.020e+02,\n",
       "                     1.101e-01, 1.508e-01, 2.298e-01, 4.970e-02, 2.767e-01, 7.198e-02]), array([1.385e+01, 1.518e+01, 8.899e+01, 5.874e+02, 9.516e-02, 7.688e-02,\n",
       "                     4.479e-02, 3.711e-02, 2.110e-01, 5.853e-02, 2.479e-01, 9.195e-01,\n",
       "                     1.830e+00, 1.941e+01, 4.235e-03, 1.541e-02, 1.457e-02, 1.043e-02,\n",
       "                     1.528e-02, 1.593e-03, 1.498e+01, 2.174e+01, 9.837e+01, 6.700e+02,\n",
       "                     1.185e-01, 1.724e-01, 1.456e-01, 9.993e-02, 2.955e-01, 6.912e-02]), array([1.289e+01, 1.570e+01, 8.408e+01, 5.166e+02, 7.818e-02, 9.580e-02,\n",
       "                     1.115e-01, 3.390e-02, 1.432e-01, 5.935e-02, 2.913e-01, 1.389e+00,\n",
       "                     2.347e+00, 2.329e+01, 6.418e-03, 3.961e-02, 7.927e-02, 1.774e-02,\n",
       "                     1.878e-02, 3.696e-03, 1.390e+01, 1.969e+01, 9.212e+01, 5.956e+02,\n",
       "                     9.926e-02, 2.317e-01, 3.344e-01, 1.017e-01, 1.999e-01, 7.127e-02]), array([1.258e+01, 1.840e+01, 7.983e+01, 4.890e+02, 8.393e-02, 4.216e-02,\n",
       "                     1.860e-03, 2.924e-03, 1.697e-01, 5.855e-02, 2.719e-01, 1.350e+00,\n",
       "                     1.721e+00, 2.245e+01, 6.383e-03, 8.008e-03, 1.860e-03, 2.924e-03,\n",
       "                     2.571e-02, 2.015e-03, 1.350e+01, 2.308e+01, 8.556e+01, 5.641e+02,\n",
       "                     1.038e-01, 6.624e-02, 5.579e-03, 8.772e-03, 2.505e-01, 6.431e-02]), array([1.289e+01, 1.312e+01, 8.189e+01, 5.159e+02, 6.955e-02, 3.729e-02,\n",
       "                     2.260e-02, 1.171e-02, 1.337e-01, 5.581e-02, 1.532e-01, 4.690e-01,\n",
       "                     1.115e+00, 1.268e+01, 4.731e-03, 1.345e-02, 1.652e-02, 5.905e-03,\n",
       "                     1.619e-02, 2.081e-03, 1.362e+01, 1.554e+01, 8.740e+01, 5.770e+02,\n",
       "                     9.616e-02, 1.147e-01, 1.186e-01, 5.366e-02, 2.309e-01, 6.915e-02]), array([1.295e+01, 1.602e+01, 8.314e+01, 5.137e+02, 1.005e-01, 7.943e-02,\n",
       "                     6.155e-02, 3.370e-02, 1.730e-01, 6.470e-02, 2.094e-01, 7.636e-01,\n",
       "                     1.231e+00, 1.767e+01, 8.725e-03, 2.003e-02, 2.335e-02, 1.132e-02,\n",
       "                     2.625e-02, 4.726e-03, 1.374e+01, 1.993e+01, 8.881e+01, 5.854e+02,\n",
       "                     1.483e-01, 2.068e-01, 2.241e-01, 1.056e-01, 3.380e-01, 9.584e-02]), array([1.272e+01, 1.378e+01, 8.178e+01, 4.921e+02, 9.667e-02, 8.393e-02,\n",
       "                     1.288e-02, 1.924e-02, 1.638e-01, 6.100e-02, 1.807e-01, 6.931e-01,\n",
       "                     1.340e+00, 1.338e+01, 6.064e-03, 1.180e-02, 6.564e-03, 7.978e-03,\n",
       "                     1.374e-02, 1.392e-03, 1.350e+01, 1.748e+01, 8.854e+01, 5.537e+02,\n",
       "                     1.298e-01, 1.472e-01, 5.233e-02, 6.343e-02, 2.369e-01, 6.922e-02]), array([1.377e+01, 1.327e+01, 8.806e+01, 5.827e+02, 9.198e-02, 6.221e-02,\n",
       "                     1.063e-02, 1.917e-02, 1.592e-01, 5.912e-02, 2.191e-01, 6.946e-01,\n",
       "                     1.479e+00, 1.774e+01, 4.348e-03, 8.153e-03, 4.272e-03, 6.829e-03,\n",
       "                     2.154e-02, 1.802e-03, 1.467e+01, 1.693e+01, 9.417e+01, 6.611e+02,\n",
       "                     1.170e-01, 1.072e-01, 3.732e-02, 5.802e-02, 2.823e-01, 6.794e-02]), array([1.249e+01, 1.685e+01, 7.919e+01, 4.816e+02, 8.511e-02, 3.834e-02,\n",
       "                     4.473e-03, 6.423e-03, 1.215e-01, 5.673e-02, 1.716e-01, 7.151e-01,\n",
       "                     1.047e+00, 1.269e+01, 4.928e-03, 3.012e-03, 2.620e-03, 3.390e-03,\n",
       "                     1.393e-02, 1.344e-03, 1.334e+01, 1.971e+01, 8.448e+01, 5.442e+02,\n",
       "                     1.104e-01, 4.953e-02, 1.938e-02, 2.784e-02, 1.917e-01, 6.174e-02]), array([1.299e+01, 1.423e+01, 8.408e+01, 5.143e+02, 9.462e-02, 9.965e-02,\n",
       "                     3.738e-02, 2.098e-02, 1.652e-01, 7.238e-02, 1.814e-01, 6.412e-01,\n",
       "                     9.219e-01, 1.441e+01, 5.231e-03, 2.305e-02, 3.113e-02, 7.315e-03,\n",
       "                     1.639e-02, 5.701e-03, 1.372e+01, 1.691e+01, 8.738e+01, 5.760e+02,\n",
       "                     1.142e-01, 1.975e-01, 1.450e-01, 5.850e-02, 2.432e-01, 1.009e-01]), array([1.305e+01, 1.859e+01, 8.509e+01, 5.120e+02, 1.082e-01, 1.304e-01,\n",
       "                     9.603e-02, 5.603e-02, 2.035e-01, 6.501e-02, 3.106e-01, 1.510e+00,\n",
       "                     2.590e+00, 2.157e+01, 7.807e-03, 3.932e-02, 5.112e-02, 1.876e-02,\n",
       "                     2.860e-02, 5.715e-03, 1.419e+01, 2.485e+01, 9.422e+01, 5.912e+02,\n",
       "                     1.343e-01, 2.658e-01, 2.573e-01, 1.258e-01, 3.113e-01, 8.317e-02]), array([1.330e+01, 2.157e+01, 8.524e+01, 5.461e+02, 8.582e-02, 6.373e-02,\n",
       "                     3.344e-02, 2.424e-02, 1.815e-01, 5.696e-02, 2.621e-01, 1.539e+00,\n",
       "                     2.028e+00, 2.098e+01, 5.498e-03, 2.045e-02, 1.795e-02, 6.399e-03,\n",
       "                     1.829e-02, 1.956e-03, 1.420e+01, 2.920e+01, 9.294e+01, 6.212e+02,\n",
       "                     1.140e-01, 1.667e-01, 1.212e-01, 5.614e-02, 2.637e-01, 6.658e-02]), array([1.369e+01, 1.607e+01, 8.784e+01, 5.791e+02, 8.302e-02, 6.374e-02,\n",
       "                     2.556e-02, 2.031e-02, 1.872e-01, 5.669e-02, 1.705e-01, 5.066e-01,\n",
       "                     1.372e+00, 1.400e+01, 4.230e-03, 1.587e-02, 1.169e-02, 6.335e-03,\n",
       "                     1.943e-02, 2.177e-03, 1.484e+01, 2.021e+01, 9.916e+01, 6.706e+02,\n",
       "                     1.105e-01, 2.096e-01, 1.346e-01, 6.987e-02, 3.323e-01, 7.701e-02]), array([1.366e+01, 1.515e+01, 8.827e+01, 5.806e+02, 8.268e-02, 7.548e-02,\n",
       "                     4.249e-02, 2.471e-02, 1.792e-01, 5.897e-02, 1.402e-01, 5.417e-01,\n",
       "                     1.101e+00, 1.135e+01, 5.212e-03, 2.984e-02, 2.443e-02, 8.356e-03,\n",
       "                     1.818e-02, 4.868e-03, 1.454e+01, 1.964e+01, 9.796e+01, 6.570e+02,\n",
       "                     1.275e-01, 3.104e-01, 2.569e-01, 1.054e-01, 3.387e-01, 9.638e-02]), array([1.328e+01, 1.372e+01, 8.579e+01, 5.418e+02, 8.363e-02, 8.575e-02,\n",
       "                     5.077e-02, 2.864e-02, 1.617e-01, 5.594e-02, 1.833e-01, 5.308e-01,\n",
       "                     1.592e+00, 1.526e+01, 4.271e-03, 2.073e-02, 2.828e-02, 8.468e-03,\n",
       "                     1.461e-02, 2.613e-03, 1.424e+01, 1.737e+01, 9.659e+01, 6.237e+02,\n",
       "                     1.166e-01, 2.685e-01, 2.866e-01, 9.173e-02, 2.736e-01, 7.320e-02]), array([1.221e+01, 1.409e+01, 7.878e+01, 4.620e+02, 8.108e-02, 7.823e-02,\n",
       "                     6.839e-02, 2.534e-02, 1.646e-01, 6.154e-02, 2.666e-01, 8.309e-01,\n",
       "                     2.097e+00, 1.996e+01, 4.405e-03, 3.026e-02, 4.344e-02, 1.087e-02,\n",
       "                     1.921e-02, 4.622e-03, 1.313e+01, 1.929e+01, 8.765e+01, 5.299e+02,\n",
       "                     1.026e-01, 2.431e-01, 3.076e-01, 9.140e-02, 2.677e-01, 8.824e-02]), array([1.406e+01, 1.718e+01, 8.975e+01, 6.091e+02, 8.045e-02, 5.361e-02,\n",
       "                     2.681e-02, 3.251e-02, 1.641e-01, 5.764e-02, 1.504e-01, 1.685e+00,\n",
       "                     1.237e+00, 1.267e+01, 5.371e-03, 1.273e-02, 1.132e-02, 9.155e-03,\n",
       "                     1.719e-02, 1.444e-03, 1.492e+01, 2.534e+01, 9.642e+01, 6.845e+02,\n",
       "                     1.066e-01, 1.231e-01, 8.460e-02, 7.911e-02, 2.523e-01, 6.609e-02]), array([1.280e+01, 1.746e+01, 8.305e+01, 5.083e+02, 8.044e-02, 8.895e-02,\n",
       "                     7.390e-02, 4.083e-02, 1.574e-01, 5.750e-02, 3.639e-01, 1.265e+00,\n",
       "                     2.668e+00, 3.057e+01, 5.421e-03, 3.477e-02, 4.545e-02, 1.384e-02,\n",
       "                     1.869e-02, 4.067e-03, 1.374e+01, 2.106e+01, 9.072e+01, 5.910e+02,\n",
       "                     9.534e-02, 1.812e-01, 1.901e-01, 8.296e-02, 1.988e-01, 7.053e-02]), array([1.294e+01, 1.617e+01, 8.318e+01, 5.076e+02, 9.879e-02, 8.836e-02,\n",
       "                     3.296e-02, 2.390e-02, 1.735e-01, 6.200e-02, 1.458e-01, 9.050e-01,\n",
       "                     9.975e-01, 1.136e+01, 2.887e-03, 1.285e-02, 1.613e-02, 7.308e-03,\n",
       "                     1.870e-02, 1.972e-03, 1.386e+01, 2.302e+01, 8.969e+01, 5.809e+02,\n",
       "                     1.172e-01, 1.958e-01, 1.810e-01, 8.388e-02, 3.297e-01, 7.834e-02]), array([1.234e+01, 1.495e+01, 7.829e+01, 4.691e+02, 8.682e-02, 4.571e-02,\n",
       "                     2.109e-02, 2.054e-02, 1.571e-01, 5.708e-02, 3.833e-01, 9.078e-01,\n",
       "                     2.602e+00, 3.015e+01, 7.702e-03, 8.491e-03, 1.307e-02, 1.030e-02,\n",
       "                     2.970e-02, 1.432e-03, 1.318e+01, 1.685e+01, 8.411e+01, 5.331e+02,\n",
       "                     1.048e-01, 6.744e-02, 4.921e-02, 4.793e-02, 2.298e-01, 5.974e-02]), array([1.270e+01, 1.217e+01, 8.088e+01, 4.950e+02, 8.785e-02, 5.794e-02,\n",
       "                     2.360e-02, 2.402e-02, 1.583e-01, 6.275e-02, 2.253e-01, 6.457e-01,\n",
       "                     1.527e+00, 1.737e+01, 6.131e-03, 1.263e-02, 9.075e-03, 8.231e-03,\n",
       "                     1.713e-02, 4.414e-03, 1.365e+01, 1.692e+01, 8.812e+01, 5.669e+02,\n",
       "                     1.314e-01, 1.607e-01, 9.385e-02, 8.224e-02, 2.775e-01, 9.464e-02]), array([1.272e+01, 1.767e+01, 8.098e+01, 5.013e+02, 7.896e-02, 4.522e-02,\n",
       "                     1.402e-02, 1.835e-02, 1.459e-01, 5.544e-02, 2.954e-01, 8.836e-01,\n",
       "                     2.109e+00, 2.324e+01, 7.337e-03, 1.174e-02, 5.383e-03, 5.623e-03,\n",
       "                     1.940e-02, 1.180e-03, 1.382e+01, 2.096e+01, 8.887e+01, 5.868e+02,\n",
       "                     1.068e-01, 9.605e-02, 3.469e-02, 3.612e-02, 2.165e-01, 6.025e-02]), array([1.440e+01, 2.699e+01, 9.225e+01, 6.461e+02, 6.995e-02, 5.223e-02,\n",
       "                     3.476e-02, 1.737e-02, 1.707e-01, 5.433e-02, 2.315e-01, 9.112e-01,\n",
       "                     1.727e+00, 2.052e+01, 5.356e-03, 1.679e-02, 1.971e-02, 6.370e-03,\n",
       "                     1.414e-02, 1.892e-03, 1.540e+01, 3.198e+01, 1.004e+02, 7.346e+02,\n",
       "                     1.017e-01, 1.460e-01, 1.472e-01, 5.563e-02, 2.345e-01, 6.464e-02]), array([1.427e+01, 2.255e+01, 9.377e+01, 6.298e+02, 1.038e-01, 1.154e-01,\n",
       "                     1.463e-01, 6.139e-02, 1.926e-01, 5.982e-02, 2.027e-01, 1.851e+00,\n",
       "                     1.895e+00, 1.854e+01, 6.113e-03, 2.583e-02, 4.645e-02, 1.276e-02,\n",
       "                     1.451e-02, 3.756e-03, 1.529e+01, 3.427e+01, 1.043e+02, 7.283e+02,\n",
       "                     1.380e-01, 2.733e-01, 4.234e-01, 1.362e-01, 2.698e-01, 8.351e-02]), array([1.459e+01, 2.268e+01, 9.639e+01, 6.571e+02, 8.473e-02, 1.330e-01,\n",
       "                     1.029e-01, 3.736e-02, 1.454e-01, 6.147e-02, 2.254e-01, 1.108e+00,\n",
       "                     2.224e+00, 1.954e+01, 4.242e-03, 4.639e-02, 6.578e-02, 1.606e-02,\n",
       "                     1.638e-02, 4.406e-03, 1.548e+01, 2.727e+01, 1.059e+02, 7.335e+02,\n",
       "                     1.026e-01, 3.171e-01, 3.662e-01, 1.105e-01, 2.258e-01, 8.004e-02])],\n",
       "             (8,\n",
       "              3): [array([1.194e+01, 1.824e+01, 7.571e+01, 4.376e+02, 8.261e-02, 4.751e-02,\n",
       "                     1.972e-02, 1.349e-02, 1.868e-01, 6.110e-02, 2.273e-01, 6.329e-01,\n",
       "                     1.520e+00, 1.747e+01, 7.210e-03, 8.380e-03, 1.311e-02, 8.000e-03,\n",
       "                     1.996e-02, 2.635e-03, 1.310e+01, 2.133e+01, 8.367e+01, 5.272e+02,\n",
       "                     1.144e-01, 8.906e-02, 9.203e-02, 6.296e-02, 2.785e-01, 7.408e-02]), array([1.219e+01, 1.329e+01, 7.908e+01, 4.558e+02, 1.066e-01, 9.509e-02,\n",
       "                     2.855e-02, 2.882e-02, 1.880e-01, 6.471e-02, 2.005e-01, 8.163e-01,\n",
       "                     1.973e+00, 1.524e+01, 6.773e-03, 2.456e-02, 1.018e-02, 8.094e-03,\n",
       "                     2.662e-02, 4.143e-03, 1.334e+01, 1.781e+01, 9.138e+01, 5.452e+02,\n",
       "                     1.427e-01, 2.585e-01, 9.915e-02, 8.187e-02, 3.469e-01, 9.241e-02]), array([1.129e+01, 1.304e+01, 7.223e+01, 3.880e+02, 9.834e-02, 7.608e-02,\n",
       "                     3.265e-02, 2.755e-02, 1.769e-01, 6.270e-02, 1.904e-01, 5.293e-01,\n",
       "                     1.164e+00, 1.317e+01, 6.472e-03, 1.122e-02, 1.282e-02, 8.849e-03,\n",
       "                     1.692e-02, 2.817e-03, 1.232e+01, 1.618e+01, 7.827e+01, 4.575e+02,\n",
       "                     1.358e-01, 1.507e-01, 1.275e-01, 8.750e-02, 2.733e-01, 8.022e-02]), array([1.185e+01, 1.746e+01, 7.554e+01, 4.327e+02, 8.372e-02, 5.642e-02,\n",
       "                     2.688e-02, 2.280e-02, 1.875e-01, 5.715e-02, 2.070e-01, 1.238e+00,\n",
       "                     1.234e+00, 1.388e+01, 7.595e-03, 1.500e-02, 1.412e-02, 8.578e-03,\n",
       "                     1.792e-02, 1.784e-03, 1.306e+01, 2.575e+01, 8.435e+01, 5.178e+02,\n",
       "                     1.369e-01, 1.758e-01, 1.316e-01, 9.140e-02, 3.101e-01, 7.007e-02]), array([1.104e+01, 1.493e+01, 7.067e+01, 3.727e+02, 7.987e-02, 7.079e-02,\n",
       "                     3.546e-02, 2.074e-02, 2.003e-01, 6.246e-02, 1.642e-01, 1.031e+00,\n",
       "                     1.281e+00, 1.168e+01, 5.296e-03, 1.903e-02, 1.723e-02, 6.960e-03,\n",
       "                     1.880e-02, 1.941e-03, 1.209e+01, 2.083e+01, 7.973e+01, 4.471e+02,\n",
       "                     1.095e-01, 1.982e-01, 1.553e-01, 6.754e-02, 3.202e-01, 7.287e-02]), array([1.160e+01, 1.836e+01, 7.388e+01, 4.127e+02, 8.508e-02, 5.855e-02,\n",
       "                     3.367e-02, 1.777e-02, 1.516e-01, 5.859e-02, 1.816e-01, 7.656e-01,\n",
       "                     1.303e+00, 1.289e+01, 6.709e-03, 1.701e-02, 2.080e-02, 7.497e-03,\n",
       "                     2.124e-02, 2.768e-03, 1.277e+01, 2.402e+01, 8.268e+01, 4.951e+02,\n",
       "                     1.342e-01, 1.808e-01, 1.860e-01, 8.288e-02, 3.210e-01, 7.863e-02]), array([1.216e+01, 1.803e+01, 7.829e+01, 4.553e+02, 9.087e-02, 7.838e-02,\n",
       "                     2.916e-02, 1.527e-02, 1.464e-01, 6.284e-02, 2.194e-01, 1.190e+00,\n",
       "                     1.678e+00, 1.626e+01, 4.911e-03, 1.666e-02, 1.397e-02, 5.161e-03,\n",
       "                     1.454e-02, 1.858e-03, 1.334e+01, 2.787e+01, 8.883e+01, 5.474e+02,\n",
       "                     1.208e-01, 2.279e-01, 1.620e-01, 5.690e-02, 2.406e-01, 7.729e-02])],\n",
       "             (1,\n",
       "              1): [array([1.921e+01, 1.857e+01, 1.255e+02, 1.152e+03, 1.053e-01, 1.267e-01,\n",
       "                     1.323e-01, 8.994e-02, 1.917e-01, 5.961e-02, 7.275e-01, 1.193e+00,\n",
       "                     4.837e+00, 1.025e+02, 6.458e-03, 2.306e-02, 2.945e-02, 1.538e-02,\n",
       "                     1.852e-02, 2.608e-03, 2.614e+01, 2.814e+01, 1.701e+02, 2.145e+03,\n",
       "                     1.624e-01, 3.511e-01, 3.879e-01, 2.091e-01, 3.537e-01, 8.294e-02]), array([1.720e+01, 2.452e+01, 1.142e+02, 9.294e+02, 1.071e-01, 1.830e-01,\n",
       "                     1.692e-01, 7.944e-02, 1.927e-01, 6.487e-02, 5.907e-01, 1.041e+00,\n",
       "                     3.705e+00, 6.947e+01, 5.820e-03, 5.616e-02, 4.252e-02, 1.127e-02,\n",
       "                     1.527e-02, 6.299e-03, 2.332e+01, 3.382e+01, 1.516e+02, 1.681e+03,\n",
       "                     1.585e-01, 7.394e-01, 6.566e-01, 1.899e-01, 3.313e-01, 1.339e-01]), array([1.959e+01, 1.815e+01, 1.307e+02, 1.214e+03, 1.120e-01, 1.666e-01,\n",
       "                     2.508e-01, 1.286e-01, 2.027e-01, 6.082e-02, 7.364e-01, 1.048e+00,\n",
       "                     4.792e+00, 9.707e+01, 4.057e-03, 2.277e-02, 4.029e-02, 1.303e-02,\n",
       "                     1.686e-02, 3.318e-03, 2.673e+01, 2.639e+01, 1.749e+02, 2.232e+03,\n",
       "                     1.438e-01, 3.846e-01, 6.810e-01, 2.247e-01, 3.643e-01, 9.223e-02]), array([1.549e+01, 1.997e+01, 1.024e+02, 7.447e+02, 1.160e-01, 1.562e-01,\n",
       "                     1.891e-01, 9.113e-02, 1.929e-01, 6.744e-02, 6.470e-01, 1.331e+00,\n",
       "                     4.675e+00, 6.691e+01, 7.269e-03, 2.928e-02, 4.972e-02, 1.639e-02,\n",
       "                     1.852e-02, 4.232e-03, 2.120e+01, 2.941e+01, 1.421e+02, 1.359e+03,\n",
       "                     1.681e-01, 3.913e-01, 5.553e-01, 2.121e-01, 3.187e-01, 1.019e-01])],\n",
       "             (2,\n",
       "              4): [array([1.305e+01, 1.931e+01, 8.261e+01, 5.272e+02, 8.060e-02, 3.789e-02,\n",
       "                     6.920e-04, 4.167e-03, 1.819e-01, 5.501e-02, 4.040e-01, 1.214e+00,\n",
       "                     2.595e+00, 3.296e+01, 7.491e-03, 8.593e-03, 6.920e-04, 4.167e-03,\n",
       "                     2.190e-02, 2.990e-03, 1.423e+01, 2.225e+01, 9.024e+01, 6.241e+02,\n",
       "                     1.021e-01, 6.191e-02, 1.845e-03, 1.111e-02, 2.439e-01, 6.289e-02]), array([1.300e+01, 2.078e+01, 8.351e+01, 5.194e+02, 1.135e-01, 7.589e-02,\n",
       "                     3.136e-02, 2.645e-02, 2.540e-01, 6.087e-02, 4.202e-01, 1.322e+00,\n",
       "                     2.873e+00, 3.478e+01, 7.017e-03, 1.142e-02, 1.949e-02, 1.153e-02,\n",
       "                     2.951e-02, 1.533e-03, 1.416e+01, 2.411e+01, 9.082e+01, 6.167e+02,\n",
       "                     1.297e-01, 1.105e-01, 8.112e-02, 6.296e-02, 3.196e-01, 6.435e-02]), array([1.254e+01, 1.807e+01, 7.942e+01, 4.919e+02, 7.436e-02, 2.650e-02,\n",
       "                     1.194e-03, 5.449e-03, 1.528e-01, 5.185e-02, 3.511e-01, 9.527e-01,\n",
       "                     2.329e+00, 2.830e+01, 5.783e-03, 4.693e-03, 7.929e-04, 3.617e-03,\n",
       "                     2.043e-02, 1.058e-03, 1.372e+01, 2.098e+01, 8.682e+01, 5.857e+02,\n",
       "                     9.293e-02, 4.327e-02, 3.581e-03, 1.635e-02, 2.233e-01, 5.521e-02])],\n",
       "             (7,\n",
       "              9): [array([8.618e+00, 1.179e+01, 5.434e+01, 2.245e+02, 9.752e-02, 5.272e-02,\n",
       "                     2.061e-02, 7.799e-03, 1.683e-01, 7.187e-02, 1.559e-01, 5.796e-01,\n",
       "                     1.046e+00, 8.322e+00, 1.011e-02, 1.055e-02, 1.981e-02, 5.742e-03,\n",
       "                     2.090e-02, 2.788e-03, 9.507e+00, 1.540e+01, 5.990e+01, 2.749e+02,\n",
       "                     1.733e-01, 1.239e-01, 1.168e-01, 4.419e-02, 3.220e-01, 9.026e-02]), array([8.598e+00, 2.098e+01, 5.466e+01, 2.218e+02, 1.243e-01, 8.963e-02,\n",
       "                     3.000e-02, 9.259e-03, 1.828e-01, 6.757e-02, 3.582e-01, 2.067e+00,\n",
       "                     2.493e+00, 1.839e+01, 1.193e-02, 3.162e-02, 3.000e-02, 9.259e-03,\n",
       "                     3.357e-02, 3.048e-03, 9.565e+00, 2.704e+01, 6.206e+01, 2.739e+02,\n",
       "                     1.639e-01, 1.698e-01, 9.001e-02, 2.778e-02, 2.972e-01, 7.712e-02]), array([9.173e+00, 1.386e+01, 5.920e+01, 2.609e+02, 7.721e-02, 8.751e-02,\n",
       "                     5.988e-02, 2.180e-02, 2.341e-01, 6.963e-02, 4.098e-01, 2.265e+00,\n",
       "                     2.608e+00, 2.352e+01, 8.738e-03, 3.938e-02, 4.312e-02, 1.560e-02,\n",
       "                     4.192e-02, 5.822e-03, 1.001e+01, 1.923e+01, 6.559e+01, 3.101e+02,\n",
       "                     9.836e-02, 1.678e-01, 1.397e-01, 5.087e-02, 3.282e-01, 8.490e-02]), array([9.465e+00, 2.101e+01, 6.011e+01, 2.694e+02, 1.044e-01, 7.773e-02,\n",
       "                     2.172e-02, 1.504e-02, 1.717e-01, 6.899e-02, 2.351e-01, 2.011e+00,\n",
       "                     1.660e+00, 1.420e+01, 1.052e-02, 1.755e-02, 1.714e-02, 9.333e-03,\n",
       "                     2.279e-02, 4.237e-03, 1.041e+01, 3.156e+01, 6.703e+01, 3.307e+02,\n",
       "                     1.548e-01, 1.664e-01, 9.412e-02, 6.517e-02, 2.878e-01, 9.211e-02]), array([9.029e+00, 1.733e+01, 5.879e+01, 2.505e+02, 1.066e-01, 1.413e-01,\n",
       "                     3.130e-01, 4.375e-02, 2.111e-01, 8.046e-02, 3.274e-01, 1.194e+00,\n",
       "                     1.885e+00, 1.767e+01, 9.549e-03, 8.606e-02, 3.038e-01, 3.322e-02,\n",
       "                     4.197e-02, 9.559e-03, 1.031e+01, 2.265e+01, 6.550e+01, 3.247e+02,\n",
       "                     1.482e-01, 4.365e-01, 1.252e+00, 1.750e-01, 4.228e-01, 1.175e-01]), array([8.888e+00, 1.464e+01, 5.879e+01, 2.440e+02, 9.783e-02, 1.531e-01,\n",
       "                     8.606e-02, 2.872e-02, 1.902e-01, 8.980e-02, 5.262e-01, 8.522e-01,\n",
       "                     3.168e+00, 2.544e+01, 1.721e-02, 9.368e-02, 5.671e-02, 1.766e-02,\n",
       "                     2.541e-02, 2.193e-02, 9.733e+00, 1.567e+01, 6.256e+01, 2.844e+02,\n",
       "                     1.207e-01, 2.436e-01, 1.434e-01, 4.786e-02, 2.254e-01, 1.084e-01]), array([9.787e+00, 1.994e+01, 6.211e+01, 2.945e+02, 1.024e-01, 5.301e-02,\n",
       "                     6.829e-03, 7.937e-03, 1.350e-01, 6.890e-02, 3.350e-01, 2.043e+00,\n",
       "                     2.132e+00, 2.005e+01, 1.113e-02, 1.463e-02, 5.308e-03, 5.250e-03,\n",
       "                     1.801e-02, 5.667e-03, 1.092e+01, 2.629e+01, 6.881e+01, 3.661e+02,\n",
       "                     1.316e-01, 9.473e-02, 2.049e-02, 2.381e-02, 1.934e-01, 8.988e-02]), array([9.777e+00, 1.699e+01, 6.250e+01, 2.902e+02, 1.037e-01, 8.404e-02,\n",
       "                     4.334e-02, 1.778e-02, 1.584e-01, 7.065e-02, 4.030e-01, 1.424e+00,\n",
       "                     2.747e+00, 2.287e+01, 1.385e-02, 2.932e-02, 2.722e-02, 1.023e-02,\n",
       "                     3.281e-02, 4.638e-03, 1.105e+01, 2.147e+01, 7.168e+01, 3.670e+02,\n",
       "                     1.467e-01, 1.765e-01, 1.300e-01, 5.334e-02, 2.533e-01, 8.468e-02]), array([8.726e+00, 1.583e+01, 5.584e+01, 2.309e+02, 1.150e-01, 8.201e-02,\n",
       "                     4.132e-02, 1.924e-02, 1.649e-01, 7.633e-02, 1.665e-01, 5.864e-01,\n",
       "                     1.354e+00, 8.966e+00, 8.261e-03, 2.213e-02, 3.259e-02, 1.040e-02,\n",
       "                     1.708e-02, 3.806e-03, 9.628e+00, 1.962e+01, 6.448e+01, 2.844e+02,\n",
       "                     1.724e-01, 2.364e-01, 2.456e-01, 1.050e-01, 2.926e-01, 1.017e-01]), array([9.904e+00, 1.806e+01, 6.460e+01, 3.024e+02, 9.699e-02, 1.294e-01,\n",
       "                     1.307e-01, 3.716e-02, 1.669e-01, 8.116e-02, 4.311e-01, 2.261e+00,\n",
       "                     3.132e+00, 2.748e+01, 1.286e-02, 8.808e-02, 1.197e-01, 2.460e-02,\n",
       "                     3.880e-02, 1.792e-02, 1.126e+01, 2.439e+01, 7.307e+01, 3.902e+02,\n",
       "                     1.301e-01, 2.950e-01, 3.486e-01, 9.910e-02, 2.614e-01, 1.162e-01]), array([9.042e+00, 1.890e+01, 6.007e+01, 2.445e+02, 9.968e-02, 1.972e-01,\n",
       "                     1.975e-01, 4.908e-02, 2.330e-01, 8.743e-02, 4.653e-01, 1.911e+00,\n",
       "                     3.769e+00, 2.420e+01, 9.845e-03, 6.590e-02, 1.027e-01, 2.527e-02,\n",
       "                     3.491e-02, 7.877e-03, 1.006e+01, 2.340e+01, 6.862e+01, 2.971e+02,\n",
       "                     1.221e-01, 3.748e-01, 4.609e-01, 1.145e-01, 3.135e-01, 1.055e-01]), array([9.606e+00, 1.684e+01, 6.164e+01, 2.805e+02, 8.481e-02, 9.228e-02,\n",
       "                     8.422e-02, 2.292e-02, 2.036e-01, 7.125e-02, 1.844e-01, 9.429e-01,\n",
       "                     1.429e+00, 1.207e+01, 5.954e-03, 3.471e-02, 5.028e-02, 8.510e-03,\n",
       "                     1.750e-02, 4.031e-03, 1.075e+01, 2.307e+01, 7.125e+01, 3.536e+02,\n",
       "                     1.233e-01, 3.416e-01, 4.341e-01, 8.120e-02, 2.982e-01, 9.825e-02]), array([9.268e+00, 1.287e+01, 6.149e+01, 2.487e+02, 1.634e-01, 2.239e-01,\n",
       "                     9.730e-02, 5.252e-02, 2.378e-01, 9.502e-02, 4.076e-01, 1.093e+00,\n",
       "                     3.014e+00, 2.004e+01, 9.783e-03, 4.542e-02, 3.483e-02, 2.188e-02,\n",
       "                     2.542e-02, 1.045e-02, 1.028e+01, 1.638e+01, 6.905e+01, 3.002e+02,\n",
       "                     1.902e-01, 3.441e-01, 2.099e-01, 1.025e-01, 3.038e-01, 1.252e-01]), array([9.676e+00, 1.314e+01, 6.412e+01, 2.725e+02, 1.255e-01, 2.204e-01,\n",
       "                     1.188e-01, 7.038e-02, 2.057e-01, 9.575e-02, 2.744e-01, 1.390e+00,\n",
       "                     1.787e+00, 1.767e+01, 2.177e-02, 4.888e-02, 5.189e-02, 1.450e-02,\n",
       "                     2.632e-02, 1.148e-02, 1.060e+01, 1.804e+01, 6.947e+01, 3.281e+02,\n",
       "                     2.006e-01, 3.663e-01, 2.913e-01, 1.075e-01, 2.848e-01, 1.364e-01]), array([9.295e+00, 1.390e+01, 5.996e+01, 2.578e+02, 1.371e-01, 1.225e-01,\n",
       "                     3.332e-02, 2.421e-02, 2.197e-01, 7.696e-02, 3.538e-01, 1.130e+00,\n",
       "                     2.388e+00, 1.963e+01, 1.546e-02, 2.540e-02, 2.197e-02, 1.580e-02,\n",
       "                     3.997e-02, 3.901e-03, 1.057e+01, 1.784e+01, 6.784e+01, 3.266e+02,\n",
       "                     1.850e-01, 2.097e-01, 9.996e-02, 7.262e-02, 3.681e-01, 8.982e-02]), array([9.847e+00, 1.568e+01, 6.300e+01, 2.932e+02, 9.492e-02, 8.419e-02,\n",
       "                     2.330e-02, 2.416e-02, 1.387e-01, 6.891e-02, 2.498e-01, 1.216e+00,\n",
       "                     1.976e+00, 1.524e+01, 8.732e-03, 2.042e-02, 1.062e-02, 6.801e-03,\n",
       "                     1.824e-02, 3.494e-03, 1.124e+01, 2.299e+01, 7.432e+01, 3.765e+02,\n",
       "                     1.419e-01, 2.243e-01, 8.434e-02, 6.528e-02, 2.502e-01, 9.209e-02]), array([8.571e+00, 1.310e+01, 5.453e+01, 2.213e+02, 1.036e-01, 7.632e-02,\n",
       "                     2.565e-02, 1.510e-02, 1.678e-01, 7.126e-02, 1.267e-01, 6.793e-01,\n",
       "                     1.069e+00, 7.254e+00, 7.897e-03, 1.762e-02, 1.801e-02, 7.320e-03,\n",
       "                     1.592e-02, 3.925e-03, 9.473e+00, 1.845e+01, 6.330e+01, 2.756e+02,\n",
       "                     1.641e-01, 2.235e-01, 1.754e-01, 8.512e-02, 2.983e-01, 1.049e-01]), array([9.683e+00, 1.934e+01, 6.105e+01, 2.857e+02, 8.491e-02, 5.030e-02,\n",
       "                     2.337e-02, 9.615e-03, 1.580e-01, 6.235e-02, 2.957e-01, 1.363e+00,\n",
       "                     2.054e+00, 1.824e+01, 7.440e-03, 1.123e-02, 2.337e-02, 9.615e-03,\n",
       "                     2.203e-02, 4.154e-03, 1.093e+01, 2.559e+01, 6.910e+01, 3.642e+02,\n",
       "                     1.199e-01, 9.546e-02, 9.350e-02, 3.846e-02, 2.552e-01, 7.920e-02]), array([9.423e+00, 2.788e+01, 5.926e+01, 2.713e+02, 8.123e-02, 4.971e-02,\n",
       "                     0.000e+00, 0.000e+00, 1.742e-01, 6.059e-02, 5.375e-01, 2.927e+00,\n",
       "                     3.618e+00, 2.911e+01, 1.159e-02, 1.124e-02, 0.000e+00, 0.000e+00,\n",
       "                     3.004e-02, 3.324e-03, 1.049e+01, 3.424e+01, 6.650e+01, 3.306e+02,\n",
       "                     1.073e-01, 7.158e-02, 0.000e+00, 0.000e+00, 2.475e-01, 6.969e-02])],\n",
       "             (5,\n",
       "              9): [array([1.017e+01, 1.488e+01, 6.455e+01, 3.119e+02, 1.134e-01, 8.061e-02,\n",
       "                     1.084e-02, 1.290e-02, 2.743e-01, 6.960e-02, 5.158e-01, 1.441e+00,\n",
       "                     3.312e+00, 3.462e+01, 7.514e-03, 1.099e-02, 7.665e-03, 8.193e-03,\n",
       "                     4.183e-02, 5.953e-03, 1.102e+01, 1.745e+01, 6.986e+01, 3.686e+02,\n",
       "                     1.275e-01, 9.866e-02, 2.168e-02, 2.579e-02, 3.557e-01, 8.020e-02]), array([1.115e+01, 1.308e+01, 7.087e+01, 3.819e+02, 9.754e-02, 5.113e-02,\n",
       "                     1.982e-02, 1.786e-02, 1.830e-01, 6.105e-02, 2.251e-01, 7.815e-01,\n",
       "                     1.429e+00, 1.548e+01, 9.019e-03, 8.985e-03, 1.196e-02, 8.232e-03,\n",
       "                     2.388e-02, 1.619e-03, 1.199e+01, 1.630e+01, 7.625e+01, 4.408e+02,\n",
       "                     1.341e-01, 8.971e-02, 7.116e-02, 5.506e-02, 2.859e-01, 6.772e-02]), array([1.141e+01, 1.492e+01, 7.353e+01, 4.020e+02, 9.059e-02, 8.155e-02,\n",
       "                     6.181e-02, 2.361e-02, 1.167e-01, 6.217e-02, 3.344e-01, 1.108e+00,\n",
       "                     1.902e+00, 2.277e+01, 7.356e-03, 3.728e-02, 5.915e-02, 1.712e-02,\n",
       "                     2.165e-02, 4.784e-03, 1.237e+01, 1.770e+01, 7.912e+01, 4.672e+02,\n",
       "                     1.121e-01, 1.610e-01, 1.648e-01, 6.296e-02, 1.811e-01, 7.427e-02]), array([1.114e+01, 1.407e+01, 7.124e+01, 3.846e+02, 7.274e-02, 6.064e-02,\n",
       "                     4.505e-02, 1.471e-02, 1.690e-01, 6.083e-02, 4.222e-01, 8.092e-01,\n",
       "                     3.330e+00, 2.884e+01, 5.541e-03, 3.387e-02, 4.505e-02, 1.471e-02,\n",
       "                     3.102e-02, 4.831e-03, 1.212e+01, 1.582e+01, 7.962e+01, 4.535e+02,\n",
       "                     8.864e-02, 1.256e-01, 1.201e-01, 3.922e-02, 2.576e-01, 7.018e-02]), array([1.127e+01, 1.550e+01, 7.338e+01, 3.920e+02, 8.365e-02, 1.114e-01,\n",
       "                     1.007e-01, 2.757e-02, 1.810e-01, 7.252e-02, 3.305e-01, 1.067e+00,\n",
       "                     2.569e+00, 2.297e+01, 1.038e-02, 6.669e-02, 9.472e-02, 2.047e-02,\n",
       "                     1.219e-02, 1.233e-02, 1.204e+01, 1.893e+01, 7.973e+01, 4.500e+02,\n",
       "                     1.102e-01, 2.809e-01, 3.021e-01, 8.272e-02, 2.157e-01, 1.043e-01])],\n",
       "             (5,\n",
       "              4): [array([1.131e+01, 1.904e+01, 7.180e+01, 3.941e+02, 8.139e-02, 4.701e-02,\n",
       "                     3.709e-02, 2.230e-02, 1.516e-01, 5.667e-02, 2.727e-01, 9.429e-01,\n",
       "                     1.831e+00, 1.815e+01, 9.282e-03, 9.216e-03, 2.063e-02, 8.965e-03,\n",
       "                     2.183e-02, 2.146e-03, 1.233e+01, 2.384e+01, 7.800e+01, 4.667e+02,\n",
       "                     1.290e-01, 9.148e-02, 1.444e-01, 6.961e-02, 2.400e-01, 6.641e-02]), array([1.218e+01, 2.052e+01, 7.722e+01, 4.587e+02, 8.013e-02, 4.038e-02,\n",
       "                     2.383e-02, 1.770e-02, 1.739e-01, 5.677e-02, 1.924e-01, 1.571e+00,\n",
       "                     1.183e+00, 1.468e+01, 5.080e-03, 6.098e-03, 1.069e-02, 6.797e-03,\n",
       "                     1.447e-02, 1.532e-03, 1.334e+01, 3.284e+01, 8.458e+01, 5.478e+02,\n",
       "                     1.123e-01, 8.862e-02, 1.145e-01, 7.431e-02, 2.694e-01, 6.878e-02]), array([1.234e+01, 2.222e+01, 7.985e+01, 4.645e+02, 1.012e-01, 1.015e-01,\n",
       "                     5.370e-02, 2.822e-02, 1.551e-01, 6.761e-02, 2.949e-01, 1.656e+00,\n",
       "                     1.955e+00, 2.155e+01, 1.134e-02, 3.175e-02, 3.125e-02, 1.135e-02,\n",
       "                     1.879e-02, 5.348e-03, 1.358e+01, 2.868e+01, 8.736e+01, 5.530e+02,\n",
       "                     1.452e-01, 2.338e-01, 1.688e-01, 8.194e-02, 2.268e-01, 9.082e-02]), array([1.301e+01, 2.222e+01, 8.201e+01, 5.264e+02, 6.251e-02, 1.938e-02,\n",
       "                     1.595e-03, 1.852e-03, 1.395e-01, 5.234e-02, 1.731e-01, 1.142e+00,\n",
       "                     1.101e+00, 1.434e+01, 3.418e-03, 2.252e-03, 1.595e-03, 1.852e-03,\n",
       "                     1.613e-02, 9.683e-04, 1.400e+01, 2.902e+01, 8.818e+01, 6.088e+02,\n",
       "                     8.125e-02, 3.432e-02, 7.977e-03, 9.259e-03, 2.295e-01, 5.843e-02]), array([1.230e+01, 1.902e+01, 7.788e+01, 4.644e+02, 8.313e-02, 4.202e-02,\n",
       "                     7.756e-03, 8.535e-03, 1.539e-01, 5.945e-02, 1.840e-01, 1.532e+00,\n",
       "                     1.199e+00, 1.324e+01, 7.881e-03, 8.432e-03, 7.004e-03, 6.522e-03,\n",
       "                     1.939e-02, 2.222e-03, 1.335e+01, 2.846e+01, 8.453e+01, 5.443e+02,\n",
       "                     1.222e-01, 9.052e-02, 3.619e-02, 3.983e-02, 2.554e-01, 7.207e-02]), array([1.276e+01, 1.884e+01, 8.187e+01, 4.966e+02, 9.676e-02, 7.952e-02,\n",
       "                     2.688e-02, 1.781e-02, 1.759e-01, 6.183e-02, 2.213e-01, 1.285e+00,\n",
       "                     1.535e+00, 1.726e+01, 5.608e-03, 1.646e-02, 1.529e-02, 9.997e-03,\n",
       "                     1.909e-02, 2.133e-03, 1.375e+01, 2.599e+01, 8.782e+01, 5.797e+02,\n",
       "                     1.298e-01, 1.839e-01, 1.255e-01, 8.312e-02, 2.744e-01, 7.238e-02]), array([1.321e+01, 2.525e+01, 8.410e+01, 5.379e+02, 8.791e-02, 5.205e-02,\n",
       "                     2.772e-02, 2.068e-02, 1.619e-01, 5.584e-02, 2.084e-01, 1.350e+00,\n",
       "                     1.314e+00, 1.758e+01, 5.768e-03, 8.082e-03, 1.510e-02, 6.451e-03,\n",
       "                     1.347e-02, 1.828e-03, 1.435e+01, 3.423e+01, 9.129e+01, 6.329e+02,\n",
       "                     1.289e-01, 1.063e-01, 1.390e-01, 6.005e-02, 2.444e-01, 6.788e-02])],\n",
       "             (4,\n",
       "              2): [array([1.231e+01, 1.652e+01, 7.919e+01, 4.709e+02, 9.172e-02, 6.829e-02,\n",
       "                     3.372e-02, 2.272e-02, 1.720e-01, 5.914e-02, 2.505e-01, 1.025e+00,\n",
       "                     1.740e+00, 1.968e+01, 4.854e-03, 1.819e-02, 1.826e-02, 7.965e-03,\n",
       "                     1.386e-02, 2.304e-03, 1.411e+01, 2.321e+01, 8.971e+01, 6.111e+02,\n",
       "                     1.176e-01, 1.843e-01, 1.703e-01, 8.660e-02, 2.618e-01, 7.609e-02]), array([1.277e+01, 2.247e+01, 8.172e+01, 5.063e+02, 9.055e-02, 5.761e-02,\n",
       "                     4.711e-02, 2.704e-02, 1.585e-01, 6.065e-02, 2.367e-01, 1.380e+00,\n",
       "                     1.457e+00, 1.987e+01, 7.499e-03, 1.202e-02, 2.332e-02, 8.920e-03,\n",
       "                     1.647e-02, 2.629e-03, 1.449e+01, 3.337e+01, 9.204e+01, 6.536e+02,\n",
       "                     1.419e-01, 1.523e-01, 2.177e-01, 9.331e-02, 2.829e-01, 8.067e-02]), array([1.386e+01, 1.693e+01, 9.096e+01, 5.789e+02, 1.026e-01, 1.517e-01,\n",
       "                     9.901e-02, 5.602e-02, 2.106e-01, 6.916e-02, 2.563e-01, 1.194e+00,\n",
       "                     1.933e+00, 2.269e+01, 5.960e-03, 3.438e-02, 3.909e-02, 1.435e-02,\n",
       "                     1.939e-02, 4.560e-03, 1.575e+01, 2.693e+01, 1.044e+02, 7.501e+02,\n",
       "                     1.460e-01, 4.370e-01, 4.636e-01, 1.654e-01, 3.630e-01, 1.059e-01]), array([1.327e+01, 1.702e+01, 8.455e+01, 5.464e+02, 8.445e-02, 4.994e-02,\n",
       "                     3.554e-02, 2.456e-02, 1.496e-01, 5.674e-02, 2.927e-01, 8.907e-01,\n",
       "                     2.044e+00, 2.468e+01, 6.032e-03, 1.104e-02, 2.259e-02, 9.057e-03,\n",
       "                     1.482e-02, 2.496e-03, 1.514e+01, 2.360e+01, 9.884e+01, 7.088e+02,\n",
       "                     1.276e-01, 1.311e-01, 1.786e-01, 9.678e-02, 2.506e-01, 7.623e-02]), array([1.262e+01, 1.715e+01, 8.062e+01, 4.929e+02, 8.583e-02, 5.430e-02,\n",
       "                     2.966e-02, 2.272e-02, 1.799e-01, 5.826e-02, 1.692e-01, 6.674e-01,\n",
       "                     1.116e+00, 1.332e+01, 3.888e-03, 8.539e-03, 1.256e-02, 6.888e-03,\n",
       "                     1.608e-02, 1.638e-03, 1.434e+01, 2.215e+01, 9.162e+01, 6.335e+02,\n",
       "                     1.225e-01, 1.517e-01, 1.887e-01, 9.851e-02, 3.270e-01, 7.330e-02]), array([1.314e+01, 2.074e+01, 8.598e+01, 5.369e+02, 8.675e-02, 1.089e-01,\n",
       "                     1.085e-01, 3.510e-02, 1.562e-01, 6.020e-02, 3.152e-01, 7.884e-01,\n",
       "                     2.312e+00, 2.740e+01, 7.295e-03, 3.179e-02, 4.615e-02, 1.254e-02,\n",
       "                     1.561e-02, 3.230e-03, 1.480e+01, 2.546e+01, 1.009e+02, 6.891e+02,\n",
       "                     1.351e-01, 3.549e-01, 4.504e-01, 1.181e-01, 2.563e-01, 8.174e-02]), array([1.265e+01, 1.817e+01, 8.269e+01, 4.856e+02, 1.076e-01, 1.334e-01,\n",
       "                     8.017e-02, 5.074e-02, 1.641e-01, 6.854e-02, 2.324e-01, 6.332e-01,\n",
       "                     1.696e+00, 1.840e+01, 5.704e-03, 2.502e-02, 2.636e-02, 1.032e-02,\n",
       "                     1.759e-02, 3.563e-03, 1.438e+01, 2.215e+01, 9.529e+01, 6.337e+02,\n",
       "                     1.533e-01, 3.842e-01, 3.582e-01, 1.407e-01, 3.230e-01, 1.033e-01]), array([1.346e+01, 1.875e+01, 8.744e+01, 5.511e+02, 1.075e-01, 1.138e-01,\n",
       "                     4.201e-02, 3.152e-02, 1.723e-01, 6.317e-02, 1.998e-01, 6.068e-01,\n",
       "                     1.443e+00, 1.607e+01, 4.413e-03, 1.443e-02, 1.509e-02, 7.369e-03,\n",
       "                     1.354e-02, 1.787e-03, 1.535e+01, 2.516e+01, 1.019e+02, 7.198e+02,\n",
       "                     1.624e-01, 3.124e-01, 2.654e-01, 1.427e-01, 3.518e-01, 8.665e-02]), array([1.362e+01, 2.323e+01, 8.719e+01, 5.732e+02, 9.246e-02, 6.747e-02,\n",
       "                     2.974e-02, 2.443e-02, 1.664e-01, 5.801e-02, 3.460e-01, 1.336e+00,\n",
       "                     2.066e+00, 3.124e+01, 5.868e-03, 2.099e-02, 2.021e-02, 9.064e-03,\n",
       "                     2.087e-02, 2.583e-03, 1.535e+01, 2.909e+01, 9.758e+01, 7.298e+02,\n",
       "                     1.216e-01, 1.517e-01, 1.049e-01, 7.174e-02, 2.642e-01, 6.953e-02])],\n",
       "             (4,\n",
       "              3): [array([1.286e+01, 1.800e+01, 8.319e+01, 5.063e+02, 9.934e-02, 9.546e-02,\n",
       "                     3.889e-02, 2.315e-02, 1.718e-01, 5.997e-02, 2.655e-01, 1.095e+00,\n",
       "                     1.778e+00, 2.035e+01, 5.293e-03, 1.661e-02, 2.071e-02, 8.179e-03,\n",
       "                     1.748e-02, 2.848e-03, 1.424e+01, 2.482e+01, 9.188e+01, 6.221e+02,\n",
       "                     1.289e-01, 2.141e-01, 1.731e-01, 7.926e-02, 2.779e-01, 7.918e-02]), array([1.422e+01, 2.785e+01, 9.255e+01, 6.239e+02, 8.223e-02, 1.039e-01,\n",
       "                     1.103e-01, 4.408e-02, 1.342e-01, 6.129e-02, 3.354e-01, 2.324e+00,\n",
       "                     2.105e+00, 2.996e+01, 6.307e-03, 2.845e-02, 3.850e-02, 1.011e-02,\n",
       "                     1.185e-02, 3.589e-03, 1.575e+01, 4.054e+01, 1.025e+02, 7.640e+02,\n",
       "                     1.081e-01, 2.426e-01, 3.064e-01, 8.219e-02, 1.890e-01, 7.796e-02]), array([1.346e+01, 2.821e+01, 8.589e+01, 5.621e+02, 7.517e-02, 4.726e-02,\n",
       "                     1.271e-02, 1.117e-02, 1.421e-01, 5.763e-02, 1.689e-01, 1.150e+00,\n",
       "                     1.400e+00, 1.491e+01, 4.942e-03, 1.203e-02, 7.508e-03, 5.179e-03,\n",
       "                     1.442e-02, 1.684e-03, 1.469e+01, 3.563e+01, 9.711e+01, 6.806e+02,\n",
       "                     1.108e-01, 1.457e-01, 7.934e-02, 5.781e-02, 2.694e-01, 7.061e-02]), array([1.351e+01, 1.889e+01, 8.810e+01, 5.581e+02, 1.059e-01, 1.147e-01,\n",
       "                     8.580e-02, 5.381e-02, 1.806e-01, 6.079e-02, 2.136e-01, 1.332e+00,\n",
       "                     1.513e+00, 1.929e+01, 5.442e-03, 1.957e-02, 3.304e-02, 1.367e-02,\n",
       "                     1.315e-02, 2.464e-03, 1.480e+01, 2.720e+01, 9.733e+01, 6.752e+02,\n",
       "                     1.428e-01, 2.570e-01, 3.438e-01, 1.453e-01, 2.666e-01, 7.686e-02]), array([1.300e+01, 2.513e+01, 8.261e+01, 5.202e+02, 8.369e-02, 5.073e-02,\n",
       "                     1.206e-02, 1.762e-02, 1.667e-01, 5.449e-02, 2.621e-01, 1.232e+00,\n",
       "                     1.657e+00, 2.119e+01, 6.054e-03, 8.974e-03, 5.681e-03, 6.336e-03,\n",
       "                     1.215e-02, 1.514e-03, 1.434e+01, 3.188e+01, 9.106e+01, 6.285e+02,\n",
       "                     1.218e-01, 1.093e-01, 4.462e-02, 5.921e-02, 2.306e-01, 6.291e-02]), array([1.316e+01, 2.054e+01, 8.406e+01, 5.387e+02, 7.335e-02, 5.275e-02,\n",
       "                     1.800e-02, 1.256e-02, 1.713e-01, 5.888e-02, 3.237e-01, 1.473e+00,\n",
       "                     2.326e+00, 2.607e+01, 7.802e-03, 2.052e-02, 1.341e-02, 5.564e-03,\n",
       "                     2.086e-02, 2.701e-03, 1.450e+01, 2.846e+01, 9.529e+01, 6.483e+02,\n",
       "                     1.118e-01, 1.646e-01, 7.698e-02, 4.195e-02, 2.687e-01, 7.429e-02])],\n",
       "             (8,\n",
       "              2): [array([1.145e+01, 2.097e+01, 7.381e+01, 4.015e+02, 1.102e-01, 9.362e-02,\n",
       "                     4.591e-02, 2.233e-02, 1.842e-01, 7.005e-02, 3.251e-01, 2.174e+00,\n",
       "                     2.077e+00, 2.462e+01, 1.037e-02, 1.706e-02, 2.586e-02, 7.506e-03,\n",
       "                     1.816e-02, 3.976e-03, 1.311e+01, 3.216e+01, 8.453e+01, 5.251e+02,\n",
       "                     1.557e-01, 1.676e-01, 1.755e-01, 6.127e-02, 2.762e-01, 8.851e-02]), array([1.134e+01, 2.126e+01, 7.248e+01, 3.965e+02, 8.759e-02, 6.575e-02,\n",
       "                     5.133e-02, 1.899e-02, 1.487e-01, 6.529e-02, 2.344e-01, 9.861e-01,\n",
       "                     1.597e+00, 1.641e+01, 9.113e-03, 1.557e-02, 2.443e-02, 6.435e-03,\n",
       "                     1.568e-02, 2.477e-03, 1.301e+01, 2.915e+01, 8.399e+01, 5.181e+02,\n",
       "                     1.699e-01, 2.196e-01, 3.120e-01, 8.278e-02, 2.829e-01, 8.832e-02]), array([1.065e+01, 2.522e+01, 6.801e+01, 3.470e+02, 9.657e-02, 7.234e-02,\n",
       "                     2.379e-02, 1.615e-02, 1.897e-01, 6.329e-02, 2.497e-01, 1.493e+00,\n",
       "                     1.497e+00, 1.664e+01, 7.189e-03, 1.035e-02, 1.081e-02, 6.245e-03,\n",
       "                     2.158e-02, 2.619e-03, 1.225e+01, 3.519e+01, 7.798e+01, 4.557e+02,\n",
       "                     1.499e-01, 1.398e-01, 1.125e-01, 6.136e-02, 3.409e-01, 8.147e-02]), array([1.106e+01, 1.483e+01, 7.031e+01, 3.782e+02, 7.741e-02, 4.768e-02,\n",
       "                     2.712e-02, 7.246e-03, 1.535e-01, 6.214e-02, 1.855e-01, 6.881e-01,\n",
       "                     1.263e+00, 1.298e+01, 4.259e-03, 1.469e-02, 1.940e-02, 4.168e-03,\n",
       "                     1.191e-02, 3.537e-03, 1.268e+01, 2.035e+01, 8.079e+01, 4.967e+02,\n",
       "                     1.120e-01, 1.879e-01, 2.079e-01, 5.556e-02, 2.590e-01, 9.158e-02]), array([1.136e+01, 1.757e+01, 7.249e+01, 3.998e+02, 8.858e-02, 5.313e-02,\n",
       "                     2.783e-02, 2.100e-02, 1.601e-01, 5.913e-02, 1.916e-01, 1.555e+00,\n",
       "                     1.359e+00, 1.366e+01, 5.391e-03, 9.947e-03, 1.163e-02, 5.872e-03,\n",
       "                     1.341e-02, 1.659e-03, 1.305e+01, 3.632e+01, 8.507e+01, 5.213e+02,\n",
       "                     1.453e-01, 1.622e-01, 1.811e-01, 8.698e-02, 2.973e-01, 7.745e-02]), array([1.175e+01, 1.756e+01, 7.589e+01, 4.229e+02, 1.073e-01, 9.713e-02,\n",
       "                     5.282e-02, 4.440e-02, 1.598e-01, 6.677e-02, 4.384e-01, 1.907e+00,\n",
       "                     3.149e+00, 3.066e+01, 6.587e-03, 1.815e-02, 1.737e-02, 1.316e-02,\n",
       "                     1.835e-02, 2.318e-03, 1.350e+01, 2.798e+01, 8.852e+01, 5.523e+02,\n",
       "                     1.349e-01, 1.854e-01, 1.366e-01, 1.010e-01, 2.478e-01, 7.757e-02])],\n",
       "             (7,\n",
       "              4): [array([1.334e+01, 1.586e+01, 8.649e+01, 5.200e+02, 1.078e-01, 1.535e-01,\n",
       "                     1.169e-01, 6.987e-02, 1.942e-01, 6.902e-02, 2.860e-01, 1.016e+00,\n",
       "                     1.535e+00, 1.296e+01, 6.794e-03, 3.575e-02, 3.980e-02, 1.383e-02,\n",
       "                     2.134e-02, 4.603e-03, 1.553e+01, 2.319e+01, 9.666e+01, 6.149e+02,\n",
       "                     1.536e-01, 4.791e-01, 4.858e-01, 1.708e-01, 3.527e-01, 1.016e-01])],\n",
       "             (2,\n",
       "              3): [array([1.448e+01, 2.146e+01, 9.425e+01, 6.482e+02, 9.444e-02, 9.947e-02,\n",
       "                     1.204e-01, 4.938e-02, 2.075e-01, 5.636e-02, 4.204e-01, 2.220e+00,\n",
       "                     3.301e+00, 3.887e+01, 9.369e-03, 2.983e-02, 5.371e-02, 1.761e-02,\n",
       "                     2.418e-02, 3.249e-03, 1.621e+01, 2.925e+01, 1.084e+02, 8.089e+02,\n",
       "                     1.306e-01, 1.976e-01, 3.349e-01, 1.225e-01, 3.020e-01, 6.846e-02]), array([1.276e+01, 1.337e+01, 8.229e+01, 5.041e+02, 8.794e-02, 7.948e-02,\n",
       "                     4.052e-02, 2.548e-02, 1.601e-01, 6.140e-02, 3.265e-01, 6.594e-01,\n",
       "                     2.346e+00, 2.518e+01, 6.494e-03, 2.768e-02, 3.137e-02, 1.069e-02,\n",
       "                     1.731e-02, 4.392e-03, 1.419e+01, 1.640e+01, 9.204e+01, 6.188e+02,\n",
       "                     1.194e-01, 2.208e-01, 1.769e-01, 8.411e-02, 2.564e-01, 8.253e-02]), array([1.404e+01, 1.598e+01, 8.978e+01, 6.112e+02, 8.458e-02, 5.895e-02,\n",
       "                     3.534e-02, 2.944e-02, 1.714e-01, 5.898e-02, 3.892e-01, 1.046e+00,\n",
       "                     2.644e+00, 3.274e+01, 7.976e-03, 1.295e-02, 1.608e-02, 9.046e-03,\n",
       "                     2.005e-02, 2.830e-03, 1.566e+01, 2.158e+01, 1.012e+02, 7.500e+02,\n",
       "                     1.195e-01, 1.252e-01, 1.117e-01, 7.453e-02, 2.725e-01, 7.234e-02])],\n",
       "             (1,\n",
       "              3): [array([1.464e+01, 1.524e+01, 9.577e+01, 6.519e+02, 1.132e-01, 1.339e-01,\n",
       "                     9.966e-02, 7.064e-02, 2.116e-01, 6.346e-02, 5.115e-01, 7.372e-01,\n",
       "                     3.814e+00, 4.276e+01, 5.508e-03, 4.412e-02, 4.436e-02, 1.623e-02,\n",
       "                     2.427e-02, 4.841e-03, 1.634e+01, 1.824e+01, 1.094e+02, 8.036e+02,\n",
       "                     1.277e-01, 3.089e-01, 2.604e-01, 1.397e-01, 3.151e-01, 8.473e-02]), array([1.469e+01, 1.398e+01, 9.822e+01, 6.561e+02, 1.031e-01, 1.836e-01,\n",
       "                     1.450e-01, 6.300e-02, 2.086e-01, 7.406e-02, 5.462e-01, 1.511e+00,\n",
       "                     4.795e+00, 4.945e+01, 9.976e-03, 5.244e-02, 5.278e-02, 1.580e-02,\n",
       "                     2.653e-02, 5.444e-03, 1.646e+01, 1.834e+01, 1.141e+02, 8.092e+02,\n",
       "                     1.312e-01, 3.635e-01, 3.219e-01, 1.108e-01, 2.827e-01, 9.208e-02])],\n",
       "             (9,\n",
       "              4): [array([1.160e+01, 1.284e+01, 7.434e+01, 4.126e+02, 8.983e-02, 7.525e-02,\n",
       "                     4.196e-02, 3.350e-02, 1.620e-01, 6.582e-02, 2.315e-01, 5.391e-01,\n",
       "                     1.475e+00, 1.575e+01, 6.153e-03, 1.330e-02, 1.693e-02, 6.884e-03,\n",
       "                     1.651e-02, 2.551e-03, 1.306e+01, 1.716e+01, 8.296e+01, 5.125e+02,\n",
       "                     1.431e-01, 1.851e-01, 1.922e-01, 8.449e-02, 2.772e-01, 8.756e-02]), array([1.225e+01, 1.794e+01, 7.827e+01, 4.603e+02, 8.654e-02, 6.679e-02,\n",
       "                     3.885e-02, 2.331e-02, 1.970e-01, 6.228e-02, 2.200e-01, 9.823e-01,\n",
       "                     1.484e+00, 1.651e+01, 5.518e-03, 1.562e-02, 1.994e-02, 7.924e-03,\n",
       "                     1.799e-02, 2.484e-03, 1.359e+01, 2.522e+01, 8.660e+01, 5.642e+02,\n",
       "                     1.217e-01, 1.788e-01, 1.943e-01, 8.211e-02, 3.113e-01, 8.132e-02]), array([1.171e+01, 1.719e+01, 7.468e+01, 4.203e+02, 9.774e-02, 6.141e-02,\n",
       "                     3.809e-02, 3.239e-02, 1.516e-01, 6.095e-02, 2.451e-01, 7.655e-01,\n",
       "                     1.742e+00, 1.786e+01, 6.905e-03, 8.704e-03, 1.978e-02, 1.185e-02,\n",
       "                     1.897e-02, 1.671e-03, 1.301e+01, 2.139e+01, 8.442e+01, 5.215e+02,\n",
       "                     1.323e-01, 1.040e-01, 1.521e-01, 1.099e-01, 2.572e-01, 7.097e-02]), array([1.289e+01, 1.411e+01, 8.495e+01, 5.122e+02, 8.760e-02, 1.346e-01,\n",
       "                     1.374e-01, 3.980e-02, 1.596e-01, 6.409e-02, 2.025e-01, 4.402e-01,\n",
       "                     2.393e+00, 1.635e+01, 5.501e-03, 5.592e-02, 8.158e-02, 1.370e-02,\n",
       "                     1.266e-02, 7.555e-03, 1.439e+01, 1.770e+01, 1.050e+02, 6.391e+02,\n",
       "                     1.254e-01, 5.849e-01, 7.727e-01, 1.561e-01, 2.639e-01, 1.178e-01]), array([1.152e+01, 1.493e+01, 7.387e+01, 4.063e+02, 1.013e-01, 7.808e-02,\n",
       "                     4.328e-02, 2.929e-02, 1.883e-01, 6.168e-02, 2.562e-01, 1.038e+00,\n",
       "                     1.686e+00, 1.862e+01, 6.662e-03, 1.228e-02, 2.105e-02, 1.006e-02,\n",
       "                     1.677e-02, 2.784e-03, 1.265e+01, 2.119e+01, 8.088e+01, 4.918e+02,\n",
       "                     1.389e-01, 1.582e-01, 1.804e-01, 9.608e-02, 2.664e-01, 7.809e-02]), array([1.298e+01, 1.935e+01, 8.452e+01, 5.140e+02, 9.579e-02, 1.125e-01,\n",
       "                     7.107e-02, 2.950e-02, 1.761e-01, 6.540e-02, 2.684e-01, 5.664e-01,\n",
       "                     2.465e+00, 2.065e+01, 5.727e-03, 3.255e-02, 4.393e-02, 9.811e-03,\n",
       "                     2.751e-02, 4.572e-03, 1.442e+01, 2.195e+01, 9.921e+01, 6.343e+02,\n",
       "                     1.288e-01, 3.253e-01, 3.439e-01, 9.858e-02, 3.596e-01, 9.166e-02]), array([1.171e+01, 1.545e+01, 7.503e+01, 4.203e+02, 1.150e-01, 7.281e-02,\n",
       "                     4.006e-02, 3.250e-02, 2.009e-01, 6.506e-02, 3.446e-01, 7.395e-01,\n",
       "                     2.355e+00, 2.453e+01, 9.536e-03, 1.097e-02, 1.651e-02, 1.121e-02,\n",
       "                     1.953e-02, 3.100e-03, 1.306e+01, 1.816e+01, 8.416e+01, 5.164e+02,\n",
       "                     1.460e-01, 1.115e-01, 1.087e-01, 7.864e-02, 2.765e-01, 7.806e-02]), array([1.287e+01, 1.954e+01, 8.267e+01, 5.092e+02, 9.136e-02, 7.883e-02,\n",
       "                     1.797e-02, 2.090e-02, 1.861e-01, 6.347e-02, 3.665e-01, 7.693e-01,\n",
       "                     2.597e+00, 2.650e+01, 5.910e-03, 1.362e-02, 7.066e-03, 6.502e-03,\n",
       "                     2.223e-02, 2.378e-03, 1.445e+01, 2.438e+01, 9.514e+01, 6.269e+02,\n",
       "                     1.214e-01, 1.652e-01, 7.127e-02, 6.384e-02, 3.313e-01, 7.735e-02]), array([1.245e+01, 1.641e+01, 8.285e+01, 4.767e+02, 9.514e-02, 1.511e-01,\n",
       "                     1.544e-01, 4.846e-02, 2.082e-01, 7.325e-02, 3.921e-01, 1.207e+00,\n",
       "                     5.004e+00, 3.019e+01, 7.234e-03, 7.471e-02, 1.114e-01, 2.721e-02,\n",
       "                     3.232e-02, 9.627e-03, 1.378e+01, 2.103e+01, 9.782e+01, 5.806e+02,\n",
       "                     1.175e-01, 4.061e-01, 4.896e-01, 1.342e-01, 3.231e-01, 1.034e-01]), array([1.207e+01, 1.344e+01, 7.783e+01, 4.452e+02, 1.100e-01, 9.009e-02,\n",
       "                     3.781e-02, 2.798e-02, 1.657e-01, 6.608e-02, 2.513e-01, 5.040e-01,\n",
       "                     1.714e+00, 1.854e+01, 7.327e-03, 1.153e-02, 1.798e-02, 7.986e-03,\n",
       "                     1.962e-02, 2.234e-03, 1.345e+01, 1.577e+01, 8.692e+01, 5.499e+02,\n",
       "                     1.521e-01, 1.632e-01, 1.622e-01, 7.393e-02, 2.781e-01, 8.052e-02])],\n",
       "             (8,\n",
       "              8): [array([6.981e+00, 1.343e+01, 4.379e+01, 1.435e+02, 1.170e-01, 7.568e-02,\n",
       "                     0.000e+00, 0.000e+00, 1.930e-01, 7.818e-02, 2.241e-01, 1.508e+00,\n",
       "                     1.553e+00, 9.833e+00, 1.019e-02, 1.084e-02, 0.000e+00, 0.000e+00,\n",
       "                     2.659e-02, 4.100e-03, 7.930e+00, 1.954e+01, 5.041e+01, 1.852e+02,\n",
       "                     1.584e-01, 1.202e-01, 0.000e+00, 0.000e+00, 2.932e-01, 9.382e-02]), array([8.878e+00, 1.549e+01, 5.674e+01, 2.410e+02, 8.293e-02, 7.698e-02,\n",
       "                     4.721e-02, 2.381e-02, 1.930e-01, 6.621e-02, 5.381e-01, 1.200e+00,\n",
       "                     4.277e+00, 3.018e+01, 1.093e-02, 2.899e-02, 3.214e-02, 1.506e-02,\n",
       "                     2.837e-02, 4.174e-03, 9.981e+00, 1.770e+01, 6.527e+01, 3.020e+02,\n",
       "                     1.015e-01, 1.248e-01, 9.441e-02, 4.762e-02, 2.434e-01, 7.431e-02]), array([9.405e+00, 2.170e+01, 5.960e+01, 2.712e+02, 1.044e-01, 6.159e-02,\n",
       "                     2.047e-02, 1.257e-02, 2.025e-01, 6.601e-02, 4.302e-01, 2.878e+00,\n",
       "                     2.759e+00, 2.517e+01, 1.474e-02, 1.674e-02, 1.367e-02, 8.674e-03,\n",
       "                     3.044e-02, 4.590e-03, 1.085e+01, 3.124e+01, 6.873e+01, 3.594e+02,\n",
       "                     1.526e-01, 1.193e-01, 6.141e-02, 3.770e-02, 2.872e-01, 8.304e-02]), array([7.691e+00, 2.544e+01, 4.834e+01, 1.704e+02, 8.668e-02, 1.199e-01,\n",
       "                     9.252e-02, 1.364e-02, 2.037e-01, 7.751e-02, 2.196e-01, 1.479e+00,\n",
       "                     1.445e+00, 1.173e+01, 1.547e-02, 6.457e-02, 9.252e-02, 1.364e-02,\n",
       "                     2.105e-02, 7.551e-03, 8.678e+00, 3.189e+01, 5.449e+01, 2.236e+02,\n",
       "                     1.596e-01, 3.064e-01, 3.393e-01, 5.000e-02, 2.790e-01, 1.066e-01])],\n",
       "             (8,\n",
       "              7): [array([9.876e+00, 1.940e+01, 6.395e+01, 2.983e+02, 1.005e-01, 9.697e-02,\n",
       "                     6.154e-02, 3.029e-02, 1.945e-01, 6.322e-02, 1.803e-01, 1.222e+00,\n",
       "                     1.528e+00, 1.177e+01, 9.058e-03, 2.196e-02, 3.029e-02, 1.112e-02,\n",
       "                     1.609e-02, 3.570e-03, 1.076e+01, 2.683e+01, 7.222e+01, 3.612e+02,\n",
       "                     1.559e-01, 2.302e-01, 2.644e-01, 9.749e-02, 2.622e-01, 8.490e-02]), array([1.049e+01, 1.929e+01, 6.741e+01, 3.361e+02, 9.989e-02, 8.578e-02,\n",
       "                     2.995e-02, 1.201e-02, 2.217e-01, 6.481e-02, 3.550e-01, 1.534e+00,\n",
       "                     2.302e+00, 2.313e+01, 7.595e-03, 2.219e-02, 2.880e-02, 8.614e-03,\n",
       "                     2.710e-02, 3.451e-03, 1.154e+01, 2.331e+01, 7.422e+01, 4.028e+02,\n",
       "                     1.219e-01, 1.486e-01, 7.987e-02, 3.203e-02, 2.826e-01, 7.552e-02]), array([9.738e+00, 1.197e+01, 6.124e+01, 2.885e+02, 9.250e-02, 4.102e-02,\n",
       "                     0.000e+00, 0.000e+00, 1.903e-01, 6.422e-02, 1.988e-01, 4.960e-01,\n",
       "                     1.218e+00, 1.226e+01, 6.040e-03, 5.656e-03, 0.000e+00, 0.000e+00,\n",
       "                     2.277e-02, 3.220e-03, 1.062e+01, 1.410e+01, 6.653e+01, 3.429e+02,\n",
       "                     1.234e-01, 7.204e-02, 0.000e+00, 0.000e+00, 3.105e-01, 8.151e-02]), array([1.018e+01, 1.753e+01, 6.512e+01, 3.131e+02, 1.061e-01, 8.502e-02,\n",
       "                     1.768e-02, 1.915e-02, 1.910e-01, 6.908e-02, 2.467e-01, 1.217e+00,\n",
       "                     1.641e+00, 1.505e+01, 7.899e-03, 1.400e-02, 8.534e-03, 7.624e-03,\n",
       "                     2.637e-02, 3.761e-03, 1.117e+01, 2.284e+01, 7.194e+01, 3.756e+02,\n",
       "                     1.406e-01, 1.440e-01, 6.572e-02, 5.575e-02, 3.055e-01, 8.797e-02]), array([1.044e+01, 1.546e+01, 6.662e+01, 3.296e+02, 1.053e-01, 7.722e-02,\n",
       "                     6.643e-03, 1.216e-02, 1.788e-01, 6.450e-02, 1.913e-01, 9.027e-01,\n",
       "                     1.208e+00, 1.186e+01, 6.513e-03, 8.061e-03, 2.817e-03, 4.972e-03,\n",
       "                     1.502e-02, 2.821e-03, 1.152e+01, 1.980e+01, 7.347e+01, 3.954e+02,\n",
       "                     1.341e-01, 1.153e-01, 2.639e-02, 4.464e-02, 2.615e-01, 8.269e-02]), array([1.122e+01, 3.381e+01, 7.079e+01, 3.868e+02, 7.780e-02, 3.574e-02,\n",
       "                     4.967e-03, 6.434e-03, 1.845e-01, 5.828e-02, 2.239e-01, 1.647e+00,\n",
       "                     1.489e+00, 1.546e+01, 4.359e-03, 6.813e-03, 3.223e-03, 3.419e-03,\n",
       "                     1.916e-02, 2.534e-03, 1.236e+01, 4.178e+01, 7.844e+01, 4.709e+02,\n",
       "                     9.994e-02, 6.885e-02, 2.318e-02, 3.002e-02, 2.911e-01, 7.307e-02]), array([9.567e+00, 1.591e+01, 6.021e+01, 2.796e+02, 8.464e-02, 4.087e-02,\n",
       "                     1.652e-02, 1.667e-02, 1.551e-01, 6.403e-02, 2.152e-01, 8.301e-01,\n",
       "                     1.215e+00, 1.264e+01, 1.164e-02, 1.040e-02, 1.186e-02, 9.623e-03,\n",
       "                     2.383e-02, 3.540e-03, 1.051e+01, 1.916e+01, 6.574e+01, 3.359e+02,\n",
       "                     1.504e-01, 9.515e-02, 7.161e-02, 7.222e-02, 2.757e-01, 8.178e-02]), array([1.130e+01, 1.819e+01, 7.393e+01, 3.894e+02, 9.592e-02, 1.325e-01,\n",
       "                     1.548e-01, 2.854e-02, 2.054e-01, 7.669e-02, 2.428e-01, 1.642e+00,\n",
       "                     2.369e+00, 1.639e+01, 6.663e-03, 5.914e-02, 8.880e-02, 1.314e-02,\n",
       "                     1.995e-02, 8.675e-03, 1.258e+01, 2.796e+01, 8.716e+01, 4.729e+02,\n",
       "                     1.347e-01, 4.848e-01, 7.436e-01, 1.218e-01, 3.308e-01, 1.297e-01]), array([1.048e+01, 1.986e+01, 6.672e+01, 3.377e+02, 1.070e-01, 5.971e-02,\n",
       "                     4.831e-02, 3.070e-02, 1.737e-01, 6.440e-02, 3.719e-01, 2.612e+00,\n",
       "                     2.517e+00, 2.322e+01, 1.604e-02, 1.386e-02, 1.865e-02, 1.133e-02,\n",
       "                     3.476e-02, 3.560e-03, 1.148e+01, 2.946e+01, 7.368e+01, 4.028e+02,\n",
       "                     1.515e-01, 1.026e-01, 1.181e-01, 6.736e-02, 2.883e-01, 7.748e-02]), array([1.060e+01, 1.895e+01, 6.928e+01, 3.464e+02, 9.688e-02, 1.147e-01,\n",
       "                     6.387e-02, 2.642e-02, 1.922e-01, 6.491e-02, 4.505e-01, 1.197e+00,\n",
       "                     3.430e+00, 2.710e+01, 7.470e-03, 3.581e-02, 3.354e-02, 1.365e-02,\n",
       "                     3.504e-02, 3.318e-03, 1.188e+01, 2.294e+01, 7.828e+01, 4.248e+02,\n",
       "                     1.213e-01, 2.515e-01, 1.916e-01, 7.926e-02, 2.940e-01, 7.587e-02]), array([1.071e+01, 2.039e+01, 6.950e+01, 3.449e+02, 1.082e-01, 1.289e-01,\n",
       "                     8.448e-02, 2.867e-02, 1.668e-01, 6.862e-02, 3.198e-01, 1.489e+00,\n",
       "                     2.230e+00, 2.074e+01, 8.902e-03, 4.785e-02, 7.339e-02, 1.745e-02,\n",
       "                     2.728e-02, 7.610e-03, 1.169e+01, 2.521e+01, 7.651e+01, 4.104e+02,\n",
       "                     1.335e-01, 2.550e-01, 2.534e-01, 8.600e-02, 2.605e-01, 8.701e-02]), array([9.742e+00, 1.567e+01, 6.150e+01, 2.899e+02, 9.037e-02, 4.689e-02,\n",
       "                     1.103e-02, 1.407e-02, 2.081e-01, 6.312e-02, 2.684e-01, 1.409e+00,\n",
       "                     1.750e+00, 1.639e+01, 1.380e-02, 1.067e-02, 8.347e-03, 9.472e-03,\n",
       "                     1.798e-02, 4.261e-03, 1.075e+01, 2.088e+01, 6.809e+01, 3.552e+02,\n",
       "                     1.467e-01, 9.370e-02, 4.043e-02, 5.159e-02, 2.841e-01, 8.175e-02]), array([1.025e+01, 1.618e+01, 6.652e+01, 3.242e+02, 1.061e-01, 1.111e-01,\n",
       "                     6.726e-02, 3.965e-02, 1.743e-01, 7.279e-02, 3.677e-01, 1.471e+00,\n",
       "                     1.597e+00, 2.268e+01, 1.049e-02, 4.265e-02, 4.004e-02, 1.544e-02,\n",
       "                     2.719e-02, 7.596e-03, 1.128e+01, 2.061e+01, 7.153e+01, 3.904e+02,\n",
       "                     1.402e-01, 2.360e-01, 1.898e-01, 9.744e-02, 2.608e-01, 9.702e-02]), array([1.005e+01, 1.753e+01, 6.441e+01, 3.108e+02, 1.007e-01, 7.326e-02,\n",
       "                     2.511e-02, 1.775e-02, 1.890e-01, 6.331e-02, 2.619e-01, 2.015e+00,\n",
       "                     1.778e+00, 1.685e+01, 7.803e-03, 1.449e-02, 1.690e-02, 8.043e-03,\n",
       "                     2.100e-02, 2.778e-03, 1.116e+01, 2.684e+01, 7.198e+01, 3.840e+02,\n",
       "                     1.402e-01, 1.402e-01, 1.055e-01, 6.499e-02, 2.894e-01, 7.664e-02]), array([1.026e+01, 1.222e+01, 6.575e+01, 3.216e+02, 9.996e-02, 7.542e-02,\n",
       "                     1.923e-02, 1.968e-02, 1.800e-01, 6.569e-02, 1.911e-01, 5.477e-01,\n",
       "                     1.348e+00, 1.188e+01, 5.682e-03, 1.365e-02, 8.496e-03, 6.929e-03,\n",
       "                     1.938e-02, 2.371e-03, 1.138e+01, 1.565e+01, 7.323e+01, 3.945e+02,\n",
       "                     1.343e-01, 1.650e-01, 8.615e-02, 6.696e-02, 2.937e-01, 7.722e-02]), array([1.116e+01, 2.141e+01, 7.095e+01, 3.803e+02, 1.018e-01, 5.978e-02,\n",
       "                     8.955e-03, 1.076e-02, 1.615e-01, 6.144e-02, 2.865e-01, 1.678e+00,\n",
       "                     1.968e+00, 1.899e+01, 6.908e-03, 9.442e-03, 6.972e-03, 6.159e-03,\n",
       "                     2.694e-02, 2.060e-03, 1.236e+01, 2.892e+01, 7.926e+01, 4.580e+02,\n",
       "                     1.282e-01, 1.108e-01, 3.582e-02, 4.306e-02, 2.976e-01, 7.123e-02]), array([1.003e+01, 2.128e+01, 6.319e+01, 3.073e+02, 8.117e-02, 3.912e-02,\n",
       "                     2.470e-03, 5.159e-03, 1.630e-01, 6.439e-02, 1.851e-01, 1.341e+00,\n",
       "                     1.184e+00, 1.160e+01, 5.724e-03, 5.697e-03, 2.074e-03, 3.527e-03,\n",
       "                     1.445e-02, 2.411e-03, 1.111e+01, 2.894e+01, 6.992e+01, 3.763e+02,\n",
       "                     1.126e-01, 7.094e-02, 1.235e-02, 2.579e-02, 2.349e-01, 8.061e-02]), array([1.088e+01, 1.562e+01, 7.041e+01, 3.589e+02, 1.007e-01, 1.069e-01,\n",
       "                     5.115e-02, 1.571e-02, 1.861e-01, 6.837e-02, 1.482e-01, 5.380e-01,\n",
       "                     1.301e+00, 9.597e+00, 4.474e-03, 3.093e-02, 2.757e-02, 6.691e-03,\n",
       "                     1.212e-02, 4.672e-03, 1.194e+01, 1.935e+01, 8.078e+01, 4.331e+02,\n",
       "                     1.332e-01, 3.898e-01, 3.365e-01, 7.966e-02, 2.581e-01, 1.080e-01]), array([1.169e+01, 2.444e+01, 7.637e+01, 4.064e+02, 1.236e-01, 1.552e-01,\n",
       "                     4.515e-02, 4.531e-02, 2.131e-01, 7.405e-02, 2.957e-01, 1.978e+00,\n",
       "                     2.158e+00, 2.095e+01, 1.288e-02, 3.495e-02, 1.865e-02, 1.766e-02,\n",
       "                     1.560e-02, 5.824e-03, 1.298e+01, 3.219e+01, 8.612e+01, 4.877e+02,\n",
       "                     1.768e-01, 3.251e-01, 1.395e-01, 1.308e-01, 2.803e-01, 9.970e-02]), array([1.032e+01, 1.635e+01, 6.531e+01, 3.249e+02, 9.434e-02, 4.994e-02,\n",
       "                     1.012e-02, 5.495e-03, 1.885e-01, 6.201e-02, 2.104e-01, 9.670e-01,\n",
       "                     1.356e+00, 1.297e+01, 7.086e-03, 7.247e-03, 1.012e-02, 5.495e-03,\n",
       "                     1.560e-02, 2.606e-03, 1.125e+01, 2.177e+01, 7.112e+01, 3.849e+02,\n",
       "                     1.285e-01, 8.842e-02, 4.384e-02, 2.381e-02, 2.681e-01, 7.399e-02])],\n",
       "             (9,\n",
       "              6): [array([1.164e+01, 1.833e+01, 7.517e+01, 4.125e+02, 1.142e-01, 1.017e-01,\n",
       "                     7.070e-02, 3.485e-02, 1.801e-01, 6.520e-02, 3.060e-01, 1.657e+00,\n",
       "                     2.155e+00, 2.062e+01, 8.540e-03, 2.310e-02, 2.945e-02, 1.398e-02,\n",
       "                     1.565e-02, 3.840e-03, 1.314e+01, 2.926e+01, 8.551e+01, 5.217e+02,\n",
       "                     1.688e-01, 2.660e-01, 2.873e-01, 1.218e-01, 2.806e-01, 9.097e-02]), array([1.171e+01, 1.667e+01, 7.472e+01, 4.236e+02, 1.051e-01, 6.095e-02,\n",
       "                     3.592e-02, 2.600e-02, 1.339e-01, 5.945e-02, 4.489e-01, 2.508e+00,\n",
       "                     3.258e+00, 3.437e+01, 6.578e-03, 1.380e-02, 2.662e-02, 1.307e-02,\n",
       "                     1.359e-02, 3.707e-03, 1.333e+01, 2.548e+01, 8.616e+01, 5.467e+02,\n",
       "                     1.271e-01, 1.028e-01, 1.046e-01, 6.968e-02, 1.712e-01, 7.343e-02]), array([1.143e+01, 1.731e+01, 7.366e+01, 3.980e+02, 1.092e-01, 9.486e-02,\n",
       "                     2.031e-02, 1.861e-02, 1.645e-01, 6.562e-02, 2.843e-01, 1.908e+00,\n",
       "                     1.937e+00, 2.138e+01, 6.664e-03, 1.735e-02, 1.158e-02, 9.520e-03,\n",
       "                     2.282e-02, 3.526e-03, 1.278e+01, 2.676e+01, 8.266e+01, 5.030e+02,\n",
       "                     1.413e-01, 1.792e-01, 7.708e-02, 6.402e-02, 2.584e-01, 8.096e-02]), array([1.150e+01, 1.845e+01, 7.328e+01, 4.074e+02, 9.345e-02, 5.991e-02,\n",
       "                     2.638e-02, 2.069e-02, 1.834e-01, 5.934e-02, 3.927e-01, 8.429e-01,\n",
       "                     2.684e+00, 2.699e+01, 6.380e-03, 1.065e-02, 1.245e-02, 9.175e-03,\n",
       "                     2.292e-02, 1.461e-03, 1.297e+01, 2.246e+01, 8.312e+01, 5.089e+02,\n",
       "                     1.183e-01, 1.049e-01, 8.105e-02, 6.544e-02, 2.740e-01, 6.487e-02]), array([1.174e+01, 1.402e+01, 7.424e+01, 4.273e+02, 7.813e-02, 4.340e-02,\n",
       "                     2.245e-02, 2.763e-02, 2.101e-01, 6.113e-02, 5.619e-01, 1.268e+00,\n",
       "                     3.717e+00, 3.783e+01, 8.034e-03, 1.442e-02, 1.514e-02, 1.846e-02,\n",
       "                     2.921e-02, 2.005e-03, 1.331e+01, 1.826e+01, 8.470e+01, 5.337e+02,\n",
       "                     1.036e-01, 8.500e-02, 6.735e-02, 8.290e-02, 3.101e-01, 6.688e-02]), array([1.176e+01, 1.814e+01, 7.500e+01, 4.311e+02, 9.968e-02, 5.914e-02,\n",
       "                     2.685e-02, 3.515e-02, 1.619e-01, 6.287e-02, 6.450e-01, 2.105e+00,\n",
       "                     4.138e+00, 4.911e+01, 5.596e-03, 1.005e-02, 1.272e-02, 1.432e-02,\n",
       "                     1.575e-02, 2.758e-03, 1.336e+01, 2.339e+01, 8.510e+01, 5.536e+02,\n",
       "                     1.137e-01, 7.974e-02, 6.120e-02, 7.160e-02, 1.978e-01, 6.915e-02]), array([1.285e+01, 2.137e+01, 8.263e+01, 5.145e+02, 7.551e-02, 8.316e-02,\n",
       "                     6.126e-02, 1.867e-02, 1.580e-01, 6.114e-02, 4.993e-01, 1.798e+00,\n",
       "                     2.552e+00, 4.124e+01, 6.011e-03, 4.480e-02, 5.175e-02, 1.341e-02,\n",
       "                     2.669e-02, 7.731e-03, 1.440e+01, 2.701e+01, 9.163e+01, 6.458e+02,\n",
       "                     9.402e-02, 1.936e-01, 1.838e-01, 5.601e-02, 2.488e-01, 8.151e-02]), array([1.204e+01, 2.814e+01, 7.685e+01, 4.499e+02, 8.752e-02, 6.000e-02,\n",
       "                     2.367e-02, 2.377e-02, 1.854e-01, 5.698e-02, 6.061e-01, 2.643e+00,\n",
       "                     4.099e+00, 4.496e+01, 7.517e-03, 1.555e-02, 1.465e-02, 1.183e-02,\n",
       "                     2.047e-02, 3.883e-03, 1.360e+01, 3.333e+01, 8.724e+01, 5.676e+02,\n",
       "                     1.041e-01, 9.726e-02, 5.524e-02, 5.547e-02, 2.404e-01, 6.639e-02])],\n",
       "             (6,\n",
       "              5): [array([1.236e+01, 1.854e+01, 7.901e+01, 4.667e+02, 8.477e-02, 6.815e-02,\n",
       "                     2.643e-02, 1.921e-02, 1.602e-01, 6.066e-02, 1.199e-01, 8.944e-01,\n",
       "                     8.484e-01, 9.227e+00, 3.457e-03, 1.047e-02, 1.167e-02, 5.558e-03,\n",
       "                     1.251e-02, 1.356e-03, 1.329e+01, 2.749e+01, 8.556e+01, 5.441e+02,\n",
       "                     1.184e-01, 1.963e-01, 1.937e-01, 8.442e-02, 2.983e-01, 7.185e-02]), array([1.143e+01, 1.539e+01, 7.306e+01, 3.998e+02, 9.639e-02, 6.889e-02,\n",
       "                     3.503e-02, 2.875e-02, 1.734e-01, 5.865e-02, 1.759e-01, 9.938e-01,\n",
       "                     1.143e+00, 1.267e+01, 5.133e-03, 1.521e-02, 1.434e-02, 8.602e-03,\n",
       "                     1.501e-02, 1.588e-03, 1.232e+01, 2.202e+01, 7.993e+01, 4.620e+02,\n",
       "                     1.190e-01, 1.648e-01, 1.399e-01, 8.476e-02, 2.676e-01, 6.765e-02]), array([1.080e+01, 9.710e+00, 6.877e+01, 3.576e+02, 9.594e-02, 5.736e-02,\n",
       "                     2.531e-02, 1.698e-02, 1.381e-01, 6.400e-02, 1.728e-01, 4.064e-01,\n",
       "                     1.126e+00, 1.148e+01, 7.809e-03, 9.816e-03, 1.099e-02, 5.344e-03,\n",
       "                     1.254e-02, 2.120e-03, 1.160e+01, 1.202e+01, 7.366e+01, 4.140e+02,\n",
       "                     1.436e-01, 1.257e-01, 1.047e-01, 4.603e-02, 2.090e-01, 7.699e-02]), array([1.291e+01, 1.633e+01, 8.253e+01, 5.164e+02, 7.941e-02, 5.366e-02,\n",
       "                     3.873e-02, 2.377e-02, 1.829e-01, 5.667e-02, 1.942e-01, 9.086e-01,\n",
       "                     1.493e+00, 1.575e+01, 5.298e-03, 1.587e-02, 2.321e-02, 8.420e-03,\n",
       "                     1.853e-02, 2.152e-03, 1.388e+01, 2.200e+01, 9.081e+01, 6.006e+02,\n",
       "                     1.097e-01, 1.506e-01, 1.764e-01, 8.235e-02, 3.024e-01, 6.949e-02]), array([1.287e+01, 1.621e+01, 8.238e+01, 5.122e+02, 9.425e-02, 6.219e-02,\n",
       "                     3.900e-02, 1.615e-02, 2.010e-01, 5.769e-02, 2.345e-01, 1.219e+00,\n",
       "                     1.546e+00, 1.824e+01, 5.518e-03, 2.178e-02, 2.589e-02, 6.330e-03,\n",
       "                     2.593e-02, 2.157e-03, 1.390e+01, 2.364e+01, 8.927e+01, 5.975e+02,\n",
       "                     1.256e-01, 1.808e-01, 1.992e-01, 5.780e-02, 3.604e-01, 7.062e-02]), array([1.133e+01, 1.416e+01, 7.179e+01, 3.966e+02, 9.379e-02, 3.872e-02,\n",
       "                     1.487e-03, 3.333e-03, 1.954e-01, 5.821e-02, 2.375e-01, 1.280e+00,\n",
       "                     1.565e+00, 1.709e+01, 8.426e-03, 8.998e-03, 1.487e-03, 3.333e-03,\n",
       "                     2.358e-02, 1.627e-03, 1.220e+01, 1.899e+01, 7.737e+01, 4.580e+02,\n",
       "                     1.259e-01, 7.348e-02, 4.955e-03, 1.111e-02, 2.758e-01, 6.386e-02]), array([1.154e+01, 1.072e+01, 7.373e+01, 4.091e+02, 8.597e-02, 5.969e-02,\n",
       "                     1.367e-02, 8.907e-03, 1.833e-01, 6.100e-02, 1.312e-01, 3.602e-01,\n",
       "                     1.107e+00, 9.438e+00, 4.124e-03, 1.340e-02, 1.003e-02, 4.667e-03,\n",
       "                     2.032e-02, 1.952e-03, 1.234e+01, 1.287e+01, 8.123e+01, 4.678e+02,\n",
       "                     1.092e-01, 1.626e-01, 8.324e-02, 4.715e-02, 3.390e-01, 7.434e-02]), array([1.267e+01, 1.730e+01, 8.125e+01, 4.899e+02, 1.028e-01, 7.664e-02,\n",
       "                     3.193e-02, 2.107e-02, 1.707e-01, 5.984e-02, 2.100e-01, 9.505e-01,\n",
       "                     1.566e+00, 1.761e+01, 6.809e-03, 9.514e-03, 1.329e-02, 6.474e-03,\n",
       "                     2.057e-02, 1.784e-03, 1.371e+01, 2.110e+01, 8.870e+01, 5.744e+02,\n",
       "                     1.384e-01, 1.212e-01, 1.020e-01, 5.602e-02, 2.688e-01, 6.888e-02]), array([1.203e+01, 1.793e+01, 7.609e+01, 4.460e+02, 7.683e-02, 3.892e-02,\n",
       "                     1.546e-03, 5.592e-03, 1.382e-01, 6.070e-02, 2.335e-01, 9.097e-01,\n",
       "                     1.466e+00, 1.697e+01, 4.729e-03, 6.887e-03, 1.184e-03, 3.951e-03,\n",
       "                     1.466e-02, 1.755e-03, 1.307e+01, 2.225e+01, 8.274e+01, 5.234e+02,\n",
       "                     1.013e-01, 7.390e-02, 7.732e-03, 2.796e-02, 2.171e-01, 7.037e-02]), array([1.106e+01, 1.496e+01, 7.149e+01, 3.739e+02, 1.033e-01, 9.097e-02,\n",
       "                     5.397e-02, 3.341e-02, 1.776e-01, 6.907e-02, 1.601e-01, 8.225e-01,\n",
       "                     1.355e+00, 1.080e+01, 7.416e-03, 1.877e-02, 2.758e-02, 1.010e-02,\n",
       "                     2.348e-02, 2.917e-03, 1.192e+01, 1.990e+01, 7.976e+01, 4.400e+02,\n",
       "                     1.418e-01, 2.210e-01, 2.299e-01, 1.075e-01, 3.301e-01, 9.080e-02]), array([1.147e+01, 1.603e+01, 7.302e+01, 4.027e+02, 9.076e-02, 5.886e-02,\n",
       "                     2.587e-02, 2.322e-02, 1.634e-01, 6.372e-02, 1.707e-01, 7.615e-01,\n",
       "                     1.090e+00, 1.225e+01, 9.191e-03, 8.548e-03, 9.400e-03, 6.315e-03,\n",
       "                     1.755e-02, 3.009e-03, 1.251e+01, 2.079e+01, 7.967e+01, 4.758e+02,\n",
       "                     1.531e-01, 1.120e-01, 9.823e-02, 6.548e-02, 2.851e-01, 8.763e-02]), array([1.161e+01, 1.602e+01, 7.546e+01, 4.082e+02, 1.088e-01, 1.168e-01,\n",
       "                     7.097e-02, 4.497e-02, 1.886e-01, 6.320e-02, 2.456e-01, 7.339e-01,\n",
       "                     1.667e+00, 1.589e+01, 5.884e-03, 2.005e-02, 2.631e-02, 1.304e-02,\n",
       "                     1.848e-02, 1.982e-03, 1.264e+01, 1.967e+01, 8.193e+01, 4.757e+02,\n",
       "                     1.415e-01, 2.170e-01, 2.302e-01, 1.105e-01, 2.787e-01, 7.427e-02]), array([1.149e+01, 1.459e+01, 7.399e+01, 4.049e+02, 1.046e-01, 8.228e-02,\n",
       "                     5.308e-02, 1.969e-02, 1.779e-01, 6.574e-02, 2.034e-01, 1.166e+00,\n",
       "                     1.567e+00, 1.434e+01, 4.957e-03, 2.114e-02, 4.156e-02, 8.038e-03,\n",
       "                     1.843e-02, 3.614e-03, 1.240e+01, 2.190e+01, 8.204e+01, 4.676e+02,\n",
       "                     1.352e-01, 2.010e-01, 2.596e-01, 7.431e-02, 2.941e-01, 9.180e-02]), array([1.254e+01, 1.632e+01, 8.125e+01, 4.763e+02, 1.158e-01, 1.085e-01,\n",
       "                     5.928e-02, 3.279e-02, 1.943e-01, 6.612e-02, 2.577e-01, 1.095e+00,\n",
       "                     1.566e+00, 1.849e+01, 9.702e-03, 1.567e-02, 2.575e-02, 1.161e-02,\n",
       "                     2.801e-02, 2.480e-03, 1.357e+01, 2.140e+01, 8.667e+01, 5.520e+02,\n",
       "                     1.580e-01, 1.751e-01, 1.889e-01, 8.411e-02, 3.155e-01, 7.538e-02])],\n",
       "             (5,\n",
       "              2): [array([1.193e+01, 2.153e+01, 7.653e+01, 4.386e+02, 9.768e-02, 7.849e-02,\n",
       "                     3.328e-02, 2.008e-02, 1.688e-01, 6.194e-02, 3.118e-01, 9.227e-01,\n",
       "                     2.000e+00, 2.479e+01, 7.803e-03, 2.507e-02, 1.835e-02, 7.711e-03,\n",
       "                     1.278e-02, 3.856e-03, 1.367e+01, 2.615e+01, 8.754e+01, 5.830e+02,\n",
       "                     1.500e-01, 2.399e-01, 1.503e-01, 7.247e-02, 2.438e-01, 8.541e-02])],\n",
       "             (5,\n",
       "              8): [array([8.950e+00, 1.576e+01, 5.874e+01, 2.452e+02, 9.462e-02, 1.243e-01,\n",
       "                     9.263e-02, 2.308e-02, 1.305e-01, 7.163e-02, 3.132e-01, 9.789e-01,\n",
       "                     3.280e+00, 1.694e+01, 1.835e-02, 6.760e-02, 9.263e-02, 2.308e-02,\n",
       "                     2.384e-02, 5.601e-03, 9.414e+00, 1.707e+01, 6.334e+01, 2.700e+02,\n",
       "                     1.179e-01, 1.879e-01, 1.544e-01, 3.846e-02, 1.652e-01, 7.722e-02]), array([9.876e+00, 1.727e+01, 6.292e+01, 2.954e+02, 1.089e-01, 7.232e-02,\n",
       "                     1.756e-02, 1.952e-02, 1.934e-01, 6.285e-02, 2.137e-01, 1.342e+00,\n",
       "                     1.517e+00, 1.233e+01, 9.719e-03, 1.249e-02, 7.975e-03, 7.527e-03,\n",
       "                     2.210e-02, 2.472e-03, 1.042e+01, 2.322e+01, 6.708e+01, 3.316e+02,\n",
       "                     1.415e-01, 1.247e-01, 6.213e-02, 5.588e-02, 2.989e-01, 7.380e-02]), array([1.057e+01, 2.022e+01, 7.015e+01, 3.383e+02, 9.073e-02, 1.660e-01,\n",
       "                     2.280e-01, 5.941e-02, 2.188e-01, 8.450e-02, 1.115e-01, 1.231e+00,\n",
       "                     2.363e+00, 7.228e+00, 8.499e-03, 7.643e-02, 1.535e-01, 2.919e-02,\n",
       "                     1.617e-02, 1.220e-02, 1.085e+01, 2.282e+01, 7.651e+01, 3.519e+02,\n",
       "                     1.143e-01, 3.619e-01, 6.030e-01, 1.465e-01, 2.597e-01, 1.200e-01]), array([9.333e+00, 2.194e+01, 5.901e+01, 2.640e+02, 9.240e-02, 5.605e-02,\n",
       "                     3.996e-02, 1.282e-02, 1.692e-01, 6.576e-02, 3.013e-01, 1.879e+00,\n",
       "                     2.121e+00, 1.786e+01, 1.094e-02, 1.834e-02, 3.996e-02, 1.282e-02,\n",
       "                     3.759e-02, 4.623e-03, 9.845e+00, 2.505e+01, 6.286e+01, 2.958e+02,\n",
       "                     1.103e-01, 8.298e-02, 7.993e-02, 2.564e-02, 2.435e-01, 7.393e-02])],\n",
       "             (2,\n",
       "              7): [array([1.450e+01, 1.089e+01, 9.428e+01, 6.407e+02, 1.101e-01, 1.099e-01,\n",
       "                     8.842e-02, 5.778e-02, 1.856e-01, 6.402e-02, 2.929e-01, 8.570e-01,\n",
       "                     1.928e+00, 2.419e+01, 3.818e-03, 1.276e-02, 2.882e-02, 1.200e-02,\n",
       "                     1.910e-02, 2.808e-03, 1.570e+01, 1.598e+01, 1.028e+02, 7.455e+02,\n",
       "                     1.313e-01, 1.788e-01, 2.560e-01, 1.221e-01, 2.889e-01, 8.006e-02]), array([1.497e+01, 1.976e+01, 9.550e+01, 6.902e+02, 8.421e-02, 5.352e-02,\n",
       "                     1.947e-02, 1.939e-02, 1.515e-01, 5.266e-02, 1.840e-01, 1.065e+00,\n",
       "                     1.286e+00, 1.664e+01, 3.634e-03, 7.983e-03, 8.268e-03, 6.432e-03,\n",
       "                     1.924e-02, 1.520e-03, 1.598e+01, 2.582e+01, 1.023e+02, 7.821e+02,\n",
       "                     1.045e-01, 9.995e-02, 7.750e-02, 5.754e-02, 2.646e-01, 6.085e-02]), array([1.497e+01, 1.695e+01, 9.622e+01, 6.859e+02, 9.855e-02, 7.885e-02,\n",
       "                     2.602e-02, 3.781e-02, 1.780e-01, 5.650e-02, 2.713e-01, 1.217e+00,\n",
       "                     1.893e+00, 2.428e+01, 5.080e-03, 1.370e-02, 7.276e-03, 9.073e-03,\n",
       "                     1.350e-02, 1.706e-03, 1.611e+01, 2.300e+01, 1.046e+02, 7.937e+02,\n",
       "                     1.216e-01, 1.637e-01, 6.648e-02, 8.485e-02, 2.404e-01, 6.428e-02]), array([1.387e+01, 1.621e+01, 8.852e+01, 5.937e+02, 8.743e-02, 5.492e-02,\n",
       "                     1.502e-02, 2.088e-02, 1.424e-01, 5.883e-02, 2.543e-01, 1.363e+00,\n",
       "                     1.737e+00, 2.074e+01, 5.638e-03, 7.939e-03, 5.254e-03, 6.042e-03,\n",
       "                     1.544e-02, 2.087e-03, 1.511e+01, 2.558e+01, 9.674e+01, 6.944e+02,\n",
       "                     1.153e-01, 1.008e-01, 5.285e-02, 5.556e-02, 2.362e-01, 7.113e-02]), array([1.519e+01, 1.321e+01, 9.765e+01, 7.118e+02, 7.963e-02, 6.934e-02,\n",
       "                     3.393e-02, 2.657e-02, 1.721e-01, 5.544e-02, 1.783e-01, 4.125e-01,\n",
       "                     1.338e+00, 1.772e+01, 5.012e-03, 1.485e-02, 1.551e-02, 9.155e-03,\n",
       "                     1.647e-02, 1.767e-03, 1.620e+01, 1.573e+01, 1.045e+02, 8.191e+02,\n",
       "                     1.126e-01, 1.737e-01, 1.362e-01, 8.178e-02, 2.487e-01, 6.766e-02]), array([1.486e+01, 1.694e+01, 9.489e+01, 6.737e+02, 8.924e-02, 7.074e-02,\n",
       "                     3.346e-02, 2.877e-02, 1.573e-01, 5.703e-02, 3.028e-01, 6.683e-01,\n",
       "                     1.612e+00, 2.392e+01, 5.756e-03, 1.665e-02, 1.461e-02, 8.281e-03,\n",
       "                     1.551e-02, 2.168e-03, 1.631e+01, 2.054e+01, 1.023e+02, 7.775e+02,\n",
       "                     1.218e-01, 1.550e-01, 1.220e-01, 7.971e-02, 2.525e-01, 6.827e-02]), array([1.453e+01, 1.398e+01, 9.386e+01, 6.442e+02, 1.099e-01, 9.242e-02,\n",
       "                     6.895e-02, 6.495e-02, 1.650e-01, 6.121e-02, 3.060e-01, 7.213e-01,\n",
       "                     2.143e+00, 2.570e+01, 6.133e-03, 1.251e-02, 1.615e-02, 1.136e-02,\n",
       "                     2.207e-02, 3.563e-03, 1.580e+01, 1.693e+01, 1.031e+02, 7.499e+02,\n",
       "                     1.347e-01, 1.478e-01, 1.373e-01, 1.069e-01, 2.606e-01, 7.810e-02]), array([1.625e+01, 1.951e+01, 1.098e+02, 8.158e+02, 1.026e-01, 1.893e-01,\n",
       "                     2.236e-01, 9.194e-02, 2.151e-01, 6.578e-02, 3.147e-01, 9.857e-01,\n",
       "                     3.070e+00, 3.312e+01, 9.197e-03, 5.470e-02, 8.079e-02, 2.215e-02,\n",
       "                     2.773e-02, 6.355e-03, 1.739e+01, 2.305e+01, 1.221e+02, 9.397e+02,\n",
       "                     1.377e-01, 4.462e-01, 5.897e-01, 1.775e-01, 3.318e-01, 9.136e-02]), array([1.573e+01, 1.128e+01, 1.028e+02, 7.472e+02, 1.043e-01, 1.299e-01,\n",
       "                     1.191e-01, 6.211e-02, 1.784e-01, 6.259e-02, 1.630e-01, 3.871e-01,\n",
       "                     1.143e+00, 1.387e+01, 6.034e-03, 1.820e-02, 3.336e-02, 1.067e-02,\n",
       "                     1.175e-02, 2.256e-03, 1.701e+01, 1.420e+01, 1.125e+02, 8.543e+02,\n",
       "                     1.541e-01, 2.979e-01, 4.004e-01, 1.452e-01, 2.557e-01, 8.181e-02]), array([1.487e+01, 2.021e+01, 9.612e+01, 6.809e+02, 9.587e-02, 8.345e-02,\n",
       "                     6.824e-02, 4.951e-02, 1.487e-01, 5.748e-02, 2.323e-01, 1.636e+00,\n",
       "                     1.596e+00, 2.184e+01, 5.415e-03, 1.371e-02, 2.153e-02, 1.183e-02,\n",
       "                     1.959e-02, 1.812e-03, 1.601e+01, 2.848e+01, 1.039e+02, 7.836e+02,\n",
       "                     1.216e-01, 1.388e-01, 1.700e-01, 1.017e-01, 2.369e-01, 6.599e-02]), array([1.630e+01, 1.570e+01, 1.047e+02, 8.198e+02, 9.427e-02, 6.712e-02,\n",
       "                     5.526e-02, 4.563e-02, 1.711e-01, 5.657e-02, 2.067e-01, 4.706e-01,\n",
       "                     1.146e+00, 2.067e+01, 7.394e-03, 1.203e-02, 2.470e-02, 1.431e-02,\n",
       "                     1.344e-02, 2.569e-03, 1.732e+01, 1.776e+01, 1.098e+02, 9.282e+02,\n",
       "                     1.354e-01, 1.361e-01, 1.947e-01, 1.357e-01, 2.300e-01, 7.230e-02])],\n",
       "             (0,\n",
       "              6): [array([1.571e+01, 1.393e+01, 1.020e+02, 7.617e+02, 9.462e-02, 9.462e-02,\n",
       "                     7.135e-02, 5.933e-02, 1.816e-01, 5.723e-02, 3.117e-01, 8.155e-01,\n",
       "                     1.972e+00, 2.794e+01, 5.217e-03, 1.515e-02, 1.678e-02, 1.268e-02,\n",
       "                     1.669e-02, 2.330e-03, 1.750e+01, 1.925e+01, 1.143e+02, 9.228e+02,\n",
       "                     1.223e-01, 1.949e-01, 1.709e-01, 1.374e-01, 2.723e-01, 7.071e-02]), array([1.684e+01, 1.946e+01, 1.084e+02, 8.802e+02, 7.445e-02, 7.223e-02,\n",
       "                     5.150e-02, 2.771e-02, 1.844e-01, 5.268e-02, 4.789e-01, 2.060e+00,\n",
       "                     3.479e+00, 4.661e+01, 3.443e-03, 2.661e-02, 3.056e-02, 1.110e-02,\n",
       "                     1.520e-02, 1.519e-03, 1.822e+01, 2.807e+01, 1.203e+02, 1.032e+03,\n",
       "                     8.774e-02, 1.710e-01, 1.882e-01, 8.436e-02, 2.527e-01, 5.972e-02]), array([1.626e+01, 2.188e+01, 1.075e+02, 8.268e+02, 1.165e-01, 1.283e-01,\n",
       "                     1.799e-01, 7.981e-02, 1.869e-01, 6.532e-02, 5.706e-01, 1.457e+00,\n",
       "                     2.961e+00, 5.772e+01, 1.056e-02, 3.756e-02, 5.839e-02, 1.186e-02,\n",
       "                     4.022e-02, 6.187e-03, 1.773e+01, 2.521e+01, 1.137e+02, 9.752e+02,\n",
       "                     1.426e-01, 2.116e-01, 3.344e-01, 1.047e-01, 2.736e-01, 7.953e-02]), array([1.650e+01, 1.829e+01, 1.066e+02, 8.381e+02, 9.686e-02, 8.468e-02,\n",
       "                     5.862e-02, 4.835e-02, 1.495e-01, 5.593e-02, 3.389e-01, 1.439e+00,\n",
       "                     2.344e+00, 3.358e+01, 7.257e-03, 1.805e-02, 1.832e-02, 1.033e-02,\n",
       "                     1.694e-02, 2.001e-03, 1.813e+01, 2.545e+01, 1.172e+02, 1.009e+03,\n",
       "                     1.338e-01, 1.679e-01, 1.663e-01, 9.123e-02, 2.394e-01, 6.469e-02]), array([1.614e+01, 1.486e+01, 1.043e+02, 8.000e+02, 9.495e-02, 8.501e-02,\n",
       "                     5.500e-02, 4.528e-02, 1.735e-01, 5.875e-02, 2.387e-01, 6.372e-01,\n",
       "                     1.729e+00, 2.183e+01, 3.958e-03, 1.246e-02, 1.831e-02, 8.747e-03,\n",
       "                     1.500e-02, 1.621e-03, 1.771e+01, 1.958e+01, 1.159e+02, 9.479e+02,\n",
       "                     1.206e-01, 1.722e-01, 2.310e-01, 1.129e-01, 2.778e-01, 7.012e-02]), array([1.785e+01, 1.323e+01, 1.146e+02, 9.921e+02, 7.838e-02, 6.217e-02,\n",
       "                     4.445e-02, 4.178e-02, 1.220e-01, 5.243e-02, 4.834e-01, 1.046e+00,\n",
       "                     3.163e+00, 5.095e+01, 4.369e-03, 8.274e-03, 1.153e-02, 7.437e-03,\n",
       "                     1.302e-02, 1.309e-03, 1.982e+01, 1.842e+01, 1.271e+02, 1.210e+03,\n",
       "                     9.862e-02, 9.976e-02, 1.048e-01, 8.341e-02, 1.783e-01, 5.871e-02])],\n",
       "             (4,\n",
       "              9): [array([1.128e+01, 1.339e+01, 7.300e+01, 3.848e+02, 1.164e-01, 1.136e-01,\n",
       "                     4.635e-02, 4.796e-02, 1.771e-01, 6.072e-02, 3.384e-01, 1.343e+00,\n",
       "                     1.851e+00, 2.633e+01, 1.127e-02, 3.498e-02, 2.187e-02, 1.965e-02,\n",
       "                     1.580e-02, 3.442e-03, 1.192e+01, 1.577e+01, 7.653e+01, 4.340e+02,\n",
       "                     1.367e-01, 1.822e-01, 8.669e-02, 8.611e-02, 2.102e-01, 6.784e-02]), array([1.277e+01, 2.141e+01, 8.202e+01, 5.074e+02, 8.749e-02, 6.601e-02,\n",
       "                     3.112e-02, 2.864e-02, 1.694e-01, 6.287e-02, 7.311e-01, 1.748e+00,\n",
       "                     5.118e+00, 5.365e+01, 4.571e-03, 1.790e-02, 2.176e-02, 1.757e-02,\n",
       "                     3.373e-02, 5.875e-03, 1.375e+01, 2.350e+01, 8.904e+01, 5.795e+02,\n",
       "                     9.388e-02, 8.978e-02, 5.186e-02, 4.773e-02, 2.179e-01, 6.871e-02]), array([1.189e+01, 1.736e+01, 7.620e+01, 4.356e+02, 1.225e-01, 7.210e-02,\n",
       "                     5.929e-02, 7.404e-02, 2.015e-01, 5.875e-02, 6.412e-01, 2.293e+00,\n",
       "                     4.021e+00, 4.884e+01, 1.418e-02, 1.489e-02, 1.267e-02, 1.910e-02,\n",
       "                     2.678e-02, 3.002e-03, 1.240e+01, 1.899e+01, 7.946e+01, 4.724e+02,\n",
       "                     1.359e-01, 8.368e-02, 7.153e-02, 8.946e-02, 2.220e-01, 6.033e-02]), array([1.195e+01, 1.496e+01, 7.723e+01, 4.267e+02, 1.158e-01, 1.206e-01,\n",
       "                     1.171e-02, 1.787e-02, 2.459e-01, 6.581e-02, 3.610e-01, 1.050e+00,\n",
       "                     2.455e+00, 2.665e+01, 5.800e-03, 2.417e-02, 7.816e-03, 1.052e-02,\n",
       "                     2.734e-02, 3.114e-03, 1.281e+01, 1.772e+01, 8.309e+01, 4.962e+02,\n",
       "                     1.293e-01, 1.885e-01, 3.122e-02, 4.766e-02, 3.124e-01, 7.590e-02])],\n",
       "             (9,\n",
       "              7): [array([1.075e+01, 1.497e+01, 6.826e+01, 3.553e+02, 7.793e-02, 5.139e-02,\n",
       "                     2.251e-02, 7.875e-03, 1.399e-01, 5.688e-02, 2.525e-01, 1.239e+00,\n",
       "                     1.806e+00, 1.774e+01, 6.547e-03, 1.781e-02, 2.018e-02, 5.612e-03,\n",
       "                     1.671e-02, 2.360e-03, 1.195e+01, 2.072e+01, 7.779e+01, 4.412e+02,\n",
       "                     1.076e-01, 1.223e-01, 9.755e-02, 3.413e-02, 2.300e-01, 6.769e-02]), array([1.020e+01, 1.748e+01, 6.505e+01, 3.212e+02, 8.054e-02, 5.907e-02,\n",
       "                     5.774e-02, 1.071e-02, 1.964e-01, 6.315e-02, 3.567e-01, 1.922e+00,\n",
       "                     2.747e+00, 2.279e+01, 4.680e-03, 3.120e-02, 5.774e-02, 1.071e-02,\n",
       "                     2.560e-02, 4.613e-03, 1.148e+01, 2.447e+01, 7.540e+01, 4.037e+02,\n",
       "                     9.527e-02, 1.397e-01, 1.925e-01, 3.571e-02, 2.868e-01, 7.809e-02]), array([1.163e+01, 2.929e+01, 7.487e+01, 4.151e+02, 9.357e-02, 8.574e-02,\n",
       "                     7.160e-02, 2.017e-02, 1.799e-01, 6.166e-02, 3.135e-01, 2.426e+00,\n",
       "                     2.150e+00, 2.313e+01, 9.861e-03, 2.418e-02, 4.275e-02, 9.215e-03,\n",
       "                     2.475e-02, 2.128e-03, 1.312e+01, 3.881e+01, 8.604e+01, 5.278e+02,\n",
       "                     1.406e-01, 2.031e-01, 2.923e-01, 6.835e-02, 2.884e-01, 7.220e-02])],\n",
       "             (8,\n",
       "              5): [array([1.190e+01, 1.465e+01, 7.811e+01, 4.328e+02, 1.152e-01, 1.296e-01,\n",
       "                     3.710e-02, 3.003e-02, 1.995e-01, 7.839e-02, 3.962e-01, 6.538e-01,\n",
       "                     3.021e+00, 2.503e+01, 1.017e-02, 4.741e-02, 2.789e-02, 1.110e-02,\n",
       "                     3.127e-02, 9.423e-03, 1.315e+01, 1.651e+01, 8.626e+01, 5.096e+02,\n",
       "                     1.424e-01, 2.517e-01, 9.420e-02, 6.042e-02, 2.727e-01, 1.036e-01]), array([1.206e+01, 1.274e+01, 7.684e+01, 4.486e+02, 9.311e-02, 5.241e-02,\n",
       "                     1.972e-02, 1.963e-02, 1.590e-01, 5.907e-02, 1.822e-01, 7.285e-01,\n",
       "                     1.171e+00, 1.325e+01, 5.528e-03, 9.789e-03, 8.342e-03, 6.273e-03,\n",
       "                     1.465e-02, 2.530e-03, 1.314e+01, 1.841e+01, 8.408e+01, 5.328e+02,\n",
       "                     1.275e-01, 1.232e-01, 8.636e-02, 7.025e-02, 2.514e-01, 7.898e-02]), array([1.232e+01, 1.239e+01, 7.885e+01, 4.641e+02, 1.028e-01, 6.981e-02,\n",
       "                     3.987e-02, 3.700e-02, 1.959e-01, 5.955e-02, 2.360e-01, 6.656e-01,\n",
       "                     1.670e+00, 1.743e+01, 8.045e-03, 1.180e-02, 1.683e-02, 1.241e-02,\n",
       "                     1.924e-02, 2.248e-03, 1.350e+01, 1.564e+01, 8.697e+01, 5.491e+02,\n",
       "                     1.385e-01, 1.266e-01, 1.242e-01, 9.391e-02, 2.827e-01, 6.771e-02]), array([1.230e+01, 1.590e+01, 7.883e+01, 4.637e+02, 8.080e-02, 7.253e-02,\n",
       "                     3.844e-02, 1.654e-02, 1.667e-01, 5.474e-02, 2.382e-01, 8.355e-01,\n",
       "                     1.687e+00, 1.832e+01, 5.996e-03, 2.212e-02, 2.117e-02, 6.433e-03,\n",
       "                     2.025e-02, 1.725e-03, 1.335e+01, 1.959e+01, 8.665e+01, 5.467e+02,\n",
       "                     1.096e-01, 1.650e-01, 1.423e-01, 4.815e-02, 2.482e-01, 6.306e-02]), array([1.286e+01, 1.332e+01, 8.282e+01, 5.048e+02, 1.134e-01, 8.834e-02,\n",
       "                     3.800e-02, 3.400e-02, 1.543e-01, 6.476e-02, 2.212e-01, 1.042e+00,\n",
       "                     1.614e+00, 1.657e+01, 5.910e-03, 2.016e-02, 1.902e-02, 1.011e-02,\n",
       "                     1.202e-02, 3.107e-03, 1.404e+01, 2.108e+01, 9.280e+01, 5.995e+02,\n",
       "                     1.547e-01, 2.231e-01, 1.791e-01, 1.155e-01, 2.382e-01, 8.553e-02]), array([1.296e+01, 1.829e+01, 8.418e+01, 5.252e+02, 7.351e-02, 7.899e-02,\n",
       "                     4.057e-02, 1.883e-02, 1.874e-01, 5.899e-02, 2.357e-01, 1.299e+00,\n",
       "                     2.397e+00, 2.021e+01, 3.629e-03, 3.713e-02, 3.452e-02, 1.065e-02,\n",
       "                     2.632e-02, 3.705e-03, 1.413e+01, 2.461e+01, 9.631e+01, 6.219e+02,\n",
       "                     9.329e-02, 2.318e-01, 1.604e-01, 6.608e-02, 3.207e-01, 7.247e-02])],\n",
       "             (1,\n",
       "              6): [array([1.495e+01, 1.877e+01, 9.784e+01, 6.895e+02, 8.138e-02, 1.167e-01,\n",
       "                     9.050e-02, 3.562e-02, 1.744e-01, 6.493e-02, 4.220e-01, 1.909e+00,\n",
       "                     3.271e+00, 3.943e+01, 5.790e-03, 4.877e-02, 5.303e-02, 1.527e-02,\n",
       "                     3.356e-02, 9.368e-03, 1.625e+01, 2.547e+01, 1.071e+02, 8.097e+02,\n",
       "                     9.970e-02, 2.521e-01, 2.500e-01, 8.405e-02, 2.852e-01, 9.218e-02]), array([1.444e+01, 1.518e+01, 9.397e+01, 6.401e+02, 9.970e-02, 1.021e-01,\n",
       "                     8.487e-02, 5.532e-02, 1.724e-01, 6.081e-02, 2.406e-01, 7.394e-01,\n",
       "                     2.120e+00, 2.120e+01, 5.706e-03, 2.297e-02, 3.114e-02, 1.493e-02,\n",
       "                     1.454e-02, 2.528e-03, 1.585e+01, 1.985e+01, 1.086e+02, 7.669e+02,\n",
       "                     1.316e-01, 2.735e-01, 3.103e-01, 1.599e-01, 2.691e-01, 7.683e-02]), array([1.646e+01, 2.011e+01, 1.093e+02, 8.329e+02, 9.831e-02, 1.556e-01,\n",
       "                     1.793e-01, 8.866e-02, 1.794e-01, 6.323e-02, 3.037e-01, 1.284e+00,\n",
       "                     2.482e+00, 3.159e+01, 6.627e-03, 4.094e-02, 5.371e-02, 1.813e-02,\n",
       "                     1.682e-02, 4.584e-03, 1.779e+01, 2.845e+01, 1.235e+02, 9.812e+02,\n",
       "                     1.415e-01, 4.667e-01, 5.862e-01, 2.035e-01, 3.054e-01, 9.519e-02]), array([1.500e+01, 1.551e+01, 9.745e+01, 6.845e+02, 8.371e-02, 1.096e-01,\n",
       "                     6.505e-02, 3.780e-02, 1.881e-01, 5.907e-02, 2.318e-01, 4.966e-01,\n",
       "                     2.276e+00, 1.988e+01, 4.119e-03, 3.207e-02, 3.644e-02, 1.155e-02,\n",
       "                     1.391e-02, 3.204e-03, 1.641e+01, 1.931e+01, 1.142e+02, 8.082e+02,\n",
       "                     1.136e-01, 3.627e-01, 3.402e-01, 1.379e-01, 2.954e-01, 8.362e-02]), array([1.364e+01, 1.560e+01, 8.738e+01, 5.753e+02, 9.423e-02, 6.630e-02,\n",
       "                     4.705e-02, 3.731e-02, 1.717e-01, 5.660e-02, 3.242e-01, 6.612e-01,\n",
       "                     1.996e+00, 2.719e+01, 6.470e-03, 1.248e-02, 1.810e-02, 1.103e-02,\n",
       "                     1.898e-02, 1.794e-03, 1.485e+01, 1.905e+01, 9.411e+01, 6.834e+02,\n",
       "                     1.278e-01, 1.291e-01, 1.533e-01, 9.222e-02, 2.530e-01, 6.510e-02]), array([1.496e+01, 1.910e+01, 9.703e+01, 6.873e+02, 8.992e-02, 9.823e-02,\n",
       "                     5.940e-02, 4.819e-02, 1.879e-01, 5.852e-02, 2.877e-01, 9.480e-01,\n",
       "                     2.171e+00, 2.487e+01, 5.332e-03, 2.115e-02, 1.536e-02, 1.187e-02,\n",
       "                     1.522e-02, 2.815e-03, 1.625e+01, 2.619e+01, 1.091e+02, 8.098e+02,\n",
       "                     1.313e-01, 3.030e-01, 1.804e-01, 1.489e-01, 2.962e-01, 8.472e-02])],\n",
       "             (9,\n",
       "              8): [array([9.731e+00, 1.534e+01, 6.378e+01, 3.002e+02, 1.072e-01, 1.599e-01,\n",
       "                     4.108e-01, 7.857e-02, 2.548e-01, 9.296e-02, 8.245e-01, 2.664e+00,\n",
       "                     4.073e+00, 4.985e+01, 1.097e-02, 9.586e-02, 3.960e-01, 5.279e-02,\n",
       "                     3.546e-02, 2.984e-02, 1.102e+01, 1.949e+01, 7.104e+01, 3.805e+02,\n",
       "                     1.292e-01, 2.772e-01, 8.216e-01, 1.571e-01, 3.108e-01, 1.259e-01]), array([9.742e+00, 1.912e+01, 6.193e+01, 2.897e+02, 1.075e-01, 8.333e-02,\n",
       "                     8.934e-03, 1.967e-02, 2.538e-01, 7.029e-02, 6.965e-01, 1.747e+00,\n",
       "                     4.607e+00, 4.352e+01, 1.307e-02, 1.885e-02, 6.021e-03, 1.052e-02,\n",
       "                     3.100e-02, 4.225e-03, 1.121e+01, 2.317e+01, 7.179e+01, 3.809e+02,\n",
       "                     1.398e-01, 1.352e-01, 2.085e-02, 4.589e-02, 3.196e-01, 8.009e-02])],\n",
       "             (9,\n",
       "              3): [array([1.090e+01, 1.296e+01, 6.869e+01, 3.668e+02, 7.515e-02, 3.718e-02,\n",
       "                     3.090e-03, 6.588e-03, 1.442e-01, 5.743e-02, 2.818e-01, 7.614e-01,\n",
       "                     1.808e+00, 1.854e+01, 6.142e-03, 6.134e-03, 1.835e-03, 3.576e-03,\n",
       "                     1.637e-02, 2.665e-03, 1.236e+01, 1.820e+01, 7.807e+01, 4.700e+02,\n",
       "                     1.171e-01, 8.294e-02, 1.854e-02, 3.953e-02, 2.738e-01, 7.685e-02]), array([1.175e+01, 2.018e+01, 7.610e+01, 4.198e+02, 1.089e-01, 1.141e-01,\n",
       "                     6.843e-02, 3.738e-02, 1.993e-01, 6.453e-02, 5.018e-01, 1.693e+00,\n",
       "                     3.926e+00, 3.834e+01, 9.433e-03, 2.405e-02, 4.167e-02, 1.152e-02,\n",
       "                     3.397e-02, 5.061e-03, 1.332e+01, 2.621e+01, 8.891e+01, 5.439e+02,\n",
       "                     1.358e-01, 1.892e-01, 1.956e-01, 7.909e-02, 3.168e-01, 7.987e-02]), array([1.094e+01, 1.859e+01, 7.039e+01, 3.700e+02, 1.004e-01, 7.460e-02,\n",
       "                     4.944e-02, 2.932e-02, 1.486e-01, 6.615e-02, 3.796e-01, 1.743e+00,\n",
       "                     3.018e+00, 2.578e+01, 9.519e-03, 2.134e-02, 1.990e-02, 1.155e-02,\n",
       "                     2.079e-02, 2.701e-03, 1.240e+01, 2.558e+01, 8.276e+01, 4.724e+02,\n",
       "                     1.363e-01, 1.644e-01, 1.412e-01, 7.887e-02, 2.251e-01, 7.732e-02]), array([1.104e+01, 1.683e+01, 7.092e+01, 3.732e+02, 1.077e-01, 7.804e-02,\n",
       "                     3.046e-02, 2.480e-02, 1.714e-01, 6.340e-02, 1.967e-01, 1.387e+00,\n",
       "                     1.342e+00, 1.354e+01, 5.158e-03, 9.355e-03, 1.056e-02, 7.483e-03,\n",
       "                     1.718e-02, 2.198e-03, 1.241e+01, 2.644e+01, 7.993e+01, 4.714e+02,\n",
       "                     1.369e-01, 1.482e-01, 1.067e-01, 7.431e-02, 2.998e-01, 7.881e-02]), array([1.157e+01, 1.904e+01, 7.420e+01, 4.097e+02, 8.546e-02, 7.722e-02,\n",
       "                     5.485e-02, 1.428e-02, 2.031e-01, 6.267e-02, 2.864e-01, 1.440e+00,\n",
       "                     2.206e+00, 2.030e+01, 7.278e-03, 2.047e-02, 4.447e-02, 8.799e-03,\n",
       "                     1.868e-02, 3.339e-03, 1.307e+01, 2.698e+01, 8.643e+01, 5.205e+02,\n",
       "                     1.249e-01, 1.937e-01, 2.560e-01, 6.664e-02, 3.035e-01, 8.284e-02]), array([1.097e+01, 1.720e+01, 7.173e+01, 3.715e+02, 8.915e-02, 1.113e-01,\n",
       "                     9.457e-02, 3.613e-02, 1.489e-01, 6.640e-02, 2.574e-01, 1.376e+00,\n",
       "                     2.806e+00, 1.815e+01, 8.565e-03, 4.638e-02, 6.430e-02, 1.768e-02,\n",
       "                     1.516e-02, 4.976e-03, 1.236e+01, 2.687e+01, 9.014e+01, 4.764e+02,\n",
       "                     1.391e-01, 4.082e-01, 4.779e-01, 1.555e-01, 2.540e-01, 9.532e-02]), array([1.162e+01, 1.818e+01, 7.638e+01, 4.088e+02, 1.175e-01, 1.483e-01,\n",
       "                     1.020e-01, 5.564e-02, 1.957e-01, 7.255e-02, 4.101e-01, 1.740e+00,\n",
       "                     3.027e+00, 2.785e+01, 1.459e-02, 3.206e-02, 4.961e-02, 1.841e-02,\n",
       "                     1.807e-02, 5.217e-03, 1.336e+01, 2.540e+01, 8.814e+01, 5.281e+02,\n",
       "                     1.780e-01, 2.878e-01, 3.186e-01, 1.416e-01, 2.660e-01, 9.270e-02])],\n",
       "             (3,\n",
       "              8): [array([1.108e+01, 1.471e+01, 7.021e+01, 3.727e+02, 1.006e-01, 5.743e-02,\n",
       "                     2.363e-02, 2.583e-02, 1.566e-01, 6.669e-02, 2.073e-01, 1.805e+00,\n",
       "                     1.377e+00, 1.908e+01, 1.496e-02, 2.121e-02, 1.453e-02, 1.583e-02,\n",
       "                     3.082e-02, 4.785e-03, 1.135e+01, 1.682e+01, 7.201e+01, 3.965e+02,\n",
       "                     1.216e-01, 8.240e-02, 3.938e-02, 4.306e-02, 1.902e-01, 7.313e-02]), array([9.720e+00, 1.822e+01, 6.073e+01, 2.881e+02, 6.950e-02, 2.344e-02,\n",
       "                     0.000e+00, 0.000e+00, 1.653e-01, 6.447e-02, 3.539e-01, 4.885e+00,\n",
       "                     2.230e+00, 2.169e+01, 1.713e-03, 6.736e-03, 0.000e+00, 0.000e+00,\n",
       "                     3.799e-02, 1.688e-03, 9.968e+00, 2.083e+01, 6.225e+01, 3.038e+02,\n",
       "                     7.117e-02, 2.729e-02, 0.000e+00, 0.000e+00, 1.909e-01, 6.559e-02]), array([1.091e+01, 1.235e+01, 6.914e+01, 3.637e+02, 8.518e-02, 4.721e-02,\n",
       "                     1.236e-02, 1.369e-02, 1.449e-01, 6.031e-02, 1.753e-01, 1.027e+00,\n",
       "                     1.267e+00, 1.109e+01, 3.478e-03, 1.221e-02, 1.072e-02, 9.393e-03,\n",
       "                     2.941e-02, 3.428e-03, 1.137e+01, 1.482e+01, 7.242e+01, 3.922e+02,\n",
       "                     9.312e-02, 7.506e-02, 2.884e-02, 3.194e-02, 2.143e-01, 6.643e-02]), array([1.205e+01, 2.272e+01, 7.875e+01, 4.478e+02, 6.935e-02, 1.073e-01,\n",
       "                     7.943e-02, 2.978e-02, 1.203e-01, 6.659e-02, 1.194e-01, 1.434e+00,\n",
       "                     1.778e+00, 9.549e+00, 5.042e-03, 4.560e-02, 4.305e-02, 1.667e-02,\n",
       "                     2.470e-02, 7.358e-03, 1.257e+01, 2.871e+01, 8.736e+01, 4.884e+02,\n",
       "                     8.799e-02, 3.214e-01, 2.912e-01, 1.092e-01, 2.191e-01, 9.349e-02]), array([1.057e+01, 1.832e+01, 6.682e+01, 3.409e+02, 8.142e-02, 4.462e-02,\n",
       "                     1.993e-02, 1.111e-02, 2.372e-01, 5.768e-02, 1.818e-01, 2.542e+00,\n",
       "                     1.277e+00, 1.312e+01, 1.072e-02, 1.331e-02, 1.993e-02, 1.111e-02,\n",
       "                     1.717e-02, 4.492e-03, 1.094e+01, 2.331e+01, 6.935e+01, 3.663e+02,\n",
       "                     9.794e-02, 6.542e-02, 3.986e-02, 2.222e-02, 2.699e-01, 6.736e-02])],\n",
       "             (3,\n",
       "              1): [array([1.528e+01, 2.241e+01, 9.892e+01, 7.106e+02, 9.057e-02, 1.052e-01,\n",
       "                     5.375e-02, 3.263e-02, 1.727e-01, 6.317e-02, 2.054e-01, 4.956e-01,\n",
       "                     1.344e+00, 1.953e+01, 3.290e-03, 1.395e-02, 1.774e-02, 6.009e-03,\n",
       "                     1.172e-02, 2.575e-03, 1.780e+01, 2.803e+01, 1.138e+02, 9.731e+02,\n",
       "                     1.301e-01, 3.299e-01, 3.630e-01, 1.226e-01, 3.175e-01, 9.772e-02]), array([1.701e+01, 2.026e+01, 1.097e+02, 9.043e+02, 8.772e-02, 7.304e-02,\n",
       "                     6.950e-02, 5.390e-02, 2.026e-01, 5.223e-02, 5.858e-01, 8.554e-01,\n",
       "                     4.106e+00, 6.846e+01, 5.038e-03, 1.503e-02, 1.946e-02, 1.123e-02,\n",
       "                     2.294e-02, 2.581e-03, 1.980e+01, 2.505e+01, 1.300e+02, 1.210e+03,\n",
       "                     1.111e-01, 1.486e-01, 1.932e-01, 1.096e-01, 3.275e-01, 6.469e-02]), array([1.705e+01, 1.908e+01, 1.134e+02, 8.950e+02, 1.141e-01, 1.572e-01,\n",
       "                     1.910e-01, 1.090e-01, 2.131e-01, 6.325e-02, 2.959e-01, 6.790e-01,\n",
       "                     2.153e+00, 3.198e+01, 5.532e-03, 2.008e-02, 3.055e-02, 1.384e-02,\n",
       "                     1.177e-02, 2.336e-03, 1.959e+01, 2.489e+01, 1.335e+02, 1.189e+03,\n",
       "                     1.703e-01, 3.934e-01, 5.018e-01, 2.543e-01, 3.109e-01, 9.061e-02]), array([1.730e+01, 1.708e+01, 1.130e+02, 9.282e+02, 1.008e-01, 1.041e-01,\n",
       "                     1.266e-01, 8.353e-02, 1.813e-01, 5.613e-02, 3.093e-01, 8.568e-01,\n",
       "                     2.193e+00, 3.363e+01, 4.757e-03, 1.503e-02, 2.332e-02, 1.262e-02,\n",
       "                     1.394e-02, 2.362e-03, 1.985e+01, 2.509e+01, 1.309e+02, 1.222e+03,\n",
       "                     1.416e-01, 2.405e-01, 3.378e-01, 1.857e-01, 3.138e-01, 8.113e-02]), array([1.793e+01, 2.448e+01, 1.152e+02, 9.989e+02, 8.855e-02, 7.027e-02,\n",
       "                     5.699e-02, 4.744e-02, 1.538e-01, 5.510e-02, 4.212e-01, 1.433e+00,\n",
       "                     2.765e+00, 4.581e+01, 5.444e-03, 1.169e-02, 1.622e-02, 8.522e-03,\n",
       "                     1.419e-02, 2.751e-03, 2.092e+01, 3.469e+01, 1.351e+02, 1.320e+03,\n",
       "                     1.315e-01, 1.806e-01, 2.080e-01, 1.136e-01, 2.504e-01, 7.948e-02]), array([1.603e+01, 1.551e+01, 1.058e+02, 7.932e+02, 9.491e-02, 1.371e-01,\n",
       "                     1.204e-01, 7.041e-02, 1.782e-01, 5.976e-02, 3.371e-01, 7.476e-01,\n",
       "                     2.629e+00, 3.327e+01, 5.839e-03, 3.245e-02, 3.715e-02, 1.459e-02,\n",
       "                     1.467e-02, 3.121e-03, 1.876e+01, 2.198e+01, 1.243e+02, 1.070e+03,\n",
       "                     1.435e-01, 4.478e-01, 4.956e-01, 1.981e-01, 3.019e-01, 9.124e-02]), array([1.442e+01, 1.654e+01, 9.415e+01, 6.412e+02, 9.751e-02, 1.139e-01,\n",
       "                     8.007e-02, 4.223e-02, 1.912e-01, 6.412e-02, 3.491e-01, 7.706e-01,\n",
       "                     2.677e+00, 3.214e+01, 4.577e-03, 3.053e-02, 3.840e-02, 1.243e-02,\n",
       "                     1.873e-02, 3.373e-03, 1.667e+01, 2.151e+01, 1.114e+02, 8.621e+02,\n",
       "                     1.294e-01, 3.371e-01, 3.755e-01, 1.414e-01, 3.053e-01, 8.764e-02]), array([1.492e+01, 1.493e+01, 9.645e+01, 6.869e+02, 8.098e-02, 8.549e-02,\n",
       "                     5.539e-02, 3.221e-02, 1.687e-01, 5.669e-02, 2.446e-01, 4.334e-01,\n",
       "                     1.826e+00, 2.331e+01, 3.271e-03, 1.770e-02, 2.310e-02, 8.399e-03,\n",
       "                     1.148e-02, 2.379e-03, 1.718e+01, 1.822e+01, 1.120e+02, 9.066e+02,\n",
       "                     1.065e-01, 2.791e-01, 3.151e-01, 1.147e-01, 2.688e-01, 8.273e-02]), array([1.368e+01, 1.633e+01, 8.776e+01, 5.755e+02, 9.277e-02, 7.255e-02,\n",
       "                     1.752e-02, 1.880e-02, 1.631e-01, 6.155e-02, 2.047e-01, 4.801e-01,\n",
       "                     1.373e+00, 1.725e+01, 3.828e-03, 7.228e-03, 7.078e-03, 5.077e-03,\n",
       "                     1.054e-02, 1.697e-03, 1.585e+01, 2.020e+01, 1.016e+02, 7.734e+02,\n",
       "                     1.264e-01, 1.564e-01, 1.206e-01, 8.704e-02, 2.806e-01, 7.782e-02]), array([1.660e+01, 2.808e+01, 1.083e+02, 8.581e+02, 8.455e-02, 1.023e-01,\n",
       "                     9.251e-02, 5.302e-02, 1.590e-01, 5.648e-02, 4.564e-01, 1.075e+00,\n",
       "                     3.425e+00, 4.855e+01, 5.903e-03, 3.731e-02, 4.730e-02, 1.557e-02,\n",
       "                     1.318e-02, 3.892e-03, 1.898e+01, 3.412e+01, 1.267e+02, 1.124e+03,\n",
       "                     1.139e-01, 3.094e-01, 3.403e-01, 1.418e-01, 2.218e-01, 7.820e-02])],\n",
       "             (5,\n",
       "              5): [array([1.181e+01, 1.739e+01, 7.527e+01, 4.289e+02, 1.007e-01, 5.562e-02,\n",
       "                     2.353e-02, 1.553e-02, 1.718e-01, 5.780e-02, 1.859e-01, 1.926e+00,\n",
       "                     1.011e+00, 1.447e+01, 7.831e-03, 8.776e-03, 1.556e-02, 6.240e-03,\n",
       "                     3.139e-02, 1.988e-03, 1.257e+01, 2.648e+01, 7.957e+01, 4.895e+02,\n",
       "                     1.356e-01, 1.000e-01, 8.803e-02, 4.306e-02, 3.200e-01, 6.576e-02]), array([1.137e+01, 1.889e+01, 7.217e+01, 3.960e+02, 8.713e-02, 5.008e-02,\n",
       "                     2.399e-02, 2.173e-02, 2.013e-01, 5.955e-02, 2.656e-01, 1.974e+00,\n",
       "                     1.954e+00, 1.749e+01, 6.538e-03, 1.395e-02, 1.376e-02, 9.924e-03,\n",
       "                     3.416e-02, 2.928e-03, 1.236e+01, 2.614e+01, 7.929e+01, 4.593e+02,\n",
       "                     1.118e-01, 9.708e-02, 7.529e-02, 6.203e-02, 3.267e-01, 6.994e-02]), array([1.170e+01, 1.911e+01, 7.433e+01, 4.187e+02, 8.814e-02, 5.253e-02,\n",
       "                     1.583e-02, 1.148e-02, 1.936e-01, 6.128e-02, 1.601e-01, 1.430e+00,\n",
       "                     1.109e+00, 1.128e+01, 6.064e-03, 9.110e-03, 1.042e-02, 7.638e-03,\n",
       "                     2.349e-02, 1.661e-03, 1.261e+01, 2.655e+01, 8.092e+01, 4.831e+02,\n",
       "                     1.223e-01, 1.087e-01, 7.915e-02, 5.741e-02, 3.487e-01, 6.958e-02]), array([1.199e+01, 2.489e+01, 7.761e+01, 4.413e+02, 1.030e-01, 9.218e-02,\n",
       "                     5.441e-02, 4.274e-02, 1.820e-01, 6.850e-02, 2.623e-01, 1.204e+00,\n",
       "                     1.865e+00, 1.939e+01, 8.320e-03, 2.025e-02, 2.334e-02, 1.665e-02,\n",
       "                     2.094e-02, 3.674e-03, 1.298e+01, 3.036e+01, 8.448e+01, 5.139e+02,\n",
       "                     1.311e-01, 1.822e-01, 1.609e-01, 1.202e-01, 2.599e-01, 8.251e-02]), array([1.187e+01, 2.154e+01, 7.683e+01, 4.320e+02, 6.613e-02, 1.064e-01,\n",
       "                     8.777e-02, 2.386e-02, 1.349e-01, 6.612e-02, 2.560e-01, 1.554e+00,\n",
       "                     1.955e+00, 2.024e+01, 6.854e-03, 6.063e-02, 6.663e-02, 1.553e-02,\n",
       "                     2.354e-02, 8.925e-03, 1.279e+01, 2.818e+01, 8.351e+01, 5.072e+02,\n",
       "                     9.457e-02, 3.399e-01, 3.218e-01, 8.750e-02, 2.305e-01, 9.952e-02]), array([1.200e+01, 2.823e+01, 7.677e+01, 4.425e+02, 8.437e-02, 6.450e-02,\n",
       "                     4.055e-02, 1.945e-02, 1.615e-01, 6.104e-02, 1.912e-01, 1.705e+00,\n",
       "                     1.516e+00, 1.386e+01, 7.334e-03, 2.589e-02, 2.941e-02, 9.166e-03,\n",
       "                     1.745e-02, 4.302e-03, 1.309e+01, 3.788e+01, 8.507e+01, 5.237e+02,\n",
       "                     1.208e-01, 1.856e-01, 1.811e-01, 7.116e-02, 2.447e-01, 8.194e-02]), array([1.222e+01, 2.004e+01, 7.947e+01, 4.531e+02, 1.096e-01, 1.152e-01,\n",
       "                     8.175e-02, 2.166e-02, 2.124e-01, 6.894e-02, 1.811e-01, 7.959e-01,\n",
       "                     9.857e-01, 1.258e+01, 6.272e-03, 2.198e-02, 3.966e-02, 9.894e-03,\n",
       "                     1.320e-02, 3.813e-03, 1.316e+01, 2.417e+01, 8.513e+01, 5.153e+02,\n",
       "                     1.402e-01, 2.315e-01, 3.535e-01, 8.088e-02, 2.709e-01, 8.839e-02]), array([1.321e+01, 2.806e+01, 8.488e+01, 5.384e+02, 8.671e-02, 6.877e-02,\n",
       "                     2.987e-02, 3.275e-02, 1.628e-01, 5.781e-02, 2.351e-01, 1.597e+00,\n",
       "                     1.539e+00, 1.785e+01, 4.973e-03, 1.372e-02, 1.498e-02, 9.117e-03,\n",
       "                     1.724e-02, 1.343e-03, 1.437e+01, 3.717e+01, 9.248e+01, 6.296e+02,\n",
       "                     1.072e-01, 1.381e-01, 1.062e-01, 7.958e-02, 2.473e-01, 6.443e-02]), array([1.277e+01, 2.943e+01, 8.135e+01, 5.079e+02, 8.276e-02, 4.234e-02,\n",
       "                     1.997e-02, 1.499e-02, 1.539e-01, 5.637e-02, 2.409e-01, 1.367e+00,\n",
       "                     1.477e+00, 1.876e+01, 8.835e-03, 1.233e-02, 1.328e-02, 9.305e-03,\n",
       "                     1.897e-02, 1.726e-03, 1.387e+01, 3.600e+01, 8.810e+01, 5.947e+02,\n",
       "                     1.234e-01, 1.064e-01, 8.653e-02, 6.498e-02, 2.407e-01, 6.484e-02]), array([1.288e+01, 2.892e+01, 8.250e+01, 5.143e+02, 8.123e-02, 5.824e-02,\n",
       "                     6.195e-02, 2.343e-02, 1.566e-01, 5.708e-02, 2.116e-01, 1.360e+00,\n",
       "                     1.502e+00, 1.683e+01, 8.412e-03, 2.153e-02, 3.898e-02, 7.620e-03,\n",
       "                     1.695e-02, 2.801e-03, 1.389e+01, 3.574e+01, 8.884e+01, 5.957e+02,\n",
       "                     1.227e-01, 1.620e-01, 2.439e-01, 6.493e-02, 2.372e-01, 7.242e-02])],\n",
       "             (0,\n",
       "              8): [array([2.329e+01, 2.667e+01, 1.589e+02, 1.685e+03, 1.141e-01, 2.084e-01,\n",
       "                     3.523e-01, 1.620e-01, 2.200e-01, 6.229e-02, 5.539e-01, 1.560e+00,\n",
       "                     4.667e+00, 8.316e+01, 9.327e-03, 5.121e-02, 8.958e-02, 2.465e-02,\n",
       "                     2.175e-02, 5.195e-03, 2.512e+01, 3.268e+01, 1.770e+02, 1.986e+03,\n",
       "                     1.536e-01, 4.167e-01, 7.892e-01, 2.733e-01, 3.198e-01, 8.762e-02]), array([1.940e+01, 2.350e+01, 1.291e+02, 1.155e+03, 1.027e-01, 1.558e-01,\n",
       "                     2.049e-01, 8.886e-02, 1.978e-01, 6.000e-02, 5.243e-01, 1.802e+00,\n",
       "                     4.037e+00, 6.041e+01, 1.061e-02, 3.252e-02, 3.915e-02, 1.559e-02,\n",
       "                     2.186e-02, 3.949e-03, 2.165e+01, 3.053e+01, 1.449e+02, 1.417e+03,\n",
       "                     1.463e-01, 2.968e-01, 3.458e-01, 1.564e-01, 2.920e-01, 7.614e-02]), array([2.016e+01, 1.966e+01, 1.311e+02, 1.274e+03, 8.020e-02, 8.564e-02,\n",
       "                     1.155e-01, 7.726e-02, 1.928e-01, 5.096e-02, 5.925e-01, 6.863e-01,\n",
       "                     3.868e+00, 7.485e+01, 4.536e-03, 1.376e-02, 2.645e-02, 1.247e-02,\n",
       "                     2.193e-02, 1.589e-03, 2.306e+01, 2.303e+01, 1.502e+02, 1.657e+03,\n",
       "                     1.054e-01, 1.537e-01, 2.606e-01, 1.425e-01, 3.055e-01, 5.933e-02]), array([1.959e+01, 2.500e+01, 1.277e+02, 1.191e+03, 1.032e-01, 9.871e-02,\n",
       "                     1.655e-01, 9.063e-02, 1.663e-01, 5.391e-02, 4.674e-01, 1.375e+00,\n",
       "                     2.916e+00, 5.618e+01, 1.190e-02, 1.929e-02, 4.907e-02, 1.499e-02,\n",
       "                     1.641e-02, 1.807e-03, 2.144e+01, 3.096e+01, 1.398e+02, 1.421e+03,\n",
       "                     1.528e-01, 1.845e-01, 3.977e-01, 1.466e-01, 2.293e-01, 6.091e-02])],\n",
       "             (1,\n",
       "              0): [array([1.381e+01, 2.375e+01, 9.156e+01, 5.978e+02, 1.323e-01, 1.768e-01,\n",
       "                     1.558e-01, 9.176e-02, 2.251e-01, 7.421e-02, 5.648e-01, 1.930e+00,\n",
       "                     3.909e+00, 5.272e+01, 8.824e-03, 3.108e-02, 3.112e-02, 1.291e-02,\n",
       "                     1.998e-02, 4.506e-03, 1.920e+01, 4.185e+01, 1.285e+02, 1.153e+03,\n",
       "                     2.226e-01, 5.209e-01, 4.646e-01, 2.013e-01, 4.432e-01, 1.086e-01])],\n",
       "             (7,\n",
       "              6): [array([1.132e+01, 2.708e+01, 7.176e+01, 3.957e+02, 6.883e-02, 3.813e-02,\n",
       "                     1.633e-02, 3.125e-03, 1.869e-01, 5.628e-02, 1.210e-01, 8.927e-01,\n",
       "                     1.059e+00, 8.605e+00, 3.653e-03, 1.647e-02, 1.633e-02, 3.125e-03,\n",
       "                     1.537e-02, 2.052e-03, 1.208e+01, 3.375e+01, 7.982e+01, 4.523e+02,\n",
       "                     9.203e-02, 1.432e-01, 1.089e-01, 2.083e-02, 2.849e-01, 7.087e-02]), array([1.049e+01, 1.861e+01, 6.686e+01, 3.343e+02, 1.068e-01, 6.678e-02,\n",
       "                     2.297e-02, 1.780e-02, 1.482e-01, 6.600e-02, 1.485e-01, 1.563e+00,\n",
       "                     1.035e+00, 1.008e+01, 8.875e-03, 9.362e-03, 1.808e-02, 9.199e-03,\n",
       "                     1.791e-02, 3.317e-03, 1.106e+01, 2.454e+01, 7.076e+01, 3.754e+02,\n",
       "                     1.413e-01, 1.044e-01, 8.423e-02, 6.528e-02, 2.213e-01, 7.842e-02]), array([1.126e+01, 1.983e+01, 7.130e+01, 3.881e+02, 8.511e-02, 4.413e-02,\n",
       "                     5.067e-03, 5.664e-03, 1.637e-01, 6.343e-02, 1.344e-01, 1.083e+00,\n",
       "                     9.812e-01, 9.332e+00, 4.200e-03, 5.900e-03, 3.846e-03, 4.065e-03,\n",
       "                     1.487e-02, 2.295e-03, 1.193e+01, 2.643e+01, 7.638e+01, 4.359e+02,\n",
       "                     1.108e-01, 7.723e-02, 2.533e-02, 2.832e-02, 2.557e-01, 7.613e-02]), array([1.096e+01, 1.762e+01, 7.079e+01, 3.656e+02, 9.687e-02, 9.752e-02,\n",
       "                     5.263e-02, 2.788e-02, 1.619e-01, 6.408e-02, 1.507e-01, 1.583e+00,\n",
       "                     1.165e+00, 1.009e+01, 9.501e-03, 3.378e-02, 4.401e-02, 1.346e-02,\n",
       "                     1.322e-02, 3.534e-03, 1.162e+01, 2.651e+01, 7.643e+01, 4.075e+02,\n",
       "                     1.428e-01, 2.510e-01, 2.123e-01, 9.861e-02, 2.289e-01, 8.278e-02]), array([1.026e+01, 1.658e+01, 6.585e+01, 3.208e+02, 8.877e-02, 8.066e-02,\n",
       "                     4.358e-02, 2.438e-02, 1.669e-01, 6.714e-02, 1.144e-01, 1.023e+00,\n",
       "                     9.887e-01, 7.326e+00, 1.027e-02, 3.084e-02, 2.613e-02, 1.097e-02,\n",
       "                     2.277e-02, 5.890e-03, 1.083e+01, 2.204e+01, 7.108e+01, 3.574e+02,\n",
       "                     1.461e-01, 2.246e-01, 1.783e-01, 8.333e-02, 2.691e-01, 9.479e-02])],\n",
       "             (2,\n",
       "              6): [array([1.403e+01, 2.125e+01, 8.979e+01, 6.034e+02, 9.070e-02, 6.945e-02,\n",
       "                     1.462e-02, 1.896e-02, 1.517e-01, 5.835e-02, 2.589e-01, 1.503e+00,\n",
       "                     1.667e+00, 2.207e+01, 7.389e-03, 1.383e-02, 7.302e-03, 1.004e-02,\n",
       "                     1.263e-02, 2.925e-03, 1.533e+01, 3.028e+01, 9.827e+01, 7.155e+02,\n",
       "                     1.287e-01, 1.513e-01, 6.231e-02, 7.963e-02, 2.226e-01, 7.617e-02]), array([1.387e+01, 2.070e+01, 8.977e+01, 5.848e+02, 9.578e-02, 1.018e-01,\n",
       "                     3.688e-02, 2.369e-02, 1.620e-01, 6.688e-02, 2.720e-01, 1.047e+00,\n",
       "                     2.076e+00, 2.312e+01, 6.298e-03, 2.172e-02, 2.615e-02, 9.061e-03,\n",
       "                     1.490e-02, 3.599e-03, 1.505e+01, 2.475e+01, 9.917e+01, 6.886e+02,\n",
       "                     1.264e-01, 2.037e-01, 1.377e-01, 6.845e-02, 2.249e-01, 8.492e-02])],\n",
       "             (1,\n",
       "              5): [array([1.375e+01, 2.377e+01, 8.854e+01, 5.900e+02, 8.043e-02, 6.807e-02,\n",
       "                     4.697e-02, 2.344e-02, 1.773e-01, 5.429e-02, 4.347e-01, 1.057e+00,\n",
       "                     2.829e+00, 3.993e+01, 4.351e-03, 2.667e-02, 3.371e-02, 1.007e-02,\n",
       "                     2.598e-02, 3.087e-03, 1.501e+01, 2.634e+01, 9.800e+01, 7.060e+02,\n",
       "                     9.368e-02, 1.442e-01, 1.359e-01, 6.106e-02, 2.663e-01, 6.321e-02]), array([1.441e+01, 1.973e+01, 9.603e+01, 6.510e+02, 8.757e-02, 1.676e-01,\n",
       "                     1.362e-01, 6.602e-02, 1.714e-01, 7.192e-02, 8.811e-01, 1.770e+00,\n",
       "                     4.360e+00, 7.711e+01, 7.762e-03, 1.064e-01, 9.960e-02, 2.771e-02,\n",
       "                     4.077e-02, 2.286e-02, 1.577e+01, 2.213e+01, 1.017e+02, 7.673e+02,\n",
       "                     9.983e-02, 2.472e-01, 2.220e-01, 1.021e-01, 2.272e-01, 8.799e-02]), array([1.378e+01, 1.579e+01, 8.837e+01, 5.859e+02, 8.817e-02, 6.718e-02,\n",
       "                     1.055e-02, 9.937e-03, 1.405e-01, 5.848e-02, 3.563e-01, 4.833e-01,\n",
       "                     2.235e+00, 2.934e+01, 6.432e-03, 1.156e-02, 7.741e-03, 5.657e-03,\n",
       "                     1.227e-02, 2.564e-03, 1.527e+01, 1.750e+01, 9.790e+01, 7.066e+02,\n",
       "                     1.072e-01, 1.071e-01, 3.517e-02, 3.312e-02, 1.859e-01, 6.810e-02])],\n",
       "             (2,\n",
       "              5): [array([1.359e+01, 2.184e+01, 8.716e+01, 5.610e+02, 7.956e-02, 8.259e-02,\n",
       "                     4.072e-02, 2.142e-02, 1.635e-01, 5.859e-02, 3.380e-01, 1.916e+00,\n",
       "                     2.591e+00, 2.676e+01, 5.436e-03, 2.406e-02, 3.099e-02, 9.919e-03,\n",
       "                     2.030e-02, 3.009e-03, 1.480e+01, 3.004e+01, 9.766e+01, 6.615e+02,\n",
       "                     1.005e-01, 1.730e-01, 1.453e-01, 6.189e-02, 2.446e-01, 7.024e-02])],\n",
       "             (4,\n",
       "              8): [array([1.126e+01, 1.996e+01, 7.372e+01, 3.941e+02, 8.020e-02, 1.181e-01,\n",
       "                     9.274e-02, 5.588e-02, 2.595e-01, 6.233e-02, 4.866e-01, 1.905e+00,\n",
       "                     2.877e+00, 3.468e+01, 1.574e-02, 8.262e-02, 8.099e-02, 3.487e-02,\n",
       "                     3.418e-02, 6.517e-03, 1.186e+01, 2.233e+01, 7.827e+01, 4.376e+02,\n",
       "                     1.028e-01, 1.843e-01, 1.546e-01, 9.314e-02, 2.955e-01, 7.009e-02]), array([1.154e+01, 1.444e+01, 7.465e+01, 4.029e+02, 9.984e-02, 1.120e-01,\n",
       "                     6.737e-02, 2.594e-02, 1.818e-01, 6.782e-02, 2.784e-01, 1.768e+00,\n",
       "                     1.628e+00, 2.086e+01, 1.215e-02, 4.112e-02, 5.553e-02, 1.494e-02,\n",
       "                     1.840e-02, 5.512e-03, 1.226e+01, 1.968e+01, 7.878e+01, 4.578e+02,\n",
       "                     1.345e-01, 2.118e-01, 1.797e-01, 6.918e-02, 2.329e-01, 8.134e-02])],\n",
       "             (4,\n",
       "              6): [array([1.246e+01, 1.989e+01, 8.043e+01, 4.713e+02, 8.451e-02, 1.014e-01,\n",
       "                     6.830e-02, 3.099e-02, 1.781e-01, 6.249e-02, 3.642e-01, 1.040e+00,\n",
       "                     2.579e+00, 2.832e+01, 6.530e-03, 3.369e-02, 4.712e-02, 1.403e-02,\n",
       "                     2.740e-02, 4.651e-03, 1.346e+01, 2.307e+01, 8.813e+01, 5.513e+02,\n",
       "                     1.050e-01, 2.158e-01, 1.904e-01, 7.625e-02, 2.685e-01, 7.764e-02]), array([1.227e+01, 2.997e+01, 7.742e+01, 4.654e+02, 7.699e-02, 3.398e-02,\n",
       "                     0.000e+00, 0.000e+00, 1.701e-01, 5.960e-02, 4.455e-01, 3.647e+00,\n",
       "                     2.884e+00, 3.513e+01, 7.339e-03, 8.243e-03, 0.000e+00, 0.000e+00,\n",
       "                     3.141e-02, 3.136e-03, 1.345e+01, 3.805e+01, 8.508e+01, 5.589e+02,\n",
       "                     9.422e-02, 5.213e-02, 0.000e+00, 0.000e+00, 2.409e-01, 6.743e-02])],\n",
       "             (4,\n",
       "              7): [array([1.160e+01, 2.449e+01, 7.423e+01, 4.172e+02, 7.474e-02, 5.688e-02,\n",
       "                     1.974e-02, 1.313e-02, 1.935e-01, 5.878e-02, 2.512e-01, 1.786e+00,\n",
       "                     1.961e+00, 1.821e+01, 6.122e-03, 2.337e-02, 1.596e-02, 6.998e-03,\n",
       "                     3.194e-02, 2.211e-03, 1.244e+01, 3.162e+01, 8.139e+01, 4.765e+02,\n",
       "                     9.545e-02, 1.361e-01, 7.239e-02, 4.815e-02, 3.244e-01, 6.745e-02]), array([1.113e+01, 2.244e+01, 7.149e+01, 3.784e+02, 9.566e-02, 8.194e-02,\n",
       "                     4.824e-02, 2.257e-02, 2.030e-01, 6.552e-02, 2.800e-01, 1.467e+00,\n",
       "                     1.994e+00, 1.785e+01, 3.495e-03, 3.051e-02, 3.445e-02, 1.024e-02,\n",
       "                     2.912e-02, 4.723e-03, 1.202e+01, 2.826e+01, 7.780e+01, 4.366e+02,\n",
       "                     1.087e-01, 1.782e-01, 1.564e-01, 6.413e-02, 3.169e-01, 8.032e-02]), array([1.151e+01, 2.393e+01, 7.452e+01, 4.035e+02, 9.261e-02, 1.021e-01,\n",
       "                     1.112e-01, 4.105e-02, 1.388e-01, 6.570e-02, 2.388e-01, 2.904e+00,\n",
       "                     1.936e+00, 1.697e+01, 8.200e-03, 2.982e-02, 5.738e-02, 1.267e-02,\n",
       "                     1.488e-02, 4.738e-03, 1.248e+01, 3.716e+01, 8.228e+01, 4.742e+02,\n",
       "                     1.298e-01, 2.517e-01, 3.630e-01, 9.653e-02, 2.112e-01, 8.732e-02]), array([1.120e+01, 2.937e+01, 7.067e+01, 3.860e+02, 7.449e-02, 3.558e-02,\n",
       "                     0.000e+00, 0.000e+00, 1.060e-01, 5.502e-02, 3.141e-01, 3.896e+00,\n",
       "                     2.041e+00, 2.281e+01, 7.594e-03, 8.878e-03, 0.000e+00, 0.000e+00,\n",
       "                     1.989e-02, 1.773e-03, 1.192e+01, 3.830e+01, 7.519e+01, 4.396e+02,\n",
       "                     9.267e-02, 5.494e-02, 0.000e+00, 0.000e+00, 1.566e-01, 5.905e-02])],\n",
       "             (7,\n",
       "              3): [array([1.320e+01, 1.582e+01, 8.407e+01, 5.373e+02, 8.511e-02, 5.251e-02,\n",
       "                     1.461e-03, 3.261e-03, 1.632e-01, 5.894e-02, 1.903e-01, 5.735e-01,\n",
       "                     1.204e+00, 1.550e+01, 3.632e-03, 7.861e-03, 1.128e-03, 2.386e-03,\n",
       "                     1.344e-02, 2.585e-03, 1.441e+01, 2.045e+01, 9.200e+01, 6.369e+02,\n",
       "                     1.128e-01, 1.346e-01, 1.120e-02, 2.500e-02, 2.651e-01, 8.385e-02]), array([1.283e+01, 1.573e+01, 8.289e+01, 5.069e+02, 9.040e-02, 8.269e-02,\n",
       "                     5.835e-02, 3.078e-02, 1.705e-01, 5.913e-02, 1.499e-01, 4.875e-01,\n",
       "                     1.195e+00, 1.164e+01, 4.873e-03, 1.796e-02, 3.318e-02, 8.360e-03,\n",
       "                     1.601e-02, 2.289e-03, 1.409e+01, 1.935e+01, 9.322e+01, 6.058e+02,\n",
       "                     1.326e-01, 2.610e-01, 3.476e-01, 9.783e-02, 3.006e-01, 7.802e-02])],\n",
       "             (6,\n",
       "              8): [array([8.597e+00, 1.860e+01, 5.409e+01, 2.212e+02, 1.074e-01, 5.847e-02,\n",
       "                     0.000e+00, 0.000e+00, 2.163e-01, 7.359e-02, 3.368e-01, 2.777e+00,\n",
       "                     2.222e+00, 1.781e+01, 2.075e-02, 1.403e-02, 0.000e+00, 0.000e+00,\n",
       "                     6.146e-02, 6.820e-03, 8.952e+00, 2.244e+01, 5.665e+01, 2.401e+02,\n",
       "                     1.347e-01, 7.767e-02, 0.000e+00, 0.000e+00, 3.142e-01, 8.116e-02])],\n",
       "             (1,\n",
       "              4): [array([1.575e+01, 1.922e+01, 1.071e+02, 7.586e+02, 1.243e-01, 2.364e-01,\n",
       "                     2.914e-01, 1.242e-01, 2.375e-01, 7.603e-02, 5.204e-01, 1.324e+00,\n",
       "                     3.477e+00, 5.122e+01, 9.329e-03, 6.559e-02, 9.953e-02, 2.283e-02,\n",
       "                     5.543e-02, 7.330e-03, 1.736e+01, 2.417e+01, 1.194e+02, 9.153e+02,\n",
       "                     1.550e-01, 5.046e-01, 6.872e-01, 2.135e-01, 4.245e-01, 1.050e-01])],\n",
       "             (7,\n",
       "              0): [array([9.436e+00, 1.832e+01, 5.982e+01, 2.786e+02, 1.009e-01, 5.956e-02,\n",
       "                     2.710e-02, 1.406e-02, 1.506e-01, 6.959e-02, 5.079e-01, 1.247e+00,\n",
       "                     3.267e+00, 3.048e+01, 6.836e-03, 8.982e-03, 2.348e-02, 6.565e-03,\n",
       "                     1.942e-02, 2.713e-03, 1.202e+01, 2.502e+01, 7.579e+01, 4.396e+02,\n",
       "                     1.333e-01, 1.049e-01, 1.144e-01, 5.052e-02, 2.454e-01, 8.136e-02])],\n",
       "             (9,\n",
       "              9): [array([8.734e+00, 1.684e+01, 5.527e+01, 2.343e+02, 1.039e-01, 7.428e-02,\n",
       "                     0.000e+00, 0.000e+00, 1.985e-01, 7.098e-02, 5.169e-01, 2.079e+00,\n",
       "                     3.167e+00, 2.885e+01, 1.582e-02, 1.966e-02, 0.000e+00, 0.000e+00,\n",
       "                     1.865e-02, 6.736e-03, 1.017e+01, 2.280e+01, 6.401e+01, 3.170e+02,\n",
       "                     1.460e-01, 1.310e-01, 0.000e+00, 0.000e+00, 2.445e-01, 8.865e-02]), array([7.760e+00, 2.454e+01, 4.792e+01, 1.810e+02, 5.263e-02, 4.362e-02,\n",
       "                     0.000e+00, 0.000e+00, 1.587e-01, 5.884e-02, 3.857e-01, 1.428e+00,\n",
       "                     2.548e+00, 1.915e+01, 7.189e-03, 4.660e-03, 0.000e+00, 0.000e+00,\n",
       "                     2.676e-02, 2.783e-03, 9.456e+00, 3.037e+01, 5.916e+01, 2.686e+02,\n",
       "                     8.996e-02, 6.444e-02, 0.000e+00, 0.000e+00, 2.871e-01, 7.039e-02])],\n",
       "             (9,\n",
       "              5): [array([1.210e+01, 1.772e+01, 7.807e+01, 4.462e+02, 1.029e-01, 9.758e-02,\n",
       "                     4.783e-02, 3.326e-02, 1.937e-01, 6.161e-02, 2.841e-01, 1.652e+00,\n",
       "                     1.869e+00, 2.222e+01, 8.146e-03, 1.631e-02, 1.843e-02, 7.513e-03,\n",
       "                     2.015e-02, 1.798e-03, 1.356e+01, 2.580e+01, 8.833e+01, 5.595e+02,\n",
       "                     1.432e-01, 1.773e-01, 1.603e-01, 6.266e-02, 3.049e-01, 7.081e-02])],\n",
       "             (6,\n",
       "              2): [array([1.180e+01, 1.726e+01, 7.526e+01, 4.319e+02, 9.087e-02, 6.232e-02,\n",
       "                     2.853e-02, 1.638e-02, 1.847e-01, 6.019e-02, 3.438e-01, 1.140e+00,\n",
       "                     2.225e+00, 2.506e+01, 5.463e-03, 1.964e-02, 2.079e-02, 5.398e-03,\n",
       "                     1.477e-02, 3.071e-03, 1.345e+01, 2.449e+01, 8.600e+01, 5.620e+02,\n",
       "                     1.244e-01, 1.726e-01, 1.449e-01, 5.356e-02, 2.779e-01, 8.121e-02]), array([1.227e+01, 1.792e+01, 7.841e+01, 4.661e+02, 8.685e-02, 6.526e-02,\n",
       "                     3.211e-02, 2.653e-02, 1.966e-01, 5.597e-02, 3.342e-01, 1.781e+00,\n",
       "                     2.079e+00, 2.579e+01, 5.888e-03, 2.310e-02, 2.059e-02, 1.075e-02,\n",
       "                     2.578e-02, 2.267e-03, 1.410e+01, 2.888e+01, 8.900e+01, 6.102e+02,\n",
       "                     1.240e-01, 1.795e-01, 1.377e-01, 9.532e-02, 3.455e-01, 6.896e-02]), array([1.168e+01, 1.617e+01, 7.549e+01, 4.205e+02, 1.128e-01, 9.263e-02,\n",
       "                     4.279e-02, 3.132e-02, 1.853e-01, 6.401e-02, 3.713e-01, 1.154e+00,\n",
       "                     2.554e+00, 2.757e+01, 8.998e-03, 1.292e-02, 1.851e-02, 1.167e-02,\n",
       "                     2.152e-02, 3.213e-03, 1.332e+01, 2.159e+01, 8.657e+01, 5.498e+02,\n",
       "                     1.526e-01, 1.477e-01, 1.490e-01, 9.815e-02, 2.804e-01, 8.024e-02]), array([1.167e+01, 2.002e+01, 7.521e+01, 4.162e+02, 1.016e-01, 9.453e-02,\n",
       "                     4.200e-02, 2.157e-02, 1.859e-01, 6.461e-02, 2.067e-01, 8.745e-01,\n",
       "                     1.393e+00, 1.534e+01, 5.251e-03, 1.727e-02, 1.840e-02, 5.298e-03,\n",
       "                     1.449e-02, 2.671e-03, 1.335e+01, 2.881e+01, 8.700e+01, 5.506e+02,\n",
       "                     1.550e-01, 2.964e-01, 2.758e-01, 8.120e-02, 3.206e-01, 8.950e-02])],\n",
       "             (6,\n",
       "              7): [array([9.397e+00, 2.168e+01, 5.975e+01, 2.688e+02, 7.969e-02, 6.053e-02,\n",
       "                     3.735e-02, 5.128e-03, 1.274e-01, 6.724e-02, 1.186e-01, 1.182e+00,\n",
       "                     1.174e+00, 6.802e+00, 5.515e-03, 2.674e-02, 3.735e-02, 5.128e-03,\n",
       "                     1.951e-02, 4.583e-03, 9.965e+00, 2.799e+01, 6.661e+01, 3.010e+02,\n",
       "                     1.086e-01, 1.887e-01, 1.868e-01, 2.564e-02, 2.376e-01, 9.206e-02])],\n",
       "             (9,\n",
       "              2): [array([1.048e+01, 1.498e+01, 6.749e+01, 3.336e+02, 9.816e-02, 1.013e-01,\n",
       "                     6.335e-02, 2.218e-02, 1.925e-01, 6.915e-02, 3.276e-01, 1.127e+00,\n",
       "                     2.564e+00, 2.077e+01, 7.364e-03, 3.867e-02, 5.263e-02, 1.264e-02,\n",
       "                     2.161e-02, 4.830e-03, 1.213e+01, 2.157e+01, 8.141e+01, 4.404e+02,\n",
       "                     1.327e-01, 2.996e-01, 2.939e-01, 9.310e-02, 3.020e-01, 9.646e-02]), array([9.668e+00, 1.810e+01, 6.106e+01, 2.863e+02, 8.311e-02, 5.428e-02,\n",
       "                     1.479e-02, 5.769e-03, 1.680e-01, 6.412e-02, 3.416e-01, 1.312e+00,\n",
       "                     2.275e+00, 2.098e+01, 1.098e-02, 1.257e-02, 1.031e-02, 3.934e-03,\n",
       "                     2.693e-02, 2.979e-03, 1.115e+01, 2.462e+01, 7.111e+01, 3.802e+02,\n",
       "                     1.388e-01, 1.255e-01, 6.409e-02, 2.500e-02, 3.057e-01, 7.875e-02]), array([9.667e+00, 1.849e+01, 6.149e+01, 2.891e+02, 8.946e-02, 6.258e-02,\n",
       "                     2.948e-02, 1.514e-02, 2.238e-01, 6.413e-02, 3.776e-01, 1.350e+00,\n",
       "                     2.569e+00, 2.273e+01, 7.501e-03, 1.989e-02, 2.714e-02, 9.883e-03,\n",
       "                     1.960e-02, 3.913e-03, 1.114e+01, 2.562e+01, 7.088e+01, 3.852e+02,\n",
       "                     1.234e-01, 1.542e-01, 1.277e-01, 6.560e-02, 3.174e-01, 8.524e-02])],\n",
       "             (3,\n",
       "              9): [array([1.113e+01, 1.662e+01, 7.047e+01, 3.811e+02, 8.151e-02, 3.834e-02,\n",
       "                     1.369e-02, 1.370e-02, 1.511e-01, 6.148e-02, 1.415e-01, 9.671e-01,\n",
       "                     9.680e-01, 9.704e+00, 5.883e-03, 6.263e-03, 9.398e-03, 6.189e-03,\n",
       "                     2.009e-02, 2.377e-03, 1.168e+01, 2.029e+01, 7.435e+01, 4.211e+02,\n",
       "                     1.030e-01, 6.219e-02, 4.580e-02, 4.044e-02, 2.383e-01, 7.083e-02])],\n",
       "             (1,\n",
       "              7): [array([2.018e+01, 1.954e+01, 1.338e+02, 1.250e+03, 1.133e-01, 1.489e-01,\n",
       "                     2.133e-01, 1.259e-01, 1.724e-01, 6.053e-02, 4.331e-01, 1.001e+00,\n",
       "                     3.008e+00, 5.249e+01, 9.087e-03, 2.715e-02, 5.546e-02, 1.910e-02,\n",
       "                     2.451e-02, 4.005e-03, 2.203e+01, 2.507e+01, 1.460e+02, 1.479e+03,\n",
       "                     1.665e-01, 2.942e-01, 5.308e-01, 2.173e-01, 3.032e-01, 8.075e-02])],\n",
       "             (5,\n",
       "              3): [array([1.338e+01, 3.072e+01, 8.634e+01, 5.572e+02, 9.245e-02, 7.426e-02,\n",
       "                     2.819e-02, 3.264e-02, 1.375e-01, 6.016e-02, 3.408e-01, 1.924e+00,\n",
       "                     2.287e+00, 2.893e+01, 5.841e-03, 1.246e-02, 7.936e-03, 9.128e-03,\n",
       "                     1.564e-02, 2.985e-03, 1.505e+01, 4.161e+01, 9.669e+01, 7.056e+02,\n",
       "                     1.172e-01, 1.421e-01, 7.003e-02, 7.763e-02, 2.196e-01, 7.675e-02])],\n",
       "             (5,\n",
       "              1): [array([1.324e+01, 2.013e+01, 8.687e+01, 5.429e+02, 8.284e-02, 1.223e-01,\n",
       "                     1.010e-01, 2.833e-02, 1.601e-01, 6.432e-02, 2.810e-01, 8.135e-01,\n",
       "                     3.369e+00, 2.381e+01, 4.929e-03, 6.657e-02, 7.683e-02, 1.368e-02,\n",
       "                     1.526e-02, 8.133e-03, 1.544e+01, 2.550e+01, 1.150e+02, 7.335e+02,\n",
       "                     1.201e-01, 5.646e-01, 6.556e-01, 1.357e-01, 2.845e-01, 1.249e-01]), array([1.225e+01, 2.244e+01, 7.818e+01, 4.665e+02, 8.192e-02, 5.200e-02,\n",
       "                     1.714e-02, 1.261e-02, 1.544e-01, 5.976e-02, 2.239e-01, 1.139e+00,\n",
       "                     1.577e+00, 1.804e+01, 5.096e-03, 1.205e-02, 9.410e-03, 4.551e-03,\n",
       "                     1.608e-02, 2.399e-03, 1.417e+01, 3.199e+01, 9.274e+01, 6.229e+02,\n",
       "                     1.256e-01, 1.804e-01, 1.230e-01, 6.335e-02, 3.100e-01, 8.203e-02])],\n",
       "             (8,\n",
       "              9): [array([7.729e+00, 2.549e+01, 4.798e+01, 1.788e+02, 8.098e-02, 4.878e-02,\n",
       "                     0.000e+00, 0.000e+00, 1.870e-01, 7.285e-02, 3.777e-01, 1.462e+00,\n",
       "                     2.492e+00, 1.914e+01, 1.266e-02, 9.692e-03, 0.000e+00, 0.000e+00,\n",
       "                     2.882e-02, 6.872e-03, 9.077e+00, 3.092e+01, 5.717e+01, 2.480e+02,\n",
       "                     1.256e-01, 8.340e-02, 0.000e+00, 0.000e+00, 3.058e-01, 9.938e-02])],\n",
       "             (5,\n",
       "              6): [array([1.029e+01, 2.761e+01, 6.567e+01, 3.214e+02, 9.030e-02, 7.658e-02,\n",
       "                     5.999e-02, 2.738e-02, 1.593e-01, 6.127e-02, 2.199e-01, 2.239e+00,\n",
       "                     1.437e+00, 1.446e+01, 1.205e-02, 2.736e-02, 4.804e-02, 1.721e-02,\n",
       "                     1.843e-02, 4.938e-03, 1.084e+01, 3.491e+01, 6.957e+01, 3.576e+02,\n",
       "                     1.384e-01, 1.710e-01, 2.000e-01, 9.127e-02, 2.226e-01, 8.283e-02])],\n",
       "             (3,\n",
       "              5): [array([1.405e+01, 2.715e+01, 9.138e+01, 6.004e+02, 9.929e-02, 1.126e-01,\n",
       "                     4.462e-02, 4.304e-02, 1.537e-01, 6.171e-02, 3.645e-01, 1.492e+00,\n",
       "                     2.888e+00, 2.984e+01, 7.256e-03, 2.678e-02, 2.071e-02, 1.626e-02,\n",
       "                     2.080e-02, 5.304e-03, 1.530e+01, 3.317e+01, 1.002e+02, 7.067e+02,\n",
       "                     1.241e-01, 2.264e-01, 1.326e-01, 1.048e-01, 2.250e-01, 8.321e-02])]})"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mappings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys([(0, 0), (2, 1), (1, 2), (8, 0), (0, 9), (6, 0), (5, 0), (9, 0), (0, 2), (1, 9), (2, 8), (6, 3), (4, 0), (2, 2), (6, 9), (3, 0), (0, 3), (2, 0), (3, 2), (2, 9), (4, 1), (9, 1), (7, 8), (7, 2), (3, 3), (8, 6), (3, 7), (8, 3), (1, 1), (2, 4), (7, 9), (5, 9), (5, 4), (4, 2), (4, 3), (8, 2), (7, 4), (2, 3), (1, 3), (9, 4), (8, 8), (8, 7), (9, 6), (6, 5), (5, 2), (5, 8), (2, 7), (0, 6), (4, 9), (9, 7), (8, 5), (1, 6), (9, 8), (9, 3), (3, 8), (3, 1), (5, 5), (0, 8), (1, 0), (7, 6), (2, 6), (1, 5), (2, 5), (4, 8), (4, 6), (4, 7), (7, 3), (6, 8), (1, 4), (7, 0), (9, 9), (9, 5), (6, 2), (6, 7), (9, 2), (3, 9), (1, 7), (5, 3), (5, 1), (8, 9), (5, 6), (3, 5)])"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mappings.keys()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "(0, 0) means that the 0th row and 0th columns (2, 1) implies 2nd row and 1st column."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "82"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# out of the 100 segments: 68 segments have customers and other 32 segments don't have any customers mapped to it \n",
    "len(mappings.keys())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Out of the 100 segments there are 82 segments that have patients and other 18 segments do not have any values mapped to it.\n",
    "\n",
    "Below, 3,3 are the inputs for the winning node 3,3:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[array([1.349e+01, 2.230e+01, 8.691e+01, 5.610e+02, 8.752e-02, 7.698e-02,\n",
       "        4.751e-02, 3.384e-02, 1.809e-01, 5.718e-02, 2.338e-01, 1.353e+00,\n",
       "        1.735e+00, 2.020e+01, 4.455e-03, 1.382e-02, 2.095e-02, 1.184e-02,\n",
       "        1.641e-02, 1.956e-03, 1.515e+01, 3.182e+01, 9.900e+01, 6.988e+02,\n",
       "        1.162e-01, 1.711e-01, 2.282e-01, 1.282e-01, 2.871e-01, 6.917e-02]),\n",
       " array([1.462e+01, 2.402e+01, 9.457e+01, 6.627e+02, 8.974e-02, 8.606e-02,\n",
       "        3.102e-02, 2.957e-02, 1.685e-01, 5.866e-02, 3.721e-01, 1.111e+00,\n",
       "        2.279e+00, 3.376e+01, 4.868e-03, 1.818e-02, 1.121e-02, 8.606e-03,\n",
       "        2.085e-02, 2.893e-03, 1.611e+01, 2.911e+01, 1.029e+02, 8.037e+02,\n",
       "        1.115e-01, 1.766e-01, 9.189e-02, 6.946e-02, 2.522e-01, 7.246e-02]),\n",
       " array([1.385e+01, 1.721e+01, 8.844e+01, 5.887e+02, 8.785e-02, 6.136e-02,\n",
       "        1.420e-02, 1.141e-02, 1.614e-01, 5.890e-02, 2.185e-01, 8.561e-01,\n",
       "        1.495e+00, 1.791e+01, 4.599e-03, 9.169e-03, 9.127e-03, 4.814e-03,\n",
       "        1.247e-02, 1.708e-03, 1.549e+01, 2.358e+01, 1.003e+02, 7.259e+02,\n",
       "        1.157e-01, 1.350e-01, 8.115e-02, 5.104e-02, 2.364e-01, 7.182e-02]),\n",
       " array([1.374e+01, 1.791e+01, 8.812e+01, 5.850e+02, 7.944e-02, 6.376e-02,\n",
       "        2.881e-02, 1.329e-02, 1.473e-01, 5.580e-02, 2.500e-01, 7.574e-01,\n",
       "        1.573e+00, 2.147e+01, 2.838e-03, 1.592e-02, 1.780e-02, 5.828e-03,\n",
       "        1.329e-02, 1.976e-03, 1.534e+01, 2.246e+01, 9.719e+01, 7.259e+02,\n",
       "        9.711e-02, 1.824e-01, 1.564e-01, 6.019e-02, 2.350e-01, 7.014e-02]),\n",
       " array([1.422e+01, 2.312e+01, 9.437e+01, 6.099e+02, 1.075e-01, 2.413e-01,\n",
       "        1.981e-01, 6.618e-02, 2.384e-01, 7.542e-02, 2.860e-01, 2.110e+00,\n",
       "        2.112e+00, 3.172e+01, 7.970e-03, 1.354e-01, 1.166e-01, 1.666e-02,\n",
       "        5.113e-02, 1.172e-02, 1.574e+01, 3.718e+01, 1.064e+02, 7.624e+02,\n",
       "        1.533e-01, 9.327e-01, 8.488e-01, 1.772e-01, 5.166e-01, 1.446e-01]),\n",
       " array([1.356e+01, 1.390e+01, 8.859e+01, 5.613e+02, 1.051e-01, 1.192e-01,\n",
       "        7.860e-02, 4.451e-02, 1.962e-01, 6.303e-02, 2.569e-01, 4.981e-01,\n",
       "        2.011e+00, 2.103e+01, 5.851e-03, 2.314e-02, 2.544e-02, 8.360e-03,\n",
       "        1.842e-02, 2.918e-03, 1.498e+01, 1.713e+01, 1.011e+02, 6.866e+02,\n",
       "        1.376e-01, 2.698e-01, 2.577e-01, 9.090e-02, 3.065e-01, 8.177e-02]),\n",
       " array([1.350e+01, 1.271e+01, 8.569e+01, 5.662e+02, 7.376e-02, 3.614e-02,\n",
       "        2.758e-03, 4.419e-03, 1.365e-01, 5.335e-02, 2.244e-01, 6.864e-01,\n",
       "        1.509e+00, 2.039e+01, 3.338e-03, 3.746e-03, 2.030e-03, 3.242e-03,\n",
       "        1.480e-02, 1.566e-03, 1.497e+01, 1.694e+01, 9.548e+01, 6.987e+02,\n",
       "        9.023e-02, 5.836e-02, 1.379e-02, 2.210e-02, 2.267e-01, 6.192e-02]),\n",
       " array([1.411e+01, 1.288e+01, 9.003e+01, 6.165e+02, 9.309e-02, 5.306e-02,\n",
       "        1.765e-02, 2.733e-02, 1.373e-01, 5.700e-02, 2.571e-01, 1.081e+00,\n",
       "        1.558e+00, 2.392e+01, 6.692e-03, 1.132e-02, 5.717e-03, 6.627e-03,\n",
       "        1.416e-02, 2.476e-03, 1.553e+01, 1.800e+01, 9.840e+01, 7.499e+02,\n",
       "        1.281e-01, 1.109e-01, 5.307e-02, 5.890e-02, 2.100e-01, 7.083e-02]),\n",
       " array([1.366e+01, 1.913e+01, 8.946e+01, 5.753e+02, 9.057e-02, 1.147e-01,\n",
       "        9.657e-02, 4.812e-02, 1.848e-01, 6.181e-02, 2.244e-01, 8.950e-01,\n",
       "        1.804e+00, 1.936e+01, 3.980e-03, 2.809e-02, 3.669e-02, 1.274e-02,\n",
       "        1.581e-02, 3.956e-03, 1.514e+01, 2.550e+01, 1.014e+02, 7.088e+02,\n",
       "        1.147e-01, 3.167e-01, 3.660e-01, 1.407e-01, 2.744e-01, 8.839e-02]),\n",
       " array([1.490e+01, 2.253e+01, 1.021e+02, 6.850e+02, 9.947e-02, 2.225e-01,\n",
       "        2.733e-01, 9.711e-02, 2.041e-01, 6.898e-02, 2.530e-01, 8.749e-01,\n",
       "        3.466e+00, 2.419e+01, 6.965e-03, 6.213e-02, 7.926e-02, 2.234e-02,\n",
       "        1.499e-02, 5.784e-03, 1.635e+01, 2.757e+01, 1.254e+02, 8.327e+02,\n",
       "        1.419e-01, 7.090e-01, 9.019e-01, 2.475e-01, 2.866e-01, 1.155e-01]),\n",
       " array([1.480e+01, 1.766e+01, 9.588e+01, 6.748e+02, 9.179e-02, 8.890e-02,\n",
       "        4.069e-02, 2.260e-02, 1.893e-01, 5.886e-02, 2.204e-01, 6.221e-01,\n",
       "        1.482e+00, 1.975e+01, 4.796e-03, 1.171e-02, 1.758e-02, 6.897e-03,\n",
       "        2.254e-02, 1.971e-03, 1.643e+01, 2.274e+01, 1.059e+02, 8.295e+02,\n",
       "        1.226e-01, 1.881e-01, 2.060e-01, 8.308e-02, 3.600e-01, 7.285e-02]),\n",
       " array([1.390e+01, 1.662e+01, 8.897e+01, 5.994e+02, 6.828e-02, 5.319e-02,\n",
       "        2.224e-02, 1.339e-02, 1.813e-01, 5.536e-02, 1.555e-01, 5.762e-01,\n",
       "        1.392e+00, 1.403e+01, 3.308e-03, 1.315e-02, 9.904e-03, 4.832e-03,\n",
       "        1.316e-02, 2.095e-03, 1.514e+01, 2.180e+01, 1.012e+02, 7.189e+02,\n",
       "        9.384e-02, 2.006e-01, 1.384e-01, 6.222e-02, 2.679e-01, 7.698e-02]),\n",
       " array([1.370e+01, 1.764e+01, 8.776e+01, 5.711e+02, 9.950e-02, 7.957e-02,\n",
       "        4.548e-02, 3.160e-02, 1.732e-01, 6.088e-02, 2.431e-01, 9.462e-01,\n",
       "        1.564e+00, 2.064e+01, 3.245e-03, 8.186e-03, 1.698e-02, 9.233e-03,\n",
       "        1.285e-02, 1.524e-03, 1.496e+01, 2.353e+01, 9.578e+01, 6.865e+02,\n",
       "        1.199e-01, 1.346e-01, 1.742e-01, 9.077e-02, 2.518e-01, 6.960e-02]),\n",
       " array([1.546e+01, 2.395e+01, 1.038e+02, 7.313e+02, 1.183e-01, 1.870e-01,\n",
       "        2.030e-01, 8.520e-02, 1.807e-01, 7.083e-02, 3.331e-01, 1.961e+00,\n",
       "        2.937e+00, 3.252e+01, 9.538e-03, 4.940e-02, 6.019e-02, 2.041e-02,\n",
       "        2.105e-02, 6.000e-03, 1.711e+01, 3.633e+01, 1.177e+02, 9.094e+02,\n",
       "        1.732e-01, 4.967e-01, 5.911e-01, 2.163e-01, 3.013e-01, 1.067e-01]),\n",
       " array([1.371e+01, 1.868e+01, 8.873e+01, 5.710e+02, 9.916e-02, 1.070e-01,\n",
       "        5.385e-02, 3.783e-02, 1.714e-01, 6.843e-02, 3.191e-01, 1.249e+00,\n",
       "        2.284e+00, 2.645e+01, 6.739e-03, 2.251e-02, 2.086e-02, 1.352e-02,\n",
       "        1.870e-02, 3.747e-03, 1.511e+01, 2.563e+01, 9.943e+01, 7.019e+02,\n",
       "        1.425e-01, 2.566e-01, 1.935e-01, 1.284e-01, 2.849e-01, 9.031e-02]),\n",
       " array([1.447e+01, 2.499e+01, 9.581e+01, 6.564e+02, 8.837e-02, 1.230e-01,\n",
       "        1.009e-01, 3.890e-02, 1.872e-01, 6.341e-02, 2.542e-01, 1.079e+00,\n",
       "        2.615e+00, 2.311e+01, 7.138e-03, 4.653e-02, 3.829e-02, 1.162e-02,\n",
       "        2.068e-02, 6.111e-03, 1.622e+01, 3.173e+01, 1.135e+02, 8.089e+02,\n",
       "        1.340e-01, 4.202e-01, 4.040e-01, 1.205e-01, 3.187e-01, 1.023e-01]),\n",
       " array([1.474e+01, 2.542e+01, 9.470e+01, 6.686e+02, 8.275e-02, 7.214e-02,\n",
       "        4.105e-02, 3.027e-02, 1.840e-01, 5.680e-02, 3.031e-01, 1.385e+00,\n",
       "        2.177e+00, 2.741e+01, 4.775e-03, 1.172e-02, 1.947e-02, 1.269e-02,\n",
       "        1.870e-02, 2.626e-03, 1.651e+01, 3.229e+01, 1.074e+02, 8.264e+02,\n",
       "        1.060e-01, 1.376e-01, 1.611e-01, 1.095e-01, 2.722e-01, 6.956e-02])]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mappings[(3,3)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "breast_cancer_segments = np.concatenate((mappings[(3,2)], mappings[(3,3)]), axis = 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1.425e+01, 2.172e+01, 9.363e+01, 6.330e+02, 9.823e-02, 1.098e-01,\n",
       "        1.319e-01, 5.598e-02, 1.885e-01, 6.125e-02, 2.860e-01, 1.019e+00,\n",
       "        2.657e+00, 2.491e+01, 5.878e-03, 2.995e-02, 4.815e-02, 1.161e-02,\n",
       "        2.028e-02, 4.022e-03, 1.589e+01, 3.036e+01, 1.162e+02, 7.996e+02,\n",
       "        1.446e-01, 4.238e-01, 5.186e-01, 1.447e-01, 3.591e-01, 1.014e-01],\n",
       "       [1.442e+01, 1.977e+01, 9.448e+01, 6.425e+02, 9.752e-02, 1.141e-01,\n",
       "        9.388e-02, 5.839e-02, 1.879e-01, 6.390e-02, 2.895e-01, 1.851e+00,\n",
       "        2.376e+00, 2.685e+01, 8.005e-03, 2.895e-02, 3.321e-02, 1.424e-02,\n",
       "        1.462e-02, 4.452e-03, 1.633e+01, 3.086e+01, 1.095e+02, 8.264e+02,\n",
       "        1.431e-01, 3.026e-01, 3.194e-01, 1.565e-01, 2.718e-01, 9.353e-02],\n",
       "       [1.754e+01, 1.932e+01, 1.151e+02, 9.516e+02, 8.968e-02, 1.198e-01,\n",
       "        1.036e-01, 7.488e-02, 1.506e-01, 5.491e-02, 3.971e-01, 8.282e-01,\n",
       "        3.088e+00, 4.073e+01, 6.090e-03, 2.569e-02, 2.713e-02, 1.345e-02,\n",
       "        1.594e-02, 2.658e-03, 2.042e+01, 2.584e+01, 1.395e+02, 1.239e+03,\n",
       "        1.381e-01, 3.420e-01, 3.508e-01, 1.939e-01, 2.928e-01, 7.867e-02],\n",
       "       [1.527e+01, 1.291e+01, 9.817e+01, 7.255e+02, 8.182e-02, 6.230e-02,\n",
       "        5.892e-02, 3.157e-02, 1.359e-01, 5.526e-02, 2.134e-01, 3.628e-01,\n",
       "        1.525e+00, 2.000e+01, 4.291e-03, 1.236e-02, 1.841e-02, 7.373e-03,\n",
       "        9.539e-03, 1.656e-03, 1.738e+01, 1.592e+01, 1.137e+02, 9.327e+02,\n",
       "        1.222e-01, 2.186e-01, 2.962e-01, 1.035e-01, 2.320e-01, 7.474e-02],\n",
       "       [1.735e+01, 2.306e+01, 1.110e+02, 9.331e+02, 8.662e-02, 6.290e-02,\n",
       "        2.891e-02, 2.837e-02, 1.564e-01, 5.307e-02, 4.007e-01, 1.317e+00,\n",
       "        2.577e+00, 4.441e+01, 5.726e-03, 1.106e-02, 1.246e-02, 7.671e-03,\n",
       "        1.411e-02, 1.578e-03, 1.985e+01, 3.147e+01, 1.282e+02, 1.218e+03,\n",
       "        1.240e-01, 1.486e-01, 1.211e-01, 8.235e-02, 2.452e-01, 6.515e-02],\n",
       "       [1.561e+01, 1.938e+01, 1.000e+02, 7.586e+02, 7.840e-02, 5.616e-02,\n",
       "        4.209e-02, 2.847e-02, 1.547e-01, 5.443e-02, 2.298e-01, 9.988e-01,\n",
       "        1.534e+00, 2.218e+01, 2.826e-03, 9.105e-03, 1.311e-02, 5.174e-03,\n",
       "        1.013e-02, 1.345e-03, 1.791e+01, 3.167e+01, 1.159e+02, 9.886e+02,\n",
       "        1.084e-01, 1.807e-01, 2.260e-01, 8.568e-02, 2.683e-01, 6.829e-02],\n",
       "       [1.359e+01, 1.784e+01, 8.624e+01, 5.723e+02, 7.948e-02, 4.052e-02,\n",
       "        1.997e-02, 1.238e-02, 1.573e-01, 5.520e-02, 2.580e-01, 1.166e+00,\n",
       "        1.683e+00, 2.222e+01, 3.741e-03, 5.274e-03, 1.065e-02, 5.044e-03,\n",
       "        1.344e-02, 1.126e-03, 1.550e+01, 2.610e+01, 9.891e+01, 7.391e+02,\n",
       "        1.050e-01, 7.622e-02, 1.060e-01, 5.185e-02, 2.335e-01, 6.263e-02],\n",
       "       [1.624e+01, 1.877e+01, 1.088e+02, 8.051e+02, 1.066e-01, 1.802e-01,\n",
       "        1.948e-01, 9.052e-02, 1.876e-01, 6.684e-02, 2.873e-01, 9.173e-01,\n",
       "        2.464e+00, 2.809e+01, 4.563e-03, 3.481e-02, 3.872e-02, 1.209e-02,\n",
       "        1.388e-02, 4.081e-03, 1.855e+01, 2.509e+01, 1.269e+02, 1.031e+03,\n",
       "        1.365e-01, 4.706e-01, 5.026e-01, 1.732e-01, 2.770e-01, 1.063e-01],\n",
       "       [1.426e+01, 1.817e+01, 9.122e+01, 6.331e+02, 6.576e-02, 5.220e-02,\n",
       "        2.475e-02, 1.374e-02, 1.635e-01, 5.586e-02, 2.300e-01, 6.690e-01,\n",
       "        1.661e+00, 2.056e+01, 3.169e-03, 1.377e-02, 1.079e-02, 5.243e-03,\n",
       "        1.103e-02, 1.957e-03, 1.622e+01, 2.526e+01, 1.058e+02, 8.197e+02,\n",
       "        9.445e-02, 2.167e-01, 1.565e-01, 7.530e-02, 2.636e-01, 7.676e-02],\n",
       "       [1.791e+01, 2.102e+01, 1.244e+02, 9.940e+02, 1.230e-01, 2.576e-01,\n",
       "        3.189e-01, 1.198e-01, 2.113e-01, 7.115e-02, 4.030e-01, 7.747e-01,\n",
       "        3.123e+00, 4.151e+01, 7.159e-03, 3.718e-02, 6.165e-02, 1.051e-02,\n",
       "        1.591e-02, 5.099e-03, 2.080e+01, 2.778e+01, 1.496e+02, 1.304e+03,\n",
       "        1.873e-01, 5.917e-01, 9.034e-01, 1.964e-01, 3.245e-01, 1.198e-01],\n",
       "       [1.513e+01, 2.981e+01, 9.671e+01, 7.195e+02, 8.320e-02, 4.605e-02,\n",
       "        4.686e-02, 2.739e-02, 1.852e-01, 5.294e-02, 4.681e-01, 1.627e+00,\n",
       "        3.043e+00, 4.538e+01, 6.831e-03, 1.427e-02, 2.489e-02, 9.087e-03,\n",
       "        3.151e-02, 1.750e-03, 1.726e+01, 3.691e+01, 1.101e+02, 9.314e+02,\n",
       "        1.148e-01, 9.866e-02, 1.547e-01, 6.575e-02, 3.233e-01, 6.165e-02],\n",
       "       [1.803e+01, 1.685e+01, 1.175e+02, 9.900e+02, 8.947e-02, 1.232e-01,\n",
       "        1.090e-01, 6.254e-02, 1.720e-01, 5.780e-02, 2.986e-01, 5.906e-01,\n",
       "        1.921e+00, 3.577e+01, 4.117e-03, 1.560e-02, 2.975e-02, 9.753e-03,\n",
       "        1.295e-02, 2.436e-03, 2.038e+01, 2.202e+01, 1.333e+02, 1.292e+03,\n",
       "        1.263e-01, 2.666e-01, 4.290e-01, 1.535e-01, 2.842e-01, 8.225e-02],\n",
       "       [1.453e+01, 1.934e+01, 9.425e+01, 6.597e+02, 8.388e-02, 7.800e-02,\n",
       "        8.817e-02, 2.925e-02, 1.473e-01, 5.746e-02, 2.535e-01, 1.354e+00,\n",
       "        1.994e+00, 2.304e+01, 4.147e-03, 2.048e-02, 3.379e-02, 8.848e-03,\n",
       "        1.394e-02, 2.327e-03, 1.630e+01, 2.839e+01, 1.081e+02, 8.305e+02,\n",
       "        1.089e-01, 2.649e-01, 3.779e-01, 9.594e-02, 2.471e-01, 7.463e-02],\n",
       "       [1.317e+01, 1.822e+01, 8.428e+01, 5.373e+02, 7.466e-02, 5.994e-02,\n",
       "        4.859e-02, 2.870e-02, 1.454e-01, 5.549e-02, 2.023e-01, 6.850e-01,\n",
       "        1.236e+00, 1.689e+01, 5.969e-03, 1.493e-02, 1.564e-02, 8.463e-03,\n",
       "        1.093e-02, 1.672e-03, 1.490e+01, 2.389e+01, 9.510e+01, 6.876e+02,\n",
       "        1.282e-01, 1.965e-01, 1.876e-01, 1.045e-01, 2.235e-01, 6.925e-02],\n",
       "       [1.669e+01, 2.020e+01, 1.071e+02, 8.576e+02, 7.497e-02, 7.112e-02,\n",
       "        3.649e-02, 2.307e-02, 1.846e-01, 5.325e-02, 2.473e-01, 5.679e-01,\n",
       "        1.775e+00, 2.295e+01, 2.667e-03, 1.446e-02, 1.423e-02, 5.297e-03,\n",
       "        1.961e-02, 1.700e-03, 1.918e+01, 2.656e+01, 1.273e+02, 1.084e+03,\n",
       "        1.009e-01, 2.920e-01, 2.477e-01, 8.737e-02, 4.677e-01, 7.623e-02],\n",
       "       [1.522e+01, 3.062e+01, 1.034e+02, 7.169e+02, 1.048e-01, 2.087e-01,\n",
       "        2.550e-01, 9.429e-02, 2.128e-01, 7.152e-02, 2.602e-01, 1.205e+00,\n",
       "        2.362e+00, 2.265e+01, 4.625e-03, 4.844e-02, 7.359e-02, 1.608e-02,\n",
       "        2.137e-02, 6.142e-03, 1.752e+01, 4.279e+01, 1.287e+02, 9.150e+02,\n",
       "        1.417e-01, 7.917e-01, 1.170e+00, 2.356e-01, 4.089e-01, 1.409e-01],\n",
       "       [1.349e+01, 2.230e+01, 8.691e+01, 5.610e+02, 8.752e-02, 7.698e-02,\n",
       "        4.751e-02, 3.384e-02, 1.809e-01, 5.718e-02, 2.338e-01, 1.353e+00,\n",
       "        1.735e+00, 2.020e+01, 4.455e-03, 1.382e-02, 2.095e-02, 1.184e-02,\n",
       "        1.641e-02, 1.956e-03, 1.515e+01, 3.182e+01, 9.900e+01, 6.988e+02,\n",
       "        1.162e-01, 1.711e-01, 2.282e-01, 1.282e-01, 2.871e-01, 6.917e-02],\n",
       "       [1.462e+01, 2.402e+01, 9.457e+01, 6.627e+02, 8.974e-02, 8.606e-02,\n",
       "        3.102e-02, 2.957e-02, 1.685e-01, 5.866e-02, 3.721e-01, 1.111e+00,\n",
       "        2.279e+00, 3.376e+01, 4.868e-03, 1.818e-02, 1.121e-02, 8.606e-03,\n",
       "        2.085e-02, 2.893e-03, 1.611e+01, 2.911e+01, 1.029e+02, 8.037e+02,\n",
       "        1.115e-01, 1.766e-01, 9.189e-02, 6.946e-02, 2.522e-01, 7.246e-02],\n",
       "       [1.385e+01, 1.721e+01, 8.844e+01, 5.887e+02, 8.785e-02, 6.136e-02,\n",
       "        1.420e-02, 1.141e-02, 1.614e-01, 5.890e-02, 2.185e-01, 8.561e-01,\n",
       "        1.495e+00, 1.791e+01, 4.599e-03, 9.169e-03, 9.127e-03, 4.814e-03,\n",
       "        1.247e-02, 1.708e-03, 1.549e+01, 2.358e+01, 1.003e+02, 7.259e+02,\n",
       "        1.157e-01, 1.350e-01, 8.115e-02, 5.104e-02, 2.364e-01, 7.182e-02],\n",
       "       [1.374e+01, 1.791e+01, 8.812e+01, 5.850e+02, 7.944e-02, 6.376e-02,\n",
       "        2.881e-02, 1.329e-02, 1.473e-01, 5.580e-02, 2.500e-01, 7.574e-01,\n",
       "        1.573e+00, 2.147e+01, 2.838e-03, 1.592e-02, 1.780e-02, 5.828e-03,\n",
       "        1.329e-02, 1.976e-03, 1.534e+01, 2.246e+01, 9.719e+01, 7.259e+02,\n",
       "        9.711e-02, 1.824e-01, 1.564e-01, 6.019e-02, 2.350e-01, 7.014e-02],\n",
       "       [1.422e+01, 2.312e+01, 9.437e+01, 6.099e+02, 1.075e-01, 2.413e-01,\n",
       "        1.981e-01, 6.618e-02, 2.384e-01, 7.542e-02, 2.860e-01, 2.110e+00,\n",
       "        2.112e+00, 3.172e+01, 7.970e-03, 1.354e-01, 1.166e-01, 1.666e-02,\n",
       "        5.113e-02, 1.172e-02, 1.574e+01, 3.718e+01, 1.064e+02, 7.624e+02,\n",
       "        1.533e-01, 9.327e-01, 8.488e-01, 1.772e-01, 5.166e-01, 1.446e-01],\n",
       "       [1.356e+01, 1.390e+01, 8.859e+01, 5.613e+02, 1.051e-01, 1.192e-01,\n",
       "        7.860e-02, 4.451e-02, 1.962e-01, 6.303e-02, 2.569e-01, 4.981e-01,\n",
       "        2.011e+00, 2.103e+01, 5.851e-03, 2.314e-02, 2.544e-02, 8.360e-03,\n",
       "        1.842e-02, 2.918e-03, 1.498e+01, 1.713e+01, 1.011e+02, 6.866e+02,\n",
       "        1.376e-01, 2.698e-01, 2.577e-01, 9.090e-02, 3.065e-01, 8.177e-02],\n",
       "       [1.350e+01, 1.271e+01, 8.569e+01, 5.662e+02, 7.376e-02, 3.614e-02,\n",
       "        2.758e-03, 4.419e-03, 1.365e-01, 5.335e-02, 2.244e-01, 6.864e-01,\n",
       "        1.509e+00, 2.039e+01, 3.338e-03, 3.746e-03, 2.030e-03, 3.242e-03,\n",
       "        1.480e-02, 1.566e-03, 1.497e+01, 1.694e+01, 9.548e+01, 6.987e+02,\n",
       "        9.023e-02, 5.836e-02, 1.379e-02, 2.210e-02, 2.267e-01, 6.192e-02],\n",
       "       [1.411e+01, 1.288e+01, 9.003e+01, 6.165e+02, 9.309e-02, 5.306e-02,\n",
       "        1.765e-02, 2.733e-02, 1.373e-01, 5.700e-02, 2.571e-01, 1.081e+00,\n",
       "        1.558e+00, 2.392e+01, 6.692e-03, 1.132e-02, 5.717e-03, 6.627e-03,\n",
       "        1.416e-02, 2.476e-03, 1.553e+01, 1.800e+01, 9.840e+01, 7.499e+02,\n",
       "        1.281e-01, 1.109e-01, 5.307e-02, 5.890e-02, 2.100e-01, 7.083e-02],\n",
       "       [1.366e+01, 1.913e+01, 8.946e+01, 5.753e+02, 9.057e-02, 1.147e-01,\n",
       "        9.657e-02, 4.812e-02, 1.848e-01, 6.181e-02, 2.244e-01, 8.950e-01,\n",
       "        1.804e+00, 1.936e+01, 3.980e-03, 2.809e-02, 3.669e-02, 1.274e-02,\n",
       "        1.581e-02, 3.956e-03, 1.514e+01, 2.550e+01, 1.014e+02, 7.088e+02,\n",
       "        1.147e-01, 3.167e-01, 3.660e-01, 1.407e-01, 2.744e-01, 8.839e-02],\n",
       "       [1.490e+01, 2.253e+01, 1.021e+02, 6.850e+02, 9.947e-02, 2.225e-01,\n",
       "        2.733e-01, 9.711e-02, 2.041e-01, 6.898e-02, 2.530e-01, 8.749e-01,\n",
       "        3.466e+00, 2.419e+01, 6.965e-03, 6.213e-02, 7.926e-02, 2.234e-02,\n",
       "        1.499e-02, 5.784e-03, 1.635e+01, 2.757e+01, 1.254e+02, 8.327e+02,\n",
       "        1.419e-01, 7.090e-01, 9.019e-01, 2.475e-01, 2.866e-01, 1.155e-01],\n",
       "       [1.480e+01, 1.766e+01, 9.588e+01, 6.748e+02, 9.179e-02, 8.890e-02,\n",
       "        4.069e-02, 2.260e-02, 1.893e-01, 5.886e-02, 2.204e-01, 6.221e-01,\n",
       "        1.482e+00, 1.975e+01, 4.796e-03, 1.171e-02, 1.758e-02, 6.897e-03,\n",
       "        2.254e-02, 1.971e-03, 1.643e+01, 2.274e+01, 1.059e+02, 8.295e+02,\n",
       "        1.226e-01, 1.881e-01, 2.060e-01, 8.308e-02, 3.600e-01, 7.285e-02],\n",
       "       [1.390e+01, 1.662e+01, 8.897e+01, 5.994e+02, 6.828e-02, 5.319e-02,\n",
       "        2.224e-02, 1.339e-02, 1.813e-01, 5.536e-02, 1.555e-01, 5.762e-01,\n",
       "        1.392e+00, 1.403e+01, 3.308e-03, 1.315e-02, 9.904e-03, 4.832e-03,\n",
       "        1.316e-02, 2.095e-03, 1.514e+01, 2.180e+01, 1.012e+02, 7.189e+02,\n",
       "        9.384e-02, 2.006e-01, 1.384e-01, 6.222e-02, 2.679e-01, 7.698e-02],\n",
       "       [1.370e+01, 1.764e+01, 8.776e+01, 5.711e+02, 9.950e-02, 7.957e-02,\n",
       "        4.548e-02, 3.160e-02, 1.732e-01, 6.088e-02, 2.431e-01, 9.462e-01,\n",
       "        1.564e+00, 2.064e+01, 3.245e-03, 8.186e-03, 1.698e-02, 9.233e-03,\n",
       "        1.285e-02, 1.524e-03, 1.496e+01, 2.353e+01, 9.578e+01, 6.865e+02,\n",
       "        1.199e-01, 1.346e-01, 1.742e-01, 9.077e-02, 2.518e-01, 6.960e-02],\n",
       "       [1.546e+01, 2.395e+01, 1.038e+02, 7.313e+02, 1.183e-01, 1.870e-01,\n",
       "        2.030e-01, 8.520e-02, 1.807e-01, 7.083e-02, 3.331e-01, 1.961e+00,\n",
       "        2.937e+00, 3.252e+01, 9.538e-03, 4.940e-02, 6.019e-02, 2.041e-02,\n",
       "        2.105e-02, 6.000e-03, 1.711e+01, 3.633e+01, 1.177e+02, 9.094e+02,\n",
       "        1.732e-01, 4.967e-01, 5.911e-01, 2.163e-01, 3.013e-01, 1.067e-01],\n",
       "       [1.371e+01, 1.868e+01, 8.873e+01, 5.710e+02, 9.916e-02, 1.070e-01,\n",
       "        5.385e-02, 3.783e-02, 1.714e-01, 6.843e-02, 3.191e-01, 1.249e+00,\n",
       "        2.284e+00, 2.645e+01, 6.739e-03, 2.251e-02, 2.086e-02, 1.352e-02,\n",
       "        1.870e-02, 3.747e-03, 1.511e+01, 2.563e+01, 9.943e+01, 7.019e+02,\n",
       "        1.425e-01, 2.566e-01, 1.935e-01, 1.284e-01, 2.849e-01, 9.031e-02],\n",
       "       [1.447e+01, 2.499e+01, 9.581e+01, 6.564e+02, 8.837e-02, 1.230e-01,\n",
       "        1.009e-01, 3.890e-02, 1.872e-01, 6.341e-02, 2.542e-01, 1.079e+00,\n",
       "        2.615e+00, 2.311e+01, 7.138e-03, 4.653e-02, 3.829e-02, 1.162e-02,\n",
       "        2.068e-02, 6.111e-03, 1.622e+01, 3.173e+01, 1.135e+02, 8.089e+02,\n",
       "        1.340e-01, 4.202e-01, 4.040e-01, 1.205e-01, 3.187e-01, 1.023e-01],\n",
       "       [1.474e+01, 2.542e+01, 9.470e+01, 6.686e+02, 8.275e-02, 7.214e-02,\n",
       "        4.105e-02, 3.027e-02, 1.840e-01, 5.680e-02, 3.031e-01, 1.385e+00,\n",
       "        2.177e+00, 2.741e+01, 4.775e-03, 1.172e-02, 1.947e-02, 1.269e-02,\n",
       "        1.870e-02, 2.626e-03, 1.651e+01, 3.229e+01, 1.074e+02, 8.264e+02,\n",
       "        1.060e-01, 1.376e-01, 1.611e-01, 1.095e-01, 2.722e-01, 6.956e-02]])"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "breast_cancer_segments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(33, 30)"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "breast_cancer_segments.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "------------"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
   ],
   "window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}