Quantum_knn_classfier.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Quantum_knn_classfier.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/pinkett35/Quantum-KNN/blob/main/Quantum_knn_classfier.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "oKYdpbh5Ggut"
      },
      "source": [
        "pip install qiskit"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gIa_a_VMP58j"
      },
      "source": [
        "##Importing libraries \n",
        "import numpy as np\n",
        "from keras.datasets import mnist\n",
        "from qiskit import *\n",
        "from matplotlib import pyplot as plt \n",
        "import tensorflow as tf\n",
        "import collections\n",
        "from qiskit.circuit import QuantumRegister,ClassicalRegister,QuantumCircuit\n",
        "from qiskit.extensions import UnitaryGate\n"
      ],
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "2Mabf_WUX091"
      },
      "source": [
        "Step #1 Load data set as quantum information"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "lsxWeJzFQYCe",
        "outputId": "bfa1f917-0088-4bac-aadc-b6138ad495b8"
      },
      "source": [
        "#Global variables \n",
        "orig_img_size = 28\n",
        "img_size = 16\n",
        "interest_num = [0, 1]\n",
        "#Loading the dataset \n",
        "\n",
        "(x_train, y_train), (x_test, y_test) = tf.keras.datasets.mnist.load_data()\n",
        "\n",
        "# Rescale the images from [0,255] to the [0.0,1.0] range.\n",
        "x_train, x_test = x_train[..., np.newaxis]/255.0, x_test[..., np.newaxis]/255.0\n",
        "\n",
        "def filter_36(x, y):\n",
        "    keep = (y == 3) | (y == 6)\n",
        "    x, y = x[keep], y[keep]\n",
        "    y = y == 3\n",
        "    return x,y\n",
        "\n",
        "x_train, y_train = filter_36(x_train, y_train)\n",
        "x_test, y_test = filter_36(x_test, y_test)\n",
        "\n",
        "#print(\"Number of filtered training examples:\", len(x_train))\n",
        "#print(\"Number of filtered test examples:\", len(x_test))\n",
        "\n",
        "print(y_train[0])\n",
        "\n",
        "plt.imshow(x_train[0, :, :, 0])\n",
        "plt.colorbar()\n",
        "\n",
        "x_train_small = tf.image.resize(x_train, (4,4)).numpy()\n",
        "x_test_small = tf.image.resize(x_test, (4,4)).numpy()\n",
        "\n",
        "print(y_train[0])\n",
        "\n",
        "plt.imshow(x_train_small[0,:,:,0], vmin=0, vmax=1)\n",
        "plt.colorbar()\n",
        "##Tuple of nd.arrays \n",
        "def remove_contradicting(xs, ys):\n",
        "    mapping = collections.defaultdict(set)\n",
        "    orig_x = {}\n",
        "    # Determine the set of labels for each unique image:\n",
        "    for x,y in zip(xs,ys):\n",
        "       orig_x[tuple(x.flatten())] = x\n",
        "       mapping[tuple(x.flatten())].add(y)\n",
        "\n",
        "    new_x = []\n",
        "    new_y = []\n",
        "    for flatten_x in mapping:\n",
        "      x = orig_x[flatten_x]\n",
        "      labels = mapping[flatten_x]\n",
        "      if len(labels) == 1:\n",
        "          new_x.append(x)\n",
        "          new_y.append(next(iter(labels)))\n",
        "      else:\n",
        "          # Throw out images that match more than one label.\n",
        "          pass\n",
        "\n",
        "    num_uniq_3 = sum(1 for value in mapping.values() if len(value) == 1 and True in value)\n",
        "    num_uniq_6 = sum(1 for value in mapping.values() if len(value) == 1 and False in value)\n",
        "    num_uniq_both = sum(1 for value in mapping.values() if len(value) == 2)\n",
        "\n",
        "    #print(\"Number of unique images:\", len(mapping.values()))\n",
        "    #print(\"Number of unique 3s: \", num_uniq_3)\n",
        "    #print(\"Number of unique 6s: \", num_uniq_6)\n",
        "    #print(\"Number of unique contradicting labels (both 3 and 6): \", num_uniq_both)\n",
        "    #print()\n",
        "    #print(\"Initial number of images: \", len(xs))\n",
        "    #print(\"Remaining non-contradicting unique images: \", len(new_x))\n",
        "\n",
        "    #print(\"New x values\", np.array(new_x))\n",
        "    return np.array(new_x), np.array(new_y)\n",
        "\n",
        "\n",
        "x_train_nocon, y_train_nocon = remove_contradicting(x_train_small, y_train)\n",
        "\n",
        "list_of_points = []\n",
        "for datapoint in x_train_nocon:\n",
        "    conv_data_matrix = EncodeUnitaryMatrix(datapoint).get_unitary_gate()\n",
        "    list_of_points.append(conv_data_matrix)\n"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
            " 0.         0.28828891 0.04397628 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.22911391\n",
            " 0.54216063 0.         0.         0.57165054 0.57165054 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.73115098 0.68221568 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.49997559\n",
            " 0.00988094 0.         0.         0.49997559 0.49997559 0.49997559\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.5765896\n",
            " 0.         0.         0.         0.5765896  0.57886861 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.99116683 0.         0.         0.         0.13262091 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.70975042 0.         0.         0.70418375\n",
            " 0.         0.         0.         0.         0.         0.01948334\n",
            " 0.         0.         0.         0.        ]\n",
            "[0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0.]\n",
            "[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0.]\n",
            "[0.         0.         0.         0.         0.         0.74724634\n",
            " 0.66454714 0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.65129817 0.         0.         0.71050709\n",
            " 0.         0.         0.         0.         0.26644017 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.93472552\n",
            " 0.0221674  0.         0.         0.         0.35467846 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.57734726 0.         0.         0.         0.57962927 0.\n",
            " 0.         0.57506526 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.89157886 0.         0.45286548 0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.72667437 0.         0.         0.         0.68698207 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.67567307 0.         0.         0.73683313\n",
            " 0.         0.         0.         0.         0.         0.02329907\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.64647483\n",
            " 0.34119505 0.         0.         0.         0.68239009 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.21517753 0.         0.         0.\n",
            " 0.         0.         0.         0.97657495 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.77219343 0.         0.         0.         0.63538752 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.6089559  0.         0.79320408 0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.99330738 0.         0.         0.         0.11550086 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.70962071 0.         0.         0.03160254\n",
            " 0.         0.         0.         0.         0.70387479 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.65683379 0.         0.         0.2189446  0.65944027 0.\n",
            " 0.         0.2815002  0.08080098 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.99256332 0.         0.         0.         0.12172946 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.94102212 0.         0.         0.         0.33834504 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.97460407\n",
            " 0.20117974 0.         0.         0.         0.09835454 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.80168459\n",
            " 0.         0.         0.         0.59774729 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.41478708 0.         0.         0.67874248\n",
            " 0.         0.         0.         0.         0.60602007 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.52820395 0.         0.         0.         0.12442137\n",
            " 0.         0.         0.         0.59393599 0.59393599 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.1342866\n",
            " 0.         0.         0.         0.         0.99094254 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.87554378 0.         0.         0.         0.         0.\n",
            " 0.01389752 0.48293886 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.67653756\n",
            " 0.73640813 0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.09004799 0.         0.         0.         0.31781641\n",
            " 0.         0.         0.         0.66741445 0.         0.66741445\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.12137001 0.08613355 0.         0.         0.19575808\n",
            " 0.         0.         0.01566065 0.89657198 0.36802518 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.25082088 0.         0.         0.         0.57286251 0.\n",
            " 0.         0.78033162 0.         0.        ]\n",
            "[0.         0.         0.84609607 0.         0.         0.\n",
            " 0.33612034 0.         0.         0.0811325  0.4056625  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.6741858  0.         0.         0.\n",
            " 0.         0.         0.         0.7166765  0.17846095 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.12846044\n",
            " 0.         0.         0.         0.         0.99171463 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.57481985 0.         0.         0.57481985\n",
            " 0.         0.         0.         0.57481985 0.09352228 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.34127631 0.         0.         0.         0.\n",
            " 0.         0.         0.         0.06398931 0.27728701 0.8958503\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.62003188 0.         0.         0.         0.70371715\n",
            " 0.02282326 0.         0.         0.34615276 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.50289088 0.         0.         0.         0.53911607\n",
            " 0.         0.         0.         0.53272339 0.41552425 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.19464384 0.         0.         0.         0.46927828\n",
            " 0.66125574 0.         0.         0.55193524 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.64608557 0.         0.         0.         0.37557009\n",
            " 0.         0.         0.         0.66447012 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.36241759 0.         0.         0.         0.64772502\n",
            " 0.         0.         0.         0.65029536 0.16193126 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.65494103 0.         0.         0.         0.35605923\n",
            " 0.         0.         0.         0.65494103 0.07796917 0.09616198\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.53402468 0.         0.         0.         0.52983625\n",
            " 0.39161811 0.         0.         0.52983625 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.57971391 0.\n",
            " 0.81482009 0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.60958142\n",
            " 0.         0.         0.         0.78825187 0.0840802  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.47628315 0.         0.         0.\n",
            " 0.         0.         0.         0.         0.87929197 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.58362431 0.         0.         0.80565528 0.10149988 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.71372738 0.         0.         0.         0.66859048\n",
            " 0.         0.         0.         0.         0.20875822 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.17760942\n",
            " 0.67814501 0.         0.         0.         0.67814501 0.\n",
            " 0.         0.         0.22066624 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.49488177\n",
            " 0.         0.         0.         0.56742988 0.65811501 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.94070246 0.         0.         0.         0.30489172 0.\n",
            " 0.         0.         0.14872767 0.        ]\n",
            "[0.         0.55436885 0.         0.         0.         0.55217767\n",
            " 0.39441263 0.         0.         0.46233924 0.13585324 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.26546947 0.         0.         0.         0.64130265\n",
            " 0.         0.         0.         0.65919946 0.28933189 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.70710678 0.70710678 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.62553827 0.         0.         0.         0.14067129\n",
            " 0.         0.         0.         0.76022353 0.10475522 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.73691323 0.         0.         0.         0.         0.\n",
            " 0.         0.67598734 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.60075491 0.         0.         0.         0.60075491 0.\n",
            " 0.         0.52743443 0.         0.        ]\n",
            "[0.         0.5765896  0.         0.         0.         0.\n",
            " 0.         0.         0.         0.5765896  0.57886861 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.16983535 0.         0.         0.48233241\n",
            " 0.         0.         0.         0.85936686 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.16933846 0.         0.         0.         0.52889272\n",
            " 0.         0.         0.         0.58920504 0.58688534 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.40116954 0.         0.         0.         0.\n",
            " 0.91600382 0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.26041094 0.53775917 0.         0.         0.42978391\n",
            " 0.26041094 0.         0.         0.535642   0.32180865 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.65980118 0.         0.         0.         0.75144022 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.18750811 0.         0.         0.86594654\n",
            " 0.         0.         0.         0.         0.46365644 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.44899779 0.         0.         0.22790039\n",
            " 0.         0.         0.         0.86398055 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.99854227\n",
            " 0.         0.         0.         0.         0.05397526 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.85566091 0.         0.         0.         0.51753686 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.78633944\n",
            " 0.         0.         0.         0.35165491 0.50794597 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.6407974  0.         0.         0.         0.58277244\n",
            " 0.         0.         0.         0.43140299 0.25228245 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.71240324\n",
            " 0.70177035 0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.56105569 0.         0.         0.         0.26123228\n",
            " 0.3176347  0.         0.         0.71838876 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.40900244 0.         0.         0.         0.64525848\n",
            " 0.         0.         0.         0.64525848 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0.]\n",
            "[0.         0.         0.78661003 0.         0.         0.23444065\n",
            " 0.         0.         0.         0.24677963 0.51515247 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.47677317 0.         0.         0.         0.\n",
            " 0.45057685 0.         0.         0.66538672 0.35627007 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.15601243\n",
            " 0.49533944 0.         0.         0.49338929 0.49338929 0.\n",
            " 0.         0.49338929 0.         0.        ]\n",
            "[0.         0.         0.36986485 0.         0.         0.\n",
            " 0.         0.         0.         0.65696271 0.65696271 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.06718658 0.         0.         0.69706071\n",
            " 0.         0.         0.         0.71385736 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.45433881 0.         0.         0.         0.15388895\n",
            " 0.62044115 0.         0.         0.62044115 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.15287847\n",
            " 0.61410505 0.         0.         0.65556362 0.         0.\n",
            " 0.         0.41199454 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.45692862\n",
            " 0.         0.         0.         0.88925333 0.02108901 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.43059755 0.         0.         0.12884022\n",
            " 0.         0.         0.         0.86119509 0.23733724 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.68442933 0.         0.         0.14933004 0.35673286 0.\n",
            " 0.         0.61806043 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.81135253\n",
            " 0.         0.         0.         0.58455715 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.3778537  0.         0.         0.\n",
            " 0.         0.         0.         0.88283573 0.2789761  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.12985131 0.         0.         0.64161822\n",
            " 0.         0.         0.         0.64161822 0.39973835 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.32136809 0.         0.         0.54842164\n",
            " 0.         0.         0.         0.77198203 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.76430368\n",
            " 0.         0.         0.         0.64419882 0.02911633 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
            "[0.         0.         0.40778218 0.         0.         0.\n",
            " 0.         0.         0.         0.59754222 0.6904035  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.20554659 0.         0.         0.6906365  0.69337712 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.59101869 0.         0.         0.         0.593364   0.\n",
            " 0.         0.54645776 0.         0.        ]\n",
            "[0.         0.         0.36045886 0.         0.         0.28150121\n",
            " 0.         0.         0.         0.86510125 0.20597649 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.80309802 0.         0.         0.\n",
            " 0.         0.         0.         0.         0.59584693 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.6164885  0.         0.         0.6164885\n",
            " 0.         0.         0.         0.48977941 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.54093255 0.         0.         0.\n",
            " 0.         0.         0.         0.62698999 0.56060282 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.33197293\n",
            " 0.         0.         0.         0.94328891 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.41001672\n",
            " 0.         0.         0.         0.         0.91207801 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.85454443 0.         0.         0.10132938\n",
            " 0.         0.         0.         0.37829635 0.34114225 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.35879572\n",
            " 0.55232794 0.         0.         0.         0.51101207 0.\n",
            " 0.         0.55232794 0.         0.        ]\n",
            "[0.         0.         0.37431729 0.         0.         0.\n",
            " 0.         0.         0.         0.6557006  0.6557006  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.53407125 0.80110684 0.\n",
            " 0.         0.27017722 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.31133392 0.         0.         0.27560708 0.64308317 0.\n",
            " 0.         0.64308317 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.60075491\n",
            " 0.60075491 0.         0.         0.52743443 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.60116376 0.         0.         0.         0.43092271 0.\n",
            " 0.         0.67298421 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.35210819\n",
            " 0.23713409 0.         0.         0.         0.         0.90542103\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.48191007 0.         0.         0.60976376\n",
            " 0.         0.         0.         0.58025906 0.24341376 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.62330587 0.         0.         0.\n",
            " 0.         0.         0.         0.62823319 0.46563167 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.5939315  0.         0.         0.01402988 0.54248862 0.\n",
            " 0.         0.5939315  0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.11584697 0.         0.         0.         0.63302096 0.\n",
            " 0.         0.76541749 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.79924417 0.         0.         0.         0.60100645 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.3441236  0.         0.         0.51198878\n",
            " 0.         0.         0.         0.70783147 0.3441236  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.5357808  0.         0.         0.55831364\n",
            " 0.         0.         0.         0.63342309 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.32390014 0.         0.         0.\n",
            " 0.         0.         0.         0.83949627 0.43627367 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.98205281\n",
            " 0.         0.         0.         0.         0.18860616 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.398301   0.         0.         0.         0.60831423\n",
            " 0.25829216 0.         0.         0.60831423 0.1858738  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.61503181 0.         0.         0.         0.7885023  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.68030779 0.         0.         0.         0.\n",
            " 0.67227266 0.         0.         0.         0.29194311 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.73969603 0.         0.         0.         0.44442644 0.\n",
            " 0.         0.         0.50530677 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.97952446 0.         0.         0.         0.20132519 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.76822127 0.         0.         0.\n",
            " 0.         0.         0.         0.64018441 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.77245877 0.         0.         0.         0.         0.63506492\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.64247552 0.         0.         0.\n",
            " 0.         0.         0.         0.74562525 0.17682812 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.47956672 0.         0.         0.         0.\n",
            " 0.62541432 0.         0.         0.         0.61552635 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.57577548 0.         0.         0.13404297 0.77074706 0.\n",
            " 0.         0.23762163 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.10148424 0.         0.         0.10148424 0.79087722 0.\n",
            " 0.59490766 0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.41841092 0.         0.         0.90825784 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.4428407  0.         0.         0.84575313 0.29764703 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.99985267 0.         0.         0.         0.01716485 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.48417408\n",
            " 0.         0.         0.         0.         0.87497169 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.54409231\n",
            " 0.         0.         0.         0.54409231 0.45376869 0.\n",
            " 0.         0.         0.44946757 0.        ]\n",
            "[0.         0.10182698 0.00783285 0.         0.         0.\n",
            " 0.99477129 0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.49312179 0.         0.         0.         0.07876251 0.\n",
            " 0.         0.86638754 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.25477438 0.         0.         0.12507106 0.         0.\n",
            " 0.         0.95887812 0.         0.        ]\n",
            "[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0.]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.80453479 0.         0.         0.         0.59390552 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.79661847 0.         0.         0.\n",
            " 0.         0.         0.         0.58467412 0.15347696 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.22451725\n",
            " 0.         0.         0.         0.74445192 0.         0.\n",
            " 0.         0.59969739 0.18906716 0.        ]\n",
            "[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0.]\n",
            "[0.         0.         0.65954245 0.         0.         0.29855831\n",
            " 0.         0.         0.         0.0244275  0.68939828 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.58720672\n",
            " 0.00924735 0.         0.         0.         0.55946468 0.\n",
            " 0.         0.58489489 0.         0.        ]\n",
            "[0.         0.71245793 0.         0.         0.         0.\n",
            " 0.5497707  0.         0.         0.43476765 0.         0.03365943\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.99208347 0.12558019 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.25410878\n",
            " 0.62907416 0.         0.         0.31608652 0.66316192 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.55281434\n",
            " 0.28842489 0.         0.         0.55281434 0.         0.\n",
            " 0.         0.         0.55281434 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.         0.         0.26311742\n",
            " 0.         0.96476382 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.63203745\n",
            " 0.38798338 0.00938669 0.         0.         0.         0.\n",
            " 0.         0.57571729 0.34417881 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.5680747\n",
            " 0.53437535 0.         0.         0.         0.14442577 0.\n",
            " 0.         0.60899533 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.99937284 0.03541085 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.76350074 0.64580696 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.77817152 0.62805182 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0.]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.70710678 0.         0.         0.         0.         0.\n",
            " 0.         0.         0.70710678 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.6413207  0.         0.         0.         0.59315827 0.\n",
            " 0.         0.         0.48669398 0.        ]\n",
            "[0.         0.24614338 0.         0.         0.         0.63796344\n",
            " 0.         0.         0.         0.63796344 0.35414508 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.69937952 0.         0.         0.         0.7147505  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.57735027 0.57735027 0.57735027\n",
            " 0.         0.         0.         0.        ]\n",
            "[0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
            "[0.         0.         0.         0.         0.         0.9999297\n",
            " 0.         0.         0.         0.         0.         0.01185687\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.0057954  0.         0.         0.         0.\n",
            " 0.         0.22891821 0.         0.         0.73311778 0.64039143\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.80934005 0.         0.         0.5703617\n",
            " 0.         0.         0.         0.14020064 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.68758022 0.         0.         0.\n",
            " 0.         0.         0.         0.         0.72610842 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.69088043\n",
            " 0.21299872 0.         0.         0.69088043 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.42869544\n",
            " 0.         0.         0.         0.90344907 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.96991834\n",
            " 0.         0.         0.         0.2434305  0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.91171802 0.         0.         0.         0.12262874 0.\n",
            " 0.         0.27724758 0.27724758 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.73583468 0.         0.         0.         0.         0.\n",
            " 0.         0.11665672 0.66703713 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.76786192 0.         0.         0.         0.         0.\n",
            " 0.         0.2497112  0.5899427  0.        ]\n",
            "[0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0.]\n",
            "[0.         0.70710678 0.         0.         0.         0.\n",
            " 0.         0.         0.         0.         0.70710678 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.08597258 0.         0.         0.         0.70442048\n",
            " 0.         0.         0.         0.70442048 0.01386655 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.13650543 0.99063932 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.52879733 0.         0.         0.         0.49956732\n",
            " 0.28698548 0.         0.         0.62180187 0.04251637 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.22078309 0.         0.         0.\n",
            " 0.         0.         0.         0.64701709 0.72981074 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.62837585 0.         0.         0.         0.5921234  0.\n",
            " 0.         0.50451331 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.69830112 0.         0.         0.         0.         0.\n",
            " 0.         0.15732476 0.69830112 0.        ]\n",
            "[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0.]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.4426543  0.         0.         0.         0.         0.\n",
            " 0.         0.04166158 0.895724   0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.99992442 0.         0.         0.         0.01229415 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.70485845 0.         0.         0.         0.         0.\n",
            " 0.         0.         0.70934799 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.71567186 0.         0.         0.         0.28457818 0.\n",
            " 0.         0.03662888 0.6367789  0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.84084962 0.         0.         0.         0.24206277 0.\n",
            " 0.         0.48412553 0.         0.        ]\n",
            "[0.         0.92440485 0.         0.         0.         0.03288397\n",
            " 0.37999251 0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.03463593\n",
            " 0.67540063 0.         0.         0.         0.         0.\n",
            " 0.7360135  0.03030644 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.48614133 0.         0.         0.         0.61792662 0.\n",
            " 0.         0.61792662 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.43839114\n",
            " 0.         0.         0.         0.68890034 0.57726037 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.69857121 0.         0.         0.         0.71554054 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0.]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.87167542 0.         0.         0.         0.49008363 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.46260599 0.         0.         0.\n",
            " 0.         0.         0.         0.48914899 0.73941123 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.69558729 0.         0.         0.27883456\n",
            " 0.         0.         0.         0.65061398 0.12292707 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.5769403\n",
            " 0.38538701 0.         0.         0.5769403  0.43099494 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.10366816 0.         0.         0.69021166\n",
            " 0.         0.         0.         0.69021166 0.19096766 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.73777376 0.         0.         0.         0.67504806 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.17494542\n",
            " 0.         0.         0.         0.         0.80246701 0.\n",
            " 0.         0.57047419 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.86167143\n",
            " 0.         0.         0.         0.5074666  0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.09986721\n",
            " 0.         0.         0.         0.63988988 0.76194979 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.05973464\n",
            " 0.60212518 0.         0.         0.         0.52088607 0.\n",
            " 0.         0.60212518 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.04803628\n",
            " 0.         0.         0.         0.86808416 0.49408745 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.93485313\n",
            " 0.         0.         0.         0.35472689 0.         0.01478029\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.39157821 0.         0.         0.19752175\n",
            " 0.         0.         0.         0.19752175 0.87671935 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.         0.33399274 0.\n",
            " 0.         0.89921125 0.28260924 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.21693046 0.         0.         0.         0.         0.\n",
            " 0.         0.97618706 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.71997674 0.         0.6939982\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.02463877\n",
            " 0.6926232  0.         0.         0.19984781 0.6926232  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.34040878\n",
            " 0.         0.         0.         0.64569602 0.68351921 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.806626   0.59106217 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.01664126 0.         0.         0.85979853\n",
            " 0.11094175 0.         0.         0.49369077 0.06656505 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.11288711 0.         0.         0.\n",
            " 0.         0.         0.         0.3896426  0.91402141 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.77412789 0.         0.         0.\n",
            " 0.         0.         0.         0.19434173 0.60245937 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.64384434\n",
            " 0.09355004 0.         0.         0.62458404 0.43198105 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.55740521 0.         0.         0.\n",
            " 0.         0.         0.         0.23799324 0.79539842 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.54592082 0.         0.         0.         0.83783678 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.12403473 0.         0.         0.         0.         0.\n",
            " 0.         0.99227788 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.59260171\n",
            " 0.         0.         0.         0.59260171 0.54556983 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.08421784\n",
            " 0.75472143 0.         0.         0.         0.59924235 0.\n",
            " 0.         0.25265353 0.01943489 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.01460628\n",
            " 0.         0.         0.         0.68357379 0.05842511 0.72739262\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.76123655 0.         0.         0.         0.         0.\n",
            " 0.         0.64812109 0.02140022 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.83435666\n",
            " 0.         0.         0.         0.53754996 0.12202054 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.73062212 0.         0.         0.         0.0750837  0.\n",
            " 0.         0.67864111 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.19316935\n",
            " 0.         0.         0.         0.95448383 0.22725806 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.4720453  0.         0.         0.48253519\n",
            " 0.         0.         0.         0.73778928 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.7047928  0.         0.         0.         0.08078653 0.\n",
            " 0.         0.7047928  0.00278574 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.70710678\n",
            " 0.         0.         0.         0.         0.70710678 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.53911371 0.         0.         0.26372229\n",
            " 0.         0.         0.         0.59512552 0.53444606 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.63275576 0.         0.         0.         0.77435144 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.6904265  0.         0.         0.23291497\n",
            " 0.         0.         0.         0.68488091 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.67897006 0.         0.         0.         0.70726047 0.\n",
            " 0.         0.02829042 0.19488955 0.        ]\n",
            "[0.         0.         0.59701384 0.         0.         0.52208498\n",
            " 0.         0.         0.         0.60909913 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.99980631 0.         0.         0.         0.01968123 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.21127458 0.         0.         0.         0.         0.\n",
            " 0.         0.85872892 0.46684868 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.02418647 0.         0.         0.         0.99970746 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.38019813\n",
            " 0.         0.         0.         0.         0.92490506 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.84365679 0.         0.         0.         0.20341132 0.\n",
            " 0.         0.49685718 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.98233857 0.         0.18711211 0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.36837599 0.         0.         0.49330352\n",
            " 0.         0.         0.         0.78800429 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.97700108\n",
            " 0.         0.         0.         0.21323436 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.18411732 0.         0.         0.5426616  0.06137244 0.\n",
            " 0.         0.8172225  0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.35283255 0.         0.         0.         0.32497736 0.\n",
            " 0.         0.87743883 0.         0.        ]\n",
            "[0.         0.         0.71717941 0.         0.         0.65788505\n",
            " 0.         0.         0.         0.20329496 0.10729456 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.99912581 0.         0.         0.         0.04180443 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.00420056 0.         0.         0.47466319\n",
            " 0.53347102 0.         0.         0.47466319 0.5145685  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.6804511  0.         0.         0.\n",
            " 0.         0.         0.         0.73279349 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.99992057\n",
            " 0.         0.         0.         0.         0.01260404 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.73848549 0.         0.         0.         0.         0.\n",
            " 0.         0.67426937 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.97366764\n",
            " 0.         0.         0.         0.21166688 0.08466675 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.70562283 0.         0.         0.         0.70858763 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.47164952 0.         0.         0.\n",
            " 0.         0.         0.         0.6247504  0.62228103 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.70571072 0.         0.         0.70850009\n",
            " 0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.62817895 0.         0.         0.44869926\n",
            " 0.         0.         0.         0.63565728 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.49149438 0.         0.         0.         0.02368648 0.\n",
            " 0.         0.01184324 0.87047801 0.        ]\n",
            "[0.         0.         0.33003135 0.         0.         0.52504989\n",
            " 0.         0.         0.         0.19801882 0.75907211 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.         0.84920535 0.\n",
            " 0.         0.10356163 0.51780813 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.69474564\n",
            " 0.         0.         0.         0.38169822 0.60961871 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.20253536 0.         0.         0.\n",
            " 0.69245196 0.         0.         0.         0.69245196 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.36779033 0.         0.91226423\n",
            " 0.         0.18028938 0.         0.        ]\n",
            "[0.         0.         0.40131778 0.         0.         0.36118601\n",
            " 0.         0.         0.         0.50030949 0.6768893  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.29247758 0.         0.         0.\n",
            " 0.67618669 0.         0.         0.         0.67618669 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.23892939 0.         0.         0.68420688\n",
            " 0.         0.         0.         0.0814532  0.68420688 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.26644557 0.         0.         0.03806365\n",
            " 0.         0.         0.         0.4013985  0.87546397 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.57735027 0.         0.         0.\n",
            " 0.57735027 0.         0.         0.         0.57735027 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.34842672 0.         0.         0.\n",
            " 0.66279666 0.         0.         0.         0.66279666 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.53093253 0.         0.         0.36888085\n",
            " 0.         0.         0.         0.53946157 0.53946157 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.57732922 0.         0.         0.\n",
            " 0.57504729 0.         0.07302188 0.         0.57504729 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.37847721 0.         0.         0.653262\n",
            " 0.         0.         0.         0.         0.653262   0.05703081\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.06267859 0.         0.         0.5850002\n",
            " 0.06035716 0.         0.         0.58732163 0.5525002  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.23194063 0.         0.         0.         0.68782394 0.\n",
            " 0.         0.68782394 0.         0.        ]\n",
            "[0.         0.         0.30211963 0.         0.         0.48522242\n",
            " 0.         0.         0.         0.5790626  0.58135139 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.55647706 0.         0.         0.57231178\n",
            " 0.         0.         0.         0.18775446 0.57231178 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.66698505 0.         0.         0.         0.7450711  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.3553034  0.         0.         0.\n",
            " 0.66096879 0.         0.         0.         0.66096879 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.53247281 0.         0.         0.47818147\n",
            " 0.         0.         0.         0.49906275 0.48862211 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.63953231 0.         0.         0.         0.76876422 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.06970227 0.         0.         0.\n",
            " 0.         0.         0.         0.70538698 0.70538698 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.         0.         0.\n",
            " 0.         0.11684125 0.9931506  0.        ]\n",
            "[0.         0.61024476 0.         0.         0.         0.\n",
            " 0.49929117 0.         0.         0.61506883 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.57571116 0.         0.         0.56433347\n",
            " 0.         0.         0.         0.13653229 0.57571116 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.70332368\n",
            " 0.04744644 0.         0.         0.70611464 0.06698321 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.57091122 0.         0.         0.57091122\n",
            " 0.         0.         0.         0.14893337 0.57091122 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.42157607 0.         0.         0.64119951\n",
            " 0.         0.         0.         0.         0.64119951 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.61802429 0.         0.         0.\n",
            " 0.49199582 0.         0.         0.         0.61317704 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.13515866\n",
            " 0.70061835 0.         0.         0.         0.70061835 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.70477724 0.         0.         0.08110532 0.70477724 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.47237739 0.         0.         0.\n",
            " 0.62324137 0.         0.         0.         0.62324137 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.35501093 0.         0.         0.         0.93486215\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.52350273 0.         0.         0.\n",
            " 0.         0.         0.         0.58248895 0.62181309 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.67096952 0.         0.         0.31559436\n",
            " 0.         0.         0.         0.67096952 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.05915052 0.57785505 0.         0.         0.\n",
            " 0.57558003 0.         0.         0.         0.57558003 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.28502346 0.         0.         0.         0.61076455\n",
            " 0.         0.         0.         0.73873425 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.88378792 0.46788772 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.60858271 0.         0.         0.         0.48399098\n",
            " 0.         0.         0.         0.60858271 0.15813567 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.05768158 0.         0.         0.         0.99833503 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.24949113 0.         0.         0.\n",
            " 0.         0.         0.         0.68338873 0.68610059 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.40434309 0.         0.         0.52029441\n",
            " 0.         0.         0.         0.75219704 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.51933697 0.         0.         0.         0.\n",
            " 0.         0.         0.         0.52993568 0.67036863 0.00794904\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.68330453 0.         0.         0.         0.\n",
            " 0.70010709 0.         0.         0.20723171 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.86412311\n",
            " 0.         0.         0.         0.50328049 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.63238162 0.         0.         0.         0.\n",
            " 0.07837208 0.         0.         0.63238162 0.44050516 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.57871528 0.         0.         0.         0.         0.\n",
            " 0.         0.31620525 0.75173324 0.        ]\n",
            "[0.         0.41721397 0.         0.         0.         0.\n",
            " 0.         0.         0.         0.60854774 0.67498308 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.68008329 0.         0.         0.         0.4992675\n",
            " 0.17271958 0.         0.         0.39401653 0.32115044 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.35374334 0.         0.         0.53061499\n",
            " 0.         0.         0.         0.53924288 0.55002773 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.56740353 0.         0.         0.         0.\n",
            " 0.54263592 0.         0.         0.26794056 0.55839713 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.08493386\n",
            " 0.97673934 0.         0.         0.         0.         0.\n",
            " 0.         0.19689212 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.74217481 0.         0.         0.         0.         0.\n",
            " 0.         0.67020635 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.94565068 0.         0.         0.         0.32518424 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.        0.        0.        0.        0.        0.6514671 0.\n",
            " 0.        0.        0.6514671 0.3888203 0.        0.        0.\n",
            " 0.        0.       ]\n",
            "[0.         0.         0.         0.         0.         0.08148763\n",
            " 0.         0.         0.         0.51114969 0.8556201  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.82682828\n",
            " 0.         0.         0.         0.56211253 0.01960858 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.78783474 0.         0.         0.         0.61588669\n",
            " 0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.44806269 0.         0.         0.         0.67611853 0.\n",
            " 0.         0.58489619 0.         0.        ]\n",
            "[0.         0.24433057 0.         0.         0.         0.32194144\n",
            " 0.72724272 0.         0.         0.         0.5547741  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.60179482 0.         0.         0.         0.51789074\n",
            " 0.56707589 0.         0.         0.20252711 0.         0.08390408\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.95237563 0.         0.         0.\n",
            " 0.         0.         0.         0.3049273  0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.50550154 0.         0.         0.\n",
            " 0.         0.         0.         0.84852046 0.15646476 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.66945125\n",
            " 0.         0.         0.         0.74285599 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.69603498 0.         0.         0.1762686  0.         0.\n",
            " 0.         0.         0.69603498 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.88473819\n",
            " 0.         0.         0.         0.27517449 0.3761879  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.81938596\n",
            " 0.54129132 0.         0.         0.18870707 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.         0.69081282 0.\n",
            " 0.         0.67484027 0.25955396 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.72821956\n",
            " 0.         0.         0.         0.67967159 0.         0.0879932\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.26803679 0.         0.         0.         0.29380955\n",
            " 0.65205102 0.         0.         0.61339188 0.2010276  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.61144751\n",
            " 0.791285   0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.53997769 0.         0.         0.         0.\n",
            " 0.55375263 0.         0.         0.63364728 0.         0.01652993\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.99532008\n",
            " 0.09663302 0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.50258263 0.         0.         0.         0.61131444 0.\n",
            " 0.         0.61131444 0.         0.        ]\n",
            "[0.         0.05144186 0.         0.         0.         0.61240305\n",
            " 0.49727129 0.         0.         0.61240305 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.63918443\n",
            " 0.738213   0.         0.         0.1230355  0.17705109 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.99934705\n",
            " 0.02351405 0.         0.         0.         0.02743306 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.61726583\n",
            " 0.         0.         0.         0.         0.39377302 0.\n",
            " 0.         0.68112091 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.92543084\n",
            " 0.         0.         0.         0.37891657 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.03778997 0.         0.         0.         0.\n",
            " 0.95986522 0.         0.         0.         0.10581192 0.25697181\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.68932442 0.         0.         0.03702982\n",
            " 0.         0.         0.         0.72350579 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.65850208 0.         0.         0.65296845\n",
            " 0.         0.         0.         0.         0.02213453 0.37352011\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.64848348 0.         0.         0.         0.16275665 0.\n",
            " 0.32551329 0.64848348 0.16275665 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.64906672 0.         0.         0.         0.75674598 0.\n",
            " 0.         0.         0.07776836 0.        ]\n",
            "[0.         0.         0.60997949 0.         0.         0.79190319\n",
            " 0.         0.         0.         0.         0.02853705 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
            "[0.         0.         0.51635901 0.         0.         0.37177848\n",
            " 0.         0.         0.         0.7494582  0.18293862 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.08521137\n",
            " 0.         0.         0.         0.99271247 0.08521137 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.03527216\n",
            " 0.         0.         0.         0.99937774 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.6519736\n",
            " 0.04367287 0.         0.         0.         0.5521499  0.\n",
            " 0.         0.5178355  0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.33620637 0.         0.         0.68596944 0.64529932 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.01205313\n",
            " 0.60988826 0.         0.         0.18079692 0.60988826 0.\n",
            " 0.         0.47248261 0.         0.        ]\n",
            "[0.         0.         0.18102    0.         0.         0.\n",
            " 0.         0.         0.         0.83269198 0.52331237 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.62346167\n",
            " 0.26509394 0.         0.         0.62346167 0.3902772  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.6529089  0.         0.         0.         0.5596362  0.\n",
            " 0.         0.51040895 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.29247758\n",
            " 0.         0.         0.         0.67618669 0.67618669 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.08924986 0.         0.         0.\n",
            " 0.         0.         0.         0.80962369 0.58012408 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.01968107 0.         0.         0.\n",
            " 0.         0.         0.         0.99979856 0.00393622 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.54743898 0.         0.         0.         0.23673037 0.\n",
            " 0.         0.80266388 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.01554196\n",
            " 0.         0.         0.         0.         0.         0.\n",
            " 0.         0.9998658  0.00518065 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.99998118 0.00613485 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.65008127 0.         0.         0.         0.24963121 0.\n",
            " 0.         0.71768976 0.         0.        ]\n",
            "[0.         0.24762586 0.         0.         0.         0.\n",
            " 0.         0.         0.         0.55936912 0.55936912 0.55936912\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.01506145 0.         0.         0.\n",
            " 0.         0.         0.         0.9262794  0.37653635 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.04626898 0.         0.         0.01542299\n",
            " 0.         0.         0.         0.23134489 0.97164852 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.05847654 0.         0.         0.\n",
            " 0.         0.         0.         0.7045031  0.70728769 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.93124278 0.         0.         0.         0.         0.\n",
            " 0.         0.36439935 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.27988668 0.         0.         0.87075858 0.         0.\n",
            " 0.         0.40428077 0.         0.        ]\n",
            "[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0.]\n",
            "[0.         0.         0.         0.         0.         0.5232755\n",
            " 0.52121536 0.         0.         0.         0.51915522 0.\n",
            " 0.         0.16893147 0.39554684 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.61862903 0.         0.         0.         0.78565886 0.\n",
            " 0.00618629 0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.89657718 0.         0.         0.         0.44288752 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.34624816 0.         0.         0.\n",
            " 0.         0.         0.         0.80050033 0.48919467 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.68294123 0.         0.         0.25913976\n",
            " 0.         0.         0.         0.00539875 0.         0.68294123\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.73861239 0.         0.         0.         0.67413036 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.18798687 0.         0.         0.         0.5436377  0.\n",
            " 0.         0.81799693 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.19432004 0.         0.         0.06477335 0.         0.97879729\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.58873923 0.         0.         0.\n",
            " 0.         0.         0.         0.80832303 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.51918996 0.         0.         0.         0.05394182 0.\n",
            " 0.         0.8529549  0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.87465388 0.         0.         0.         0.48474796 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.62419151 0.         0.         0.45623637\n",
            " 0.         0.         0.         0.63421868 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.72393536 0.         0.\n",
            " 0.         0.         0.         0.68986781 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.58396658\n",
            " 0.         0.         0.         0.8117777  0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.08903052\n",
            " 0.         0.         0.         0.         0.9960289  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.44861499 0.         0.         0.         0.89372512 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.11304318 0.         0.         0.99359008 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.98028731 0.         0.         0.         0.19757728 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.55662449\n",
            " 0.24615665 0.         0.         0.56105975 0.56105975 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.25940741 0.         0.         0.\n",
            " 0.85353407 0.         0.         0.45187098 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.77122302 0.         0.         0.         0.63656504 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.08919755 0.         0.         0.14736987\n",
            " 0.         0.         0.         0.98505123 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.36884553 0.         0.         0.92949071 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.46122767\n",
            " 0.56247276 0.         0.         0.         0.68621675 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.         0.55695302 0.\n",
            " 0.         0.830544   0.         0.        ]\n",
            "[0.         0.         0.52813599 0.         0.         0.\n",
            " 0.8491598  0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.98299323 0.         0.         0.01942674\n",
            " 0.         0.         0.         0.18261139 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.44697871 0.         0.         0.\n",
            " 0.         0.         0.         0.78531673 0.4283546  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.06217456 0.         0.         0.\n",
            " 0.59883918 0.         0.         0.         0.79845223 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.59771233\n",
            " 0.         0.         0.         0.80011225 0.05059999 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.8980669  0.         0.         0.\n",
            " 0.40118562 0.         0.         0.         0.1803495  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.62096094 0.         0.         0.61110442\n",
            " 0.31540875 0.         0.         0.37454788 0.03449783 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.30125141 0.         0.         0.94262539\n",
            " 0.02915336 0.         0.         0.14090792 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.98917334 0.         0.         0.         0.03269995 0.\n",
            " 0.         0.14306227 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.99489341 0.10093122 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.14085066 0.02761778 0.         0.69044442\n",
            " 0.         0.         0.         0.         0.69596798 0.13532711\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.67621733 0.         0.         0.18595978\n",
            " 0.         0.         0.         0.71284577 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.75950475 0.         0.\n",
            " 0.         0.65050176 0.         0.        ]\n",
            "[0.         0.         0.39621707 0.         0.         0.\n",
            " 0.         0.         0.         0.91815687 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.68790633 0.         0.         0.\n",
            " 0.72579948 0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.41741131\n",
            " 0.         0.         0.         0.         0.         0.\n",
            " 0.         0.64256042 0.64256042 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.657061   0.         0.         0.         0.75383741 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.39895967 0.         0.         0.02471432\n",
            " 0.44485768 0.         0.         0.80144995 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.28938665\n",
            " 0.         0.         0.         0.95720194 0.0044521  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.02155764 0.04311529 0.         0.         0.\n",
            " 0.99883749 0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.63536109 0.         0.         0.\n",
            " 0.         0.         0.         0.00912002 0.77216132 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.68308494\n",
            " 0.14380736 0.         0.         0.71604079 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.19844132 0.         0.         0.59768634\n",
            " 0.         0.         0.         0.55280081 0.54571362 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.85141707\n",
            " 0.         0.         0.         0.         0.01576698 0.\n",
            " 0.         0.         0.5242522  0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.63953231 0.         0.76876422 0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0.]\n",
            "[0.         0.         0.         0.         0.         0.64316783\n",
            " 0.41274158 0.         0.         0.64316783 0.04811098 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.70710678\n",
            " 0.70710678 0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.7592566  0.         0.         0.         0.65079138 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.67808314 0.         0.         0.         0.         0.\n",
            " 0.         0.73498521 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.71801134 0.         0.         0.         0.6960314  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0.]\n",
            "[0.         0.         0.         0.         0.         0.06647318\n",
            " 0.         0.         0.         0.75705568 0.64996001 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.74285599 0.66945125 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.19008265 0.         0.         0.\n",
            " 0.         0.         0.         0.69421487 0.69421487 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.99970746\n",
            " 0.         0.         0.         0.02418647 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.26423514 0.96445829 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.96327325 0.         0.         0.         0.26852307 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.7974335\n",
            " 0.42798036 0.         0.         0.22313506 0.36213723 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.84964017 0.52736286 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.34622286 0.         0.         0.         0.9381523  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.69627783\n",
            " 0.03577712 0.         0.         0.69627783 0.17062935 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.99943555 0.03359447 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.57582366 0.         0.         0.\n",
            " 0.         0.         0.         0.65623147 0.48763446 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.68972663 0.         0.72406987\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.75675059 0.         0.         0.         0.65370371 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.4472136\n",
            " 0.         0.         0.         0.89442719 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.4555277  0.         0.         0.\n",
            " 0.         0.         0.         0.79561342 0.39936676 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.79058096 0.         0.         0.         0.\n",
            " 0.         0.         0.         0.61235753 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0.]\n",
            "[0.         0.         0.70710678 0.         0.         0.\n",
            " 0.         0.         0.         0.70710678 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.07870248 0.         0.         0.         0.99689815 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.51784656 0.         0.         0.\n",
            " 0.         0.         0.         0.85292376 0.06600005 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.20528156 0.         0.         0.\n",
            " 0.         0.         0.         0.66146279 0.72133658 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.         0.91632285 0.\n",
            " 0.         0.4004403  0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.         0.         0.87017203\n",
            " 0.         0.49274804 0.         0.        ]\n",
            "[0.         0.         0.15462783 0.         0.         0.\n",
            " 0.         0.         0.         0.95416685 0.17348489 0.18857053\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.70843447 0.         0.         0.\n",
            " 0.70287812 0.         0.         0.         0.06389801 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.17327552\n",
            " 0.         0.         0.         0.23354526 0.95678221 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.60651653 0.         0.         0.         0.79507088 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.7045031  0.         0.         0.\n",
            " 0.         0.         0.         0.70728769 0.05847654 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.        0.        0.        0.        0.        0.        0.2233893\n",
            " 0.        0.        0.        0.6892377 0.        0.        0.\n",
            " 0.6892377 0.       ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.98465782 0.         0.         0.         0.17449633 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.         0.6867079  0.\n",
            " 0.         0.72693346 0.         0.        ]\n",
            "[0.         0.         0.64963659 0.         0.         0.67350079\n",
            " 0.         0.         0.         0.35265988 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.65269755 0.         0.         0.         0.35975457 0.\n",
            " 0.         0.65269755 0.1361928  0.        ]\n",
            "[0.         0.         0.31303822 0.         0.         0.\n",
            " 0.         0.         0.         0.59998992 0.73621951 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.92076662 0.         0.         0.09551521\n",
            " 0.         0.         0.         0.37824024 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.11368282 0.         0.         0.\n",
            " 0.72996332 0.         0.1914658  0.         0.64619704 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.16816291 0.7511277  0.         0.         0.\n",
            " 0.59978105 0.         0.         0.         0.21861179 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.60197329 0.         0.         0.28076225 0.55200713 0.\n",
            " 0.         0.50204097 0.04520748 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.53990988 0.         0.         0.         0.84172283 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.57398955 0.         0.         0.5376611\n",
            " 0.         0.         0.         0.6127399  0.0775007  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.77846153 0.         0.         0.         0.62769231 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.44644034 0.         0.         0.\n",
            " 0.         0.         0.         0.66966049 0.59350303 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.92694681\n",
            " 0.         0.         0.         0.         0.         0.\n",
            " 0.         0.37519276 0.         0.        ]\n",
            "[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0.]\n",
            "[0.         0.         0.13148692 0.         0.         0.92040846\n",
            " 0.22401476 0.         0.         0.29219316 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.08380634 0.         0.         0.57531919\n",
            " 0.         0.         0.         0.57531919 0.57531919 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.58540962 0.         0.         0.68887735\n",
            " 0.         0.         0.         0.42748517 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.64103227 0.         0.         0.12885071\n",
            " 0.         0.         0.         0.66680241 0.35756071 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.98131375\n",
            " 0.19241446 0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.64624561\n",
            " 0.38314959 0.         0.         0.6283653  0.20179211 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.69731555 0.         0.         0.01921736 0.         0.\n",
            " 0.         0.69731555 0.16472021 0.        ]\n",
            "[0.         0.         0.63878604 0.         0.         0.63627114\n",
            " 0.         0.         0.         0.43256379 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.62451433 0.         0.         0.         0.46900287 0.\n",
            " 0.         0.62451433 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.0769692\n",
            " 0.5982606  0.         0.         0.         0.         0.\n",
            " 0.         0.69272279 0.39534179 0.        ]\n",
            "[0.         0.         0.63238341 0.         0.         0.63238341\n",
            " 0.         0.         0.         0.44741752 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.12125779 0.         0.         0.         0.\n",
            " 0.90230058 0.         0.         0.41370304 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.86065375 0.         0.         0.\n",
            " 0.         0.         0.         0.38780446 0.32997397 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.03486252 0.         0.         0.         0.99939212 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.70750717 0.         0.         0.         0.05292377 0.\n",
            " 0.         0.70472171 0.         0.        ]\n",
            "[0.         0.         0.38261657 0.         0.         0.\n",
            " 0.         0.         0.         0.51319208 0.76826978 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.41261768 0.         0.         0.         0.23078617\n",
            " 0.         0.         0.         0.88118352 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.68298172 0.         0.         0.21943189\n",
            " 0.         0.         0.         0.69669621 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.49231685 0.         0.         0.48626378\n",
            " 0.         0.         0.         0.51047608 0.51047608 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.97625202 0.         0.         0.01543482\n",
            " 0.         0.         0.         0.         0.2160874  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.        0.        0.        0.        0.        0.338024  0.\n",
            " 0.        0.        0.6654847 0.        0.6654847 0.        0.\n",
            " 0.        0.       ]\n",
            "[0.         0.         0.57582895 0.         0.         0.\n",
            " 0.         0.         0.         0.58038095 0.57582895 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.63133993 0.         0.         0.68299501\n",
            " 0.         0.         0.         0.36732507 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.54148305 0.         0.         0.35674178\n",
            " 0.         0.         0.         0.53723612 0.53935958 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.08024309\n",
            " 0.78391327 0.         0.         0.         0.42281938 0.\n",
            " 0.         0.44750956 0.         0.        ]\n",
            "[0.         0.         0.2766041  0.         0.         0.64797072\n",
            " 0.         0.         0.         0.64797072 0.28940985 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.15538319 0.         0.         0.66893778\n",
            " 0.28443024 0.         0.         0.66893778 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.83406552 0.         0.         0.         0.5516654  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.02357835 0.         0.         0.         0.99972199 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.62451488 0.         0.         0.77833627\n",
            " 0.         0.         0.         0.         0.06460499 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.62772139 0.         0.         0.5041542\n",
            " 0.         0.         0.         0.59312258 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.62532038\n",
            " 0.48925531 0.         0.         0.60795037 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.80274384 0.         0.         0.         0.59632401 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.         0.         0.\n",
            " 0.         0.99996876 0.00790489 0.        ]\n",
            "[0.         0.         0.6505705  0.         0.         0.38314232\n",
            " 0.         0.         0.         0.65571334 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.20553568 0.         0.         0.         0.20553568\n",
            " 0.         0.         0.         0.71937485 0.         0.63088033\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.3826901  0.         0.         0.20551876\n",
            " 0.         0.         0.         0.90003041 0.03543427 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.66263616 0.         0.         0.\n",
            " 0.         0.         0.         0.538581   0.52042658 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.85779312 0.         0.         0.         0.         0.\n",
            " 0.         0.5139951  0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.89078984 0.         0.         0.         0.         0.\n",
            " 0.         0.01408363 0.45419722 0.        ]\n",
            "[0.         0.         0.25241474 0.         0.         0.65164212\n",
            " 0.         0.         0.         0.65679344 0.28332266 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.28421736 0.         0.         0.         0.95875987 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.11613204 0.         0.         0.70232234\n",
            " 0.         0.         0.         0.70232234 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.52999896\n",
            " 0.         0.         0.         0.84799829 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.84938446\n",
            " 0.         0.         0.         0.52580942 0.04550274 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.68079236 0.         0.         0.63437466\n",
            " 0.         0.         0.         0.36618377 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.67487204 0.         0.         0.73280097\n",
            " 0.         0.         0.         0.         0.         0.0868934\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.30045369\n",
            " 0.51469024 0.         0.         0.45198687 0.06009074 0.\n",
            " 0.         0.66099812 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.76506248 0.         0.         0.         0.51438245 0.\n",
            " 0.         0.38741462 0.         0.        ]\n",
            "[0.         0.         0.5337417  0.         0.         0.\n",
            " 0.01224178 0.         0.         0.62188253 0.5729154  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.07628198\n",
            " 0.         0.         0.         0.86816153 0.49038415 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.02013015\n",
            " 0.         0.         0.         0.         0.         0.\n",
            " 0.         0.99979737 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.65564004 0.         0.         0.         0.7550736  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.07953839 0.         0.         0.01704394\n",
            " 0.         0.         0.         0.72436751 0.68459832 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.52094589 0.         0.         0.         0.49613894 0.\n",
            " 0.         0.69459451 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.91292358 0.         0.         0.         0.40813054 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.05941864 0.         0.         0.         0.99823315 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.59610946 0.         0.         0.\n",
            " 0.59376258 0.         0.         0.35672694 0.40601158 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.0409585\n",
            " 0.         0.         0.         0.62666511 0.77821156 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.69775744 0.         0.         0.\n",
            " 0.         0.         0.         0.69775744 0.16207752 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.45979795\n",
            " 0.40232321 0.         0.         0.         0.6896969  0.\n",
            " 0.         0.38863875 0.         0.        ]\n",
            "[0.         0.         0.17476225 0.         0.         0.17096307\n",
            " 0.         0.         0.         0.96499154 0.09497948 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.6647988  0.         0.         0.\n",
            " 0.73966352 0.         0.         0.09582686 0.04192425 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.63784695 0.         0.         0.00877771\n",
            " 0.         0.         0.         0.74317947 0.20188735 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.41098224 0.         0.         0.\n",
            " 0.64437954 0.         0.         0.02536927 0.64437954 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.03444994 0.15972243 0.         0.         0.\n",
            " 0.66394423 0.         0.         0.         0.72971228 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.76068664 0.64911928 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.56422564 0.         0.         0.\n",
            " 0.         0.         0.         0.58495229 0.58264933 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.6159861  0.         0.         0.\n",
            " 0.         0.         0.         0.75221379 0.23395627 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.2298935  0.         0.         0.\n",
            " 0.         0.         0.         0.         0.97321579 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.65005982 0.         0.         0.\n",
            " 0.         0.         0.         0.39768367 0.64751056 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.70779554 0.         0.         0.\n",
            " 0.70500894 0.         0.04458555 0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.89442719\n",
            " 0.         0.         0.         0.         0.         0.\n",
            " 0.         0.4472136  0.         0.        ]\n",
            "[0.         0.         0.65771405 0.         0.         0.\n",
            " 0.         0.         0.         0.21069629 0.72320073 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.72448661 0.         0.         0.         0.68928888 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
            "[0.         0.         0.28787529 0.         0.         0.\n",
            " 0.         0.         0.         0.88820057 0.35808877 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.78901624 0.         0.         0.         0.         0.\n",
            " 0.         0.61437234 0.         0.        ]\n",
            "[0.         0.         0.74121864 0.         0.         0.\n",
            " 0.         0.         0.         0.65610263 0.14186003 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.57583924 0.         0.         0.\n",
            " 0.         0.         0.         0.71001537 0.40532375 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.66436003 0.         0.         0.49899532\n",
            " 0.         0.         0.         0.54541348 0.11024315 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.14063477\n",
            " 0.5716123  0.         0.         0.         0.5716123  0.\n",
            " 0.         0.5716123  0.         0.        ]\n",
            "[0.         0.         0.39944793 0.         0.         0.89433917\n",
            " 0.20149143 0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.27835364 0.         0.         0.         0.55453261\n",
            " 0.         0.         0.         0.55453261 0.55453261 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.65277837 0.         0.         0.         0.65021846 0.\n",
            " 0.38654721 0.04095865 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.52610577\n",
            " 0.59186899 0.         0.         0.         0.         0.\n",
            " 0.         0.61065851 0.         0.        ]\n",
            "[0.         0.         0.59179546 0.         0.         0.59179546\n",
            " 0.         0.         0.         0.10058184 0.53799588 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.14015014 0.         0.         0.80267803\n",
            " 0.         0.         0.         0.57971193 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.57735027\n",
            " 0.         0.         0.         0.         0.57735027 0.\n",
            " 0.         0.57735027 0.         0.        ]\n",
            "[0.         0.         0.47559532 0.         0.         0.00342155\n",
            " 0.         0.         0.         0.83485793 0.27714547 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.70405777 0.         0.         0.02534608 0.70969023 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.49752748\n",
            " 0.49950179 0.         0.         0.49950179 0.50345042 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.61639528\n",
            " 0.         0.         0.         0.78743689 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.59293789 0.         0.         0.59529082\n",
            " 0.         0.         0.         0.19529304 0.         0.50587956\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.17213136\n",
            " 0.68583584 0.         0.         0.         0.68583584 0.\n",
            " 0.         0.17213136 0.         0.        ]\n",
            "[0.         0.78144888 0.         0.         0.         0.\n",
            " 0.47135013 0.         0.         0.37832049 0.         0.15504938\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.88846046 0.         0.         0.05035808 0.28056647 0.\n",
            " 0.         0.3597006  0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.6980227  0.         0.         0.         0.         0.\n",
            " 0.         0.03703794 0.71511713 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.6028331\n",
            " 0.22340285 0.         0.         0.         0.76595263 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.63091484\n",
            " 0.42144115 0.         0.         0.00249373 0.16209276 0.\n",
            " 0.         0.63091484 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.36636913\n",
            " 0.34262298 0.         0.         0.85825359 0.10855382 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.68372319\n",
            " 0.         0.         0.         0.25503961 0.68372319 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.45637761 0.         0.         0.32367205 0.56966282 0.\n",
            " 0.         0.         0.60203002 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.05113556\n",
            " 0.58573456 0.         0.         0.         0.4857878  0.\n",
            " 0.         0.27427253 0.58573456 0.        ]\n",
            "[0.         0.         0.1376591  0.         0.         0.52041854\n",
            " 0.         0.         0.         0.         0.84274226 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.87789556 0.         0.47885215\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.76432396\n",
            " 0.         0.         0.         0.         0.64281606 0.\n",
            " 0.         0.05095493 0.         0.        ]\n",
            "[0.         0.         0.6837667  0.         0.         0.\n",
            " 0.         0.         0.         0.714567   0.14784145 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.60784657 0.         0.         0.60251458\n",
            " 0.         0.         0.         0.         0.51720279 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.76495113 0.         0.         0.\n",
            " 0.         0.         0.         0.26606997 0.58656333 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.36211868\n",
            " 0.         0.         0.         0.         0.72082115 0.\n",
            " 0.         0.59100502 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.61144699\n",
            " 0.         0.         0.         0.         0.50226004 0.\n",
            " 0.         0.61144699 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.4744247  0.         0.         0.         0.80019629 0.\n",
            " 0.         0.36688842 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.06478258\n",
            " 0.         0.         0.         0.         0.97173868 0.\n",
            " 0.         0.09717387 0.20514483 0.        ]\n",
            "[0.         0.         0.4321619  0.         0.         0.52065219\n",
            " 0.         0.         0.         0.52065219 0.52065219 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.75399955\n",
            " 0.         0.         0.         0.65565179 0.04006761 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.50246813\n",
            " 0.         0.         0.         0.50048991 0.49653347 0.50048991\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.21229055\n",
            " 0.37674096 0.         0.         0.         0.73853188 0.\n",
            " 0.         0.51727133 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.9664235\n",
            " 0.         0.         0.         0.17189351 0.19099279 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.6414128\n",
            " 0.06082363 0.         0.         0.105059   0.         0.\n",
            " 0.         0.75753067 0.         0.        ]\n",
            "[0.         0.         0.06687422 0.         0.         0.\n",
            " 0.         0.         0.         0.99524573 0.070808   0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.35922417 0.         0.         0.0376606\n",
            " 0.         0.         0.         0.73293318 0.57649686 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.73721722 0.         0.         0.06143477 0.67285699 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0.]\n",
            "[0.         0.         0.50913614 0.         0.         0.62227749\n",
            " 0.         0.         0.         0.59276236 0.0467323  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.62142667 0.         0.         0.44569537 0.64434814 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.31389052 0.         0.         0.3244711\n",
            " 0.         0.         0.         0.89229549 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.18874118\n",
            " 0.56847043 0.         0.         0.         0.56622351 0.\n",
            " 0.         0.56622351 0.         0.        ]\n",
            "[0.         0.         0.92247465 0.         0.         0.\n",
            " 0.         0.         0.         0.38605768 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.08594205 0.         0.         0.30079716\n",
            " 0.         0.         0.         0.68753641 0.65530811 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0.]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.73539361 0.         0.         0.         0.67764019 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.65299861 0.         0.         0.         0.75735911 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.98944359 0.         0.         0.\n",
            " 0.         0.         0.         0.1449185  0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.88480797 0.         0.         0.28564668\n",
            " 0.         0.         0.         0.32048164 0.18114179 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.57260576 0.         0.         0.51214429\n",
            " 0.         0.         0.         0.         0.64018035 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.24163306\n",
            " 0.         0.         0.         0.         0.97036769 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.58268642 0.         0.         0.18885489\n",
            " 0.         0.         0.         0.58038331 0.53662425 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.97083196\n",
            " 0.         0.         0.         0.18418947 0.15349122 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.59877193 0.         0.         0.65016866\n",
            " 0.         0.         0.         0.46771027 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.30949696 0.         0.         0.40472679\n",
            " 0.         0.         0.         0.86046956 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.5113287  0.         0.         0.\n",
            " 0.53782242 0.         0.         0.         0.67029098 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.85622414 0.         0.         0.\n",
            " 0.         0.         0.         0.5166045  0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.64201754\n",
            " 0.         0.         0.         0.76160904 0.08812005 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.63105608 0.         0.\n",
            " 0.         0.77573722 0.         0.        ]\n",
            "[0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
            "[0.         0.         0.         0.         0.         0.25645432\n",
            " 0.60616474 0.         0.         0.         0.10102745 0.\n",
            " 0.         0.         0.74604889 0.        ]\n",
            "[0.         0.         0.71510419 0.         0.         0.\n",
            " 0.         0.         0.         0.48185134 0.50640427 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.         0.         0.\n",
            " 0.         0.99799045 0.06336448 0.        ]\n",
            "[0.         0.         0.31955946 0.         0.         0.\n",
            " 0.80364457 0.         0.31323155 0.         0.39233042 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.39329308 0.         0.         0.\n",
            " 0.62714299 0.         0.         0.         0.67231854 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.77751741 0.         0.         0.\n",
            " 0.         0.         0.         0.53754288 0.32636534 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.74231542 0.         0.         0.         0.         0.\n",
            " 0.         0.66896409 0.03814269 0.        ]\n",
            "[0.         0.         0.70710678 0.         0.         0.70710678\n",
            " 0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.92508091\n",
            " 0.         0.         0.         0.37977007 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.5811533  0.         0.         0.         0.56966805 0.\n",
            " 0.         0.5811533  0.         0.        ]\n",
            "[0.         0.         0.24884625 0.         0.         0.19325294\n",
            " 0.         0.         0.         0.67241431 0.66976701 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.         0.         0.\n",
            " 0.         0.34873372 0.93722185 0.        ]\n",
            "[0.         0.69190822 0.         0.         0.         0.\n",
            " 0.         0.         0.         0.71732525 0.         0.08189934\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.64213404 0.         0.         0.         0.09137086 0.\n",
            " 0.         0.64213404 0.40863077 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.57735027 0.         0.         0.         0.57735027 0.\n",
            " 0.         0.         0.57735027 0.        ]\n",
            "[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0.]\n",
            "[0.         0.         0.69250696 0.         0.         0.28081976\n",
            " 0.         0.         0.         0.59435637 0.29717819 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.68021508 0.         0.         0.         0.27315724 0.\n",
            " 0.         0.68021508 0.         0.        ]\n",
            "[0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0.]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.87858344 0.         0.         0.         0.         0.\n",
            " 0.         0.12154317 0.46186405 0.        ]\n",
            "[0.         0.         0.39534559 0.         0.         0.52921922\n",
            " 0.         0.         0.         0.52921922 0.53131099 0.03556019\n",
            " 0.         0.         0.         0.        ]\n",
            "[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0.]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.87936825 0.         0.         0.         0.22333163 0.\n",
            " 0.         0.41525723 0.06630158 0.        ]\n",
            "[0.         0.00841764 0.         0.         0.         0.70708173\n",
            " 0.         0.         0.         0.70708173 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.72116033 0.         0.         0.         0.6927682  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.27165167 0.         0.         0.68047396\n",
            " 0.         0.         0.         0.68047396 0.01075848 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.14226584\n",
            " 0.32517908 0.         0.         0.         0.         0.\n",
            " 0.         0.         0.93488983 0.        ]\n",
            "[0.         0.         0.59076657 0.         0.         0.\n",
            " 0.         0.         0.         0.31483967 0.7428801  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.         0.62216264 0.\n",
            " 0.         0.78288802 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.65821444 0.         0.         0.         0.36538677 0.\n",
            " 0.         0.65821444 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.51393531\n",
            " 0.         0.         0.         0.         0.43200357 0.\n",
            " 0.         0.74110958 0.         0.        ]\n",
            "[0.         0.         0.01641596 0.         0.         0.82736426\n",
            " 0.         0.         0.         0.56142577 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.87205609 0.         0.         0.         0.21886899 0.\n",
            " 0.         0.         0.43773798 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.         0.28665575 0.\n",
            " 0.         0.95803365 0.         0.        ]\n",
            "[0.         0.         0.4571512  0.         0.         0.\n",
            " 0.         0.         0.         0.63012732 0.62765623 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
            "[0.         0.         0.5963234  0.         0.         0.\n",
            " 0.         0.         0.         0.53739817 0.5963234  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.63244861 0.         0.         0.         0.47746121 0.\n",
            " 0.         0.60995044 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.64517616\n",
            " 0.03331896 0.         0.         0.763307   0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.31051015\n",
            " 0.         0.         0.         0.89637838 0.31636883 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.09741904\n",
            " 0.61084366 0.         0.         0.         0.46339865 0.\n",
            " 0.         0.         0.63454018 0.        ]\n",
            "[0.         0.57581682 0.         0.         0.         0.57581682\n",
            " 0.         0.         0.         0.58040501 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.03462717 0.         0.         0.\n",
            " 0.         0.         0.         0.24239018 0.96956071 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.83635001 0.         0.         0.         0.54819582 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.40918492\n",
            " 0.52609489 0.         0.         0.         0.52818256 0.\n",
            " 0.         0.00626303 0.52609489 0.        ]\n",
            "[0.         0.         0.48466173 0.         0.         0.\n",
            " 0.         0.         0.         0.85488939 0.18511385 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.58884182 0.         0.         0.         0.58884182 0.\n",
            " 0.         0.55365207 0.         0.        ]\n",
            "[0.         0.         0.70430639 0.         0.         0.\n",
            " 0.         0.         0.         0.70989612 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.42569842 0.         0.         0.04931872\n",
            " 0.         0.         0.         0.65931338 0.61778183 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.60080099 0.55568155 0.\n",
            " 0.         0.57467921 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.02361546 0.         0.         0.         0.         0.\n",
            " 0.         0.99972112 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.585304   0.         0.         0.         0.11528715 0.\n",
            " 0.         0.         0.80257592 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.56906148\n",
            " 0.         0.         0.         0.24721524 0.52708154 0.\n",
            " 0.         0.         0.58072258 0.        ]\n",
            "[0.         0.         0.69138732 0.         0.         0.01128796\n",
            " 0.         0.         0.         0.71396323 0.11005758 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.46707406 0.         0.         0.         0.62523669 0.\n",
            " 0.         0.62523669 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.68384905 0.         0.         0.         0.68656274 0.\n",
            " 0.         0.2469455  0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.68619648 0.         0.         0.         0.24138928 0.\n",
            " 0.         0.68619648 0.         0.        ]\n",
            "[0.         0.         0.27037914 0.         0.         0.57483968\n",
            " 0.         0.         0.         0.57483968 0.51576525 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.69953343 0.         0.         0.         0.69953343 0.\n",
            " 0.         0.14596564 0.         0.        ]\n",
            "[0.         0.         0.64482583 0.         0.         0.61943899\n",
            " 0.         0.         0.         0.44426978 0.05585106 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.38694614 0.         0.         0.\n",
            " 0.         0.         0.         0.9106914  0.14461624 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.06482641 0.         0.         0.         0.49472787 0.\n",
            " 0.         0.86662672 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.         0.1706863  0.\n",
            " 0.         0.98532542 0.         0.        ]\n",
            "[0.         0.         0.29116163 0.         0.         0.\n",
            " 0.         0.         0.         0.95667388 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.28470811 0.         0.         0.95152444\n",
            " 0.         0.         0.         0.06368471 0.09740014 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.99881235\n",
            " 0.04872255 0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.29120741 0.         0.         0.69127739\n",
            " 0.         0.         0.         0.65317549 0.10341946 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.7350768  0.         0.         0.\n",
            " 0.         0.         0.         0.43576409 0.51939557 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.86096749 0.         0.         0.         0.         0.\n",
            " 0.         0.10044621 0.4986437  0.        ]\n",
            "[0.         0.         0.00920167 0.         0.         0.71773063\n",
            " 0.         0.         0.         0.69626006 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.83070963\n",
            " 0.         0.         0.         0.         0.         0.\n",
            " 0.         0.55670595 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.81786276 0.         0.         0.         0.         0.\n",
            " 0.         0.57541334 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.99887705\n",
            " 0.         0.         0.         0.         0.         0.04737757\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.31847494 0.         0.         0.         0.94793128 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.00566754 0.         0.         0.\n",
            " 0.         0.         0.         0.71694406 0.69710766 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0.]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.99905616 0.         0.         0.         0.         0.\n",
            " 0.         0.         0.04343723 0.        ]\n",
            "[0.         0.         0.68500246 0.         0.         0.72854075\n",
            " 0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.30840377 0.         0.         0.         0.67263925 0.\n",
            " 0.         0.67263925 0.         0.        ]\n",
            "[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0.]\n",
            "[0.         0.         0.         0.         0.         0.02313028\n",
            " 0.         0.         0.         0.         0.85003767 0.\n",
            " 0.         0.52621379 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.70710678 0.         0.         0.         0.         0.\n",
            " 0.         0.70710678 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.18101173\n",
            " 0.         0.         0.         0.18101173 0.96667963 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
            "[0.         0.         0.14525266 0.         0.         0.94228005\n",
            " 0.         0.         0.         0.3016786  0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
            "[0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
            "[0.         0.         0.6446216  0.         0.         0.\n",
            " 0.         0.         0.         0.12828291 0.75366206 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.37478916 0.         0.         0.92711007 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.70387065 0.         0.         0.         0.         0.\n",
            " 0.         0.71032817 0.         0.        ]\n",
            "[0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0.]\n",
            "[0.         0.         0.         0.         0.         0.70228483\n",
            " 0.         0.         0.         0.70228483 0.11658484 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.11043152 0.         0.         0.\n",
            " 0.         0.         0.         0.         0.99388374 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.72264186\n",
            " 0.         0.         0.         0.69122265 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.55756447 0.         0.         0.53756216\n",
            " 0.         0.         0.         0.63257314 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0.]\n",
            "[0.         0.         0.33068142 0.         0.         0.\n",
            " 0.         0.         0.         0.94374244 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.67558493 0.         0.         0.         0.73728218 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.66277392 0.         0.         0.06025218 0.06025218 0.\n",
            " 0.         0.66277392 0.33793613 0.        ]\n",
            "[0.         0.         0.91674227 0.         0.         0.\n",
            " 0.         0.         0.         0.26343168 0.30031212 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
            "[0.         0.         0.         0.         0.         0.68277283\n",
            " 0.         0.         0.         0.73063073 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.943334   0.33184478 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.37455788 0.         0.         0.80307748\n",
            " 0.         0.         0.         0.         0.46343604 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.53493616\n",
            " 0.38173849 0.         0.         0.63288221 0.4093643  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.73421727 0.         0.         0.49221268\n",
            " 0.         0.         0.         0.         0.46760205 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.47885215\n",
            " 0.         0.         0.         0.         0.87789556 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.6009051  0.         0.         0.16453355 0.50075426 0.\n",
            " 0.         0.         0.6009051  0.        ]\n",
            "[0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.8847602  0.         0.         0.         0.46604655 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.58098743 0.         0.         0.44649961\n",
            " 0.         0.         0.         0.         0.68050842 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.08271949\n",
            " 0.99657287 0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.33743033 0.         0.         0.66431593\n",
            " 0.         0.         0.         0.         0.66695211 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.69946305\n",
            " 0.         0.         0.         0.         0.71466877 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.74139373 0.         0.         0.         0.         0.\n",
            " 0.00293041 0.67106389 0.         0.        ]\n",
            "[0.         0.         0.02770273 0.         0.         0.48133497\n",
            " 0.         0.         0.         0.         0.87609886 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.65821444 0.         0.         0.36538677\n",
            " 0.         0.         0.         0.         0.65821444 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.59180593 0.         0.         0.         0.80608048 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.23018392\n",
            " 0.62619925 0.         0.         0.         0.62619925 0.\n",
            " 0.         0.40344064 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.59026106\n",
            " 0.         0.         0.         0.59260337 0.54809956 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.78039599 0.         0.         0.         0.05243768 0.\n",
            " 0.         0.         0.62308297 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.         0.96849293 0.\n",
            " 0.         0.24904104 0.         0.        ]\n",
            "[0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
            "[0.         0.         0.         0.         0.         0.20812819\n",
            " 0.56396023 0.         0.         0.56619817 0.56396023 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.68003707 0.         0.         0.         0.0569194  0.\n",
            " 0.         0.73096495 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.77950893\n",
            " 0.         0.         0.         0.         0.62639112 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.23433494 0.         0.         0.86262424 0.44829294 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.05695781 0.         0.         0.57641299\n",
            " 0.         0.         0.         0.57641299 0.         0.57641299\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.65424474 0.         0.         0.         0.         0.\n",
            " 0.         0.7562829  0.         0.        ]\n",
            "[0.         0.70710678 0.         0.         0.         0.70710678\n",
            " 0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.01120097 0.         0.         0.70846116\n",
            " 0.70566092 0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.7181895  0.         0.         0.\n",
            " 0.         0.         0.         0.69298987 0.06299908 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.70540045\n",
            " 0.         0.         0.         0.70540045 0.06942918 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.6029028  0.         0.         0.79634754\n",
            " 0.         0.         0.         0.04836119 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.         0.93663191 0.\n",
            " 0.         0.35031509 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.99887705 0.         0.         0.         0.04737757 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.06346041 0.         0.         0.69806452\n",
            " 0.         0.         0.         0.69806452 0.14623486 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.95701187\n",
            " 0.         0.         0.         0.27199285 0.10073809 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.2850522  0.         0.         0.55477902\n",
            " 0.         0.         0.         0.77546458 0.09808248 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.68583584 0.         0.         0.         0.68583584 0.\n",
            " 0.         0.17213136 0.17213136 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.68355565 0.7298984  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.98317877 0.18264586 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.42753309 0.         0.         0.         0.61809067\n",
            " 0.         0.         0.         0.61564763 0.         0.23697548\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.05836194 0.         0.         0.         0.70590151 0.\n",
            " 0.         0.70590151 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.13703486 0.99056623 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.03516672\n",
            " 0.         0.         0.         0.99248285 0.11722238 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0.]\n",
            "[0.         0.52352885 0.         0.         0.         0.58429558\n",
            " 0.         0.         0.         0.58896995 0.         0.19398614\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.04895554\n",
            " 0.         0.         0.         0.95463299 0.29373324 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.80860189 0.         0.         0.\n",
            " 0.         0.         0.         0.14631844 0.56987183 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.05717594 0.         0.         0.         0.55270076\n",
            " 0.         0.         0.         0.68883395 0.46557553 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.68873394 0.         0.         0.\n",
            " 0.         0.         0.         0.52604089 0.49892538 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.06386933 0.         0.         0.         0.99795827 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.37516157 0.         0.         0.19634624\n",
            " 0.         0.         0.         0.58202637 0.69422421 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.0240671\n",
            " 0.         0.         0.         0.         0.92257202 0.\n",
            " 0.         0.         0.38507355 0.        ]\n",
            "[0.         0.70767756 0.         0.         0.         0.34803815\n",
            " 0.         0.         0.         0.         0.6148674  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.61604048 0.         0.         0.10186497\n",
            " 0.         0.         0.         0.61604048 0.48022054 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.         0.49091767 0.\n",
            " 0.         0.87120597 0.         0.        ]\n",
            "[0.         0.         0.320575   0.         0.         0.40071876\n",
            " 0.         0.         0.         0.75097661 0.4155602  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.21886899 0.         0.         0.         0.87205609 0.\n",
            " 0.         0.43773798 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.52273372 0.         0.         0.02506257 0.85212753 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.08304548 0.         0.         0.         0.         0.\n",
            " 0.         0.99654576 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.65371839\n",
            " 0.65371839 0.         0.         0.         0.10335469 0.\n",
            " 0.         0.36690916 0.         0.        ]\n",
            "[0.         0.40145952 0.         0.         0.         0.74388084\n",
            " 0.         0.         0.         0.53429538 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.96623494 0.         0.         0.         0.25766266 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.43938525 0.         0.         0.         0.         0.\n",
            " 0.         0.89829873 0.         0.        ]\n",
            "[0.         0.         0.16034812 0.         0.         0.\n",
            " 0.5713813  0.         0.         0.5713813  0.         0.56686445\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.08400175 0.         0.         0.         0.80447828 0.\n",
            " 0.         0.58801225 0.         0.        ]\n",
            "[0.         0.         0.07303606 0.         0.         0.64856024\n",
            " 0.         0.         0.         0.73912495 0.16652222 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.15969516\n",
            " 0.         0.         0.         0.98543593 0.05842506 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.07405935 0.         0.         0.         0.35178189 0.\n",
            " 0.         0.93314774 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.64521294 0.         0.         0.41314032 0.         0.\n",
            " 0.         0.64266269 0.         0.        ]\n",
            "[0.         0.         0.40059796 0.         0.         0.\n",
            " 0.         0.         0.         0.80437527 0.43875017 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.60431167\n",
            " 0.         0.         0.         0.79315905 0.07553896 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.22816204 0.46202813\n",
            " 0.72441446 0.         0.         0.         0.         0.\n",
            " 0.         0.2909066  0.35365115 0.        ]\n",
            "[0.         0.72980702 0.         0.         0.         0.\n",
            " 0.         0.         0.         0.68365322 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.30556726 0.         0.         0.         0.54828733\n",
            " 0.         0.         0.         0.55262162 0.54828733 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.73543093\n",
            " 0.         0.         0.         0.6772941  0.02034789 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.15925799 0.48736781\n",
            " 0.48736781 0.         0.         0.2974095  0.01535017 0.\n",
            " 0.         0.41637329 0.48736781 0.        ]\n",
            "[0.         0.32908582 0.         0.         0.         0.51917886\n",
            " 0.2882056  0.         0.         0.51917886 0.51917886 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.83884588 0.         0.         0.54021676\n",
            " 0.         0.         0.         0.06710767 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.57735027\n",
            " 0.57735027 0.         0.         0.         0.         0.\n",
            " 0.         0.57735027 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.21814597 0.         0.         0.         0.         0.\n",
            " 0.         0.97591615 0.         0.        ]\n",
            "[0.         0.57735027 0.         0.         0.         0.\n",
            " 0.         0.         0.         0.57735027 0.57735027 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.15982129\n",
            " 0.04287888 0.         0.         0.         0.98621426 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.55503383\n",
            " 0.2797021  0.         0.         0.55284865 0.55503383 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.68464559\n",
            " 0.7128203  0.         0.         0.         0.         0.\n",
            " 0.         0.15214347 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.67549097\n",
            " 0.         0.         0.         0.3017015  0.67282104 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.54480963 0.         0.         0.         0.\n",
            " 0.         0.         0.         0.59177597 0.59412429 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.17165613\n",
            " 0.98515693 0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.72083004 0.         0.         0.\n",
            " 0.         0.         0.         0.69297188 0.01392908 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.48914163\n",
            " 0.         0.         0.         0.         0.87220437 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.43870879 0.02658841 0.         0.         0.59823925\n",
            " 0.67002795 0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.67126767 0.         0.         0.         0.         0.\n",
            " 0.         0.67126767 0.31432375 0.        ]\n",
            "[0.         0.         0.50297913 0.         0.         0.49900301\n",
            " 0.         0.         0.         0.49900301 0.49900301 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.57564856\n",
            " 0.5665474  0.         0.         0.         0.10921396 0.\n",
            " 0.         0.57564856 0.06598343 0.        ]\n",
            "[0.         0.         0.70245806 0.         0.         0.07218937\n",
            " 0.         0.         0.         0.70245806 0.08884846 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.59489853\n",
            " 0.67796994 0.         0.         0.         0.         0.\n",
            " 0.         0.39391931 0.17686173 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.5633842\n",
            " 0.18471614 0.         0.         0.58647372 0.55183944 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.06421602\n",
            " 0.64986616 0.         0.         0.         0.65500344 0.\n",
            " 0.         0.38015888 0.         0.        ]\n",
            "[0.         0.         0.34672433 0.         0.         0.66192823\n",
            " 0.         0.         0.         0.66455493 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.7800287\n",
            " 0.38847279 0.         0.         0.4748001  0.1233247  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.77675576\n",
            " 0.62980194 0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.70571072 0.         0.         0.         0.         0.\n",
            " 0.         0.70850009 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.98043193 0.         0.         0.19685838 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.44469973 0.10588089\n",
            " 0.44469973 0.         0.         0.44469973 0.44469973 0.\n",
            " 0.         0.         0.44469973 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.7070626\n",
            " 0.         0.         0.         0.7070626  0.01117886 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.43616026 0.         0.         0.         0.41862618\n",
            " 0.43177674 0.         0.         0.55013178 0.38136626 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.77366413 0.         0.         0.         0.03363757\n",
            " 0.         0.         0.         0.08562291 0.62688201 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.4409183\n",
            " 0.61973516 0.         0.         0.         0.19351415 0.\n",
            " 0.         0.61973516 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.99971891 0.         0.         0.         0.         0.\n",
            " 0.         0.02370875 0.         0.        ]\n",
            "[0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
            "[0.         0.         0.38002517 0.         0.         0.6540569\n",
            " 0.         0.         0.         0.6540569  0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.63160273\n",
            " 0.75317883 0.         0.         0.         0.1838468  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.73258801\n",
            " 0.         0.         0.         0.         0.68067232 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.02468384\n",
            " 0.99969531 0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.70147273 0.         0.         0.\n",
            " 0.         0.         0.         0.71269629 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.36242037\n",
            " 0.79045133 0.         0.         0.         0.         0.\n",
            " 0.         0.49364156 0.01249725 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.8801547  0.         0.         0.         0.         0.\n",
            " 0.         0.47339    0.03506593 0.        ]\n",
            "[0.         0.         0.09578653 0.         0.         0.9320766\n",
            " 0.         0.         0.         0.31314827 0.06631375 0.1399957\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.66158092 0.         0.         0.\n",
            " 0.         0.         0.         0.66158092 0.35301751 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.69569088 0.         0.         0.         0.71834128 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.50148588 0.         0.         0.49950372\n",
            " 0.         0.         0.         0.49950372 0.49950372 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.41533232\n",
            " 0.         0.         0.         0.         0.5858661  0.\n",
            " 0.         0.6958879  0.         0.        ]\n",
            "[0.         0.         0.61560429 0.         0.         0.\n",
            " 0.         0.         0.         0.49199871 0.61560429 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.90373784 0.         0.42808635\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.97332852\n",
            " 0.16222143 0.         0.         0.         0.16222143 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.66311079\n",
            " 0.27934195 0.         0.         0.66311079 0.20624313 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.04477836 0.         0.         0.         0.48222854 0.\n",
            " 0.         0.8749003  0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.70429526 0.         0.         0.         0.         0.\n",
            " 0.         0.70990717 0.         0.        ]\n",
            "[0.         0.         0.12464848 0.         0.         0.04708943\n",
            " 0.         0.         0.         0.70080145 0.70080145 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.89665522\n",
            " 0.         0.         0.         0.39851343 0.0960702  0.16723332\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.02971996\n",
            " 0.68626094 0.         0.15940707 0.         0.17831978 0.\n",
            " 0.         0.68626094 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.66308442\n",
            " 0.         0.         0.         0.66308442 0.34732995 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.27079732 0.         0.         0.         0.50613309 0.\n",
            " 0.         0.81883949 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.6999757\n",
            " 0.6999757  0.         0.         0.         0.         0.\n",
            " 0.         0.         0.14166175 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.23439012 0.         0.         0.         0.97214262 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.68891175 0.         0.         0.         0.72321441 0.\n",
            " 0.         0.04859544 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.63138848 0.         0.         0.         0.65068857 0.\n",
            " 0.         0.42184472 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.54613499\n",
            " 0.         0.         0.         0.73596799 0.4001096  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.51049633 0.         0.         0.         0.67353441 0.\n",
            " 0.         0.53455112 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.66927001 0.         0.         0.         0.66927001 0.\n",
            " 0.         0.         0.322731   0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.60046554 0.         0.         0.         0.63549269 0.\n",
            " 0.         0.48537632 0.         0.        ]\n",
            "[0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
            "[0.         0.         0.         0.         0.         0.07003626\n",
            " 0.12450891 0.         0.         0.         0.81319878 0.\n",
            " 0.         0.56418099 0.         0.        ]\n",
            "[0.         0.         0.571003   0.         0.         0.12915544\n",
            " 0.         0.         0.         0.57326889 0.57326889 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.0791163  0.         0.         0.         0.99686539 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.70549608 0.         0.06745779 0.         0.70549608 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.23389014\n",
            " 0.56133632 0.         0.         0.56133632 0.56133632 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.25468661 0.         0.         0.         0.\n",
            " 0.63421959 0.         0.         0.35706065 0.63671652 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.65628448\n",
            " 0.02646308 0.         0.         0.         0.66686972 0.\n",
            " 0.         0.35195904 0.         0.        ]\n",
            "[0.         0.         0.1056118  0.         0.         0.70315224\n",
            " 0.         0.         0.         0.70315224 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.53804705 0.         0.         0.53804705\n",
            " 0.         0.         0.         0.53592038 0.36578694 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.65506574\n",
            " 0.37653387 0.         0.         0.65506574 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.37279622 0.         0.         0.\n",
            " 0.         0.         0.         0.74267993 0.55628184 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.22397691 0.         0.         0.50661444\n",
            " 0.         0.         0.         0.6745971  0.48794969 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.93853809 0.         0.         0.06306383 0.32644804 0.\n",
            " 0.         0.09274092 0.         0.        ]\n",
            "[0.         0.         0.27835364 0.         0.         0.55453261\n",
            " 0.         0.         0.         0.55453261 0.55453261 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.00250662\n",
            " 0.59908217 0.         0.         0.         0.63417484 0.\n",
            " 0.         0.4887909  0.         0.        ]\n",
            "[0.         0.         0.64048293 0.         0.         0.\n",
            " 0.         0.         0.         0.76797241 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.         0.84762313 0.\n",
            " 0.         0.         0.53059875 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.70850009 0.         0.         0.         0.         0.\n",
            " 0.         0.         0.70571072 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.35353551\n",
            " 0.29651366 0.         0.         0.         0.87053367 0.\n",
            " 0.         0.17106557 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.33729042 0.         0.         0.90422536 0.26193831 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.68509415\n",
            " 0.         0.         0.         0.         0.72845453 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.6505532  0.         0.         0.39186868 0.6505532  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.         0.79962057 0.\n",
            " 0.         0.60050558 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.61131444\n",
            " 0.61131444 0.         0.         0.50258263 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.62478189 0.         0.         0.04628014 0.65049308 0.\n",
            " 0.         0.42937687 0.         0.        ]\n",
            "[0.        0.        0.        0.        0.        0.0646129 0.\n",
            " 0.        0.        0.        0.9979104 0.        0.        0.\n",
            " 0.        0.       ]\n",
            "[0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.62248957 0.         0.         0.26542703 0.736244   0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.13839959 0.         0.         0.70030192 0.70030192 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.58290789 0.81253824 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.45286548 0.         0.         0.         0.89157886 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.774231   0.63290312 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.54811079 0.         0.         0.         0.\n",
            " 0.63611023 0.         0.         0.54308226 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.41598784 0.         0.         0.         0.61735773 0.\n",
            " 0.         0.6677002  0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.76350694 0.         0.         0.         0.64579963 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.9687367  0.24809111 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.26502367\n",
            " 0.17491563 0.         0.         0.67050987 0.67050987 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.29048162 0.         0.         0.         0.95688057 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.01631332\n",
            " 0.61174968 0.         0.         0.27460763 0.68787852 0.\n",
            " 0.         0.27732652 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.00395254 0.         0.         0.         0.99999219 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.07880849\n",
            " 0.         0.         0.         0.79136859 0.37105664 0.47941834\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.60900065 0.         0.         0.50590212 0.60900065 0.\n",
            " 0.         0.         0.04795281 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.57973943 0.         0.         0.         0.57513832 0.\n",
            " 0.         0.04831162 0.57513832 0.        ]\n",
            "[0.         0.         0.68643768 0.         0.         0.\n",
            " 0.         0.         0.         0.69742068 0.20593131 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.41143145 0.         0.         0.81329473\n",
            " 0.         0.         0.         0.41143145 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.6364641  0.         0.         0.1629045  0.75390687 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.70517635 0.         0.         0.\n",
            " 0.         0.         0.         0.29589753 0.64433761 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.71050038\n",
            " 0.2864468  0.         0.         0.         0.         0.\n",
            " 0.         0.48302794 0.4240536  0.        ]\n",
            "[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0.]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.64225973 0.         0.         0.         0.31858122 0.\n",
            " 0.         0.28290012 0.63716243 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.67096952\n",
            " 0.         0.         0.         0.31559436 0.67096952 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.86929634 0.         0.         0.         0.13108437 0.\n",
            " 0.         0.44154737 0.17937861 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.66808591 0.         0.         0.         0.66016395 0.\n",
            " 0.         0.34328527 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.45703026\n",
            " 0.         0.         0.         0.         0.88945115 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.4885349  0.         0.         0.5024363\n",
            " 0.         0.         0.         0.50640812 0.5024363  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.07065374\n",
            " 0.87610632 0.         0.         0.         0.         0.\n",
            " 0.         0.47691274 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.28607514\n",
            " 0.47214027 0.         0.         0.58843097 0.59075678 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.59846003 0.         0.         0.         0.57471162 0.\n",
            " 0.         0.55808773 0.00949937 0.        ]\n",
            "[0.         0.         0.597678   0.         0.         0.32364383\n",
            " 0.         0.         0.         0.597678   0.42522546 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.37780185 0.         0.         0.\n",
            " 0.66640045 0.         0.         0.         0.64278784 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.62706472 0.         0.         0.         0.\n",
            " 0.70581238 0.         0.32957355 0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.06024616\n",
            " 0.         0.         0.         0.64463388 0.76211388 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.29087918\n",
            " 0.         0.         0.         0.77771906 0.55726328 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.47551703 0.         0.         0.87970651\n",
            " 0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.63966051 0.         0.         0.40797247\n",
            " 0.         0.         0.         0.12339908 0.63966051 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.39628258 0.         0.         0.         0.68203733 0.\n",
            " 0.         0.61464234 0.         0.        ]\n",
            "[0.         0.         0.43736339 0.         0.         0.60071596\n",
            " 0.         0.         0.         0.66921865 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.58128673 0.         0.         0.50316915\n",
            " 0.         0.         0.         0.26651882 0.58128673 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.84996314 0.         0.         0.01459164\n",
            " 0.         0.         0.         0.5143554  0.11308522 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.36648398 0.         0.         0.73010476\n",
            " 0.         0.         0.         0.18324199 0.54686279 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.         0.9599048  0.\n",
            " 0.         0.28032619 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.65659499\n",
            " 0.         0.         0.         0.74828168 0.09464433 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.61654846 0.         0.         0.\n",
            " 0.         0.         0.         0.49565661 0.61171278 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.19437721\n",
            " 0.         0.         0.         0.98092686 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.67618669\n",
            " 0.29247758 0.         0.         0.67618669 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.37052442\n",
            " 0.4371655  0.         0.         0.         0.54379122 0.\n",
            " 0.         0.61309794 0.         0.        ]\n",
            "[0.         0.         0.56765828 0.         0.         0.56765828\n",
            " 0.         0.         0.         0.1824616  0.56765828 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.4235834  0.         0.         0.52582769 0.73761938 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.32372638 0.         0.         0.\n",
            " 0.93071332 0.         0.         0.16922061 0.01839354 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.0417493  0.         0.         0.         0.88369344\n",
            " 0.         0.         0.         0.         0.4662005  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.37279622 0.         0.         0.         0.74267993 0.\n",
            " 0.         0.55628184 0.         0.        ]\n",
            "[0.         0.         0.58519521 0.         0.         0.51349145\n",
            " 0.         0.         0.         0.51349145 0.36083184 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.53618304 0.         0.         0.38571271\n",
            " 0.         0.         0.         0.53618304 0.52558654 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.99791504\n",
            " 0.01565357 0.         0.         0.         0.06261428 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.89442719 0.         0.         0.\n",
            " 0.         0.         0.         0.4472136  0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.76978223 0.         0.         0.         0.29073321 0.\n",
            " 0.         0.56825128 0.         0.        ]\n",
            "[0.         0.         0.08604187 0.         0.         0.01147225\n",
            " 0.         0.         0.         0.72561976 0.68259882 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.70082834 0.         0.         0.13296348\n",
            " 0.         0.         0.         0.70082834 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.65336734 0.         0.         0.65336734\n",
            " 0.         0.         0.         0.34605228 0.16269621 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.66686869 0.         0.         0.         0.65896116 0.\n",
            " 0.         0.34793151 0.         0.        ]\n",
            "[0.         0.         0.07321912 0.         0.         0.52917456\n",
            " 0.         0.         0.         0.845348   0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.05313277 0.         0.         0.70750481 0.70470835 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.53102876 0.         0.         0.         0.59916962 0.\n",
            " 0.         0.59916962 0.         0.        ]\n",
            "[0.         0.         0.73541675 0.         0.         0.67461458\n",
            " 0.         0.         0.         0.06369752 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.13170964 0.         0.         0.         0.         0.\n",
            " 0.         0.         0.99128834 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.65067273\n",
            " 0.         0.         0.         0.47903859 0.58919184 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.36315424\n",
            " 0.         0.         0.         0.         0.93172904 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.55315531 0.         0.         0.         0.614617   0.\n",
            " 0.         0.56237456 0.         0.        ]\n",
            "[0.         0.         0.42766848 0.         0.         0.90393565\n",
            " 0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.42650518 0.         0.         0.         0.90448512 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.70954393\n",
            " 0.         0.         0.         0.59691791 0.37448154 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.01828945 0.         0.         0.07315782 0.02743418 0.\n",
            " 0.         0.9967752  0.         0.        ]\n",
            "[0.         0.         0.67694769 0.         0.         0.01353895\n",
            " 0.         0.         0.         0.69048665 0.25453234 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.14767799 0.         0.         0.7965661\n",
            " 0.         0.         0.         0.58623687 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.65955564 0.         0.         0.         0.         0.\n",
            " 0.         0.75165574 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.0304433\n",
            " 0.         0.         0.         0.85917764 0.51077098 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.46221979\n",
            " 0.06964956 0.         0.         0.80413576 0.3672431  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.52743443 0.         0.         0.         0.60075491 0.\n",
            " 0.         0.60075491 0.         0.        ]\n",
            "[0.         0.         0.7025211  0.         0.         0.00829749\n",
            " 0.         0.         0.         0.7025211  0.11339908 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.1831066  0.         0.         0.66410301\n",
            " 0.         0.         0.         0.69416528 0.15031138 0.14484551\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.07494887 0.         0.\n",
            " 0.05353491 0.99574931 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.97728251 0.         0.         0.         0.21194079 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.6436911  0.         0.         0.34835049\n",
            " 0.         0.         0.         0.58563269 0.34835049 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.57383618\n",
            " 0.         0.         0.         0.         0.         0.\n",
            " 0.         0.81897011 0.         0.        ]\n",
            "[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0.]\n",
            "[0.         0.         0.57528967 0.         0.         0.57075983\n",
            " 0.11098108 0.         0.         0.         0.57528967 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.02065895 0.         0.         0.\n",
            " 0.         0.         0.         0.69355036 0.72011187 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.46083075 0.         0.         0.88648353 0.0422135  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.25949475 0.         0.         0.\n",
            " 0.02289659 0.         0.         0.         0.96547306 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.61219171 0.         0.         0.         0.61219171 0.\n",
            " 0.         0.50044243 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.6610617  0.         0.         0.3071074  0.         0.\n",
            " 0.         0.18738758 0.65845909 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.55319739\n",
            " 0.83305021 0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.5139951  0.         0.         0.         0.85779312 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.10451464 0.         0.         0.\n",
            " 0.         0.         0.         0.85634573 0.505716   0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.72334222 0.         0.         0.         0.0150071  0.\n",
            " 0.         0.6903266  0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.83306205 0.         0.         0.         0.         0.\n",
            " 0.         0.55317956 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.34187471 0.         0.         0.36127185 0.61343473 0.\n",
            " 0.         0.61343473 0.         0.        ]\n",
            "[0.         0.         0.23470992 0.         0.         0.64545226\n",
            " 0.         0.         0.         0.33420653 0.64545226 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.34078691 0.         0.         0.\n",
            " 0.         0.         0.         0.70373882 0.62339069 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.35317253 0.         0.         0.         0.66153955 0.\n",
            " 0.         0.66153955 0.         0.        ]\n",
            "[0.         0.         0.62131124 0.         0.         0.0853303\n",
            " 0.         0.         0.         0.58931238 0.50931523 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.01444957 0.         0.         0.\n",
            " 0.         0.         0.         0.39736317 0.91754767 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.63844127 0.         0.         0.42986684 0.63844127 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.9462402  0.         0.         0.         0.25178924 0.\n",
            " 0.         0.         0.20305584 0.        ]\n",
            "[0.         0.         0.45815497 0.         0.         0.51289029\n",
            " 0.         0.         0.         0.51289029 0.51289029 0.03040852\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.27516161 0.         0.         0.\n",
            " 0.         0.         0.         0.67981103 0.67981103 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.01766112 0.         0.         0.30023905\n",
            " 0.         0.         0.         0.95370048 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.52262706 0.         0.         0.04142775\n",
            " 0.         0.         0.         0.26450028 0.80943456 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.4806265  0.         0.         0.10002887 0.61725128 0.\n",
            " 0.         0.61481155 0.         0.        ]\n",
            "[0.         0.95079827 0.         0.         0.         0.\n",
            " 0.         0.         0.         0.         0.30981067 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.56557866\n",
            " 0.         0.         0.         0.82072689 0.08079695 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.30490252 0.         0.         0.\n",
            " 0.         0.         0.         0.67343688 0.67343688 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.12270329 0.         0.         0.         0.77496809\n",
            " 0.         0.         0.         0.61997448 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.12460955 0.         0.         0.80836446 0.46968214 0.33229211\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.71127839 0.         0.         0.         0.\n",
            " 0.70291041 0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.5879922\n",
            " 0.         0.         0.         0.55545508 0.5879922  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.66423383 0.         0.         0.         0.32148917 0.\n",
            " 0.         0.67486157 0.         0.        ]\n",
            "[0.         0.         0.7732593  0.         0.         0.\n",
            " 0.         0.         0.         0.58376494 0.24756524 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.54551297 0.         0.         0.48465894\n",
            " 0.         0.         0.         0.54985969 0.40641804 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.71538722 0.         0.         0.01755551 0.03072215 0.\n",
            " 0.         0.6978317  0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.11077392\n",
            " 0.         0.         0.         0.80073716 0.58868425 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.59604366 0.         0.         0.56777282\n",
            " 0.         0.         0.         0.56777282 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.11591078 0.         0.         0.         0.62530813 0.\n",
            " 0.         0.77172173 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.         0.05039718 0.\n",
            " 0.         0.73579887 0.67532226 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.44130376\n",
            " 0.01634458 0.         0.         0.         0.33996733 0.\n",
            " 0.         0.8303048  0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.56171438 0.         0.         0.82733123 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.31874902 0.         0.         0.66647522\n",
            " 0.         0.         0.         0.66647522 0.100103   0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.19915273\n",
            " 0.69294235 0.         0.         0.         0.69294235 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.25804484 0.68481129 0.\n",
            " 0.         0.68150302 0.         0.        ]\n",
            "[0.         0.         0.17243347 0.         0.         0.26614732\n",
            " 0.         0.         0.         0.         0.94838405 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.60688139\n",
            " 0.         0.         0.         0.68889238 0.39638651 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.55586811 0.         0.         0.55586811\n",
            " 0.         0.         0.         0.55586811 0.27024418 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.7085056  0.         0.         0.         0.         0.\n",
            " 0.         0.         0.70570519 0.        ]\n",
            "[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0.]\n",
            "[0.         0.         0.53046106 0.         0.         0.51454723\n",
            " 0.         0.         0.         0.67368554 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.23771319\n",
            " 0.66839355 0.         0.00838988 0.         0.70474968 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.71074706 0.         0.         0.         0.6461337  0.\n",
            " 0.         0.27811842 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.21693046\n",
            " 0.97618706 0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.29421787 0.         0.         0.         0.\n",
            " 0.         0.         0.         0.69195683 0.         0.65926595\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.63343608\n",
            " 0.         0.         0.         0.742446   0.21801987 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.56414807 0.         0.         0.         0.\n",
            " 0.         0.         0.         0.         0.82567364 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.02235352 0.         0.         0.7069301  0.7069301  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.62110116 0.         0.         0.47438436\n",
            " 0.         0.         0.         0.62354644 0.01956224 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.96692644 0.         0.         0.         0.25505541 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.62360956 0.         0.         0.3752456\n",
            " 0.         0.         0.         0.68570055 0.01079843 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.21886899\n",
            " 0.87205609 0.         0.         0.         0.43773798 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.48399977 0.         0.         0.62620587\n",
            " 0.         0.         0.         0.61123681 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.98464655\n",
            " 0.         0.         0.         0.16675466 0.05161454 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.87268311 0.488287   0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.58953426\n",
            " 0.         0.         0.         0.78398795 0.19445371 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.3757898  0.         0.         0.\n",
            " 0.         0.         0.         0.92670493 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.87348423 0.         0.         0.32108314\n",
            " 0.         0.         0.         0.36596573 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.73224089 0.         0.         0.11243069 0.67170129 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.99523626 0.         0.         0.         0.09749253 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.52166038 0.         0.         0.\n",
            " 0.08025544 0.         0.         0.84937007 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.         0.         0.\n",
            " 0.         0.92614658 0.37716377 0.        ]\n",
            "[0.         0.         0.77154104 0.         0.         0.07960344\n",
            " 0.         0.         0.         0.6307042  0.02449337 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.86167143 0.         0.         0.         0.5074666  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.67531739 0.         0.         0.\n",
            " 0.59233348 0.         0.         0.21461358 0.38344294 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.70703829 0.         0.         0.\n",
            " 0.         0.         0.         0.70703829 0.01391808 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.66666667 0.         0.         0.\n",
            " 0.         0.         0.         0.33333333 0.66666667 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.30477573 0.         0.         0.59782932\n",
            " 0.         0.         0.         0.         0.74142556 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.69388045 0.         0.         0.09270468\n",
            " 0.         0.         0.         0.71354508 0.02809233 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.29048162 0.\n",
            " 0.         0.         0.         0.95688057 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.13626622\n",
            " 0.8874774  0.         0.         0.         0.44024469 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.48441206\n",
            " 0.10926587 0.         0.         0.         0.8632004  0.\n",
            " 0.         0.         0.0910549  0.        ]\n",
            "[0.         0.         0.62392095 0.         0.         0.\n",
            " 0.         0.         0.         0.74870512 0.22397163 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.98043193 0.         0.19685838 0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.75165574 0.         0.         0.65955564 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.60623654 0.         0.         0.13892921\n",
            " 0.         0.         0.         0.78305551 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.38650329 0.         0.         0.09391669\n",
            " 0.         0.         0.         0.91749379 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.64337968 0.         0.         0.\n",
            " 0.66985621 0.         0.09796316 0.         0.35743317 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.6822807  0.         0.         0.06333407\n",
            " 0.         0.         0.         0.72834184 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.70710678\n",
            " 0.         0.         0.         0.70710678 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.98386991 0.17888544 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.09950372\n",
            " 0.99503719 0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0.]\n",
            "[0.         0.         0.02738285 0.         0.         0.10953138\n",
            " 0.         0.         0.         0.99360609 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.44644034 0.         0.         0.59350303\n",
            " 0.         0.         0.         0.66966049 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.54774866 0.         0.         0.54774866\n",
            " 0.         0.         0.         0.54774866 0.31609212 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.59284831 0.         0.         0.\n",
            " 0.         0.         0.         0.80531415 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.9276612  0.         0.         0.         0.37342295 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.13248512 0.         0.         0.         0.         0.\n",
            " 0.         0.99118499 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.5682074  0.         0.         0.         0.67809656 0.\n",
            " 0.         0.46367869 0.04824403 0.        ]\n",
            "[0.         0.         0.43773798 0.         0.         0.87205609\n",
            " 0.         0.         0.         0.21886899 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.62985518\n",
            " 0.77671259 0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.06000806 0.         0.         0.         0.03000403 0.\n",
            " 0.         0.99763407 0.01500202 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.70108394\n",
            " 0.         0.         0.         0.62539875 0.34257511 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.01569111\n",
            " 0.05021154 0.         0.         0.60567671 0.79396997 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.62712323 0.3703271  0.         0.68388869 0.         0.04324988\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.67735222 0.         0.         0.\n",
            " 0.         0.         0.         0.36407681 0.63925116 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.11938166 0.         0.         0.04591603\n",
            " 0.         0.         0.         0.         0.99178613 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.81909376\n",
            " 0.11220462 0.         0.         0.34409419 0.44507834 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.19032509 0.         0.         0.         0.09259059 0.\n",
            " 0.         0.97734505 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.10371996\n",
            " 0.         0.         0.         0.61540508 0.781357   0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.421525   0.         0.         0.36554119\n",
            " 0.         0.         0.         0.82987729 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.16511639 0.         0.         0.50478438\n",
            " 0.         0.         0.         0.59913659 0.59913659 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.00757554 0.         0.         0.         0.         0.\n",
            " 0.         0.99997131 0.         0.        ]\n",
            "[0.         0.         0.13818844 0.         0.         0.89290993\n",
            " 0.         0.         0.         0.4251952  0.0531494  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.81634142 0.57756964 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.69521202 0.         0.         0.47116266\n",
            " 0.         0.         0.         0.07907625 0.53705953 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.0227214  0.         0.         0.\n",
            " 0.         0.         0.         0.         0.99974184 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.08911174 0.         0.         0.\n",
            " 0.         0.         0.         0.71001933 0.69852104 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.60311671 0.         0.         0.\n",
            " 0.         0.         0.         0.52743148 0.59838638 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.04326653 0.         0.         0.         0.99906357 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.4471898  0.         0.         0.\n",
            " 0.         0.         0.         0.8703001  0.20639528 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.99950044 0.         0.         0.03160476 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.57506238\n",
            " 0.41822719 0.         0.         0.         0.40458935 0.\n",
            " 0.         0.57506238 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.97174081 0.2360504  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.75460552 0.         0.         0.         0.         0.\n",
            " 0.         0.         0.65617872 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.99344342 0.         0.         0.         0.         0.11432484\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.3790026  0.         0.         0.         0.53568523\n",
            " 0.         0.         0.         0.53145056 0.53568523 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.41956865\n",
            " 0.03496405 0.         0.         0.68045427 0.599768   0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0.]\n",
            "[0.         0.         0.         0.         0.         0.58798585\n",
            " 0.00464811 0.         0.         0.58798585 0.55544908 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.16055585 0.         0.         0.         0.56986016 0.\n",
            " 0.         0.56986016 0.56986016 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.67452998 0.         0.         0.         0.67186385 0.\n",
            " 0.         0.29860616 0.06665316 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.37888031\n",
            " 0.71004973 0.         0.         0.         0.07016302 0.\n",
            " 0.         0.         0.58936935 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.39763465\n",
            " 0.64904233 0.         0.         0.         0.60799618 0.\n",
            " 0.         0.22575386 0.00256538 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.23683314 0.         0.         0.         0.35524969 0.\n",
            " 0.         0.90427193 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.87195253 0.         0.         0.         0.4893963  0.\n",
            " 0.         0.01378581 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.9984025  0.         0.         0.02367753 0.05130131 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.        0.        0.        0.        0.        0.638909  0.638909\n",
            " 0.        0.        0.        0.        0.        0.        0.4284747\n",
            " 0.        0.       ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.57963221 0.         0.         0.         0.57275911 0.\n",
            " 0.         0.         0.57963221 0.        ]\n",
            "[0.         0.         0.52562753 0.         0.         0.02884541\n",
            " 0.         0.         0.         0.49357708 0.6922899  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.00438592\n",
            " 0.         0.         0.         0.99999038 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.91707005 0.39872611 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.02370875\n",
            " 0.         0.         0.         0.99971891 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.47665129\n",
            " 0.         0.         0.         0.62161224 0.62161224 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.14308925 0.8515555  0.\n",
            " 0.         0.2861785  0.4153078  0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.14891431 0.98753694 0.\n",
            " 0.         0.05094437 0.         0.        ]\n",
            "[0.         0.55157167 0.         0.         0.         0.\n",
            " 0.         0.         0.         0.52603594 0.64605385 0.04085716\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.47057102\n",
            " 0.2302256  0.         0.         0.55911932 0.64260772 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.66695211 0.         0.         0.\n",
            " 0.         0.         0.         0.66431593 0.33743033 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.66555708\n",
            " 0.         0.         0.         0.73530979 0.12787997 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.74611573 0.         0.         0.         0.         0.\n",
            " 0.         0.66581628 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.49929602 0.         0.         0.         0.58962092 0.\n",
            " 0.         0.63478337 0.0100361  0.        ]\n",
            "[0.         0.         0.60480117 0.         0.         0.\n",
            " 0.         0.         0.         0.76974692 0.20421857 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.29018743 0.         0.         0.62218152\n",
            " 0.         0.         0.         0.62218152 0.37625998 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.51994696 0.         0.         0.         0.85419855 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.47031642\n",
            " 0.11209614 0.         0.         0.61896564 0.61896564 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.34931242\n",
            " 0.         0.         0.         0.69589579 0.         0.\n",
            " 0.         0.34931242 0.5212396  0.        ]\n",
            "[0.         0.         0.         0.         0.         0.91740892\n",
            " 0.         0.         0.         0.39317526 0.06143363 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.61300805\n",
            " 0.27244803 0.         0.         0.         0.         0.\n",
            " 0.         0.46948634 0.57408691 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.         0.0670425  0.\n",
            " 0.         0.         0.99775012 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.3023741\n",
            " 0.         0.         0.         0.65465461 0.69281833 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.03747922\n",
            " 0.         0.         0.         0.         0.94447625 0.\n",
            " 0.         0.31857335 0.07121051 0.        ]\n",
            "[0.         0.         0.         0.         0.94070328 0.32756633\n",
            " 0.08819093 0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.50048991 0.         0.         0.         0.49653347\n",
            " 0.         0.         0.         0.50048991 0.50246813 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.         0.17483512 0.\n",
            " 0.         0.         0.98459773 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.69443545 0.         0.         0.         0.12600643 0.\n",
            " 0.         0.70843616 0.         0.        ]\n",
            "[0.         0.62487426 0.         0.         0.         0.46804308\n",
            " 0.         0.         0.         0.62487426 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.73258801\n",
            " 0.         0.         0.         0.68067232 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.67809656 0.         0.         0.         0.67809656 0.\n",
            " 0.         0.27338281 0.07504626 0.        ]\n",
            "[0.         0.51734888 0.         0.         0.         0.40488174\n",
            " 0.51734888 0.         0.         0.51734888 0.1819923  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.99397881 0.         0.         0.         0.         0.\n",
            " 0.         0.10957247 0.         0.        ]\n",
            "[0.         0.44861499 0.         0.         0.         0.\n",
            " 0.         0.         0.         0.89372512 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.99724522\n",
            " 0.         0.         0.         0.         0.         0.07417527\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.78386423\n",
            " 0.         0.         0.         0.49262615 0.37798987 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.17164789 0.         0.         0.         0.71191667\n",
            " 0.         0.         0.         0.68096377 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
            "[0.         0.55362465 0.         0.         0.         0.59585026\n",
            " 0.         0.         0.         0.58177506 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.64640373 0.         0.         0.0812843\n",
            " 0.         0.         0.         0.75865347 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.99010481 0.         0.         0.         0.14032982 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.         0.99987089 0.\n",
            " 0.         0.01136217 0.01136217 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.33716894 0.         0.         0.         0.19560946 0.\n",
            " 0.         0.65117357 0.65117357 0.        ]\n",
            "[0.         0.         0.32398132 0.         0.         0.\n",
            " 0.         0.         0.         0.92566094 0.19541731 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.05554883 0.         0.         0.43176588 0.63628654 0.\n",
            " 0.         0.63628654 0.02777441 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.5715021\n",
            " 0.         0.         0.         0.57607412 0.09829836 0.57607412\n",
            " 0.         0.         0.         0.        ]\n",
            "[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0.]\n",
            "[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0.]\n",
            "[0.         0.6327714  0.         0.         0.         0.69329736\n",
            " 0.         0.         0.         0.32188806 0.         0.1238031\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.46356841 0.         0.         0.         0.88606113\n",
            " 0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0.]\n",
            "[0.         0.         0.29464303 0.         0.         0.16759511\n",
            " 0.         0.         0.         0.68389619 0.64605214 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.66711036 0.         0.         0.         0.22237013\n",
            " 0.         0.         0.         0.13236317 0.19854476 0.66975762\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.26666136 0.         0.         0.96379029 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.25642592 0.         0.         0.         0.\n",
            " 0.65531068 0.         0.         0.27455705 0.         0.65531068\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.24536109 0.         0.         0.         0.44020666\n",
            " 0.         0.         0.         0.60859171 0.61099721 0.04811002\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.3335745  0.         0.         0.         0.59250292\n",
            " 0.         0.         0.         0.49219732 0.54351646 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.35547192 0.         0.         0.\n",
            " 0.         0.         0.         0.84383054 0.40198226 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.57549342 0.         0.         0.\n",
            " 0.         0.         0.         0.81780641 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.1211497  0.         0.         0.74758227\n",
            " 0.         0.         0.         0.65302642 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.57841333 0.         0.         0.         0.         0.\n",
            " 0.         0.81430255 0.04847039 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.38220617\n",
            " 0.         0.         0.         0.81258958 0.44001889 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.99633625 0.         0.         0.         0.08552243 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.50364033\n",
            " 0.         0.         0.         0.86095269 0.07146248 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.87858874 0.         0.         0.         0.         0.\n",
            " 0.         0.47575756 0.04167219 0.        ]\n",
            "[0.         0.17755814 0.         0.         0.         0.60945628\n",
            " 0.54227213 0.         0.         0.52787552 0.15596323 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.69006787\n",
            " 0.         0.         0.         0.69006787 0.21820329 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.63908496\n",
            " 0.27440937 0.         0.         0.         0.         0.\n",
            " 0.         0.71851925 0.         0.        ]\n",
            "[0.         0.         0.41674121 0.         0.         0.39384334\n",
            " 0.         0.         0.         0.57931606 0.57931606 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.04455725 0.         0.         0.         0.         0.\n",
            " 0.         0.94906933 0.31190073 0.        ]\n",
            "[0.         0.         0.23556547 0.         0.         0.62476057\n",
            " 0.         0.         0.         0.64524452 0.37127167 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.69951978\n",
            " 0.03608634 0.         0.         0.69951978 0.14156948 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.06415841\n",
            " 0.7729561  0.         0.         0.         0.         0.\n",
            " 0.         0.50715698 0.37578498 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.15195668\n",
            " 0.52694654 0.         0.         0.         0.61763036 0.\n",
            " 0.         0.56371025 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.69611177\n",
            " 0.         0.         0.         0.67685176 0.23937441 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.99059069 0.         0.13685792 0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.14469975 0.         0.         0.559822\n",
            " 0.55270562 0.         0.         0.60014816 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.65414653\n",
            " 0.65156097 0.         0.         0.38266281 0.03361227 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.91707005 0.         0.39872611 0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.01999747 0.         0.64848938\n",
            " 0.         0.22568574 0.         0.72562247 0.03999494 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.46319635\n",
            " 0.         0.         0.         0.6266774  0.6266774  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.67167098 0.         0.         0.31732488\n",
            " 0.         0.         0.         0.66902661 0.02379937 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.59287455 0.         0.         0.\n",
            " 0.         0.         0.         0.         0.80529483 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.99732609 0.07307993 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.99999125 0.         0.         0.         0.00418406 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.87643523 0.         0.         0.         0.48151977 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.99985393 0.         0.         0.         0.01709152 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.50850089 0.         0.         0.         0.86106147 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.52264416\n",
            " 0.         0.         0.         0.76859432 0.36892527 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.42690244\n",
            " 0.         0.         0.         0.66117814 0.61692607 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.43518995\n",
            " 0.         0.         0.         0.43829845 0.78645037 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.23551358 0.         0.         0.         0.54422733 0.\n",
            " 0.         0.80520182 0.         0.        ]\n",
            "[0.         0.         0.62379069 0.         0.         0.470925\n",
            " 0.         0.         0.         0.62379069 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.06471828 0.         0.         0.41817966 0.90605591 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.23801655 0.         0.         0.\n",
            " 0.         0.         0.         0.         0.9712611  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.2954768  0.         0.         0.\n",
            " 0.         0.         0.         0.91525737 0.27385655 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0.]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.9222865  0.         0.         0.         0.         0.\n",
            " 0.         0.31182069 0.22837571 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.76882616 0.         0.         0.         0.44215756 0.\n",
            " 0.         0.         0.46195565 0.        ]\n",
            "[0.         0.         0.48865882 0.         0.         0.\n",
            " 0.         0.         0.         0.6157101  0.6181534  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.64580696 0.76350074 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.64756099 0.76201362 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.26529485 0.         0.         0.         0.73757798 0.\n",
            " 0.         0.         0.62096487 0.        ]\n",
            "[0.         0.         0.53407125 0.         0.         0.\n",
            " 0.         0.         0.         0.80110684 0.27017722 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.04144958 0.         0.         0.46515634\n",
            " 0.         0.         0.         0.8842576  0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.90900811 0.41677842 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.76774254 0.         0.         0.245799   0.         0.\n",
            " 0.         0.59173833 0.         0.        ]\n",
            "[0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
            "[0.         0.         0.92144267 0.         0.         0.12285903\n",
            " 0.         0.         0.         0.         0.36857707 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.67930915 0.         0.         0.\n",
            " 0.         0.         0.         0.         0.73385222 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.71365364 0.         0.         0.         0.70049874 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.6704884\n",
            " 0.         0.         0.         0.7404524  0.04664267 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.77179232 0.         0.         0.         0.23941314 0.\n",
            " 0.         0.58908231 0.         0.        ]\n",
            "[0.         0.         0.28981591 0.         0.         0.04516612\n",
            " 0.         0.         0.         0.95601609 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.63246352 0.         0.         0.         0.77459014 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.56452756 0.         0.         0.35832288\n",
            " 0.         0.         0.         0.62537484 0.40226813 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.94210822 0.         0.         0.10714172\n",
            " 0.         0.         0.         0.         0.31773063 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.26509918 0.         0.         0.\n",
            " 0.         0.         0.         0.53019837 0.80536458 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.39331896\n",
            " 0.14302508 0.         0.         0.90820924 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.         0.         0.\n",
            " 0.         0.22162111 0.97513286 0.        ]\n",
            "[0.         0.         0.71007887 0.         0.         0.\n",
            " 0.40162832 0.         0.         0.         0.57834479 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.74843882\n",
            " 0.24553527 0.         0.         0.         0.02662431 0.\n",
            " 0.         0.5413609  0.29286737 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.66519318 0.         0.         0.         0.66519318 0.\n",
            " 0.         0.33916967 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.49982126\n",
            " 0.86612858 0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.09765381\n",
            " 0.65102538 0.         0.         0.75274809 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.4472136  0.         0.89442719 0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.05241424\n",
            " 0.57655666 0.         0.         0.         0.57655666 0.\n",
            " 0.         0.57655666 0.         0.        ]\n",
            "[0.         0.         0.58730789 0.         0.         0.64046938\n",
            " 0.         0.         0.         0.43794943 0.23036646 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.91588111\n",
            " 0.         0.39382888 0.         0.         0.0778499  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.81545845 0.         0.         0.         0.\n",
            " 0.         0.         0.         0.57881562 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.53895948 0.         0.         0.         0.38497107 0.\n",
            " 0.         0.74921289 0.         0.        ]\n",
            "[0.         0.         0.70710678 0.         0.         0.70710678\n",
            " 0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.92274767 0.         0.38540465 0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.19262996 0.         0.         0.87454002\n",
            " 0.         0.         0.         0.42763851 0.12328318 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.48441472 0.         0.         0.87483849\n",
            " 0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.07801834\n",
            " 0.         0.         0.         0.70495147 0.70495147 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.8119714  0.         0.         0.         0.         0.\n",
            " 0.         0.56740169 0.13695903 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.56335645 0.         0.         0.         0.5842215  0.\n",
            " 0.         0.5842215  0.         0.        ]\n",
            "[0.         0.         0.57735027 0.         0.         0.57735027\n",
            " 0.         0.         0.         0.         0.57735027 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.1409395\n",
            " 0.63674451 0.         0.         0.         0.41526818 0.\n",
            " 0.         0.63422774 0.         0.        ]\n",
            "[0.         0.         0.44346392 0.         0.         0.69687186\n",
            " 0.         0.         0.         0.20933701 0.52334251 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.705238   0.         0.         0.         0.         0.\n",
            " 0.         0.03638133 0.70803656 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.77119619 0.         0.         0.         0.20949819 0.\n",
            " 0.         0.42506879 0.42506879 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.68965517\n",
            " 0.         0.         0.         0.         0.72413793 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.63831991 0.         0.         0.58303237\n",
            " 0.         0.         0.         0.         0.50261411 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.87872344 0.47733125 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.8448671  0.         0.         0.36267466 0.03709173 0.\n",
            " 0.         0.         0.39152378 0.        ]\n",
            "[0.         0.         0.40089177 0.         0.         0.\n",
            " 0.52892526 0.         0.52892526 0.         0.52892526 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.96737222 0.2533594  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.02514604 0.         0.         0.\n",
            " 0.         0.         0.         0.70688319 0.70688319 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.60025971 0.         0.16398848 0.         0.78281291 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.58185988 0.         0.         0.59120703\n",
            " 0.         0.         0.         0.         0.55849202 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.18849009\n",
            " 0.         0.         0.         0.70406588 0.68466249 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.6490494  0.         0.         0.         0.76074626 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.09184319 0.         0.         0.         0.99577348 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.02154672\n",
            " 0.         0.         0.         0.         0.99976784 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.68859012 0.         0.10812573 0.         0.71704426 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.00328672\n",
            " 0.55545545 0.         0.         0.         0.8315398  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.61078837 0.         0.         0.63073248\n",
            " 0.         0.         0.         0.         0.47865865 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.77553029 0.         0.         0.\n",
            " 0.         0.         0.         0.03877651 0.63011837 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.55267145 0.         0.         0.55486459\n",
            " 0.         0.         0.         0.28072202 0.55486459 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.         0.5046062  0.\n",
            " 0.         0.         0.86334963 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.70567778 0.         0.         0.         0.70288854 0.\n",
            " 0.         0.08925569 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.36923343\n",
            " 0.         0.         0.         0.32782408 0.86959648 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.80037648\n",
            " 0.59949769 0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.60552184 0.         0.         0.\n",
            " 0.         0.         0.         0.79582869 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.09605193\n",
            " 0.67236347 0.         0.         0.         0.67503158 0.\n",
            " 0.         0.28815578 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.42939327\n",
            " 0.         0.         0.         0.18851412 0.88322355 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.39046745 0.         0.         0.         0.5667356  0.\n",
            " 0.         0.5667356  0.45294224 0.        ]\n",
            "[0.         0.         0.         0.         0.46063332 0.\n",
            " 0.5466552  0.         0.         0.         0.         0.\n",
            " 0.         0.69927465 0.         0.        ]\n",
            "[0.         0.         0.70664051 0.         0.         0.70664051\n",
            " 0.         0.         0.         0.         0.03630959 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.60759229 0.         0.         0.         0.60759229 0.\n",
            " 0.         0.51153027 0.         0.        ]\n",
            "[0.         0.         0.26851096 0.         0.         0.16733291\n",
            " 0.18679023 0.         0.         0.         0.93005966 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.67398643\n",
            " 0.         0.         0.         0.65533858 0.3409892  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.24433076 0.         0.         0.         0.\n",
            " 0.53797598 0.0874211  0.         0.56711634 0.56711634 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.38504809 0.         0.         0.60001357\n",
            " 0.11811291 0.         0.         0.38504809 0.57402873 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.33379117 0.         0.         0.08877425\n",
            " 0.         0.         0.         0.2592208  0.90194632 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.85968936 0.         0.         0.\n",
            " 0.50998524 0.         0.         0.         0.02914201 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.98442757 0.         0.         0.         0.17579064 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.35924073 0.93324493 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.40627609 0.         0.         0.         0.66714811 0.\n",
            " 0.         0.62438221 0.         0.        ]\n",
            "[0.         0.         0.53955479 0.         0.         0.53955479\n",
            " 0.         0.         0.         0.03625467 0.53955479 0.3540162\n",
            " 0.         0.         0.         0.        ]\n",
            "[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0.]\n",
            "[0.         0.         0.8861189  0.         0.         0.00509264\n",
            " 0.         0.         0.         0.         0.46343    0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.67735493 0.         0.         0.67735493 0.08835065 0.\n",
            " 0.         0.27308381 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.13325471\n",
            " 0.         0.         0.         0.         0.99108182 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.56366675 0.         0.         0.06699318\n",
            " 0.         0.         0.         0.58214762 0.58214762 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.9778221\n",
            " 0.18386399 0.         0.         0.         0.         0.\n",
            " 0.         0.10028945 0.         0.        ]\n",
            "[0.         0.         0.48783513 0.         0.         0.66001222\n",
            " 0.         0.         0.         0.         0.57131493 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.57783618 0.81615277 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.2014569\n",
            " 0.         0.         0.         0.         0.         0.\n",
            " 0.         0.97949738 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.98259437 0.         0.         0.18576411 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.30564817 0.         0.         0.         0.7324022  0.\n",
            " 0.         0.60841286 0.         0.        ]\n",
            "[0.         0.         0.91158198 0.         0.         0.38025992\n",
            " 0.         0.         0.         0.15627119 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.62155564 0.         0.         0.         0.62402213 0.\n",
            " 0.         0.47356621 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.67207408\n",
            " 0.62140183 0.         0.         0.         0.         0.\n",
            " 0.         0.40271107 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.14094972\n",
            " 0.         0.         0.         0.94213753 0.30415465 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.57282203 0.         0.         0.56829379 0.56150144 0.\n",
            " 0.         0.         0.18339362 0.        ]\n",
            "[0.         0.         0.49972245 0.         0.         0.86618559\n",
            " 0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.18028572 0.         0.         0.         0.6233608  0.\n",
            " 0.         0.76086685 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.64555026 0.         0.         0.         0.         0.\n",
            " 0.38852564 0.6575049  0.         0.        ]\n",
            "[0.         0.         0.50441978 0.         0.         0.3961412\n",
            " 0.         0.         0.         0.67079907 0.37237273 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.97368818 0.         0.         0.\n",
            " 0.22788447 0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.0225191  0.         0.         0.65627092\n",
            " 0.         0.         0.         0.46325008 0.59514766 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.1449185  0.         0.         0.         0.         0.\n",
            " 0.         0.98944359 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.46877194\n",
            " 0.60125096 0.         0.         0.         0.         0.\n",
            " 0.         0.64710908 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.66090633 0.7504684  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.21453653 0.         0.         0.56539313\n",
            " 0.         0.         0.         0.56539313 0.56092362 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.73835961\n",
            " 0.         0.         0.         0.67440721 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.08858317 0.         0.         0.54134162\n",
            " 0.         0.         0.         0.82677627 0.12467262 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.08588834 0.         0.         0.         0.99630477 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.89721389\n",
            " 0.3227133  0.         0.         0.3014355  0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.6402272  0.         0.         0.         0.5739968  0.\n",
            " 0.         0.51052601 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.20550281 0.         0.         0.         0.7908744  0.\n",
            " 0.57603058 0.02179575 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.23606334\n",
            " 0.         0.00582872 0.         0.62950223 0.74024798 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.49552735\n",
            " 0.64235025 0.         0.         0.         0.58466982 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.49623193\n",
            " 0.         0.         0.         0.84028603 0.21834205 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.98833203 0.         0.         0.         0.         0.\n",
            " 0.         0.14571562 0.04434823 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.47201837\n",
            " 0.         0.         0.         0.62080676 0.62593739 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.57580962 0.         0.         0.63867093\n",
            " 0.         0.         0.         0.51043386 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.70252575 0.         0.         0.         0.47760645 0.\n",
            " 0.         0.52758852 0.         0.        ]\n",
            "[0.         0.64152821 0.         0.         0.         0.42768548\n",
            " 0.         0.         0.         0.5685701  0.28680085 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.71994707 0.         0.         0.69402898 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.95889677\n",
            " 0.         0.         0.         0.28375516 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.4849629  0.         0.         0.         0.         0.\n",
            " 0.         0.63572856 0.6005499  0.        ]\n",
            "[0.         0.         0.70710678 0.         0.         0.\n",
            " 0.         0.         0.         0.         0.70710678 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.68610161 0.         0.         0.01270559\n",
            " 0.         0.         0.         0.72739476 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.69946305 0.71466877 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.59436388 0.         0.         0.00468003 0.56394369 0.\n",
            " 0.         0.57330375 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.10581839\n",
            " 0.         0.         0.         0.70452768 0.70174299 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.         0.         0.\n",
            " 0.         0.99997257 0.0074072  0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.1156597  0.         0.         0.         0.27154885 0.\n",
            " 0.         0.95544966 0.         0.        ]\n",
            "[0.         0.3110152  0.         0.         0.         0.\n",
            " 0.75136344 0.         0.         0.58199874 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.04630687 0.         0.         0.         0.         0.\n",
            " 0.         0.99890536 0.00661527 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.99974435 0.         0.         0.         0.003936   0.\n",
            " 0.         0.01574401 0.01574401 0.        ]\n",
            "[0.         0.32502384 0.         0.         0.         0.64397247\n",
            " 0.         0.         0.         0.69257416 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.17888543\n",
            " 0.         0.         0.         0.98386991 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0.]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.         0.10426727 0.\n",
            " 0.         0.99454931 0.         0.        ]\n",
            "[0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.45728283 0.         0.         0.         0.70977026 0.\n",
            " 0.         0.53583448 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.03160476\n",
            " 0.         0.         0.         0.         0.99950044 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.38387857\n",
            " 0.         0.         0.         0.92338358 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.31965054 0.         0.         0.         0.         0.\n",
            " 0.         0.9475355  0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.82650261 0.56293289 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.70307371 0.61293606 0.36055062\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.88070862 0.         0.         0.\n",
            " 0.         0.         0.         0.47365844 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.77998822 0.         0.         0.         0.04747754\n",
            " 0.         0.         0.         0.62399059 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.8919035  0.         0.         0.         0.         0.\n",
            " 0.         0.2810107  0.35431784 0.        ]\n",
            "[0.         0.3738353  0.         0.         0.         0.17038752\n",
            " 0.64594667 0.         0.         0.64340358 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.70495147 0.         0.         0.         0.07801834 0.\n",
            " 0.         0.70495147 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.68211226\n",
            " 0.         0.         0.         0.73124747 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.50536656\n",
            " 0.         0.         0.         0.86290477 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.70990717 0.         0.         0.         0.         0.\n",
            " 0.         0.         0.70429526 0.        ]\n",
            "[0.         0.         0.55728952 0.         0.         0.46550066\n",
            " 0.         0.         0.         0.40867899 0.55291862 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.51050879 0.         0.         0.49663627\n",
            " 0.         0.         0.         0.70194957 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.61531903\n",
            " 0.44683883 0.         0.         0.61776077 0.20022286 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.12646642\n",
            " 0.99197089 0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.70446759\n",
            " 0.         0.         0.         0.70446759 0.08631816 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.90308297\n",
            " 0.         0.         0.         0.42946612 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.47454409 0.         0.         0.41661852\n",
            " 0.         0.         0.         0.53246965 0.56366034 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.64458701\n",
            " 0.64458701 0.         0.         0.         0.         0.\n",
            " 0.         0.41111456 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.83981904\n",
            " 0.         0.         0.         0.54286644 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.71895717 0.         0.         0.\n",
            " 0.         0.         0.         0.63907305 0.27328782 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.2554729\n",
            " 0.30288024 0.         0.         0.         0.65316781 0.\n",
            " 0.         0.         0.64526659 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.11599995\n",
            " 0.66055525 0.         0.         0.         0.         0.\n",
            " 0.         0.49299978 0.55422197 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.20583166\n",
            " 0.58511696 0.         0.         0.         0.52498637 0.\n",
            " 0.         0.58280424 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.85224083 0.         0.         0.         0.24247857 0.\n",
            " 0.         0.46356198 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.64936516 0.         0.         0.         0.65979672 0.\n",
            " 0.         0.37814438 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.98092166 0.         0.         0.         0.0038619  0.\n",
            " 0.         0.14675207 0.12744259 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.7339629  0.         0.         0.         0.         0.\n",
            " 0.         0.67918956 0.         0.        ]\n",
            "[0.         0.         0.69766774 0.         0.         0.\n",
            " 0.         0.         0.         0.05084219 0.71461514 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.70547938 0.         0.         0.         0.70873044 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.1061168  0.         0.         0.\n",
            " 0.         0.         0.         0.99435367 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.04163055\n",
            " 0.99913307 0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.40349395 0.         0.         0.\n",
            " 0.         0.         0.         0.73441701 0.54573281 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.        0.        0.        0.        0.        0.7965867 0.\n",
            " 0.        0.        0.6045243 0.        0.        0.        0.\n",
            " 0.        0.       ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.80075598 0.5989907  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.93008496 0.         0.         0.         0.36734449 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.33835434 0.         0.         0.         0.51839612 0.\n",
            " 0.         0.78535457 0.         0.        ]\n",
            "[0.        0.        0.        0.        0.9962973 0.        0.\n",
            " 0.        0.        0.        0.        0.        0.        0.0859749\n",
            " 0.        0.       ]\n",
            "[0.         0.84810855 0.         0.         0.         0.\n",
            " 0.         0.         0.         0.13601742 0.         0.51206557\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.09018221 0.\n",
            " 0.99592528 0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.41803101 0.         0.         0.6124021\n",
            " 0.         0.         0.         0.67097969 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.99936788 0.         0.         0.         0.         0.\n",
            " 0.         0.03555064 0.         0.        ]\n",
            "[0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
            "[0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.78080081 0.         0.         0.         0.         0.\n",
            " 0.         0.30342001 0.54615602 0.        ]\n",
            "[0.         0.         0.018229   0.         0.         0.77655554\n",
            " 0.05833281 0.         0.         0.62707773 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.81025676 0.         0.         0.58607506 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.53823429\n",
            " 0.42968285 0.49074304 0.         0.53371132 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.87474576 0.         0.         0.07259301 0.         0.47911388\n",
            " 0.         0.         0.         0.        ]\n",
            "[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0.]\n",
            "[0.         0.         0.         0.         0.         0.87408874\n",
            " 0.41113265 0.         0.         0.21420357 0.14510565 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.4921875  0.\n",
            " 0.40486392 0.         0.         0.55966484 0.09129284 0.\n",
            " 0.         0.51997231 0.0436618  0.        ]\n",
            "[0.         0.         0.         0.         0.         0.47042327\n",
            " 0.88160802 0.         0.         0.         0.03833078 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.88387748 0.         0.         0.         0.4677185  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.02658524\n",
            " 0.         0.         0.         0.95706861 0.28863975 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.10377097\n",
            " 0.46807329 0.         0.         0.556389   0.38858916 0.\n",
            " 0.         0.556389   0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.2434305  0.96991834 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.39737862 0.         0.         0.33064326 0.37917805 0.\n",
            " 0.         0.76745637 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.97321579 0.2298935  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.61409291 0.         0.         0.\n",
            " 0.         0.         0.         0.6237637  0.48353773 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.62701218 0.         0.         0.50061843 0.58488093 0.\n",
            " 0.         0.11895884 0.         0.        ]\n",
            "[0.         0.         0.37557009 0.         0.         0.\n",
            " 0.         0.         0.         0.66447012 0.64608557 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.85269811 0.522404   0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.32513604 0.         0.         0.49407929\n",
            " 0.07012738 0.         0.         0.         0.80327726 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.38152504 0.         0.         0.62061404 0.51633054 0.\n",
            " 0.         0.45019954 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.60764813 0.         0.         0.         0.63265422 0.\n",
            " 0.         0.48011705 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.02621723 0.         0.30711611 0.         0.95131086 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.03385228\n",
            " 0.         0.         0.         0.71371887 0.69961375 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.70700816 0.         0.         0.01670098 0.70700816 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.02676225\n",
            " 0.49145219 0.         0.         0.         0.61553169 0.\n",
            " 0.         0.61553169 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.79622259 0.         0.         0.         0.60500379 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.56444997 0.         0.         0.         0.82546728 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.05472551 0.         0.         0.\n",
            " 0.         0.         0.         0.72871335 0.68262872 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.30141678 0.         0.         0.\n",
            " 0.         0.         0.         0.5162564  0.80164035 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.77517963 0.63174089 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.76772555 0.64077881 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.48170061\n",
            " 0.39837943 0.         0.         0.41660593 0.65875811 0.\n",
            " 0.         0.         0.04166059 0.        ]\n",
            "[0.         0.01765275 0.52958251 0.         0.         0.51192976\n",
            " 0.06052372 0.         0.         0.63802083 0.07565464 0.20174572\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.68917366 0.         0.         0.         0.72348936 0.\n",
            " 0.         0.04003498 0.         0.        ]\n",
            "[0.         0.02229141 0.         0.         0.         0.01910692\n",
            " 0.34710911 0.         0.         0.48404208 0.80249079 0.01910692\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.63696242 0.         0.         0.         0.63948006 0.\n",
            " 0.         0.43051612 0.         0.        ]\n",
            "[0.         0.         0.32840118 0.         0.         0.65680235\n",
            " 0.18100853 0.         0.         0.65421652 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.62397773 0.         0.         0.         0.70440152 0.\n",
            " 0.         0.33833459 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.66799296 0.         0.         0.         0.74416759 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.74845381 0.         0.         0.         0.66318693 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.47188406 0.         0.         0.61593287\n",
            " 0.         0.         0.         0.63083447 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.60193844 0.         0.         0.         0.36174185 0.\n",
            " 0.         0.71190796 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.64525848\n",
            " 0.40900244 0.         0.         0.64525848 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.47963293\n",
            " 0.63451438 0.06994647 0.         0.60203924 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.62118288 0.         0.         0.         0.\n",
            " 0.62118288 0.         0.         0.47444677 0.05624884 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.41310023 0.         0.         0.51696542\n",
            " 0.45322996 0.         0.         0.59722488 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.22997641 0.         0.         0.51385355\n",
            " 0.         0.         0.         0.         0.         0.8264777\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.78910693 0.         0.         0.38372258\n",
            " 0.         0.         0.         0.47965325 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.23661408\n",
            " 0.29849776 0.         0.         0.         0.92461498 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.38721778\n",
            " 0.6302303  0.         0.         0.67295777 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.47225416 0.         0.         0.         0.47225416\n",
            " 0.44238828 0.         0.         0.47225416 0.3677236  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.80832303 0.         0.         0.         0.58873923 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.83610213 0.         0.         0.         0.         0.54857381\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.99986114 0.         0.         0.         0.\n",
            " 0.01666435 0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.44620393 0.         0.         0.\n",
            " 0.13153989 0.         0.         0.64996178 0.60095673 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.5058354  0.         0.86263002 0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.57318017 0.         0.         0.\n",
            " 0.         0.         0.         0.59912659 0.55902757 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.22875451 0.         0.         0.10130557\n",
            " 0.         0.         0.         0.7614257  0.59802964 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.92543084 0.         0.         0.         0.\n",
            " 0.37891657 0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.70258022 0.         0.         0.\n",
            " 0.         0.         0.         0.35958832 0.61406618 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.42425119 0.         0.         0.90554455 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.7085056  0.         0.         0.         0.\n",
            " 0.70570519 0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.59549644 0.         0.         0.\n",
            " 0.         0.         0.         0.53922906 0.59549644 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.00788735 0.         0.         0.22478955 0.97408806 0.\n",
            " 0.02366206 0.         0.         0.        ]\n",
            "[0.         0.         0.88147574 0.         0.         0.\n",
            " 0.         0.         0.         0.47177575 0.02069192 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.00671269 0.         0.         0.51352115\n",
            " 0.         0.         0.         0.09733407 0.8525122  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.07880554 0.         0.         0.         0.\n",
            " 0.99689001 0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.541597   0.         0.         0.         0.84063826\n",
            " 0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.17351798\n",
            " 0.55210267 0.         0.         0.68145243 0.44799189 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.35817319 0.         0.         0.         0.75186768 0.\n",
            " 0.         0.55354039 0.         0.        ]\n",
            "[0.         0.01151109 0.35108822 0.         0.         0.\n",
            " 0.         0.         0.         0.64749877 0.67627649 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.57317326 0.         0.         0.12007187 0.57317326 0.\n",
            " 0.         0.57317326 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.59254323 0.         0.         0.         0.54821913 0.\n",
            " 0.         0.59021038 0.         0.        ]\n",
            "[0.         0.         0.79496987 0.         0.         0.\n",
            " 0.         0.         0.         0.53896261 0.27846402 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.01428    0.         0.         0.         0.69115217 0.\n",
            " 0.         0.72256817 0.         0.        ]\n",
            "[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0.]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.90637928 0.42246492 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.69788032 0.         0.         0.01407017 0.64159966 0.\n",
            " 0.         0.31798579 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.16806193 0.         0.         0.         0.69979887 0.\n",
            " 0.         0.69428865 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.53494828\n",
            " 0.52014734 0.         0.         0.46517242 0.34253606 0.\n",
            " 0.         0.30659092 0.12475078 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.70111347 0.         0.         0.         0.56770322 0.\n",
            " 0.         0.43145446 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.8620293  0.         0.         0.         0.         0.\n",
            " 0.         0.50685845 0.         0.        ]\n",
            "[0.         0.         0.16058687 0.         0.         0.\n",
            " 0.         0.         0.         0.98702171 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.33103078\n",
            " 0.64578136 0.         0.         0.04612724 0.         0.\n",
            " 0.         0.68648186 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.76295843 0.64644755 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.03066864\n",
            " 0.         0.         0.         0.70816682 0.70537876 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.42982602 0.         0.         0.\n",
            " 0.         0.         0.         0.63845501 0.63845501 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.66528059 0.         0.         0.         0.59664053 0.\n",
            " 0.         0.44880041 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.49598108 0.         0.         0.         0.44284026 0.\n",
            " 0.         0.74692387 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.86941802\n",
            " 0.         0.         0.         0.49267021 0.03726077 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.55765672 0.         0.         0.         0.38048454 0.\n",
            " 0.         0.73773335 0.         0.        ]\n",
            "[0.         0.         0.06127635 0.         0.         0.70467797\n",
            " 0.         0.         0.         0.70467797 0.05570577 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.52554158 0.         0.         0.         0.41773816 0.\n",
            " 0.         0.74114835 0.         0.        ]\n",
            "[0.         0.         0.32282393 0.         0.         0.94156977\n",
            " 0.         0.         0.         0.         0.09607855 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.16694083 0.         0.         0.         0.91817457 0.\n",
            " 0.         0.35928571 0.         0.        ]\n",
            "[0.         0.         0.63965402 0.         0.         0.\n",
            " 0.         0.         0.         0.64732987 0.41449582 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.43246669\n",
            " 0.28663489 0.         0.         0.         0.         0.\n",
            " 0.         0.85487601 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.66831277 0.         0.         0.         0.31559214 0.\n",
            " 0.         0.67361684 0.         0.        ]\n",
            "[0.         0.         0.97591615 0.         0.         0.21814597\n",
            " 0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.99519115\n",
            " 0.         0.         0.         0.         0.09795189 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.42917364 0.         0.         0.         0.78507374 0.\n",
            " 0.         0.44661975 0.         0.        ]\n",
            "[0.         0.         0.727182   0.         0.         0.26625168\n",
            " 0.         0.         0.         0.6327056  0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.         0.         0.\n",
            " 0.0518781  0.99865342 0.         0.        ]\n",
            "[0.         0.         0.62415177 0.         0.         0.52485491\n",
            " 0.         0.         0.         0.         0.57875892 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.5164176  0.         0.         0.\n",
            " 0.16220809 0.         0.         0.         0.84083375 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.78040713 0.         0.         0.04935381\n",
            " 0.         0.         0.         0.60149957 0.1634845  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.54315516 0.         0.         0.         0.59488422 0.\n",
            " 0.         0.         0.5925329  0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.6957642  0.         0.         0.         0.71684796 0.\n",
            " 0.         0.         0.04517949 0.        ]\n",
            "[0.         0.         0.67877268 0.         0.         0.2928039\n",
            " 0.         0.         0.         0.67344897 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.84204927\n",
            " 0.20271557 0.         0.         0.         0.         0.\n",
            " 0.         0.33136199 0.37424412 0.        ]\n",
            "[0.         0.         0.62125433 0.         0.         0.33581315\n",
            " 0.         0.         0.         0.70800606 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.97301215\n",
            " 0.         0.         0.         0.23075387 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.27019451 0.         0.         0.\n",
            " 0.         0.         0.         0.96280576 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.9977097  0.         0.         0.         0.06764134 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.26790513 0.         0.         0.         0.81363782 0.\n",
            " 0.         0.         0.51596544 0.        ]\n",
            "[0.         0.         0.02307078 0.         0.         0.\n",
            " 0.         0.         0.         0.99973383 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.57356915\n",
            " 0.64494664 0.         0.         0.         0.         0.\n",
            " 0.         0.3441415  0.36963346 0.        ]\n",
            "[0.         0.         0.21533672 0.         0.         0.20022537\n",
            " 0.         0.         0.         0.95579281 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.04361532\n",
            " 0.91592168 0.         0.         0.04724993 0.         0.\n",
            " 0.         0.         0.39617248 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.68453666\n",
            " 0.68453666 0.         0.         0.25063744 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.0427079  0.         0.         0.\n",
            " 0.         0.         0.         0.98228172 0.18247922 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.13995075 0.         0.         0.14383827\n",
            " 0.         0.         0.         0.97965521 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.05838831\n",
            " 0.16348726 0.         0.         0.98481609 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.65660707\n",
            " 0.37112575 0.         0.         0.65660707 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.73558323\n",
            " 0.         0.         0.         0.67743436 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.67535378 0.         0.         0.         0.29630146 0.\n",
            " 0.         0.67535378 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.90402701\n",
            " 0.         0.         0.         0.33588356 0.26441898 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.92251894 0.         0.         0.         0.38595181 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.59120115 0.         0.         0.509911\n",
            " 0.         0.         0.         0.62322455 0.03448673 0.02956006\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.19760615 0.         0.         0.         0.98028149 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.94905775\n",
            " 0.         0.         0.         0.31510219 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.65747972\n",
            " 0.         0.         0.         0.61347518 0.43745699 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.59405964\n",
            " 0.         0.         0.         0.47413212 0.64983989 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.66812086 0.32745845 0.\n",
            " 0.         0.66812086 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.70286001 0.         0.         0.         0.7113282  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.30124732 0.         0.         0.         0.70291041 0.\n",
            " 0.         0.64433455 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.93609109\n",
            " 0.         0.02579779 0.         0.         0.33168583 0.11424734\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.76189753\n",
            " 0.         0.         0.         0.12298346 0.63591448 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.94260044\n",
            " 0.         0.         0.         0.32786103 0.06333679 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.70697256 0.         0.         0.         0.0194835  0.\n",
            " 0.         0.70697256 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.71366342\n",
            " 0.         0.         0.         0.09628793 0.         0.69383944\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.16538404\n",
            " 0.         0.         0.         0.         0.69736938 0.\n",
            " 0.         0.69736938 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.73715414 0.         0.         0.         0.         0.\n",
            " 0.         0.67572463 0.         0.        ]\n",
            "[0.         0.         0.50103152 0.         0.         0.56839713\n",
            " 0.         0.         0.         0.6526041  0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.70051639 0.         0.         0.         0.13621152 0.\n",
            " 0.         0.70051639 0.         0.        ]\n",
            "[0.         0.         0.68016067 0.         0.         0.72167282\n",
            " 0.         0.         0.         0.11176349 0.06386485 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.17088234\n",
            " 0.56885828 0.         0.         0.         0.56885828 0.\n",
            " 0.         0.56885828 0.         0.        ]\n",
            "[0.         0.         0.59707851 0.         0.         0.53571867\n",
            " 0.         0.         0.         0.59707851 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.73654212 0.         0.         0.         0.25067191 0.\n",
            " 0.         0.62822711 0.         0.        ]\n",
            "[0.         0.         0.85878229 0.         0.         0.43679444\n",
            " 0.         0.         0.         0.26651865 0.02591153 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.76932041 0.         0.         0.         0.13987644 0.\n",
            " 0.         0.6233624  0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.05991704\n",
            " 0.47388933 0.         0.         0.         0.57465889 0.\n",
            " 0.         0.66453444 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.70852782\n",
            " 0.         0.         0.         0.4760859  0.52089398 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.66529758 0.         0.         0.74657828\n",
            " 0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.72276692 0.         0.         0.\n",
            " 0.         0.         0.         0.69109188 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.47732582 0.         0.         0.         0.01729441 0.\n",
            " 0.         0.87855618 0.         0.        ]\n",
            "[0.         0.         0.3316543  0.         0.         0.\n",
            " 0.         0.         0.         0.9360021  0.11792153 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.60010472 0.         0.         0.73649214\n",
            " 0.         0.         0.         0.31217568 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.97303076 0.         0.         0.2306754\n",
            " 0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.44861499 0.         0.         0.         0.         0.\n",
            " 0.         0.89372512 0.         0.        ]\n",
            "[0.         0.01890967 0.         0.         0.         0.31336019\n",
            " 0.         0.         0.         0.66183833 0.680748   0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0.]\n",
            "[0.         0.         0.         0.         0.         0.70126691\n",
            " 0.         0.         0.         0.29541559 0.64880994 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.85713764 0.         0.         0.         0.51508743 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.06059772 0.         0.         0.         0.\n",
            " 0.         0.         0.         0.76656108 0.63930589 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.49166682\n",
            " 0.         0.         0.         0.         0.87078341 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.98043193 0.         0.         0.\n",
            " 0.         0.         0.         0.         0.19685838 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.        0.        0.        0.        0.        0.        0.9955795\n",
            " 0.        0.        0.        0.0939226 0.        0.        0.\n",
            " 0.        0.       ]\n",
            "[0.         0.         0.         0.         0.         0.99279561\n",
            " 0.         0.         0.         0.         0.11982016 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.58723303\n",
            " 0.         0.         0.         0.557059   0.58723303 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.64089793\n",
            " 0.         0.         0.         0.7541729  0.14308419 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.05611261 0.         0.         0.         0.54242189\n",
            " 0.07481682 0.         0.         0.59152042 0.5891824  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0.]\n",
            "[0.         0.         0.         0.         0.         0.78773017\n",
            " 0.         0.         0.         0.53864555 0.29890157 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.88671994 0.         0.         0.         0.46230698 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.9999142  0.         0.         0.         0.01309931 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.70374773\n",
            " 0.         0.         0.         0.09735641 0.70374773 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.14133205 0.         0.         0.         0.\n",
            " 0.5904539  0.         0.         0.         0.79460018 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.55314277\n",
            " 0.11978888 0.         0.         0.         0.82442932 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.98939235 0.         0.         0.         0.14526793 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.27965593 0.         0.         0.         0.76905379\n",
            " 0.22494064 0.         0.         0.         0.52891448 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.44919466\n",
            " 0.58288353 0.         0.         0.         0.02941155 0.\n",
            " 0.         0.67646575 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.54984776 0.83526489 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.1629631\n",
            " 0.57263419 0.         0.         0.         0.56358069 0.\n",
            " 0.         0.57263419 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.79831619 0.60223854 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.60423856 0.         0.         0.         0.50190784 0.\n",
            " 0.         0.61885724 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.84628913 0.         0.         0.         0.         0.\n",
            " 0.         0.53272385 0.         0.        ]\n",
            "[0.         0.         0.11684125 0.         0.         0.\n",
            " 0.         0.         0.         0.9931506  0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.65883635 0.         0.         0.         0.36313816 0.\n",
            " 0.         0.65883635 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.76852285 0.         0.         0.         0.04235953 0.\n",
            " 0.         0.63841859 0.         0.        ]\n",
            "[0.         0.         0.60126508 0.         0.         0.\n",
            " 0.         0.         0.         0.         0.79904963 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.266591   0.         0.         0.         0.53785904 0.\n",
            " 0.         0.79977302 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.03446228\n",
            " 0.         0.         0.         0.         0.999406   0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.65258336 0.         0.         0.         0.57293737 0.\n",
            " 0.         0.4958606  0.         0.        ]\n",
            "[0.         0.         0.61726144 0.         0.         0.\n",
            " 0.         0.         0.         0.7655252  0.18154748 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.70397122 0.         0.         0.         0.35475717 0.\n",
            " 0.         0.61528194 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.88732575 0.         0.         0.         0.41920902 0.\n",
            " 0.         0.19213747 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.03768749\n",
            " 0.63063734 0.         0.         0.015075   0.63063734 0.\n",
            " 0.         0.4271249  0.14321246 0.        ]\n",
            "[0.         0.45451872 0.         0.         0.         0.45451872\n",
            " 0.38984413 0.         0.         0.45451872 0.41679187 0.23354718\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.13604603\n",
            " 0.56685845 0.         0.         0.         0.57139332 0.\n",
            " 0.         0.11110426 0.56685845 0.        ]\n",
            "[0.         0.02446076 0.11340897 0.         0.         0.56037371\n",
            " 0.         0.         0.         0.56037371 0.5559263  0.22237052\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.18494581 0.         0.         0.         0.497931\n",
            " 0.         0.         0.         0.59751719 0.59277499 0.0972151\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.4090464\n",
            " 0.40423409 0.         0.         0.         0.81809281 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.6279501  0.         0.         0.         0.62298607 0.\n",
            " 0.         0.43187083 0.17622316 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.70069393 0.         0.         0.         0.69515485 0.\n",
            " 0.         0.11355119 0.11355119 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.77581816 0.         0.         0.         0.1349249  0.\n",
            " 0.         0.61636147 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.39872612 0.\n",
            " 0.         0.         0.         0.         0.91707005 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.67948422 0.         0.         0.         0.\n",
            " 0.         0.         0.         0.68485564 0.26319943 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.57245096\n",
            " 0.         0.         0.         0.57245096 0.57245096 0.12999882\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.78692948 0.         0.         0.32671626 0.52344864 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.5572277\n",
            " 0.24198335 0.         0.         0.56166776 0.56166776 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.02479932 0.         0.         0.12399659 0.9919727  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.62015392\n",
            " 0.         0.         0.         0.48043546 0.62015392 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.04799326 0.         0.         0.         0.57820454\n",
            " 0.         0.         0.         0.57820454 0.57363375 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.70203335\n",
            " 0.08047023 0.         0.         0.70758302 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.52442132 0.         0.         0.         0.02072812\n",
            " 0.0186553  0.         0.         0.50783883 0.43736324 0.52442132\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.79885277 0.         0.         0.         0.6015266  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.69540143\n",
            " 0.         0.         0.         0.16766596 0.69540143 0.06871556\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.52693966 0.         0.         0.         0.         0.\n",
            " 0.         0.         0.8499027  0.        ]\n",
            "[0.         0.37908103 0.         0.         0.         0.56974307\n",
            " 0.12785573 0.         0.         0.56749999 0.43964427 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.38067511 0.         0.         0.         0.74659533 0.\n",
            " 0.         0.14754849 0.52527262 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.57581069\n",
            " 0.         0.         0.         0.57581069 0.58041718 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.57437547\n",
            " 0.78266546 0.         0.         0.         0.2398491  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.32365947 0.         0.         0.04464268\n",
            " 0.         0.         0.         0.94493681 0.01860112 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.37980312\n",
            " 0.56193092 0.         0.         0.         0.56415199 0.\n",
            " 0.         0.47086702 0.         0.        ]\n",
            "[0.         0.         0.68823569 0.         0.         0.29263565\n",
            " 0.         0.         0.         0.66384939 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.02091893\n",
            " 0.72319726 0.         0.         0.         0.69032465 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.61165942 0.         0.         0.46717295\n",
            " 0.         0.         0.         0.61165942 0.         0.18301621\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.52219282 0.         0.         0.53531324\n",
            " 0.         0.         0.         0.66389337 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.95053783 0.         0.         0.         0.31060883 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.12984381 0.         0.         0.         0.99153446 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.07403484 0.         0.         0.9780392\n",
            " 0.         0.         0.         0.19482853 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.46031716 0.         0.         0.         0.88775453 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.17104962 0.         0.         0.05831237\n",
            " 0.         0.         0.         0.9835353  0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.5995888  0.         0.         0.59014646\n",
            " 0.         0.         0.         0.54057416 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.55997895 0.         0.         0.\n",
            " 0.         0.         0.         0.82850684 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.50998879 0.         0.         0.         0.86018105 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.        0.        0.7000433 0.        0.        0.        0.\n",
            " 0.        0.        0.7141004 0.        0.        0.        0.\n",
            " 0.        0.       ]\n",
            "[0.         0.         0.70431744 0.         0.         0.\n",
            " 0.         0.         0.         0.70988516 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.14275347 0.         0.         0.67665143\n",
            " 0.         0.         0.         0.72233254 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.43567329 0.         0.         0.         0.1970903  0.\n",
            " 0.         0.87826203 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.24926005 0.96843659 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.62802119 0.         0.         0.40081029 0.24508145 0.\n",
            " 0.         0.6203624  0.00510586 0.        ]\n",
            "[0.         0.         0.         0.         0.         0.62056336\n",
            " 0.         0.         0.         0.65403773 0.4325919  0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.63278877 0.         0.         0.63528991\n",
            " 0.         0.         0.         0.44270204 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.57735027 0.         0.         0.         0.57735027 0.\n",
            " 0.         0.57735027 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.62348307 0.         0.         0.         0.69683401 0.\n",
            " 0.         0.35452958 0.         0.        ]\n",
            "[0.         0.         0.         0.03148045 0.         0.\n",
            " 0.         0.         0.         0.99950437 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.01401724 0.         0.         0.89009459 0.45556025 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.12481308 0.         0.         0.75957674\n",
            " 0.         0.         0.         0.63832975 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.70817215 0.         0.         0.70261786\n",
            " 0.         0.         0.         0.         0.06942864 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.41071815 0.         0.         0.         0.         0.\n",
            " 0.         0.91150607 0.02161675 0.        ]\n",
            "[0.         0.         0.43895331 0.         0.         0.85068466\n",
            " 0.         0.         0.         0.28923279 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.23523551 0.         0.         0.57570795 0.         0.\n",
            " 0.         0.7830866  0.         0.        ]\n",
            "[0.         0.         0.60846705 0.         0.         0.75318353\n",
            " 0.         0.         0.         0.         0.24996485 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.70710678 0.70710678 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.51579317 0.         0.         0.         0.11599177 0.\n",
            " 0.         0.62438119 0.575023   0.        ]\n",
            "[0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.80313447 0.         0.         0.         0.53542299 0.\n",
            " 0.         0.26133741 0.         0.        ]\n",
            "[0.         0.         0.03058228 0.         0.         0.\n",
            " 0.         0.         0.         0.96716467 0.25230384 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.86079048 0.         0.         0.         0.50895947 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.34552499 0.         0.         0.\n",
            " 0.         0.         0.         0.91060231 0.22675077 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.99915432 0.         0.         0.         0.04111746 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.2418389  0.         0.         0.         0.68475733 0.\n",
            " 0.         0.68747462 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.54556983 0.         0.         0.59260171 0.59260171 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.57686763 0.         0.         0.04088039\n",
            " 0.         0.         0.         0.57686763 0.57686763 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.79204173 0.61046695 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.01430669\n",
            " 0.         0.         0.         0.72678002 0.68672128 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.52334853 0.         0.         0.         0.85211872 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.183217   0.         0.         0.52347716\n",
            " 0.08506504 0.         0.         0.         0.82774823 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.5570647  0.         0.         0.4249545\n",
            " 0.16954144 0.         0.         0.52403715 0.45357838 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.04244292\n",
            " 0.         0.         0.         0.         0.9903347  0.\n",
            " 0.         0.13204463 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.43480517 0.83113201 0.\n",
            " 0.01539133 0.34630501 0.         0.        ]\n",
            "[0.         0.         0.21886899 0.         0.         0.\n",
            " 0.         0.         0.         0.87205609 0.43773798 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.82585859 0.         0.         0.         0.41782572 0.\n",
            " 0.         0.37865453 0.         0.        ]\n",
            "[0.         0.         0.68662353 0.         0.         0.\n",
            " 0.         0.         0.         0.72701315 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.        0.        0.        0.        0.        0.        0.5781049\n",
            " 0.        0.        0.        0.5803899 0.        0.        0.5735349\n",
            " 0.        0.       ]\n",
            "[0.         0.         0.3035535  0.         0.         0.\n",
            " 0.01331375 0.         0.         0.67367574 0.67367574 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.62122047 0.         0.         0.13995876 0.62122047 0.\n",
            " 0.         0.45670755 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.61767853 0.         0.         0.         0.53141059 0.\n",
            " 0.         0.57972064 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.18823519 0.         0.         0.         0.49184035 0.\n",
            " 0.         0.85009445 0.         0.        ]\n",
            "[0.         0.         0.57511292 0.         0.         0.03230971\n",
            " 0.         0.         0.         0.81743576 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.48020235 0.         0.         0.50482811\n",
            " 0.         0.         0.         0.4555766  0.55407963 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.06364449 0.         0.         0.61686195\n",
            " 0.         0.         0.         0.48467726 0.61686195 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.47045271 0.         0.         0.         0.62396885 0.\n",
            " 0.         0.62396885 0.         0.        ]\n",
            "[0.         0.         0.55369903 0.         0.         0.01168141\n",
            " 0.         0.         0.         0.5840707  0.59341583 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.31497736 0.         0.         0.63245454\n",
            " 0.31747718 0.         0.         0.63245454 0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.69395071\n",
            " 0.         0.         0.         0.69395071 0.19200218 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.59117036 0.         0.         0.03378116\n",
            " 0.         0.         0.         0.61047388 0.52602098 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.01597208 0.         0.         0.57727662\n",
            " 0.         0.         0.         0.57727662 0.57727662 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.25659788\n",
            " 0.37368625 0.         0.         0.         0.63028411 0.\n",
            " 0.         0.63028411 0.         0.        ]\n",
            "[0.         0.         0.13207297 0.         0.         0.33751981\n",
            " 0.         0.         0.         0.92817947 0.08437995 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.36251049 0.         0.20099591 0.         0.         0.\n",
            " 0.         0.         0.         0.10049796 0.90448159 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.86018105 0.         0.         0.         0.         0.\n",
            " 0.         0.50998879 0.         0.        ]\n",
            "[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0.]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.10936442 0.         0.         0.66226227 0.74124767 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.66927315 0.         0.07306475 0.         0.         0.\n",
            " 0.         0.73941531 0.         0.        ]\n",
            "[0.         0.         0.05062468 0.         0.         0.16355666\n",
            " 0.98523416 0.         0.         0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.10616597 0.         0.         0.13589244\n",
            " 0.         0.         0.         0.08917941 0.98097353 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.54835582 0.         0.         0.         0.63493835 0.\n",
            " 0.38481111 0.38481111 0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.05989229 0.         0.         0.         0.99820485 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.36982299 0.         0.         0.\n",
            " 0.         0.         0.         0.27736725 0.88673466 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.69128723 0.         0.         0.         0.         0.\n",
            " 0.         0.72258007 0.         0.        ]\n",
            "[0.         0.         0.66087182 0.         0.         0.\n",
            " 0.65825968 0.         0.36047556 0.         0.         0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.69050195 0.         0.         0.\n",
            " 0.         0.         0.         0.7218884  0.04565302 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.20132519 0.         0.         0.\n",
            " 0.         0.         0.         0.         0.97952446 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.18334633 0.         0.         0.         0.98304838 0.\n",
            " 0.         0.         0.         0.        ]\n",
            "[0.         0.         0.49051148 0.         0.         0.67445326\n",
            " 0.         0.         0.         0.         0.55182541 0.\n",
            " 0.         0.         0.         0.        ]\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWsAAAD7CAYAAACsV7WPAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAZtUlEQVR4nO3df6ye5X3f8fcH4+CShNDEWWMZB6jiTWV0CqkHjZBWRpLVoMqeFNqZaFmIyNxVYSVrOg3aiaRMk5JMS6coKPSsICDK+FGSZm7mlJGEiGYNFIcSB5vSuWwtpl4dfgSwCD98/Nkfz2365HCOn/vwXOc538f+vKRbPD+uc67royjfc/m67/u6ZZuIiKjtuOUeQEREjJZiHRExBVKsIyKmQIp1RMQUSLGOiJgCKdYREVMgxToiJkrS9ZL2S3pwge8l6TOS9kjaKekdkx7juJYiY4p1REzaDcDGI3x/AbC+O7YCn5vAmFq7gcYZxyrWkt4o6U5J/7v7748v0G5W0gPdsW2cPiNiutm+G3jyCE02Azd54B7gZElrJjO6NpYi47gz6yuAr9teD3y9ez+fH9p+e3dsGrPPiDi6rQUeHXq/t/vsaLLojMeP2eFm4Lzu9Y3AN4F/N+bvjIhifv4fv9ZPPDnbq+13dr6wC3h+6KMZ2zNLMrCGqmcct1j/hO193ev/B/zEAu1WSdoBHAQ+YfvLY/YbERP0+JOz3HvHKb3arlzzF8/b3jBGd48B64ben9J9tqSqZxxZrCV9DXjLPF/95vAb25a00K5Qp9p+TNJPAt+Q9D3bfzFPX1sZLLazghU/cyInjRpeRCzSszz1uO03L+6nzKwPLc2AXmkbcJmkW4BzgKeHJoVLqHbGkcXa9rsX+k7S30haY3tftzi+f4Hf8Vj330ckfRM4C3hFse7+GTEDcJLe6HP0rlHDi4hF+ppv/8vF/oyBQ7TZoVPSzQyWT1dL2gt8DFgJYPtaYDtwIbAHeA74YJOOR6iecdxlkG3AB4BPdP/97/MM+seB52y/IGk1cC7wqTH7jYgJO0SbWafti0d8b+DDTTpbpMoZxy3WnwBuk3Qp8JfALwFI2gD8K9sfAn4K+B1JhxhcffIJ27vH7DciJsiY2aN87/vqGccq1rafAF6xVmF7B/Ch7vUfAz89Tj8RsbwMvNRo1llV9Yzjzqwj4hjRaj23ssoZU6wjYiRD6SWCFqpnTLGOiF7qLhC0UzljinVEjGTMbOElghaqZ0yxjoiRbHipbh1ronrGFOuI6EHMouUexBKrnTHFOiJGMnCo8KyzheoZU6wjopfKs85WKmdMsY6IkUztQtZC9Ywp1hHRyyHXLWStVM6YYh0RIx1CvMiK5R7GkqqeMcU6InqpPOtspXLGFOuIGKn6em4L1TOmWEdED2LW4z5fu7raGVOsI2KkwVNU6hayFqpnTLGOiF4qLxG0UjljinVEjGSLl1z3SokWqmdMsY6IkQYn3+ouEbRQPWOTkUnaKOlhSXskXTHP9ydIurX7/l5Jp7XoNyImZXDyrc8xvWpnHLtXSSuAa4ALgDOAiyWdMafZpcBTtt8G/DbwyXH7jYjJOXzyrc8xrapnbNHr2cAe24/YfhG4Bdg8p81m4Mbu9e3AuyTVXcmPiFeYtXod06xyxhZr1muBR4fe7wXOWaiN7YOSngbeBDw+3EjSVmArwCpObDC0iGjBiJd8dJ/iqp6x1MhszwAzACfpjYV3lo04tlQ/+dZC9YwtivVjwLqh96d0n83XZq+k44E3AE806DsiJsBM/xLHKNUztvgzch+wXtLpkl4DbAG2zWmzDfhA9/oi4Bt24We+R8QrVD751krljGPPrLs16MuAO4AVwPW2d0m6GthhextwHfB5SXuAJxkU9IiYEjZTflneaNUzNlmztr0d2D7ns6uGXj8P/GKLviJiOYhDhW/FbqN2xlInGCOiJgMvFr5SooXqGeuOLCLKMCq9MX8L1TOmWEdEL5Uva2ulcsYU64gYycChwiffWqieMcU6InpQ6b2e26idMcU6IkaqPutsoXrGuiOLiDIOb8zf5+ijx7bKb5V0l6Q/lbRT0oXNQ81RPWNm1hHRS6sbRoa2VX4Pg43f7pO0zfbuoWb/HrjN9ue6LZe3A6c1GcARVM6YmXVEjDTY61m9jh76bKts4KTu9RuAv26VZSHVM2ZmHRE9aDGzztWSdgy9n+l21Dysz7bKHwf+p6R/DbwWePfixvtq1M6YYh0RIw1OvvW+UuJx2xvG7PJi4Abb/1nSOxnsLXSm7UNj/t4FVc+YYh0RIw025m/25O8+2ypfCmwEsP1tSauA1cD+VoOYq3rGrFlHRC8Ntw/ts63yXwHvApD0U8Aq4PsN48yrcsbMrCNipMH2oW1uGOm5rfJHgf8q6d8wWKG4ZKn3wK+eMcU6InppuclRj22VdwPnNuuwp8oZU6wjYqTBjnRH96pp9Ywp1hHRS+V9M1qpnLHJn5Eet1VeIun7kh7ojg+16DciJsOIg4dW9DqmVfWMY8+se95WCXCr7cvG7S8ilkflR161Ujlji2WQl2+rBJB0+LbKucU6IqZUyyslqqqescUyyHy3Va6dp917u52lbpe0bp7vI6KwQz6u1zHNKmec1AnGPwButv2CpF8GbgTOn9tI0lZgK8AqTpzQ0GJcj29953IPYUmsnvn2cg+hjOrPJ2yhesYWfyJG3lZp+wnbL3Rvfxf4mfl+ke0Z2xtsb1jJCQ2GFhGtNNyRrqzKGVvMrF++rZJBkd4CvG+4gaQ1tvd1bzcBDzXoNyImxDDVV3r0UT3j2MW6522VvyppE3AQeBK4ZNx+I2KCXHuJoIniGZusWfe4rfJK4MoWfUXE5B3emP9oVj1j7mCMiF4qzzpbqZwxxToiRlrkxvxTqXrGFOuIGGlwK/Z0X0M9SvWMKdYR0Uvl9dxWKmdMsY6I0Vx7iaCJ4hlTrCNipOrruS1Uz5hiHRG9VC5krVTOmGIdESNV3zejheoZU6wjopfZKd9Rr4/KGVOsI2IkFz/51kL1jCnWEdGLCxeyVipnTLGOiB5qr+e2UTtjinVE9FJ51tlK5Ywp1hExkg2zh+oWshaqZ0yxjoheKt+K3UrljCnWETGSqb1E0EL1jCnWEdFD7ZNvbdTOmGIdEb3Yyz2CpVc5Y5PbdSRdL2m/pAcX+F6SPiNpj6Sdkt7Rot+ImBxbvY5pVjljq3srbwA2HuH7C4D13bEV+FyjfiNiAgZXShzX65hW1TM26dX23QyeWr6QzcBNHrgHOFnSmhZ9R8Rk2P2OaVY546TWrNcCjw6939t9tm9C/UfEmKZ9iaOPyhlLnWCUtJXBMgmrOHGZRxMRh5npX48epXrGSS2+PAasG3p/SvfZj7A9Y3uD7Q0rOWFCQ4uIPtzz6EPSRkkPdxcdXLFAm1+StFvSLkn/bfwEo1XOOKmZ9TbgMkm3AOcAT9vOEkjEtHC7JQJJK4BrgPcwWBK9T9I227uH2qwHrgTOtf2UpL/TpPMjKZ6xSbGWdDNwHrBa0l7gY8BKANvXAtuBC4E9wHPAB1v0GxGT43b7ZpwN7LH9CEA3idsM7B5q8y+Ba2w/BWB7f6vOj6RyxibF2vbFI7438OEWfUXE8mh4FcR8FxycM6fN3wWQ9L+AFcDHbf9hsxEsoHLGUicYI6KmRe6bsVrSjqH3M7ZnFtnl8QzuyziPwTmuuyX9tO0fLPL39FY9Y4p1RIxmoH8he9z2hiN83+eCg73AvbZfAv6PpD9nUNju6zuIRSuecXpvN4qIiWp4w8h9wHpJp0t6DbCFwUUIw77MYMaJpNUMlgweaRZmAZUzZmYdET2o2ck32wclXQbcwWCt9nrbuyRdDeywva377p9I2g3MAv/W9hNNBrCg2hlTrCOin4a3WdvezuAqseHPrhp6beDXumNyCmdMsY6I0Rpeg1xW8Ywp1hHRz5Rv0tRL4Ywp1hHRU91ZZzt1M6ZYR0Q/hWedzRTOmGIdEaMZaHcrdk3FM6ZYR0Qv0/5ggT4qZ0yxjoh+CheyZgpnTLGOiH4KX9bWTOGMKdYR0YsKzzpbqZwxxToiRlvMI1KmVfGMKdYR0YNKXynRRu2MKdYR0U/hWWczhTOmWEdEP4ULWTOFMzbZz1rS9ZL2S3pwge/Pk/S0pAe646r52kVEUYc35u9zTKviGVvNrG8APgvcdIQ2f2T7Fxr1FxETVvlKiVYqZ2z1wNy7JZ3W4ndFRFGFC1kzhTNOcs36nZK+C/w18Ou2d02w71hCf/yxzyz3EJbEppl/uNxDKKXyrLOVyhknVazvB061fUDShQyePbZ+biNJW4GtAKs4cUJDi4hepnk9uq/CGSfywFzbz9g+0L3eDqzsHhA5t92M7Q22N6zkhEkMLSL68CKOaVU840SKtaS3SFL3+uyu3yV++GVENFW4kDVTOGOTZRBJNzN4pPpqSXuBjwErAWxfC1wE/Iqkg8APgS3dwyIjYkpUXs9tpXLGVleDXDzi+88yuLQvIqbVoeUewAQUzpg7GCNiJLn2rLOF6hlTrCOin8JXSjRTOGOKdUT0U3jW2UzhjCnWEdFL5SWCVipnTLGOiH4KF7JmCmdMsY6I0QwqfKVEE8UzplhHRD+FZ53NFM6YYh0RvVRez22lcsaJ3G4eERHjycw6IvopPOtspnDGFOuIGK34ybcmimdMsY6IfgrPOpspnDHFOiJGErVPvrVQPWNOMEZEPw33epa0UdLDkvZIuuII7d4ryZI2jDn6fgpnTLGOiNH8t7vSjTpGkbQCuAa4ADgDuFjSGfO0ez1wOXBv2zALKJ4xxToi+mk36zwb2GP7EdsvArcAm+dp9x+ATwLPjzv03gpnTLGOiF50qN/B4IlRO4aOrXN+1Vrg0aH3e7vP/rYv6R3AOtv/YykzzVU5Y04wRkQ//U++PW77Va8xSzoO+DRwyav9Ha9a4Yxjz6wlrZN0l6TdknZJunyeNpL0mW6hfWf3FyUipkXbJ38/Bqwben9K99lhrwfOBL4p6f8CPwtsW/KTjMUztphZHwQ+avv+brH8O5LutL17qM0FwPruOAf4XPffiJgSDS9ruw9YL+l0BgVsC/C+w1/afhpY/XK/0jeBX7e9o9kIFlA549gza9v7bN/fvX4WeIg5azMMFtZv8sA9wMmS1ozbd0RMUKNZp+2DwGXAHQzqxW22d0m6WtKmJRl7X4UzNl2zlnQacBavvAxlocX2fXN+fiuwFWAVJ7YcWkSMqeWt2La3A9vnfHbVAm3Pa9fzkVXO2KxYS3od8EXgI7afeTW/w/YMMANwkt5Y+F6iiGPMIm4GmVrFMzYp1pJWMijUX7D9pXmajFpsj4jC1B1Hs+oZW1wNIuA64CHbn16g2TbgX3RXhfws8LTtfQu0jYiKGt6KXVbhjC1m1ucC7we+J+mB7rPfAN4KYPtaBus2FwJ7gOeADzboNyImqPImR61Uzjh2sbb9LUb868G2gQ+P21dELKPChayZwhlzB2NEjObaG/M3UTxjinVE9FN41tlM4Ywp1hHRS+X13FYqZ0yxjoh+CheyZgpnTLGOiF4qzzpbqZwxxToiRjsarqEepXjGFOuIGEnUvlKiheoZU6wjop/Cs85mCmdMsY6IXuTClayRyhlTrCNitOLruU0Uz5hiHRG9VL5SopXKGVOsI6KXyiffWqmcMcU6IvopPOtspnDGFOuIGM21lwiaKJ4xxToi+ilcyJopnDHFOiJGErVnnS1Uz5hiHRH9FL4GuZnCGVs8g3GdpLsk7Za0S9Ll87Q5T9LTkh7ojnkfxx4RRXUb8/c5plbxjC1m1geBj9q+X9Lrge9IutP27jnt/sj2LzToLyKWwVQX4p4qZ2zxDMZ9wL7u9bOSHgLWAnOLdURMs7orBO0Uzjj2MsgwSacBZwH3zvP1OyV9V9JXJf39lv1GxNKT+x3TrHLGZicYJb0O+CLwEdvPzPn6fuBU2wckXQh8GVg/z+/YCmwFWMWJrYZWyoE//MnlHkJzm9Yu9whiyZnSJ9+aKJ6xycxa0koGhfoLtr8093vbz9g+0L3eDqyUtHqedjO2N9jesJITWgwtIhqpPOtspXLGsWfWkgRcBzxk+9MLtHkL8De2LelsBn8knhi374iYjOob87dQPWOLZZBzgfcD35P0QPfZbwBvBbB9LXAR8CuSDgI/BLbYhf+9ERE/yi69RNBE8Ywtrgb5FoM/Skdq81ngs+P2FRHLZ9qXOPqonDF3MEZEP4ULWTOFM6ZYR0QvlWedrVTOmGIdEaMZmC1cyVoonrHpTTERcfRqeVmbpI2SHpa0R9IV83z/a91+QzslfV3Sqa3zzDuuwhlTrCOin8NXS4w6RpC0ArgGuAA4A7hY0hlzmv0psMH2PwBuBz7VOM38CmdMsY6IXhrOOs8G9th+xPaLwC3A5uEGtu+y/Vz39h7glJZZFlI5Y4p1RIzmRRyjrQUeHXq/t/tsIZcCX13skBeteMacYIyIkQZPUel98m21pB1D72dsz7yqfqV/DmwAfu7V/Pyi+qJ2xhTriOhF/a+UeNz2hiN8/xiwbuj9Kd1nP9qf9G7gN4Gfs/1C387HUTljlkEiYrS2SwT3AeslnS7pNcAWYNtwA0lnAb8DbLK9v02IEYpnzMw6Inpot2+G7YOSLgPuAFYA19veJelqYIftbcB/Al4H/N5grzj+yvamJgNYeGSlM6ZYR0QvLe/u67ZK3j7ns6uGXr+7XW/9Vc6YYh0R/RTeka6ZwhlTrCNiNNfe67mJ4hlTrCOin0N1Z53NFM6YYh0RvSziGuSpVTljinVE9FO4kDVTOGOKdUSMZqDwem4TxTOOfVOMpFWS/kTSdyXtkvRb87Q5QdKt3VaB90o6bdx+I2JyhJH7HdOqesYWM+sXgPNtH5C0EviWpK/avmeozaXAU7bfJmkL8EngnzXoOyIm5VDhaWcrhTOOPbP2wIHu7crumPunZzNwY/f6duBd6m7ZiYgpcHiJoM8xrYpnbLI3iKQVkh4A9gN32r53TpOXtwu0fRB4GnhTi74jYjIqLxG0Ujljk2Jte9b22xnsLHW2pDNfze+RtFXSDkk7XmIim2xFRF+NnqJSWuGMTXfds/0D4C5g45yvXt4uUNLxwBuAJ+b5+RnbG2xvWMkJLYcWEWPpWcSmuljXztjiapA3Szq5e/1jwHuAP5vTbBvwge71RcA37Kn+XzXi2GJKF7ImimdscTXIGuDG7gGRxwG32f7KnK0ArwM+L2kP8CSDvV0jYoosYmP+qVU549jF2vZO4Kx5Ph/eCvB54BfH7SsiltE0z5r7KpwxdzBGxGim9CZHTRTPmGIdET1M+Xp0L7UzplhHRD+FC1kzhTOmWEfEaAZmp/n2xB6KZ0yxjogeDK5byNqonTHFOiL6KbxE0EzhjCnWETFa8SslmiieMcU6IvopPOtspnDGFOuI6KdwIWumcMYU64gYzYbZ2eUexdIqnjHFOiL6KTzrbKZwxhTriOincCFrpnDGFOuI6MGlr5Roo3bGFOuIGM3gwjeMNFE8Y4p1RPRTeNbZTOGMKdYRMVrxKyWaKJ4xxToi+il88q2ZwhlTrCOiFx+qu57bSuWMLR6Yu0rSn0j6rqRdkn5rnjaXSPq+pAe640Pj9hsRk1T7yd9t1M7YYmb9AnC+7QOSVgLfkvRV2/fMaXer7csa9BcRk1Z8k6Mmimcce2btgQPd25XdUTdxRCyaAc/O9jr6kLRR0sOS9ki6Yp7vT5B0a/f9vZJOa5volapnHLtYd52ukPQAsB+40/a98zR7r6Sdkm6XtK5FvxExIe425u9zjCBpBXANcAFwBnCxpDPmNLsUeMr224DfBj7ZONErFc/Y5ASj7Vng7ZJOBn5f0pm2Hxxq8gfAzbZfkPTLwI3A+XN/j6StwNbu7YGv+faHW4yvh9XA4xPp6ecn0sthk8s1OUdjJphsrlNfzQ+53RLB2cAe248ASLoF2AzsHmqzGfh49/p24LOSZC/tgnHljE2vBrH9A0l3ARuBB4c+f2Ko2e8Cn1rg52eAmZZj6kPSDtsbJt3vUjsacx2NmaB+rmd56o6vHbptdc/mqyTtGHo/0/1/+7C1wKND7/cC58z5HS+3sX1Q0tPAm1jCP2jVM45drCW9GXipK9Q/BryHOdN5SWts7+vebgIeGrffiJgc2xuXewxLrXrGFjPrNcCN3RrNccBttr8i6Wpgh+1twK9K2gQcBJ4ELmnQb0RMp8eA4fNWp3Sfzddmr6TjgTcATzA9mmccu1jb3gmcNc/nVw29vhK4cty+ltDEl14m5GjMdTRmgqM313zuA9ZLOp1BwdoCvG9Om23AB4BvAxcB31jq9erGmmfUdOWPiKOBpAuB/wKsAK63/R+H/zUuaRXweQYTwSeBLYdP1k2L1hlTrCMipkCT66yn2agL16eRpOsl7Zf04OjW00HSOkl3SdrdbWtw+XKPqYU+2zVEwDE+s+5Oiv45gytY9jJYZ7rY9u4j/mBxkv4RcAC4yfaZyz2eFiStAdbYvl/S64HvAP/0KPjfSsBrh7drAC6fZ7uGOMYd6zPrly9ct/0icPjC9alm+24Ga2BHDdv7bN/fvX6WweWfa5d3VOPLdg3R17FerOe7cH3qC8DRrttD4Sxgvm0Npk7P7RriGHesF+uYMpJeB3wR+IjtZ5Z7PC3YnrX9dgbX4p4t6ahYuoq2jvVi3efC9SiiW9P9IvAF219a7vG0ZvsHwOHtGiJ+xLFerF++cF3SaxhcuL5tmccU8+hOxF0HPGT708s9nlYkvbnbAI2h7Rr+bHlHFRUd08Xa9kHgMuAOBiesbrO9a3lHNT5JNzO4K+rvSdor6dLlHlMD5wLvB84feuLQhcs9qAbWAHdJ2slg8nCn7a8s85iioGP60r2IiGlxTM+sIyKmRYp1RMQUSLGOiJgCKdYREVMgxToiYgqkWEdETIEU64iIKZBiHRExBf4/fgytOIr7IyYAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "2yBAeuJCDtMQ"
      },
      "source": [
        "Auto encode data onto quantum states to prepare for quantum circuit. "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Ob73MncLttHu",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "04a839bb-0c3d-4479-d17c-c5c8dc9d9d88"
      },
      "source": [
        "###Auto-encoder \n",
        "##Encoding class to encode quantum data \n",
        "class EncodeUnitaryMatrix():\n",
        "    def __init__(self,data):\n",
        "        self.data = data\n",
        "    # Check if a matrix is unitary using this function\n",
        "    def is_unitary(self,m):\n",
        "        return np.allclose(np.eye(len(m)), m.dot(m.T.conj()))\n",
        "    def to_unitary_matrix(self):\n",
        "        qm = self.toQuantumMatrix(self.data)\n",
        "        qv =self.toQuantumData(self.data)\n",
        "        self.data_matrix = np.array(qm)\n",
        "        self.data_vector = np.array(qv)\n",
        "    # Converting classical data to quantum data\n",
        "    def toQuantumData(self,data):\n",
        "        input_vec = data.copy().ravel()\n",
        "        vec_len = input_vec.shape[0]\n",
        "        input_matrix = np.zeros((vec_len, vec_len))\n",
        "        input_matrix[0] = input_vec\n",
        "        input_matrix = np.float64(input_matrix.transpose(0, 1))\n",
        "        u, s, v = np.linalg.svd(input_matrix)\n",
        "        output_matrix = np.dot(u, v)\n",
        "        output_matrix = output_matrix\n",
        "        output_data = output_matrix[0, :]\n",
        "        print(output_data)\n",
        "        return output_data\n",
        "    # Converting classical data to quantum matrix\n",
        "    def toQuantumMatrix(self,data):\n",
        "        input_vec = data.flatten()\n",
        "        vec_len = input_vec.shape[0]\n",
        "        input_matrix = np.zeros((vec_len,vec_len))\n",
        "        input_matrix[0] = input_vec\n",
        "        input_matrix = input_matrix.T\n",
        "        u, s, v = np.linalg.svd(input_matrix)\n",
        "        output_matrix = np.dot(u, v)\n",
        "        return output_matrix\n",
        "    def get_data(self):\n",
        "        return self.data\n",
        "    def get_unitary_gate(self):\n",
        "        self.to_unitary_matrix()\n",
        "        return self.data_matrix\n",
        "    def get_quantum_data(self):\n",
        "        self.to_unitary_matrix()\n",
        "        return self.data_vector\n",
        "data = EncodeUnitaryMatrix(x_train_nocon[0])\n",
        "conv_data_matrix,conv_data_statevector = (data.get_unitary_gate(),data.get_quantum_data)\n"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[0.         0.         0.         0.         0.         0.\n",
            " 0.26837393 0.         0.         0.         0.79564974 0.\n",
            " 0.         0.54306254 0.         0.        ]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "a0yiDx1gRt2h"
      },
      "source": [
        "# Load data, resize data , call Sam's encoded function for the quantum circuit, use swap test at"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "nJyuI16EhPlc"
      },
      "source": [
        "Applying RY gate to circuit. "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CzQYpmmGBfMf"
      },
      "source": [
        "def RY(circuit,values):\n",
        "  for i,val in enumerate(values):\n",
        "    circuit.ry(val,i+1)\n",
        "\n",
        "def CRY(circuit,values):\n",
        "  for i in range(len(values)):\n",
        "    if i == len(values):\n",
        "      circuit.cry(values[-1],i+2, i+2)\n",
        "    circuit.cry(values[i],i+1, i+2)"
      ],
      "execution_count": 8,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Do1O0UephILE"
      },
      "source": [
        "Apply CRY gate to circuit.  "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NJ3u0dr3imBU"
      },
      "source": [
        "'''import qiskit\n",
        "import copy \n",
        "from qiskit.extensions import XGate, UnitaryGate\n",
        "\n",
        "#data being applied to encode unitary matrix\n",
        "data = EncodeUnitaryMatrix(x_train_nocon)\n",
        "\n",
        "##data matrix \n",
        "conv_data_matrix,conv_data_statevector = (data.get_unitary_gate(),data.get_quantum_data)\n",
        "##Shape of data matrix \n",
        "#print(conv_data_matrix.shape)\n",
        "\n",
        "###Take a data point \n",
        "#Variable bank (random array multiplied by pi, 16 by 16)\n",
        "variables = [np.random.rand()*np.pi for _ in range(16)]\n",
        "\n",
        "\n",
        "##Takes a data point and matrix and applies a circuit \n",
        "def encode_circuit_init(variables, conv_data_matrix):\n",
        "#Qubit register \n",
        "  qubits = QuantumRegister(9)\n",
        "#Classical register\n",
        "  cbits = ClassicalRegister(1)\n",
        "## Builds the Circuit\n",
        "  circ = QuantumCircuit(qubits)\n",
        "  circ.add_register(cbits)\n",
        "##Appending the unitary gate to the circuit \n",
        "  circ.append(UnitaryGate(conv_data_matrix),qubits[1:5])\n",
        "  circ.append(UnitaryGate(conv_data_matrix),qubits[5:9])\n",
        "##Applying the RY and CRY function\n",
        "  RY(circ, variables[0:4])\n",
        "  CRY(circ,variables[5:9])\n",
        "##Resetting the first and second qubit \n",
        "  circ.reset(1)\n",
        "  circ.reset(2)\n",
        "##Applying the RY and CRY function\n",
        "  RY(circ, variables[8:12])\n",
        "  CRY(circ, variables[12:16])\n",
        "  circ.h(0)\n",
        "  sim = Aer.get_backend('qasm_simulator')\n",
        "  [circ.cswap(0,i+1,i+5) for i in range(4)]\n",
        "  circ.h(0)\n",
        "  circ.measure(0,0)\n",
        "  return circ\n",
        "\n",
        "##print(circ.draw())\n",
        "#encode_circuit_init(variables, conv_data_matrix)\n",
        "\n",
        "#Variable for simulator\n",
        "simulator = Aer.get_backend('qasm_simulator')\n",
        "\n",
        "\n",
        "##Function : Calculates Quantum Fidelity from circuit and data matrix\n",
        "def get_probabilities(circ,counts=7500):\n",
        "    job = execute(circ, backend = simulator , shots=counts)\n",
        "    results = job.result().get_counts(circ)\n",
        "    try:\n",
        "        prob = results['0']/(results['1']+results['0'])\n",
        "        prob = (prob-0.5)\n",
        "        if prob <= 0.005:\n",
        "            prob = 0.005\n",
        "        else:\n",
        "            prob = prob*2\n",
        "    except:\n",
        "        prob = 1\n",
        "    return prob\n",
        "\n",
        "list_of_points = list_of_points[:500]\n",
        "\n",
        "##Function purpose: Loops over data points and retrieves gradient from circuit and data matrix  \n",
        "    #Looping 50 times\n",
        "    for epoch in range(0, 51):\n",
        "        avg_fidelity = []\n",
        "    #Loop over data points\n",
        "        for data in lst_of_points:\n",
        "            ## Loops over variable bank\n",
        "            for j in range(len(variables)):\n",
        "                ##Copies over variable bank\n",
        "                theta = copy.deepcopy(variables)\n",
        "                theta_1,theta_2 = theta,theta\n",
        "                #Stores theta values\n",
        "                theta_1[j] += np.pi/2\n",
        "                theta_2[j] -= np.pi/2\n",
        "                ##Appends theta values to list to apply to gate\n",
        "                ##Build circuit 1 with theta variable measure fidelity\n",
        "                circuit1 = get_probabilities(encode_circuit_init(theta_1 , data))\n",
        "                print(encode_circuit_init(theta_2 , data))\n",
        "                ##Build circuit 2 measure fidelity\n",
        "                circuit2 = get_probabilities(encode_circuit_init(theta_2 , data))\n",
        "                ##Gradient = fidelity(circuit 1) - fidelity(circuit 2) / 2\n",
        "                gradient = (circuit1 - circuit2) / 2\n",
        "                print(\"Gradient {}\".format(gradient))\n",
        "                ## Updating values in variable bank\n",
        "                variables[j] += gradient * 0.4\n",
        "                if epoch%5==0 and epoch>4:\n",
        "                    avg_fidelity.append(get_probabilities(encode_circuit_init(variables , conv_data_matrix)))\n",
        "        print(f\"Average Fidelity: {np.mean(avg_fidelity)}\")'''"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "qJPntguC09hL",
        "outputId": "7a33a672-60f9-4965-e28f-928472189e84"
      },
      "source": [
        "data = EncodeUnitaryMatrix(x_train_nocon)\n",
        "import qiskit\n",
        "import copy\n",
        "from qiskit.extensions import XGate, UnitaryGate\n",
        "#data being applied to encode unitary matrix\n",
        "data = EncodeUnitaryMatrix(x_train_nocon)\n",
        "##data matrix\n",
        "#conv_data_matrix,conv_data_statevector = (data.get_unitary_gate(),data.get_quantum_data)\n",
        "##Shape of data matrix\n",
        "###Take a data point\n",
        "#Variable bank (random array multiplied by pi, 16 by 16)\n",
        "variables = [np.random.rand()*np.pi for _ in range(16)]\n",
        "##Takes a data point and matrix and applies a circuit\n",
        "def encode_circuit_init(variables, conv_data_matrix):\n",
        "#Qubit register\n",
        "  qubits = QuantumRegister(9)\n",
        "#Classical register\n",
        "  cbits = ClassicalRegister(1)\n",
        "## Builds the Circuit\n",
        "  circ = QuantumCircuit(qubits)\n",
        "  circ.add_register(cbits)\n",
        "##Appending the unitary gate to the circuit\n",
        "  circ.append(UnitaryGate(conv_data_matrix),qubits[1:5])\n",
        "  circ.append(UnitaryGate(conv_data_matrix),qubits[5:9])\n",
        "##Applying the RY and CRY function\n",
        "  RY(circ, variables[0:4])\n",
        "  CRY(circ,variables[5:9])\n",
        "##Resetting the first and second qubit\n",
        "  circ.reset(1)\n",
        "  circ.reset(2)\n",
        "##Applying the RY and CRY function\n",
        "  RY(circ, variables[8:12])\n",
        "  CRY(circ, variables[12:16])\n",
        "  circ.h(0)\n",
        "  sim = Aer.get_backend('qasm_simulator')\n",
        "  [circ.cswap(0,i+1,i+5) for i in range(4)]\n",
        "  circ.h(0)\n",
        "  circ.measure(0,0)\n",
        "  return circ\n",
        "##print(circ.draw())\n",
        "#encode_circuit_init(variables, conv_data_matrix)\n",
        "#Variable for simulator\n",
        "simulator = Aer.get_backend('qasm_simulator')\n",
        "##Function : Calculates Quantum Fidelity from circuit and data matrix\n",
        "def get_probabilities(circ,counts=7500):\n",
        "    job = execute(circ, backend = simulator , shots=counts)\n",
        "    results = job.result().get_counts(circ)\n",
        "    try:\n",
        "        prob = results['0']/(results['1']+results['0'])\n",
        "        prob = (prob-0.5)\n",
        "        if prob <= 0.005:\n",
        "            prob = 0.005\n",
        "        else:\n",
        "            prob = prob*2\n",
        "    except:\n",
        "        prob = 1\n",
        "    return prob\n",
        "##Function purpose: Loops over data points and retrieves gradient from circuit and data matrix\n",
        "list_of_points = list_of_points[:500]\n",
        "#Looping 50 times\n",
        "for epoch in range(0, 51):\n",
        "    avg_fidelity = []\n",
        "#Loop over data points\n",
        "    for data in list_of_points:\n",
        "        ## Loops over variable bank\n",
        "        for j in range(len(variables)):\n",
        "            ##Copies over variable bank\n",
        "            theta = copy.deepcopy(variables)\n",
        "            theta_1,theta_2 = theta,theta\n",
        "            #Stores theta values\n",
        "            theta_1[j] += np.pi/2\n",
        "            theta_2[j] -= np.pi/2\n",
        "            ##Appends theta values to list to apply to gate\n",
        "            ##Build circuit 1 with theta variable measure fidelity\n",
        "            circuit1 = get_probabilities(encode_circuit_init(theta_1 , data))\n",
        "            #print(encode_circuit_init(theta_2 , conv_data_matrix))\n",
        "            ##Build circuit 2 measure fidelity\n",
        "            circuit2 = get_probabilities(encode_circuit_init(theta_2 , data))\n",
        "            ##Gradient = fidelity(circuit 1) - fidelity(circuit 2) / 2\n",
        "            gradient = (circuit1 - circuit2) / 2\n",
        "            #print(\"Gradient {}\".format(gradient))\n",
        "            ## Updating values in variable bank\n",
        "            variables[j] += gradient * 0.4\n",
        "            print(f\"Gate {j} Updated by {gradient*0.4}\")\n",
        "            if epoch%2==0 and epoch>4:\n",
        "                avg_fidelity.append(get_probabilities(encode_circuit_init(variables , conv_data_matrix)))\n",
        "    print(f\"Average Fidelity: {np.mean(avg_fidelity)}\")\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Gate 0 Updated by -0.001546666666666674\n",
            "Gate 1 Updated by -0.0008000000000000008\n",
            "Gate 2 Updated by -0.0016000000000000016\n",
            "Gate 3 Updated by -0.0007466666666666733\n",
            "Gate 4 Updated by -0.002773333333333339\n",
            "Gate 5 Updated by 0.00021333333333335426\n",
            "Gate 6 Updated by 0.0028799999999999937\n",
            "Gate 7 Updated by -0.0022399999999999755\n",
            "Gate 8 Updated by -0.0028799999999999937\n",
            "Gate 9 Updated by -0.0006933333333333015\n",
            "Gate 10 Updated by -0.00010666666666665493\n",
            "Gate 11 Updated by 0.003626666666666667\n",
            "Gate 12 Updated by 0.0028266666666666666\n",
            "Gate 13 Updated by 0.0017066666666666565\n",
            "Gate 14 Updated by 0.00458666666666665\n",
            "Gate 15 Updated by 0.0032533333333333303\n",
            "Gate 0 Updated by -0.0014933333333333023\n",
            "Gate 1 Updated by -0.001546666666666674\n",
            "Gate 2 Updated by -0.0020266666666666658\n",
            "Gate 3 Updated by 0.0006400000000000184\n",
            "Gate 4 Updated by 0.0001599999999999824\n",
            "Gate 5 Updated by 0.005866666666666687\n",
            "Gate 6 Updated by -0.0014399999999999747\n",
            "Gate 7 Updated by -0.0018133333333333113\n",
            "Gate 8 Updated by 0.003200000000000003\n",
            "Gate 9 Updated by 0.001546666666666674\n",
            "Gate 10 Updated by -0.003093333333333304\n",
            "Gate 11 Updated by -0.00357333333333334\n",
            "Gate 12 Updated by 0.0007466666666666733\n",
            "Gate 13 Updated by -0.0052266666666666685\n",
            "Gate 14 Updated by 0.0030400000000000206\n",
            "Gate 15 Updated by 0.0009066666666667001\n",
            "Gate 0 Updated by -0.0008533333333333282\n",
            "Gate 1 Updated by 0.0026666666666666397\n",
            "Gate 2 Updated by 0.008586666666666654\n",
            "Gate 3 Updated by -0.004386666666666651\n",
            "Gate 4 Updated by 0.0007466666666666733\n",
            "Gate 5 Updated by 0.001506666666666657\n",
            "Gate 6 Updated by -0.00047999999999999156\n",
            "Gate 7 Updated by -0.005079999999999997\n",
            "Gate 8 Updated by -0.0005866666666666465\n",
            "Gate 9 Updated by 0.0017066666666666565\n",
            "Gate 10 Updated by 0.0034666666666666405\n",
            "Gate 11 Updated by -0.004333333333333324\n",
            "Gate 12 Updated by 0.006466666666666689\n",
            "Gate 13 Updated by -0.00047999999999999156\n",
            "Gate 14 Updated by -0.0030399999999999763\n",
            "Gate 15 Updated by 0.0006399999999999739\n",
            "Gate 0 Updated by 0.002666666666666684\n",
            "Gate 1 Updated by 0.0009599999999999831\n",
            "Gate 2 Updated by -0.006893333333333353\n",
            "Gate 3 Updated by 0.0035200000000000123\n",
            "Gate 4 Updated by 0.006399999999999961\n",
            "Gate 5 Updated by -0.0016000000000000016\n",
            "Gate 6 Updated by -0.00458666666666665\n",
            "Gate 7 Updated by 0.0007466666666666733\n",
            "Gate 8 Updated by -0.0033066666666667025\n",
            "Gate 9 Updated by 0.001706666666666701\n",
            "Gate 10 Updated by 5.3333333333327465e-05\n",
            "Gate 11 Updated by 0.00245333333333333\n",
            "Gate 12 Updated by 0.004386666666666651\n",
            "Gate 13 Updated by 0.001866666666666639\n",
            "Gate 14 Updated by 0.005759999999999987\n",
            "Gate 15 Updated by -0.005013333333333314\n",
            "Gate 0 Updated by 0.005720000000000015\n",
            "Gate 1 Updated by -0.0011733333333333374\n",
            "Gate 2 Updated by 0.0016666666666666837\n",
            "Gate 3 Updated by 0.0\n",
            "Gate 4 Updated by -0.0023599999999999854\n",
            "Gate 5 Updated by -0.00337333333333334\n",
            "Gate 6 Updated by -0.003200000000000003\n",
            "Gate 7 Updated by -0.0002666666666666373\n",
            "Gate 8 Updated by 0.0017600000000000283\n",
            "Gate 9 Updated by -0.003306666666666658\n",
            "Gate 10 Updated by 0.0034799999999999952\n",
            "Gate 11 Updated by 0.0\n",
            "Gate 12 Updated by 0.001226666666666665\n",
            "Gate 13 Updated by -0.0019200000000000107\n",
            "Gate 14 Updated by -0.0003200000000000092\n",
            "Gate 15 Updated by 0.0024000000000000024\n",
            "Gate 0 Updated by 5.3333333333327465e-05\n",
            "Gate 1 Updated by 0.0069333333333333694\n",
            "Gate 2 Updated by 0.001706666666666701\n",
            "Gate 3 Updated by -0.0002666666666666817\n",
            "Gate 4 Updated by 0.00357333333333334\n",
            "Gate 5 Updated by 0.0005866666666666909\n",
            "Gate 6 Updated by -0.0031466666666666756\n",
            "Gate 7 Updated by -5.3333333333327465e-05\n",
            "Gate 8 Updated by -0.003626666666666667\n",
            "Gate 9 Updated by -0.0028799999999999937\n",
            "Gate 10 Updated by -0.0030400000000000206\n",
            "Gate 11 Updated by -0.0020800000000000375\n",
            "Gate 12 Updated by -0.0028799999999999937\n",
            "Gate 13 Updated by 0.0019200000000000107\n",
            "Gate 14 Updated by -0.003200000000000003\n",
            "Gate 15 Updated by 0.00357333333333334\n",
            "Gate 0 Updated by -0.004533333333333322\n",
            "Gate 1 Updated by 0.0019733333333333382\n",
            "Gate 2 Updated by -0.0009599999999999831\n",
            "Gate 3 Updated by -0.0002666666666666817\n",
            "Gate 4 Updated by 0.0007466666666666733\n",
            "Gate 5 Updated by -0.002133333333333365\n",
            "Gate 6 Updated by -0.002186666666666692\n",
            "Gate 7 Updated by -0.0019199999999999662\n",
            "Gate 8 Updated by -0.0037333333333333663\n",
            "Gate 9 Updated by 0.0003733333333333366\n",
            "Gate 10 Updated by 0.0013866666666666472\n",
            "Gate 11 Updated by -0.0007466666666666733\n",
            "Gate 12 Updated by 0.0003733333333333366\n",
            "Gate 13 Updated by 0.0025599999999999846\n",
            "Gate 14 Updated by 0.005546666666666634\n",
            "Gate 15 Updated by 0.004106666666666659\n",
            "Gate 0 Updated by 0.0\n",
            "Gate 1 Updated by 0.0\n",
            "Gate 2 Updated by -0.005239999999999979\n",
            "Gate 3 Updated by 0.0024666666666666847\n",
            "Gate 4 Updated by -0.002306666666666658\n",
            "Gate 5 Updated by -0.00047999999999999156\n",
            "Gate 6 Updated by -0.0022000000000000027\n",
            "Gate 7 Updated by -0.004600000000000005\n",
            "Gate 8 Updated by 0.0\n",
            "Gate 9 Updated by -0.002520000000000012\n"
          ],
          "name": "stdout"
        }
      ]
    }
  ]
}