Galaxy_Classification.ipynb

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      "cell_type": "markdown",
      "source": [
        "#Galaxy Classification 🚀\n",
        "\n",
        "## What is a Galaxy? \n",
        "A galaxy is a huge collection of gas, dust, and billions of stars and their solar systems, all held together by gravity.\n",
        "\n",
        "##Why Classify Galaxies?\n",
        "Classifying galaxies help us in understanding the evolutionary properties of such galaxies, its structure, its age, its formation etc. \n",
        "\n",
        "## Hubble Classification: \n",
        "![Hubble Classification](https://drive.google.com/uc?export=view&id=1nb98_0nUkBXD8SRte9tXYkUxxjwo4ZqZ)\n",
        "\n",
        "In 1926, Edwin Hubble proposed a classification scheme to classify galaxies. They are broadly classified into the following types: \n",
        "\n",
        "\n",
        "🌟   Ellipticals\n",
        "🌟   Spirals \n",
        "🌟   Lenticular \n",
        "🌟   Barred Spirals \n",
        "🌟   Irregulars/Mergers. \n",
        "\n",
        "Ellipticals are classified on the basis of elongation with E0 being the most circular to E7 being the most elongated. Elliptical Galaxies are usually red in color which indicate its young age and low amout of heat. \n",
        "\n",
        "Spirals are classified on the basis of disc or bulging like structure. \n",
        "\n",
        "A disc like structure indicates the prescence of stars and other planetary objects in a circular orbit. A Bulge like prescence on the other hand have stars/objects in a random orbit. Can be formed by collision of two galaxies or other collapse of internal gases within the region. \n",
        "\n",
        "Spiral galaxies are usually blue in colour due its high heat. This also indicates that the these type of galaxies have a low life comparatively to elliptical galaxies. \n",
        "\n",
        "There's a second type of spiral galaxies called barred galaxies. \n",
        "\n",
        "Lenticular structures (S0) have a disk and a bulge. \n",
        "\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "RThWZXD9BHLp"
      }
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    {
      "cell_type": "markdown",
      "source": [
        "#Decision Tree Classifier\n",
        "Decision Tree is a Supervised Machine Learning Algorithm that uses a set of rules to make decisions, similarly to how humans make decisions.\n",
        "\n",
        "One way to think of a Machine Learning classification algorithm is that it is built to make decisions.\n",
        "\n",
        "You usually say the model predicts the class of the new, never-seen-before input but, behind the scenes, the algorithm has to decide which class to assign.\n",
        "\n",
        "In plain english, we make decisions either on the basis of rules or on the basis of which is more likely to happen (Probabilistic) Imagine the nodes to be a set of if statements for specific parameters with the output as a yes or no answer and the leaf nodes as the result. \n",
        "\n",
        "![Galaxy Classification Trees](https://drive.google.com/uc?export=view&id=1bvQN4oZABirJU7F3_s4k-0I_eqI96FoT)\n",
        "\n",
        "Lets Classify Galaxies by hand!!\n",
        "https://www.zooniverse.org/projects/zookeeper/galaxy-zoo/classify\n",
        "\n"
      ],
      "metadata": {
        "id": "Elxx-HTokgQy"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!git clone https://github.com/jesherjoshua/WSW_datasets\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "AmRp_qZfJrRJ",
        "outputId": "8b0c67bd-af80-4306-de1d-d61ccc6c4b4b"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "fatal: destination path 'WSW_datasets' already exists and is not an empty directory.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "r2klza9dR_au"
      },
      "outputs": [],
      "source": [
        "import itertools\n",
        "\n",
        "import numpy as np\n",
        "from sklearn.tree import DecisionTreeClassifier\n",
        "from matplotlib import pyplot as plt\n",
        "from sklearn.metrics import confusion_matrix\n",
        "from sklearn.model_selection import cross_val_predict\n",
        "from sklearn.ensemble import RandomForestClassifier\n",
        "from google.colab import drive"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def splitdata_train_test(data, fraction_training):\n",
        "    # Shuffle the data\n",
        "    np.random.shuffle(data)\n",
        "    print(data)\n",
        "    # Split the data\n",
        "    limit = int(len(data)*fraction_training)\n",
        "    training = data[0:limit]\n",
        "    testing = data[limit:]\n",
        "    \n",
        "    return training, testing\n",
        "\n",
        "\n",
        "def main():\n",
        "    data = np.load('/content/WSW_datasets/galaxy_classification/galaxy_catalogue.npy')\n",
        "    \n",
        "\n",
        "    # set the fraction of data which should be in the training set\n",
        "    fraction_training = 0.6\n",
        "\n",
        "    # split the data using your function\n",
        "    training, testing = splitdata_train_test(data, fraction_training)\n",
        "\n",
        "    # print the key values\n",
        "    print('Number data galaxies:', len(data))\n",
        "    print('Train fraction:', fraction_training)\n",
        "    print('Number of galaxies in training set:', len(training))\n",
        "    print('Number of galaxies in testing set:', len(testing))\n",
        "\n",
        "\n",
        "main()"
      ],
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          "base_uri": "https://localhost:8080/"
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        "id": "QBs-2mpR4HVp",
        "outputId": "321cdad6-3056-4822-a3cd-49a72b8902da"
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            " ( 2.03565,  0.94423,  0.40911,  0.35028, 0.9019262,  2.273816e+00,  2.300970e+00,  2.349709e+00,  2.329278e+00,  2.339082e+00,  1.943620e+00,   1.820348 ,  1.654326e+00,  4.991984e+00,   5.063442,  4.404873e+00, 'merger')\n",
            " ( 1.59247,  0.86319,  0.37679,  0.32944, 0.8728981,  5.438812e-01,  2.233609e+00,  2.383061e+00,  2.416660e+00,  2.486160e+00,  2.924442e+00,   3.466612 ,  3.914021e+00,  4.570795e+00,   7.291085,  8.807073e+00, 'spiral')\n",
            " ( 1.31461,  0.33007,  0.26476,  0.13068, 0.9037459,  2.421972e+00,  2.354684e+00,  2.323594e+00,  2.351418e+00,  2.340596e+00,  1.283553e+00,   3.922662 ,  2.826391e+00,  2.094608e+00,  10.73848 ,  5.511113e+00, 'merger')\n",
            " ( 2.10697,  0.9671 ,  0.5681 ,  0.33747, 0.6300893,  1.992887e+00,  2.450746e+00,  2.473116e+00,  2.465324e+00,  2.438683e+00,  3.099957e+00,   3.623704 ,  3.463300e+00,  9.110857e+00,   8.354343,  1.126539e+01, 'merger')\n",
            " ( 0.91461,  0.32989,  0.30665,  0.05471, 0.5930693,  2.232800e+00,  2.293824e+00,  2.309109e+00,  2.337153e+00,  2.317877e+00,  2.076416e+00,   2.133703 ,  2.005334e+00,  5.615042e+00,   5.4171  ,  4.834874e+00, 'merger')\n",
            " ( 1.65737,  0.73377,  0.34903,  0.15368, 0.7903019,  2.374995e+00,  2.514662e+00,  2.543125e+00,  2.540745e+00,  2.453044e+00,  2.736742e+00,   3.776621 ,  2.879580e+00,  5.603837e+00,   9.045523,  7.187706e+00, 'merger')\n",
            " ( 1.83303,  0.76032,  0.38326,  0.27682, 0.7559928,  2.100519e+00,  2.367424e+00,  2.365085e+00,  2.367586e+00,  2.345067e+00,  5.950726e+00,   5.2149   ,  3.654406e+00,  1.100428e+01,  11.05051 ,  9.295956e+00, 'merger')\n",
            " ( 1.88824,  0.96616,  0.41864,  0.32179, 0.8963699,  2.454737e+00,  2.362088e+00,  2.361498e+00,  2.377655e+00,  2.336964e+00,  6.785334e+00,   3.647417 ,  3.259932e+00,  1.520653e+01,  12.86161 ,  1.262813e+01, 'elliptical')\n",
            " ( 1.57596,  0.75162,  0.40328,  0.34368, 0.5430793,  2.141602e+00,  2.463449e+00,  2.468527e+00,  2.485347e+00,  2.454484e+00,  5.474915e+00,   5.029026 ,  4.550879e+00,  1.366363e+01,  13.0067  ,  1.306598e+01, 'merger')\n",
            " ( 2.06552,  1.28378,  0.53314,  0.32637, 0.660167 ,  2.404036e+00,  2.361831e+00,  2.374732e+00,  2.396338e+00,  2.379125e+00,  9.955861e+00,   3.46358  ,  2.519027e+00,  1.559353e+01,  11.45185 ,  7.748384e+00, 'elliptical')\n",
            " ( 1.90908,  0.90677,  0.42224,  0.31629, 0.7959296,  2.482965e+00,  2.473739e+00,  2.476336e+00,  2.467302e+00,  2.458058e+00,  9.768088e+00,   9.214815 ,  8.021943e+00,  2.839005e+01,  28.00346 ,  2.367598e+01, 'elliptical')\n",
            " ( 1.80592,  0.84118,  0.3822 ,  0.29289, 0.4998838,  2.308143e+00,  2.414729e+00,  2.423441e+00,  2.430259e+00,  2.472975e+00,  2.810026e+00,   2.556145 ,  2.186505e+00,  5.280185e+00,   6.604982,  5.091292e+00, 'merger')\n",
            " ( 1.27016,  0.63787,  0.29099,  0.23921, 0.7786884,  2.208645e+00,  2.497683e+00,  2.507952e+00,  2.510103e+00,  2.492839e+00,  6.332916e+00,   5.767449 ,  4.693553e+00,  1.610836e+01,  16.4954  ,  1.384049e+01, 'merger')\n",
            " ( 1.29274,  0.67475,  0.34355,  0.26625, 0.9315001,  2.430457e+00,  2.449605e+00,  2.459804e+00,  2.489346e+00,  2.445657e+00,  2.762528e+00,   2.954304 ,  2.887156e+00,  8.600739e+00,   8.313353,  8.220436e+00, 'elliptical')\n",
            " ( 1.59309,  0.76759,  0.42338,  0.27768, 0.4734849,  2.498570e+00,  2.505592e+00,  2.453862e+00,  2.451188e+00,  2.430613e+00,  6.046585e+00,   4.558475 ,  3.872002e+00,  1.343564e+01,  11.75251 ,  1.046894e+01, 'spiral')\n",
            " ( 1.34594,  0.64285,  0.37813,  0.23107, 0.779956 ,  2.421518e+00,  2.248886e+00,  2.589488e+00,  2.615007e+00,  2.601444e+00,  1.387722e+01,  11.93691  ,  1.133721e+01,  3.237471e+01,  25.26677 ,  2.593425e+01, 'spiral')\n",
            " ( 1.88818,  0.84529,  0.34303,  0.33966, 0.5329022,  2.246547e+00,  2.245280e+00,  2.266695e+00,  2.254456e+00,  2.252943e+00,  1.780933e+00,   1.879831 ,  1.850461e+00,  5.200458e+00,   6.477582,  6.281084e+00, 'merger')\n",
            " ( 1.81673,  0.91636,  0.39511,  0.29915, 0.8308384,  1.945531e+00,  2.041409e+00,  2.094490e+00,  2.152541e+00,  2.077319e+00,  7.647387e-01,   0.8397347,  7.955579e-01,  1.276222e+00,   1.776452,  1.746170e+00, 'merger')\n",
            " ( 1.22697,  0.49668,  0.27821,  0.16829, 0.7499405,  2.569137e+00,  2.465955e+00,  2.427481e+00,  2.406648e+00,  2.387648e+00,  5.903994e+00,   5.301757 ,  3.366545e+00,  1.149358e+01,  11.59376 ,  6.369151e+00, 'spiral')\n",
            " ( 1.33324,  0.52573,  0.26926,  0.13298, 0.7958828,  2.356087e+00,  2.396963e+00,  2.481920e+00,  2.503085e+00,  2.416730e+00,  8.720520e+00,   9.705234 ,  7.267736e+00,  1.587522e+01,  21.32594 ,  1.480821e+01, 'spiral')\n",
            " ( 1.22154,  0.92916,  0.48156,  0.26113, 0.5919543,  2.293453e+00,  2.465018e+00,  2.545176e+00,  2.535779e+00,  2.499575e+00,  7.348814e+00,   4.556744 ,  3.460672e+00,  1.983535e+01,  12.24086 ,  9.694851e+00, 'merger')\n",
            " ( 1.47216,  0.66997,  0.41628,  0.25155, 0.4622407,  2.103678e+00,  2.098292e+00,  2.149203e+00,  2.160559e+00,  2.173477e+00,  4.482253e+00,   3.875682 ,  3.361826e+00,  1.080849e+01,   8.650503,  6.975857e+00, 'merger')\n",
            " ( 0.8182 ,  0.22899,  0.24884,  0.09654, 0.4094362,  2.198646e+00,  2.321779e+00,  2.396614e+00,  2.405519e+00,  2.373434e+00,  2.197244e+00,   3.540923 ,  3.330609e+00,  8.482684e+00,   9.57312 ,  8.895269e+00, 'merger')\n",
            " ( 2.21393,  1.42707,  0.47922,  0.31153, 0.9301968,  1.813260e+00,  2.399239e+00,  2.406067e+00,  2.417775e+00,  2.374101e+00, -9.999000e+03,   2.037593 ,  1.752191e+00, -9.999000e+03,   6.226919,  5.007930e+00, 'elliptical')\n",
            " ( 1.76654,  0.76346,  0.34798,  0.29271, 0.6658049,  2.371406e+00,  2.396375e+00,  2.422941e+00,  2.433681e+00,  2.405779e+00,  3.233268e+00,   2.502884 ,  2.281367e+00,  9.838123e+00,   8.103168,  7.530200e+00, 'elliptical')\n",
            " ( 1.33645,  0.72046,  0.3297 ,  0.18244, 0.9268718,  1.749622e+00,  2.070353e+00,  2.204312e+00,  2.263255e+00,  2.260991e+00,  4.513642e+00,   5.589032 ,  4.110287e+00,  6.656810e+00,  10.6563  ,  7.095809e+00, 'spiral')\n",
            " ( 1.18423,  0.38967,  0.24321,  0.12285, 0.6862378,  2.231412e+00,  2.318499e+00,  2.376621e+00,  2.399017e+00,  2.415953e+00,  6.068575e+00,   7.267944 ,  5.460333e+00,  1.027124e+01,  15.3205  ,  1.024060e+01, 'spiral')\n",
            " ( 1.29224,  0.84566,  0.48884,  0.25933, 0.7595147,  2.246379e+00,  2.331323e+00,  2.353942e+00,  2.359210e+00,  2.335910e+00,  1.743835e+00,   2.011969 ,  1.904441e+00,  7.883090e+00,   6.665411,  6.345941e+00, 'merger')\n",
            " ( 1.51231,  0.83595,  0.42152,  0.26223, 0.8191979,  1.997917e+00,  2.287369e+00,  2.313331e+00,  2.356924e+00,  2.337455e+00,  1.827545e+00,   2.28842  ,  1.787282e+00,  2.766367e+00,   4.925248,  3.700751e+00, 'merger')\n",
            " ( 1.88901,  0.91612,  0.43465,  0.35601, 0.8977969,  2.444072e+00,  2.412220e+00,  2.423543e+00,  2.422587e+00,  2.420941e+00,  6.881123e+00,   4.563711 ,  4.265421e+00,  1.705540e+01,  14.54406 ,  1.432213e+01, 'elliptical')\n",
            " ( 1.78978,  0.89277,  0.5036 ,  0.34381, 0.8536487,  2.444682e+00,  2.413343e+00,  2.456754e+00,  2.473223e+00,  2.440450e+00,  3.205834e+00,   3.339742 ,  2.626228e+00,  6.672235e+00,   9.661751,  7.845277e+00, 'merger')\n",
            " ( 1.34484,  0.56788,  0.3324 ,  0.23118, 0.5827358,  2.392035e+00,  2.336432e+00,  2.388582e+00,  2.409964e+00,  2.432055e+00,  5.818589e+00,   5.390203 ,  4.603758e+00,  1.226013e+01,  13.19025 ,  1.101687e+01, 'spiral')\n",
            " ( 1.38869,  0.60096,  0.34061,  0.18368, 0.9931098,  2.285094e+00,  2.162010e+00,  2.208654e+00,  2.237088e+00,  2.266658e+00,  1.100697e+01,  10.08901  ,  9.516395e+00,  2.139012e+01,  18.48917 ,  1.683778e+01, 'spiral')\n",
            " ( 1.33915,  0.63841,  0.30118,  0.28922, 0.454282 ,  2.191977e+00,  2.213390e+00,  2.373287e+00,  2.141721e+00,  2.183746e+00,  3.946372e+00,   3.995564 ,  3.416467e+00,  1.245951e+01,  13.4803  ,  1.173135e+01, 'merger')\n",
            " ( 1.40129,  0.78604,  0.42137,  0.29661, 0.8169268,  2.134726e+00,  2.280204e+00,  2.326601e+00,  2.342370e+00,  2.344131e+00,  2.414648e+00,   2.577656 ,  2.476750e+00,  6.295191e+00,   6.899981,  7.171607e+00, 'elliptical')\n",
            " ( 2.07745,  1.08773,  0.45744,  0.40382, 0.9126862,  2.438494e+00,  2.400542e+00,  2.390508e+00,  2.396966e+00,  2.351079e+00,  3.751459e+00,   3.192029 ,  3.117218e+00,  1.075374e+01,  10.16568 ,  9.944700e+00, 'elliptical')\n",
            " ( 1.47878,  0.72055,  0.43203,  0.3205 , 0.2450151,  2.034510e+00,  2.089772e+00,  2.148929e+00,  2.174081e+00,  2.181194e+00,  2.896972e+00,   3.484591 ,  3.029992e+00,  7.395638e+00,  10.18212 ,  8.979984e+00, 'merger')\n",
            " ( 1.07673,  0.40235,  0.2659 ,  0.12998, 0.4631668,  2.387628e+00,  2.443267e+00,  2.428156e+00,  2.448845e+00,  2.377995e+00,  3.095441e+00,   3.326135 ,  3.483312e+00,  6.926602e+00,   7.393874,  8.658003e+00, 'spiral')\n",
            " ( 1.89898,  0.91133,  0.414  ,  0.36373, 0.8757929,  2.406915e+00,  2.438529e+00,  2.406462e+00,  2.430647e+00,  2.428467e+00,  4.103110e+00,   4.489552 ,  3.947667e+00,  1.244778e+01,  15.13506 ,  1.385654e+01, 'elliptical')\n",
            " ( 1.99258,  0.88922,  0.44309,  0.33801, 0.9701105,  2.298151e+00,  2.349161e+00,  2.358064e+00,  2.350884e+00,  2.344679e+00,  3.346446e+00,   2.691642 ,  2.464555e+00,  1.090341e+01,   9.487433,  9.079796e+00, 'elliptical')\n",
            " ( 1.27061,  0.53667,  0.30656,  0.2223 , 0.7677804,  2.100226e+00,  2.223507e+00,  2.356916e+00,  2.431232e+00,  2.468198e+00,  5.504885e+00,   5.919003 ,  5.680972e+00,  9.339196e+00,  11.99415 ,  1.222877e+01, 'spiral')\n",
            " ( 1.59638,  0.86879,  0.42293,  0.32547, 0.7398738,  1.900186e+00,  2.038965e+00,  2.036985e+00,  2.063052e+00,  2.099098e+00,  8.510016e-01,   0.7813398,  7.689603e-01,  1.471315e+00,   1.488073,  1.474795e+00, 'merger')\n",
            " ( 1.72345,  0.83179,  0.37579,  0.29977, 0.7441612,  2.313881e+00,  2.652766e+00,  2.557827e+00,  2.497047e+00,  2.446959e+00,  6.401019e+00,   5.883178 ,  4.134325e+00,  1.122300e+01,  12.85959 ,  8.758795e+00, 'spiral')\n",
            " ( 0.99846,  0.44757,  0.24384,  0.08036, 0.7858691,  2.131882e+00,  2.242861e+00,  2.322873e+00,  2.340804e+00,  2.272487e+00,  3.114441e+00,   3.183042 ,  1.943580e+00,  5.388149e+00,   7.090378,  3.523128e+00, 'spiral')\n",
            " ( 1.90822,  0.86347,  0.36462,  0.30434, 0.8262298,  2.357507e+00,  2.371437e+00,  2.371924e+00,  2.405990e+00,  2.394310e+00,  2.219115e+00,   3.570417 ,  3.129067e+00,  7.389687e+00,  11.64439 ,  1.047237e+01, 'merger')\n",
            " ( 1.92536,  0.81122,  0.38032,  0.27205, 0.6396433,  2.348456e+00,  2.584063e+00,  2.526314e+00,  2.465970e+00,  2.449172e+00,  2.453202e+00,   2.433371 ,  2.304370e+00,  5.290019e+00,   5.500206,  5.262755e+00, 'merger')\n",
            " ( 1.29427,  0.85361,  0.4886 ,  0.23736, 0.604212 ,  2.269327e+00,  2.333503e+00,  2.353416e+00,  2.376278e+00,  2.336129e+00,  5.913895e+00,   3.994071 ,  2.857255e+00,  1.607405e+01,   9.145452,  7.223488e+00, 'merger')\n",
            " ( 2.01943,  1.10307,  0.45115,  0.35673, 0.7951854,  2.399245e+00,  2.418389e+00,  2.404695e+00,  2.417784e+00,  2.406126e+00,  5.299187e+00,   4.198814 ,  3.793746e+00,  1.629174e+01,  13.86651 ,  1.170086e+01, 'elliptical')\n",
            " ( 1.73257,  0.79322,  0.36515,  0.27595, 0.7729652,  2.440563e+00,  2.436527e+00,  2.438067e+00,  2.450391e+00,  2.449846e+00,  3.903986e+00,   3.353124 ,  3.374084e+00,  1.000324e+01,  10.09797 ,  9.481544e+00, 'elliptical')\n",
            " ( 1.45303,  0.78996,  0.40501,  0.3758 , 0.7893155,  1.970827e+00,  2.194885e+00,  2.340556e+00,  2.420405e+00,  2.426852e+00,  1.794205e+01,  28.60846  ,  2.431793e+01,  4.028818e+01,  70.42664 ,  6.536031e+01, 'spiral')\n",
            " ( 2.03065,  0.90168,  0.43983,  0.28342, 0.8535542,  2.504702e+00,  2.517687e+00,  2.517500e+00,  2.504151e+00,  2.494623e+00,  8.124797e+00,   7.309047 ,  7.017018e+00,  2.686436e+01,  23.35183 ,  2.282531e+01, 'elliptical')\n",
            " ( 1.49681,  0.47047,  0.29237,  0.17539, 0.9498834,  5.917150e-01,  2.287790e+00,  2.334836e+00,  2.365920e+00,  2.432662e+00,  4.791723e+00,   4.287004 ,  2.881392e+00,  1.114537e+01,   9.121478,  5.461899e+00, 'spiral')\n",
            " ( 1.12138,  0.57662,  0.29846,  0.44462, 0.9276754,  2.172639e+00,  2.350936e+00,  2.680600e+00,  2.570827e+00,  2.441666e+00,  1.014086e+01,  15.29753  ,  3.935024e+01,  1.124939e+02,  83.93767 ,  9.571095e+01, 'spiral')\n",
            " ( 1.22819,  0.5152 ,  0.27293,  0.21718, 0.8834943,  2.183716e+00,  2.335077e+00,  2.451626e+00,  2.475602e+00,  2.504146e+00,  4.999092e+00,   5.088065 ,  4.877653e+00,  9.093274e+00,  10.73855 ,  1.022568e+01, 'spiral')\n",
            " ( 1.95561,  1.04878,  0.43795,  0.34685, 0.9157937,  2.394948e+00,  2.404000e+00,  2.418865e+00,  2.436574e+00,  2.417706e+00,  5.421505e+00,   4.446768 ,  3.950463e+00,  1.883088e+01,  15.02529 ,  1.386060e+01, 'elliptical')\n",
            " ( 1.07199,  0.40923,  0.28441,  0.15686, 0.7029682,  2.075502e+00,  2.246043e+00,  2.264744e+00,  2.275195e+00,  2.298872e+00,  2.450904e+00,   2.705899 ,  2.724157e+00,  5.821415e+00,   6.63113 ,  6.405684e+00, 'merger')\n",
            " ( 1.19482,  0.49611,  0.31017,  0.16244, 0.7221248,  2.211442e+00,  2.294102e+00,  2.327795e+00,  2.371559e+00,  2.358487e+00,  3.032364e+00,   3.348147 ,  3.062732e+00,  5.833694e+00,   8.061935,  7.840197e+00, 'spiral')\n",
            " ( 1.25759,  0.46836,  0.22716,  0.18997, 0.7811073,  2.221574e+00,  2.348552e+00,  2.478868e+00,  2.532879e+00,  2.518030e+00,  6.653194e+00,   6.63422  ,  5.781239e+00,  1.711834e+01,  16.72354 ,  1.535999e+01, 'spiral')\n",
            " ( 1.32727,  0.65498,  0.40874,  0.27138, 0.3704258,  6.218165e-01,  2.189291e+00,  2.251632e+00,  2.298550e+00,  2.352483e+00,  3.228155e+00,   2.901567 ,  2.498316e+00,  7.074975e+00,   7.023223,  6.160505e+00, 'merger')\n",
            " ( 1.09764,  0.43926,  0.30389,  0.09841, 0.8111447,  1.909937e+00,  2.067649e+00,  2.178123e+00,  2.182371e+00,  2.216781e+00,  3.361660e+00,   3.065115 ,  2.844806e+00,  6.318031e+00,   6.555509,  6.065515e+00, 'merger')\n",
            " ( 1.55862,  0.76369,  0.41414,  0.287  , 0.4499772,  2.063305e+00,  2.231559e+00,  2.353254e+00,  2.391803e+00,  2.432565e+00,  5.792665e+00,   5.052957 ,  4.614661e+00,  1.312185e+01,  12.58259 ,  1.114447e+01, 'merger')\n",
            " ( 2.00626,  0.97145,  0.40548,  0.37645, 0.8614371,  2.317261e+00,  2.420619e+00,  2.444411e+00,  2.421316e+00,  2.437305e+00,  4.520303e+00,   4.113637 ,  4.288669e+00,  1.324281e+01,  12.6854  ,  1.385622e+01, 'elliptical')\n",
            " ( 1.71325,  0.91693,  0.51359,  0.37559, 0.3047244,  2.372763e+00,  2.054343e+00,  2.119545e+00,  2.161602e+00,  2.178985e+00,  2.162719e+00,   1.565298 ,  1.592703e+00,  4.201394e+00,   4.113561,  4.415794e+00, 'merger')\n",
            " ( 1.91042,  0.87266,  0.43484,  0.2974 , 0.7943906,  2.343216e+00,  2.326988e+00,  2.362205e+00,  2.372770e+00,  2.385539e+00,  1.368032e+01,   4.188968 ,  3.460898e+00,  2.765344e+01,  19.19985 ,  1.608220e+01, 'merger')\n",
            " ( 1.89035,  0.8197 ,  0.39577,  0.32211, 0.7218443,  2.353451e+00,  2.364331e+00,  2.376822e+00,  2.373559e+00,  2.359071e+00,  3.975041e+00,   3.094147 ,  2.927671e+00,  1.190210e+01,  10.14359 ,  9.887959e+00, 'elliptical')\n",
            " ( 1.89735,  1.02898,  0.44793,  0.38358, 0.7596752,  2.299299e+00,  2.353708e+00,  2.365583e+00,  2.359656e+00,  2.387336e+00,  2.324313e+00,   2.936469 ,  2.809023e+00,  6.021036e+00,   9.48965 ,  9.966653e+00, 'elliptical')\n",
            " ( 1.41489,  0.6872 ,  0.37858,  0.25154, 0.6106631,  2.043013e+00,  2.209333e+00,  2.269254e+00,  2.351002e+00,  2.342240e+00,  2.009799e+00,   2.828048 ,  2.671291e+00,  3.400887e+00,   7.931678,  8.159069e+00, 'merger')\n",
            " ( 0.82663,  0.26281,  0.19499,  0.03829, 0.550019 ,  2.211712e+00,  2.300538e+00,  2.357936e+00,  2.338547e+00,  2.326464e+00,  1.980993e+00,   2.350778 ,  2.281179e+00,  4.503221e+00,   5.977581,  5.355619e+00, 'merger')\n",
            " ( 2.05799,  1.00473,  0.45422,  0.35192, 0.9059991,  2.563092e+00,  2.470897e+00,  2.471864e+00,  2.468015e+00,  2.443505e+00,  4.214675e+00,   3.552833 ,  3.514281e+00,  1.098419e+01,  10.87374 ,  1.150639e+01, 'elliptical')\n",
            " ( 1.91514,  0.8161 ,  0.4011 ,  0.28672, 0.7592813,  2.466294e+00,  2.423318e+00,  2.480099e+00,  2.438544e+00,  2.477468e+00,  4.482953e+00,   4.1724   ,  4.043687e+00,  1.492722e+01,  14.04457 ,  1.374069e+01, 'elliptical')\n",
            " ( 0.93303,  0.27659,  0.33322, -0.01074, 0.5616748,  2.322084e+00,  2.329140e+00,  2.412369e+00,  2.399404e+00,  2.435217e+00,  2.435396e+00,   2.469327 ,  2.357792e+00,  4.963835e+00,   5.571384,  5.092155e+00, 'merger')\n",
            " ( 1.79767,  0.84423,  0.39601,  0.30995, 0.966133 ,  2.507410e+00,  2.436094e+00,  2.460569e+00,  2.440172e+00,  2.462494e+00,  6.270693e+00,   4.688055 ,  4.512320e+00,  1.817752e+01,  15.27299 ,  1.474479e+01, 'elliptical')\n",
            " ( 1.19535,  0.59016,  0.34521,  0.13894, 0.3390324,  2.282893e+00,  2.460939e+00,  2.466974e+00,  2.438560e+00,  2.441557e+00,  2.397861e+00,   2.3824   ,  2.063614e+00,  8.143396e+00,   6.114937,  5.494513e+00, 'merger')\n",
            " ( 2.20417,  0.83936,  0.39916,  0.31316, 0.933152 ,  1.780467e+00,  2.151933e+00,  2.194505e+00,  2.177510e+00,  2.187700e+00,  1.019255e+00,   1.1146   ,  1.104855e+00,  1.644946e+00,   2.207659,  2.151785e+00, 'merger')\n",
            " ( 1.79745,  0.96135,  0.43979,  0.314  , 0.5010844,  2.277349e+00,  2.420978e+00,  2.444450e+00,  2.446930e+00,  2.427242e+00,  4.709179e+00,   3.252675 ,  2.300016e+00,  1.270166e+01,   7.843932,  5.798290e+00, 'merger')\n",
            " ( 1.33324,  0.70361,  0.3666 ,  0.2671 , 0.6665056,  2.036027e+00,  2.106161e+00,  2.284671e+00,  2.339318e+00,  2.361116e+00,  4.880836e+00,   4.103659 ,  3.748782e+00,  9.431236e+00,   8.418779,  7.793340e+00, 'spiral')\n",
            " ( 1.98716,  1.02003,  0.3909 ,  0.41173, 0.6353979,  2.466520e+00,  2.446058e+00,  2.459903e+00,  2.441483e+00,  2.456158e+00,  3.942118e+00,   3.310865 ,  3.145085e+00,  1.342194e+01,  10.46736 ,  1.003489e+01, 'elliptical')\n",
            " ( 1.88796,  0.8748 ,  0.4161 ,  0.33194, 0.7790375,  2.401442e+00,  2.464201e+00,  2.473901e+00,  2.457916e+00,  2.467463e+00,  5.200251e+00,   5.239115 ,  4.846960e+00,  1.418682e+01,  16.72937 ,  1.586617e+01, 'elliptical')\n",
            " ( 1.87883,  0.91339,  0.42689,  0.29563, 0.6822491,  2.465194e+00,  2.400636e+00,  2.408746e+00,  2.407305e+00,  2.395995e+00,  6.011673e+00,   4.337948 ,  3.542497e+00,  1.727922e+01,  14.37347 ,  1.189132e+01, 'elliptical')\n",
            " ( 1.94457,  0.83513,  0.40123,  0.32695, 0.9658811,  2.419748e+00,  2.403260e+00,  2.423460e+00,  2.426325e+00,  2.414092e+00,  4.093140e+00,   3.185869 ,  3.124302e+00,  1.209619e+01,  10.72757 ,  1.044199e+01, 'elliptical')\n",
            " ( 2.07173,  0.79898,  0.35136,  0.29665, 0.5283195,  2.363449e+00,  2.429000e+00,  2.438833e+00,  2.421135e+00,  2.402852e+00,  2.721544e+00,   3.439418 ,  3.242195e+00,  7.364594e+00,  10.34969 ,  9.722766e+00, 'merger')\n",
            " ( 0.80505,  0.80419,  0.48766,  0.24178, 0.876945 ,  2.229654e+00,  2.347729e+00,  2.402797e+00,  2.405664e+00,  2.389379e+00,  8.285465e+00,   6.811018 ,  6.299887e+00,  1.975495e+01,  16.42155 ,  1.511260e+01, 'spiral')\n",
            " ( 1.85352,  0.88966,  0.39546,  0.3353 , 0.8529811,  2.406317e+00,  2.418571e+00,  2.460563e+00,  2.459931e+00,  2.460770e+00,  4.012710e+00,   3.39818  ,  3.383541e+00,  1.180322e+01,  10.58998 ,  1.047749e+01, 'elliptical')\n",
            " ( 1.73717,  0.74539,  0.47228,  0.28276, 0.5680818,  2.270115e+00,  2.195774e+00,  2.274913e+00,  2.285221e+00,  2.351600e+00,  1.669211e+00,   2.280649 ,  1.757070e+00,  4.053899e+00,   6.808407,  5.087097e+00, 'merger')\n",
            " ( 1.16865,  0.50545,  0.3835 ,  0.15633, 0.7656051,  8.204387e-01,  1.837226e+00,  1.781253e+00,  1.785556e+00,  1.771321e+00,  3.152956e+00,   4.045813 ,  3.920856e+00,  6.070121e+00,   7.104168,  6.747948e+00, 'merger')\n",
            " ( 1.98872,  0.99013,  0.46333,  0.31441, 0.9264013,  2.485012e+00,  2.408971e+00,  2.424746e+00,  2.450697e+00,  2.450587e+00,  6.157248e+00,   4.535467 ,  3.581939e+00,  1.840367e+01,  14.20096 ,  1.121234e+01, 'elliptical')\n",
            " ( 1.90571,  0.86412,  0.38059,  0.31209, 0.8657967,  2.552589e+00,  2.435711e+00,  2.441555e+00,  2.436133e+00,  2.438771e+00,  1.135912e+01,   6.984591 ,  6.658070e+00,  2.875263e+01,  23.65844 ,  2.249544e+01, 'elliptical')\n",
            " ( 1.79424,  0.83991,  0.39519,  0.33191, 0.7359444,  2.423840e+00,  2.374381e+00,  2.390151e+00,  2.366885e+00,  2.346186e+00,  3.598586e+00,   3.045088 ,  2.959137e+00,  1.094569e+01,  10.25989 ,  1.023270e+01, 'elliptical')\n",
            " ( 2.00618,  0.89344,  0.41553,  0.31344, 0.8880646,  2.406445e+00,  2.438603e+00,  2.441049e+00,  2.448116e+00,  2.455975e+00,  5.463611e+00,   5.433718 ,  5.315297e+00,  1.660396e+01,  18.05222 ,  1.777159e+01, 'elliptical')\n",
            " ( 1.91166,  0.9785 ,  0.41515,  0.36421, 0.9037367,  2.514360e+00,  2.430592e+00,  2.406900e+00,  2.435087e+00,  2.419585e+00,  4.934324e+00,   3.509173 ,  3.309737e+00,  1.311616e+01,  11.13803 ,  1.082444e+01, 'elliptical')\n",
            " ( 1.39194,  0.65508,  0.382  ,  0.28791, 0.647022 ,  2.236456e+00,  2.280474e+00,  2.329303e+00,  2.292831e+00,  2.275034e+00,  4.306533e+00,   3.279487 ,  2.454019e+00,  1.107570e+01,   9.166889,  7.608987e+00, 'spiral')\n",
            " ( 1.70577,  0.77706,  0.37256,  0.27342, 0.7444146,  2.420181e+00,  2.346517e+00,  2.337765e+00,  2.353414e+00,  2.342455e+00,  3.751962e+00,   3.001827 ,  2.782188e+00,  1.107069e+01,  10.01519 ,  9.626906e+00, 'elliptical')\n",
            " ( 1.78642,  0.81301,  0.39142,  0.28851, 0.9262974,  2.491351e+00,  2.422186e+00,  2.396108e+00,  2.407906e+00,  2.410653e+00,  3.883301e+00,   2.805369 ,  2.611037e+00,  9.434682e+00,   8.473306,  7.753644e+00, 'elliptical')\n",
            " ( 1.90255,  0.82933,  0.42179,  0.31057, 0.8784615,  2.448312e+00,  2.431187e+00,  2.420706e+00,  2.395556e+00,  2.440646e+00,  6.124028e+00,   5.52269  ,  5.353098e+00,  1.760467e+01,  16.29025 ,  1.592954e+01, 'elliptical')\n",
            " ( 1.37799,  0.61527,  0.34448,  0.25415, 0.6681093, -9.999000e+03,  2.080195e+00,  2.182273e+00,  2.272978e+00,  2.357959e+00,  1.852673e+01,  15.12224  ,  1.396678e+01,  4.377602e+01,  32.3116  ,  3.045384e+01, 'spiral')\n",
            " ( 1.70074,  0.64334,  0.33109,  0.22997, 0.7236177,  2.170797e+00,  2.300398e+00,  2.439176e+00,  2.503153e+00,  2.533874e+00,  9.078690e+00,   8.895478 ,  8.392317e+00,  2.025057e+01,  19.16455 ,  1.894651e+01, 'spiral')\n",
            " ( 1.14477,  0.4791 ,  0.23381,  0.16957, 0.9000224,  2.101871e+00,  2.232744e+00,  2.362740e+00,  2.431754e+00,  2.362391e+00,  5.168405e+00,   7.120739 ,  4.731348e+00,  8.606266e+00,  14.70948 ,  8.033177e+00, 'spiral')\n",
            " ( 1.33866,  0.70636,  0.35815,  0.25922, 0.7227699,  1.940436e+00,  2.220847e+00,  2.345437e+00,  2.408302e+00,  2.400340e+00,  3.337490e+00,   3.359527 ,  3.109776e+00,  5.567275e+00,   6.801772,  6.511019e+00, 'spiral')\n",
            " ( 1.66153,  0.8402 ,  0.43799,  0.3089 , 0.6908169,  2.526706e+00,  2.492664e+00,  2.431295e+00,  2.425246e+00,  2.388872e+00,  4.579451e+00,   4.544211 ,  3.441279e+00,  8.355771e+00,  10.74242 ,  8.717644e+00, 'spiral')\n",
            " ( 1.19032,  0.46183,  0.2827 ,  0.17898, 0.5499746,  2.257553e+00,  2.272321e+00,  2.376743e+00,  2.413910e+00,  2.419925e+00,  5.353786e+00,   5.46542  ,  4.628952e+00,  9.466578e+00,  11.04832 ,  9.488609e+00, 'spiral')\n",
            " ( 1.96622,  0.97002,  0.43299,  0.32953, 0.8273657,  2.440355e+00,  2.424245e+00,  2.429337e+00,  2.428094e+00,  2.415480e+00,  5.114875e+00,   3.363141 ,  3.076275e+00,  1.305354e+01,  10.83618 ,  1.038264e+01, 'elliptical')\n",
            " ( 1.28115,  0.54899,  0.30389,  0.22313, 0.7771693,  2.179714e+00,  2.322494e+00,  2.432964e+00,  2.475631e+00,  2.474716e+00,  7.652271e+00,   7.316935 ,  6.533223e+00,  1.289006e+01,  15.13256 ,  1.404846e+01, 'spiral')\n",
            " ( 1.89362,  0.89174,  0.38116,  0.30941, 0.766307 ,  2.234598e+00,  2.296120e+00,  2.300244e+00,  2.311392e+00,  2.308284e+00,  2.315992e+00,   1.976269 ,  1.831993e+00,  7.650754e+00,   6.479362,  6.136210e+00, 'elliptical')\n",
            " ( 1.9999 ,  1.02095,  0.4304 ,  0.35217, 0.7089102,  2.463407e+00,  2.390689e+00,  2.418612e+00,  2.426445e+00,  2.403741e+00,  3.748261e+00,   3.187686 ,  2.974685e+00,  1.091554e+01,  10.63257 ,  9.799131e+00, 'elliptical')\n",
            " ( 0.87355,  0.39906,  0.39295,  0.19919, 0.7802803,  2.121556e+00,  2.220024e+00,  2.293231e+00,  2.332167e+00,  2.321764e+00,  2.270644e+00,   2.658541 ,  2.494122e+00,  6.324902e+00,   7.316635,  6.992407e+00, 'merger')\n",
            " ( 1.95815,  1.22558,  0.47717,  0.35583, 0.7901701,  2.206507e+00,  2.290271e+00,  2.314479e+00,  2.324298e+00,  2.305939e+00,  2.125250e+00,   1.828351 ,  1.781570e+00,  7.111993e+00,   5.937457,  5.970327e+00, 'elliptical')\n",
            " ( 1.86894,  0.89636,  0.40368,  0.26953, 0.4936728,  2.409214e+00,  2.479733e+00,  2.467336e+00,  2.488909e+00,  2.481156e+00,  7.425199e+00,   4.275969 ,  3.420454e+00,  1.635420e+01,  11.8778  ,  9.277365e+00, 'merger')\n",
            " ( 1.10091,  0.39362,  0.19326,  0.11767, 0.4361676,  2.505610e+00,  2.371232e+00,  2.469471e+00,  2.501203e+00,  2.576937e+00,  9.878066e+00,   9.069321 ,  7.735808e+00,  2.439766e+01,  19.2895  ,  1.438425e+01, 'spiral')\n",
            " ( 1.76537,  0.77536,  0.376  ,  0.2729 , 0.7131495,  2.377420e+00,  2.403463e+00,  2.417966e+00,  2.423475e+00,  2.411161e+00,  4.014622e+00,   3.535496 ,  3.263968e+00,  1.190733e+01,  10.29661 ,  9.538424e+00, 'elliptical')\n",
            " ( 1.7559 ,  0.83363,  0.44362,  0.3596 , 0.4608842,  2.199671e+00,  2.352554e+00,  2.486500e+00,  2.556132e+00,  2.603664e+00,  9.785398e+00,   9.373276 ,  8.952613e+00,  2.253439e+01,  23.79836 ,  2.442317e+01, 'spiral')\n",
            " ( 1.87136,  0.83425,  0.39829,  0.30761, 0.8960622,  2.365557e+00,  2.379416e+00,  2.381086e+00,  2.391474e+00,  2.394057e+00,  5.900557e+00,   4.081522 ,  3.616264e+00,  1.617145e+01,  14.15644 ,  1.351551e+01, 'elliptical')\n",
            " ( 1.22784,  0.76579,  0.45959,  0.25198, 0.595955 ,  2.125527e+00,  2.306320e+00,  2.310410e+00,  2.293457e+00,  2.245027e+00,  1.565680e+00,   1.856504 ,  1.630316e+00,  7.201981e+00,   6.23938 ,  5.902073e+00, 'merger')\n",
            " ( 1.83154,  0.76576,  0.38883,  0.24725, 0.9753876,  2.509300e+00,  2.487496e+00,  2.439603e+00,  2.447665e+00,  2.471112e+00,  4.508888e+00,   4.561159 ,  4.295644e+00,  1.520815e+01,  15.42643 ,  1.478036e+01, 'elliptical')\n",
            " ( 1.2351 ,  0.56444,  0.31004,  0.20778, 0.864002 ,  2.333261e+00,  2.193124e+00,  2.277213e+00,  2.318293e+00,  2.351013e+00,  1.182943e+01,  12.16821  ,  1.219996e+01,  2.161274e+01,  23.93794 ,  2.431305e+01, 'spiral')\n",
            " ( 1.8814 ,  0.89727,  0.43363,  0.31666, 0.7349662,  2.466345e+00,  2.445077e+00,  2.463971e+00,  2.472703e+00,  2.439677e+00,  4.616611e+00,   4.295809 ,  4.074116e+00,  1.139574e+01,  13.38437 ,  1.305015e+01, 'elliptical')\n",
            " ( 1.14016,  0.9349 , -0.01376, -0.52022, 0.6557796,  1.943855e+00,  1.874593e+00,  1.804966e+00,  1.853443e+00,  1.754088e+00,  5.490223e-01,   0.6344465,  5.661460e-01,  9.733355e-01,   1.031904,  9.015704e-01, 'spiral')\n",
            " ( 1.89639,  0.86604,  0.43549,  0.31249, 0.8913741,  2.323861e+00,  2.340065e+00,  2.335806e+00,  2.312573e+00,  2.329077e+00,  3.207550e+00,   2.584423 ,  2.535655e+00,  9.626412e+00,   8.461924,  8.229072e+00, 'elliptical')\n",
            " ( 1.54275,  0.69029,  0.34994,  0.29376, 0.437719 ,  2.185295e+00,  2.460455e+00,  2.483760e+00,  2.496045e+00,  2.531991e+00,  6.023027e+00,   5.120852 ,  4.735525e+00,  1.258627e+01,  12.96179 ,  1.234280e+01, 'spiral')\n",
            " ( 1.23337,  0.56967,  0.33192,  0.23404, 0.900374 ,  2.072976e+00,  2.164045e+00,  2.230160e+00,  2.255117e+00,  2.255711e+00,  7.049508e+00,   6.534537 ,  6.125553e+00,  1.344946e+01,  13.7009  ,  1.344762e+01, 'spiral')\n",
            " ( 1.21489,  0.57253,  0.35423,  0.21312, 0.7933919,  2.264709e+00,  2.319192e+00,  2.388157e+00,  2.392148e+00,  2.384103e+00,  4.652165e+00,   4.031008 ,  3.122812e+00,  9.610085e+00,   9.280005,  6.708179e+00, 'spiral')\n",
            " ( 1.3145 ,  0.58474,  0.33902,  0.18575, 0.9102932,  1.954522e+00,  2.169421e+00,  2.279300e+00,  2.318618e+00,  2.381634e+00,  4.712465e+00,   4.458061 ,  3.843911e+00,  7.822961e+00,   8.641428,  7.338095e+00, 'spiral')\n",
            " ( 2.0878 ,  0.93681,  0.45849,  0.37382, 0.4467746,  2.145623e+00,  2.377659e+00,  2.386952e+00,  2.410913e+00,  2.404603e+00,  2.545208e+00,   4.313097 ,  3.272181e+00,  4.291186e+00,  14.44399 ,  1.219891e+01, 'merger')\n",
            " ( 1.38634,  0.58026,  0.44871,  0.18216, 0.4540595,  2.055629e+00,  1.901837e+00,  1.991299e+00,  2.077136e+00,  2.167085e+00,  3.348683e+00,   3.385883 ,  2.989418e+00,  5.742650e+00,   6.538288,  5.766253e+00, 'merger')\n",
            " ( 1.62737,  0.75976,  0.40698,  0.3156 , 0.7733337,  2.360025e+00,  2.462218e+00,  2.477487e+00,  2.476703e+00,  2.460257e+00,  3.557428e+00,   3.701714 ,  3.425714e+00,  1.099632e+01,  12.01725 ,  1.103664e+01, 'elliptical')\n",
            " ( 1.25537,  0.41618,  0.33564,  0.17818, 0.5094079,  2.161352e+00,  2.226354e+00,  2.317082e+00,  2.376484e+00,  2.351029e+00,  5.869851e+00,   5.563705 ,  4.986694e+00,  1.330786e+01,  11.79136 ,  1.064672e+01, 'spiral')\n",
            " ( 1.48522,  0.6991 ,  0.33241,  0.29469, 0.8259404,  2.465065e+00,  2.530238e+00,  2.589606e+00,  2.618951e+00,  2.571775e+00,  6.350849e+00,   7.701257 ,  6.995354e+00,  1.209425e+01,  19.59749 ,  1.885580e+01, 'spiral')\n",
            " ( 1.89405,  0.82783,  0.39575,  0.30953, 0.887113 ,  2.386894e+00,  2.429739e+00,  2.431906e+00,  2.449529e+00,  2.444288e+00,  3.657600e+00,   3.114273 ,  3.022854e+00,  1.150146e+01,   9.889152,  9.587909e+00, 'elliptical')\n",
            " ( 1.48298,  0.76555,  0.43035,  0.22078, 0.8744032,  2.434669e+00,  2.414796e+00,  2.447862e+00,  2.473006e+00,  2.472625e+00,  3.382640e+00,   4.023749 ,  3.503794e+00,  8.011024e+00,  12.86589 ,  1.139342e+01, 'merger')\n",
            " ( 1.99349,  0.99301,  0.43004,  0.36791, 0.8675388,  2.497342e+00,  2.434403e+00,  2.451132e+00,  2.450849e+00,  2.441117e+00,  8.714464e+00,   5.367814 ,  4.979252e+00,  1.871264e+01,  16.26217 ,  1.690158e+01, 'elliptical')\n",
            " ( 2.06524,  0.95981,  0.43259,  0.33697, 0.7754218,  2.202960e+00,  2.472402e+00,  2.386127e+00,  2.368967e+00,  2.330862e+00,  4.399585e+00,   3.698499 ,  3.074914e+00,  6.769549e+00,   8.702432,  7.562442e+00, 'spiral')\n",
            " ( 1.0988 ,  0.42183,  0.37595,  0.10726, 0.7387364,  2.298123e+00,  2.336584e+00,  2.380581e+00,  2.383292e+00,  2.371497e+00,  2.563222e+00,   3.195299 ,  2.768844e+00,  5.482848e+00,   6.747931,  5.657825e+00, 'spiral')\n",
            " ( 1.54797,  0.64738,  0.341  ,  0.3245 , 0.6169901,  2.211964e+00,  2.289590e+00,  2.405634e+00,  2.479177e+00,  2.488541e+00,  3.780384e+00,   3.940605 ,  3.465209e+00,  1.227164e+01,  11.99153 ,  9.958914e+00, 'merger')\n",
            " ( 1.80617,  0.98461,  0.46325,  0.31555, 0.7985259,  1.802341e+00,  2.260056e+00,  2.399299e+00,  2.505646e+00,  2.561985e+00,  3.779945e+00,   3.61368  ,  2.963639e+00,  1.078335e+01,   8.24472 ,  6.052660e+00, 'spiral')\n",
            " ( 1.01983,  0.60641,  0.30343,  0.30597, 0.9498755,  2.525602e+00,  2.228289e+00,  2.351167e+00,  2.423336e+00,  2.509036e+00,  1.018588e+01,  10.23112  ,  1.066171e+01,  2.786282e+01,  23.6235  ,  2.889946e+01, 'spiral')\n",
            " ( 1.50639,  0.77725,  0.36161,  0.27867, 0.6882419,  2.124739e+00,  2.248959e+00,  2.457703e+00,  2.513146e+00,  2.605175e+00,  7.239414e+00,   5.552403 ,  5.546902e+00,  1.685885e+01,  11.32253 ,  1.251345e+01, 'spiral')\n",
            " ( 1.44457,  0.70426,  0.35466,  0.26687, 0.9464688,  2.049547e+00,  2.173061e+00,  2.283349e+00,  2.328598e+00,  2.385859e+00,  1.725738e+01,  15.08764  ,  1.467936e+01,  3.761897e+01,  29.40298 ,  2.902632e+01, 'spiral')\n",
            " ( 2.0718 ,  0.92387,  0.45187,  0.32869, 0.8844816,  2.486444e+00,  2.380681e+00,  2.360778e+00,  2.383538e+00,  2.352904e+00,  2.191089e+00,   3.035104 ,  2.556554e+00,  4.834374e+00,   9.029173,  7.838109e+00, 'merger')\n",
            " ( 1.03696,  0.72774,  0.40445,  0.26858, 0.5271935,  2.384168e+00,  2.330174e+00,  2.130746e+00,  2.139839e+00,  2.192779e+00,  2.105420e+00,   2.443015 ,  2.336625e+00,  4.070354e+00,   5.639294,  5.233499e+00, 'merger')\n",
            " ( 0.90043,  0.55054,  0.44811,  0.19029, 0.7855408,  2.211250e+00,  2.467367e+00,  2.493149e+00,  2.438442e+00,  2.401585e+00,  1.913875e+00,   2.404909 ,  2.033922e+00,  6.469539e+00,   6.238636,  5.092888e+00, 'merger')\n",
            " ( 1.94122,  1.01022,  0.5378 ,  0.44849, 0.6199767,  2.406057e+00,  2.656913e+00,  2.527710e+00,  2.522760e+00,  2.526171e+00,  1.271652e+01,   9.090348 ,  8.257838e+00,  2.964742e+01,  21.84593 ,  2.149316e+01, 'merger')\n",
            " ( 1.28507,  0.6061 ,  0.34383,  0.23452, 0.8666906,  2.126425e+00,  2.202206e+00,  2.277770e+00,  2.311942e+00,  2.378612e+00,  5.559885e+00,   6.038525 ,  5.627839e+00,  1.035718e+01,  12.14289 ,  1.132874e+01, 'spiral')\n",
            " ( 0.79295, -0.08225, -0.42677, -6.95427, 0.5182573,  2.204653e+00,  2.108996e+00,  2.113216e+00,  2.097136e+00,  2.245288e+00,  1.127590e+01,  11.66063  , -9.999000e+03,  2.889603e+01,  24.11064 , -9.999000e+03, 'spiral')\n",
            " ( 1.81417,  1.53917,  0.55596,  0.36524, 0.9217497,  7.567790e-01,  2.526460e+00,  2.435862e+00,  2.467012e+00,  2.460930e+00,  5.030539e+00,   3.602003 ,  2.913255e+00,  1.601400e+01,  10.73914 ,  7.277655e+00, 'elliptical')\n",
            " ( 8.14432,  0.4413 ,  0.15132, -7.69834, 0.4835987, -9.999000e+03,  1.970813e+00,  7.027075e-01,  2.005820e+00, -9.999000e+03, -9.999000e+03,   4.548769 , -9.999000e+03, -9.999000e+03,   7.717034, -9.999000e+03, 'spiral')\n",
            " ( 1.2811 ,  0.50327,  0.2797 ,  0.15443, 0.7181082,  2.100348e+00,  2.156663e+00,  2.247667e+00,  2.310103e+00,  2.371385e+00,  1.449261e+01,  15.21701  ,  1.451574e+01,  3.779436e+01,  32.6748  ,  3.125553e+01, 'spiral')\n",
            " ( 1.85613,  0.93056,  0.40985,  0.35136, 0.8384337,  2.275802e+00,  2.357338e+00,  2.367767e+00,  2.388326e+00,  2.386678e+00,  4.380874e+00,   3.693765 ,  3.560040e+00,  1.422445e+01,  12.58132 ,  1.210643e+01, 'elliptical')\n",
            " ( 1.90461,  0.85654,  0.48399,  0.37331, 0.5119938,  2.004611e+00,  2.171324e+00,  2.188274e+00,  2.147174e+00,  2.183138e+00,  9.671149e+00,   3.792794 ,  3.846684e+00,  2.455335e+01,  10.95145 ,  1.739018e+01, 'merger')\n",
            " ( 2.48337,  0.93839,  0.49856,  0.36968, 0.5184712,  7.102194e-01,  2.254834e+00,  2.344415e+00,  2.375478e+00,  2.384748e+00,  2.849028e+00,   4.582586 ,  4.009693e+00,  1.462853e+01,  10.77187 ,  9.054656e+00, 'merger')\n",
            " ( 1.1751 ,  0.5782 ,  0.34079,  0.17702, 0.6858703,  2.197055e+00,  2.241443e+00,  2.233138e+00,  2.292515e+00,  2.334113e+00,  4.812276e+00,   3.854034 ,  3.026188e+00,  8.346854e+00,   8.220987,  5.854835e+00, 'spiral')\n",
            " ( 1.96559,  1.09607,  0.45477,  0.34392, 0.8747852,  2.476442e+00,  2.398260e+00,  2.377333e+00,  2.389967e+00,  2.394537e+00,  4.617793e+00,   3.195587 ,  2.559122e+00,  1.054308e+01,   9.997198,  8.583948e+00, 'elliptical')\n",
            " ( 1.57755,  0.72441,  0.40241,  0.23539, 0.6478509,  2.390495e+00,  2.724017e+00,  2.699869e+00,  2.669796e+00,  2.579874e+00,  5.389167e+00,   6.091675 ,  5.330744e+00,  1.278903e+01,  14.79407 ,  1.365051e+01, 'spiral')\n",
            " ( 2.45772,  1.12601,  0.63828,  0.42811, 0.5730677,  2.002075e+00,  2.177701e+00,  2.274293e+00,  2.346759e+00,  2.371401e+00,  3.430885e-01,   6.098925 ,  2.613241e+00,  4.555733e-01,  51.35003 ,  5.579117e+00, 'merger')\n",
            " ( 1.90854,  0.87447,  0.41338,  0.31818, 0.7044729,  2.217001e+00,  2.436052e+00,  2.396168e+00,  2.353319e+00,  2.371598e+00,  5.099107e+00,   5.009812 ,  2.331486e+00,  7.439429e+00,  10.22742 ,  5.785926e+00, 'merger')\n",
            " ( 1.51248,  0.69806,  0.32084,  0.24824, 0.9111523,  2.154459e+00,  2.337934e+00,  2.449664e+00,  2.484684e+00,  2.514828e+00,  1.338808e+01,  12.38916  ,  1.216434e+01,  2.935962e+01,  25.01432 ,  2.613133e+01, 'spiral')\n",
            " ( 2.15113,  1.46337,  0.51884,  0.37439, 0.845759 ,  1.649375e+00,  2.425761e+00,  2.397991e+00,  2.401079e+00,  2.368411e+00,  4.385277e+00,   2.92979  ,  2.481793e+00,  1.085329e+01,   8.935819,  8.100129e+00, 'elliptical')\n",
            " ( 1.94026,  0.94318,  0.42494,  0.3579 , 0.7993795,  2.455144e+00,  2.403776e+00,  2.381384e+00,  2.411253e+00,  2.390252e+00,  5.998865e+00,   4.162837 ,  3.881330e+00,  1.777625e+01,  14.42173 ,  1.351470e+01, 'elliptical')\n",
            " ( 1.26092,  0.53608,  0.41132,  0.24253, 0.308523 ,  2.449898e+00,  2.475487e+00,  2.385100e+00,  2.385255e+00,  2.308156e+00,  5.218831e+00,  10.34239  ,  4.099173e+00,  1.416490e+01,  31.46295 ,  1.340118e+01, 'merger')\n",
            " ( 1.71614,  0.92381,  0.43555,  0.34453, 0.3622358,  2.314477e+00,  2.189492e+00,  2.242390e+00,  2.294979e+00,  2.279524e+00,  3.857627e+00,   3.481968 ,  3.359148e+00,  9.380518e+00,   8.692226,  8.760122e+00, 'merger')\n",
            " ( 1.82734,  0.70661,  0.35624,  0.27393, 0.9578865,  2.481798e+00,  2.423286e+00,  2.403345e+00,  2.401050e+00,  2.385347e+00,  5.477378e+00,   3.998667 ,  3.800172e+00,  1.476651e+01,  12.06581 ,  1.169479e+01, 'elliptical')\n",
            " ( 1.47854,  0.51131,  0.32806,  0.2607 , 0.3251639,  2.060129e+00,  2.307495e+00,  2.329227e+00,  2.345609e+00,  2.364815e+00,  5.161983e+00,   4.235553 ,  4.078778e+00,  1.283630e+01,  10.72554 ,  1.088676e+01, 'merger')\n",
            " ( 1.81798,  0.94281,  0.41224,  0.3354 , 0.7253665,  2.226362e+00,  2.368397e+00,  2.379914e+00,  2.384060e+00,  2.366061e+00,  4.773184e+00,   2.706051 ,  2.281785e+00,  1.196199e+01,   8.751002,  7.375730e+00, 'elliptical')\n",
            " ( 2.35909,  1.12462,  0.6621 ,  0.40878, 0.878042 ,  1.839628e+00,  1.863597e+00,  1.938819e+00,  2.022217e+00,  2.041389e+00,  8.226007e-01,   1.160667 ,  1.089881e+00,  1.381858e+00,   2.048602,  1.984791e+00, 'merger')\n",
            " ( 2.03857,  0.90016,  0.43035,  0.30941, 0.6850561,  2.536256e+00,  2.555583e+00,  2.543900e+00,  2.537354e+00,  2.505521e+00,  1.875761e+01,   9.760444 ,  8.247719e+00,  4.285934e+01,  30.44286 ,  2.649203e+01, 'elliptical')\n",
            " ( 1.74024,  0.75494,  0.34987,  0.26794, 0.768481 ,  2.412282e+00,  2.444743e+00,  2.449767e+00,  2.487990e+00,  2.437140e+00,  4.156584e+00,   4.065998 ,  3.931618e+00,  1.016738e+01,  12.11782 ,  1.144262e+01, 'elliptical')\n",
            " ( 1.11106,  0.49687,  0.26128,  0.26911, 0.7892233,  2.068004e+00,  2.139476e+00,  2.215594e+00,  2.262033e+00,  2.301065e+00,  5.976692e+00,   5.59936  ,  5.386275e+00,  1.396301e+01,  12.75806 ,  1.250141e+01, 'spiral')\n",
            " ( 1.41733,  0.65395,  0.3322 ,  0.23928, 0.6104109,  2.364796e+00,  2.454999e+00,  2.485960e+00,  2.472156e+00,  2.492623e+00,  9.176867e+00,   7.83142  ,  7.061509e+00,  1.963754e+01,  18.66671 ,  1.703288e+01, 'spiral')\n",
            " ( 1.83877,  1.1776 ,  0.53547,  0.33705, 0.6498415,  2.233143e+00,  2.215264e+00,  2.274071e+00,  2.327368e+00,  2.298245e+00,  2.185431e+00,   1.718147 ,  1.375044e+00,  5.651696e+00,   5.197046,  5.019026e+00, 'merger')\n",
            " ( 1.24929,  0.50054,  0.27884,  0.12614, 0.8774325,  5.783088e-01,  2.312684e+00,  2.322342e+00,  2.357158e+00,  2.349197e+00,  4.819670e+00,   5.098293 ,  3.972027e+00,  9.514881e+00,  11.23246 ,  7.528862e+00, 'spiral')\n",
            " ( 1.83836,  0.80263,  0.37708,  0.3042 , 0.8211977,  2.557765e+00,  2.510969e+00,  2.517620e+00,  2.524351e+00,  2.525578e+00,  1.047599e+01,   9.282365 ,  8.057071e+00,  3.424488e+01,  32.55054 ,  3.013904e+01, 'elliptical')\n",
            " ( 2.38323,  1.36376,  0.5353 ,  0.32263, 0.7071917,  6.474817e-01,  2.351412e+00,  2.396515e+00,  2.405641e+00,  2.414047e+00,  5.363185e+00,   2.962882 ,  2.826782e+00,  1.343394e+01,   9.465414,  9.840172e+00, 'elliptical')\n",
            " ( 1.86139,  0.89644,  0.40777,  0.31659, 0.7578501,  2.323412e+00,  2.361702e+00,  2.362901e+00,  2.383876e+00,  2.393711e+00,  3.697661e+00,   3.02761  ,  2.770007e+00,  1.036663e+01,  10.16315 ,  9.060469e+00, 'elliptical')\n",
            " ( 2.02511,  0.92755,  0.41594,  0.32706, 0.8726296,  2.406075e+00,  2.370026e+00,  2.399032e+00,  2.408309e+00,  2.409563e+00,  3.617526e+00,   2.906185 ,  2.835582e+00,  1.163460e+01,   9.626904,  9.195970e+00, 'elliptical')\n",
            " ( 1.28219,  0.64524,  0.64348,  0.27871, 0.8034166,  2.232696e+00,  2.304502e+00,  2.248000e+00,  2.257509e+00,  2.318992e+00,  1.571743e+00,   1.571552 ,  1.369747e+00,  5.551121e+00,   4.894116,  4.353862e+00, 'merger')\n",
            " ( 1.74477,  0.74828,  0.40563,  0.28964, 0.6395409,  2.272764e+00,  2.451848e+00,  2.606640e+00,  2.609991e+00,  2.609901e+00,  5.584987e+00,   5.168494 ,  4.814922e+00,  1.322908e+01,  12.83463 ,  1.223132e+01, 'spiral')\n",
            " ( 1.91582,  0.84765,  0.39334,  0.23944, 0.7038665,  2.247505e+00,  2.398583e+00,  2.413312e+00,  2.407096e+00,  2.402850e+00,  4.480260e+00,   3.780968 ,  2.967478e+00,  1.384126e+01,  12.15992 ,  9.930826e+00, 'elliptical')\n",
            " ( 1.84064,  1.01566,  0.40431,  0.35748, 0.9035465,  2.279234e+00,  2.314142e+00,  2.309086e+00,  2.301049e+00,  2.334539e+00,  4.970187e+00,   2.908109 ,  3.012339e+00,  1.149490e+01,   9.412736,  9.805511e+00, 'elliptical')\n",
            " ( 1.86876,  0.7848 ,  0.39213,  0.29608, 0.5970721,  2.366681e+00,  2.366843e+00,  2.372607e+00,  2.373047e+00,  2.375520e+00,  3.558151e+00,   3.289371 ,  3.044517e+00,  1.084028e+01,  10.85454 ,  1.059554e+01, 'spiral')\n",
            " ( 1.95682,  0.84629,  0.42433,  0.30157, 0.7428781,  2.434383e+00,  2.425773e+00,  2.450024e+00,  2.438399e+00,  2.437666e+00,  7.958127e+00,   7.617906 ,  6.696929e+00,  2.850810e+01,  27.16144 ,  2.499771e+01, 'merger')\n",
            " ( 1.67357,  0.72012,  0.4055 ,  0.34854, 0.4841923,  1.945113e+00,  2.116740e+00,  2.211174e+00,  2.277075e+00,  2.345150e+00,  6.145420e+00,   7.096617 ,  5.602015e+00,  1.223770e+01,  17.0869  ,  1.286469e+01, 'merger')\n",
            " ( 1.85721,  0.83052,  0.42501,  0.27603, 0.8000523,  2.460280e+00,  2.480377e+00,  2.468026e+00,  2.463975e+00,  2.454551e+00,  1.304577e+01,  11.44199  ,  1.036823e+01,  3.998211e+01,  36.02186 ,  3.418930e+01, 'elliptical')\n",
            " ( 1.88362,  0.86622,  0.40766,  0.30235, 0.902583 ,  2.439021e+00,  2.393491e+00,  2.396447e+00,  2.408681e+00,  2.384838e+00,  4.547526e+00,   3.480877 ,  3.108001e+00,  1.380828e+01,  11.48129 ,  1.067366e+01, 'elliptical')\n",
            " ( 0.79506,  0.3587 ,  0.40055,  0.06237, 0.4762624,  2.268119e+00,  2.249500e+00,  2.275955e+00,  2.280924e+00,  2.256800e+00,  1.047955e+00,   1.528692 ,  1.485382e+00,  2.941975e+00,   4.442557,  4.152432e+00, 'merger')\n",
            " ( 2.10031,  1.17324,  0.55037,  0.3432 , 0.6203912,  2.094455e+00,  2.421903e+00,  2.338488e+00,  2.335546e+00,  2.265448e+00,  4.752165e+00,   2.539437 ,  1.557150e+00,  1.269386e+01,   7.345841,  4.331629e+00, 'merger')\n",
            " ( 1.90766,  1.15442,  0.45667,  0.38345, 0.9097728,  1.858910e+00,  2.305644e+00,  2.308050e+00,  2.320507e+00,  2.318902e+00,  4.946279e+00,   2.578668 ,  2.483725e+00,  1.083422e+01,   8.232145,  7.681917e+00, 'elliptical')\n",
            " ( 2.1222 ,  1.05461,  0.53654,  0.29252, 0.7925121,  4.348705e-01,  2.287968e+00,  2.342789e+00,  2.379974e+00,  2.399477e+00,  1.479440e+00,   2.839247 ,  2.231832e+00,  2.058934e+00,   8.598144,  6.668344e+00, 'merger')\n",
            " ( 0.79974,  0.46885,  0.47725,  0.13059, 0.5712051,  2.404782e+00,  2.372371e+00,  2.321915e+00,  2.163943e+00,  2.225983e+00,  1.803286e+00,   2.401963 ,  2.267776e+00,  3.827126e+00,   5.156731,  4.445128e+00, 'merger')\n",
            " ( 1.52749,  0.71175,  0.40464,  0.29863, 0.6877236,  2.336923e+00,  2.449075e+00,  2.498631e+00,  2.518363e+00,  2.534372e+00,  1.090895e+01,   8.592114 ,  7.892031e+00,  2.673022e+01,  24.13164 ,  2.252503e+01, 'spiral')\n",
            " ( 1.56721,  0.89077,  0.47569,  0.316  , 0.7385322,  2.219361e+00,  2.351838e+00,  2.361428e+00,  2.350443e+00,  2.346544e+00,  6.974425e+00,   4.096219 ,  3.078832e+00,  2.519294e+01,  16.39548 ,  1.457480e+01, 'merger')\n",
            " ( 1.9114 ,  0.7944 ,  0.39865,  0.31625, 0.7231016,  2.340982e+00,  2.326611e+00,  2.343495e+00,  2.355458e+00,  2.340089e+00,  3.349504e+00,   3.056117 ,  2.934954e+00,  1.061034e+01,  10.06141 ,  9.763385e+00, 'elliptical')\n",
            " ( 1.08424,  0.55862,  0.42537,  0.19711, 0.4103917,  1.980685e+00,  2.037382e+00,  2.102281e+00,  2.139429e+00,  2.149643e+00,  2.785131e+00,   2.718468 ,  2.359684e+00,  5.834107e+00,   6.770075,  6.072075e+00, 'merger')\n",
            " ( 1.51834,  0.64705,  0.34067,  0.24506, 0.8586115,  1.903730e+00,  2.383673e+00,  2.456968e+00,  2.488887e+00,  2.488973e+00,  1.062418e+01,   7.594413 ,  6.182536e+00,  2.761425e+01,  18.61162 ,  1.423662e+01, 'spiral')\n",
            " ( 0.9989 ,  0.54073,  0.34629,  0.10263, 0.5692382,  2.096123e+00,  2.000544e+00,  2.055804e+00,  2.098539e+00,  2.111972e+00,  1.622911e+00,   1.747462 ,  1.440086e+00,  3.178154e+00,   3.703348,  2.738803e+00, 'merger')\n",
            " ( 1.80792,  0.78124,  0.45528,  0.35067, 0.5001697,  2.259167e+00,  2.194723e+00,  2.264567e+00,  2.334713e+00,  2.352568e+00,  3.256751e+00,   3.153533 ,  2.254511e+00,  9.206746e+00,   9.790146,  6.636931e+00, 'merger')\n",
            " ( 1.7775 ,  0.52119,  0.23101,  0.23851, 0.610182 ,  2.253820e+00,  2.213731e+00,  2.241055e+00,  2.269940e+00,  2.265143e+00,  1.924251e+00,   2.086967 ,  1.829556e+00,  8.269065e+00,   8.016439,  7.729257e+00, 'merger')\n",
            " ( 1.86188,  0.8935 ,  0.42509,  0.31284, 0.6242248,  2.325370e+00,  2.326888e+00,  2.339382e+00,  2.310215e+00,  2.313129e+00,  2.995388e+00,   2.598376 ,  2.498686e+00,  1.025977e+01,   8.830495,  8.780673e+00, 'elliptical')\n",
            " ( 1.23865,  0.53009,  0.31486,  0.21704, 0.9223647,  2.219449e+00,  2.280869e+00,  2.397192e+00,  2.451252e+00,  2.462793e+00,  7.824978e+00,   6.3859   ,  6.151846e+00,  1.844128e+01,  12.65623 ,  1.336495e+01, 'spiral')\n",
            " ( 1.69896,  0.78731,  0.38368,  0.28647, 0.6743082,  2.422695e+00,  2.410354e+00,  2.386971e+00,  2.406660e+00,  2.412096e+00,  4.341181e+00,   3.481843 ,  3.327851e+00,  1.323735e+01,  11.44436 ,  1.123867e+01, 'elliptical')\n",
            " ( 2.04526,  1.03783,  0.43835,  0.36278, 0.7030089,  2.336639e+00,  2.361590e+00,  2.346938e+00,  2.368109e+00,  2.360646e+00,  2.607921e+00,   2.315458 ,  2.239445e+00,  9.325145e+00,   7.61209 ,  7.634434e+00, 'elliptical')\n",
            " ( 1.66242,  0.85594,  0.37915,  0.30522, 0.7696091,  2.430395e+00,  2.384218e+00,  2.401597e+00,  2.419098e+00,  2.384554e+00,  4.416141e+00,   3.404222 ,  3.352220e+00,  1.296924e+01,  10.6487  ,  1.049335e+01, 'elliptical')\n",
            " ( 2.14023,  1.03012,  0.46508,  0.32385, 0.939496 ,  7.984244e-01,  2.329275e+00,  2.341146e+00,  2.348554e+00,  2.333428e+00,  4.402603e-01,   2.64208  ,  2.399940e+00,  6.280248e-01,  10.6189  ,  1.009002e+01, 'merger')\n",
            " ( 1.91567,  0.86822,  0.40599,  0.32757, 0.7547444,  2.511772e+00,  2.409395e+00,  2.427659e+00,  2.438810e+00,  2.439871e+00,  2.987164e+00,   2.879826 ,  2.739824e+00,  9.038304e+00,   8.712169,  8.329321e+00, 'elliptical')\n",
            " ( 1.70175,  0.76547,  0.37174,  0.33315, 0.8686118,  2.238663e+00,  2.623766e+00,  2.567091e+00,  2.574923e+00,  2.567216e+00,  1.126827e+01,   9.682164 ,  9.405409e+00,  2.306271e+01,  21.39675 ,  2.240443e+01, 'spiral')\n",
            " ( 2.04655,  1.09873,  0.50059,  0.41753, 0.6121137,  2.615819e+00,  2.459375e+00,  2.410527e+00,  2.395815e+00,  2.377846e+00,  6.245521e+00,   4.480873 ,  3.436413e+00,  1.617225e+01,  11.73419 ,  9.009978e+00, 'merger')\n",
            " ( 1.40802,  0.77637,  0.39364,  0.31653, 0.5304131,  2.146617e+00,  2.216445e+00,  2.288462e+00,  2.287960e+00,  2.264223e+00,  5.014601e+00,   3.691477 ,  3.309531e+00,  1.072500e+01,   7.571235,  7.182151e+00, 'spiral')\n",
            " ( 1.92719,  0.8978 ,  0.43075,  0.29723, 0.6444635,  2.352418e+00,  2.437585e+00,  2.418215e+00,  2.433411e+00,  2.401001e+00,  1.085197e+01,   7.320165 ,  6.465466e+00,  2.917648e+01,  24.44635 ,  2.292194e+01, 'elliptical')\n",
            " ( 1.83001,  1.0186 ,  0.41895,  0.35827, 0.8526539,  2.303851e+00,  2.360094e+00,  2.336312e+00,  2.349045e+00,  2.368088e+00,  5.547325e+00,   2.579945 ,  2.571502e+00,  1.127988e+01,   8.653774,  8.873286e+00, 'elliptical')\n",
            " ( 0.94571,  0.19196,  0.17891,  0.10644, 0.4500069,  6.808439e-01,  2.250620e+00,  2.219996e+00,  2.174635e+00,  2.206084e+00,  2.521465e+00,   2.619469 ,  2.817329e+00,  5.387023e+00,   6.346401,  6.635705e+00, 'merger')\n",
            " ( 1.78945,  0.80759,  0.39162,  0.34441, 0.8691855,  2.384977e+00,  2.351680e+00,  2.334420e+00,  2.316629e+00,  2.316211e+00,  5.955210e+00,   5.477959 ,  5.140798e+00,  1.922640e+01,  19.56314 ,  1.967054e+01, 'elliptical')\n",
            " ( 1.91373,  0.73198,  0.41773,  0.28073, 0.5622208,  1.953891e+00,  2.072533e+00,  2.180423e+00,  2.279545e+00,  2.342052e+00,  2.623976e+00,   3.108372 ,  2.711575e+00,  4.217824e+00,   7.189594,  6.421939e+00, 'merger')\n",
            " ( 1.29919,  0.53878,  0.29827,  0.21983, 0.8456243,  2.298614e+00,  2.381647e+00,  2.432155e+00,  2.453466e+00,  2.449629e+00,  8.278754e+00,   8.741995 ,  8.791241e+00,  1.798006e+01,  22.651   ,  2.507314e+01, 'spiral')\n",
            " ( 1.72804,  0.75037,  0.39719,  0.30507, 0.7499355,  2.044583e+00,  2.343857e+00,  2.561048e+00,  2.631199e+00,  2.730472e+00,  6.734961e+00,   5.59626  ,  4.976887e+00,  1.498146e+01,  12.15911 ,  1.120279e+01, 'spiral')\n",
            " ( 1.25031,  0.58109,  0.30622,  0.22926, 0.9215653,  2.172563e+00,  2.242181e+00,  2.339823e+00,  2.363697e+00,  2.480089e+00,  3.995692e+00,   3.315747 ,  3.116706e+00,  9.855577e+00,   6.599781,  5.899948e+00, 'spiral')\n",
            " ( 1.26703,  0.67009,  0.47485,  0.20804, 0.8388472,  2.296354e+00,  2.354792e+00,  2.411581e+00,  2.380824e+00,  2.364523e+00,  2.543194e+00,   2.42532  ,  2.467227e+00,  7.350438e+00,   6.432516,  6.288685e+00, 'merger')\n",
            " ( 1.80996,  1.11135,  0.46327,  0.3204 , 0.5677805,  2.129066e+00,  2.302668e+00,  2.286922e+00,  2.263689e+00,  2.264242e+00,  4.018362e+00,   1.905339 ,  1.537330e+00,  6.543653e+00,   6.795446,  6.566495e+00, 'merger')\n",
            " ( 1.99172,  0.92018,  0.435  ,  0.34409, 0.7664105,  2.233660e+00,  2.269750e+00,  2.302066e+00,  2.343791e+00,  2.337911e+00,  1.425330e+00,   1.558005 ,  1.581214e+00,  4.098301e+00,   4.711139,  4.593029e+00, 'merger')\n",
            " ( 2.12809,  0.91865,  0.42129,  0.29053, 0.8506843,  2.343521e+00,  2.443511e+00,  2.425142e+00,  2.417005e+00,  2.406447e+00,  5.153286e+00,   4.659659 ,  3.909714e+00,  1.355037e+01,  14.01764 ,  1.160408e+01, 'elliptical')\n",
            " ( 1.74404,  0.91295,  0.48765,  0.25347, 0.7009733,  1.882917e+00,  2.264541e+00,  2.277372e+00,  2.310895e+00,  2.186169e+00,  4.407687e+00,   2.459298 ,  1.690620e+00,  1.058000e+01,   8.470067,  7.627992e+00, 'merger')\n",
            " ( 1.03851,  0.39094,  0.24969,  0.10483, 0.5673273,  2.325342e+00,  2.297342e+00,  2.341465e+00,  2.370282e+00,  2.381258e+00,  3.720530e+00,   3.690592 ,  3.452535e+00,  8.114025e+00,   8.157072,  8.352500e+00, 'merger')\n",
            " ( 2.0835 ,  1.16572,  0.49264,  0.36528, 0.6418902,  2.294678e+00,  2.426505e+00,  2.428128e+00,  2.423829e+00,  2.391484e+00,  1.848077e+00,   3.82578  ,  3.298508e+00,  3.469359e+00,  11.94176 ,  1.038169e+01, 'elliptical')\n",
            " ( 2.06313,  0.94425,  0.43393,  0.31763, 0.8250995,  2.547460e+00,  2.442123e+00,  2.444650e+00,  2.448657e+00,  2.440355e+00,  1.001105e+01,   4.823817 ,  4.648013e+00,  1.954906e+01,  14.87115 ,  1.498399e+01, 'elliptical')\n",
            " ( 1.12729,  0.62574,  0.43246,  0.22874, 0.3773133,  2.218606e+00,  2.395625e+00,  2.392034e+00,  2.391753e+00,  2.398324e+00,  1.720789e+00,   2.696266 ,  2.411662e+00,  8.484847e+00,   8.757905,  8.781188e+00, 'merger')\n",
            " ( 1.9054 ,  0.77048,  0.38798,  0.23775, 0.8181263,  2.590384e+00,  2.594307e+00,  2.535502e+00,  2.550721e+00,  2.510297e+00,  1.139274e+01,  10.91804  ,  1.020620e+01,  3.664095e+01,  25.85636 ,  2.692926e+01, 'spiral')\n",
            " ( 1.50552,  0.72974,  0.41252,  0.24703, 0.5305781,  2.104654e+00,  2.203304e+00,  2.301450e+00,  2.346666e+00,  2.342676e+00,  2.014726e+00,   2.208625 ,  1.999547e+00,  4.650806e+00,   6.023645,  5.481021e+00, 'merger')\n",
            " ( 1.96286,  0.9523 ,  0.56441,  0.32479, 0.6428529,  2.221912e+00,  2.401904e+00,  2.310895e+00,  2.323801e+00,  2.295282e+00,  5.283449e+00,   5.590775 ,  1.993001e+00,  1.890971e+01,  11.85404 ,  5.268874e+00, 'merger')\n",
            " ( 2.05078,  1.0031 ,  0.41827,  0.35451, 0.39291  ,  2.116946e+00,  2.251737e+00,  2.243857e+00,  2.247073e+00,  2.247121e+00,  1.223761e+00,   1.532515 ,  1.419169e+00,  4.708961e+00,   4.948674,  4.626919e+00, 'merger')\n",
            " ( 1.97233,  0.92681,  0.41212,  0.33438, 0.6641971,  2.357831e+00,  2.381383e+00,  2.398237e+00,  2.400816e+00,  2.396650e+00,  5.182947e+00,   3.750646 ,  3.607571e+00,  1.478262e+01,  12.91724 ,  1.281084e+01, 'elliptical')\n",
            " ( 1.98128,  0.85383,  0.36777,  0.29928, 0.5574476,  2.365175e+00,  2.364479e+00,  2.360369e+00,  2.369729e+00,  2.352480e+00,  1.675090e+00,   2.08728  ,  1.741247e+00,  3.899389e+00,   6.606841,  5.580015e+00, 'merger')\n",
            " ( 1.78496,  0.7798 ,  0.37753,  0.28232, 0.8291664,  2.454798e+00,  2.416198e+00,  2.446515e+00,  2.459311e+00,  2.436989e+00,  4.800092e+00,   4.449978 ,  4.545891e+00,  1.694761e+01,  14.71698 ,  1.521422e+01, 'elliptical')\n",
            " ( 0.61567,  0.60305,  0.47052,  0.17288, 0.5702462,  2.088629e+00,  2.206031e+00,  2.289560e+00,  2.288179e+00,  2.336600e+00,  1.011337e+00,   2.296137 ,  1.837395e+00,  5.150311e+00,   7.73656 ,  5.571982e+00, 'spiral')\n",
            " ( 2.24333,  1.02162,  0.46248,  0.3647 , 0.7833886,  2.399659e+00,  2.372676e+00,  2.392041e+00,  2.393689e+00,  2.379661e+00,  7.254145e+00,   3.350381 ,  3.278769e+00,  1.441397e+01,  11.55114 ,  1.139876e+01, 'elliptical')\n",
            " ( 1.35421,  0.60712,  0.2681 ,  0.21235, 0.967469 ,  2.391449e+00,  2.510979e+00,  2.542533e+00,  2.569250e+00,  2.563226e+00,  1.271827e+01,  11.39631  ,  1.091666e+01,  2.937548e+01,  25.5387  ,  2.985895e+01, 'spiral')\n",
            " ( 1.58242,  0.7884 ,  0.36336,  0.33491, 0.5775474,  2.493581e+00,  2.514222e+00,  2.493973e+00,  2.454253e+00,  2.421902e+00,  1.100020e+01,   9.136835 ,  8.526767e+00,  2.390965e+01,  21.48256 ,  2.130188e+01, 'spiral')\n",
            " ( 1.80222,  0.85738,  0.39609,  0.33252, 0.5924729,  2.499050e+00,  2.589987e+00,  2.538048e+00,  2.503550e+00,  2.500123e+00,  1.416219e+01,  10.49419  ,  9.010935e+00,  3.342877e+01,  27.84372 ,  2.540176e+01, 'spiral')\n",
            " ( 1.37443,  0.67273,  0.39077,  0.23745, 0.7010649,  1.917379e+00,  2.095801e+00,  2.264270e+00,  2.331196e+00,  2.473468e+00,  6.269799e+00,   5.449461 ,  4.637954e+00,  1.009919e+01,  10.09744 ,  8.571463e+00, 'spiral')\n",
            " ( 0.99552,  0.60079,  0.35692,  0.24698, 0.5796297,  2.172542e+00,  2.238461e+00,  2.367633e+00,  2.361228e+00,  2.314148e+00,  2.546635e+00,   2.557276 ,  2.450164e+00,  6.648409e+00,   5.328327,  5.029554e+00, 'spiral')\n",
            " ( 1.88679,  0.83401,  0.37221,  0.28744, 0.8039134,  2.473573e+00,  2.430290e+00,  2.402705e+00,  2.433146e+00,  2.408879e+00,  6.120085e+00,   4.527874 ,  4.070204e+00,  1.841376e+01,  14.93466 ,  1.389735e+01, 'elliptical')\n",
            " ( 1.63954,  0.71851,  0.45581,  0.25626, 0.4301876,  1.999368e+00,  2.167461e+00,  2.207504e+00,  2.253428e+00,  2.224495e+00,  1.757377e+00,   1.992776 ,  1.528528e+00,  5.404597e+00,   5.653526,  4.574258e+00, 'merger')\n",
            " ( 1.12331,  0.47911,  0.32014,  0.17489, 0.9001379,  2.419379e+00,  2.420219e+00,  2.489823e+00,  2.514162e+00,  2.471769e+00,  5.628087e+00,   5.062721 ,  4.216322e+00,  1.106767e+01,  10.53469 ,  8.261349e+00, 'spiral')\n",
            " ( 1.86829,  0.8714 ,  0.42523,  0.32126, 0.7534336,  2.389505e+00,  2.348249e+00,  2.366308e+00,  2.372411e+00,  2.381443e+00,  4.734081e+00,   3.610809 ,  3.284837e+00,  1.239924e+01,  11.73463 ,  1.032675e+01, 'elliptical')\n",
            " ( 1.36583,  0.79923,  0.39675,  0.31768, 0.4499284,  2.304231e+00,  2.291373e+00,  2.297353e+00,  2.322092e+00,  2.324138e+00,  3.897295e+00,   3.073579 ,  2.745898e+00,  7.641597e+00,   6.911634,  7.199482e+00, 'spiral')\n",
            " ( 1.43743,  0.7783 ,  0.52901,  0.22197, 0.594837 ,  2.334245e+00,  2.351610e+00,  2.445009e+00,  2.437986e+00,  2.458260e+00,  1.826978e+00,   1.834391 ,  1.640459e+00,  6.406858e+00,   5.181228,  4.294707e+00, 'merger')\n",
            " ( 1.30626,  0.49624,  0.38677,  0.10623, 0.7541662,  2.141135e+00,  2.192715e+00,  2.176665e+00,  2.149057e+00,  2.162309e+00,  4.713706e+00,   2.475777 ,  1.081138e+00,  1.328011e+01,   7.260832,  2.665823e+00, 'merger')\n",
            " ( 1.36398,  0.67267,  0.36505,  0.26689, 0.718531 ,  1.936565e+00,  2.109054e+00,  2.295376e+00,  2.367660e+00,  2.384192e+00,  4.060593e+00,   3.882735 ,  3.590498e+00,  8.393577e+00,   7.714103,  7.018147e+00, 'spiral')\n",
            " ( 2.01071,  0.89203,  0.40222,  0.30742, 0.8855605,  2.327855e+00,  2.453479e+00,  2.454141e+00,  2.475707e+00,  2.460443e+00,  9.363844e+00,   4.866422 ,  3.915954e+00,  1.954400e+01,  15.07501 ,  1.220937e+01, 'elliptical')\n",
            " ( 1.41076,  0.69961,  0.44722,  0.22275, 0.6635138,  2.517520e+00,  2.357301e+00,  2.321967e+00,  2.326995e+00,  2.310730e+00,  2.606198e+00,   2.793367 ,  2.207102e+00,  8.728347e+00,   8.328768,  5.336717e+00, 'merger')\n",
            " ( 2.10321,  1.02013,  0.53319,  0.3221 , 0.8838995,  2.267898e+00,  5.761667e-01,  2.379414e+00,  2.400362e+00,  2.405661e+00,  4.471799e+00,   8.033606 ,  6.056642e+00,  8.617963e+00,  26.15659 ,  2.131265e+01, 'elliptical')\n",
            " ( 1.28056,  0.69665,  0.39316,  0.25462, 0.7351537,  2.183607e+00,  2.194619e+00,  2.265172e+00,  2.279820e+00,  2.257312e+00,  3.371882e+00,   3.495777 ,  3.330525e+00,  1.094652e+01,   7.991757,  7.868042e+00, 'spiral')\n",
            " ( 1.94378,  0.87922,  0.41374,  0.28258, 0.6299368,  2.367173e+00,  2.371873e+00,  2.434628e+00,  2.443716e+00,  2.410452e+00,  2.634112e+00,   2.866269 ,  2.746065e+00,  9.089048e+00,   9.345481,  9.201893e+00, 'elliptical')\n",
            " ( 1.35016,  0.62433,  0.35479,  0.27385, 0.7542518,  2.096548e+00,  2.136055e+00,  2.250018e+00,  2.296569e+00,  2.306159e+00,  7.352027e+00,   7.170403 ,  6.992703e+00,  1.372440e+01,  13.58361 ,  1.376923e+01, 'spiral')\n",
            " ( 1.4784 ,  0.72555,  0.39666,  0.27174, 0.5893165,  2.249868e+00,  2.376472e+00,  2.452141e+00,  2.469479e+00,  2.464618e+00,  7.330545e+00,   6.624235 ,  6.027066e+00,  1.646772e+01,  15.70047 ,  1.478680e+01, 'spiral')\n",
            " ( 2.00497,  0.94157,  0.42711,  0.34951, 0.8466648,  2.520140e+00,  2.418799e+00,  2.436856e+00,  2.423784e+00,  2.423889e+00,  5.862563e+00,   4.4195   ,  4.171758e+00,  1.954654e+01,  15.09234 ,  1.435859e+01, 'elliptical')\n",
            " ( 1.9768 ,  0.95664,  0.43761,  0.27724, 0.8099252,  2.483795e+00,  2.450383e+00,  2.431159e+00,  2.437600e+00,  2.419773e+00,  1.400209e+01,   7.53758  ,  5.940242e+00,  2.891096e+01,  21.04553 ,  1.677353e+01, 'elliptical')\n",
            " ( 1.62334,  0.7835 ,  0.39845,  0.31242, 0.6556509,  2.270924e+00,  2.460768e+00,  2.403249e+00,  2.368181e+00,  2.356391e+00,  6.402635e+00,   4.812828 ,  4.034382e+00,  1.629452e+01,  13.24791 ,  1.239872e+01, 'spiral')\n",
            " ( 1.83564,  0.80004,  0.37182,  0.29271, 0.8047035,  2.407402e+00,  2.425840e+00,  2.415184e+00,  2.423705e+00,  2.430195e+00,  4.349380e+00,   4.188884 ,  4.147783e+00,  1.350347e+01,  13.02213 ,  1.290231e+01, 'elliptical')\n",
            " ( 1.95177,  1.09975,  0.46172,  0.39566, 0.9683812,  2.497851e+00,  2.347199e+00,  2.348079e+00,  2.349149e+00,  2.355352e+00,  3.084568e+00,   2.466114 ,  2.391714e+00,  7.038509e+00,   7.95394 ,  7.527271e+00, 'elliptical')\n",
            " ( 2.42249,  1.20313,  0.43279,  0.34027, 0.8094692,  2.178267e+00,  2.554514e+00,  2.560748e+00,  2.577746e+00,  2.473290e+00,  7.726217e-01,   2.487846 ,  2.301429e+00,  1.876698e+00,   6.161175,  5.238506e+00, 'merger')\n",
            " ( 0.72648,  0.21086,  0.16396,  0.0244 , 0.7514417,  2.277373e+00,  2.364255e+00,  2.406922e+00,  2.398408e+00,  2.344363e+00,  4.750669e+00,   4.513448 ,  3.343484e+00,  1.140733e+01,  10.21317 ,  6.639645e+00, 'merger')\n",
            " ( 1.88835,  0.94433,  0.44933,  0.32431, 0.705786 ,  2.555483e+00,  2.576000e+00,  2.431599e+00,  2.387438e+00,  2.415916e+00,  5.471317e+00,   3.374897 ,  2.971836e+00,  1.368596e+01,   8.143965,  7.422380e+00, 'merger')\n",
            " ( 0.02301, -3.84647, -0.63059,  1.52928, 0.3070523,  2.068515e+00,  2.167593e+00,  1.743610e+00, -9.999000e+03, -9.999000e+03,  2.018436e+00,   1.015548 ,  4.519185e+00,  4.320153e+00,   2.280171,  5.324216e+00, 'merger')\n",
            " ( 1.04851,  0.45472,  0.27886,  0.17653, 0.8700823,  2.117448e+00,  2.154735e+00,  2.216294e+00,  2.210281e+00,  2.194319e+00,  2.412288e+00,   2.629987 ,  2.574300e+00,  6.934568e+00,   6.707078,  6.642150e+00, 'merger')\n",
            " ( 1.9575 ,  0.82873,  0.40281,  0.3127 , 0.9452026,  2.538558e+00,  2.555034e+00,  2.538355e+00,  2.540764e+00,  2.534922e+00,  1.320767e+01,  10.40506  ,  7.928642e+00,  3.748908e+01,  34.35241 ,  2.684809e+01, 'elliptical')\n",
            " ( 1.18627,  0.46909,  0.30339,  0.20263, 0.8780942,  2.298472e+00,  2.313071e+00,  2.365577e+00,  2.387007e+00,  2.383433e+00,  6.087430e+00,   5.44012  ,  4.181841e+00,  1.119366e+01,  11.74751 ,  8.572735e+00, 'spiral')\n",
            " ( 1.92182,  0.87931,  0.42774,  0.30903, 0.9452648,  2.403709e+00,  2.420040e+00,  2.459960e+00,  2.411510e+00,  2.444180e+00,  4.494418e+00,   3.404296 ,  3.214134e+00,  1.356902e+01,  10.87598 ,  1.074899e+01, 'elliptical')\n",
            " ( 2.11543,  1.11495,  0.45875,  0.37202, 0.774757 ,  2.133908e+00,  2.303169e+00,  2.308000e+00,  2.313218e+00,  2.282661e+00,  2.747733e+00,   2.518767 ,  1.874026e+00,  8.571146e+00,   9.745207,  7.005058e+00, 'merger')\n",
            " ( 1.93804,  0.9578 ,  0.40079,  0.32892, 0.6721888,  2.359794e+00,  2.418469e+00,  2.439512e+00,  2.448603e+00,  2.438882e+00,  4.166645e+00,   3.10206  ,  2.753023e+00,  1.053878e+01,   9.761954,  8.838645e+00, 'elliptical')\n",
            " ( 1.84182,  0.82056,  0.38713,  0.29738, 0.6941335,  2.420520e+00,  2.511369e+00,  2.502473e+00,  2.496634e+00,  2.482666e+00,  8.730607e+00,   6.339789 ,  6.191707e+00,  2.389326e+01,  20.34526 ,  2.024513e+01, 'elliptical')\n",
            " ( 1.46126,  0.96368,  0.46619,  0.27534, 0.4608733,  2.068793e+00,  2.178668e+00,  2.208056e+00,  2.232295e+00,  2.227966e+00,  1.718428e+00,   2.02212  ,  1.920804e+00,  4.535272e+00,   5.509974,  5.763788e+00, 'merger')\n",
            " ( 1.76423,  0.75481,  0.37394,  0.29588, 0.9222095,  2.387379e+00,  2.348435e+00,  2.352686e+00,  2.358026e+00,  2.350366e+00,  4.300192e+00,   3.207598 ,  2.999046e+00,  1.124505e+01,   9.76103 ,  9.102633e+00, 'elliptical')\n",
            " ( 1.62905,  0.70261,  0.40292,  0.24823, 0.5740675,  1.883278e+00,  2.149960e+00,  2.299755e+00,  2.385038e+00,  2.438607e+00,  3.578777e+00,   4.014599 ,  3.807290e+00,  6.042599e+00,   8.533189,  9.000915e+00, 'spiral')\n",
            " ( 1.38405,  0.65835,  0.36179,  0.28048, 0.8889452,  2.310175e+00,  2.321350e+00,  2.407016e+00,  2.441511e+00,  2.466476e+00,  1.068456e+01,   8.153903 ,  8.426897e+00,  2.372540e+01,  17.59359 ,  2.144513e+01, 'spiral')\n",
            " ( 1.08747,  0.66968,  0.50691,  0.14554, 0.5575368,  2.150041e+00,  2.190691e+00,  2.264243e+00,  2.238845e+00,  2.192927e+00,  1.123677e+00,   1.343202 ,  1.217774e+00,  3.317669e+00,   4.160978,  3.656498e+00, 'merger')\n",
            " ( 1.85765,  0.67158,  0.4231 ,  0.3061 , 0.5854284,  2.251946e+00,  2.339849e+00,  2.380652e+00,  2.359738e+00,  2.395528e+00,  3.095123e+00,   3.818919 ,  3.826230e+00,  5.174814e+00,   8.263009,  1.147734e+01, 'merger')\n",
            " ( 1.69896,  0.85968,  0.43101,  0.37653, 0.9004944,  2.380158e+00,  2.500828e+00,  2.515430e+00,  2.493220e+00,  2.483322e+00,  3.644117e+00,   3.462108 ,  3.215075e+00,  1.152389e+01,  10.25202 ,  9.673769e+00, 'elliptical')\n",
            " ( 1.34927,  0.67491,  0.35941,  0.25115, 0.8999009,  1.980732e+00,  2.170770e+00,  2.393546e+00,  2.503357e+00,  2.607085e+00,  8.084057e+00,   6.844037 ,  6.799947e+00,  1.685973e+01,  13.19608 ,  1.433373e+01, 'spiral')\n",
            " ( 1.97591,  1.01119,  0.43918,  0.35736, 0.7395518,  2.481514e+00,  2.369508e+00,  2.383318e+00,  2.374352e+00,  2.377717e+00,  3.958524e+00,   2.619383 ,  2.527763e+00,  1.074371e+01,   8.942424,  8.905957e+00, 'elliptical')\n",
            " ( 1.90761,  0.92438,  0.48772,  0.33116, 0.7935365,  2.116655e+00,  2.014326e+00,  2.042539e+00,  2.086940e+00,  2.082990e+00,  6.346044e-01,   0.6175352,  6.021359e-01,  1.190924e+00,   1.193721,  1.152726e+00, 'merger')\n",
            " ( 1.94641,  1.00015,  0.42207,  0.34677, 0.5791237,  2.254516e+00,  2.337089e+00,  2.358759e+00,  2.361230e+00,  2.353844e+00,  2.274525e+00,   2.136179 ,  2.012528e+00,  6.285933e+00,   7.036514,  6.382071e+00, 'elliptical')\n",
            " ( 1.01725,  0.35076,  0.20082,  0.13747, 0.6651152,  2.282840e+00,  2.391655e+00,  2.393487e+00,  2.442738e+00,  2.430430e+00,  5.419548e+00,   5.454587 ,  4.324577e+00,  1.137420e+01,  12.92609 ,  8.549255e+00, 'spiral')\n",
            " ( 1.92203,  0.93637,  0.41781,  0.30852, 0.868904 ,  2.441842e+00,  2.459044e+00,  2.431246e+00,  2.426925e+00,  2.425993e+00,  6.870157e+00,   4.231169 ,  3.496294e+00,  1.638976e+01,  13.35042 ,  1.128822e+01, 'elliptical')\n",
            " ( 2.22236,  1.07505,  0.43937,  0.34611, 0.8768577,  2.380574e+00,  2.440220e+00,  2.446526e+00,  2.457249e+00,  2.421497e+00,  6.383743e+00,   3.907843 ,  3.457837e+00,  1.535374e+01,  12.20299 ,  1.129728e+01, 'elliptical')\n",
            " ( 1.9675 ,  0.92917,  0.4136 ,  0.30774, 0.7998756,  2.304872e+00,  2.371214e+00,  2.400634e+00,  2.388276e+00,  2.367057e+00,  3.570867e+00,   3.355449 ,  2.995831e+00,  1.365961e+01,  11.95198 ,  1.125024e+01, 'merger')\n",
            " ( 1.20532,  0.48992,  0.27027,  0.10746, 0.600674 ,  2.304471e+00,  2.413442e+00,  2.466202e+00,  2.503983e+00,  2.568614e+00,  6.732440e+00,   6.189617 ,  4.576037e+00,  1.460198e+01,  13.58917 ,  9.162639e+00, 'spiral')\n",
            " ( 1.82892,  0.76351,  0.42765,  0.32691, 0.7431359,  2.161365e+00,  2.236626e+00,  2.309289e+00,  2.344655e+00,  2.324003e+00,  5.874796e+00,   8.248536 ,  7.773286e+00,  1.044522e+01,  23.68471 ,  2.488686e+01, 'merger')\n",
            " ( 1.22236,  0.56144,  0.37146,  0.23793, 0.6975982,  2.468317e+00,  2.412765e+00,  2.441772e+00,  2.499089e+00,  2.520594e+00,  3.507496e+00,   3.633555 ,  3.464027e+00,  9.771458e+00,   7.943829,  8.293654e+00, 'spiral')\n",
            " ( 2.03214,  1.07315,  0.46602,  0.35547, 0.5722513,  2.102820e+00,  2.468013e+00,  2.450496e+00,  2.458613e+00,  2.458825e+00,  1.077224e+01,   3.165609 ,  2.361423e+00,  1.845059e+01,   9.938354,  8.612621e+00, 'merger')\n",
            " ( 0.8219 ,  0.41936,  0.34226,  0.20575, 0.6998129,  2.116383e+00,  2.093494e+00,  2.095736e+00,  2.120825e+00,  2.127088e+00,  3.970297e+00,   4.319703 ,  3.935073e+00,  1.336602e+01,  12.72054 ,  1.198493e+01, 'merger')\n",
            " ( 1.43569,  0.62622,  0.38995,  0.29564, 0.8571261,  2.499006e+00,  2.465381e+00,  2.531414e+00,  2.523086e+00,  2.523589e+00,  2.832238e+00,   3.270286 ,  2.830715e+00,  8.144472e+00,  10.05793 ,  8.730839e+00, 'merger')\n",
            " ( 1.51923,  0.80789,  0.44833,  0.29697, 0.7426467,  2.407759e+00,  2.467492e+00,  2.408597e+00,  2.424921e+00,  2.387529e+00,  2.977785e+00,   2.985833 ,  2.270314e+00,  6.168426e+00,   7.112282,  5.674672e+00, 'merger')\n",
            " ( 0.88745,  0.37216,  0.14947,  0.14161, 0.5667677,  2.482177e+00,  2.355407e+00,  2.360477e+00,  2.335145e+00,  2.325846e+00,  5.229407e+00,   5.33186  ,  5.053772e+00,  1.580554e+01,  15.43414 ,  1.392037e+01, 'spiral')\n",
            " ( 1.85907,  0.97553,  0.4066 ,  0.36222, 0.8423629,  2.297021e+00,  2.312241e+00,  2.303933e+00,  2.337961e+00,  2.326883e+00,  2.235184e+00,   1.929263 ,  1.732600e+00,  6.708735e+00,   6.1086  ,  5.418086e+00, 'elliptical')\n",
            " ( 1.60719,  0.57798,  0.27202,  0.33181, 0.3367068,  1.798174e+00,  1.970085e+00,  2.113936e+00,  2.260577e+00,  2.329196e+00,  1.164976e+01,  11.11272  ,  1.129884e+01,  1.954246e+01,  20.93822 ,  2.535767e+01, 'merger')\n",
            " ( 1.14089,  0.66556,  0.36826,  0.19512, 0.6827375,  2.143129e+00,  2.168560e+00,  2.260566e+00,  2.308114e+00,  2.326068e+00,  2.974239e+00,   2.872695 ,  2.669787e+00,  5.585401e+00,   6.263511,  6.188505e+00, 'spiral')\n",
            " ( 1.33597,  0.51806,  0.32446,  0.21817, 0.9093363,  2.375349e+00,  2.408431e+00,  2.445923e+00,  2.473248e+00,  2.494502e+00,  1.189838e+01,  10.13013  ,  1.035657e+01,  2.618181e+01,  22.06218 ,  2.462114e+01, 'spiral')\n",
            " ( 1.93141,  0.82671,  0.38563,  0.29539, 0.8094231,  2.347772e+00,  2.451141e+00,  2.460756e+00,  2.449428e+00,  2.436527e+00,  4.393629e+00,   4.53087  ,  4.101055e+00,  1.501620e+01,  15.14116 ,  1.359778e+01, 'elliptical')\n",
            " ( 1.96083,  0.96421,  0.41364,  0.34165, 0.8396819,  2.352218e+00,  2.350128e+00,  2.365112e+00,  2.365612e+00,  2.365517e+00,  3.561272e+00,   2.478042 ,  2.384991e+00,  9.092976e+00,   8.105355,  7.988871e+00, 'elliptical')\n",
            " ( 1.30116,  0.45967,  0.26797,  0.16759, 0.8592352,  2.028447e+00,  2.135354e+00,  2.210531e+00,  2.247705e+00,  2.311981e+00,  5.398289e+00,   5.474012 ,  4.207458e+00,  8.824495e+00,  10.5155  ,  7.177956e+00, 'spiral')\n",
            " ( 1.70491,  0.84471,  0.40622,  0.32586, 0.6485063,  2.317214e+00,  2.452959e+00,  2.499299e+00,  2.516333e+00,  2.467733e+00,  5.601986e+00,   3.378579 ,  3.207470e+00,  1.379500e+01,   7.959353,  8.347035e+00, 'spiral')\n",
            " ( 1.27011,  0.61948,  0.3499 ,  0.24948, 0.842072 ,  2.202119e+00,  2.250672e+00,  2.443063e+00,  2.573731e+00,  2.668548e+00,  5.090718e+00,   4.419121 ,  3.923846e+00,  1.253537e+01,   9.019501,  8.157423e+00, 'spiral')\n",
            " ( 2.07598,  1.00475,  0.42042,  0.32714, 0.7889772,  2.242968e+00,  2.391975e+00,  2.417362e+00,  2.403479e+00,  2.399732e+00,  3.519809e+00,   4.138355 ,  3.513859e+00,  7.995868e+00,  13.22321 ,  1.098553e+01, 'elliptical')\n",
            " ( 1.43684,  0.76714,  0.43022,  0.30168, 0.5123407,  2.431996e+00,  2.419525e+00,  2.454285e+00,  2.470916e+00,  2.472902e+00,  2.294677e+00,   3.237916 ,  2.791734e+00,  4.361306e+00,   9.185198,  8.658407e+00, 'merger')\n",
            " ( 1.06022,  0.41805,  0.28483,  0.07474, 0.8831819,  2.294729e+00,  2.555076e+00,  2.557436e+00,  2.523150e+00,  2.402904e+00,  3.545571e+00,   4.151544 ,  3.219346e+00,  6.839201e+00,   9.15344 ,  7.787942e+00, 'spiral')\n",
            " ( 1.34676,  0.52995,  0.29215,  0.11054, 0.9837031,  2.285803e+00,  2.314307e+00,  2.364929e+00,  2.379406e+00,  2.383161e+00,  2.292508e+01,  19.25171  ,  1.634096e+01,  5.478249e+01,  43.11932 ,  3.544734e+01, 'spiral')\n",
            " ( 0.7305 ,  0.37345,  0.26041,  0.12949, 0.4908374,  2.033616e+00,  2.260072e+00,  2.228550e+00,  2.237833e+00,  2.223019e+00,  2.839233e+00,   3.58631  ,  3.570563e+00,  1.078166e+01,  11.52296 ,  1.160348e+01, 'merger')\n",
            " ( 1.95287,  0.84157,  0.36641,  0.33946, 0.9037286,  2.346624e+00,  2.402153e+00,  2.394080e+00,  2.395143e+00,  2.420784e+00,  6.115695e+00,   5.251729 ,  5.190835e+00,  1.927384e+01,  16.88731 ,  1.686994e+01, 'elliptical')\n",
            " ( 2.20299,  1.10915,  0.49544,  0.33785, 0.6395054,  2.155215e+00,  2.276375e+00,  2.231204e+00,  2.215275e+00,  2.159486e+00,  1.364435e+00,   1.962775 ,  1.593895e+00,  2.448565e+00,   6.143636,  5.712333e+00, 'merger')\n",
            " ( 1.28871,  0.59527,  0.33022,  0.20638, 0.7334936,  2.052281e+00,  2.160146e+00,  2.314450e+00,  2.357404e+00,  2.405450e+00,  4.472136e+00,   3.883296 ,  3.540539e+00,  8.321718e+00,   7.642004,  7.264997e+00, 'spiral')\n",
            " ( 1.87795,  0.58495,  0.42869,  0.14844, 0.2508641,  2.189439e+00,  2.381708e+00,  2.335011e+00,  2.338779e+00,  2.326277e+00,  2.334039e+00,   3.708456 ,  3.428019e+00,  4.943146e+00,   9.596187,  9.748534e+00, 'merger')\n",
            " ( 1.79702,  0.75475,  0.39482,  0.26887, 0.8246149,  2.662330e+00,  2.698744e+00,  2.676233e+00,  2.688137e+00,  2.662494e+00,  8.425146e+00,  14.799    ,  1.387339e+01,  1.432695e+01,  28.18505 ,  2.652382e+01, 'spiral')\n",
            " ( 0.83962,  0.59136,  0.3684 ,  0.60902, 0.9710076,  1.937477e+00,  1.930544e+00,  1.952358e+00,  1.954323e+00, -9.999000e+03,  1.324379e+01,  15.05303  ,  1.508241e+01,  2.372683e+01,  40.18725 ,  3.651986e+01, 'spiral')\n",
            " ( 1.92095,  1.11203,  0.43904,  0.40121, 0.7893131,  2.350503e+00,  2.327055e+00,  2.318401e+00,  2.321870e+00,  2.330734e+00,  4.405678e+00,   2.741939 ,  2.767270e+00,  8.994338e+00,   9.028008,  9.109687e+00, 'elliptical')\n",
            " ( 1.58693,  0.761  ,  0.40371,  0.30242, 0.9023397,  2.328823e+00,  2.303121e+00,  2.510844e+00,  2.570714e+00,  2.649198e+00,  1.590331e+01,  12.41233  ,  1.172146e+01,  3.830075e+01,  25.89196 ,  2.461542e+01, 'spiral')\n",
            " ( 1.77886,  1.05134,  0.43777,  0.3684 , 0.8792765,  1.573107e+00,  2.144493e+00,  2.553077e+00,  2.566702e+00,  2.640560e+00,  6.008584e+00,   5.142627 ,  4.654972e+00,  8.221128e+00,   9.123891,  8.680973e+00, 'spiral')\n",
            " ( 2.22675,  0.95342,  0.46088,  0.32259, 0.591476 ,  2.246722e+00,  2.267107e+00,  2.270684e+00,  2.293556e+00,  2.303395e+00,  3.181727e+00,   1.893706 ,  1.593033e+00,  7.945498e+00,   6.631391,  5.201944e+00, 'merger')\n",
            " ( 2.03469,  0.94141,  0.51242,  0.27124, 0.5066709,  2.025910e+00,  2.201019e+00,  2.190482e+00,  2.214041e+00,  2.188094e+00,  9.425275e-01,   2.528074 ,  1.366507e+00,  1.477923e+00,   7.094869,  4.234282e+00, 'merger')\n",
            " ( 1.71728,  0.67371,  0.35023,  0.13985, 0.9868051,  2.224763e+00,  2.303773e+00,  2.367869e+00,  2.397775e+00,  2.406022e+00,  1.665336e+01,  19.04608  ,  1.712618e+01,  3.265139e+01,  39.77826 ,  3.575681e+01, 'spiral')\n",
            " (10.62404,  0.65843,  0.36146,  0.27085, 0.8989823, -9.999000e+03,  2.436430e+00,  2.436791e+00,  2.443566e+00,  2.435063e+00, -9.999000e+03,   4.281713 ,  3.925392e+00, -9.999000e+03,  11.60368 ,  1.129898e+01, 'spiral')\n",
            " ( 1.23549,  0.90289,  0.39394,  0.25507, 0.7046809,  1.933421e+00,  1.934194e+00,  2.036355e+00,  2.079280e+00,  2.114868e+00,  4.903856e+00,   4.77117  ,  4.554015e+00,  9.792535e+00,   9.510575,  9.374256e+00, 'spiral')\n",
            " ( 1.80439,  1.21179,  0.47012,  0.37589, 0.7014437,  2.275637e+00,  2.391373e+00,  2.412306e+00,  2.412532e+00,  2.417474e+00,  1.640082e+00,   2.242577 ,  1.994252e+00,  2.719966e+00,   6.200073,  4.834518e+00, 'elliptical')\n",
            " ( 1.86828,  0.81265,  0.45543,  0.39185, 0.3291647,  2.244428e+00,  2.264306e+00,  2.297294e+00,  2.317142e+00,  2.318327e+00,  4.255091e+00,   6.518059 ,  5.645740e+00,  1.146749e+01,  19.75172 ,  1.825185e+01, 'merger')\n",
            " ( 0.90785,  0.25738,  0.32708,  0.01726, 0.8443961,  2.003328e+00,  2.082279e+00,  2.174278e+00,  2.170618e+00,  2.304392e+00,  2.535233e+00,   2.65011  ,  2.451292e+00,  4.366125e+00,   4.972416,  4.497507e+00, 'merger')\n",
            " ( 1.94845,  0.91419,  0.44436,  0.3008 , 0.7951236,  2.490963e+00,  2.453614e+00,  2.454855e+00,  2.443117e+00,  2.451775e+00,  7.668307e+00,   5.571671 ,  4.632740e+00,  2.067517e+01,  18.17896 ,  1.607263e+01, 'elliptical')\n",
            " ( 1.10829,  0.43178,  0.27672,  0.13103, 0.8168759,  2.177066e+00,  2.287007e+00,  2.334932e+00,  2.323045e+00,  2.400609e+00,  4.151739e+00,   4.322914 ,  4.047377e+00,  6.737121e+00,   8.709161,  7.595889e+00, 'spiral')\n",
            " ( 1.8884 ,  0.78973,  0.4025 ,  0.27154, 0.732147 ,  1.845688e+00,  2.479543e+00,  2.550040e+00,  2.555550e+00,  2.589335e+00,  3.076205e+00,   4.494824 ,  4.019160e+00,  4.296632e+00,  10.32236 ,  9.156346e+00, 'spiral')\n",
            " ( 1.89739,  0.87734,  0.41219,  0.31578, 0.9997698,  2.397318e+00,  2.432382e+00,  2.442640e+00,  2.459347e+00,  2.451372e+00,  5.373555e+00,   4.271703 ,  4.357247e+00,  1.284923e+01,  13.72025 ,  1.439448e+01, 'elliptical')\n",
            " ( 1.89581,  0.88527,  0.40097,  0.30692, 0.79794  ,  2.511766e+00,  2.460343e+00,  2.464250e+00,  2.462072e+00,  2.453070e+00,  6.640289e+00,   4.860646 ,  4.550130e+00,  1.794626e+01,  15.26276 ,  1.460343e+01, 'elliptical')\n",
            " ( 1.93962,  1.00882,  0.47096,  0.36646, 0.3542852,  2.064509e+00,  2.379746e+00,  2.414702e+00,  2.413668e+00,  2.397371e+00,  1.715849e+00,   2.758627 ,  2.057057e+00,  1.406041e+01,   8.427732,  6.580284e+00, 'merger')\n",
            " ( 1.19107,  0.5673 ,  0.30934,  0.22542, 0.7498994,  1.897054e+00,  1.978400e+00,  2.050208e+00,  2.084193e+00,  2.082854e+00,  3.846545e+00,   3.847533 ,  3.695910e+00,  6.839263e+00,   6.80119 ,  6.405158e+00, 'spiral')\n",
            " ( 1.21249,  0.53949,  0.30115,  0.198  , 0.8499998,  2.100381e+00,  2.075309e+00,  2.196082e+00,  2.246083e+00,  2.284091e+00,  4.943053e+00,   4.748805 ,  4.419744e+00,  8.381482e+00,   9.26237 ,  8.601410e+00, 'spiral')\n",
            " ( 2.02151,  1.06473,  0.43495,  0.36759, 0.675185 ,  2.316868e+00,  2.397675e+00,  2.392955e+00,  2.387284e+00,  2.381917e+00,  4.863855e+00,   2.984805 ,  2.935469e+00,  1.136358e+01,   9.569155,  9.529520e+00, 'elliptical')\n",
            " ( 2.13106,  1.07877,  0.435  ,  0.21641, 0.6949486,  2.144589e+00,  2.430302e+00,  2.440552e+00,  2.415451e+00,  2.331878e+00,  3.419578e+00,   2.827358 ,  1.925911e+00,  5.722230e+00,   8.601045,  5.600944e+00, 'merger')\n",
            " ( 1.49346,  0.86623,  0.43432,  0.31509, 0.4906232,  2.387251e+00,  2.529668e+00,  2.525753e+00,  2.490839e+00,  2.487824e+00,  5.082120e+00,   3.473336 ,  3.107052e+00,  9.206557e+00,   8.380891,  7.720072e+00, 'spiral')\n",
            " ( 1.50735,  0.72441,  0.40577,  0.2586 , 0.5675617,  2.008608e+00,  2.165672e+00,  2.235144e+00,  2.307216e+00,  2.269997e+00,  1.467250e+00,   2.222844 ,  2.171536e+00,  3.109248e+00,   5.439178,  5.517600e+00, 'merger')\n",
            " ( 1.48774,  0.63728,  0.34112,  0.2264 , 0.6500981,  1.973924e+00,  2.062116e+00,  2.239916e+00,  2.267787e+00,  2.403844e+00,  4.762932e+00,   3.74895  ,  3.559061e+00,  1.032109e+01,   7.009685,  6.872913e+00, 'spiral')\n",
            " ( 1.78033,  0.9216 ,  0.37632,  0.32578, 0.7355419,  2.393380e+00,  2.322984e+00,  2.331240e+00,  2.344278e+00,  2.328349e+00,  2.896709e+00,   2.889209 ,  2.777622e+00,  7.981602e+00,   8.805389,  8.808219e+00, 'elliptical')\n",
            " ( 0.11973,  0.6449 ,  0.35381,  0.27868, 0.6287296,  2.220263e+00,  2.415442e+00,  2.512281e+00,  2.517395e+00,  2.527148e+00,  5.055793e+00,   4.055937 ,  3.770273e+00,  9.773111e+00,   8.939214,  8.705520e+00, 'spiral')\n",
            " ( 1.43646,  0.5598 ,  0.27915,  0.20804, 0.850218 ,  2.311899e+00,  2.169382e+00,  2.266496e+00,  2.292762e+00,  2.350523e+00,  6.659531e+00,  10.25999  ,  7.312883e+00,  1.035429e+01,  18.78553 ,  1.201704e+01, 'spiral')\n",
            " ( 1.22676,  0.40979,  0.22117,  0.15136, 0.8773735,  2.249408e+00,  2.354198e+00,  2.450662e+00,  2.468321e+00,  2.489913e+00,  7.041292e+00,   7.393488 ,  5.782203e+00,  1.243992e+01,  15.09909 ,  1.045281e+01, 'spiral')\n",
            " ( 2.24056,  1.01761,  0.42514,  0.33505, 0.8031993,  2.392476e+00,  2.424545e+00,  2.416832e+00,  2.427395e+00,  2.414976e+00,  6.924574e-02,   4.779331 ,  4.251120e+00,  1.033972e-01,  14.97356 ,  1.415931e+01, 'elliptical')\n",
            " ( 1.78951,  0.80762,  0.32527,  0.2975 , 0.7338234,  2.407606e+00,  2.362210e+00,  2.331099e+00,  2.349835e+00,  2.341040e+00,  5.540525e+00,   5.115775 ,  4.069967e+00,  1.679769e+01,  13.60812 ,  1.085539e+01, 'merger')\n",
            " ( 1.98389,  0.88964,  0.41316,  0.30945, 0.7250926,  2.493800e+00,  2.491185e+00,  2.503947e+00,  2.502437e+00,  2.506325e+00,  1.117526e+01,   7.464811 ,  7.095225e+00,  2.975239e+01,  23.45977 ,  2.329356e+01, 'elliptical')\n",
            " ( 1.43071,  0.58527,  0.28823,  0.27144, 0.7499461,  2.076613e+00,  2.191507e+00,  2.229760e+00,  2.254155e+00,  2.256029e+00,  4.261486e+00,   4.340635 ,  3.865841e+00,  8.759839e+00,  11.15619 ,  9.702209e+00, 'spiral')\n",
            " ( 2.07086,  1.12826,  0.45948,  0.35658, 0.8517063,  2.244090e+00,  2.343993e+00,  2.350174e+00,  2.350504e+00,  2.353764e+00,  2.647200e+00,   3.256323 ,  3.245358e+00,  6.278037e+00,  10.73957 ,  1.049215e+01, 'elliptical')\n",
            " ( 1.28257,  0.61477,  0.36864,  0.26314, 0.8316596,  2.501974e+00,  2.452900e+00,  2.421390e+00,  2.422462e+00,  2.400961e+00,  5.310633e+00,   4.136116 ,  3.439263e+00,  1.372186e+01,  12.00379 ,  1.024246e+01, 'spiral')\n",
            " ( 1.27782,  0.53991,  0.29532,  0.20114, 0.6534424,  2.215986e+00,  2.307923e+00,  2.353477e+00,  2.356852e+00,  2.359651e+00,  4.882220e+00,   6.397977 ,  5.930407e+00,  9.379963e+00,  14.67259 ,  1.237078e+01, 'spiral')\n",
            " ( 1.47296,  0.78286,  0.41467,  0.25987, 0.9497749,  1.573524e+00,  1.952391e+00,  2.092845e+00,  2.137779e+00,  2.216222e+00,  4.629304e+00,   4.448985 ,  4.086331e+00,  7.222968e+00,   8.017282,  7.681472e+00, 'spiral')\n",
            " ( 1.68202,  0.73737,  0.38319,  0.2879 , 0.5210929,  2.420291e+00,  2.622790e+00,  2.653221e+00,  2.604724e+00,  2.612219e+00,  1.119770e+01,   8.935512 ,  8.414584e+00,  2.688866e+01,  23.14775 ,  2.169224e+01, 'spiral')\n",
            " ( 1.6847 ,  0.81224,  0.40711,  0.33747, 0.7762764,  2.239512e+00,  2.272748e+00,  2.305461e+00,  2.341827e+00,  2.391514e+00,  3.108962e+00,  10.28893  ,  5.069818e+00,  5.875743e+00,  33.21441 ,  1.911107e+01, 'merger')\n",
            " ( 2.00159,  0.89582,  0.47336,  0.25935, 0.8537949,  2.076495e+00,  2.455420e+00,  2.430792e+00,  2.462987e+00,  2.438677e+00,  3.971475e+00,   3.842477 ,  3.323616e+00,  1.130103e+01,   9.285395,  8.744328e+00, 'merger')\n",
            " ( 1.98865,  0.96048,  0.42297,  0.37144, 0.8244902,  2.443397e+00,  2.416739e+00,  2.412802e+00,  2.433409e+00,  2.404784e+00,  2.742142e+00,   2.96798  ,  2.652877e+00,  1.074284e+01,   9.431715,  8.732310e+00, 'elliptical')\n",
            " ( 1.54834,  0.76647,  0.45157,  0.31224, 0.5125787,  2.009082e+00,  2.177107e+00,  2.245187e+00,  2.265502e+00,  2.282204e+00,  3.033735e+00,   2.801962 ,  2.409243e+00,  9.651185e+00,   8.600889,  7.968019e+00, 'merger')\n",
            " ( 1.89326,  0.86456,  0.41232,  0.31499, 0.8903707,  2.408818e+00,  2.382754e+00,  2.388123e+00,  2.385650e+00,  2.389906e+00,  4.936156e+00,   3.476373 ,  3.447322e+00,  1.373889e+01,  11.68775 ,  1.164454e+01, 'elliptical')\n",
            " ( 1.84256,  0.79865,  0.49427,  0.41306, 0.2797576,  1.853579e+00,  2.085772e+00,  2.165134e+00,  2.234761e+00,  2.278522e+00,  3.870034e-01,   3.102592 ,  2.742251e+00,  5.382019e-01,   7.14868 ,  7.128471e+00, 'merger')\n",
            " ( 2.00873,  1.09278,  0.43017,  0.35944, 0.8451557,  2.228601e+00,  2.350855e+00,  2.355562e+00,  2.354420e+00,  2.383049e+00,  3.648154e+00,   3.213396 ,  2.758146e+00,  1.345205e+01,  10.50392 ,  8.294082e+00, 'elliptical')\n",
            " ( 1.55759,  0.80888,  0.40967,  0.29902, 0.9421583,  2.242742e+00,  2.409824e+00,  2.503422e+00,  2.530057e+00,  2.475357e+00,  4.345451e+00,   4.136265 ,  3.977868e+00,  1.373300e+01,  12.65768 ,  1.222692e+01, 'elliptical')\n",
            " ( 1.95123,  0.88211,  0.39757,  0.31435, 0.6234633,  2.327745e+00,  2.367171e+00,  2.372696e+00,  2.392548e+00,  2.348031e+00,  2.672791e+00,   3.562449 ,  3.069802e+00,  6.655489e+00,  12.16361 ,  1.082655e+01, 'elliptical')\n",
            " ( 1.46475,  0.55405,  0.36165,  0.19781, 0.5403817,  1.827454e+00,  2.003867e+00,  2.121698e+00,  2.175802e+00,  2.234748e+00,  4.358751e+00,   4.622508 ,  4.221008e+00,  8.496148e+00,   9.563267,  9.114655e+00, 'spiral')\n",
            " ( 1.19789,  0.61951,  0.36624,  0.23896, 0.8746315,  2.180893e+00,  2.348670e+00,  2.433479e+00,  2.449649e+00,  2.448664e+00,  4.267850e+00,   4.006136 ,  3.411691e+00,  7.618390e+00,   8.826373,  7.871930e+00, 'spiral')\n",
            " ( 1.81007,  0.81968,  0.35843,  0.30466, 0.8315174,  2.382015e+00,  2.405656e+00,  2.390121e+00,  2.386862e+00,  2.395779e+00,  3.401785e+00,   2.825448 ,  2.638281e+00,  1.045951e+01,   9.007309,  8.491870e+00, 'elliptical')\n",
            " ( 1.6703 ,  0.73549,  0.31063,  0.25599, 0.2444136,  2.110711e+00,  2.206360e+00,  2.264486e+00,  2.408555e+00,  2.394266e+00,  4.842409e+00,   4.395103 ,  3.345429e+00,  9.485670e+00,   9.69997 ,  7.150764e+00, 'merger')\n",
            " ( 1.12185,  0.46298,  0.37672,  0.17849, 0.4599464,  2.313614e+00,  2.459173e+00,  2.443030e+00,  2.447500e+00,  2.439874e+00,  2.518817e+00,   2.807218 ,  2.553726e+00,  5.955121e+00,   6.696699,  6.570602e+00, 'merger')\n",
            " ( 1.3512 ,  0.58938,  0.3268 ,  0.21697, 0.8199207,  2.007693e+00,  2.181363e+00,  2.292794e+00,  2.314773e+00,  2.377337e+00,  5.595064e+00,   5.414492 ,  4.819331e+00,  9.703016e+00,  10.97604 ,  9.430712e+00, 'spiral')\n",
            " ( 1.23976,  0.58008,  0.30689,  0.2082 , 0.913215 ,  2.447894e+00,  2.511638e+00,  2.534899e+00,  2.545839e+00,  2.518064e+00,  5.225494e+00,   4.519451 ,  3.918424e+00,  1.497199e+01,  12.1029  ,  1.175606e+01, 'spiral')\n",
            " ( 2.04892,  0.97513,  0.50527,  0.36643, 0.6380215,  1.714964e+00,  2.170449e+00,  2.323423e+00,  2.417066e+00,  2.490754e+00,  2.610625e+00,   3.958434 ,  3.494907e+00,  4.312980e+00,   8.967945,  7.372232e+00, 'merger')\n",
            " ( 1.94417,  0.8859 ,  0.41756,  0.32881, 0.8181814,  2.355721e+00,  2.381148e+00,  2.413382e+00,  2.405469e+00,  2.390222e+00,  2.945684e+00,   3.457338 ,  3.293513e+00,  1.070830e+01,  12.51033 ,  1.206304e+01, 'elliptical')\n",
            " ( 1.68884,  0.84854,  0.44163,  0.35803, 0.3196237,  2.448064e+00,  2.348443e+00,  2.326940e+00,  2.371037e+00,  2.345510e+00,  2.636584e+00,   3.712466 ,  3.220536e+00,  4.885469e+00,   8.579208,  7.192170e+00, 'spiral')\n",
            " ( 2.1327 ,  0.99174,  0.41363,  0.36596, 0.999812 ,  2.309226e+00,  2.368737e+00,  2.378145e+00,  2.397502e+00,  2.390005e+00,  5.289711e+00,   2.444339 ,  2.168704e+00,  9.547088e+00,   8.437502,  7.811897e+00, 'elliptical')\n",
            " ( 1.27516,  0.732  ,  0.40785,  0.24846, 0.5499429,  2.039379e+00,  2.214491e+00,  2.312778e+00,  2.322095e+00,  2.322839e+00,  4.071435e+00,   3.937062 ,  3.378142e+00,  8.911776e+00,   9.31541 ,  7.653123e+00, 'merger')\n",
            " ( 1.84545,  0.89869,  0.43227,  0.30813, 0.5682275,  2.190710e+00,  2.310331e+00,  2.316183e+00,  2.282050e+00,  2.313047e+00,  1.712082e+00,   1.663163 ,  1.560406e+00,  6.267002e+00,   5.359485,  5.254632e+00, 'merger')\n",
            " ( 1.7118 ,  0.75637,  0.35584,  0.26032, 0.6939709,  2.365785e+00,  2.359929e+00,  2.384462e+00,  2.404375e+00,  2.425890e+00,  5.513676e+00,   4.854186 ,  4.562141e+00,  1.292527e+01,  11.6787  ,  1.103256e+01, 'merger')\n",
            " ( 2.25665,  0.87841,  0.42228,  0.31671, 0.3706972,  2.192141e+00,  2.317256e+00,  2.386979e+00,  2.426550e+00,  2.412641e+00,  1.804032e+00,   4.645352 ,  3.549695e+00,  2.964041e+00,  12.55834 ,  9.236948e+00, 'merger')\n",
            " ( 1.90579,  1.00529,  0.40515,  0.35993, 0.7947501,  2.242123e+00,  2.384531e+00,  2.371777e+00,  2.354953e+00,  2.361872e+00,  2.525139e+00,   2.491534 ,  2.393175e+00,  9.360604e+00,   8.243584,  7.909134e+00, 'elliptical')\n",
            " ( 1.76539,  0.95889,  0.42051,  0.36799, 0.8055212,  2.408781e+00,  2.464646e+00,  2.426023e+00,  2.404508e+00,  2.387227e+00,  5.484419e+00,   2.990256 ,  2.504521e+00,  1.181886e+01,   7.176782,  6.536101e+00, 'spiral')\n",
            " ( 1.25116,  0.53029,  0.25568,  0.22363, 0.8811097,  2.215234e+00,  2.307296e+00,  2.439134e+00,  2.491575e+00,  2.494142e+00,  1.129820e+01,   9.644547 ,  9.165364e+00,  2.812346e+01,  20.93673 ,  2.157007e+01, 'spiral')\n",
            " ( 2.04309,  0.9775 ,  0.41477,  0.34684, 0.7425545,  2.422350e+00,  2.350965e+00,  2.348286e+00,  2.352686e+00,  2.360876e+00,  3.032460e+00,   2.554297 ,  2.433364e+00,  9.362441e+00,   8.792895,  8.542766e+00, 'elliptical')\n",
            " ( 1.2999 ,  0.51725,  0.31629,  0.22236, 0.9232726,  1.952311e+00,  2.123293e+00,  2.235165e+00,  2.276231e+00,  2.316571e+00,  4.215000e+00,   3.860874 ,  3.825477e+00,  9.232872e+00,   8.273259,  8.445427e+00, 'spiral')\n",
            " ( 1.35808,  0.40126,  0.23341,  0.04684, 0.6199097,  2.206121e+00,  2.300879e+00,  2.325186e+00,  2.331575e+00,  2.325462e+00,  3.049127e+00,   4.622136 ,  4.832054e+00,  8.183858e+00,  10.8976  ,  1.159650e+01, 'merger')\n",
            " ( 2.02032,  0.77502,  0.336  ,  0.26982, 0.4722128,  2.460803e+00,  2.477762e+00,  2.526893e+00,  2.527537e+00,  2.532607e+00,  2.928613e+00,   3.030837 ,  2.760816e+00,  9.914824e+00,   9.37916 ,  8.690222e+00, 'merger')\n",
            " ( 1.0308 ,  0.40698,  0.23589,  0.21086, 0.4488479,  2.362645e+00,  2.372652e+00,  2.373861e+00,  2.378511e+00,  2.366025e+00,  3.633569e+00,   4.083621 ,  4.113086e+00,  7.028386e+00,   7.575881,  8.156304e+00, 'spiral')\n",
            " ( 1.71317,  0.79631,  0.39312,  0.28515, 0.4981212,  2.401327e+00,  2.546345e+00,  2.547213e+00,  2.565602e+00,  2.570782e+00,  7.758501e+00,   5.330844 ,  4.815982e+00,  1.706161e+01,  13.55486 ,  1.334274e+01, 'spiral')\n",
            " ( 1.72037,  0.89819,  0.43189,  0.32317, 0.5543479,  2.242406e+00,  2.677660e+00,  2.521202e+00,  2.494820e+00,  2.499248e+00,  6.668749e+00,   5.762726 ,  4.352983e+00,  1.237381e+01,  11.89876 ,  9.913951e+00, 'spiral')\n",
            " ( 1.95341,  0.8835 ,  0.40226,  0.33952, 0.8178893,  2.452755e+00,  2.388705e+00,  2.405825e+00,  2.399949e+00,  2.406804e+00,  4.599307e+00,   4.094458 ,  4.034658e+00,  1.187376e+01,  12.2641  ,  1.235596e+01, 'elliptical')\n",
            " ( 1.19326,  0.46429,  0.26044,  0.13913, 0.5552221,  2.183246e+00,  2.224686e+00,  2.295605e+00,  2.318820e+00,  2.326118e+00,  7.103095e+00,   8.659505 ,  5.973508e+00,  1.151199e+01,  18.27426 ,  1.047738e+01, 'spiral')\n",
            " ( 2.05906,  1.06948,  0.42136,  0.37215, 0.727943 ,  2.253239e+00,  2.467628e+00,  2.460314e+00,  2.473100e+00,  2.466931e+00,  5.420081e+00,   3.22085  ,  3.280489e+00,  1.377732e+01,  10.41023 ,  1.057629e+01, 'elliptical')\n",
            " ( 1.02912,  0.36241,  0.24938,  0.20448, 0.6849301,  2.198310e+00,  2.314998e+00,  2.415999e+00,  2.448965e+00,  2.452657e+00,  5.780734e+00,   5.512934 ,  5.329898e+00,  1.249301e+01,  12.47856 ,  1.311219e+01, 'spiral')\n",
            " ( 1.93122,  1.06486,  0.43941,  0.36051, 0.8648866,  2.216719e+00,  2.352305e+00,  2.377028e+00,  2.395301e+00,  2.392574e+00,  7.046993e+00,   3.381267 ,  3.287499e+00,  1.342339e+01,  11.21445 ,  9.863770e+00, 'elliptical')\n",
            " ( 1.19652,  0.83252,  0.42316,  0.28213, 0.4811639,  2.037367e+00,  1.962275e+00,  2.205650e+00,  2.282012e+00,  2.348923e+00,  2.849784e+00,   2.864368 ,  2.648201e+00,  5.692786e+00,   6.250712,  6.634095e+00, 'spiral')\n",
            " ( 1.6492 ,  0.76286,  0.41422,  0.3262 , 0.5743676,  2.317004e+00,  2.423213e+00,  2.400219e+00,  2.402899e+00,  2.412933e+00,  5.164757e+00,   4.289968 ,  4.343569e+00,  1.371543e+01,  13.26207 ,  1.470695e+01, 'spiral')\n",
            " ( 2.2761 ,  1.03413,  0.516  ,  0.3832 , 0.5454367,  2.493298e+00,  2.424228e+00,  2.397540e+00,  2.381929e+00,  2.385182e+00,  6.296986e+00,   5.073234 ,  4.031916e+00,  1.478542e+01,  16.30291 ,  1.514534e+01, 'merger')\n",
            " ( 1.25935,  0.48338,  0.33532,  0.19491, 0.2268939,  2.228177e+00,  2.212954e+00,  2.242522e+00,  2.277312e+00,  2.288014e+00,  3.892346e+00,   4.09293  ,  3.399545e+00,  9.146187e+00,  10.39721 ,  9.559367e+00, 'merger')\n",
            " ( 1.89587,  1.00839,  0.44253,  0.34169, 0.5999927,  5.816889e-01,  2.346116e+00,  2.397904e+00,  2.439518e+00,  2.487684e+00,  3.605732e+00,   2.696167 ,  2.436285e+00,  9.204205e+00,   6.226351,  5.371861e+00, 'merger')\n",
            " ( 1.47833,  0.8036 ,  0.35004,  0.25149, 0.7073256,  2.136435e+00,  2.246658e+00,  2.299922e+00,  2.385791e+00,  2.358449e+00,  3.099597e+01,  36.3762   ,  2.430763e+01,  5.058714e+01,  72.13592 ,  5.130109e+01, 'spiral')\n",
            " ( 2.01043,  0.97825,  0.43549,  0.38552, 0.9416163,  2.213709e+00,  2.344463e+00,  2.357769e+00,  2.359192e+00,  2.347501e+00,  2.282764e+00,   3.067041 ,  2.898626e+00,  6.853000e+00,  10.18557 ,  1.034184e+01, 'elliptical')\n",
            " ( 1.2942 ,  0.70535,  0.40199,  0.24786, 0.617523 ,  2.339160e+00,  2.276615e+00,  2.378201e+00,  2.455357e+00,  2.473541e+00,  6.581101e+00,   5.416684 ,  4.992871e+00,  1.416147e+01,  11.24925 ,  1.059493e+01, 'spiral')\n",
            " ( 1.98713,  0.98243,  0.40635,  0.33909, 0.9289854,  2.346292e+00,  2.349911e+00,  2.345869e+00,  2.370277e+00,  2.362499e+00,  1.895817e+00,   1.840044 ,  1.856879e+00,  5.148407e+00,   5.803038,  5.675843e+00, 'elliptical')\n",
            " ( 1.32679,  0.55811,  0.31279,  0.25657, 0.7645495,  2.115554e+00,  2.284868e+00,  2.490232e+00,  2.657590e+00,  2.727694e+00,  7.765787e+00,   6.620385 ,  6.126928e+00,  1.718618e+01,  14.85675 ,  1.393799e+01, 'spiral')\n",
            " ( 2.1738 ,  1.16306,  0.46031,  0.33168, 0.7399858,  2.404897e+00,  2.481080e+00,  2.483980e+00,  2.474597e+00,  2.488683e+00,  5.262548e+00,   4.930643 ,  4.465492e+00,  1.759078e+01,  13.85789 ,  1.294912e+01, 'elliptical')\n",
            " ( 1.98308,  0.89501,  0.45316,  0.30961, 0.8769775,  2.378838e+00,  2.393628e+00,  2.401251e+00,  2.403210e+00,  2.413165e+00,  5.932622e+00,   4.278076 ,  4.118745e+00,  1.654469e+01,  14.18247 ,  1.386895e+01, 'elliptical')\n",
            " ( 1.54299,  0.64451,  0.51319,  0.16631, 0.4239993,  1.978789e+00,  2.052147e+00,  2.063882e+00,  2.129836e+00,  2.132569e+00,  1.445700e+00,   3.251216 ,  2.543476e+00,  2.202882e+00,   8.696029,  5.632985e+00, 'merger')\n",
            " ( 1.75672,  0.79406,  0.3695 ,  0.24768, 0.8521752,  2.530732e+00,  2.486228e+00,  2.484681e+00,  2.494470e+00,  2.488019e+00,  8.537376e+00,   7.375994 ,  6.295908e+00,  2.478226e+01,  22.76394 ,  1.961482e+01, 'elliptical')\n",
            " ( 1.93282,  0.72061,  0.34339,  0.35842, 0.7173497,  2.451159e+00,  2.433542e+00,  2.440565e+00,  2.441466e+00,  2.433622e+00,  6.239142e+00,   4.687283 ,  3.919472e+00,  1.888531e+01,  15.84124 ,  1.361561e+01, 'elliptical')\n",
            " ( 1.71916,  0.77699,  0.40151,  0.3246 , 0.6657881,  2.205199e+00,  2.426851e+00,  2.696423e+00,  2.636373e+00,  2.630523e+00,  1.032541e+01,   9.091878 ,  8.371155e+00,  2.882331e+01,  20.7878  ,  2.004045e+01, 'spiral')\n",
            " ( 1.84882,  0.83773,  0.39277,  0.30715, 0.8390691,  2.435681e+00,  2.373412e+00,  2.371226e+00,  2.375764e+00,  2.352564e+00,  4.032549e+00,   3.821784 ,  3.754496e+00,  1.302261e+01,  12.99869 ,  1.305648e+01, 'elliptical')\n",
            " ( 1.39331,  0.74735,  0.45022,  0.21437, 0.4741131,  2.209568e+00,  2.194353e+00,  2.259825e+00,  2.258434e+00,  2.245474e+00,  2.599737e+00,   2.468692 ,  2.195024e+00,  8.590766e+00,   7.709337,  6.909000e+00, 'merger')\n",
            " ( 2.26917,  0.44613,  0.31358,  0.20376, 0.3517422,  5.812531e-01,  2.094685e+00,  2.138912e+00,  2.285872e+00,  2.350952e+00,  6.278299e+00,   8.187475 ,  6.282670e+00,  3.048608e+01,  18.57745 ,  1.129249e+01, 'merger')\n",
            " ( 1.83838,  0.86691,  0.42008,  0.33331, 0.8038736,  2.429935e+00,  2.377896e+00,  2.385337e+00,  2.391630e+00,  2.384531e+00,  4.877156e+00,   3.740238 ,  3.507433e+00,  1.440842e+01,  11.39026 ,  1.068580e+01, 'elliptical')\n",
            " ( 1.55892,  0.75894,  0.42256,  0.30628, 0.7592146,  2.456989e+00,  2.568605e+00,  2.604999e+00,  2.610798e+00,  2.668030e+00,  2.445571e+01,  26.91663  ,  2.059518e+01,  5.153348e+01,  58.79544 ,  4.510267e+01, 'spiral')\n",
            " ( 2.01632,  1.08401,  0.45867,  0.36695, 0.6806176,  2.212083e+00,  2.321948e+00,  2.315634e+00,  2.331727e+00,  2.352935e+00,  2.541592e+00,   2.301728 ,  2.140932e+00,  7.038888e+00,   6.894742,  6.662360e+00, 'elliptical')\n",
            " ( 1.87933,  0.82509,  0.37216,  0.31391, 0.5706223,  2.079395e+00,  2.244621e+00,  2.194952e+00,  2.188351e+00,  2.241918e+00,  1.258734e+00,   1.38744  ,  1.284594e+00,  3.199029e+00,   3.888708,  3.647327e+00, 'merger')\n",
            " ( 1.29524,  0.89974,  0.41244,  0.30036, 0.8526401,  2.461216e+00,  2.505428e+00,  2.470350e+00,  2.465956e+00,  2.483517e+00,  4.701224e+00,   3.694849 ,  3.427469e+00,  9.181815e+00,   8.660295,  8.971979e+00, 'spiral')\n",
            " ( 1.2284 ,  0.60446,  0.39049,  0.28913, 0.6689994,  2.056115e+00,  2.182252e+00,  2.309510e+00,  2.391414e+00,  2.472397e+00,  3.627267e+00,   4.063471 ,  3.717708e+00,  9.580675e+00,  12.20242 ,  1.182622e+01, 'merger')\n",
            " ( 1.69679,  0.72021,  0.28715,  0.22034, 0.3893272,  2.161266e+00,  2.289304e+00,  2.343835e+00,  2.337770e+00,  2.342483e+00,  3.911711e+00,   3.736719 ,  3.222319e+00,  1.325889e+01,   8.913741,  8.047737e+00, 'merger')\n",
            " ( 1.34441,  0.53434,  0.40031,  0.32919, 0.6764777,  2.427388e+00,  2.537060e+00,  2.382254e+00,  2.302455e+00,  2.243770e+00,  6.605379e+00,   5.262765 ,  5.238561e+00,  1.464090e+01,  13.64616 ,  1.398423e+01, 'merger')\n",
            " ( 0.83713,  0.49822,  0.36471,  0.21236, 0.614685 ,  2.144977e+00,  2.256519e+00,  2.294810e+00,  2.341461e+00,  2.378516e+00,  1.480893e+00,   2.724579 ,  2.576699e+00,  6.826634e+00,   6.747099,  6.164905e+00, 'spiral')\n",
            " ( 0.74382,  0.21324,  0.2786 , -0.00803, 0.5125352,  2.113970e+00,  2.089938e+00,  2.170397e+00,  2.141852e+00,  2.149977e+00,  1.907477e+00,   1.953465 ,  1.906009e+00,  4.143935e+00,   4.618678,  4.496402e+00, 'merger')\n",
            " ( 1.4342 ,  0.88172,  0.42434,  0.31384, 0.8477597,  2.129479e+00,  2.329047e+00,  2.350708e+00,  2.329555e+00,  2.346702e+00,  1.639175e+00,   2.156651 ,  2.237218e+00,  5.253316e+00,   6.798357,  7.116974e+00, 'elliptical')\n",
            " ( 1.74008,  1.03091,  0.44769,  0.29487, 0.7222947,  2.467585e+00,  2.354569e+00,  2.375811e+00,  2.391762e+00,  2.371070e+00,  4.524202e+00,   3.242836 ,  2.468044e+00,  1.398466e+01,  11.67159 ,  9.855418e+00, 'merger')\n",
            " ( 2.21498,  0.85578,  0.56994,  0.37373, 0.5877541,  1.877342e+00,  2.071908e+00,  2.143571e+00,  2.196197e+00,  2.181542e+00,  1.678342e+00,   3.186241 ,  2.880944e+00,  2.498183e+00,   8.606064,  7.792129e+00, 'merger')\n",
            " ( 1.75415,  0.76971,  0.37249,  0.30259, 0.9162012,  2.455260e+00,  2.428390e+00,  2.409021e+00,  2.409047e+00,  2.403028e+00,  8.154615e+00,   7.101902 ,  5.805702e+00,  2.430865e+01,  23.51772 ,  2.049908e+01, 'elliptical')\n",
            " ( 1.87731,  0.83268,  0.39865,  0.31143, 0.8870995,  2.490101e+00,  2.432521e+00,  2.432965e+00,  2.443909e+00,  2.440173e+00,  1.196221e+01,   8.456481 ,  7.697521e+00,  3.087638e+01,  27.68117 ,  2.703451e+01, 'elliptical')\n",
            " ( 1.37095,  0.70122,  0.37829,  0.2253 , 0.7499992,  2.162536e+00,  2.223279e+00,  2.379067e+00,  2.424342e+00,  2.493157e+00,  5.572393e+00,   4.545892 ,  3.657444e+00,  9.572626e+00,   9.566641,  7.318145e+00, 'spiral')\n",
            " ( 1.60272,  0.71209,  0.36389,  0.2981 , 0.912986 ,  2.581662e+00,  2.689309e+00,  2.611543e+00,  2.613547e+00,  2.588010e+00,  9.084625e+00,   7.09082  ,  6.155777e+00,  2.249354e+01,  17.75162 ,  1.474055e+01, 'spiral')\n",
            " ( 1.41757,  0.60528,  0.37848,  0.23974, 0.2696759,  2.236671e+00,  2.315646e+00,  2.334746e+00,  2.343094e+00,  2.322943e+00,  3.890831e+00,   3.642642 ,  3.311226e+00,  1.225851e+01,  10.07036 ,  9.833562e+00, 'merger')\n",
            " ( 1.43456,  0.56637,  0.3129 ,  0.14169, 0.9717607,  2.056309e+00,  2.139334e+00,  2.220505e+00,  2.267623e+00,  2.321259e+00,  7.333714e+00,   8.967587 ,  7.154154e+00,  1.146177e+01,  17.10648 ,  1.267940e+01, 'spiral')\n",
            " ( 1.11682,  0.50368,  0.53376,  0.11469, 0.3999828,  2.385012e+00,  2.512392e+00,  2.558093e+00,  2.594118e+00,  2.523211e+00,  2.789794e+00,   3.046206 ,  2.850048e+00,  6.347270e+00,   7.826622,  7.178288e+00, 'merger')\n",
            " ( 1.92426,  0.87142,  0.40864,  0.32454, 0.942297 ,  2.427783e+00,  2.429892e+00,  2.440515e+00,  2.453012e+00,  2.455443e+00,  5.630464e+00,   4.644639 ,  4.293863e+00,  1.684541e+01,  15.03417 ,  1.490833e+01, 'elliptical')\n",
            " ( 1.79945,  0.79592,  0.40726,  0.27453, 0.5101351,  2.415254e+00,  2.452152e+00,  2.443151e+00,  2.440272e+00,  2.383487e+00,  7.026027e+00,   5.447197 ,  4.933511e+00,  2.187578e+01,  16.25143 ,  1.529928e+01, 'merger')\n",
            " ( 2.05588,  0.92394,  0.43618,  0.28355, 0.7401543,  2.426121e+00,  2.505973e+00,  2.501537e+00,  2.496536e+00,  2.492205e+00,  6.992637e+00,   6.961029 ,  5.882832e+00,  2.482321e+01,  21.10844 ,  1.751884e+01, 'elliptical')\n",
            " ( 0.61117,  0.11205,  0.35483, -0.15133, 0.3041952,  2.190742e+00,  2.213647e+00,  2.199016e+00,  2.191339e+00,  2.147488e+00,  1.633448e+00,   1.667756 ,  1.601860e+00,  4.685469e+00,   4.461164,  4.109406e+00, 'merger')\n",
            " ( 1.34453,  0.78933,  0.33069,  0.22205, 0.736264 ,  2.388397e+00,  2.504061e+00,  2.545349e+00,  2.537011e+00,  2.469821e+00,  2.388794e+01,  17.54037  ,  1.309305e+01,  5.615989e+01,  42.1538  ,  2.838405e+01, 'spiral')\n",
            " ( 1.92376,  0.95992,  0.41113,  0.31977, 0.8075645,  2.362451e+00,  2.372840e+00,  2.413236e+00,  2.404123e+00,  2.400722e+00,  5.046150e+00,   2.858228 ,  2.810472e+00,  1.241882e+01,   9.248962,  9.066663e+00, 'elliptical')\n",
            " ( 1.79695,  0.80209,  0.39212,  0.34915, 0.7443576,  1.842059e+00,  2.615182e+00,  2.536102e+00,  2.527452e+00,  2.525909e+00,  9.369906e+00,   7.470297 ,  7.801771e+00,  1.567241e+01,  14.90902 ,  1.703819e+01, 'spiral')\n",
            " ( 1.4647 ,  0.56445,  0.32701,  0.21775, 0.3848955,  2.167260e+00,  2.157693e+00,  2.208555e+00,  2.258576e+00,  2.278682e+00,  5.594085e+00,   4.365149 ,  3.731202e+00,  1.202052e+01,   8.570474,  7.116118e+00, 'spiral')\n",
            " ( 1.92493,  0.9864 ,  0.41899,  0.31943, 0.7788942,  2.303315e+00,  2.373983e+00,  2.379314e+00,  2.396000e+00,  2.388731e+00,  5.046247e+00,   2.989523 ,  2.694031e+00,  1.225295e+01,   9.094408,  8.739716e+00, 'elliptical')\n",
            " ( 1.91798,  0.83759,  0.38385,  0.30797, 0.6656903,  2.491572e+00,  2.487071e+00,  2.503765e+00,  2.510010e+00,  2.494052e+00,  6.261691e+00,   5.245412 ,  4.509698e+00,  1.936664e+01,  16.71391 ,  1.419464e+01, 'elliptical')\n",
            " ( 1.30572,  0.64406,  0.47775,  0.18841, 0.5130382,  2.263511e+00,  2.327236e+00,  2.338154e+00,  2.351370e+00,  2.279139e+00,  1.637150e+00,   2.773726 ,  2.313053e+00,  5.413395e+00,   8.859908,  8.037198e+00, 'merger')\n",
            " ( 1.17656,  0.74307,  0.4732 ,  0.19004, 0.8701563,  2.147147e+00,  2.215336e+00,  2.239815e+00,  2.240185e+00,  2.289832e+00,  1.625211e+00,   2.033949 ,  1.900577e+00,  4.490575e+00,   5.872809,  5.457552e+00, 'merger')\n",
            " ( 1.87027,  0.78641,  0.40903,  0.27226, 0.6485183,  2.130967e+00,  2.468223e+00,  2.370521e+00,  2.374295e+00,  2.370576e+00,  2.143649e+00,   3.801729 ,  2.651540e+00,  3.979133e+00,   9.311094,  7.637722e+00, 'spiral')\n",
            " ( 1.63321,  0.81897,  0.42086,  0.32319, 0.4353404,  2.571271e+00,  2.626440e+00,  2.623770e+00,  2.592396e+00,  2.589407e+00,  1.771189e+01,   9.62407  ,  6.085741e+00,  3.661196e+01,  27.42785 ,  1.370913e+01, 'merger')\n",
            " ( 1.82565,  0.86754,  0.3856 ,  0.28581, 0.716484 ,  2.352267e+00,  2.371943e+00,  2.376855e+00,  2.383253e+00,  2.383216e+00,  4.361598e+00,   3.350171 ,  3.129242e+00,  1.249026e+01,  11.07907 ,  1.044820e+01, 'elliptical')\n",
            " ( 1.50247,  0.69197,  0.40783,  0.23939, 0.6211151,  5.999607e-01,  2.195840e+00,  2.264861e+00,  2.280817e+00,  2.299904e+00,  3.716273e+00,   4.680891 ,  4.269059e+00,  7.936691e+00,  12.7931  ,  1.131260e+01, 'merger')\n",
            " ( 1.28303,  0.68836,  0.53574,  0.23067, 0.5796064,  2.242916e+00,  2.244104e+00,  2.284640e+00,  2.278594e+00,  2.304903e+00,  1.930742e+00,   2.17427  ,  1.866429e+00,  4.388643e+00,   5.959015,  5.203443e+00, 'merger')\n",
            " ( 1.83747,  0.88711,  0.37542,  0.2711 , 0.6860392,  2.514051e+00,  2.506991e+00,  2.495073e+00,  2.517406e+00,  2.503685e+00,  1.000761e+01,   7.676082 ,  5.737225e+00,  2.789157e+01,  25.45913 ,  1.898416e+01, 'elliptical')\n",
            " ( 2.50198,  1.19079,  0.61287,  0.46637, 0.6937991,  2.309783e+00,  2.533938e+00,  2.602106e+00,  2.615345e+00,  2.520758e+00,  3.044090e+00,   6.219137 ,  5.018762e+00,  5.204703e+00,  18.86175 ,  1.537998e+01, 'merger')\n",
            " ( 1.61159,  0.79734,  0.43452,  0.28895, 0.4751164,  2.033710e+00,  2.306340e+00,  2.362295e+00,  2.371828e+00,  2.388735e+00,  5.668823e+00,   4.292871 ,  3.727370e+00,  1.465691e+01,  11.19229 ,  9.554608e+00, 'merger')\n",
            " ( 1.89244,  0.84768,  0.3896 ,  0.27995, 0.7190149,  2.464573e+00,  2.464387e+00,  2.452444e+00,  2.467358e+00,  2.465176e+00,  5.103227e+00,   5.28106  ,  5.016952e+00,  1.971953e+01,  17.54819 ,  1.726907e+01, 'elliptical')\n",
            " ( 1.47586,  0.71623,  0.38289,  0.32021, 0.5817519,  2.363683e+00,  2.529274e+00,  2.586343e+00,  2.549561e+00,  2.494076e+00,  1.123032e+01,   9.990249 ,  8.462481e+00,  2.838479e+01,  24.67724 ,  1.988982e+01, 'spiral')\n",
            " ( 2.03924,  1.03214,  0.42926,  0.35035, 0.9067104,  2.338428e+00,  2.368874e+00,  2.358188e+00,  2.397348e+00,  2.364135e+00,  2.464064e+00,   2.392333 ,  2.247000e+00,  8.777987e+00,   7.884397,  7.387922e+00, 'elliptical')\n",
            " ( 1.93274,  0.88705,  0.40969,  0.32059, 0.718112 ,  2.326774e+00,  2.335768e+00,  2.354100e+00,  2.347226e+00,  2.344829e+00,  2.606997e+00,   2.531187 ,  2.490958e+00,  8.285947e+00,   8.438091,  8.371408e+00, 'elliptical')\n",
            " ( 1.19334,  0.46643,  0.25335,  0.17146, 0.8080482,  2.192820e+00,  2.238462e+00,  2.350802e+00,  2.391613e+00,  2.416001e+00,  7.990358e+00,   7.487426 ,  7.282991e+00,  1.513217e+01,  16.2204  ,  1.948033e+01, 'spiral')\n",
            " ( 7.38713,  0.90846,  0.41632,  0.32612, 0.9292755,  2.600938e+01,  2.402395e+00,  2.398835e+00,  2.382217e+00,  2.405812e+00,  2.028786e+01,   5.123327 ,  4.819803e+00,  2.428160e+01,  16.92754 ,  1.686824e+01, 'elliptical')\n",
            " ( 1.91886,  0.78102,  0.25918,  0.40139, 0.5485575,  2.129051e+00,  2.349339e+00,  2.381274e+00,  8.203894e-01,  2.382457e+00,  7.514255e+00,   8.780176 ,  8.266688e+00,  1.483995e+01,  20.46346 ,  1.959376e+01, 'spiral')\n",
            " ( 0.94014,  0.25732,  0.27544,  0.08074, 0.3866959,  2.199391e+00,  2.234995e+00,  2.268472e+00,  2.260853e+00,  2.246495e+00,  1.878258e+00,   1.97484  ,  1.971654e+00,  4.429600e+00,   4.465445,  4.694778e+00, 'merger')\n",
            " ( 1.47451,  0.77035,  0.37568,  0.32328, 0.8195415,  1.848197e+00,  2.366073e+00,  2.622442e+00,  2.683778e+00,  2.706545e+00,  1.265341e+01,   9.189851 ,  9.063751e+00,  3.029391e+01,  19.22167 ,  2.359345e+01, 'spiral')\n",
            " ( 1.33059,  0.5807 ,  0.33125,  0.23066, 0.8471062,  2.032337e+00,  2.191837e+00,  2.346340e+00,  2.402480e+00,  2.405631e+00,  3.939593e+00,   4.121912 ,  4.066295e+00,  6.319566e+00,   7.968526,  8.110434e+00, 'spiral')\n",
            " ( 1.35435,  0.71121,  0.53943,  0.18169, 0.6776694,  2.343429e+00,  2.337867e+00,  2.312061e+00,  2.329861e+00,  2.303112e+00,  2.993090e+00,   2.264918 ,  1.909138e+00,  8.072305e+00,   6.418937,  5.607967e+00, 'merger')\n",
            " ( 1.21518,  0.61772,  0.40571,  0.24618, 0.8891262,  1.967398e+00,  2.116862e+00,  2.224231e+00,  2.252340e+00,  2.304321e+00,  2.522156e+00,   2.539708 ,  2.380260e+00,  5.537885e+00,   5.613749,  5.156144e+00, 'merger')\n",
            " ( 1.83524,  0.88563,  0.42278,  0.36104, 0.7513241,  2.412076e+00,  2.412270e+00,  2.387662e+00,  2.411198e+00,  2.393974e+00,  7.092870e+00,   4.593905 ,  4.089361e+00,  1.885722e+01,  15.51211 ,  1.488811e+01, 'elliptical')\n",
            " ( 1.98402,  0.93026,  0.45279,  0.30439, 0.8608131,  2.404461e+00,  2.449999e+00,  2.444477e+00,  2.446325e+00,  2.425594e+00,  6.158869e+00,   5.476078 ,  5.269480e+00,  1.879408e+01,  18.13418 ,  1.763388e+01, 'elliptical')\n",
            " ( 1.95316,  0.94619,  0.41503,  0.30866, 0.6912106,  2.460912e+00,  2.411723e+00,  2.411839e+00,  2.405941e+00,  2.411711e+00,  6.392527e+00,   4.558059 ,  4.393712e+00,  1.874322e+01,  15.58931 ,  1.606907e+01, 'elliptical')\n",
            " ( 2.1606 ,  0.96136,  0.46942,  0.31374, 0.6531728,  2.136827e+00,  2.262308e+00,  2.298723e+00,  2.303945e+00,  2.273295e+00,  1.643378e+00,   1.621273 ,  1.460625e+00,  3.363370e+00,   4.426235,  4.372274e+00, 'merger')\n",
            " ( 1.81913,  0.83926,  0.40764,  0.3338 , 0.7226741,  2.364940e+00,  2.324730e+00,  2.342292e+00,  2.359658e+00,  2.354635e+00,  3.841008e+00,   3.154306 ,  2.953772e+00,  1.099217e+01,  10.29201 ,  9.778500e+00, 'elliptical')\n",
            " ( 1.29072,  0.55766,  0.29508,  0.19002, 0.9073078,  2.196247e+00,  2.380099e+00,  2.422223e+00,  2.437286e+00,  2.467020e+00,  6.829216e+00,   6.562676 ,  5.608259e+00,  1.645519e+01,  14.99738 ,  1.323848e+01, 'spiral')\n",
            " ( 1.33914,  0.57788,  0.33306,  0.19245, 0.7667236,  2.044418e+00,  2.215542e+00,  2.317466e+00,  2.311504e+00,  2.325452e+00,  5.266587e+00,   4.859358 ,  4.289075e+00,  8.856161e+00,  10.31316 ,  8.750100e+00, 'spiral')\n",
            " ( 1.36891,  0.64599,  0.36963,  0.23038, 0.9118576,  1.869779e+00,  2.029906e+00,  2.207710e+00,  2.282778e+00,  2.347896e+00,  6.658164e+00,   5.906975 ,  5.421226e+00,  1.199009e+01,  11.61183 ,  1.079558e+01, 'spiral')\n",
            " ( 1.8943 ,  0.97421,  0.41299,  0.34614, 0.9276779,  2.321435e+00,  2.373164e+00,  2.391515e+00,  2.390972e+00,  2.381452e+00,  2.466344e+00,   2.231339 ,  2.009428e+00,  6.280384e+00,   7.445816,  6.375016e+00, 'elliptical')\n",
            " ( 1.34961,  0.5252 ,  0.28741,  0.10351, 0.9056176,  2.128137e+00,  2.204878e+00,  2.295357e+00,  2.343599e+00,  2.379155e+00,  9.849186e+00,  10.93608  ,  9.681112e+00,  1.711800e+01,  22.28153 ,  1.964644e+01, 'spiral')\n",
            " ( 1.78464,  0.85319,  0.38655,  0.28909, 0.5455822,  2.567729e+00,  2.359707e+00,  2.320554e+00,  2.360277e+00,  2.356865e+00,  1.989466e+00,   2.767811 ,  2.553550e+00,  3.922022e+00,   7.294431,  6.351591e+00, 'merger')\n",
            " ( 1.40619,  0.64943,  0.33503,  0.22781, 0.5256053,  2.255148e+00,  2.311474e+00,  2.350028e+00,  2.373623e+00,  2.380672e+00,  1.089918e+01,   8.501918 ,  7.444341e+00,  2.398441e+01,  21.79528 ,  1.866749e+01, 'spiral')\n",
            " ( 1.81031,  0.76143,  0.34136,  0.2356 , 0.6756673,  2.030635e+00,  2.178472e+00,  2.194035e+00,  2.196330e+00,  2.139270e+00,  9.153117e-01,   0.9826228,  9.081754e-01,  2.246193e+00,   2.89607 ,  2.851721e+00, 'merger')\n",
            " ( 0.95559,  0.46795,  0.35876,  0.09415, 0.4880159,  2.179587e+00,  2.241292e+00,  2.332906e+00,  2.358213e+00,  2.397915e+00,  4.511734e+00,   4.406692 ,  3.953527e+00,  1.098702e+01,  11.10386 ,  1.032039e+01, 'merger')\n",
            " ( 1.90437,  0.84585,  0.39832,  0.30686, 0.7229175,  2.365131e+00,  2.368359e+00,  2.395122e+00,  2.412679e+00,  2.412024e+00,  3.700141e+00,   3.235372 ,  3.037922e+00,  1.127441e+01,  10.82152 ,  1.016734e+01, 'elliptical')\n",
            " ( 0.80317,  0.77887,  0.48295,  0.47521, 0.311818 ,  2.133669e+00,  2.162995e+00,  2.178140e+00,  2.206027e+00,  2.240558e+00,  5.450073e+00,   4.522652 ,  5.445696e+00,  1.012493e+01,   9.175313,  1.158940e+01, 'spiral')\n",
            " ( 1.99749,  1.04069,  0.41425,  0.36264, 0.7998068,  2.524364e+00,  2.404413e+00,  2.412796e+00,  2.420965e+00,  2.411647e+00,  4.667667e+00,   3.206486 ,  2.899903e+00,  1.296563e+01,  10.49512 ,  9.168991e+00, 'elliptical')\n",
            " ( 1.92673,  0.95117,  0.45347,  0.31313, 0.9951518,  2.403485e+00,  2.375745e+00,  2.373541e+00,  2.369557e+00,  2.345909e+00,  4.381024e+00,   3.516427 ,  3.315242e+00,  1.336043e+01,  11.41021 ,  1.077999e+01, 'elliptical')\n",
            " ( 1.86   ,  0.85438,  0.39765,  0.31879, 0.6977188,  2.335509e+00,  2.287587e+00,  2.306842e+00,  2.329262e+00,  2.310611e+00,  2.751760e+00,   2.209019 ,  2.153894e+00,  8.155549e+00,   7.558405,  7.386188e+00, 'elliptical')\n",
            " ( 1.50045,  0.70335,  0.35657,  0.25311, 0.8332199,  2.264488e+00,  2.332483e+00,  2.432243e+00,  2.454838e+00,  2.473735e+00,  8.595052e+00,   6.536228 ,  5.766024e+00,  1.803764e+01,  14.04133 ,  1.194389e+01, 'spiral')\n",
            " ( 1.3767 ,  0.58731,  0.35381,  0.20646, 0.4538573,  2.332829e+00,  2.339927e+00,  2.430596e+00,  2.432126e+00,  2.464108e+00,  2.039995e+00,   3.018913 ,  2.731671e+00,  3.783141e+00,   7.484984,  6.627818e+00, 'merger')\n",
            " ( 1.78573,  0.84024,  0.38994,  0.30814, 0.895148 ,  2.494536e+00,  2.478834e+00,  2.502018e+00,  2.521156e+00,  2.514083e+00,  9.306396e+00,   6.213241 ,  5.663128e+00,  2.255979e+01,  19.13127 ,  1.780548e+01, 'elliptical')\n",
            " ( 1.37545,  0.58747,  0.30746,  0.1903 , 0.7613906,  2.575316e+00,  2.650661e+00,  2.737767e+00,  2.679828e+00,  2.564791e+00,  2.366171e+01,  18.42211  ,  1.639608e+01,  5.295581e+01,  38.48758 ,  3.859290e+01, 'spiral')\n",
            " ( 1.28853,  0.5155 ,  0.29803,  0.15051, 0.8211107,  2.014874e+00,  2.147321e+00,  2.277159e+00,  2.315158e+00,  2.367005e+00,  5.172760e+00,   5.718112 ,  5.183064e+00,  8.454756e+00,  10.90862 ,  1.007933e+01, 'spiral')\n",
            " ( 1.67667,  0.74469,  0.37293,  0.27565, 0.832319 ,  2.099846e+00,  2.457289e+00,  2.616190e+00,  2.655644e+00,  2.638687e+00,  5.628028e+00,   5.025039 ,  4.231521e+00,  1.034421e+01,  11.39506 ,  9.502579e+00, 'spiral')\n",
            " ( 1.92857,  0.92429,  0.42967,  0.32712, 0.9452319,  2.335247e+00,  2.361481e+00,  2.375161e+00,  2.376395e+00,  2.349648e+00,  3.313589e+00,   2.682015 ,  2.617911e+00,  1.006631e+01,   8.864008,  8.356504e+00, 'elliptical')\n",
            " ( 1.93194,  0.8826 ,  0.48994,  0.31277, 0.8996408,  1.707305e+00,  1.972751e+00,  1.994878e+00,  2.041957e+00,  2.022281e+00,  7.463332e-01,   0.7492375,  7.005279e-01,  1.053175e+00,   1.353386,  1.322506e+00, 'merger')\n",
            " ( 1.11474,  0.27037,  0.20745,  0.04396, 0.8368931,  2.115416e+00,  2.062882e+00,  2.126772e+00,  2.151322e+00,  2.158025e+00,  2.513355e+00,   2.67392  ,  2.402533e+00,  4.805918e+00,   5.934056,  5.162122e+00, 'merger')\n",
            " ( 1.91867,  0.87123,  0.41899,  0.30859, 0.841436 ,  2.365127e+00,  2.400698e+00,  2.429962e+00,  2.432340e+00,  2.439924e+00,  4.095822e+00,   4.759507 ,  4.516379e+00,  1.048085e+01,  15.44159 ,  1.506388e+01, 'elliptical')\n",
            " ( 1.7857 ,  0.72769,  0.30937,  0.23342, 0.7830561,  2.185371e+00,  2.298647e+00,  2.268785e+00,  2.280400e+00,  2.248738e+00,  1.843408e+00,   2.11149  ,  1.832947e+00,  4.561333e+00,   6.798197,  6.333073e+00, 'merger')\n",
            " ( 1.98566,  1.00978,  0.42698,  0.35059, 0.8356463,  2.312245e+00,  2.395440e+00,  2.405547e+00,  2.413431e+00,  2.404687e+00,  5.981120e+00,   3.884396 ,  3.401217e+00,  1.302754e+01,  12.71526 ,  1.114201e+01, 'elliptical')\n",
            " ( 2.03694,  0.96493,  0.42   ,  0.3268 , 0.5937869,  2.197210e+00,  2.381243e+00,  2.372297e+00,  2.355532e+00,  2.329715e+00,  1.071306e+00,   5.229129 ,  4.833349e+00,  2.280860e+00,  15.62481 ,  1.412755e+01, 'merger')\n",
            " ( 1.70744,  0.788  ,  0.39071,  0.33564, 0.5332968,  2.508724e+00,  2.608210e+00,  2.623761e+00,  2.609817e+00,  2.590106e+00,  9.971869e+00,   9.259439 ,  9.603271e+00,  2.141725e+01,  22.78956 ,  2.691444e+01, 'spiral')\n",
            " ( 1.12434,  0.62074,  0.34581,  0.17921, 0.7808937,  2.060440e+00,  2.112341e+00,  2.280623e+00,  2.343605e+00,  2.427843e+00,  3.557413e+00,   2.784565 ,  2.982662e+00,  6.538720e+00,   5.689602,  7.697604e+00, 'spiral')\n",
            " ( 1.21451,  0.52014,  0.25205,  0.20321, 0.6348926,  2.206127e+00,  2.281920e+00,  2.372143e+00,  2.401039e+00,  2.439167e+00,  9.401306e+00,   8.49645  ,  7.994573e+00,  2.419795e+01,  18.5441  ,  1.750947e+01, 'spiral')\n",
            " ( 1.0403 ,  0.84845,  0.46347,  0.27313, 0.5833077,  2.136370e+00,  2.315300e+00,  2.339184e+00,  2.359663e+00,  2.321976e+00,  9.884146e-01,   1.62392  ,  1.489688e+00,  4.548613e+00,   4.45746 ,  4.088840e+00, 'merger')\n",
            " ( 1.52052,  0.73548,  0.3752 ,  0.28922, 0.6280916,  2.056406e+00,  2.123537e+00,  2.259154e+00,  2.307439e+00,  2.360464e+00,  6.497854e+00,   6.643816 ,  6.431803e+00,  1.134746e+01,  12.83492 ,  1.327313e+01, 'spiral')\n",
            " ( 1.98007,  0.84712,  0.40753,  0.31495, 0.9184418,  2.437695e+00,  2.396670e+00,  2.426866e+00,  2.413351e+00,  2.405859e+00,  3.877543e+00,   3.026083 ,  2.813938e+00,  1.182006e+01,   9.832867,  8.747074e+00, 'elliptical')\n",
            " ( 1.43393,  0.65578,  0.31355,  0.16963, 0.899846 ,  1.930798e+00,  2.137365e+00,  2.276283e+00,  2.311787e+00,  2.439314e+00,  6.116075e+00,   7.068346 ,  5.460649e+00,  9.414154e+00,  14.0728  ,  1.001203e+01, 'spiral')\n",
            " ( 1.42913,  0.65401,  0.34512,  0.23798, 0.6141388,  2.229346e+00,  2.566914e+00,  2.650685e+00,  2.643918e+00,  2.525013e+00,  3.643909e+00,   3.534761 ,  3.265063e+00,  7.574259e+00,   7.163653,  7.246442e+00, 'merger')\n",
            " ( 2.05902,  0.94426,  0.47874,  0.31123, 0.8717132,  2.233750e+00,  2.289645e+00,  2.256455e+00,  2.245940e+00,  2.250296e+00,  1.568416e+00,   1.804324 ,  1.597152e+00,  3.658659e+00,   5.840677,  5.116563e+00, 'merger')\n",
            " ( 1.8246 ,  0.80453,  0.38813,  0.29402, 0.6812006,  2.464242e+00,  2.389926e+00,  2.365289e+00,  2.394880e+00,  2.367929e+00,  4.928391e+00,   3.347428 ,  3.319535e+00,  1.314316e+01,  11.1575  ,  1.141854e+01, 'elliptical')\n",
            " ( 1.52399,  0.62389,  0.35299,  0.17381, 0.8050846,  2.034166e+00,  2.119575e+00,  2.227876e+00,  2.262229e+00,  2.303107e+00,  3.687088e+00,   4.703609 ,  4.262475e+00,  5.991224e+00,   9.292767,  8.818591e+00, 'spiral')\n",
            " ( 1.77378,  0.77541,  0.37054,  0.30262, 0.6867017,  2.306152e+00,  2.657278e+00,  2.638900e+00,  2.576155e+00,  2.574880e+00,  7.230157e+00,   5.83697  ,  5.304014e+00,  1.859345e+01,  16.09583 ,  1.541112e+01, 'spiral')\n",
            " ( 1.28209,  0.52424,  0.30117,  0.16821, 0.8528052,  2.012608e+00,  2.136667e+00,  2.263373e+00,  2.269106e+00,  2.331548e+00,  3.600371e+00,   3.805036 ,  3.557552e+00,  7.131089e+00,   8.555838,  7.828177e+00, 'merger')\n",
            " ( 1.64399,  0.70184,  0.45255,  0.29945, 0.4491419,  1.721017e+00,  5.425310e-01,  2.068450e+00,  2.192471e+00,  2.255579e+00,  3.307103e+00,   4.024466 ,  3.586468e+00,  7.679928e+00,  10.17894 ,  9.145689e+00, 'merger')\n",
            " ( 1.33247,  0.59927,  0.34139,  0.22779, 0.9786621,  2.027852e+00,  2.150830e+00,  2.304229e+00,  2.374352e+00,  2.460644e+00,  4.889664e+00,   5.232387 ,  5.146724e+00,  8.754146e+00,  11.20645 ,  1.189734e+01, 'spiral')\n",
            " ( 1.46496,  0.57902,  0.36062,  0.26738, 0.6539531,  2.227588e+00,  2.208161e+00,  2.219867e+00,  2.219876e+00,  2.211575e+00,  1.467169e+00,   1.799988 ,  1.498842e+00,  5.374623e+00,   7.034762,  6.214482e+00, 'merger')\n",
            " ( 1.90077,  0.9393 ,  0.38643,  0.30936, 0.9398353,  2.376740e+00,  2.455542e+00,  2.465760e+00,  2.492408e+00,  2.482845e+00,  9.460494e+00,   6.057183 ,  5.746186e+00,  2.512935e+01,  20.55367 ,  2.013448e+01, 'elliptical')\n",
            " ( 1.23859,  0.46871,  0.2685 ,  0.16492, 0.8447296,  2.140213e+00,  2.274794e+00,  2.414932e+00,  2.472756e+00,  2.519825e+00,  7.767997e+00,   7.163842 ,  6.375806e+00,  1.335512e+01,  14.04123 ,  1.211049e+01, 'spiral')\n",
            " ( 1.86405,  0.87082,  0.39227,  0.30371, 0.8052448,  2.314692e+00,  2.353482e+00,  2.343302e+00,  2.366338e+00,  2.372423e+00,  3.019078e+00,   2.815151 ,  2.804272e+00,  9.128443e+00,   9.184405,  9.398284e+00, 'elliptical')\n",
            " ( 1.06466,  0.51266,  0.40545,  0.18492, 0.6316847,  2.283754e+00,  2.322975e+00,  2.296175e+00,  2.291704e+00,  2.282231e+00,  3.471078e+00,   3.265115 ,  3.057352e+00,  8.679729e+00,   8.863479,  8.461697e+00, 'merger')\n",
            " ( 1.94276,  0.87164,  0.42491,  0.30789, 0.9382873,  2.340434e+00,  2.383417e+00,  2.398138e+00,  2.409166e+00,  2.390020e+00,  3.915349e+00,   3.08882  ,  2.970945e+00,  1.147060e+01,  10.36623 ,  9.836059e+00, 'elliptical')\n",
            " ( 0.98532,  0.40603,  0.55434,  0.02408, 0.4499995,  2.086506e+00,  2.149593e+00,  2.212189e+00,  2.180413e+00,  2.290715e+00,  3.650223e+00,   3.663233 ,  3.046499e+00,  9.606624e+00,   7.921632,  6.052333e+00, 'merger')\n",
            " ( 1.85067,  0.91811,  0.37558,  0.31971, 0.8604605,  2.421367e+00,  2.418318e+00,  2.435837e+00,  2.442959e+00,  2.440892e+00,  4.802210e+00,   4.301092 ,  4.038511e+00,  1.612988e+01,  14.44657 ,  1.381447e+01, 'elliptical')\n",
            " ( 1.57108,  0.68817,  0.32098,  0.24057, 0.8004903,  2.434327e+00,  2.666455e+00,  2.719820e+00,  2.708399e+00,  2.670229e+00,  7.755419e+00,   7.94154  ,  7.377832e+00,  1.410782e+01,  16.92048 ,  1.571479e+01, 'spiral')\n",
            " ( 2.09028,  0.89797,  0.43948,  0.36156, 0.6593171,  2.439554e+00,  2.483810e+00,  2.480334e+00,  2.481062e+00,  2.472238e+00,  5.086430e+00,   7.449129 ,  7.032015e+00,  1.077315e+01,  20.28486 ,  1.906584e+01, 'elliptical')\n",
            " ( 2.07089,  1.00004,  0.43194,  0.36183, 0.9074105,  2.269446e+00,  2.419222e+00,  2.430184e+00,  2.447101e+00,  2.437126e+00,  2.939613e+00,   3.942823 ,  4.029508e+00,  1.571741e+01,  13.1209  ,  1.304180e+01, 'elliptical')\n",
            " ( 1.09237,  0.54345,  0.35413,  0.18402, 0.6071323,  2.393683e+00,  2.431448e+00,  2.508439e+00,  2.544037e+00,  2.537546e+00,  2.973714e+00,   2.738492 ,  2.103480e+00,  5.947423e+00,   6.167646,  4.320204e+00, 'spiral')\n",
            " ( 1.60453,  0.75332,  0.41991,  0.28555, 0.5065252,  2.073305e+00,  2.306076e+00,  2.395211e+00,  2.415033e+00,  2.439142e+00,  5.068859e+00,   4.469679 ,  3.359727e+00,  1.235405e+01,  11.25236 ,  8.225753e+00, 'merger')\n",
            " ( 0.98065,  0.43744,  0.24323,  0.22667, 0.7253567,  2.050613e+00,  2.105816e+00,  2.139652e+00,  2.151092e+00,  2.157802e+00,  3.490461e+00,   3.8324   ,  3.688011e+00,  6.863051e+00,   8.700615,  8.140990e+00, 'merger')\n",
            " ( 2.03435,  1.18527,  0.46614,  0.35926, 0.7298831,  2.167907e+00,  2.453593e+00,  2.486750e+00,  2.489468e+00,  2.485744e+00,  7.905652e+00,   6.175202 ,  4.893318e+00,  2.681863e+01,  19.83864 ,  1.622241e+01, 'elliptical')\n",
            " ( 1.76278,  0.80906,  0.38842,  0.28913, 0.8349674,  2.206316e+00,  2.690040e+00,  2.561448e+00,  2.549657e+00,  2.513405e+00,  5.480795e+00,   6.218571 ,  6.074350e+00,  9.534946e+00,  14.87594 ,  1.656714e+01, 'merger')\n",
            " ( 1.42726,  0.6665 ,  0.38427,  0.24549, 0.681712 ,  2.348772e+00,  2.433002e+00,  2.513169e+00,  2.503362e+00,  2.461090e+00,  8.025586e+00,   5.814789 ,  5.753867e+00,  1.851816e+01,  14.22017 ,  1.507837e+01, 'spiral')\n",
            " ( 2.15394,  0.8207 ,  0.41314,  0.31586, 0.3891436,  5.925407e-01,  2.357934e+00,  2.318426e+00,  2.299696e+00,  2.284731e+00,  3.510387e+01,  12.29884  ,  8.006493e+00,  5.523644e+01,  30.6497  ,  2.421017e+01, 'merger')\n",
            " ( 1.44921,  0.68476,  0.35387,  0.26944, 0.7072662,  2.213931e+00,  2.387288e+00,  2.553287e+00,  2.574248e+00,  2.599853e+00,  9.076157e+00,   8.857353 ,  8.754080e+00,  1.588529e+01,  19.75417 ,  2.207490e+01, 'spiral')\n",
            " ( 1.89801,  0.91428,  0.49196,  0.31095, 0.5402797,  2.384785e+00,  2.429524e+00,  2.404261e+00,  2.422189e+00,  2.402131e+00,  3.276323e+00,   3.065812 ,  2.765849e+00,  7.681708e+00,   8.709917,  7.984151e+00, 'merger')\n",
            " ( 2.27354,  1.03471,  0.43643,  0.37476, 0.908551 ,  2.309183e+00,  2.393799e+00,  2.411107e+00,  2.434706e+00,  2.421063e+00,  4.045015e+00,   2.877491 ,  2.844663e+00,  1.238387e+01,   9.532218,  9.678031e+00, 'elliptical')\n",
            " ( 1.37013,  0.34544,  0.26674,  0.08389, 0.5227963,  1.884447e+00,  2.102263e+00,  2.155988e+00,  2.175104e+00,  2.226620e+00,  1.466762e+00,   1.791215 ,  1.585075e+00,  2.415085e+00,   4.230162,  3.637848e+00, 'merger')\n",
            " ( 1.20485,  0.45503,  0.31581,  0.17195, 0.6138686,  2.350678e+00,  2.336337e+00,  2.397791e+00,  2.429457e+00,  2.451553e+00,  3.197163e+00,   3.014265 ,  2.769616e+00,  6.750811e+00,   6.461692,  6.055292e+00, 'spiral')\n",
            " ( 1.97454,  0.96352,  0.43336,  0.34715, 0.7219607,  2.493432e+00,  2.467292e+00,  2.466297e+00,  2.485018e+00,  2.455899e+00,  6.844398e+00,   5.412865 ,  4.760328e+00,  2.202359e+01,  17.96088 ,  1.571358e+01, 'elliptical')\n",
            " ( 1.46197,  0.65581,  0.38792,  0.21406, 0.7583616,  5.967759e-01,  2.085139e+00,  2.174111e+00,  2.209672e+00,  2.280099e+00,  3.615323e+00,   4.346037 ,  4.080322e+00,  6.621025e+00,   8.860339,  8.410826e+00, 'spiral')\n",
            " ( 1.97849,  0.94538,  0.42548,  0.36429, 0.8100556,  2.426939e+00,  2.351504e+00,  2.386984e+00,  2.392535e+00,  2.389841e+00,  5.425889e+00,   3.763301 ,  3.556883e+00,  1.575810e+01,  13.16401 ,  1.281335e+01, 'elliptical')\n",
            " ( 1.34058,  0.55057,  0.32067,  0.17534, 0.8799775,  2.117725e+00,  2.168014e+00,  2.218224e+00,  2.242597e+00,  2.213958e+00,  5.910011e+00,   7.001108 ,  5.169330e+00,  9.021956e+00,  12.56081 ,  8.077212e+00, 'spiral')\n",
            " ( 1.09544,  0.27188,  0.13663,  0.04344, 0.4178201,  2.381492e+00,  2.385185e+00,  2.381312e+00,  2.336937e+00,  2.347853e+00,  3.701102e+00,   4.582385 ,  4.223368e+00,  9.012234e+00,  11.52607 ,  9.206115e+00, 'merger')\n",
            " ( 1.94813,  0.87435,  0.40534,  0.32253, 0.9222769,  2.378635e+00,  2.443317e+00,  2.460447e+00,  2.479161e+00,  2.469637e+00,  3.720926e+00,   4.380897 ,  4.252219e+00,  9.762900e+00,  13.8597  ,  1.367147e+01, 'elliptical')\n",
            " ( 1.3411 ,  0.64719,  0.33467,  0.2011 , 0.4882304,  2.167428e+00,  2.180869e+00,  2.357647e+00,  2.369919e+00,  2.414510e+00,  5.963836e+00,   4.725285 ,  4.107449e+00,  1.021750e+01,  10.12839 ,  8.266510e+00, 'spiral')\n",
            " ( 1.94499,  0.87702,  0.40004,  0.28938, 0.7821317,  2.376457e+00,  2.370467e+00,  2.381780e+00,  2.387929e+00,  2.366322e+00,  2.874801e+00,   2.492663 ,  2.406012e+00,  8.959517e+00,   8.272216,  8.081327e+00, 'elliptical')\n",
            " ( 1.86286,  1.09977,  0.43601,  0.31068, 0.8036737,  5.729846e-01,  2.406075e+00,  2.433018e+00,  2.416306e+00,  2.410629e+00,  5.177075e+00,   2.785696 ,  2.689854e+00,  1.117035e+01,   8.378417,  8.432577e+00, 'elliptical')\n",
            " ( 1.27696,  0.78855,  0.5163 ,  0.29987, 0.2999923,  2.216066e+00,  2.168163e+00,  2.252368e+00,  2.261225e+00,  2.232594e+00,  2.173583e+00,   1.940719 ,  1.628591e+00,  5.907200e+00,   4.951893,  4.133596e+00, 'merger')\n",
            " ( 1.64882,  0.76779,  0.42368,  0.30637, 0.5240567,  2.238583e+00,  2.376294e+00,  2.432066e+00,  2.455069e+00,  2.456708e+00,  7.451455e+00,   6.089094 ,  5.965306e+00,  1.593859e+01,  13.42723 ,  1.444896e+01, 'spiral')\n",
            " ( 1.19915,  0.48648,  0.3633 ,  0.15964, 0.2602039,  2.174046e+00,  2.302004e+00,  2.321257e+00,  2.325640e+00,  2.340550e+00,  1.522231e+00,   1.931512 ,  1.828137e+00,  3.564618e+00,   4.858935,  4.210538e+00, 'merger')\n",
            " ( 1.89824,  0.81779,  0.4034 ,  0.32242, 0.6455118,  2.350191e+00,  2.352591e+00,  2.351647e+00,  2.362895e+00,  2.355751e+00,  5.264699e+00,   4.668439 ,  4.272126e+00,  1.708288e+01,  15.95096 ,  1.510629e+01, 'elliptical')\n",
            " (-8.20235,  0.8917 ,  1.39084, -0.5653 , 0.3998958,  2.387503e+00, -9.999000e+03, -9.999000e+03, -9.999000e+03, -9.999000e+03,  6.113338e+01, 134.3947   ,  8.922009e+01,  1.012977e+02, 162.4281  ,  1.165357e+02, 'merger')\n",
            " ( 1.96382,  0.91973,  0.44171,  0.31256, 0.7644914,  2.426903e+00,  2.431451e+00,  2.450002e+00,  2.460806e+00,  2.437515e+00,  3.396195e+00,   2.908666 ,  2.680825e+00,  1.039881e+01,   9.693644,  9.273183e+00, 'elliptical')\n",
            " ( 1.60342,  0.59436,  0.40837,  0.26337, 0.6656891,  2.136996e+00,  2.130661e+00,  2.235885e+00,  2.264658e+00,  2.290417e+00,  1.778028e+00,   2.892479 ,  2.546764e+00,  2.983699e+00,   8.92583 ,  8.203669e+00, 'merger')\n",
            " ( 1.8614 ,  0.92426,  0.44467,  0.32673, 0.7158997,  2.537529e+00,  2.488539e+00,  2.479747e+00,  2.501537e+00,  2.492492e+00,  8.506751e+00,   6.384458 ,  6.029195e+00,  2.524881e+01,  18.89998 ,  1.794309e+01, 'elliptical')\n",
            " ( 1.37781,  0.56725,  0.35224,  0.22176, 0.7462369,  2.098581e+00,  2.358043e+00,  2.426340e+00,  2.453387e+00,  2.530254e+00,  6.075799e+00,   5.889009 ,  5.401150e+00,  1.201604e+01,  13.2092  ,  1.345084e+01, 'spiral')\n",
            " ( 1.80926,  0.86044,  0.5044 ,  0.35248, 0.8191281,  2.235298e+00,  2.219613e+00,  2.283798e+00,  2.327622e+00,  2.353733e+00,  1.982633e+00,   2.11693  ,  1.842393e+00,  3.860404e+00,   5.631502,  5.163124e+00, 'merger')\n",
            " ( 1.92156,  0.8921 ,  0.41479,  0.34018, 0.6417344,  2.315538e+00,  2.375263e+00,  2.377019e+00,  2.412296e+00,  2.381966e+00,  3.291281e+00,   2.87909  ,  2.699327e+00,  9.854131e+00,   9.848104,  9.654462e+00, 'elliptical')\n",
            " ( 1.42343,  0.6462 ,  0.38162,  0.21845, 0.6776156,  2.142445e+00,  2.264209e+00,  2.286810e+00,  2.307214e+00,  2.302488e+00,  1.602833e+00,   1.995903 ,  1.599373e+00,  3.035124e+00,   4.475286,  3.655859e+00, 'merger')\n",
            " ( 1.51422,  0.79143,  0.48938,  0.4149 , 0.5279154,  2.056123e+00,  2.055964e+00,  2.063201e+00,  2.104309e+00,  2.179036e+00,  1.008658e+01,   9.246612 ,  8.480659e+00,  2.727546e+01,  26.45884 ,  2.589856e+01, 'merger')\n",
            " ( 2.00257,  0.8535 ,  0.36712,  0.33875, 0.8422614,  2.456274e+00,  2.494173e+00,  2.514178e+00,  2.498299e+00,  2.510956e+00,  8.770532e+00,   7.567461 ,  5.831707e+00,  3.123114e+01,  24.34124 ,  1.795851e+01, 'elliptical')\n",
            " ( 1.66374,  0.78949,  0.42065,  0.28342, 0.5888044,  1.802139e+00,  2.163192e+00,  2.235926e+00,  2.268540e+00,  2.288330e+00,  2.964004e+00,   3.942762 ,  3.655106e+00,  4.889751e+00,  10.12132 ,  9.216297e+00, 'merger')\n",
            " ( 0.91376,  0.25204,  0.47183, -0.03936, 0.3713679,  2.232699e+00,  2.334946e+00,  2.354291e+00,  2.396728e+00,  2.383541e+00,  2.467187e+00,   2.51531  ,  1.915106e+00,  9.516891e+00,   7.692704,  6.922144e+00, 'merger')\n",
            " ( 2.10631,  1.30361,  0.46792,  0.37001, 0.8559116,  2.423536e+00,  2.372264e+00,  2.398865e+00,  2.402886e+00,  2.337494e+00,  6.953796e+00,   2.627324 ,  2.555342e+00,  1.165333e+01,   8.078199,  8.038600e+00, 'elliptical')\n",
            " ( 1.13595,  0.72368,  0.42725,  0.26517, 0.7169644,  2.382104e+00,  2.373600e+00,  2.412041e+00,  2.419987e+00,  2.416543e+00,  3.481110e+00,   2.642274 ,  2.207397e+00,  6.982678e+00,   7.112283,  6.421049e+00, 'spiral')\n",
            " ( 1.07672,  0.40162,  0.31614,  0.14211, 0.250009 ,  2.302769e+00,  2.217511e+00,  2.260609e+00,  2.275583e+00,  2.301728e+00,  4.752891e+00,   5.567828 ,  4.769615e+00,  9.933250e+00,  12.85906 ,  1.041503e+01, 'merger')\n",
            " ( 1.02941,  0.48411,  0.30557,  0.25229, 0.5505208,  2.371990e+00,  2.388859e+00,  2.403924e+00,  2.422121e+00,  2.423656e+00,  3.548005e+00,   3.879543 ,  3.506557e+00,  9.556030e+00,  10.95833 ,  1.057209e+01, 'merger')\n",
            " ( 1.43902,  0.65837,  0.35219,  0.26599, 0.706977 ,  2.223077e+00,  2.445315e+00,  2.560616e+00,  2.553036e+00,  2.513907e+00,  7.590743e+00,   7.757045 ,  6.843911e+00,  1.330048e+01,  17.56944 ,  1.587106e+01, 'spiral')\n",
            " ( 1.74747,  0.81397,  0.39501,  0.28523, 0.6863208,  2.364776e+00,  2.370266e+00,  2.353606e+00,  2.370642e+00,  2.344370e+00,  3.884472e+00,   3.361625 ,  3.132669e+00,  1.189853e+01,  11.54141 ,  1.069588e+01, 'elliptical')\n",
            " ( 1.99338,  0.88257,  0.42203,  0.31435, 0.6689536,  2.420928e+00,  2.503071e+00,  2.438525e+00,  2.416280e+00,  2.381931e+00,  3.553281e+00,   4.636871 ,  4.265003e+00,  8.179732e+00,  12.64082 ,  1.148139e+01, 'merger')\n",
            " ( 1.74526,  0.84755,  0.45648,  0.33945, 0.4482751,  2.144437e+00,  2.325891e+00,  2.359190e+00,  2.359857e+00,  2.425203e+00,  5.893588e+00,   4.98745  ,  4.776126e+00,  1.427474e+01,  12.67449 ,  1.371805e+01, 'merger')\n",
            " ( 2.02957,  1.08981,  0.47029,  0.32377, 0.7748551,  2.390928e+00,  2.425563e+00,  2.437447e+00,  2.434392e+00,  2.423038e+00,  1.415021e+00,   2.899432 ,  2.815489e+00,  2.379782e+00,   8.754507,  8.485831e+00, 'elliptical')\n",
            " ( 1.27895,  0.60711,  0.35711,  0.25513, 0.4543553,  2.100321e+00,  2.151605e+00,  2.265351e+00,  2.336313e+00,  2.437366e+00,  7.977013e+00,   6.349555 ,  6.080998e+00,  1.778275e+01,  13.72479 ,  1.438165e+01, 'spiral')\n",
            " ( 1.18828,  0.2345 ,  0.0782 ,  0.12676, 0.5541996,  2.392262e+00,  2.509063e+00,  2.606223e+00,  2.603474e+00,  2.644946e+00,  2.474822e+00,   3.589779 ,  3.453185e+00,  6.843551e+00,   9.527234,  8.677188e+00, 'merger')\n",
            " ( 1.39701,  0.90562,  0.51885,  0.2958 , 0.7840333,  2.519192e+00,  2.501665e+00,  2.465516e+00,  2.436976e+00,  2.460904e+00,  3.033772e+00,   2.237345 ,  2.009252e+00,  5.771684e+00,   5.330086,  5.043399e+00, 'merger')\n",
            " ( 1.9508 ,  0.88949,  0.40561,  0.32002, 0.8957706,  2.444309e+00,  2.463624e+00,  2.439433e+00,  2.424131e+00,  2.404567e+00,  7.495163e+00,   5.190655 ,  4.992559e+00,  2.104732e+01,  15.8792  ,  1.478244e+01, 'elliptical')\n",
            " ( 1.97143,  0.90823,  0.43377,  0.31945, 0.9203284,  2.297996e+00,  2.290915e+00,  2.303771e+00,  2.303662e+00,  2.301102e+00,  2.255090e+00,   1.897599 ,  1.782341e+00,  6.783917e+00,   6.155898,  5.900276e+00, 'merger')\n",
            " ( 1.75722,  0.675  ,  0.39236,  0.28611, 0.6999355,  2.124988e+00,  2.158687e+00,  2.260120e+00,  2.335539e+00,  2.461720e+00,  4.936532e+00,   6.293501 ,  5.697086e+00,  9.992322e+00,  14.87957 ,  1.424903e+01, 'merger')\n",
            " ( 1.66139,  0.7317 ,  0.39228,  0.29978, 0.8654854,  2.067824e+00,  2.246295e+00,  2.417011e+00,  2.465111e+00,  2.535141e+00,  1.033826e+01,   8.150592 ,  7.929339e+00,  2.543705e+01,  16.17967 ,  1.725362e+01, 'spiral')\n",
            " ( 1.70176,  0.74094,  0.40082,  0.2909 , 0.569064 ,  2.088032e+00,  2.231717e+00,  2.306727e+00,  2.348226e+00,  2.341051e+00,  6.274889e+00,   6.493618 ,  6.213332e+00,  1.341832e+01,  14.32926 ,  1.348824e+01, 'spiral')\n",
            " ( 1.41797,  0.8646 ,  0.4002 ,  0.35307, 0.8359015,  2.011354e+00,  2.023669e+00,  2.326873e+00,  2.676343e+00,  2.560389e+00,  5.442954e+00,   4.227347 ,  3.774427e+00,  1.625652e+01,   7.73822 ,  7.865478e+00, 'spiral')\n",
            " ( 1.6945 ,  0.72534,  0.3907 ,  0.24981, 0.869171 ,  2.195662e+00,  2.407150e+00,  2.582757e+00,  2.537745e+00,  2.546919e+00,  6.683692e+00,   5.306222 ,  4.995553e+00,  1.557859e+01,  11.99746 ,  1.296481e+01, 'spiral')\n",
            " ( 1.6811 ,  0.70243,  0.37637,  0.24998, 0.7549148,  2.304444e+00,  2.371210e+00,  2.455079e+00,  2.460861e+00,  2.421185e+00,  7.173869e+00,   9.592639 ,  6.183930e+00,  1.942907e+01,  26.42426 ,  1.745359e+01, 'merger')\n",
            " ( 2.18177,  1.0081 ,  0.42868,  0.2837 , 0.7857103,  2.144222e+00,  2.345958e+00,  2.381939e+00,  2.365664e+00,  2.373902e+00,  2.639623e+00,   3.371831 ,  2.316996e+00,  6.604912e+00,  10.37474 ,  6.585587e+00, 'merger')\n",
            " ( 1.45293,  0.63368,  0.40208,  0.26573, 0.3909295,  2.110849e+00,  2.156260e+00,  2.143514e+00,  2.234040e+00,  2.247642e+00,  1.666188e+00,   1.683902 ,  1.375343e+00,  3.026231e+00,   3.700802,  3.074833e+00, 'merger')\n",
            " ( 1.369  ,  0.63658,  0.34201,  0.23705, 0.8872699,  2.359705e+00,  2.442568e+00,  2.500193e+00,  2.502363e+00,  2.489008e+00,  5.525061e+00,   5.009255 ,  4.813029e+00,  1.069800e+01,  11.26511 ,  1.186027e+01, 'spiral')\n",
            " ( 1.90426,  0.88645,  0.41072,  0.29655, 0.6123837,  2.361025e+00,  2.384229e+00,  2.400331e+00,  2.401162e+00,  2.403618e+00,  3.922631e+00,   3.385265 ,  3.263491e+00,  1.156105e+01,  11.0353  ,  1.125909e+01, 'elliptical')\n",
            " ( 0.9747 ,  0.7024 ,  0.36037,  0.1406 , 0.8747923,  2.073241e+00,  2.202410e+00,  2.418009e+00,  2.419649e+00,  2.335984e+00,  3.167077e+00,   2.748507 ,  2.550584e+00,  9.328518e+00,   5.586672,  5.564988e+00, 'spiral')\n",
            " ( 1.87699,  0.84595,  0.38934,  0.29653, 0.5326071,  2.317108e+00,  2.372314e+00,  2.369607e+00,  2.367765e+00,  2.339614e+00,  2.031513e+00,   2.885416 ,  2.514766e+00,  4.874871e+00,   7.888736,  7.314715e+00, 'merger')\n",
            " ( 2.05876,  1.16716,  0.45311,  0.34442, 0.7978799,  2.313888e+00,  2.431600e+00,  2.426149e+00,  2.429870e+00,  2.436303e+00,  3.710289e+00,   3.744875 ,  3.313678e+00,  6.267799e+00,  11.49    ,  1.057518e+01, 'elliptical')\n",
            " ( 1.58796,  0.76914,  0.37257,  0.26109, 0.7445307,  2.153224e+00,  2.290878e+00,  2.389714e+00,  2.402172e+00,  2.415412e+00,  8.102747e+00,   6.948409 ,  6.713334e+00,  1.453672e+01,  13.65996 ,  1.365840e+01, 'spiral')\n",
            " ( 1.76528,  0.79653,  0.40717,  0.29048, 0.6293741,  2.331733e+00,  2.347768e+00,  2.350692e+00,  2.364634e+00,  2.362493e+00,  4.251416e+00,   2.864695 ,  2.860505e+00,  1.182041e+01,   9.794216,  9.695993e+00, 'elliptical')\n",
            " ( 1.79584,  0.84343,  0.42886,  0.36857, 0.7725333,  2.347408e+00,  2.385617e+00,  2.412899e+00,  2.406567e+00,  2.398586e+00,  4.045274e+00,   4.079396 ,  3.753497e+00,  1.253547e+01,  14.05533 ,  1.376514e+01, 'elliptical')\n",
            " ( 0.93995,  0.44395,  0.42482, -0.01775, 0.3684736,  2.244519e+00,  2.224153e+00,  2.301805e+00,  2.441788e+00,  2.404027e+00,  3.544056e+00,   3.399848 ,  2.770254e+00,  8.133285e+00,   8.744202,  8.116343e+00, 'merger')\n",
            " ( 1.52953,  0.72848,  0.38367,  0.22171, 0.785748 ,  2.055382e+00,  2.202878e+00,  2.369862e+00,  2.446679e+00,  2.562468e+00,  1.175781e+01,  10.6842   ,  9.939709e+00,  2.571683e+01,  20.48201 ,  1.891680e+01, 'spiral')\n",
            " ( 1.09891,  0.47465,  0.47606,  0.09648, 0.4707251,  2.026563e+00,  2.149112e+00,  2.236728e+00,  2.225766e+00,  2.219836e+00,  4.216201e+00,   4.016979 ,  3.648293e+00,  8.100314e+00,   9.161736,  7.762969e+00, 'merger')\n",
            " ( 1.66461,  0.79539,  0.46087,  0.44867, 0.3416949,  2.134203e+00,  2.206235e+00,  2.269020e+00,  2.263680e+00,  2.293989e+00,  3.785553e+00,   4.327103 ,  4.087011e+00,  7.078364e+00,   9.228007,  9.391738e+00, 'merger')\n",
            " ( 1.43007,  0.61305,  0.33917,  0.23564, 0.9003555,  1.799866e+00,  1.964606e+00,  2.061020e+00,  2.104632e+00,  2.154643e+00,  5.939744e+00,   6.156425 ,  5.647259e+00,  9.525945e+00,  10.85058 ,  9.415446e+00, 'spiral')\n",
            " ( 1.23617,  0.50507,  0.26502,  0.21291, 0.8168555,  2.198690e+00,  2.207609e+00,  2.334752e+00,  2.350597e+00,  2.260829e+00,  7.740588e+00,   5.776511 ,  4.831089e+00,  1.931960e+01,  11.38384 ,  9.020439e+00, 'spiral')\n",
            " ( 1.27881,  0.525  ,  0.33234,  0.17919, 0.6559101,  2.159416e+00,  2.256483e+00,  2.356922e+00,  2.407955e+00,  2.382201e+00,  4.829402e+00,   4.324512 ,  3.601582e+00,  1.329154e+01,  10.27751 ,  8.940351e+00, 'spiral')\n",
            " ( 1.43962,  0.63336,  0.42825,  0.37006, 0.3834612,  1.966748e+00,  2.057231e+00,  2.070545e+00,  2.129776e+00,  2.174948e+00,  7.153943e+00,   6.693203 ,  5.461985e+00,  1.216884e+01,  12.19326 ,  9.817919e+00, 'merger')\n",
            " ( 1.83027,  0.84431,  0.39433,  0.3088 , 0.9647063,  2.475909e+00,  2.442293e+00,  2.442839e+00,  2.434965e+00,  2.419468e+00,  9.043689e+00,   5.467977 ,  5.004704e+00,  2.252333e+01,  17.66514 ,  1.714094e+01, 'elliptical')\n",
            " ( 1.33293,  0.59611,  0.35633,  0.17246, 0.9196674,  1.891686e+00,  2.053773e+00,  2.140706e+00,  2.170573e+00,  2.260046e+00,  4.559176e+00,   4.520121 ,  3.982357e+00,  7.877472e+00,   8.789117,  7.658587e+00, 'spiral')\n",
            " ( 2.30115,  1.25239,  0.45633,  0.35594, 0.7647593,  2.325277e+00,  2.382517e+00,  2.405365e+00,  2.412087e+00,  2.427884e+00,  1.760226e+00,   3.990074 ,  3.353854e+00,  5.299535e+00,  13.06029 ,  1.007000e+01, 'elliptical')\n",
            " ( 2.00112,  0.85366,  0.41382,  0.34329, 0.895749 ,  2.289020e+00,  2.294503e+00,  2.305304e+00,  2.311935e+00,  2.292682e+00,  3.101403e+00,   2.173446 ,  2.067973e+00,  8.350348e+00,   7.130474,  6.646123e+00, 'elliptical')\n",
            " ( 1.79584,  0.77826,  0.38629,  0.2615 , 0.8020688,  2.318601e+00,  2.372690e+00,  2.348610e+00,  2.389691e+00,  2.377557e+00,  5.648703e+00,   4.62995  ,  4.290470e+00,  1.448894e+01,  13.31722 ,  1.247246e+01, 'elliptical')\n",
            " ( 1.63687,  0.78913,  0.42021,  0.26416, 0.4294604,  2.201465e+00,  2.327527e+00,  2.383047e+00,  2.379192e+00,  2.388136e+00,  4.067579e+00,   4.187301 ,  4.089880e+00,  7.919016e+00,   9.630763,  9.903768e+00, 'spiral')\n",
            " ( 1.70257,  1.04499,  0.4734 ,  0.34724, 0.7254185,  7.464386e-01,  2.416917e+00,  2.519323e+00,  2.463383e+00,  2.390743e+00,  2.978645e+00,   2.809567 ,  2.268417e+00,  4.820683e+00,   6.296393,  5.213156e+00, 'merger')\n",
            " ( 1.41472,  0.42714,  0.23961,  0.04844, 0.7544166,  2.086163e+00,  2.278139e+00,  2.410202e+00,  2.495115e+00,  2.510297e+00,  6.230497e+00,   7.524538 ,  4.966697e+00,  9.645280e+00,  14.64311 ,  9.502443e+00, 'merger')\n",
            " ( 1.70715,  0.85787,  0.41719,  0.35855, 0.7474952,  2.362299e+00,  2.289818e+00,  2.032506e+00,  2.182156e+00,  2.249287e+00,  3.336207e+00,   3.689725 ,  3.329766e+00,  4.942887e+00,   6.70533 ,  6.078964e+00, 'merger')\n",
            " ( 0.80427, -4.7086 ,  0.43049,  4.87933, 0.4263786,  2.396020e+00,  2.309089e+00, -9.999000e+03, -9.999000e+03,  2.330249e+00,  1.510635e+00,   4.249687 ,  1.123104e+00,  2.912693e+00,   4.891925,  2.271926e+00, 'merger')\n",
            " ( 1.50347,  0.79181,  0.36559,  0.34437, 0.3935306,  1.849036e+00,  2.126662e+00,  2.388707e+00,  2.642732e+00,  2.546462e+00,  4.810486e+00,   6.627991 ,  5.285717e+00,  8.629169e+00,  14.29835 ,  1.270130e+01, 'merger')\n",
            " ( 1.96175,  0.68692,  0.36134,  0.26739, 0.6266975,  1.674344e+00,  2.027378e+00,  2.175792e+00,  2.208407e+00,  2.255738e+00,  1.729802e+00,   2.511719 ,  2.038314e+00,  2.384351e+00,   5.719931,  4.125741e+00, 'spiral')\n",
            " ( 1.49219,  0.67539,  0.38357,  0.25551, 0.949788 ,  2.348988e+00,  2.399554e+00,  2.416743e+00,  2.463991e+00,  2.464553e+00,  4.282581e+00,   3.492575 ,  3.044684e+00,  1.090634e+01,   9.228062,  8.770439e+00, 'spiral')\n",
            " ( 1.9629 ,  0.92085,  0.4192 ,  0.3115 , 0.744324 ,  6.475722e-01,  2.494824e+00,  2.642474e+00,  2.591214e+00,  2.524805e+00,  4.336878e+00,   5.973393 ,  4.527926e+00,  7.143555e+00,  12.71106 ,  9.592634e+00, 'spiral')\n",
            " ( 0.75462,  0.34065,  0.20501,  0.20627, 0.5717658,  2.215555e+00,  2.305930e+00,  2.294173e+00,  2.279829e+00,  2.280787e+00,  3.091000e+00,   4.214952 ,  4.272161e+00,  9.425062e+00,  12.26715 ,  1.231495e+01, 'merger')\n",
            " ( 2.00543,  0.91809,  0.41881,  0.30837, 0.8383012,  2.357323e+00,  2.362319e+00,  2.393031e+00,  2.390912e+00,  2.372871e+00,  2.769948e+00,   2.518723 ,  2.409891e+00,  8.570746e+00,   8.200273,  7.588621e+00, 'elliptical')\n",
            " ( 1.8926 ,  0.91244,  0.45616,  0.26881, 0.4000014,  5.878060e-01,  2.265762e+00,  2.220227e+00,  2.258090e+00,  2.192399e+00,  2.120813e+00,   4.372939 ,  2.529308e+00,  3.708065e+00,  11.92393 ,  7.415026e+00, 'merger')\n",
            " ( 1.94496,  0.92673,  0.46278,  0.35734, 0.6593674,  2.570003e+00,  2.581438e+00,  2.565573e+00,  2.549786e+00,  2.524208e+00,  9.103419e+00,   5.899868 ,  5.011887e+00,  2.075426e+01,  15.0027  ,  1.260966e+01, 'merger')\n",
            " ( 1.4721 ,  0.68252,  0.36481,  0.2817 , 0.8605025,  1.938927e+00,  2.187377e+00,  2.423657e+00,  2.464966e+00,  2.473414e+00,  3.823733e+00,   3.442721 ,  3.218964e+00,  6.355387e+00,   6.86369 ,  6.406072e+00, 'spiral')\n",
            " ( 1.54313,  0.7679 ,  0.36488,  0.30687, 0.5781136,  2.222812e+00,  2.239348e+00,  2.340478e+00,  2.383308e+00,  2.448309e+00,  6.028032e+00,   5.556737 ,  5.362679e+00,  9.984623e+00,  10.72217 ,  1.043207e+01, 'spiral')\n",
            " ( 1.58228,  0.69539,  0.34146,  0.30405, 0.7094163,  2.270891e+00,  2.430160e+00,  2.500453e+00,  2.547010e+00,  2.504562e+00,  5.834299e+00,   4.03724  ,  3.613708e+00,  1.497351e+01,  12.93871 ,  1.182767e+01, 'spiral')\n",
            " ( 1.48009,  0.69444,  0.37286,  0.30728, 0.6818611,  2.106732e+00,  2.174606e+00,  2.255050e+00,  2.288810e+00,  2.284893e+00,  7.639889e+00,   6.825394 ,  6.365196e+00,  1.452031e+01,  13.7557  ,  1.231389e+01, 'spiral')\n",
            " ( 1.4062 ,  0.7181 ,  0.35032,  0.28746, 0.49046  ,  2.076964e+00,  2.372052e+00,  2.495911e+00,  2.513824e+00,  2.509804e+00,  1.099968e+01,   8.891595 ,  8.570743e+00,  3.025347e+01,  23.45277 ,  2.741889e+01, 'spiral')\n",
            " ( 1.74259,  0.86085,  0.44927,  0.28851, 0.7498125,  2.031566e+00,  2.084156e+00,  2.092272e+00,  2.124075e+00,  2.133154e+00,  1.430436e+00,   1.422533 ,  1.385727e+00,  3.732712e+00,   3.416921,  3.330347e+00, 'merger')\n",
            " ( 1.93809,  0.84329,  0.3716 ,  0.32695, 0.4930519,  2.335632e+00,  2.340689e+00,  2.411614e+00,  2.425950e+00,  2.406784e+00,  2.499622e+00,   2.266479 ,  2.134138e+00,  6.812368e+00,   6.208226,  5.801709e+00, 'merger')\n",
            " ( 1.21524,  0.33619,  0.25095, -0.05279, 0.855381 ,  2.157057e+00,  2.375920e+00,  2.418259e+00,  2.417013e+00,  2.345510e+00,  3.958323e+00,   4.800769 ,  2.131068e+00,  7.061779e+00,  10.16938 ,  3.586359e+00, 'spiral')\n",
            " ( 1.03433,  0.58354,  0.36266,  0.21091, 0.8597836,  2.492940e+00,  2.593929e+00,  2.592173e+00,  2.625249e+00,  2.591556e+00,  2.980072e+00,   2.808382 ,  2.336223e+00,  6.568023e+00,   6.453296,  5.181234e+00, 'spiral')\n",
            " ( 1.60844,  0.75164,  0.38429,  0.2769 , 0.88749  ,  2.351232e+00,  2.416625e+00,  2.493055e+00,  2.539997e+00,  2.576402e+00,  8.299552e+00,   9.057893 ,  8.198878e+00,  1.686526e+01,  19.75621 ,  1.844698e+01, 'spiral')\n",
            " ( 0.35784, -0.14174,  0.12778,  0.07674, 0.5060971,  2.138951e+00,  2.148507e+00,  2.141251e+00,  2.147352e+00,  2.142195e+00,  1.754835e+00,   2.236503 ,  2.227514e+00,  6.901978e+00,   9.332506,  9.225747e+00, 'merger')\n",
            " ( 2.45508,  1.11303,  0.44865,  0.33632, 0.938206 ,  8.015894e-01,  2.361695e+00,  2.361457e+00,  2.369194e+00,  2.350922e+00,  1.838884e+00,   2.492459 ,  2.066843e+00,  3.470505e+00,   8.017901,  6.225004e+00, 'merger')\n",
            " ( 1.35687,  0.57714,  0.41048,  0.26257, 0.7286203,  2.177524e+00,  2.181266e+00,  2.279946e+00,  2.352793e+00,  2.350401e+00,  2.894876e+00,   2.560188 ,  1.992812e+00,  8.002813e+00,   7.840875,  5.822539e+00, 'merger')\n",
            " ( 1.85873,  0.90795,  0.41666,  0.32479, 0.8357707,  2.252961e+00,  2.362565e+00,  2.392317e+00,  2.397393e+00,  2.389988e+00,  2.667027e+00,   2.339477 ,  2.396333e+00,  6.976350e+00,   7.513739,  7.611449e+00, 'elliptical')\n",
            " ( 1.26268,  0.57226,  0.35332,  0.22943, 0.7463812,  2.305719e+00,  2.325305e+00,  2.346609e+00,  2.350585e+00,  2.373500e+00,  4.896542e+00,   4.618351 ,  4.043545e+00,  9.777391e+00,  10.25192 ,  8.707679e+00, 'spiral')\n",
            " ( 1.89846,  0.91672,  0.4307 ,  0.3706 , 0.7273707,  2.392329e+00,  2.427387e+00,  2.435683e+00,  2.469096e+00,  2.459390e+00,  5.938925e+00,   4.352786 ,  3.972849e+00,  1.748304e+01,  13.80621 ,  1.396093e+01, 'elliptical')\n",
            " ( 1.56774,  0.73529,  0.38169,  0.26286, 0.7597971,  2.070063e+00,  2.355005e+00,  2.557940e+00,  2.604121e+00,  2.609203e+00,  4.379187e+00,   4.252636 ,  3.804307e+00,  7.856957e+00,   8.674047,  7.659415e+00, 'spiral')\n",
            " ( 1.86495,  0.87985,  0.41568,  0.31956, 0.9319268,  2.439371e+00,  2.405022e+00,  2.445652e+00,  2.458221e+00,  2.423273e+00,  5.745497e+00,   3.62015  ,  3.564533e+00,  1.436475e+01,  11.70868 ,  1.183424e+01, 'elliptical')\n",
            " ( 1.90945,  0.79917,  0.39544,  0.32085, 0.9260558,  2.344847e+00,  2.326917e+00,  2.368691e+00,  2.360066e+00,  2.363612e+00,  4.919879e+00,   3.189452 ,  2.910916e+00,  1.060780e+01,  10.64015 ,  9.240825e+00, 'elliptical')\n",
            " ( 1.83376,  0.77677,  0.35024,  0.32944, 0.9188477,  2.392527e+00,  2.404022e+00,  2.406507e+00,  2.407320e+00,  2.402208e+00,  3.512275e+00,   3.188545 ,  3.043310e+00,  1.105597e+01,   9.654565,  9.246809e+00, 'elliptical')\n",
            " ( 1.42402,  0.6276 ,  0.41091,  0.28864, 0.2818159,  2.187026e+00,  2.189979e+00,  2.234580e+00,  2.282442e+00,  2.313371e+00,  4.389380e+00,   3.55761  ,  2.875473e+00,  1.003691e+01,   9.400849,  8.238087e+00, 'merger')\n",
            " ( 1.14767,  0.56772,  0.3372 ,  0.15317, 0.8527295,  2.146245e+00,  2.198689e+00,  2.337531e+00,  2.354750e+00,  2.390330e+00,  4.346683e+00,   4.322386 ,  3.364251e+00,  9.232121e+00,   8.825583,  6.073168e+00, 'spiral')\n",
            " ( 1.6546 ,  0.49453,  0.31915, -0.35938, 0.8829378,  2.247675e+00,  2.425723e+00,  2.447544e+00,  2.485059e+00,  2.505994e+00,  8.394969e+00,  10.69195  ,  5.045566e+00,  1.900250e+01,  25.9916  ,  1.017344e+01, 'spiral')\n",
            " ( 1.54704,  0.62931,  0.3485 ,  0.18907, 0.6901935,  2.270702e+00,  2.329287e+00,  2.415518e+00,  2.433104e+00,  2.445220e+00,  1.534161e+01,  13.41565  ,  1.240569e+01,  3.615997e+01,  27.34726 ,  2.575659e+01, 'spiral')\n",
            " ( 1.74904,  0.8132 ,  0.36294,  0.30315, 0.6039394,  2.259547e+00,  2.295870e+00,  2.299248e+00,  2.311126e+00,  2.311980e+00,  2.435271e+00,   1.923066 ,  1.950999e+00,  6.824725e+00,   6.328269,  6.282931e+00, 'elliptical')\n",
            " ( 1.63865,  1.00519,  0.52751,  0.22614, 0.9164166,  2.391569e+00,  2.330681e+00,  2.395249e+00,  2.388363e+00,  2.330472e+00,  3.532859e+00,   2.980104 ,  2.846875e+00,  1.295700e+01,   9.494602,  8.640429e+00, 'elliptical')\n",
            " ( 1.99217,  0.94311,  0.42137,  0.34267, 0.8526142,  2.197115e+00,  2.319367e+00,  2.328770e+00,  2.343578e+00,  2.305382e+00,  2.795455e+00,   2.116915 ,  2.055489e+00,  7.473917e+00,   6.969852,  6.720471e+00, 'elliptical')\n",
            " ( 1.96249,  0.91292,  0.43239,  0.33662, 0.8067249,  2.335302e+00,  2.368467e+00,  2.375820e+00,  2.401731e+00,  2.407242e+00,  2.855411e+00,   2.574591 ,  2.538303e+00,  9.478178e+00,   8.164747,  8.280890e+00, 'elliptical')\n",
            " ( 1.33373,  0.69389,  0.4038 ,  0.32293, 0.4806822,  1.856700e+00,  1.979848e+00,  2.063454e+00,  2.103738e+00,  2.155008e+00,  3.330467e+00,   3.157335 ,  3.051267e+00,  8.651975e+00,   6.704934,  6.818636e+00, 'merger')\n",
            " ( 1.77547,  0.75277,  0.37922,  0.22338, 0.7099783,  2.302489e+00,  2.418097e+00,  2.494434e+00,  2.518643e+00,  2.517411e+00,  1.057258e+01,  11.52537  ,  1.016430e+01,  2.093757e+01,  26.2776  ,  2.577234e+01, 'spiral')\n",
            " ( 1.0819 ,  0.56548,  0.3103 ,  0.1701 , 0.5524524,  2.221899e+00,  2.237159e+00,  2.316858e+00,  2.397010e+00,  2.436815e+00,  4.156546e+00,   3.601315 ,  2.870958e+00,  8.626280e+00,   6.76549 ,  5.201666e+00, 'spiral')\n",
            " ( 1.36383,  0.79583,  0.39426,  0.21578, 0.9275872,  1.790186e+00,  2.135755e+00,  2.313493e+00,  2.405625e+00,  2.516606e+00,  4.626054e+00,   5.332902 ,  3.970801e+00,  6.977180e+00,   9.988969,  7.053171e+00, 'spiral')\n",
            " ( 1.90407,  0.85237,  0.40561,  0.32506, 0.8193933,  2.508687e+00,  2.433900e+00,  2.428914e+00,  2.421668e+00,  2.410482e+00,  5.021898e+00,   4.924489 ,  4.617844e+00,  1.613846e+01,  16.16968 ,  1.577400e+01, 'elliptical')\n",
            " ( 1.22533,  0.56836,  0.381  ,  0.28941, 0.5384037,  2.297509e+00,  2.364565e+00,  2.345443e+00,  2.361897e+00,  2.315358e+00,  2.870364e+00,   3.978974 ,  2.919336e+00,  8.273991e+00,  12.23954 ,  9.334108e+00, 'merger')\n",
            " ( 1.64601,  0.81335,  0.53002,  0.3125 , 0.5247679,  2.513187e+00,  2.297061e+00,  2.272396e+00,  2.283953e+00,  2.256773e+00,  4.977104e+00,   2.260349 ,  1.750083e+00,  1.002555e+01,   7.077693,  5.764951e+00, 'merger')\n",
            " ( 1.85029,  0.93608,  0.41236,  0.32778, 0.9692556,  2.343849e+00,  2.376152e+00,  2.379645e+00,  2.393060e+00,  2.411128e+00,  3.469394e+00,   2.852313 ,  2.772697e+00,  1.109036e+01,   9.686889,  9.520570e+00, 'elliptical')\n",
            " ( 1.97871,  1.02908,  0.41819,  0.34289, 0.717513 ,  2.386281e+00,  2.417527e+00,  2.436079e+00,  2.435384e+00,  2.420893e+00,  9.759504e+00,   4.736739 ,  4.161328e+00,  1.990082e+01,  15.3747  ,  1.485557e+01, 'elliptical')\n",
            " ( 1.55474,  0.70975,  0.36683,  0.34763, 0.7938403,  2.226845e+00,  2.399659e+00,  2.658974e+00,  2.635773e+00,  2.607340e+00,  1.356647e+01,  10.52854  ,  1.043683e+01,  3.213466e+01,  24.28628 ,  2.602664e+01, 'spiral')\n",
            " ( 1.98799,  0.99956,  0.42696,  0.36499, 0.8673887,  2.380038e+00,  2.314563e+00,  2.373675e+00,  2.359678e+00,  2.355044e+00,  2.621158e+00,   2.525896 ,  2.594247e+00,  5.187862e+00,   7.827496,  7.959360e+00, 'elliptical')\n",
            " ( 1.49954,  0.90645,  0.49928,  0.28149, 0.5225258,  2.293606e+00,  2.323294e+00,  2.427155e+00,  2.473767e+00,  2.460717e+00,  2.739380e+00,   2.964351 ,  2.443051e+00,  1.185156e+01,   7.8421  ,  6.288342e+00, 'merger')\n",
            " ( 1.57243,  0.86169,  0.38535,  0.33959, 0.5500134,  2.078264e+00,  2.309058e+00,  2.482953e+00,  2.519997e+00,  2.506818e+00,  4.495601e+00,   4.10545  ,  3.777833e+00,  8.533053e+00,   8.864435,  8.220874e+00, 'spiral')\n",
            " ( 1.66392,  0.88208,  0.4619 ,  0.31718, 0.9024072,  2.383254e+00,  2.387277e+00,  2.347325e+00,  2.342885e+00,  2.311050e+00,  2.537970e+00,   2.249554 ,  1.923997e+00,  6.810820e+00,   6.389096,  5.295961e+00, 'merger')\n",
            " ( 1.24234,  0.60066,  0.35476,  0.19062, 0.4915952,  2.015329e+00,  2.126889e+00,  2.202810e+00,  2.206610e+00,  2.224839e+00,  2.872363e+00,   2.695507 ,  2.370831e+00,  5.877938e+00,   6.107678,  5.211036e+00, 'spiral')\n",
            " ( 0.86042,  0.325  ,  0.33042,  0.02946, 0.5413434,  2.171643e+00,  2.282740e+00,  2.315075e+00,  2.356655e+00,  2.309742e+00,  1.719333e+00,   2.544573 ,  2.095762e+00,  5.972683e+00,   7.432917,  6.135105e+00, 'merger')\n",
            " ( 1.98381,  0.93282,  0.4329 ,  0.29873, 0.7083975,  2.508305e+00,  2.511304e+00,  2.528247e+00,  2.518525e+00,  2.547131e+00,  1.843167e+01,   9.212657 ,  8.025188e+00,  4.085761e+01,  28.99746 ,  2.789042e+01, 'elliptical')\n",
            " ( 1.86932,  1.09569,  0.48171,  0.39278, 0.6630546,  2.368093e+00,  2.354232e+00,  2.315377e+00,  2.310094e+00,  2.273230e+00,  2.544502e+00,   2.321402 ,  2.203988e+00,  8.452040e+00,   7.603303,  7.513976e+00, 'elliptical')\n",
            " ( 1.8745 ,  1.00868,  0.42585,  0.34118, 0.8157371,  2.358852e+00,  2.430175e+00,  2.411882e+00,  2.427287e+00,  2.411810e+00,  8.322834e+00,   5.22114  ,  4.415567e+00,  2.187016e+01,  17.67168 ,  1.503050e+01, 'elliptical')\n",
            " ( 1.75222,  0.83006,  0.49938,  0.30764, 0.4608794,  2.304090e+00,  2.504139e+00,  2.478551e+00,  2.446751e+00,  2.404042e+00,  5.234330e+00,   4.459234 ,  3.517140e+00,  1.568331e+01,  14.31879 ,  1.139875e+01, 'merger')\n",
            " ( 1.95584,  0.84675,  0.43053,  0.35433, 0.8933201,  2.419020e+00,  2.462600e+00,  2.458133e+00,  2.433532e+00,  2.436524e+00,  4.812139e+00,   4.01769  ,  3.664149e+00,  1.268628e+01,  11.74732 ,  1.059579e+01, 'elliptical')\n",
            " ( 1.88772,  0.85597,  0.41393,  0.32151, 0.7595831,  2.337907e+00,  2.346255e+00,  2.359940e+00,  2.361717e+00,  2.357031e+00,  4.414327e+00,   3.173197 ,  3.028017e+00,  1.174307e+01,  10.94257 ,  1.032809e+01, 'elliptical')\n",
            " ( 2.07372,  0.97257,  0.42555,  0.34114, 0.9023226,  2.267603e+00,  2.364058e+00,  2.369348e+00,  2.398286e+00,  2.392836e+00,  4.880712e+00,   3.057452 ,  2.652165e+00,  1.215155e+01,   9.918517,  9.189574e+00, 'elliptical')\n",
            " ( 1.15531,  0.66204,  0.39361,  0.29555, 0.5082247,  2.081597e+00,  2.148627e+00,  2.187178e+00,  2.205597e+00,  2.196648e+00,  1.565098e+00,   2.006998 ,  1.933623e+00,  3.752278e+00,   5.590686,  5.120327e+00, 'merger')\n",
            " ( 1.4801 ,  0.77873,  0.39564,  0.27077, 0.6437216,  2.253789e+00,  2.495352e+00,  2.661496e+00,  2.672565e+00,  2.558978e+00,  4.532952e+00,   4.316014 ,  3.559066e+00,  8.073493e+00,   9.614533,  7.451995e+00, 'spiral')\n",
            " ( 1.8527 ,  0.8085 ,  0.39505,  0.3007 , 0.9041197,  2.377780e+00,  2.454148e+00,  2.479354e+00,  2.459246e+00,  2.464902e+00,  4.437196e+00,   3.845906 ,  3.637085e+00,  1.382267e+01,  12.42157 ,  1.184710e+01, 'elliptical')\n",
            " ( 1.68245,  0.83626,  0.41557,  0.38666, 0.5221023,  2.098836e+00,  2.356105e+00,  2.526096e+00,  2.583786e+00,  2.601254e+00,  9.882698e+00,  11.98442  ,  1.102906e+01,  2.067363e+01,  30.57937 ,  3.036592e+01, 'spiral')\n",
            " ( 2.02283,  0.82338,  0.39969,  0.31476, 0.9310027,  2.280184e+00,  2.328354e+00,  2.340500e+00,  2.353097e+00,  2.329406e+00,  2.085706e+00,   2.960347 ,  2.731901e+00,  5.004553e+00,   9.734976,  9.249125e+00, 'elliptical')\n",
            " ( 1.1361 ,  0.38656,  0.21308,  0.21193, 0.700258 ,  2.330554e+00,  2.291215e+00,  2.352769e+00,  2.367876e+00,  2.376606e+00,  3.772992e+00,   3.969891 ,  4.170350e+00,  7.630075e+00,   8.207405,  9.006463e+00, 'spiral')\n",
            " ( 1.90182,  1.03126,  0.44915,  0.36805, 0.8001   ,  2.069916e+00,  2.263783e+00,  2.264139e+00,  2.251233e+00,  2.267831e+00,  1.246354e+00,   1.5814   ,  1.434154e+00,  2.384148e+00,   5.104391,  4.760215e+00, 'merger')\n",
            " ( 1.11155,  0.40654,  0.26379,  0.18048, 0.8236016,  2.171115e+00,  2.282683e+00,  2.361444e+00,  2.395195e+00,  2.350631e+00,  4.327832e+00,   4.091759 ,  3.629994e+00,  9.344942e+00,   9.503328,  7.558041e+00, 'spiral')\n",
            " ( 1.81948,  0.81683,  0.37621,  0.31289, 0.8060013,  2.380842e+00,  2.349751e+00,  2.394020e+00,  2.390875e+00,  2.375787e+00,  2.870977e+00,   2.566803 ,  2.436206e+00,  8.803168e+00,   8.132078,  8.084608e+00, 'elliptical')\n",
            " ( 1.56972,  0.63443,  0.34753,  0.15197, 0.9153405,  2.352859e+00,  2.433820e+00,  2.471458e+00,  2.509777e+00,  2.517170e+00,  9.588296e+00,   8.813774 ,  7.456224e+00,  2.164546e+01,  22.48861 ,  2.018850e+01, 'spiral')\n",
            " ( 1.75892,  0.80845,  0.41011,  0.28237, 0.7695855,  2.390742e+00,  2.381510e+00,  2.390103e+00,  2.382688e+00,  2.375574e+00,  5.192441e+00,   3.92009  ,  3.768394e+00,  1.509610e+01,  13.46257 ,  1.305396e+01, 'elliptical')\n",
            " ( 1.52396,  0.62617,  0.34058,  0.21532, 0.8767955,  2.203575e+00,  2.323762e+00,  2.367893e+00,  2.403771e+00,  2.445235e+00,  3.390103e+00,   3.44784  ,  3.409774e+00,  7.231434e+00,   8.8537  ,  9.309018e+00, 'spiral')\n",
            " ( 1.28582,  0.66175,  0.35215,  0.25909, 0.9728144,  2.104283e+00,  2.152670e+00,  2.254493e+00,  2.318748e+00,  2.329646e+00,  5.246943e+00,   4.66627  ,  4.193471e+00,  1.007866e+01,   8.690618,  7.833712e+00, 'spiral')\n",
            " ( 1.68773,  0.90981,  0.49224,  0.3524 , 0.3500577,  2.253678e+00,  2.226278e+00,  2.300386e+00,  2.443003e+00,  2.449270e+00,  1.654327e+00,   1.997756 ,  1.897762e+00,  2.912196e+00,   5.140377,  5.053546e+00, 'merger')\n",
            " ( 1.6669 ,  0.76394,  0.4221 ,  0.30707, 0.4086453,  2.101704e+00,  2.138011e+00,  2.174842e+00,  2.182906e+00,  2.204294e+00,  2.340428e+00,   2.645069 ,  2.496627e+00,  7.417480e+00,   8.036033,  8.589920e+00, 'merger')\n",
            " ( 1.20084,  0.51456,  0.30845,  0.19322, 0.9002025,  2.190436e+00,  2.301276e+00,  2.440513e+00,  2.486873e+00,  2.511316e+00,  5.562952e+00,   4.590205 ,  4.140834e+00,  1.077225e+01,   9.833066,  9.066450e+00, 'spiral')\n",
            " ( 1.35244,  0.66513,  0.38297,  0.25984, 0.52019  ,  2.209104e+00,  2.243723e+00,  2.344066e+00,  2.374009e+00,  2.373887e+00,  1.444480e+01,  10.53699  ,  9.360320e+00,  3.613999e+01,  25.24538 ,  2.285042e+01, 'spiral')\n",
            " ( 1.33313,  0.66142,  0.3779 ,  0.32077, 0.5163998,  2.209382e+00,  2.247081e+00,  2.433564e+00,  2.456159e+00,  2.470881e+00,  4.470890e+00,   3.427762 ,  2.774273e+00,  9.550016e+00,   7.463025,  5.896668e+00, 'spiral')\n",
            " ( 1.92302,  0.92581,  0.40007,  0.34945, 0.7750801,  2.451854e+00,  2.376309e+00,  2.391045e+00,  2.414250e+00,  2.377393e+00,  3.273369e+00,   3.025038 ,  2.891787e+00,  1.125256e+01,   9.868087,  9.006919e+00, 'elliptical')\n",
            " ( 1.8184 ,  0.8624 ,  0.41046,  0.33681, 0.8559797,  2.371951e+00,  2.362903e+00,  2.362245e+00,  2.374998e+00,  2.373485e+00,  4.325008e+00,   2.78003  ,  2.718714e+00,  1.120313e+01,   9.298177,  9.196829e+00, 'elliptical')\n",
            " ( 1.99932,  0.86633,  0.41565,  0.3106 , 0.8121042,  2.396760e+00,  2.402446e+00,  2.386635e+00,  2.393298e+00,  2.367324e+00,  4.234824e+00,   3.142914 ,  2.893892e+00,  1.155649e+01,  10.20097 ,  9.461610e+00, 'elliptical')\n",
            " ( 1.887  ,  0.91389,  0.42966,  0.33585, 0.8934712,  2.481992e+00,  2.398008e+00,  2.375516e+00,  2.399675e+00,  2.371947e+00,  3.969231e+00,   2.963279 ,  2.775381e+00,  9.591641e+00,   9.138606,  8.750672e+00, 'elliptical')\n",
            " ( 1.29532,  0.60715,  0.34531,  0.2358 , 0.7933671,  2.038728e+00,  2.154987e+00,  2.281856e+00,  2.340557e+00,  2.418694e+00,  6.942129e+00,   5.918982 ,  5.477466e+00,  1.562546e+01,  12.66558 ,  1.257526e+01, 'spiral')\n",
            " ( 1.18956,  0.5412 ,  0.30246,  0.15805, 0.9063014,  5.349604e-01,  2.025718e+00,  2.130922e+00,  2.196322e+00,  2.283331e+00,  8.506415e+00,   8.89994  ,  8.187591e+00,  1.454931e+01,  16.29082 ,  1.511619e+01, 'spiral')\n",
            " ( 1.87671,  0.89673,  0.38519,  0.31653, 0.6385943,  2.416497e+00,  2.405169e+00,  2.417677e+00,  2.415623e+00,  2.420278e+00,  2.907720e+00,   3.323207 ,  2.979024e+00,  8.129441e+00,  10.74474 ,  9.719277e+00, 'elliptical')\n",
            " ( 2.00844,  0.87277,  0.41538,  0.33459, 0.7388234,  2.461284e+00,  2.363472e+00,  2.368305e+00,  2.379249e+00,  2.362986e+00,  3.020048e+00,   2.709185 ,  2.478567e+00,  1.007498e+01,   8.574162,  7.826401e+00, 'elliptical')\n",
            " ( 1.73236,  0.86691,  0.38861,  0.3514 , 0.8909362,  2.070508e+00,  2.406470e+00,  2.636605e+00,  2.728628e+00,  2.717607e+00,  6.096132e+00,   4.863008 ,  4.463229e+00,  1.132793e+01,  10.09367 ,  1.001099e+01, 'spiral')\n",
            " ( 1.87057,  0.79408,  0.37668,  0.29819, 0.7930467,  2.399534e+00,  2.380528e+00,  2.390602e+00,  2.381958e+00,  2.406777e+00,  3.548307e+00,   2.97602  ,  2.773851e+00,  1.075948e+01,   9.857406,  9.466365e+00, 'elliptical')\n",
            " ( 2.06669,  0.95026,  0.40242,  0.30812, 0.7093796,  2.421611e+00,  2.451655e+00,  2.444558e+00,  2.467548e+00,  2.427377e+00,  4.254813e+00,   6.889492 ,  6.103878e+00,  9.748809e+00,  21.09004 ,  1.846228e+01, 'elliptical')\n",
            " ( 1.90134,  1.0056 ,  0.45941,  0.38618, 0.8774665,  2.630083e+00,  2.438010e+00,  2.421621e+00,  2.425622e+00,  2.396759e+00,  3.890213e+00,   3.254126 ,  2.748095e+00,  1.281753e+01,   9.945587,  8.934119e+00, 'elliptical')\n",
            " ( 1.82052,  0.75731,  0.401  ,  0.25308, 0.8356549,  2.481797e+00,  2.480748e+00,  2.462401e+00,  2.446153e+00,  2.489191e+00,  7.704226e+00,   6.56777  ,  6.203154e+00,  2.335582e+01,  21.2868  ,  2.065794e+01, 'elliptical')\n",
            " ( 1.92181,  0.91974,  0.41321,  0.312  , 0.7250559,  2.474488e+00,  2.440215e+00,  2.442940e+00,  2.441271e+00,  2.445905e+00,  4.279113e+00,   4.174338 ,  4.066437e+00,  1.221055e+01,  13.20871 ,  1.337990e+01, 'elliptical')\n",
            " ( 1.94874,  0.97652,  0.39376,  0.308  , 0.7448528,  2.287926e+00,  2.404661e+00,  2.409631e+00,  2.418432e+00,  2.431271e+00,  4.822333e+00,   3.493365 ,  2.448823e+00,  1.342202e+01,  10.50067 ,  6.706942e+00, 'elliptical')\n",
            " ( 1.94076,  0.97775,  0.42583,  0.31937, 0.6292701,  2.533793e+00,  2.515514e+00,  2.464238e+00,  2.440832e+00,  2.374714e+00,  1.645126e+00,   4.336073 ,  2.182222e+00,  2.352708e+00,  11.8987  ,  6.724877e+00, 'merger')\n",
            " ( 1.56782,  0.74801,  0.40532,  0.29906, 0.8745437,  1.813469e+00,  2.173895e+00,  2.449557e+00,  2.580303e+00,  2.638444e+00,  5.851437e+00,   5.592288 ,  5.136176e+00,  9.573945e+00,  11.19263 ,  1.060341e+01, 'spiral')\n",
            " ( 1.87868,  0.77275,  0.72973,  0.20858, 0.7000375,  2.182278e+00,  2.197566e+00,  2.351795e+00,  2.349249e+00,  2.496524e+00,  2.496615e+00,   3.229827 ,  2.916711e+00,  4.252597e+00,   8.713913,  7.281728e+00, 'merger')\n",
            " ( 1.75012,  0.70423,  0.36433,  0.23144, 0.6605056,  2.384608e+00,  2.382516e+00,  2.368476e+00,  2.383172e+00,  2.387393e+00,  4.021556e+00,   3.757374 ,  3.575038e+00,  1.285605e+01,  12.50728 ,  1.232038e+01, 'elliptical')\n",
            " ( 1.4211 ,  0.77438,  0.42317,  0.32041, 0.3969505,  2.198723e+00,  2.283752e+00,  2.344016e+00,  2.375405e+00,  2.351709e+00,  4.460679e+00,   3.900722 ,  3.657557e+00,  8.054235e+00,   8.666595,  9.629875e+00, 'spiral')\n",
            " ( 1.08861,  0.41137,  0.29641,  0.10711, 0.6934704,  2.150383e+00,  2.146653e+00,  2.274340e+00,  2.311449e+00,  2.299979e+00,  2.730635e+00,   2.539755 ,  2.346833e+00,  5.103927e+00,   5.361142,  4.863031e+00, 'spiral')\n",
            " ( 1.16761,  0.42035,  0.48226, -0.04567, 0.3142013,  2.452686e+00,  2.542133e+00,  2.209131e+00,  2.414075e+00,  2.129715e+00,  4.688868e+00,   4.262188 ,  3.433345e+00,  1.731862e+01,  11.01604 ,  8.316873e+00, 'merger')\n",
            " ( 1.53427,  0.75868,  0.38475,  0.27976, 0.5998816,  2.100343e+00,  2.170460e+00,  2.246495e+00,  2.272761e+00,  2.300881e+00,  8.516161e+00,   7.908224 ,  7.763784e+00,  1.804574e+01,  16.92121 ,  1.679367e+01, 'spiral')\n",
            " ( 1.9941 ,  0.96655,  0.41397,  0.34913, 0.8951708,  2.417011e+00,  2.396142e+00,  2.380198e+00,  2.390379e+00,  2.405332e+00,  3.150524e+00,   4.12257  ,  3.779962e+00,  9.139565e+00,  14.1307  ,  1.370484e+01, 'elliptical')\n",
            " ( 1.97439,  1.02138,  0.43552,  0.34722, 0.8228963,  2.340821e+00,  2.414610e+00,  2.393619e+00,  2.397142e+00,  2.429239e+00,  5.192771e+00,   3.317773 ,  3.175263e+00,  1.352696e+01,  11.0353  ,  1.056649e+01, 'elliptical')\n",
            " ( 1.32195,  0.53561,  0.34187,  0.14879, 0.8999631,  2.154074e+00,  2.271771e+00,  2.412829e+00,  2.454457e+00,  2.606440e+00,  4.628067e+00,   4.352502 ,  3.614286e+00,  8.662696e+00,   8.73083 ,  6.893098e+00, 'spiral')\n",
            " ( 1.00508,  0.83824,  0.34969,  0.28694, 0.7124941,  2.347775e+00,  2.464170e+00,  2.458571e+00,  2.460791e+00,  2.475913e+00,  2.656459e+00,   3.271437 ,  2.975783e+00,  5.640834e+00,   6.801071,  6.239513e+00, 'spiral')\n",
            " ( 1.50089,  0.69164,  0.36417,  0.29683, 0.4989737,  2.524194e+00,  2.554581e+00,  2.529980e+00,  2.534831e+00,  2.524933e+00,  1.166519e+01,  10.06219  ,  9.497518e+00,  3.340496e+01,  28.63089 ,  2.878689e+01, 'spiral')\n",
            " ( 2.00613,  0.89751,  0.39579,  0.29825, 0.8448623,  2.385982e+00,  2.412815e+00,  2.423399e+00,  2.425052e+00,  2.398874e+00,  5.722480e+00,   3.911338 ,  3.704077e+00,  1.429299e+01,  13.06833 ,  1.273366e+01, 'elliptical')\n",
            " ( 1.85318,  0.93436,  0.41384,  0.33941, 0.8996549,  2.305896e+00,  2.319095e+00,  2.327631e+00,  2.361601e+00,  2.341569e+00,  2.293370e+00,   2.053378 ,  2.064801e+00,  7.386446e+00,   6.168759,  6.160306e+00, 'elliptical')\n",
            " ( 1.90809,  1.02519,  0.47387,  0.43411, 0.4025055,  2.300975e+00,  2.413672e+00,  2.489997e+00,  2.490341e+00,  2.444295e+00,  4.831522e+00,   2.793288 ,  2.353686e+00,  1.039305e+01,   6.873036,  5.910975e+00, 'merger')\n",
            " ( 1.8082 ,  0.92405,  0.39674,  0.32091, 0.8960876,  2.422450e+00,  2.366324e+00,  2.366187e+00,  2.381615e+00,  2.380648e+00,  3.605328e+00,   2.720309 ,  2.495881e+00,  1.095368e+01,   9.143731,  8.522974e+00, 'elliptical')\n",
            " ( 2.17441,  1.13568,  0.49179,  0.36336, 0.824696 ,  7.868327e-01,  2.381084e+00,  2.402476e+00,  2.387196e+00,  2.372986e+00,  4.401828e+00,   2.454687 ,  2.012387e+00,  7.659512e+00,   7.815753,  5.991359e+00, 'elliptical')\n",
            " ( 1.21336,  0.50224,  0.25721,  0.17268, 0.9460923,  1.951405e+00,  2.160169e+00,  2.315814e+00,  2.358128e+00,  2.426106e+00,  7.260369e+00,   6.949909 ,  5.715676e+00,  1.181139e+01,  13.44471 ,  1.031708e+01, 'spiral')\n",
            " ( 1.91121,  0.80917,  0.40193,  0.281  , 0.7230154,  2.389381e+00,  2.365099e+00,  2.359127e+00,  2.373980e+00,  2.366087e+00,  6.749693e+00,   6.72664  ,  5.523906e+00,  2.304755e+01,  24.52514 ,  2.230246e+01, 'merger')\n",
            " ( 1.9332 ,  0.90821,  0.4095 ,  0.3065 , 0.9669501,  2.201478e+00,  2.286988e+00,  2.314348e+00,  2.324615e+00,  2.315512e+00,  2.066934e+00,   1.955862 ,  1.841433e+00,  6.857877e+00,   6.108925,  5.932195e+00, 'elliptical')\n",
            " ( 1.50909,  0.80724,  0.43245,  0.2829 , 0.7470111,  1.761030e+00,  2.028422e+00,  2.301428e+00,  2.427011e+00,  2.545454e+00,  3.790201e+00,   3.904252 ,  3.163620e+00,  5.797864e+00,   6.93397 ,  6.069737e+00, 'spiral')\n",
            " ( 1.9694 ,  0.95723,  0.44542,  0.317  , 0.7667384,  2.472265e+00,  2.371206e+00,  2.406944e+00,  2.438527e+00,  2.429219e+00,  4.893922e+00,   3.475342 ,  3.348078e+00,  1.291102e+01,  10.63289 ,  1.016529e+01, 'elliptical')\n",
            " ( 2.0444 ,  0.95438,  0.41591,  0.33244, 0.9110957,  2.295464e+00,  2.373653e+00,  2.389587e+00,  2.388860e+00,  2.393954e+00,  3.840901e+00,   2.958445 ,  2.746119e+00,  1.163205e+01,   9.90093 ,  9.279450e+00, 'elliptical')\n",
            " ( 1.27076,  0.1215 ,  0.34635, -0.90735, 0.3928096,  2.112053e+00,  2.128678e+00,  2.300676e+00,  2.313858e+00,  6.731024e-01,  6.704854e+00,   5.499919 , -9.999000e+03,  1.513823e+01,  13.98789 , -9.999000e+03, 'merger')\n",
            " ( 1.98442,  0.86611,  0.40183,  0.32413, 0.8100416,  2.426771e+00,  2.444735e+00,  2.447005e+00,  2.451751e+00,  2.472711e+00,  7.177966e+00,   6.229105 ,  6.242405e+00,  2.182256e+01,  19.84051 ,  1.910561e+01, 'elliptical')\n",
            " ( 1.40057,  0.64159,  0.29597,  0.1717 , 0.8910345,  1.949185e+00,  2.168776e+00,  2.281580e+00,  2.380177e+00,  2.435819e+00,  1.536672e+01,  16.80555  ,  1.619029e+01,  3.167617e+01,  38.54189 ,  3.729862e+01, 'spiral')\n",
            " ( 1.41432,  0.63094,  0.33782,  0.26706, 0.8169841,  1.812021e+00,  2.017299e+00,  2.144460e+00,  2.206324e+00,  2.256363e+00,  7.754307e+00,   7.590587 ,  7.264143e+00,  1.307763e+01,  14.29381 ,  1.427913e+01, 'spiral')\n",
            " ( 1.14998,  0.50816,  0.29461,  0.171  , 0.7813912,  2.144459e+00,  2.146129e+00,  2.220437e+00,  2.268188e+00,  2.274570e+00,  8.966628e+00,   7.384294 ,  6.847814e+00,  1.995391e+01,  16.13532 ,  1.454556e+01, 'spiral')\n",
            " ( 1.85441,  0.77894,  0.36668,  0.30759, 0.5749806,  2.250556e+00,  2.326351e+00,  2.344749e+00,  2.339914e+00,  2.314925e+00,  1.566217e+00,   3.032844 ,  2.258843e+00,  4.941826e+00,  16.89981 ,  1.338488e+01, 'merger')\n",
            " ( 1.592  ,  0.81071,  0.41788,  0.29579, 0.4110481,  1.995636e+00,  2.181658e+00,  2.312417e+00,  2.344284e+00,  2.378386e+00,  5.068076e+00,   3.703104 ,  3.089594e+00,  1.290982e+01,   8.252379,  7.322886e+00, 'merger')\n",
            " ( 1.01413,  0.30042,  0.24948,  0.10887, 0.2999564,  2.098106e+00,  2.206126e+00,  2.299349e+00,  2.306646e+00,  2.300416e+00,  5.831962e+00,   4.868125 ,  3.546010e+00,  1.284240e+01,  11.27043 ,  8.609083e+00, 'merger')\n",
            " ( 1.3    ,  0.44852,  0.22832,  0.14608, 0.8084054,  2.381397e+00,  2.445150e+00,  2.431276e+00,  2.409750e+00,  2.393062e+00, -9.999000e+03,   4.609941 ,  2.100930e+00, -9.999000e+03,  12.29417 ,  4.369753e+00, 'merger')\n",
            " ( 2.0231 ,  0.88412,  0.39862,  0.29806, 0.8520811,  2.429842e+00,  2.436557e+00,  2.440396e+00,  2.445355e+00,  2.439807e+00,  3.999429e+00,   4.198941 ,  3.909738e+00,  1.238027e+01,  13.06063 ,  1.253930e+01, 'elliptical')\n",
            " ( 2.02685,  0.91282,  0.4114 ,  0.3441 , 0.8018317,  2.384134e+00,  2.406417e+00,  2.427391e+00,  2.428020e+00,  2.393267e+00,  3.906837e+00,   4.49415  ,  4.031988e+00,  1.078829e+01,  14.73495 ,  1.393728e+01, 'elliptical')\n",
            " ( 2.0925 ,  0.97093,  0.4865 ,  0.34172, 0.7904704,  2.502695e+00,  2.495062e+00,  2.471655e+00,  2.461416e+00,  2.444090e+00,  4.698488e+00,   5.727299 ,  5.048713e+00,  1.389280e+01,  18.43778 ,  1.723844e+01, 'merger')\n",
            " ( 1.78528,  0.94088,  0.37692,  0.36588, 0.7949773,  2.497067e+00,  2.415794e+00,  2.434260e+00,  2.408702e+00,  2.423068e+00,  4.796246e+00,   3.746124 ,  3.054645e+00,  1.426266e+01,  11.6431  ,  8.875810e+00, 'elliptical')\n",
            " ( 2.04052,  0.84025,  0.43718,  0.31353, 0.8556074,  2.307533e+00,  2.312211e+00,  2.442366e+00,  2.457401e+00,  2.417771e+00,  3.036843e+00,   3.593324 ,  3.302558e+00,  6.066950e+00,   9.743716,  9.140563e+00, 'merger')\n",
            " ( 1.96302,  0.87808,  0.42041,  0.29869, 0.701016 ,  2.208765e+00,  2.301091e+00,  2.291337e+00,  2.321694e+00,  2.296814e+00,  1.362558e+00,   1.797227 ,  1.609985e+00,  3.899825e+00,   6.232759,  5.887717e+00, 'merger')\n",
            " ( 1.21816,  0.51706,  0.35291,  0.18262, 0.670014 ,  2.206029e+00,  2.281471e+00,  2.387398e+00,  2.417341e+00,  2.409970e+00,  4.680155e+00,   4.730788 ,  4.203179e+00,  9.518961e+00,  10.49461 ,  8.470705e+00, 'spiral')\n",
            " ( 2.01277,  0.92012,  0.41042,  0.33386, 0.9284973,  2.295424e+00,  2.414004e+00,  2.425075e+00,  2.430200e+00,  2.448654e+00,  1.531844e+00,   3.819316 ,  3.446001e+00,  2.590861e+00,  12.1721  ,  1.110345e+01, 'elliptical')\n",
            " ( 1.74374,  0.98437,  0.48555,  0.4157 , 0.3896996,  2.309349e+00,  2.343042e+00,  2.277334e+00,  2.265084e+00,  2.261575e+00,  3.167229e+00,   2.412328 ,  1.278787e+00,  1.115962e+01,   6.057556,  3.408743e+00, 'merger')\n",
            " ( 1.32747,  0.66009,  0.35912,  0.2609 , 0.5644745,  2.320173e+00,  2.255997e+00,  2.317161e+00,  2.348648e+00,  2.377434e+00,  4.382338e+00,   4.267462 ,  3.775164e+00,  8.426259e+00,   8.971415,  7.925466e+00, 'spiral')\n",
            " ( 1.14431,  0.45644,  0.26116,  0.14394, 0.8089061,  1.990690e+00,  2.036613e+00,  2.107914e+00,  2.146788e+00,  2.216897e+00,  7.137180e+00,   6.813877 ,  5.803831e+00,  1.461154e+01,  12.61105 ,  9.932861e+00, 'spiral')\n",
            " ( 1.06961,  0.63922,  0.35216,  0.23165, 0.7884839,  2.333965e+00,  2.454455e+00,  2.524917e+00,  2.554699e+00,  2.597619e+00,  7.001053e+00,   6.204481 ,  5.954180e+00,  1.385533e+01,  13.27508 ,  1.274490e+01, 'spiral')\n",
            " ( 1.19279,  0.45359,  0.31169,  0.24341, 0.4317491,  1.976031e+00,  2.079088e+00,  2.163990e+00,  2.201987e+00,  2.250818e+00,  4.665401e+00,   4.409526 ,  4.255372e+00,  9.142981e+00,   8.846292,  9.338329e+00, 'spiral')\n",
            " ( 0.7531 ,  0.55972,  0.24582,  0.26269, 0.8957848,  2.159234e+00,  2.148665e+00,  2.172248e+00,  2.206698e+00,  2.223558e+00,  2.125836e+00,   3.234211 ,  3.205588e+00,  8.682899e+00,  11.41284 ,  1.075438e+01, 'merger')\n",
            " ( 1.39807,  0.74127,  0.45309,  0.27568, 0.3499201,  2.249136e+00,  2.208176e+00,  2.102633e+00,  2.155424e+00,  2.154632e+00,  2.582805e+00,   2.465777 ,  2.104398e+00,  4.906076e+00,   6.680827,  5.693956e+00, 'merger')]\n",
            "Number data galaxies: 780\n",
            "Train fraction: 0.6\n",
            "Number of galaxies in training set: 468\n",
            "Number of galaxies in testing set: 312\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def generate_features_targets(data):\n",
        "    targets = data['class']\n",
        "\n",
        "    features = np.empty(shape=(len(data), 13))\n",
        "    features[:, 0] = data['u-g'] \n",
        "    features[:, 1] = data['g-r']\n",
        "    features[:, 2] = data['r-i']\n",
        "    features[:, 3] = data['i-z']\n",
        "    features[:, 4] = data['ecc']\n",
        "    features[:, 5] = data['m4_u']\n",
        "    features[:, 6] = data['m4_g']\n",
        "    features[:, 7] = data['m4_r']\n",
        "    features[:, 8] = data['m4_i']\n",
        "    features[:, 9] = data['m4_z']\n",
        "\n",
        "    # concentration in u filter\n",
        "    features[:, 10] = data['petroR50_u']/data['petroR90_u']\n",
        "    # concentration in r filter\n",
        "    features[:, 11] = data['petroR50_r']/data['petroR90_r']\n",
        "    # concentration in z filter\n",
        "    features[:, 12] = data['petroR50_z']/data['petroR90_z']\n",
        "\n",
        "    return features, targets\n",
        "\n",
        "\n",
        "def main():\n",
        "  data = np.load('/content/WSW_datasets/galaxy_classification/galaxy_catalogue.npy')\n",
        "\n",
        "  features, targets = generate_features_targets(data)\n",
        "\n",
        "  # The shape of each array to check the arrays are the correct dimensions \n",
        "  \n",
        "  print(\"Features shape:\", features.shape)\n",
        "  print(\"Targets shape:\", targets.shape)\n",
        "\n",
        "\n",
        "main()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "3L4VPLewEucK",
        "outputId": "becfb981-4628-457c-843e-bcaf6964fcb4"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Features shape: (780, 13)\n",
            "Targets shape: (780,)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Features we're gonna use: \n",
        "**Colour indices (u-g, g-r, r-i, and i-z):** Colours correspond to the wavelengths of the light we observe. Longer wavelengths appear red and shorter wavelengths appear blue or violet. Similarly, the astronomical colour (or colour index) is the difference between the magnitudes of two filters, i.e. u - g or i - z.\n",
        "\n",
        "Studies of galaxy evolution tell us that spiral galaxies have younger star populations and therefore are 'bluer' (brighter at lower wavelengths). Elliptical galaxies have an older star population and are brighter at higher wavelengths ('redder').\n",
        "\n",
        "\n",
        "![SDSS Reference Spectrum](https://drive.google.com/uc?export=view&id=1JTn8w03DuZQXH5eNVV5PDHwf9EJWP-CD)\n",
        "\n",
        "**Eccentricity** approximates the shape of the galaxy by fitting an ellipse to its profile. Eccentricity is the ratio of the two axis (semi-major and semi-minor). \n",
        "\n",
        "**Adaptive moments** are a measured quantity to describe the shape of a galaxy. They are used in image analysis to detect similar objects at different sizes and orientations. We use the fourth moment here for each band.[Read More](https://www.sdss.org/dr16/algorithms/classify/#AdaptiveMoments)\n",
        "\n",
        "**Concentration** is similar to the luminosity profile of the galaxy, which measures what proportion of a galaxy's total light is emitted within what radius. A simplified way to represent this is to take the ratio of the radii containing 50% and 90% of the Petrosian flux.\n",
        "\n",
        "The Petrosian method allows us to compare the radial profiles of galaxies at different distances.\n",
        "![Petrosian Concentration Method](https://drive.google.com/uc?export=view&id=1CxEHJJPfhKqFNlHBEaG0Fnwj8qQVBjgD)\n",
        "\n",
        "[Read More](http://spiff.rit.edu/classes/phys443/lectures/gal_1/petro/petro.html)\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "2Lhwu4hbvQTJ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def dtc_predict_actual(data):\n",
        "    # split the data into training and testing sets using a training\n",
        "    # fraction of 0.7\n",
        "    training, testing = splitdata_train_test(data, 0.7)\n",
        "\n",
        "    # generate the feature and targets for the training and test sets\n",
        "    # i.e. train_features, train_targets, test_features, test_targets\n",
        "    train_features, train_targets = generate_features_targets(training)\n",
        "    test_features, test_targets = generate_features_targets(testing)\n",
        "\n",
        "    # instantiate a decision tree classifier\n",
        "    dtr = DecisionTreeClassifier()\n",
        "\n",
        "    # train the classifier with the train_features and train_targets\n",
        "    dtr.fit(train_features, train_targets)\n",
        "\n",
        "    # get predictions for the test_features\n",
        "    predictions = dtr.predict(test_features)\n",
        "\n",
        "    # return the predictions and the test_targets\n",
        "    return predictions, test_targets\n",
        "\n",
        "\n",
        "def main():\n",
        "    data = np.load('/content/WSW_datasets/galaxy_classification/galaxy_catalogue.npy')\n",
        "    \n",
        "    predicted_class, actual_class = dtc_predict_actual(data)\n",
        "\n",
        "    # Print some of the initial results\n",
        "    print(\"Some initial results...\\n   predicted,  actual\")\n",
        "    for i in range(10):\n",
        "        print(\"{}. {}, {}\".format(i, predicted_class[i], actual_class[i]))\n",
        "\n",
        "\n",
        "main()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "5YZPFrDZjcHh",
        "outputId": "c8cc7c7d-e5b7-4873-d3a1-38c0625e13c0"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[( 1.09237,  0.54345,  0.35413,  0.18402, 0.6071323,  2.393683e+00,  2.431448e+00,  2.508439e+00,  2.544037e+00,  2.537546e+00,  2.973714e+00,   2.738492 ,  2.103480e+00,  5.947423e+00,   6.167646,  4.320204e+00, 'spiral')\n",
            " ( 1.20485,  0.45503,  0.31581,  0.17195, 0.6138686,  2.350678e+00,  2.336337e+00,  2.397791e+00,  2.429457e+00,  2.451553e+00,  3.197163e+00,   3.014265 ,  2.769616e+00,  6.750811e+00,   6.461692,  6.055292e+00, 'spiral')\n",
            " ( 1.3411 ,  0.64719,  0.33467,  0.2011 , 0.4882304,  2.167428e+00,  2.180869e+00,  2.357647e+00,  2.369919e+00,  2.414510e+00,  5.963836e+00,   4.725285 ,  4.107449e+00,  1.021750e+01,  10.12839 ,  8.266510e+00, 'spiral')\n",
            " ( 2.05876,  1.16716,  0.45311,  0.34442, 0.7978799,  2.313888e+00,  2.431600e+00,  2.426149e+00,  2.429870e+00,  2.436303e+00,  3.710289e+00,   3.744875 ,  3.313678e+00,  6.267799e+00,  11.49    ,  1.057518e+01, 'elliptical')\n",
            " ( 1.93122,  1.06486,  0.43941,  0.36051, 0.8648866,  2.216719e+00,  2.352305e+00,  2.377028e+00,  2.395301e+00,  2.392574e+00,  7.046993e+00,   3.381267 ,  3.287499e+00,  1.342339e+01,  11.21445 ,  9.863770e+00, 'elliptical')\n",
            " ( 1.76654,  0.76346,  0.34798,  0.29271, 0.6658049,  2.371406e+00,  2.396375e+00,  2.422941e+00,  2.433681e+00,  2.405779e+00,  3.233268e+00,   2.502884 ,  2.281367e+00,  9.838123e+00,   8.103168,  7.530200e+00, 'elliptical')\n",
            " ( 1.59527,  0.69873,  0.3662 ,  0.24785, 0.9500132,  2.109789e+00,  2.197591e+00,  2.331461e+00,  2.367823e+00,  2.401860e+00,  8.907611e+00,   7.699429 ,  7.698147e+00,  1.881514e+01,  15.46591 ,  1.640400e+01, 'spiral')\n",
            " ( 0.75462,  0.34065,  0.20501,  0.20627, 0.5717658,  2.215555e+00,  2.305930e+00,  2.294173e+00,  2.279829e+00,  2.280787e+00,  3.091000e+00,   4.214952 ,  4.272161e+00,  9.425062e+00,  12.26715 ,  1.231495e+01, 'merger')\n",
            " ( 1.49346,  0.86623,  0.43432,  0.31509, 0.4906232,  2.387251e+00,  2.529668e+00,  2.525753e+00,  2.490839e+00,  2.487824e+00,  5.082120e+00,   3.473336 ,  3.107052e+00,  9.206557e+00,   8.380891,  7.720072e+00, 'spiral')\n",
            " ( 1.4784 ,  0.72555,  0.39666,  0.27174, 0.5893165,  2.249868e+00,  2.376472e+00,  2.452141e+00,  2.469479e+00,  2.464618e+00,  7.330545e+00,   6.624235 ,  6.027066e+00,  1.646772e+01,  15.70047 ,  1.478680e+01, 'spiral')\n",
            " ( 2.01632,  1.08401,  0.45867,  0.36695, 0.6806176,  2.212083e+00,  2.321948e+00,  2.315634e+00,  2.331727e+00,  2.352935e+00,  2.541592e+00,   2.301728 ,  2.140932e+00,  7.038888e+00,   6.894742,  6.662360e+00, 'elliptical')\n",
            " ( 1.93194,  0.8826 ,  0.48994,  0.31277, 0.8996408,  1.707305e+00,  1.972751e+00,  1.994878e+00,  2.041957e+00,  2.022281e+00,  7.463332e-01,   0.7492375,  7.005279e-01,  1.053175e+00,   1.353386,  1.322506e+00, 'merger')\n",
            " ( 2.05906,  1.06948,  0.42136,  0.37215, 0.727943 ,  2.253239e+00,  2.467628e+00,  2.460314e+00,  2.473100e+00,  2.466931e+00,  5.420081e+00,   3.22085  ,  3.280489e+00,  1.377732e+01,  10.41023 ,  1.057629e+01, 'elliptical')\n",
            " ( 1.62334,  0.7835 ,  0.39845,  0.31242, 0.6556509,  2.270924e+00,  2.460768e+00,  2.403249e+00,  2.368181e+00,  2.356391e+00,  6.402635e+00,   4.812828 ,  4.034382e+00,  1.629452e+01,  13.24791 ,  1.239872e+01, 'spiral')\n",
            " ( 1.89035,  0.8197 ,  0.39577,  0.32211, 0.7218443,  2.353451e+00,  2.364331e+00,  2.376822e+00,  2.373559e+00,  2.359071e+00,  3.975041e+00,   3.094147 ,  2.927671e+00,  1.190210e+01,  10.14359 ,  9.887959e+00, 'elliptical')\n",
            " ( 1.28582,  0.66175,  0.35215,  0.25909, 0.9728144,  2.104283e+00,  2.152670e+00,  2.254493e+00,  2.318748e+00,  2.329646e+00,  5.246943e+00,   4.66627  ,  4.193471e+00,  1.007866e+01,   8.690618,  7.833712e+00, 'spiral')\n",
            " ( 2.05799,  1.00473,  0.45422,  0.35192, 0.9059991,  2.563092e+00,  2.470897e+00,  2.471864e+00,  2.468015e+00,  2.443505e+00,  4.214675e+00,   3.552833 ,  3.514281e+00,  1.098419e+01,  10.87374 ,  1.150639e+01, 'elliptical')\n",
            " ( 1.7857 ,  0.72769,  0.30937,  0.23342, 0.7830561,  2.185371e+00,  2.298647e+00,  2.268785e+00,  2.280400e+00,  2.248738e+00,  1.843408e+00,   2.11149  ,  1.832947e+00,  4.561333e+00,   6.798197,  6.333073e+00, 'merger')\n",
            " ( 1.27782,  0.53991,  0.29532,  0.20114, 0.6534424,  2.215986e+00,  2.307923e+00,  2.353477e+00,  2.356852e+00,  2.359651e+00,  4.882220e+00,   6.397977 ,  5.930407e+00,  9.379963e+00,  14.67259 ,  1.237078e+01, 'spiral')\n",
            " ( 2.07089,  1.00004,  0.43194,  0.36183, 0.9074105,  2.269446e+00,  2.419222e+00,  2.430184e+00,  2.447101e+00,  2.437126e+00,  2.939613e+00,   3.942823 ,  4.029508e+00,  1.571741e+01,  13.1209  ,  1.304180e+01, 'elliptical')\n",
            " ( 1.93282,  0.72061,  0.34339,  0.35842, 0.7173497,  2.451159e+00,  2.433542e+00,  2.440565e+00,  2.441466e+00,  2.433622e+00,  6.239142e+00,   4.687283 ,  3.919472e+00,  1.888531e+01,  15.84124 ,  1.361561e+01, 'elliptical')\n",
            " ( 0.02301, -3.84647, -0.63059,  1.52928, 0.3070523,  2.068515e+00,  2.167593e+00,  1.743610e+00, -9.999000e+03, -9.999000e+03,  2.018436e+00,   1.015548 ,  4.519185e+00,  4.320153e+00,   2.280171,  5.324216e+00, 'merger')\n",
            " ( 1.89824,  0.81779,  0.4034 ,  0.32242, 0.6455118,  2.350191e+00,  2.352591e+00,  2.351647e+00,  2.362895e+00,  2.355751e+00,  5.264699e+00,   4.668439 ,  4.272126e+00,  1.708288e+01,  15.95096 ,  1.510629e+01, 'elliptical')\n",
            " ( 1.75222,  0.83006,  0.49938,  0.30764, 0.4608794,  2.304090e+00,  2.504139e+00,  2.478551e+00,  2.446751e+00,  2.404042e+00,  5.234330e+00,   4.459234 ,  3.517140e+00,  1.568331e+01,  14.31879 ,  1.139875e+01, 'merger')\n",
            " ( 1.9332 ,  0.90821,  0.4095 ,  0.3065 , 0.9669501,  2.201478e+00,  2.286988e+00,  2.314348e+00,  2.324615e+00,  2.315512e+00,  2.066934e+00,   1.955862 ,  1.841433e+00,  6.857877e+00,   6.108925,  5.932195e+00, 'elliptical')\n",
            " ( 1.29524,  0.89974,  0.41244,  0.30036, 0.8526401,  2.461216e+00,  2.505428e+00,  2.470350e+00,  2.465956e+00,  2.483517e+00,  4.701224e+00,   3.694849 ,  3.427469e+00,  9.181815e+00,   8.660295,  8.971979e+00, 'spiral')\n",
            " ( 2.1606 ,  0.96136,  0.46942,  0.31374, 0.6531728,  2.136827e+00,  2.262308e+00,  2.298723e+00,  2.303945e+00,  2.273295e+00,  1.643378e+00,   1.621273 ,  1.460625e+00,  3.363370e+00,   4.426235,  4.372274e+00, 'merger')\n",
            " ( 2.07173,  0.79898,  0.35136,  0.29665, 0.5283195,  2.363449e+00,  2.429000e+00,  2.438833e+00,  2.421135e+00,  2.402852e+00,  2.721544e+00,   3.439418 ,  3.242195e+00,  7.364594e+00,  10.34969 ,  9.722766e+00, 'merger')\n",
            " ( 1.22236,  0.56144,  0.37146,  0.23793, 0.6975982,  2.468317e+00,  2.412765e+00,  2.441772e+00,  2.499089e+00,  2.520594e+00,  3.507496e+00,   3.633555 ,  3.464027e+00,  9.771458e+00,   7.943829,  8.293654e+00, 'spiral')\n",
            " ( 1.95123,  0.88211,  0.39757,  0.31435, 0.6234633,  2.327745e+00,  2.367171e+00,  2.372696e+00,  2.392548e+00,  2.348031e+00,  2.672791e+00,   3.562449 ,  3.069802e+00,  6.655489e+00,  12.16361 ,  1.082655e+01, 'elliptical')\n",
            " ( 1.75892,  0.80845,  0.41011,  0.28237, 0.7695855,  2.390742e+00,  2.381510e+00,  2.390103e+00,  2.382688e+00,  2.375574e+00,  5.192441e+00,   3.92009  ,  3.768394e+00,  1.509610e+01,  13.46257 ,  1.305396e+01, 'elliptical')\n",
            " ( 1.94499,  0.87702,  0.40004,  0.28938, 0.7821317,  2.376457e+00,  2.370467e+00,  2.381780e+00,  2.387929e+00,  2.366322e+00,  2.874801e+00,   2.492663 ,  2.406012e+00,  8.959517e+00,   8.272216,  8.081327e+00, 'elliptical')\n",
            " ( 0.79295, -0.08225, -0.42677, -6.95427, 0.5182573,  2.204653e+00,  2.108996e+00,  2.113216e+00,  2.097136e+00,  2.245288e+00,  1.127590e+01,  11.66063  , -9.999000e+03,  2.889603e+01,  24.11064 , -9.999000e+03, 'spiral')\n",
            " ( 2.26917,  0.44613,  0.31358,  0.20376, 0.3517422,  5.812531e-01,  2.094685e+00,  2.138912e+00,  2.285872e+00,  2.350952e+00,  6.278299e+00,   8.187475 ,  6.282670e+00,  3.048608e+01,  18.57745 ,  1.129249e+01, 'merger')\n",
            " ( 1.75672,  0.79406,  0.3695 ,  0.24768, 0.8521752,  2.530732e+00,  2.486228e+00,  2.484681e+00,  2.494470e+00,  2.488019e+00,  8.537376e+00,   7.375994 ,  6.295908e+00,  2.478226e+01,  22.76394 ,  1.961482e+01, 'elliptical')\n",
            " ( 1.74477,  0.74828,  0.40563,  0.28964, 0.6395409,  2.272764e+00,  2.451848e+00,  2.606640e+00,  2.609991e+00,  2.609901e+00,  5.584987e+00,   5.168494 ,  4.814922e+00,  1.322908e+01,  12.83463 ,  1.223132e+01, 'spiral')\n",
            " ( 1.91567,  0.86822,  0.40599,  0.32757, 0.7547444,  2.511772e+00,  2.409395e+00,  2.427659e+00,  2.438810e+00,  2.439871e+00,  2.987164e+00,   2.879826 ,  2.739824e+00,  9.038304e+00,   8.712169,  8.329321e+00, 'elliptical')\n",
            " ( 1.54275,  0.69029,  0.34994,  0.29376, 0.437719 ,  2.185295e+00,  2.460455e+00,  2.483760e+00,  2.496045e+00,  2.531991e+00,  6.023027e+00,   5.120852 ,  4.735525e+00,  1.258627e+01,  12.96179 ,  1.234280e+01, 'spiral')\n",
            " ( 1.98389,  0.88964,  0.41316,  0.30945, 0.7250926,  2.493800e+00,  2.491185e+00,  2.503947e+00,  2.502437e+00,  2.506325e+00,  1.117526e+01,   7.464811 ,  7.095225e+00,  2.975239e+01,  23.45977 ,  2.329356e+01, 'elliptical')\n",
            " ( 7.38713,  0.90846,  0.41632,  0.32612, 0.9292755,  2.600938e+01,  2.402395e+00,  2.398835e+00,  2.382217e+00,  2.405812e+00,  2.028786e+01,   5.123327 ,  4.819803e+00,  2.428160e+01,  16.92754 ,  1.686824e+01, 'elliptical')\n",
            " ( 1.35016,  0.62433,  0.35479,  0.27385, 0.7542518,  2.096548e+00,  2.136055e+00,  2.250018e+00,  2.296569e+00,  2.306159e+00,  7.352027e+00,   7.170403 ,  6.992703e+00,  1.372440e+01,  13.58361 ,  1.376923e+01, 'spiral')\n",
            " ( 1.91867,  0.87123,  0.41899,  0.30859, 0.841436 ,  2.365127e+00,  2.400698e+00,  2.429962e+00,  2.432340e+00,  2.439924e+00,  4.095822e+00,   4.759507 ,  4.516379e+00,  1.048085e+01,  15.44159 ,  1.506388e+01, 'elliptical')\n",
            " ( 1.90761,  0.92438,  0.48772,  0.33116, 0.7935365,  2.116655e+00,  2.014326e+00,  2.042539e+00,  2.086940e+00,  2.082990e+00,  6.346044e-01,   0.6175352,  6.021359e-01,  1.190924e+00,   1.193721,  1.152726e+00, 'merger')\n",
            " ( 1.93274,  0.88705,  0.40969,  0.32059, 0.718112 ,  2.326774e+00,  2.335768e+00,  2.354100e+00,  2.347226e+00,  2.344829e+00,  2.606997e+00,   2.531187 ,  2.490958e+00,  8.285947e+00,   8.438091,  8.371408e+00, 'elliptical')\n",
            " ( 0.79974,  0.46885,  0.47725,  0.13059, 0.5712051,  2.404782e+00,  2.372371e+00,  2.321915e+00,  2.163943e+00,  2.225983e+00,  1.803286e+00,   2.401963 ,  2.267776e+00,  3.827126e+00,   5.156731,  4.445128e+00, 'merger')\n",
            " ( 1.40802,  0.77637,  0.39364,  0.31653, 0.5304131,  2.146617e+00,  2.216445e+00,  2.288462e+00,  2.287960e+00,  2.264223e+00,  5.014601e+00,   3.691477 ,  3.309531e+00,  1.072500e+01,   7.571235,  7.182151e+00, 'spiral')\n",
            " ( 1.97454,  0.96352,  0.43336,  0.34715, 0.7219607,  2.493432e+00,  2.467292e+00,  2.466297e+00,  2.485018e+00,  2.455899e+00,  6.844398e+00,   5.412865 ,  4.760328e+00,  2.202359e+01,  17.96088 ,  1.571358e+01, 'elliptical')\n",
            " ( 1.96559,  1.09607,  0.45477,  0.34392, 0.8747852,  2.476442e+00,  2.398260e+00,  2.377333e+00,  2.389967e+00,  2.394537e+00,  4.617793e+00,   3.195587 ,  2.559122e+00,  1.054308e+01,   9.997198,  8.583948e+00, 'elliptical')\n",
            " ( 0.87355,  0.39906,  0.39295,  0.19919, 0.7802803,  2.121556e+00,  2.220024e+00,  2.293231e+00,  2.332167e+00,  2.321764e+00,  2.270644e+00,   2.658541 ,  2.494122e+00,  6.324902e+00,   7.316635,  6.992407e+00, 'merger')\n",
            " ( 1.84064,  1.01566,  0.40431,  0.35748, 0.9035465,  2.279234e+00,  2.314142e+00,  2.309086e+00,  2.301049e+00,  2.334539e+00,  4.970187e+00,   2.908109 ,  3.012339e+00,  1.149490e+01,   9.412736,  9.805511e+00, 'elliptical')\n",
            " ( 1.10829,  0.43178,  0.27672,  0.13103, 0.8168759,  2.177066e+00,  2.287007e+00,  2.334932e+00,  2.323045e+00,  2.400609e+00,  4.151739e+00,   4.322914 ,  4.047377e+00,  6.737121e+00,   8.709161,  7.595889e+00, 'spiral')\n",
            " ( 1.74259,  0.86085,  0.44927,  0.28851, 0.7498125,  2.031566e+00,  2.084156e+00,  2.092272e+00,  2.124075e+00,  2.133154e+00,  1.430436e+00,   1.422533 ,  1.385727e+00,  3.732712e+00,   3.416921,  3.330347e+00, 'merger')\n",
            " ( 1.47216,  0.66997,  0.41628,  0.25155, 0.4622407,  2.103678e+00,  2.098292e+00,  2.149203e+00,  2.160559e+00,  2.173477e+00,  4.482253e+00,   3.875682 ,  3.361826e+00,  1.080849e+01,   8.650503,  6.975857e+00, 'merger')\n",
            " ( 0.95174,  0.51082,  0.4257 ,  0.29233, 0.7356   ,  2.352855e+00,  2.376356e+00,  2.446455e+00,  2.479741e+00,  2.466861e+00,  3.959873e+00,   4.461379 ,  3.795087e+00,  1.297139e+01,  13.9767  ,  1.208755e+01, 'merger')\n",
            " ( 1.93962,  1.00882,  0.47096,  0.36646, 0.3542852,  2.064509e+00,  2.379746e+00,  2.414702e+00,  2.413668e+00,  2.397371e+00,  1.715849e+00,   2.758627 ,  2.057057e+00,  1.406041e+01,   8.427732,  6.580284e+00, 'merger')\n",
            " ( 1.82052,  0.75731,  0.401  ,  0.25308, 0.8356549,  2.481797e+00,  2.480748e+00,  2.462401e+00,  2.446153e+00,  2.489191e+00,  7.704226e+00,   6.56777  ,  6.203154e+00,  2.335582e+01,  21.2868  ,  2.065794e+01, 'elliptical')\n",
            " ( 1.50045,  0.70335,  0.35657,  0.25311, 0.8332199,  2.264488e+00,  2.332483e+00,  2.432243e+00,  2.454838e+00,  2.473735e+00,  8.595052e+00,   6.536228 ,  5.766024e+00,  1.803764e+01,  14.04133 ,  1.194389e+01, 'spiral')\n",
            " ( 1.83838,  0.86691,  0.42008,  0.33331, 0.8038736,  2.429935e+00,  2.377896e+00,  2.385337e+00,  2.391630e+00,  2.384531e+00,  4.877156e+00,   3.740238 ,  3.507433e+00,  1.440842e+01,  11.39026 ,  1.068580e+01, 'elliptical')\n",
            " ( 1.69896,  0.85968,  0.43101,  0.37653, 0.9004944,  2.380158e+00,  2.500828e+00,  2.515430e+00,  2.493220e+00,  2.483322e+00,  3.644117e+00,   3.462108 ,  3.215075e+00,  1.152389e+01,  10.25202 ,  9.673769e+00, 'elliptical')\n",
            " ( 0.93303,  0.27659,  0.33322, -0.01074, 0.5616748,  2.322084e+00,  2.329140e+00,  2.412369e+00,  2.399404e+00,  2.435217e+00,  2.435396e+00,   2.469327 ,  2.357792e+00,  4.963835e+00,   5.571384,  5.092155e+00, 'merger')\n",
            " ( 1.93141,  0.82671,  0.38563,  0.29539, 0.8094231,  2.347772e+00,  2.451141e+00,  2.460756e+00,  2.449428e+00,  2.436527e+00,  4.393629e+00,   4.53087  ,  4.101055e+00,  1.501620e+01,  15.14116 ,  1.359778e+01, 'elliptical')\n",
            " ( 1.78951,  0.80762,  0.32527,  0.2975 , 0.7338234,  2.407606e+00,  2.362210e+00,  2.331099e+00,  2.349835e+00,  2.341040e+00,  5.540525e+00,   5.115775 ,  4.069967e+00,  1.679769e+01,  13.60812 ,  1.085539e+01, 'merger')\n",
            " ( 1.91042,  0.87266,  0.43484,  0.2974 , 0.7943906,  2.343216e+00,  2.326988e+00,  2.362205e+00,  2.372770e+00,  2.385539e+00,  1.368032e+01,   4.188968 ,  3.460898e+00,  2.765344e+01,  19.19985 ,  1.608220e+01, 'merger')\n",
            " ( 1.08747,  0.66968,  0.50691,  0.14554, 0.5575368,  2.150041e+00,  2.190691e+00,  2.264243e+00,  2.238845e+00,  2.192927e+00,  1.123677e+00,   1.343202 ,  1.217774e+00,  3.317669e+00,   4.160978,  3.656498e+00, 'merger')\n",
            " ( 1.29532,  0.60715,  0.34531,  0.2358 , 0.7933671,  2.038728e+00,  2.154987e+00,  2.281856e+00,  2.340557e+00,  2.418694e+00,  6.942129e+00,   5.918982 ,  5.477466e+00,  1.562546e+01,  12.66558 ,  1.257526e+01, 'spiral')\n",
            " ( 1.3    ,  0.44852,  0.22832,  0.14608, 0.8084054,  2.381397e+00,  2.445150e+00,  2.431276e+00,  2.409750e+00,  2.393062e+00, -9.999000e+03,   4.609941 ,  2.100930e+00, -9.999000e+03,  12.29417 ,  4.369753e+00, 'merger')\n",
            " ( 1.42913,  0.65401,  0.34512,  0.23798, 0.6141388,  2.229346e+00,  2.566914e+00,  2.650685e+00,  2.643918e+00,  2.525013e+00,  3.643909e+00,   3.534761 ,  3.265063e+00,  7.574259e+00,   7.163653,  7.246442e+00, 'merger')\n",
            " ( 2.03857,  0.90016,  0.43035,  0.30941, 0.6850561,  2.536256e+00,  2.555583e+00,  2.543900e+00,  2.537354e+00,  2.505521e+00,  1.875761e+01,   9.760444 ,  8.247719e+00,  4.285934e+01,  30.44286 ,  2.649203e+01, 'elliptical')\n",
            " ( 1.57243,  0.86169,  0.38535,  0.33959, 0.5500134,  2.078264e+00,  2.309058e+00,  2.482953e+00,  2.519997e+00,  2.506818e+00,  4.495601e+00,   4.10545  ,  3.777833e+00,  8.533053e+00,   8.864435,  8.220874e+00, 'spiral')\n",
            " ( 1.35421,  0.60712,  0.2681 ,  0.21235, 0.967469 ,  2.391449e+00,  2.510979e+00,  2.542533e+00,  2.569250e+00,  2.563226e+00,  1.271827e+01,  11.39631  ,  1.091666e+01,  2.937548e+01,  25.5387  ,  2.985895e+01, 'spiral')\n",
            " ( 1.92426,  0.87142,  0.40864,  0.32454, 0.942297 ,  2.427783e+00,  2.429892e+00,  2.440515e+00,  2.453012e+00,  2.455443e+00,  5.630464e+00,   4.644639 ,  4.293863e+00,  1.684541e+01,  15.03417 ,  1.490833e+01, 'elliptical')\n",
            " ( 1.90908,  0.90677,  0.42224,  0.31629, 0.7959296,  2.482965e+00,  2.473739e+00,  2.476336e+00,  2.467302e+00,  2.458058e+00,  9.768088e+00,   9.214815 ,  8.021943e+00,  2.839005e+01,  28.00346 ,  2.367598e+01, 'elliptical')\n",
            " ( 1.08861,  0.41137,  0.29641,  0.10711, 0.6934704,  2.150383e+00,  2.146653e+00,  2.274340e+00,  2.311449e+00,  2.299979e+00,  2.730635e+00,   2.539755 ,  2.346833e+00,  5.103927e+00,   5.361142,  4.863031e+00, 'spiral')\n",
            " ( 1.84256,  0.79865,  0.49427,  0.41306, 0.2797576,  1.853579e+00,  2.085772e+00,  2.165134e+00,  2.234761e+00,  2.278522e+00,  3.870034e-01,   3.102592 ,  2.742251e+00,  5.382019e-01,   7.14868 ,  7.128471e+00, 'merger')\n",
            " ( 0.94621,  0.37307,  0.30599,  0.15662, 0.5285723,  2.267105e+00,  2.169257e+00,  2.251157e+00,  2.252156e+00,  2.232075e+00,  1.510999e+00,   1.884275 ,  1.760716e+00,  3.191223e+00,   4.983276,  5.165258e+00, 'merger')\n",
            " ( 1.90945,  0.79917,  0.39544,  0.32085, 0.9260558,  2.344847e+00,  2.326917e+00,  2.368691e+00,  2.360066e+00,  2.363612e+00,  4.919879e+00,   3.189452 ,  2.910916e+00,  1.060780e+01,  10.64015 ,  9.240825e+00, 'elliptical')\n",
            " ( 1.81673,  0.91636,  0.39511,  0.29915, 0.8308384,  1.945531e+00,  2.041409e+00,  2.094490e+00,  2.152541e+00,  2.077319e+00,  7.647387e-01,   0.8397347,  7.955579e-01,  1.276222e+00,   1.776452,  1.746170e+00, 'merger')\n",
            " ( 1.85352,  0.88966,  0.39546,  0.3353 , 0.8529811,  2.406317e+00,  2.418571e+00,  2.460563e+00,  2.459931e+00,  2.460770e+00,  4.012710e+00,   3.39818  ,  3.383541e+00,  1.180322e+01,  10.58998 ,  1.047749e+01, 'elliptical')\n",
            " ( 1.52396,  0.62617,  0.34058,  0.21532, 0.8767955,  2.203575e+00,  2.323762e+00,  2.367893e+00,  2.403771e+00,  2.445235e+00,  3.390103e+00,   3.44784  ,  3.409774e+00,  7.231434e+00,   8.8537  ,  9.309018e+00, 'spiral')\n",
            " ( 1.83564,  0.80004,  0.37182,  0.29271, 0.8047035,  2.407402e+00,  2.425840e+00,  2.415184e+00,  2.423705e+00,  2.430195e+00,  4.349380e+00,   4.188884 ,  4.147783e+00,  1.350347e+01,  13.02213 ,  1.290231e+01, 'elliptical')\n",
            " ( 1.90182,  1.03126,  0.44915,  0.36805, 0.8001   ,  2.069916e+00,  2.263783e+00,  2.264139e+00,  2.251233e+00,  2.267831e+00,  1.246354e+00,   1.5814   ,  1.434154e+00,  2.384148e+00,   5.104391,  4.760215e+00, 'merger')\n",
            " ( 1.48774,  0.63728,  0.34112,  0.2264 , 0.6500981,  1.973924e+00,  2.062116e+00,  2.239916e+00,  2.267787e+00,  2.403844e+00,  4.762932e+00,   3.74895  ,  3.559061e+00,  1.032109e+01,   7.009685,  6.872913e+00, 'spiral')\n",
            " ( 2.03924,  1.03214,  0.42926,  0.35035, 0.9067104,  2.338428e+00,  2.368874e+00,  2.358188e+00,  2.397348e+00,  2.364135e+00,  2.464064e+00,   2.392333 ,  2.247000e+00,  8.777987e+00,   7.884397,  7.387922e+00, 'elliptical')\n",
            " ( 2.30115,  1.25239,  0.45633,  0.35594, 0.7647593,  2.325277e+00,  2.382517e+00,  2.405365e+00,  2.412087e+00,  2.427884e+00,  1.760226e+00,   3.990074 ,  3.353854e+00,  5.299535e+00,  13.06029 ,  1.007000e+01, 'elliptical')\n",
            " ( 1.86188,  0.8935 ,  0.42509,  0.31284, 0.6242248,  2.325370e+00,  2.326888e+00,  2.339382e+00,  2.310215e+00,  2.313129e+00,  2.995388e+00,   2.598376 ,  2.498686e+00,  1.025977e+01,   8.830495,  8.780673e+00, 'elliptical')\n",
            " ( 1.34961,  0.5252 ,  0.28741,  0.10351, 0.9056176,  2.128137e+00,  2.204878e+00,  2.295357e+00,  2.343599e+00,  2.379155e+00,  9.849186e+00,  10.93608  ,  9.681112e+00,  1.711800e+01,  22.28153 ,  1.964644e+01, 'spiral')\n",
            " ( 1.45293,  0.63368,  0.40208,  0.26573, 0.3909295,  2.110849e+00,  2.156260e+00,  2.143514e+00,  2.234040e+00,  2.247642e+00,  1.666188e+00,   1.683902 ,  1.375343e+00,  3.026231e+00,   3.700802,  3.074833e+00, 'merger')\n",
            " ( 1.81031,  0.76143,  0.34136,  0.2356 , 0.6756673,  2.030635e+00,  2.178472e+00,  2.194035e+00,  2.196330e+00,  2.139270e+00,  9.153117e-01,   0.9826228,  9.081754e-01,  2.246193e+00,   2.89607 ,  2.851721e+00, 'merger')\n",
            " ( 1.87027,  0.78641,  0.40903,  0.27226, 0.6485183,  2.130967e+00,  2.468223e+00,  2.370521e+00,  2.374295e+00,  2.370576e+00,  2.143649e+00,   3.801729 ,  2.651540e+00,  3.979133e+00,   9.311094,  7.637722e+00, 'spiral')\n",
            " ( 1.98865,  0.96048,  0.42297,  0.37144, 0.8244902,  2.443397e+00,  2.416739e+00,  2.412802e+00,  2.433409e+00,  2.404784e+00,  2.742142e+00,   2.96798  ,  2.652877e+00,  1.074284e+01,   9.431715,  8.732310e+00, 'elliptical')\n",
            " ( 1.72037,  0.89819,  0.43189,  0.32317, 0.5543479,  2.242406e+00,  2.677660e+00,  2.521202e+00,  2.494820e+00,  2.499248e+00,  6.668749e+00,   5.762726 ,  4.352983e+00,  1.237381e+01,  11.89876 ,  9.913951e+00, 'spiral')\n",
            " ( 1.66153,  0.8402 ,  0.43799,  0.3089 , 0.6908169,  2.526706e+00,  2.492664e+00,  2.431295e+00,  2.425246e+00,  2.388872e+00,  4.579451e+00,   4.544211 ,  3.441279e+00,  8.355771e+00,  10.74242 ,  8.717644e+00, 'spiral')\n",
            " ( 2.07086,  1.12826,  0.45948,  0.35658, 0.8517063,  2.244090e+00,  2.343993e+00,  2.350174e+00,  2.350504e+00,  2.353764e+00,  2.647200e+00,   3.256323 ,  3.245358e+00,  6.278037e+00,  10.73957 ,  1.049215e+01, 'elliptical')\n",
            " ( 1.78945,  0.80759,  0.39162,  0.34441, 0.8691855,  2.384977e+00,  2.351680e+00,  2.334420e+00,  2.316629e+00,  2.316211e+00,  5.955210e+00,   5.477959 ,  5.140798e+00,  1.922640e+01,  19.56314 ,  1.967054e+01, 'elliptical')\n",
            " ( 1.68884,  0.84854,  0.44163,  0.35803, 0.3196237,  2.448064e+00,  2.348443e+00,  2.326940e+00,  2.371037e+00,  2.345510e+00,  2.636584e+00,   3.712466 ,  3.220536e+00,  4.885469e+00,   8.579208,  7.192170e+00, 'spiral')\n",
            " ( 1.90947,  0.87948,  0.44265,  0.34056, 0.8556085,  2.435933e+00,  2.434985e+00,  2.428262e+00,  2.428572e+00,  2.437405e+00,  5.538766e+00,   5.298166 ,  4.953465e+00,  1.785612e+01,  17.05621 ,  1.649573e+01, 'elliptical')\n",
            " ( 1.43962,  0.63336,  0.42825,  0.37006, 0.3834612,  1.966748e+00,  2.057231e+00,  2.070545e+00,  2.129776e+00,  2.174948e+00,  7.153943e+00,   6.693203 ,  5.461985e+00,  1.216884e+01,  12.19326 ,  9.817919e+00, 'merger')\n",
            " ( 2.22675,  0.95342,  0.46088,  0.32259, 0.591476 ,  2.246722e+00,  2.267107e+00,  2.270684e+00,  2.293556e+00,  2.303395e+00,  3.181727e+00,   1.893706 ,  1.593033e+00,  7.945498e+00,   6.631391,  5.201944e+00, 'merger')\n",
            " ( 1.26268,  0.57226,  0.35332,  0.22943, 0.7463812,  2.305719e+00,  2.325305e+00,  2.346609e+00,  2.350585e+00,  2.373500e+00,  4.896542e+00,   4.618351 ,  4.043545e+00,  9.777391e+00,  10.25192 ,  8.707679e+00, 'spiral')\n",
            " ( 1.08424,  0.55862,  0.42537,  0.19711, 0.4103917,  1.980685e+00,  2.037382e+00,  2.102281e+00,  2.139429e+00,  2.149643e+00,  2.785131e+00,   2.718468 ,  2.359684e+00,  5.834107e+00,   6.770075,  6.072075e+00, 'merger')\n",
            " ( 2.42249,  1.20313,  0.43279,  0.34027, 0.8094692,  2.178267e+00,  2.554514e+00,  2.560748e+00,  2.577746e+00,  2.473290e+00,  7.726217e-01,   2.487846 ,  2.301429e+00,  1.876698e+00,   6.161175,  5.238506e+00, 'merger')\n",
            " ( 1.8814 ,  0.89727,  0.43363,  0.31666, 0.7349662,  2.466345e+00,  2.445077e+00,  2.463971e+00,  2.472703e+00,  2.439677e+00,  4.616611e+00,   4.295809 ,  4.074116e+00,  1.139574e+01,  13.38437 ,  1.305015e+01, 'elliptical')\n",
            " ( 1.92964,  0.84077,  0.41044,  0.28379, 0.7806347,  2.493915e+00,  2.477725e+00,  2.483909e+00,  2.488328e+00,  2.495847e+00,  9.596523e+00,   7.603882 ,  7.412670e+00,  2.773627e+01,  25.69116 ,  2.500991e+01, 'elliptical')\n",
            " ( 1.64399,  0.70184,  0.45255,  0.29945, 0.4491419,  1.721017e+00,  5.425310e-01,  2.068450e+00,  2.192471e+00,  2.255579e+00,  3.307103e+00,   4.024466 ,  3.586468e+00,  7.679928e+00,  10.17894 ,  9.145689e+00, 'merger')\n",
            " ( 1.11682,  0.50368,  0.53376,  0.11469, 0.3999828,  2.385012e+00,  2.512392e+00,  2.558093e+00,  2.594118e+00,  2.523211e+00,  2.789794e+00,   3.046206 ,  2.850048e+00,  6.347270e+00,   7.826622,  7.178288e+00, 'merger')\n",
            " ( 1.44457,  0.70426,  0.35466,  0.26687, 0.9464688,  2.049547e+00,  2.173061e+00,  2.283349e+00,  2.328598e+00,  2.385859e+00,  1.725738e+01,  15.08764  ,  1.467936e+01,  3.761897e+01,  29.40298 ,  2.902632e+01, 'spiral')\n",
            " ( 1.83167,  0.90517,  0.41991,  0.34113, 0.9076862,  2.445753e+00,  2.415545e+00,  2.422371e+00,  2.413603e+00,  2.427759e+00,  7.056595e+00,   4.971563 ,  4.365674e+00,  2.076924e+01,  16.81691 ,  1.546941e+01, 'elliptical')\n",
            " ( 0.80505,  0.80419,  0.48766,  0.24178, 0.876945 ,  2.229654e+00,  2.347729e+00,  2.402797e+00,  2.405664e+00,  2.389379e+00,  8.285465e+00,   6.811018 ,  6.299887e+00,  1.975495e+01,  16.42155 ,  1.511260e+01, 'spiral')\n",
            " ( 1.0819 ,  0.56548,  0.3103 ,  0.1701 , 0.5524524,  2.221899e+00,  2.237159e+00,  2.316858e+00,  2.397010e+00,  2.436815e+00,  4.156546e+00,   3.601315 ,  2.870958e+00,  8.626280e+00,   6.76549 ,  5.201666e+00, 'spiral')\n",
            " ( 1.92857,  0.92429,  0.42967,  0.32712, 0.9452319,  2.335247e+00,  2.361481e+00,  2.375161e+00,  2.376395e+00,  2.349648e+00,  3.313589e+00,   2.682015 ,  2.617911e+00,  1.006631e+01,   8.864008,  8.356504e+00, 'elliptical')\n",
            " ( 1.27061,  0.53667,  0.30656,  0.2223 , 0.7677804,  2.100226e+00,  2.223507e+00,  2.356916e+00,  2.431232e+00,  2.468198e+00,  5.504885e+00,   5.919003 ,  5.680972e+00,  9.339196e+00,  11.99415 ,  1.222877e+01, 'spiral')\n",
            " ( 1.22533,  0.56836,  0.381  ,  0.28941, 0.5384037,  2.297509e+00,  2.364565e+00,  2.345443e+00,  2.361897e+00,  2.315358e+00,  2.870364e+00,   3.978974 ,  2.919336e+00,  8.273991e+00,  12.23954 ,  9.334108e+00, 'merger')\n",
            " ( 0.74382,  0.21324,  0.2786 , -0.00803, 0.5125352,  2.113970e+00,  2.089938e+00,  2.170397e+00,  2.141852e+00,  2.149977e+00,  1.907477e+00,   1.953465 ,  1.906009e+00,  4.143935e+00,   4.618678,  4.496402e+00, 'merger')\n",
            " ( 1.63954,  0.71851,  0.45581,  0.25626, 0.4301876,  1.999368e+00,  2.167461e+00,  2.207504e+00,  2.253428e+00,  2.224495e+00,  1.757377e+00,   1.992776 ,  1.528528e+00,  5.404597e+00,   5.653526,  4.574258e+00, 'merger')\n",
            " ( 1.14089,  0.66556,  0.36826,  0.19512, 0.6827375,  2.143129e+00,  2.168560e+00,  2.260566e+00,  2.308114e+00,  2.326068e+00,  2.974239e+00,   2.872695 ,  2.669787e+00,  5.585401e+00,   6.263511,  6.188505e+00, 'spiral')\n",
            " ( 1.12331,  0.47911,  0.32014,  0.17489, 0.9001379,  2.419379e+00,  2.420219e+00,  2.489823e+00,  2.514162e+00,  2.471769e+00,  5.628087e+00,   5.062721 ,  4.216322e+00,  1.106767e+01,  10.53469 ,  8.261349e+00, 'spiral')\n",
            " ( 1.33324,  0.52573,  0.26926,  0.13298, 0.7958828,  2.356087e+00,  2.396963e+00,  2.481920e+00,  2.503085e+00,  2.416730e+00,  8.720520e+00,   9.705234 ,  7.267736e+00,  1.587522e+01,  21.32594 ,  1.480821e+01, 'spiral')\n",
            " ( 1.54704,  0.62931,  0.3485 ,  0.18907, 0.6901935,  2.270702e+00,  2.329287e+00,  2.415518e+00,  2.433104e+00,  2.445220e+00,  1.534161e+01,  13.41565  ,  1.240569e+01,  3.615997e+01,  27.34726 ,  2.575659e+01, 'spiral')\n",
            " ( 1.71325,  0.91693,  0.51359,  0.37559, 0.3047244,  2.372763e+00,  2.054343e+00,  2.119545e+00,  2.161602e+00,  2.178985e+00,  2.162719e+00,   1.565298 ,  1.592703e+00,  4.201394e+00,   4.113561,  4.415794e+00, 'merger')\n",
            " ( 1.50552,  0.72974,  0.41252,  0.24703, 0.5305781,  2.104654e+00,  2.203304e+00,  2.301450e+00,  2.346666e+00,  2.342676e+00,  2.014726e+00,   2.208625 ,  1.999547e+00,  4.650806e+00,   6.023645,  5.481021e+00, 'merger')\n",
            " ( 1.96083,  0.96421,  0.41364,  0.34165, 0.8396819,  2.352218e+00,  2.350128e+00,  2.365112e+00,  2.365612e+00,  2.365517e+00,  3.561272e+00,   2.478042 ,  2.384991e+00,  9.092976e+00,   8.105355,  7.988871e+00, 'elliptical')\n",
            " ( 1.32747,  0.66009,  0.35912,  0.2609 , 0.5644745,  2.320173e+00,  2.255997e+00,  2.317161e+00,  2.348648e+00,  2.377434e+00,  4.382338e+00,   4.267462 ,  3.775164e+00,  8.426259e+00,   8.971415,  7.925466e+00, 'spiral')\n",
            " ( 1.37013,  0.34544,  0.26674,  0.08389, 0.5227963,  1.884447e+00,  2.102263e+00,  2.155988e+00,  2.175104e+00,  2.226620e+00,  1.466762e+00,   1.791215 ,  1.585075e+00,  2.415085e+00,   4.230162,  3.637848e+00, 'merger')\n",
            " ( 1.50909,  0.80724,  0.43245,  0.2829 , 0.7470111,  1.761030e+00,  2.028422e+00,  2.301428e+00,  2.427011e+00,  2.545454e+00,  3.790201e+00,   3.904252 ,  3.163620e+00,  5.797864e+00,   6.93397 ,  6.069737e+00, 'spiral')\n",
            " ( 1.78559,  0.8001 ,  0.38098,  0.26656, 0.5152364,  2.294870e+00,  2.337226e+00,  2.333861e+00,  2.336294e+00,  2.319944e+00,  2.189980e+00,   1.882676 ,  1.724162e+00,  6.613223e+00,   5.618581,  5.155616e+00, 'merger')\n",
            " ( 1.6847 ,  0.81224,  0.40711,  0.33747, 0.7762764,  2.239512e+00,  2.272748e+00,  2.305461e+00,  2.341827e+00,  2.391514e+00,  3.108962e+00,  10.28893  ,  5.069818e+00,  5.875743e+00,  33.21441 ,  1.911107e+01, 'merger')\n",
            " ( 1.22676,  0.40979,  0.22117,  0.15136, 0.8773735,  2.249408e+00,  2.354198e+00,  2.450662e+00,  2.468321e+00,  2.489913e+00,  7.041292e+00,   7.393488 ,  5.782203e+00,  1.243992e+01,  15.09909 ,  1.045281e+01, 'spiral')\n",
            " ( 1.28219,  0.64524,  0.64348,  0.27871, 0.8034166,  2.232696e+00,  2.304502e+00,  2.248000e+00,  2.257509e+00,  2.318992e+00,  1.571743e+00,   1.571552 ,  1.369747e+00,  5.551121e+00,   4.894116,  4.353862e+00, 'merger')\n",
            " ( 1.19326,  0.46429,  0.26044,  0.13913, 0.5552221,  2.183246e+00,  2.224686e+00,  2.295605e+00,  2.318820e+00,  2.326118e+00,  7.103095e+00,   8.659505 ,  5.973508e+00,  1.151199e+01,  18.27426 ,  1.047738e+01, 'spiral')\n",
            " ( 1.50639,  0.77725,  0.36161,  0.27867, 0.6882419,  2.124739e+00,  2.248959e+00,  2.457703e+00,  2.513146e+00,  2.605175e+00,  7.239414e+00,   5.552403 ,  5.546902e+00,  1.685885e+01,  11.32253 ,  1.251345e+01, 'spiral')\n",
            " ( 1.00508,  0.83824,  0.34969,  0.28694, 0.7124941,  2.347775e+00,  2.464170e+00,  2.458571e+00,  2.460791e+00,  2.475913e+00,  2.656459e+00,   3.271437 ,  2.975783e+00,  5.640834e+00,   6.801071,  6.239513e+00, 'spiral')\n",
            " ( 1.19915,  0.48648,  0.3633 ,  0.15964, 0.2602039,  2.174046e+00,  2.302004e+00,  2.321257e+00,  2.325640e+00,  2.340550e+00,  1.522231e+00,   1.931512 ,  1.828137e+00,  3.564618e+00,   4.858935,  4.210538e+00, 'merger')\n",
            " ( 1.79695,  0.80209,  0.39212,  0.34915, 0.7443576,  1.842059e+00,  2.615182e+00,  2.536102e+00,  2.527452e+00,  2.525909e+00,  9.369906e+00,   7.470297 ,  7.801771e+00,  1.567241e+01,  14.90902 ,  1.703819e+01, 'spiral')\n",
            " ( 1.74374,  0.98437,  0.48555,  0.4157 , 0.3896996,  2.309349e+00,  2.343042e+00,  2.277334e+00,  2.265084e+00,  2.261575e+00,  3.167229e+00,   2.412328 ,  1.278787e+00,  1.115962e+01,   6.057556,  3.408743e+00, 'merger')\n",
            " ( 2.03973,  1.4467 ,  0.54412,  0.3211 , 0.7485919,  2.069844e+00,  2.434511e+00,  2.382558e+00,  2.414175e+00,  2.472772e+00,  5.985871e+00,   3.426382 ,  3.227927e+00,  1.537052e+01,  10.47465 ,  1.286386e+01, 'elliptical')\n",
            " ( 1.26092,  0.53608,  0.41132,  0.24253, 0.308523 ,  2.449898e+00,  2.475487e+00,  2.385100e+00,  2.385255e+00,  2.308156e+00,  5.218831e+00,  10.34239  ,  4.099173e+00,  1.416490e+01,  31.46295 ,  1.340118e+01, 'merger')\n",
            " ( 1.4801 ,  0.77873,  0.39564,  0.27077, 0.6437216,  2.253789e+00,  2.495352e+00,  2.661496e+00,  2.672565e+00,  2.558978e+00,  4.532952e+00,   4.316014 ,  3.559066e+00,  8.073493e+00,   9.614533,  7.451995e+00, 'spiral')\n",
            " ( 1.92536,  0.81122,  0.38032,  0.27205, 0.6396433,  2.348456e+00,  2.584063e+00,  2.526314e+00,  2.465970e+00,  2.449172e+00,  2.453202e+00,   2.433371 ,  2.304370e+00,  5.290019e+00,   5.500206,  5.262755e+00, 'merger')\n",
            " ( 2.01043,  0.97825,  0.43549,  0.38552, 0.9416163,  2.213709e+00,  2.344463e+00,  2.357769e+00,  2.359192e+00,  2.347501e+00,  2.282764e+00,   3.067041 ,  2.898626e+00,  6.853000e+00,  10.18557 ,  1.034184e+01, 'elliptical')\n",
            " ( 1.85721,  0.83052,  0.42501,  0.27603, 0.8000523,  2.460280e+00,  2.480377e+00,  2.468026e+00,  2.463975e+00,  2.454551e+00,  1.304577e+01,  11.44199  ,  1.036823e+01,  3.998211e+01,  36.02186 ,  3.418930e+01, 'elliptical')\n",
            " ( 1.0403 ,  0.84845,  0.46347,  0.27313, 0.5833077,  2.136370e+00,  2.315300e+00,  2.339184e+00,  2.359663e+00,  2.321976e+00,  9.884146e-01,   1.62392  ,  1.489688e+00,  4.548613e+00,   4.45746 ,  4.088840e+00, 'merger')\n",
            " ( 1.98442,  0.86611,  0.40183,  0.32413, 0.8100416,  2.426771e+00,  2.444735e+00,  2.447005e+00,  2.451751e+00,  2.472711e+00,  7.177966e+00,   6.229105 ,  6.242405e+00,  2.182256e+01,  19.84051 ,  1.910561e+01, 'elliptical')\n",
            " ( 1.89801,  0.91428,  0.49196,  0.31095, 0.5402797,  2.384785e+00,  2.429524e+00,  2.404261e+00,  2.422189e+00,  2.402131e+00,  3.276323e+00,   3.065812 ,  2.765849e+00,  7.681708e+00,   8.709917,  7.984151e+00, 'merger')\n",
            " ( 1.02941,  0.48411,  0.30557,  0.25229, 0.5505208,  2.371990e+00,  2.388859e+00,  2.403924e+00,  2.422121e+00,  2.423656e+00,  3.548005e+00,   3.879543 ,  3.506557e+00,  9.556030e+00,  10.95833 ,  1.057209e+01, 'merger')\n",
            " ( 1.28115,  0.54899,  0.30389,  0.22313, 0.7771693,  2.179714e+00,  2.322494e+00,  2.432964e+00,  2.475631e+00,  2.474716e+00,  7.652271e+00,   7.316935 ,  6.533223e+00,  1.289006e+01,  15.13256 ,  1.404846e+01, 'spiral')\n",
            " ( 1.32727,  0.65498,  0.40874,  0.27138, 0.3704258,  6.218165e-01,  2.189291e+00,  2.251632e+00,  2.298550e+00,  2.352483e+00,  3.228155e+00,   2.901567 ,  2.498316e+00,  7.074975e+00,   7.023223,  6.160505e+00, 'merger')\n",
            " ( 2.10697,  0.9671 ,  0.5681 ,  0.33747, 0.6300893,  1.992887e+00,  2.450746e+00,  2.473116e+00,  2.465324e+00,  2.438683e+00,  3.099957e+00,   3.623704 ,  3.463300e+00,  9.110857e+00,   8.354343,  1.126539e+01, 'merger')\n",
            " ( 2.25665,  0.87841,  0.42228,  0.31671, 0.3706972,  2.192141e+00,  2.317256e+00,  2.386979e+00,  2.426550e+00,  2.412641e+00,  1.804032e+00,   4.645352 ,  3.549695e+00,  2.964041e+00,  12.55834 ,  9.236948e+00, 'merger')\n",
            " ( 1.99172,  0.92018,  0.435  ,  0.34409, 0.7664105,  2.233660e+00,  2.269750e+00,  2.302066e+00,  2.343791e+00,  2.337911e+00,  1.425330e+00,   1.558005 ,  1.581214e+00,  4.098301e+00,   4.711139,  4.593029e+00, 'merger')\n",
            " ( 1.51422,  0.79143,  0.48938,  0.4149 , 0.5279154,  2.056123e+00,  2.055964e+00,  2.063201e+00,  2.104309e+00,  2.179036e+00,  1.008658e+01,   9.246612 ,  8.480659e+00,  2.727546e+01,  26.45884 ,  2.589856e+01, 'merger')\n",
            " ( 1.94469,  0.8918 ,  0.40366,  0.29923, 0.7267272,  2.437211e+00,  2.342525e+00,  2.344478e+00,  2.358932e+00,  2.341758e+00,  3.316822e+00,   2.462929 ,  2.483011e+00,  8.973666e+00,   8.224793,  7.864267e+00, 'elliptical')\n",
            " ( 2.14023,  1.03012,  0.46508,  0.32385, 0.939496 ,  7.984244e-01,  2.329275e+00,  2.341146e+00,  2.348554e+00,  2.333428e+00,  4.402603e-01,   2.64208  ,  2.399940e+00,  6.280248e-01,  10.6189  ,  1.009002e+01, 'merger')\n",
            " ( 1.9675 ,  0.92917,  0.4136 ,  0.30774, 0.7998756,  2.304872e+00,  2.371214e+00,  2.400634e+00,  2.388276e+00,  2.367057e+00,  3.570867e+00,   3.355449 ,  2.995831e+00,  1.365961e+01,  11.95198 ,  1.125024e+01, 'merger')\n",
            " ( 1.09544,  0.27188,  0.13663,  0.04344, 0.4178201,  2.381492e+00,  2.385185e+00,  2.381312e+00,  2.336937e+00,  2.347853e+00,  3.701102e+00,   4.582385 ,  4.223368e+00,  9.012234e+00,  11.52607 ,  9.206115e+00, 'merger')\n",
            " ( 2.04892,  0.97513,  0.50527,  0.36643, 0.6380215,  1.714964e+00,  2.170449e+00,  2.323423e+00,  2.417066e+00,  2.490754e+00,  2.610625e+00,   3.958434 ,  3.494907e+00,  4.312980e+00,   8.967945,  7.372232e+00, 'merger')\n",
            " ( 1.14477,  0.4791 ,  0.23381,  0.16957, 0.9000224,  2.101871e+00,  2.232744e+00,  2.362740e+00,  2.431754e+00,  2.362391e+00,  5.168405e+00,   7.120739 ,  4.731348e+00,  8.606266e+00,  14.70948 ,  8.033177e+00, 'spiral')\n",
            " ( 1.87699,  0.84595,  0.38934,  0.29653, 0.5326071,  2.317108e+00,  2.372314e+00,  2.369607e+00,  2.367765e+00,  2.339614e+00,  2.031513e+00,   2.885416 ,  2.514766e+00,  4.874871e+00,   7.888736,  7.314715e+00, 'merger')\n",
            " ( 8.14432,  0.4413 ,  0.15132, -7.69834, 0.4835987, -9.999000e+03,  1.970813e+00,  7.027075e-01,  2.005820e+00, -9.999000e+03, -9.999000e+03,   4.548769 , -9.999000e+03, -9.999000e+03,   7.717034, -9.999000e+03, 'spiral')\n",
            " ( 1.84182,  0.82056,  0.38713,  0.29738, 0.6941335,  2.420520e+00,  2.511369e+00,  2.502473e+00,  2.496634e+00,  2.482666e+00,  8.730607e+00,   6.339789 ,  6.191707e+00,  2.389326e+01,  20.34526 ,  2.024513e+01, 'elliptical')\n",
            " ( 1.76537,  0.77536,  0.376  ,  0.2729 , 0.7131495,  2.377420e+00,  2.403463e+00,  2.417966e+00,  2.423475e+00,  2.411161e+00,  4.014622e+00,   3.535496 ,  3.263968e+00,  1.190733e+01,  10.29661 ,  9.538424e+00, 'elliptical')\n",
            " ( 1.92156,  0.8921 ,  0.41479,  0.34018, 0.6417344,  2.315538e+00,  2.375263e+00,  2.377019e+00,  2.412296e+00,  2.381966e+00,  3.291281e+00,   2.87909  ,  2.699327e+00,  9.854131e+00,   9.848104,  9.654462e+00, 'elliptical')\n",
            " ( 1.99349,  0.99301,  0.43004,  0.36791, 0.8675388,  2.497342e+00,  2.434403e+00,  2.451132e+00,  2.450849e+00,  2.441117e+00,  8.714464e+00,   5.367814 ,  4.979252e+00,  1.871264e+01,  16.26217 ,  1.690158e+01, 'elliptical')\n",
            " ( 1.95815,  1.22558,  0.47717,  0.35583, 0.7901701,  2.206507e+00,  2.290271e+00,  2.314479e+00,  2.324298e+00,  2.305939e+00,  2.125250e+00,   1.828351 ,  1.781570e+00,  7.111993e+00,   5.937457,  5.970327e+00, 'elliptical')\n",
            " ( 1.4721 ,  0.68252,  0.36481,  0.2817 , 0.8605025,  1.938927e+00,  2.187377e+00,  2.423657e+00,  2.464966e+00,  2.473414e+00,  3.823733e+00,   3.442721 ,  3.218964e+00,  6.355387e+00,   6.86369 ,  6.406072e+00, 'spiral')\n",
            " ( 1.59638,  0.86879,  0.42293,  0.32547, 0.7398738,  1.900186e+00,  2.038965e+00,  2.036985e+00,  2.063052e+00,  2.099098e+00,  8.510016e-01,   0.7813398,  7.689603e-01,  1.471315e+00,   1.488073,  1.474795e+00, 'merger')\n",
            " ( 1.41076,  0.69961,  0.44722,  0.22275, 0.6635138,  2.517520e+00,  2.357301e+00,  2.321967e+00,  2.326995e+00,  2.310730e+00,  2.606198e+00,   2.793367 ,  2.207102e+00,  8.728347e+00,   8.328768,  5.336717e+00, 'merger')\n",
            " ( 0.83962,  0.59136,  0.3684 ,  0.60902, 0.9710076,  1.937477e+00,  1.930544e+00,  1.952358e+00,  1.954323e+00, -9.999000e+03,  1.324379e+01,  15.05303  ,  1.508241e+01,  2.372683e+01,  40.18725 ,  3.651986e+01, 'spiral')\n",
            " ( 2.0835 ,  1.16572,  0.49264,  0.36528, 0.6418902,  2.294678e+00,  2.426505e+00,  2.428128e+00,  2.423829e+00,  2.391484e+00,  1.848077e+00,   3.82578  ,  3.298508e+00,  3.469359e+00,  11.94176 ,  1.038169e+01, 'elliptical')\n",
            " ( 1.23337,  0.56967,  0.33192,  0.23404, 0.900374 ,  2.072976e+00,  2.164045e+00,  2.230160e+00,  2.255117e+00,  2.255711e+00,  7.049508e+00,   6.534537 ,  6.125553e+00,  1.344946e+01,  13.7009  ,  1.344762e+01, 'spiral')\n",
            " ( 1.90809,  1.02519,  0.47387,  0.43411, 0.4025055,  2.300975e+00,  2.413672e+00,  2.489997e+00,  2.490341e+00,  2.444295e+00,  4.831522e+00,   2.793288 ,  2.353686e+00,  1.039305e+01,   6.873036,  5.910975e+00, 'merger')\n",
            " ( 1.71916,  0.77699,  0.40151,  0.3246 , 0.6657881,  2.205199e+00,  2.426851e+00,  2.696423e+00,  2.636373e+00,  2.630523e+00,  1.032541e+01,   9.091878 ,  8.371155e+00,  2.882331e+01,  20.7878  ,  2.004045e+01, 'spiral')\n",
            " ( 1.8654 ,  1.07549,  0.41911,  0.36399, 0.845067 ,  2.331652e+00,  2.396686e+00,  2.404820e+00,  2.414394e+00,  2.418044e+00,  2.051883e+00,   2.617781 ,  2.504182e+00,  4.374397e+00,   8.096287,  8.564918e+00, 'elliptical')\n",
            " ( 1.15531,  0.66204,  0.39361,  0.29555, 0.5082247,  2.081597e+00,  2.148627e+00,  2.187178e+00,  2.205597e+00,  2.196648e+00,  1.565098e+00,   2.006998 ,  1.933623e+00,  3.752278e+00,   5.590686,  5.120327e+00, 'merger')\n",
            " ( 1.12434,  0.62074,  0.34581,  0.17921, 0.7808937,  2.060440e+00,  2.112341e+00,  2.280623e+00,  2.343605e+00,  2.427843e+00,  3.557413e+00,   2.784565 ,  2.982662e+00,  6.538720e+00,   5.689602,  7.697604e+00, 'spiral')\n",
            " ( 1.99749,  1.04069,  0.41425,  0.36264, 0.7998068,  2.524364e+00,  2.404413e+00,  2.412796e+00,  2.420965e+00,  2.411647e+00,  4.667667e+00,   3.206486 ,  2.899903e+00,  1.296563e+01,  10.49512 ,  9.168991e+00, 'elliptical')\n",
            " ( 1.77547,  0.75277,  0.37922,  0.22338, 0.7099783,  2.302489e+00,  2.418097e+00,  2.494434e+00,  2.518643e+00,  2.517411e+00,  1.057258e+01,  11.52537  ,  1.016430e+01,  2.093757e+01,  26.2776  ,  2.577234e+01, 'spiral')\n",
            " ( 1.33373,  0.69389,  0.4038 ,  0.32293, 0.4806822,  1.856700e+00,  1.979848e+00,  2.063454e+00,  2.103738e+00,  2.155008e+00,  3.330467e+00,   3.157335 ,  3.051267e+00,  8.651975e+00,   6.704934,  6.818636e+00, 'merger')\n",
            " ( 1.56774,  0.73529,  0.38169,  0.26286, 0.7597971,  2.070063e+00,  2.355005e+00,  2.557940e+00,  2.604121e+00,  2.609203e+00,  4.379187e+00,   4.252636 ,  3.804307e+00,  7.856957e+00,   8.674047,  7.659415e+00, 'spiral')\n",
            " ( 1.88772,  0.85597,  0.41393,  0.32151, 0.7595831,  2.337907e+00,  2.346255e+00,  2.359940e+00,  2.361717e+00,  2.357031e+00,  4.414327e+00,   3.173197 ,  3.028017e+00,  1.174307e+01,  10.94257 ,  1.032809e+01, 'elliptical')\n",
            " ( 1.52399,  0.62389,  0.35299,  0.17381, 0.8050846,  2.034166e+00,  2.119575e+00,  2.227876e+00,  2.262229e+00,  2.303107e+00,  3.687088e+00,   4.703609 ,  4.262475e+00,  5.991224e+00,   9.292767,  8.818591e+00, 'spiral')\n",
            " ( 1.43743,  0.7783 ,  0.52901,  0.22197, 0.594837 ,  2.334245e+00,  2.351610e+00,  2.445009e+00,  2.437986e+00,  2.458260e+00,  1.826978e+00,   1.834391 ,  1.640459e+00,  6.406858e+00,   5.181228,  4.294707e+00, 'merger')\n",
            " ( 1.34594,  0.64285,  0.37813,  0.23107, 0.779956 ,  2.421518e+00,  2.248886e+00,  2.589488e+00,  2.615007e+00,  2.601444e+00,  1.387722e+01,  11.93691  ,  1.133721e+01,  3.237471e+01,  25.26677 ,  2.593425e+01, 'spiral')\n",
            " ( 1.1361 ,  0.38656,  0.21308,  0.21193, 0.700258 ,  2.330554e+00,  2.291215e+00,  2.352769e+00,  2.367876e+00,  2.376606e+00,  3.772992e+00,   3.969891 ,  4.170350e+00,  7.630075e+00,   8.207405,  9.006463e+00, 'spiral')\n",
            " ( 1.63321,  0.81897,  0.42086,  0.32319, 0.4353404,  2.571271e+00,  2.626440e+00,  2.623770e+00,  2.592396e+00,  2.589407e+00,  1.771189e+01,   9.62407  ,  6.085741e+00,  3.661196e+01,  27.42785 ,  1.370913e+01, 'merger')\n",
            " ( 1.18828,  0.2345 ,  0.0782 ,  0.12676, 0.5541996,  2.392262e+00,  2.509063e+00,  2.606223e+00,  2.603474e+00,  2.644946e+00,  2.474822e+00,   3.589779 ,  3.453185e+00,  6.843551e+00,   9.527234,  8.677188e+00, 'merger')\n",
            " ( 1.91373,  0.73198,  0.41773,  0.28073, 0.5622208,  1.953891e+00,  2.072533e+00,  2.180423e+00,  2.279545e+00,  2.342052e+00,  2.623976e+00,   3.108372 ,  2.711575e+00,  4.217824e+00,   7.189594,  6.421939e+00, 'merger')\n",
            " ( 1.88824,  0.96616,  0.41864,  0.32179, 0.8963699,  2.454737e+00,  2.362088e+00,  2.361498e+00,  2.377655e+00,  2.336964e+00,  6.785334e+00,   3.647417 ,  3.259932e+00,  1.520653e+01,  12.86161 ,  1.262813e+01, 'elliptical')\n",
            " ( 1.49219,  0.67539,  0.38357,  0.25551, 0.949788 ,  2.348988e+00,  2.399554e+00,  2.416743e+00,  2.463991e+00,  2.464553e+00,  4.282581e+00,   3.492575 ,  3.044684e+00,  1.090634e+01,   9.228062,  8.770439e+00, 'spiral')\n",
            " ( 1.60342,  0.59436,  0.40837,  0.26337, 0.6656891,  2.136996e+00,  2.130661e+00,  2.235885e+00,  2.264658e+00,  2.290417e+00,  1.778028e+00,   2.892479 ,  2.546764e+00,  2.983699e+00,   8.92583 ,  8.203669e+00, 'merger')\n",
            " ( 1.56972,  0.63443,  0.34753,  0.15197, 0.9153405,  2.352859e+00,  2.433820e+00,  2.471458e+00,  2.509777e+00,  2.517170e+00,  9.588296e+00,   8.813774 ,  7.456224e+00,  2.164546e+01,  22.48861 ,  2.018850e+01, 'spiral')\n",
            " ( 2.03435,  1.18527,  0.46614,  0.35926, 0.7298831,  2.167907e+00,  2.453593e+00,  2.486750e+00,  2.489468e+00,  2.485744e+00,  7.905652e+00,   6.175202 ,  4.893318e+00,  2.681863e+01,  19.83864 ,  1.622241e+01, 'elliptical')\n",
            " ( 1.01983,  0.60641,  0.30343,  0.30597, 0.9498755,  2.525602e+00,  2.228289e+00,  2.351167e+00,  2.423336e+00,  2.509036e+00,  1.018588e+01,  10.23112  ,  1.066171e+01,  2.786282e+01,  23.6235  ,  2.889946e+01, 'spiral')\n",
            " ( 1.31461,  0.33007,  0.26476,  0.13068, 0.9037459,  2.421972e+00,  2.354684e+00,  2.323594e+00,  2.351418e+00,  2.340596e+00,  1.283553e+00,   3.922662 ,  2.826391e+00,  2.094608e+00,  10.73848 ,  5.511113e+00, 'merger')\n",
            " ( 2.02032,  0.77502,  0.336  ,  0.26982, 0.4722128,  2.460803e+00,  2.477762e+00,  2.526893e+00,  2.527537e+00,  2.532607e+00,  2.928613e+00,   3.030837 ,  2.760816e+00,  9.914824e+00,   9.37916 ,  8.690222e+00, 'merger')\n",
            " ( 1.26703,  0.67009,  0.47485,  0.20804, 0.8388472,  2.296354e+00,  2.354792e+00,  2.411581e+00,  2.380824e+00,  2.364523e+00,  2.543194e+00,   2.42532  ,  2.467227e+00,  7.350438e+00,   6.432516,  6.288685e+00, 'merger')\n",
            " ( 1.89739,  0.87734,  0.41219,  0.31578, 0.9997698,  2.397318e+00,  2.432382e+00,  2.442640e+00,  2.459347e+00,  2.451372e+00,  5.373555e+00,   4.271703 ,  4.357247e+00,  1.284923e+01,  13.72025 ,  1.439448e+01, 'elliptical')\n",
            " ( 0.8182 ,  0.22899,  0.24884,  0.09654, 0.4094362,  2.198646e+00,  2.321779e+00,  2.396614e+00,  2.405519e+00,  2.373434e+00,  2.197244e+00,   3.540923 ,  3.330609e+00,  8.482684e+00,   9.57312 ,  8.895269e+00, 'merger')\n",
            " ( 1.9508 ,  0.88949,  0.40561,  0.32002, 0.8957706,  2.444309e+00,  2.463624e+00,  2.439433e+00,  2.424131e+00,  2.404567e+00,  7.495163e+00,   5.190655 ,  4.992559e+00,  2.104732e+01,  15.8792  ,  1.478244e+01, 'elliptical')\n",
            " ( 1.64882,  0.76779,  0.42368,  0.30637, 0.5240567,  2.238583e+00,  2.376294e+00,  2.432066e+00,  2.455069e+00,  2.456708e+00,  7.451455e+00,   6.089094 ,  5.965306e+00,  1.593859e+01,  13.42723 ,  1.444896e+01, 'spiral')\n",
            " ( 1.87868,  0.77275,  0.72973,  0.20858, 0.7000375,  2.182278e+00,  2.197566e+00,  2.351795e+00,  2.349249e+00,  2.496524e+00,  2.496615e+00,   3.229827 ,  2.916711e+00,  4.252597e+00,   8.713913,  7.281728e+00, 'merger')\n",
            " ( 1.52052,  0.73548,  0.3752 ,  0.28922, 0.6280916,  2.056406e+00,  2.123537e+00,  2.259154e+00,  2.307439e+00,  2.360464e+00,  6.497854e+00,   6.643816 ,  6.431803e+00,  1.134746e+01,  12.83492 ,  1.327313e+01, 'spiral')\n",
            " ( 1.59309,  0.76759,  0.42338,  0.27768, 0.4734849,  2.498570e+00,  2.505592e+00,  2.453862e+00,  2.451188e+00,  2.430613e+00,  6.046585e+00,   4.558475 ,  3.872002e+00,  1.343564e+01,  11.75251 ,  1.046894e+01, 'spiral')\n",
            " ( 1.63687,  0.78913,  0.42021,  0.26416, 0.4294604,  2.201465e+00,  2.327527e+00,  2.383047e+00,  2.379192e+00,  2.388136e+00,  4.067579e+00,   4.187301 ,  4.089880e+00,  7.919016e+00,   9.630763,  9.903768e+00, 'spiral')\n",
            " ( 1.33324,  0.70361,  0.3666 ,  0.2671 , 0.6665056,  2.036027e+00,  2.106161e+00,  2.284671e+00,  2.339318e+00,  2.361116e+00,  4.880836e+00,   4.103659 ,  3.748782e+00,  9.431236e+00,   8.418779,  7.793340e+00, 'spiral')\n",
            " ( 1.14998,  0.50816,  0.29461,  0.171  , 0.7813912,  2.144459e+00,  2.146129e+00,  2.220437e+00,  2.268188e+00,  2.274570e+00,  8.966628e+00,   7.384294 ,  6.847814e+00,  1.995391e+01,  16.13532 ,  1.454556e+01, 'spiral')\n",
            " ( 1.47854,  0.51131,  0.32806,  0.2607 , 0.3251639,  2.060129e+00,  2.307495e+00,  2.329227e+00,  2.345609e+00,  2.364815e+00,  5.161983e+00,   4.235553 ,  4.078778e+00,  1.283630e+01,  10.72554 ,  1.088676e+01, 'merger')\n",
            " ( 1.29224,  0.84566,  0.48884,  0.25933, 0.7595147,  2.246379e+00,  2.331323e+00,  2.353942e+00,  2.359210e+00,  2.335910e+00,  1.743835e+00,   2.011969 ,  1.904441e+00,  7.883090e+00,   6.665411,  6.345941e+00, 'merger')\n",
            " ( 2.20417,  0.83936,  0.39916,  0.31316, 0.933152 ,  1.780467e+00,  2.151933e+00,  2.194505e+00,  2.177510e+00,  2.187700e+00,  1.019255e+00,   1.1146   ,  1.104855e+00,  1.644946e+00,   2.207659,  2.151785e+00, 'merger')\n",
            " ( 1.66374,  0.78949,  0.42065,  0.28342, 0.5888044,  1.802139e+00,  2.163192e+00,  2.235926e+00,  2.268540e+00,  2.288330e+00,  2.964004e+00,   3.942762 ,  3.655106e+00,  4.889751e+00,  10.12132 ,  9.216297e+00, 'merger')\n",
            " ( 0.61117,  0.11205,  0.35483, -0.15133, 0.3041952,  2.190742e+00,  2.213647e+00,  2.199016e+00,  2.191339e+00,  2.147488e+00,  1.633448e+00,   1.667756 ,  1.601860e+00,  4.685469e+00,   4.461164,  4.109406e+00, 'merger')\n",
            " ( 1.38405,  0.65835,  0.36179,  0.28048, 0.8889452,  2.310175e+00,  2.321350e+00,  2.407016e+00,  2.441511e+00,  2.466476e+00,  1.068456e+01,   8.153903 ,  8.426897e+00,  2.372540e+01,  17.59359 ,  2.144513e+01, 'spiral')\n",
            " ( 1.93804,  0.9578 ,  0.40079,  0.32892, 0.6721888,  2.359794e+00,  2.418469e+00,  2.439512e+00,  2.448603e+00,  2.438882e+00,  4.166645e+00,   3.10206  ,  2.753023e+00,  1.053878e+01,   9.761954,  8.838645e+00, 'elliptical')\n",
            " ( 1.80926,  0.86044,  0.5044 ,  0.35248, 0.8191281,  2.235298e+00,  2.219613e+00,  2.283798e+00,  2.327622e+00,  2.353733e+00,  1.982633e+00,   2.11693  ,  1.842393e+00,  3.860404e+00,   5.631502,  5.163124e+00, 'merger')\n",
            " ( 1.86876,  0.7848 ,  0.39213,  0.29608, 0.5970721,  2.366681e+00,  2.366843e+00,  2.372607e+00,  2.373047e+00,  2.375520e+00,  3.558151e+00,   3.289371 ,  3.044517e+00,  1.084028e+01,  10.85454 ,  1.059554e+01, 'spiral')\n",
            " ( 1.3512 ,  0.58938,  0.3268 ,  0.21697, 0.8199207,  2.007693e+00,  2.181363e+00,  2.292794e+00,  2.314773e+00,  2.377337e+00,  5.595064e+00,   5.414492 ,  4.819331e+00,  9.703016e+00,  10.97604 ,  9.430712e+00, 'spiral')\n",
            " ( 2.24333,  1.02162,  0.46248,  0.3647 , 0.7833886,  2.399659e+00,  2.372676e+00,  2.392041e+00,  2.393689e+00,  2.379661e+00,  7.254145e+00,   3.350381 ,  3.278769e+00,  1.441397e+01,  11.55114 ,  1.139876e+01, 'elliptical')\n",
            " ( 1.84882,  0.83773,  0.39277,  0.30715, 0.8390691,  2.435681e+00,  2.373412e+00,  2.371226e+00,  2.375764e+00,  2.352564e+00,  4.032549e+00,   3.821784 ,  3.754496e+00,  1.302261e+01,  12.99869 ,  1.305648e+01, 'elliptical')\n",
            " ( 1.29919,  0.53878,  0.29827,  0.21983, 0.8456243,  2.298614e+00,  2.381647e+00,  2.432155e+00,  2.453466e+00,  2.449629e+00,  8.278754e+00,   8.741995 ,  8.791241e+00,  1.798006e+01,  22.651   ,  2.507314e+01, 'spiral')\n",
            " ( 1.91166,  0.9785 ,  0.41515,  0.36421, 0.9037367,  2.514360e+00,  2.430592e+00,  2.406900e+00,  2.435087e+00,  2.419585e+00,  4.934324e+00,   3.509173 ,  3.309737e+00,  1.311616e+01,  11.13803 ,  1.082444e+01, 'elliptical')\n",
            " ( 2.10321,  1.02013,  0.53319,  0.3221 , 0.8838995,  2.267898e+00,  5.761667e-01,  2.379414e+00,  2.400362e+00,  2.405661e+00,  4.471799e+00,   8.033606 ,  6.056642e+00,  8.617963e+00,  26.15659 ,  2.131265e+01, 'elliptical')\n",
            " ( 1.13595,  0.72368,  0.42725,  0.26517, 0.7169644,  2.382104e+00,  2.373600e+00,  2.412041e+00,  2.419987e+00,  2.416543e+00,  3.481110e+00,   2.642274 ,  2.207397e+00,  6.982678e+00,   7.112283,  6.421049e+00, 'spiral')\n",
            " ( 1.45303,  0.78996,  0.40501,  0.3758 , 0.7893155,  1.970827e+00,  2.194885e+00,  2.340556e+00,  2.420405e+00,  2.426852e+00,  1.794205e+01,  28.60846  ,  2.431793e+01,  4.028818e+01,  70.42664 ,  6.536031e+01, 'spiral')\n",
            " ( 2.00618,  0.89344,  0.41553,  0.31344, 0.8880646,  2.406445e+00,  2.438603e+00,  2.441049e+00,  2.448116e+00,  2.455975e+00,  5.463611e+00,   5.433718 ,  5.315297e+00,  1.660396e+01,  18.05222 ,  1.777159e+01, 'elliptical')\n",
            " ( 1.55759,  0.80888,  0.40967,  0.29902, 0.9421583,  2.242742e+00,  2.409824e+00,  2.503422e+00,  2.530057e+00,  2.475357e+00,  4.345451e+00,   4.136265 ,  3.977868e+00,  1.373300e+01,  12.65768 ,  1.222692e+01, 'elliptical')\n",
            " ( 1.44921,  0.68476,  0.35387,  0.26944, 0.7072662,  2.213931e+00,  2.387288e+00,  2.553287e+00,  2.574248e+00,  2.599853e+00,  9.076157e+00,   8.857353 ,  8.754080e+00,  1.588529e+01,  19.75417 ,  2.207490e+01, 'spiral')\n",
            " ( 1.34441,  0.53434,  0.40031,  0.32919, 0.6764777,  2.427388e+00,  2.537060e+00,  2.382254e+00,  2.302455e+00,  2.243770e+00,  6.605379e+00,   5.262765 ,  5.238561e+00,  1.464090e+01,  13.64616 ,  1.398423e+01, 'merger')\n",
            " ( 1.86   ,  0.85438,  0.39765,  0.31879, 0.6977188,  2.335509e+00,  2.287587e+00,  2.306842e+00,  2.329262e+00,  2.310611e+00,  2.751760e+00,   2.209019 ,  2.153894e+00,  8.155549e+00,   7.558405,  7.386188e+00, 'elliptical')\n",
            " ( 1.74747,  0.81397,  0.39501,  0.28523, 0.6863208,  2.364776e+00,  2.370266e+00,  2.353606e+00,  2.370642e+00,  2.344370e+00,  3.884472e+00,   3.361625 ,  3.132669e+00,  1.189853e+01,  11.54141 ,  1.069588e+01, 'elliptical')\n",
            " ( 0.86042,  0.325  ,  0.33042,  0.02946, 0.5413434,  2.171643e+00,  2.282740e+00,  2.315075e+00,  2.356655e+00,  2.309742e+00,  1.719333e+00,   2.544573 ,  2.095762e+00,  5.972683e+00,   7.432917,  6.135105e+00, 'merger')\n",
            " ( 1.11106,  0.49687,  0.26128,  0.26911, 0.7892233,  2.068004e+00,  2.139476e+00,  2.215594e+00,  2.262033e+00,  2.301065e+00,  5.976692e+00,   5.59936  ,  5.386275e+00,  1.396301e+01,  12.75806 ,  1.250141e+01, 'spiral')\n",
            " ( 2.50198,  1.19079,  0.61287,  0.46637, 0.6937991,  2.309783e+00,  2.533938e+00,  2.602106e+00,  2.615345e+00,  2.520758e+00,  3.044090e+00,   6.219137 ,  5.018762e+00,  5.204703e+00,  18.86175 ,  1.537998e+01, 'merger')\n",
            " ( 1.60844,  0.75164,  0.38429,  0.2769 , 0.88749  ,  2.351232e+00,  2.416625e+00,  2.493055e+00,  2.539997e+00,  2.576402e+00,  8.299552e+00,   9.057893 ,  8.198878e+00,  1.686526e+01,  19.75621 ,  1.844698e+01, 'spiral')\n",
            " ( 1.23865,  0.53009,  0.31486,  0.21704, 0.9223647,  2.219449e+00,  2.280869e+00,  2.397192e+00,  2.451252e+00,  2.462793e+00,  7.824978e+00,   6.3859   ,  6.151846e+00,  1.844128e+01,  12.65623 ,  1.336495e+01, 'spiral')\n",
            " ( 1.4781 ,  0.60208,  0.41567,  0.30953, 0.6920763,  2.274659e+00,  2.257715e+00,  2.375444e+00,  2.468855e+00,  2.494709e+00,  4.158295e+00,   6.406686 ,  7.121476e+00,  1.011070e+01,  18.80935 ,  2.050527e+01, 'merger')\n",
            " ( 1.37545,  0.58747,  0.30746,  0.1903 , 0.7613906,  2.575316e+00,  2.650661e+00,  2.737767e+00,  2.679828e+00,  2.564791e+00,  2.366171e+01,  18.42211  ,  1.639608e+01,  5.295581e+01,  38.48758 ,  3.859290e+01, 'spiral')\n",
            " ( 1.97233,  0.92681,  0.41212,  0.33438, 0.6641971,  2.357831e+00,  2.381383e+00,  2.398237e+00,  2.400816e+00,  2.396650e+00,  5.182947e+00,   3.750646 ,  3.607571e+00,  1.478262e+01,  12.91724 ,  1.281084e+01, 'elliptical')\n",
            " ( 1.67667,  0.74469,  0.37293,  0.27565, 0.832319 ,  2.099846e+00,  2.457289e+00,  2.616190e+00,  2.655644e+00,  2.638687e+00,  5.628028e+00,   5.025039 ,  4.231521e+00,  1.034421e+01,  11.39506 ,  9.502579e+00, 'spiral')\n",
            " ( 1.27016,  0.63787,  0.29099,  0.23921, 0.7786884,  2.208645e+00,  2.497683e+00,  2.507952e+00,  2.510103e+00,  2.492839e+00,  6.332916e+00,   5.767449 ,  4.693553e+00,  1.610836e+01,  16.4954  ,  1.384049e+01, 'merger')\n",
            " ( 1.07199,  0.40923,  0.28441,  0.15686, 0.7029682,  2.075502e+00,  2.246043e+00,  2.264744e+00,  2.275195e+00,  2.298872e+00,  2.450904e+00,   2.705899 ,  2.724157e+00,  5.821415e+00,   6.63113 ,  6.405684e+00, 'merger')\n",
            " ( 1.52953,  0.72848,  0.38367,  0.22171, 0.785748 ,  2.055382e+00,  2.202878e+00,  2.369862e+00,  2.446679e+00,  2.562468e+00,  1.175781e+01,  10.6842   ,  9.939709e+00,  2.571683e+01,  20.48201 ,  1.891680e+01, 'spiral')\n",
            " ( 1.39331,  0.74735,  0.45022,  0.21437, 0.4741131,  2.209568e+00,  2.194353e+00,  2.259825e+00,  2.258434e+00,  2.245474e+00,  2.599737e+00,   2.468692 ,  2.195024e+00,  8.590766e+00,   7.709337,  6.909000e+00, 'merger')\n",
            " ( 1.3767 ,  0.58731,  0.35381,  0.20646, 0.4538573,  2.332829e+00,  2.339927e+00,  2.430596e+00,  2.432126e+00,  2.464108e+00,  2.039995e+00,   3.018913 ,  2.731671e+00,  3.783141e+00,   7.484984,  6.627818e+00, 'merger')\n",
            " ( 1.92095,  1.11203,  0.43904,  0.40121, 0.7893131,  2.350503e+00,  2.327055e+00,  2.318401e+00,  2.321870e+00,  2.330734e+00,  4.405678e+00,   2.741939 ,  2.767270e+00,  8.994338e+00,   9.028008,  9.109687e+00, 'elliptical')\n",
            " ( 1.27696,  0.78855,  0.5163 ,  0.29987, 0.2999923,  2.216066e+00,  2.168163e+00,  2.252368e+00,  2.261225e+00,  2.232594e+00,  2.173583e+00,   1.940719 ,  1.628591e+00,  5.907200e+00,   4.951893,  4.133596e+00, 'merger')\n",
            " ( 1.36383,  0.79583,  0.39426,  0.21578, 0.9275872,  1.790186e+00,  2.135755e+00,  2.313493e+00,  2.405625e+00,  2.516606e+00,  4.626054e+00,   5.332902 ,  3.970801e+00,  6.977180e+00,   9.988969,  7.053171e+00, 'spiral')\n",
            " ( 1.60272,  0.71209,  0.36389,  0.2981 , 0.912986 ,  2.581662e+00,  2.689309e+00,  2.611543e+00,  2.613547e+00,  2.588010e+00,  9.084625e+00,   7.09082  ,  6.155777e+00,  2.249354e+01,  17.75162 ,  1.474055e+01, 'spiral')\n",
            " ( 1.25031,  0.58109,  0.30622,  0.22926, 0.9215653,  2.172563e+00,  2.242181e+00,  2.339823e+00,  2.363697e+00,  2.480089e+00,  3.995692e+00,   3.315747 ,  3.116706e+00,  9.855577e+00,   6.599781,  5.899948e+00, 'spiral')\n",
            " ( 0.83713,  0.49822,  0.36471,  0.21236, 0.614685 ,  2.144977e+00,  2.256519e+00,  2.294810e+00,  2.341461e+00,  2.378516e+00,  1.480893e+00,   2.724579 ,  2.576699e+00,  6.826634e+00,   6.747099,  6.164905e+00, 'spiral')\n",
            " ( 2.35909,  1.12462,  0.6621 ,  0.40878, 0.878042 ,  1.839628e+00,  1.863597e+00,  1.938819e+00,  2.022217e+00,  2.041389e+00,  8.226007e-01,   1.160667 ,  1.089881e+00,  1.381858e+00,   2.048602,  1.984791e+00, 'merger')\n",
            " ( 1.80222,  0.85738,  0.39609,  0.33252, 0.5924729,  2.499050e+00,  2.589987e+00,  2.538048e+00,  2.503550e+00,  2.500123e+00,  1.416219e+01,  10.49419  ,  9.010935e+00,  3.342877e+01,  27.84372 ,  2.540176e+01, 'spiral')\n",
            " ( 1.62905,  0.70261,  0.40292,  0.24823, 0.5740675,  1.883278e+00,  2.149960e+00,  2.299755e+00,  2.385038e+00,  2.438607e+00,  3.578777e+00,   4.014599 ,  3.807290e+00,  6.042599e+00,   8.533189,  9.000915e+00, 'spiral')\n",
            " ( 0.93995,  0.44395,  0.42482, -0.01775, 0.3684736,  2.244519e+00,  2.224153e+00,  2.301805e+00,  2.441788e+00,  2.404027e+00,  3.544056e+00,   3.399848 ,  2.770254e+00,  8.133285e+00,   8.744202,  8.116343e+00, 'merger')\n",
            " ( 1.25116,  0.53029,  0.25568,  0.22363, 0.8811097,  2.215234e+00,  2.307296e+00,  2.439134e+00,  2.491575e+00,  2.494142e+00,  1.129820e+01,   9.644547 ,  9.165364e+00,  2.812346e+01,  20.93673 ,  2.157007e+01, 'spiral')\n",
            " ( 0.72648,  0.21086,  0.16396,  0.0244 , 0.7514417,  2.277373e+00,  2.364255e+00,  2.406922e+00,  2.398408e+00,  2.344363e+00,  4.750669e+00,   4.513448 ,  3.343484e+00,  1.140733e+01,  10.21317 ,  6.639645e+00, 'merger')\n",
            " ( 1.62737,  0.75976,  0.40698,  0.3156 , 0.7733337,  2.360025e+00,  2.462218e+00,  2.477487e+00,  2.476703e+00,  2.460257e+00,  3.557428e+00,   3.701714 ,  3.425714e+00,  1.099632e+01,  12.01725 ,  1.103664e+01, 'elliptical')\n",
            " ( 1.8884 ,  0.78973,  0.4025 ,  0.27154, 0.732147 ,  1.845688e+00,  2.479543e+00,  2.550040e+00,  2.555550e+00,  2.589335e+00,  3.076205e+00,   4.494824 ,  4.019160e+00,  4.296632e+00,  10.32236 ,  9.156346e+00, 'spiral')\n",
            " ( 1.40619,  0.64943,  0.33503,  0.22781, 0.5256053,  2.255148e+00,  2.311474e+00,  2.350028e+00,  2.373623e+00,  2.380672e+00,  1.089918e+01,   8.501918 ,  7.444341e+00,  2.398441e+01,  21.79528 ,  1.866749e+01, 'spiral')\n",
            " ( 2.00873,  1.09278,  0.43017,  0.35944, 0.8451557,  2.228601e+00,  2.350855e+00,  2.355562e+00,  2.354420e+00,  2.383049e+00,  3.648154e+00,   3.213396 ,  2.758146e+00,  1.345205e+01,  10.50392 ,  8.294082e+00, 'elliptical')\n",
            " ( 1.78528,  0.94088,  0.37692,  0.36588, 0.7949773,  2.497067e+00,  2.415794e+00,  2.434260e+00,  2.408702e+00,  2.423068e+00,  4.796246e+00,   3.746124 ,  3.054645e+00,  1.426266e+01,  11.6431  ,  8.875810e+00, 'elliptical')\n",
            " ( 1.88667,  0.92931,  0.42318,  0.31095, 0.7773678,  2.427018e+00,  2.363907e+00,  2.351392e+00,  2.366157e+00,  2.382185e+00,  4.052593e+00,   3.079214 ,  2.950735e+00,  1.014729e+01,  10.51444 ,  1.050436e+01, 'elliptical')\n",
            " ( 1.09764,  0.43926,  0.30389,  0.09841, 0.8111447,  1.909937e+00,  2.067649e+00,  2.178123e+00,  2.182371e+00,  2.216781e+00,  3.361660e+00,   3.065115 ,  2.844806e+00,  6.318031e+00,   6.555509,  6.065515e+00, 'merger')\n",
            " ( 1.77886,  1.05134,  0.43777,  0.3684 , 0.8792765,  1.573107e+00,  2.144493e+00,  2.553077e+00,  2.566702e+00,  2.640560e+00,  6.008584e+00,   5.142627 ,  4.654972e+00,  8.221128e+00,   9.123891,  8.680973e+00, 'spiral')\n",
            " ( 1.14767,  0.56772,  0.3372 ,  0.15317, 0.8527295,  2.146245e+00,  2.198689e+00,  2.337531e+00,  2.354750e+00,  2.390330e+00,  4.346683e+00,   4.322386 ,  3.364251e+00,  9.232121e+00,   8.825583,  6.073168e+00, 'spiral')\n",
            " ( 1.68245,  0.83626,  0.41557,  0.38666, 0.5221023,  2.098836e+00,  2.356105e+00,  2.526096e+00,  2.583786e+00,  2.601254e+00,  9.882698e+00,  11.98442  ,  1.102906e+01,  2.067363e+01,  30.57937 ,  3.036592e+01, 'spiral')\n",
            " ( 1.36891,  0.64599,  0.36963,  0.23038, 0.9118576,  1.869779e+00,  2.029906e+00,  2.207710e+00,  2.282778e+00,  2.347896e+00,  6.658164e+00,   5.906975 ,  5.421226e+00,  1.199009e+01,  11.61183 ,  1.079558e+01, 'spiral')\n",
            " ( 1.21518,  0.61772,  0.40571,  0.24618, 0.8891262,  1.967398e+00,  2.116862e+00,  2.224231e+00,  2.252340e+00,  2.304321e+00,  2.522156e+00,   2.539708 ,  2.380260e+00,  5.537885e+00,   5.613749,  5.156144e+00, 'merger')\n",
            " ( 2.2761 ,  1.03413,  0.516  ,  0.3832 , 0.5454367,  2.493298e+00,  2.424228e+00,  2.397540e+00,  2.381929e+00,  2.385182e+00,  6.296986e+00,   5.073234 ,  4.031916e+00,  1.478542e+01,  16.30291 ,  1.514534e+01, 'merger')\n",
            " ( 1.96175,  0.68692,  0.36134,  0.26739, 0.6266975,  1.674344e+00,  2.027378e+00,  2.175792e+00,  2.208407e+00,  2.255738e+00,  1.729802e+00,   2.511719 ,  2.038314e+00,  2.384351e+00,   5.719931,  4.125741e+00, 'spiral')\n",
            " ( 1.37781,  0.56725,  0.35224,  0.22176, 0.7462369,  2.098581e+00,  2.358043e+00,  2.426340e+00,  2.453387e+00,  2.530254e+00,  6.075799e+00,   5.889009 ,  5.401150e+00,  1.201604e+01,  13.2092  ,  1.345084e+01, 'spiral')\n",
            " ( 2.1738 ,  1.16306,  0.46031,  0.33168, 0.7399858,  2.404897e+00,  2.481080e+00,  2.483980e+00,  2.474597e+00,  2.488683e+00,  5.262548e+00,   4.930643 ,  4.465492e+00,  1.759078e+01,  13.85789 ,  1.294912e+01, 'elliptical')\n",
            " ( 1.66461,  0.79539,  0.46087,  0.44867, 0.3416949,  2.134203e+00,  2.206235e+00,  2.269020e+00,  2.263680e+00,  2.293989e+00,  3.785553e+00,   4.327103 ,  4.087011e+00,  7.078364e+00,   9.228007,  9.391738e+00, 'merger')\n",
            " ( 1.85765,  0.67158,  0.4231 ,  0.3061 , 0.5854284,  2.251946e+00,  2.339849e+00,  2.380652e+00,  2.359738e+00,  2.395528e+00,  3.095123e+00,   3.818919 ,  3.826230e+00,  5.174814e+00,   8.263009,  1.147734e+01, 'merger')\n",
            " ( 1.94378,  0.87922,  0.41374,  0.28258, 0.6299368,  2.367173e+00,  2.371873e+00,  2.434628e+00,  2.443716e+00,  2.410452e+00,  2.634112e+00,   2.866269 ,  2.746065e+00,  9.089048e+00,   9.345481,  9.201893e+00, 'elliptical')\n",
            " ( 2.02511,  0.92755,  0.41594,  0.32706, 0.8726296,  2.406075e+00,  2.370026e+00,  2.399032e+00,  2.408309e+00,  2.409563e+00,  3.617526e+00,   2.906185 ,  2.835582e+00,  1.163460e+01,   9.626904,  9.195970e+00, 'elliptical')\n",
            " ( 1.76423,  0.75481,  0.37394,  0.29588, 0.9222095,  2.387379e+00,  2.348435e+00,  2.352686e+00,  2.358026e+00,  2.350366e+00,  4.300192e+00,   3.207598 ,  2.999046e+00,  1.124505e+01,   9.76103 ,  9.102633e+00, 'elliptical')\n",
            " ( 1.86829,  0.8714 ,  0.42523,  0.32126, 0.7534336,  2.389505e+00,  2.348249e+00,  2.366308e+00,  2.372411e+00,  2.381443e+00,  4.734081e+00,   3.610809 ,  3.284837e+00,  1.239924e+01,  11.73463 ,  1.032675e+01, 'elliptical')\n",
            " ( 1.40057,  0.64159,  0.29597,  0.1717 , 0.8910345,  1.949185e+00,  2.168776e+00,  2.281580e+00,  2.380177e+00,  2.435819e+00,  1.536672e+01,  16.80555  ,  1.619029e+01,  3.167617e+01,  38.54189 ,  3.729862e+01, 'spiral')\n",
            " ( 1.60453,  0.75332,  0.41991,  0.28555, 0.5065252,  2.073305e+00,  2.306076e+00,  2.395211e+00,  2.415033e+00,  2.439142e+00,  5.068859e+00,   4.469679 ,  3.359727e+00,  1.235405e+01,  11.25236 ,  8.225753e+00, 'merger')\n",
            " ( 1.10091,  0.39362,  0.19326,  0.11767, 0.4361676,  2.505610e+00,  2.371232e+00,  2.469471e+00,  2.501203e+00,  2.576937e+00,  9.878066e+00,   9.069321 ,  7.735808e+00,  2.439766e+01,  19.2895  ,  1.438425e+01, 'spiral')\n",
            " ( 1.35687,  0.57714,  0.41048,  0.26257, 0.7286203,  2.177524e+00,  2.181266e+00,  2.279946e+00,  2.352793e+00,  2.350401e+00,  2.894876e+00,   2.560188 ,  1.992812e+00,  8.002813e+00,   7.840875,  5.822539e+00, 'merger')\n",
            " ( 1.98713,  0.98243,  0.40635,  0.33909, 0.9289854,  2.346292e+00,  2.349911e+00,  2.345869e+00,  2.370277e+00,  2.362499e+00,  1.895817e+00,   1.840044 ,  1.856879e+00,  5.148407e+00,   5.803038,  5.675843e+00, 'elliptical')\n",
            " ( 1.6669 ,  0.76394,  0.4221 ,  0.30707, 0.4086453,  2.101704e+00,  2.138011e+00,  2.174842e+00,  2.182906e+00,  2.204294e+00,  2.340428e+00,   2.645069 ,  2.496627e+00,  7.417480e+00,   8.036033,  8.589920e+00, 'merger')\n",
            " ( 1.22154,  0.92916,  0.48156,  0.26113, 0.5919543,  2.293453e+00,  2.465018e+00,  2.545176e+00,  2.535779e+00,  2.499575e+00,  7.348814e+00,   4.556744 ,  3.460672e+00,  1.983535e+01,  12.24086 ,  9.694851e+00, 'merger')\n",
            " ( 2.00159,  0.89582,  0.47336,  0.25935, 0.8537949,  2.076495e+00,  2.455420e+00,  2.430792e+00,  2.462987e+00,  2.438677e+00,  3.971475e+00,   3.842477 ,  3.323616e+00,  1.130103e+01,   9.285395,  8.744328e+00, 'merger')\n",
            " ( 1.74904,  0.8132 ,  0.36294,  0.30315, 0.6039394,  2.259547e+00,  2.295870e+00,  2.299248e+00,  2.311126e+00,  2.311980e+00,  2.435271e+00,   1.923066 ,  1.950999e+00,  6.824725e+00,   6.328269,  6.282931e+00, 'elliptical')\n",
            " ( 1.24705,  0.5808 ,  0.33244,  0.26488, 0.4963593,  1.900003e+00,  2.009597e+00,  2.128355e+00,  2.167260e+00,  2.215484e+00,  4.048201e+00,   3.906708 ,  3.857350e+00,  7.759054e+00,   8.462958,  8.496209e+00, 'spiral')\n",
            " ( 1.80792,  0.78124,  0.45528,  0.35067, 0.5001697,  2.259167e+00,  2.194723e+00,  2.264567e+00,  2.334713e+00,  2.352568e+00,  3.256751e+00,   3.153533 ,  2.254511e+00,  9.206746e+00,   9.790146,  6.636931e+00, 'merger')\n",
            " ( 1.38582,  0.65321,  0.37861,  0.22265, 0.8652709,  2.237254e+00,  2.396963e+00,  2.567129e+00,  2.617893e+00,  2.643561e+00,  9.682741e+00,   7.920902 ,  7.195252e+00,  1.823204e+01,  16.35243 ,  1.542086e+01, 'spiral')\n",
            " ( 1.90077,  0.9393 ,  0.38643,  0.30936, 0.9398353,  2.376740e+00,  2.455542e+00,  2.465760e+00,  2.492408e+00,  2.482845e+00,  9.460494e+00,   6.057183 ,  5.746186e+00,  2.512935e+01,  20.55367 ,  2.013448e+01, 'elliptical')\n",
            " ( 0.35784, -0.14174,  0.12778,  0.07674, 0.5060971,  2.138951e+00,  2.148507e+00,  2.141251e+00,  2.147352e+00,  2.142195e+00,  1.754835e+00,   2.236503 ,  2.227514e+00,  6.901978e+00,   9.332506,  9.225747e+00, 'merger')\n",
            " ( 1.71614,  0.92381,  0.43555,  0.34453, 0.3622358,  2.314477e+00,  2.189492e+00,  2.242390e+00,  2.294979e+00,  2.279524e+00,  3.857627e+00,   3.481968 ,  3.359148e+00,  9.380518e+00,   8.692226,  8.760122e+00, 'merger')\n",
            " ( 2.0718 ,  0.92387,  0.45187,  0.32869, 0.8844816,  2.486444e+00,  2.380681e+00,  2.360778e+00,  2.383538e+00,  2.352904e+00,  2.191089e+00,   3.035104 ,  2.556554e+00,  4.834374e+00,   9.029173,  7.838109e+00, 'merger')\n",
            " ( 1.90766,  1.15442,  0.45667,  0.38345, 0.9097728,  1.858910e+00,  2.305644e+00,  2.308050e+00,  2.320507e+00,  2.318902e+00,  4.946279e+00,   2.578668 ,  2.483725e+00,  1.083422e+01,   8.232145,  7.681917e+00, 'elliptical')\n",
            " ( 1.98566,  1.00978,  0.42698,  0.35059, 0.8356463,  2.312245e+00,  2.395440e+00,  2.405547e+00,  2.413431e+00,  2.404687e+00,  5.981120e+00,   3.884396 ,  3.401217e+00,  1.302754e+01,  12.71526 ,  1.114201e+01, 'elliptical')\n",
            " ( 1.90407,  0.85237,  0.40561,  0.32506, 0.8193933,  2.508687e+00,  2.433900e+00,  2.428914e+00,  2.421668e+00,  2.410482e+00,  5.021898e+00,   4.924489 ,  4.617844e+00,  1.613846e+01,  16.16968 ,  1.577400e+01, 'elliptical')\n",
            " ( 2.03065,  0.90168,  0.43983,  0.28342, 0.8535542,  2.504702e+00,  2.517687e+00,  2.517500e+00,  2.504151e+00,  2.494623e+00,  8.124797e+00,   7.309047 ,  7.017018e+00,  2.686436e+01,  23.35183 ,  2.282531e+01, 'elliptical')\n",
            " ( 1.0308 ,  0.40698,  0.23589,  0.21086, 0.4488479,  2.362645e+00,  2.372652e+00,  2.373861e+00,  2.378511e+00,  2.366025e+00,  3.633569e+00,   4.083621 ,  4.113086e+00,  7.028386e+00,   7.575881,  8.156304e+00, 'spiral')\n",
            " ( 1.86828,  0.81265,  0.45543,  0.39185, 0.3291647,  2.244428e+00,  2.264306e+00,  2.297294e+00,  2.317142e+00,  2.318327e+00,  4.255091e+00,   6.518059 ,  5.645740e+00,  1.146749e+01,  19.75172 ,  1.825185e+01, 'merger')\n",
            " ( 1.88679,  0.83401,  0.37221,  0.28744, 0.8039134,  2.473573e+00,  2.430290e+00,  2.402705e+00,  2.433146e+00,  2.408879e+00,  6.120085e+00,   4.527874 ,  4.070204e+00,  1.841376e+01,  14.93466 ,  1.389735e+01, 'elliptical')\n",
            " ( 2.1222 ,  1.05461,  0.53654,  0.29252, 0.7925121,  4.348705e-01,  2.287968e+00,  2.342789e+00,  2.379974e+00,  2.399477e+00,  1.479440e+00,   2.839247 ,  2.231832e+00,  2.058934e+00,   8.598144,  6.668344e+00, 'merger')\n",
            " ( 1.8246 ,  0.80453,  0.38813,  0.29402, 0.6812006,  2.464242e+00,  2.389926e+00,  2.365289e+00,  2.394880e+00,  2.367929e+00,  4.928391e+00,   3.347428 ,  3.319535e+00,  1.314316e+01,  11.1575  ,  1.141854e+01, 'elliptical')\n",
            " ( 1.54797,  0.64738,  0.341  ,  0.3245 , 0.6169901,  2.211964e+00,  2.289590e+00,  2.405634e+00,  2.479177e+00,  2.488541e+00,  3.780384e+00,   3.940605 ,  3.465209e+00,  1.227164e+01,  11.99153 ,  9.958914e+00, 'merger')\n",
            " ( 1.51248,  0.69806,  0.32084,  0.24824, 0.9111523,  2.154459e+00,  2.337934e+00,  2.449664e+00,  2.484684e+00,  2.514828e+00,  1.338808e+01,  12.38916  ,  1.216434e+01,  2.935962e+01,  25.01432 ,  2.613133e+01, 'spiral')\n",
            " ( 1.33645,  0.72046,  0.3297 ,  0.18244, 0.9268718,  1.749622e+00,  2.070353e+00,  2.204312e+00,  2.263255e+00,  2.260991e+00,  4.513642e+00,   5.589032 ,  4.110287e+00,  6.656810e+00,  10.6563  ,  7.095809e+00, 'spiral')\n",
            " ( 0.99846,  0.44757,  0.24384,  0.08036, 0.7858691,  2.131882e+00,  2.242861e+00,  2.322873e+00,  2.340804e+00,  2.272487e+00,  3.114441e+00,   3.183042 ,  1.943580e+00,  5.388149e+00,   7.090378,  3.523128e+00, 'spiral')\n",
            " ( 1.92181,  0.91974,  0.41321,  0.312  , 0.7250559,  2.474488e+00,  2.440215e+00,  2.442940e+00,  2.441271e+00,  2.445905e+00,  4.279113e+00,   4.174338 ,  4.066437e+00,  1.221055e+01,  13.20871 ,  1.337990e+01, 'elliptical')\n",
            " (10.62404,  0.65843,  0.36146,  0.27085, 0.8989823, -9.999000e+03,  2.436430e+00,  2.436791e+00,  2.443566e+00,  2.435063e+00, -9.999000e+03,   4.281713 ,  3.925392e+00, -9.999000e+03,  11.60368 ,  1.129898e+01, 'spiral')\n",
            " ( 2.00458,  0.98717,  0.40791,  0.31905, 0.635923 ,  2.428283e+00,  2.431273e+00,  2.453199e+00,  2.446728e+00,  2.404827e+00,  6.066125e+00,   5.145403 ,  4.197235e+00,  1.591314e+01,  17.51675 ,  1.541173e+01, 'elliptical')\n",
            " ( 1.87795,  0.58495,  0.42869,  0.14844, 0.2508641,  2.189439e+00,  2.381708e+00,  2.335011e+00,  2.338779e+00,  2.326277e+00,  2.334039e+00,   3.708456 ,  3.428019e+00,  4.943146e+00,   9.596187,  9.748534e+00, 'merger')\n",
            " ( 1.98449,  0.94535,  0.41628,  0.33247, 0.9746734,  2.382701e+00,  2.468084e+00,  2.481018e+00,  2.474482e+00,  2.479774e+00,  4.245096e+00,   3.66807  ,  3.512120e+00,  1.531925e+01,  11.46084 ,  1.113788e+01, 'elliptical')\n",
            " ( 1.09891,  0.47465,  0.47606,  0.09648, 0.4707251,  2.026563e+00,  2.149112e+00,  2.236728e+00,  2.225766e+00,  2.219836e+00,  4.216201e+00,   4.016979 ,  3.648293e+00,  8.100314e+00,   9.161736,  7.762969e+00, 'merger')\n",
            " ( 1.82734,  0.70661,  0.35624,  0.27393, 0.9578865,  2.481798e+00,  2.423286e+00,  2.403345e+00,  2.401050e+00,  2.385347e+00,  5.477378e+00,   3.998667 ,  3.800172e+00,  1.476651e+01,  12.06581 ,  1.169479e+01, 'elliptical')\n",
            " ( 1.50347,  0.79181,  0.36559,  0.34437, 0.3935306,  1.849036e+00,  2.126662e+00,  2.388707e+00,  2.642732e+00,  2.546462e+00,  4.810486e+00,   6.627991 ,  5.285717e+00,  8.629169e+00,  14.29835 ,  1.270130e+01, 'merger')\n",
            " ( 1.43684,  0.76714,  0.43022,  0.30168, 0.5123407,  2.431996e+00,  2.419525e+00,  2.454285e+00,  2.470916e+00,  2.472902e+00,  2.294677e+00,   3.237916 ,  2.791734e+00,  4.361306e+00,   9.185198,  8.658407e+00, 'merger')\n",
            " ( 1.71728,  0.67371,  0.35023,  0.13985, 0.9868051,  2.224763e+00,  2.303773e+00,  2.367869e+00,  2.397775e+00,  2.406022e+00,  1.665336e+01,  19.04608  ,  1.712618e+01,  3.265139e+01,  39.77826 ,  3.575681e+01, 'spiral')\n",
            " ( 1.2284 ,  0.60446,  0.39049,  0.28913, 0.6689994,  2.056115e+00,  2.182252e+00,  2.309510e+00,  2.391414e+00,  2.472397e+00,  3.627267e+00,   4.063471 ,  3.717708e+00,  9.580675e+00,  12.20242 ,  1.182622e+01, 'merger')\n",
            " ( 1.887  ,  0.91389,  0.42966,  0.33585, 0.8934712,  2.481992e+00,  2.398008e+00,  2.375516e+00,  2.399675e+00,  2.371947e+00,  3.969231e+00,   2.963279 ,  2.775381e+00,  9.591641e+00,   9.138606,  8.750672e+00, 'elliptical')\n",
            " ( 1.46475,  0.55405,  0.36165,  0.19781, 0.5403817,  1.827454e+00,  2.003867e+00,  2.121698e+00,  2.175802e+00,  2.234748e+00,  4.358751e+00,   4.622508 ,  4.221008e+00,  8.496148e+00,   9.563267,  9.114655e+00, 'spiral')\n",
            " ( 1.52749,  0.71175,  0.40464,  0.29863, 0.6877236,  2.336923e+00,  2.449075e+00,  2.498631e+00,  2.518363e+00,  2.534372e+00,  1.090895e+01,   8.592114 ,  7.892031e+00,  2.673022e+01,  24.13164 ,  2.252503e+01, 'spiral')\n",
            " ( 1.74008,  1.03091,  0.44769,  0.29487, 0.7222947,  2.467585e+00,  2.354569e+00,  2.375811e+00,  2.391762e+00,  2.371070e+00,  4.524202e+00,   3.242836 ,  2.468044e+00,  1.398466e+01,  11.67159 ,  9.855418e+00, 'merger')\n",
            " ( 1.85873,  0.90795,  0.41666,  0.32479, 0.8357707,  2.252961e+00,  2.362565e+00,  2.392317e+00,  2.397393e+00,  2.389988e+00,  2.667027e+00,   2.339477 ,  2.396333e+00,  6.976350e+00,   7.513739,  7.611449e+00, 'elliptical')\n",
            " ( 1.48298,  0.76555,  0.43035,  0.22078, 0.8744032,  2.434669e+00,  2.414796e+00,  2.447862e+00,  2.473006e+00,  2.472625e+00,  3.382640e+00,   4.023749 ,  3.503794e+00,  8.011024e+00,  12.86589 ,  1.139342e+01, 'merger')\n",
            " ( 1.22697,  0.49668,  0.27821,  0.16829, 0.7499405,  2.569137e+00,  2.465955e+00,  2.427481e+00,  2.406648e+00,  2.387648e+00,  5.903994e+00,   5.301757 ,  3.366545e+00,  1.149358e+01,  11.59376 ,  6.369151e+00, 'spiral')\n",
            " ( 1.80592,  0.84118,  0.3822 ,  0.29289, 0.4998838,  2.308143e+00,  2.414729e+00,  2.423441e+00,  2.430259e+00,  2.472975e+00,  2.810026e+00,   2.556145 ,  2.186505e+00,  5.280185e+00,   6.604982,  5.091292e+00, 'merger')\n",
            " ( 1.81798,  0.94281,  0.41224,  0.3354 , 0.7253665,  2.226362e+00,  2.368397e+00,  2.379914e+00,  2.384060e+00,  2.366061e+00,  4.773184e+00,   2.706051 ,  2.281785e+00,  1.196199e+01,   8.751002,  7.375730e+00, 'elliptical')\n",
            " ( 1.70257,  1.04499,  0.4734 ,  0.34724, 0.7254185,  7.464386e-01,  2.416917e+00,  2.519323e+00,  2.463383e+00,  2.390743e+00,  2.978645e+00,   2.809567 ,  2.268417e+00,  4.820683e+00,   6.296393,  5.213156e+00, 'merger')\n",
            " ( 1.87933,  0.82509,  0.37216,  0.31391, 0.5706223,  2.079395e+00,  2.244621e+00,  2.194952e+00,  2.188351e+00,  2.241918e+00,  1.258734e+00,   1.38744  ,  1.284594e+00,  3.199029e+00,   3.888708,  3.647327e+00, 'merger')\n",
            " ( 1.34927,  0.67491,  0.35941,  0.25115, 0.8999009,  1.980732e+00,  2.170770e+00,  2.393546e+00,  2.503357e+00,  2.607085e+00,  8.084057e+00,   6.844037 ,  6.799947e+00,  1.685973e+01,  13.19608 ,  1.433373e+01, 'spiral')\n",
            " ( 1.97591,  1.01119,  0.43918,  0.35736, 0.7395518,  2.481514e+00,  2.369508e+00,  2.383318e+00,  2.374352e+00,  2.377717e+00,  3.958524e+00,   2.619383 ,  2.527763e+00,  1.074371e+01,   8.942424,  8.905957e+00, 'elliptical')\n",
            " ( 1.33915,  0.63841,  0.30118,  0.28922, 0.454282 ,  2.191977e+00,  2.213390e+00,  2.373287e+00,  2.141721e+00,  2.183746e+00,  3.946372e+00,   3.995564 ,  3.416467e+00,  1.245951e+01,  13.4803  ,  1.173135e+01, 'merger')\n",
            " ( 1.92376,  0.95992,  0.41113,  0.31977, 0.8075645,  2.362451e+00,  2.372840e+00,  2.413236e+00,  2.404123e+00,  2.400722e+00,  5.046150e+00,   2.858228 ,  2.810472e+00,  1.241882e+01,   9.248962,  9.066663e+00, 'elliptical')\n",
            " ( 1.39807,  0.74127,  0.45309,  0.27568, 0.3499201,  2.249136e+00,  2.208176e+00,  2.102633e+00,  2.155424e+00,  2.154632e+00,  2.582805e+00,   2.465777 ,  2.104398e+00,  4.906076e+00,   6.680827,  5.693956e+00, 'merger')\n",
            " ( 1.6546 ,  0.49453,  0.31915, -0.35938, 0.8829378,  2.247675e+00,  2.425723e+00,  2.447544e+00,  2.485059e+00,  2.505994e+00,  8.394969e+00,  10.69195  ,  5.045566e+00,  1.900250e+01,  25.9916  ,  1.017344e+01, 'spiral')\n",
            " ( 1.35244,  0.66513,  0.38297,  0.25984, 0.52019  ,  2.209104e+00,  2.243723e+00,  2.344066e+00,  2.374009e+00,  2.373887e+00,  1.444480e+01,  10.53699  ,  9.360320e+00,  3.613999e+01,  25.24538 ,  2.285042e+01, 'spiral')\n",
            " ( 1.47451,  0.77035,  0.37568,  0.32328, 0.8195415,  1.848197e+00,  2.366073e+00,  2.622442e+00,  2.683778e+00,  2.706545e+00,  1.265341e+01,   9.189851 ,  9.063751e+00,  3.029391e+01,  19.22167 ,  2.359345e+01, 'spiral')\n",
            " ( 1.79767,  0.84423,  0.39601,  0.30995, 0.966133 ,  2.507410e+00,  2.436094e+00,  2.460569e+00,  2.440172e+00,  2.462494e+00,  6.270693e+00,   4.688055 ,  4.512320e+00,  1.817752e+01,  15.27299 ,  1.474479e+01, 'elliptical')\n",
            " ( 1.58693,  0.761  ,  0.40371,  0.30242, 0.9023397,  2.328823e+00,  2.303121e+00,  2.510844e+00,  2.570714e+00,  2.649198e+00,  1.590331e+01,  12.41233  ,  1.172146e+01,  3.830075e+01,  25.89196 ,  2.461542e+01, 'spiral')\n",
            " ( 0.82663,  0.26281,  0.19499,  0.03829, 0.550019 ,  2.211712e+00,  2.300538e+00,  2.357936e+00,  2.338547e+00,  2.326464e+00,  1.980993e+00,   2.350778 ,  2.281179e+00,  4.503221e+00,   5.977581,  5.355619e+00, 'merger')\n",
            " ( 1.89639,  0.86604,  0.43549,  0.31249, 0.8913741,  2.323861e+00,  2.340065e+00,  2.335806e+00,  2.312573e+00,  2.329077e+00,  3.207550e+00,   2.584423 ,  2.535655e+00,  9.626412e+00,   8.461924,  8.229072e+00, 'elliptical')\n",
            " ( 1.85613,  0.93056,  0.40985,  0.35136, 0.8384337,  2.275802e+00,  2.357338e+00,  2.367767e+00,  2.388326e+00,  2.386678e+00,  4.380874e+00,   3.693765 ,  3.560040e+00,  1.422445e+01,  12.58132 ,  1.210643e+01, 'elliptical')\n",
            " ( 2.22236,  1.07505,  0.43937,  0.34611, 0.8768577,  2.380574e+00,  2.440220e+00,  2.446526e+00,  2.457249e+00,  2.421497e+00,  6.383743e+00,   3.907843 ,  3.457837e+00,  1.535374e+01,  12.20299 ,  1.129728e+01, 'elliptical')\n",
            " ( 1.79424,  0.83991,  0.39519,  0.33191, 0.7359444,  2.423840e+00,  2.374381e+00,  2.390151e+00,  2.366885e+00,  2.346186e+00,  3.598586e+00,   3.045088 ,  2.959137e+00,  1.094569e+01,  10.25989 ,  1.023270e+01, 'elliptical')\n",
            " ( 1.73717,  0.74539,  0.47228,  0.28276, 0.5680818,  2.270115e+00,  2.195774e+00,  2.274913e+00,  2.285221e+00,  2.351600e+00,  1.669211e+00,   2.280649 ,  1.757070e+00,  4.053899e+00,   6.808407,  5.087097e+00, 'merger')\n",
            " ( 1.78496,  0.7798 ,  0.37753,  0.28232, 0.8291664,  2.454798e+00,  2.416198e+00,  2.446515e+00,  2.459311e+00,  2.436989e+00,  4.800092e+00,   4.449978 ,  4.545891e+00,  1.694761e+01,  14.71698 ,  1.521422e+01, 'elliptical')\n",
            " ( 1.52795,  0.62593,  0.30997,  0.11358, 0.8557755,  2.194069e+00,  2.248618e+00,  2.270771e+00,  2.269082e+00,  2.248294e+00,  1.604192e+00,   1.555897 ,  1.441090e+00,  5.315645e+00,   4.977917,  4.538744e+00, 'merger')\n",
            " ( 2.04052,  0.84025,  0.43718,  0.31353, 0.8556074,  2.307533e+00,  2.312211e+00,  2.442366e+00,  2.457401e+00,  2.417771e+00,  3.036843e+00,   3.593324 ,  3.302558e+00,  6.066950e+00,   9.743716,  9.140563e+00, 'merger')\n",
            " ( 1.23617,  0.50507,  0.26502,  0.21291, 0.8168555,  2.198690e+00,  2.207609e+00,  2.334752e+00,  2.350597e+00,  2.260829e+00,  7.740588e+00,   5.776511 ,  4.831089e+00,  1.931960e+01,  11.38384 ,  9.020439e+00, 'spiral')\n",
            " ( 1.28257,  0.61477,  0.36864,  0.26314, 0.8316596,  2.501974e+00,  2.452900e+00,  2.421390e+00,  2.422462e+00,  2.400961e+00,  5.310633e+00,   4.136116 ,  3.439263e+00,  1.372186e+01,  12.00379 ,  1.024246e+01, 'spiral')\n",
            " ( 1.88818,  0.84529,  0.34303,  0.33966, 0.5329022,  2.246547e+00,  2.245280e+00,  2.266695e+00,  2.254456e+00,  2.252943e+00,  1.780933e+00,   1.879831 ,  1.850461e+00,  5.200458e+00,   6.477582,  6.281084e+00, 'merger')\n",
            " ( 1.47296,  0.78286,  0.41467,  0.25987, 0.9497749,  1.573524e+00,  1.952391e+00,  2.092845e+00,  2.137779e+00,  2.216222e+00,  4.629304e+00,   4.448985 ,  4.086331e+00,  7.222968e+00,   8.017282,  7.681472e+00, 'spiral')\n",
            " ( 1.09963,  0.50138,  0.23909,  0.08371, 0.9964085,  1.933839e+00,  2.054366e+00,  2.110474e+00,  2.151546e+00,  2.246934e+00,  2.571847e+01,  27.01943  ,  2.619771e+01,  4.673907e+01,  53.87565 ,  5.244797e+01, 'spiral')\n",
            " ( 1.17656,  0.74307,  0.4732 ,  0.19004, 0.8701563,  2.147147e+00,  2.215336e+00,  2.239815e+00,  2.240185e+00,  2.289832e+00,  1.625211e+00,   2.033949 ,  1.900577e+00,  4.490575e+00,   5.872809,  5.457552e+00, 'merger')\n",
            " ( 1.90426,  0.88645,  0.41072,  0.29655, 0.6123837,  2.361025e+00,  2.384229e+00,  2.400331e+00,  2.401162e+00,  2.403618e+00,  3.922631e+00,   3.385265 ,  3.263491e+00,  1.156105e+01,  11.0353  ,  1.125909e+01, 'elliptical')\n",
            " ( 2.10631,  1.30361,  0.46792,  0.37001, 0.8559116,  2.423536e+00,  2.372264e+00,  2.398865e+00,  2.402886e+00,  2.337494e+00,  6.953796e+00,   2.627324 ,  2.555342e+00,  1.165333e+01,   8.078199,  8.038600e+00, 'elliptical')\n",
            " ( 1.94641,  1.00015,  0.42207,  0.34677, 0.5791237,  2.254516e+00,  2.337089e+00,  2.358759e+00,  2.361230e+00,  2.353844e+00,  2.274525e+00,   2.136179 ,  2.012528e+00,  6.285933e+00,   7.036514,  6.382071e+00, 'elliptical')\n",
            " ( 1.33059,  0.5807 ,  0.33125,  0.23066, 0.8471062,  2.032337e+00,  2.191837e+00,  2.346340e+00,  2.402480e+00,  2.405631e+00,  3.939593e+00,   4.121912 ,  4.066295e+00,  6.319566e+00,   7.968526,  8.110434e+00, 'spiral')\n",
            " ( 0.7305 ,  0.37345,  0.26041,  0.12949, 0.4908374,  2.033616e+00,  2.260072e+00,  2.228550e+00,  2.237833e+00,  2.223019e+00,  2.839233e+00,   3.58631  ,  3.570563e+00,  1.078166e+01,  11.52296 ,  1.160348e+01, 'merger')\n",
            " ( 1.98799,  0.99956,  0.42696,  0.36499, 0.8673887,  2.380038e+00,  2.314563e+00,  2.373675e+00,  2.359678e+00,  2.355044e+00,  2.621158e+00,   2.525896 ,  2.594247e+00,  5.187862e+00,   7.827496,  7.959360e+00, 'elliptical')\n",
            " ( 1.9999 ,  1.02095,  0.4304 ,  0.35217, 0.7089102,  2.463407e+00,  2.390689e+00,  2.418612e+00,  2.426445e+00,  2.403741e+00,  3.748261e+00,   3.187686 ,  2.974685e+00,  1.091554e+01,  10.63257 ,  9.799131e+00, 'elliptical')\n",
            " ( 1.92493,  0.9864 ,  0.41899,  0.31943, 0.7788942,  2.303315e+00,  2.373983e+00,  2.379314e+00,  2.396000e+00,  2.388731e+00,  5.046247e+00,   2.989523 ,  2.694031e+00,  1.225295e+01,   9.094408,  8.739716e+00, 'elliptical')\n",
            " ( 1.19418,  0.3987 ,  0.24687,  0.21585, 0.6412259,  2.024916e+00,  1.949329e+00,  2.052984e+00,  2.120201e+00,  2.170734e+00,  4.540056e+00,   4.37277  ,  4.314110e+00,  9.999393e+00,   8.881357,  9.666264e+00, 'merger')\n",
            " ( 1.42402,  0.6276 ,  0.41091,  0.28864, 0.2818159,  2.187026e+00,  2.189979e+00,  2.234580e+00,  2.282442e+00,  2.313371e+00,  4.389380e+00,   3.55761  ,  2.875473e+00,  1.003691e+01,   9.400849,  8.238087e+00, 'merger')\n",
            " ( 1.21816,  0.51706,  0.35291,  0.18262, 0.670014 ,  2.206029e+00,  2.281471e+00,  2.387398e+00,  2.417341e+00,  2.409970e+00,  4.680155e+00,   4.730788 ,  4.203179e+00,  9.518961e+00,  10.49461 ,  8.470705e+00, 'spiral')\n",
            " ( 1.78978,  0.89277,  0.5036 ,  0.34381, 0.8536487,  2.444682e+00,  2.413343e+00,  2.456754e+00,  2.473223e+00,  2.440450e+00,  3.205834e+00,   3.339742 ,  2.626228e+00,  6.672235e+00,   9.661751,  7.845277e+00, 'merger')\n",
            " ( 1.68791,  0.77273,  0.35433,  0.29227, 0.8256864,  2.562970e+00,  2.413585e+00,  2.427095e+00,  2.427516e+00,  2.439812e+00,  7.040905e+00,   7.737637 ,  5.390083e+00,  1.430776e+01,  18.3959  ,  1.338127e+01, 'spiral')\n",
            " ( 1.89898,  0.91133,  0.414  ,  0.36373, 0.8757929,  2.406915e+00,  2.438529e+00,  2.406462e+00,  2.430647e+00,  2.428467e+00,  4.103110e+00,   4.489552 ,  3.947667e+00,  1.244778e+01,  15.13506 ,  1.385654e+01, 'elliptical')\n",
            " ( 1.70577,  0.77706,  0.37256,  0.27342, 0.7444146,  2.420181e+00,  2.346517e+00,  2.337765e+00,  2.353414e+00,  2.342455e+00,  3.751962e+00,   3.001827 ,  2.782188e+00,  1.107069e+01,  10.01519 ,  9.626906e+00, 'elliptical')\n",
            " ( 1.2942 ,  0.70535,  0.40199,  0.24786, 0.617523 ,  2.339160e+00,  2.276615e+00,  2.378201e+00,  2.455357e+00,  2.473541e+00,  6.581101e+00,   5.416684 ,  4.992871e+00,  1.416147e+01,  11.24925 ,  1.059493e+01, 'spiral')\n",
            " ( 1.58242,  0.7884 ,  0.36336,  0.33491, 0.5775474,  2.493581e+00,  2.514222e+00,  2.493973e+00,  2.454253e+00,  2.421902e+00,  1.100020e+01,   9.136835 ,  8.526767e+00,  2.390965e+01,  21.48256 ,  2.130188e+01, 'spiral')\n",
            " ( 1.99258,  0.88922,  0.44309,  0.33801, 0.9701105,  2.298151e+00,  2.349161e+00,  2.358064e+00,  2.350884e+00,  2.344679e+00,  3.346446e+00,   2.691642 ,  2.464555e+00,  1.090341e+01,   9.487433,  9.079796e+00, 'elliptical')\n",
            " ( 1.23549,  0.90289,  0.39394,  0.25507, 0.7046809,  1.933421e+00,  1.934194e+00,  2.036355e+00,  2.079280e+00,  2.114868e+00,  4.903856e+00,   4.77117  ,  4.554015e+00,  9.792535e+00,   9.510575,  9.374256e+00, 'spiral')\n",
            " ( 0.61567,  0.60305,  0.47052,  0.17288, 0.5702462,  2.088629e+00,  2.206031e+00,  2.289560e+00,  2.288179e+00,  2.336600e+00,  1.011337e+00,   2.296137 ,  1.837395e+00,  5.150311e+00,   7.73656 ,  5.571982e+00, 'spiral')\n",
            " ( 1.81417,  1.53917,  0.55596,  0.36524, 0.9217497,  7.567790e-01,  2.526460e+00,  2.435862e+00,  2.467012e+00,  2.460930e+00,  5.030539e+00,   3.602003 ,  2.913255e+00,  1.601400e+01,  10.73914 ,  7.277655e+00, 'elliptical')\n",
            " ( 1.81948,  0.81683,  0.37621,  0.31289, 0.8060013,  2.380842e+00,  2.349751e+00,  2.394020e+00,  2.390875e+00,  2.375787e+00,  2.870977e+00,   2.566803 ,  2.436206e+00,  8.803168e+00,   8.132078,  8.084608e+00, 'elliptical')\n",
            " ( 1.03696,  0.72774,  0.40445,  0.26858, 0.5271935,  2.384168e+00,  2.330174e+00,  2.130746e+00,  2.139839e+00,  2.192779e+00,  2.105420e+00,   2.443015 ,  2.336625e+00,  4.070354e+00,   5.639294,  5.233499e+00, 'merger')\n",
            " ( 1.99217,  0.94311,  0.42137,  0.34267, 0.8526142,  2.197115e+00,  2.319367e+00,  2.328770e+00,  2.343578e+00,  2.305382e+00,  2.795455e+00,   2.116915 ,  2.055489e+00,  7.473917e+00,   6.969852,  6.720471e+00, 'elliptical')\n",
            " ( 1.12138,  0.57662,  0.29846,  0.44462, 0.9276754,  2.172639e+00,  2.350936e+00,  2.680600e+00,  2.570827e+00,  2.441666e+00,  1.014086e+01,  15.29753  ,  3.935024e+01,  1.124939e+02,  83.93767 ,  9.571095e+01, 'spiral')\n",
            " ( 1.28209,  0.52424,  0.30117,  0.16821, 0.8528052,  2.012608e+00,  2.136667e+00,  2.263373e+00,  2.269106e+00,  2.331548e+00,  3.600371e+00,   3.805036 ,  3.557552e+00,  7.131089e+00,   8.555838,  7.828177e+00, 'merger')\n",
            " ( 2.24056,  1.01761,  0.42514,  0.33505, 0.8031993,  2.392476e+00,  2.424545e+00,  2.416832e+00,  2.427395e+00,  2.414976e+00,  6.924574e-02,   4.779331 ,  4.251120e+00,  1.033972e-01,  14.97356 ,  1.415931e+01, 'elliptical')\n",
            " ( 2.02685,  0.91282,  0.4114 ,  0.3441 , 0.8018317,  2.384134e+00,  2.406417e+00,  2.427391e+00,  2.428020e+00,  2.393267e+00,  3.906837e+00,   4.49415  ,  4.031988e+00,  1.078829e+01,  14.73495 ,  1.393728e+01, 'elliptical')\n",
            " ( 1.92719,  0.8978 ,  0.43075,  0.29723, 0.6444635,  2.352418e+00,  2.437585e+00,  2.418215e+00,  2.433411e+00,  2.401001e+00,  1.085197e+01,   7.320165 ,  6.465466e+00,  2.917648e+01,  24.44635 ,  2.292194e+01, 'elliptical')\n",
            " ( 1.90571,  0.86412,  0.38059,  0.31209, 0.8657967,  2.552589e+00,  2.435711e+00,  2.441555e+00,  2.436133e+00,  2.438771e+00,  1.135912e+01,   6.984591 ,  6.658070e+00,  2.875263e+01,  23.65844 ,  2.249544e+01, 'elliptical')\n",
            " ( 1.43007,  0.61305,  0.33917,  0.23564, 0.9003555,  1.799866e+00,  1.964606e+00,  2.061020e+00,  2.104632e+00,  2.154643e+00,  5.939744e+00,   6.156425 ,  5.647259e+00,  9.525945e+00,  10.85058 ,  9.415446e+00, 'spiral')\n",
            " ( 1.6811 ,  0.70243,  0.37637,  0.24998, 0.7549148,  2.304444e+00,  2.371210e+00,  2.455079e+00,  2.460861e+00,  2.421185e+00,  7.173869e+00,   9.592639 ,  6.183930e+00,  1.942907e+01,  26.42426 ,  1.745359e+01, 'merger')\n",
            " ( 1.39194,  0.65508,  0.382  ,  0.28791, 0.647022 ,  2.236456e+00,  2.280474e+00,  2.329303e+00,  2.292831e+00,  2.275034e+00,  4.306533e+00,   3.279487 ,  2.454019e+00,  1.107570e+01,   9.166889,  7.608987e+00, 'spiral')\n",
            " ( 1.38634,  0.58026,  0.44871,  0.18216, 0.4540595,  2.055629e+00,  1.901837e+00,  1.991299e+00,  2.077136e+00,  2.167085e+00,  3.348683e+00,   3.385883 ,  2.989418e+00,  5.742650e+00,   6.538288,  5.766253e+00, 'merger')\n",
            " ( 0.90785,  0.25738,  0.32708,  0.01726, 0.8443961,  2.003328e+00,  2.082279e+00,  2.174278e+00,  2.170618e+00,  2.304392e+00,  2.535233e+00,   2.65011  ,  2.451292e+00,  4.366125e+00,   4.972416,  4.497507e+00, 'merger')\n",
            " ( 1.47878,  0.72055,  0.43203,  0.3205 , 0.2450151,  2.034510e+00,  2.089772e+00,  2.148929e+00,  2.174081e+00,  2.181194e+00,  2.896972e+00,   3.484591 ,  3.029992e+00,  7.395638e+00,  10.18212 ,  8.979984e+00, 'merger')\n",
            " ( 1.02191,  0.5378 ,  0.45084,  0.18071, 0.4549717,  2.305022e+00,  2.428358e+00,  2.380123e+00,  2.383174e+00,  2.384160e+00,  2.062088e+00,   2.462191 ,  2.148002e+00,  8.890176e+00,   7.009041,  6.374665e+00, 'merger')\n",
            " ( 1.51834,  0.64705,  0.34067,  0.24506, 0.8586115,  1.903730e+00,  2.383673e+00,  2.456968e+00,  2.488887e+00,  2.488973e+00,  1.062418e+01,   7.594413 ,  6.182536e+00,  2.761425e+01,  18.61162 ,  1.423662e+01, 'spiral')\n",
            " ( 1.22819,  0.5152 ,  0.27293,  0.21718, 0.8834943,  2.183716e+00,  2.335077e+00,  2.451626e+00,  2.475602e+00,  2.504146e+00,  4.999092e+00,   5.088065 ,  4.877653e+00,  9.093274e+00,  10.73855 ,  1.022568e+01, 'spiral')\n",
            " ( 1.42986,  0.56088,  0.27692,  0.16124, 0.9063611,  1.973251e+00,  2.112201e+00,  2.204915e+00,  2.229957e+00,  2.238075e+00,  6.983705e+00,   8.095392 ,  6.151535e+00,  1.117902e+01,  15.28316 ,  1.006396e+01, 'spiral')\n",
            " ( 1.03433,  0.58354,  0.36266,  0.21091, 0.8597836,  2.492940e+00,  2.593929e+00,  2.592173e+00,  2.625249e+00,  2.591556e+00,  2.980072e+00,   2.808382 ,  2.336223e+00,  6.568023e+00,   6.453296,  5.181234e+00, 'spiral')\n",
            " ( 1.20197,  0.48988,  0.35246,  0.12626, 0.3607565,  2.321267e+00,  2.421834e+00,  2.434978e+00,  2.405710e+00,  2.407185e+00,  2.102571e+00,   3.213765 ,  2.727675e+00,  6.473996e+00,  10.73646 ,  9.113004e+00, 'merger')\n",
            " ( 1.86139,  0.89644,  0.40777,  0.31659, 0.7578501,  2.323412e+00,  2.361702e+00,  2.362901e+00,  2.383876e+00,  2.393711e+00,  3.697661e+00,   3.02761  ,  2.770007e+00,  1.036663e+01,  10.16315 ,  9.060469e+00, 'elliptical')\n",
            " ( 1.61159,  0.79734,  0.43452,  0.28895, 0.4751164,  2.033710e+00,  2.306340e+00,  2.362295e+00,  2.371828e+00,  2.388735e+00,  5.668823e+00,   4.292871 ,  3.727370e+00,  1.465691e+01,  11.19229 ,  9.554608e+00, 'merger')\n",
            " ( 1.98007,  0.84712,  0.40753,  0.31495, 0.9184418,  2.437695e+00,  2.396670e+00,  2.426866e+00,  2.413351e+00,  2.405859e+00,  3.877543e+00,   3.026083 ,  2.813938e+00,  1.182006e+01,   9.832867,  8.747074e+00, 'elliptical')\n",
            " ( 1.03384,  0.48437,  0.34072,  0.05186, 0.9329454,  2.181591e+00,  2.092876e+00,  2.141803e+00,  2.200762e+00,  2.237469e+00,  4.502631e+00,   3.732485 ,  2.916970e+00,  1.103436e+01,   6.96722 ,  5.141307e+00, 'spiral')\n",
            " ( 1.74404,  0.91295,  0.48765,  0.25347, 0.7009733,  1.882917e+00,  2.264541e+00,  2.277372e+00,  2.310895e+00,  2.186169e+00,  4.407687e+00,   2.459298 ,  1.690620e+00,  1.058000e+01,   8.470067,  7.627992e+00, 'merger')\n",
            " ( 1.22784,  0.76579,  0.45959,  0.25198, 0.595955 ,  2.125527e+00,  2.306320e+00,  2.310410e+00,  2.293457e+00,  2.245027e+00,  1.565680e+00,   1.856504 ,  1.630316e+00,  7.201981e+00,   6.23938 ,  5.902073e+00, 'merger')\n",
            " ( 1.83001,  1.0186 ,  0.41895,  0.35827, 0.8526539,  2.303851e+00,  2.360094e+00,  2.336312e+00,  2.349045e+00,  2.368088e+00,  5.547325e+00,   2.579945 ,  2.571502e+00,  1.127988e+01,   8.653774,  8.873286e+00, 'elliptical')\n",
            " ( 2.07598,  1.00475,  0.42042,  0.32714, 0.7889772,  2.242968e+00,  2.391975e+00,  2.417362e+00,  2.403479e+00,  2.399732e+00,  3.519809e+00,   4.138355 ,  3.513859e+00,  7.995868e+00,  13.22321 ,  1.098553e+01, 'elliptical')\n",
            " ( 1.8926 ,  0.91244,  0.45616,  0.26881, 0.4000014,  5.878060e-01,  2.265762e+00,  2.220227e+00,  2.258090e+00,  2.192399e+00,  2.120813e+00,   4.372939 ,  2.529308e+00,  3.708065e+00,  11.92393 ,  7.415026e+00, 'merger')\n",
            " ( 2.15113,  1.46337,  0.51884,  0.37439, 0.845759 ,  1.649375e+00,  2.425761e+00,  2.397991e+00,  2.401079e+00,  2.368411e+00,  4.385277e+00,   2.92979  ,  2.481793e+00,  1.085329e+01,   8.935819,  8.100129e+00, 'elliptical')\n",
            " ( 1.19107,  0.5673 ,  0.30934,  0.22542, 0.7498994,  1.897054e+00,  1.978400e+00,  2.050208e+00,  2.084193e+00,  2.082854e+00,  3.846545e+00,   3.847533 ,  3.695910e+00,  6.839263e+00,   6.80119 ,  6.405158e+00, 'spiral')\n",
            " ( 1.68773,  0.90981,  0.49224,  0.3524 , 0.3500577,  2.253678e+00,  2.226278e+00,  2.300386e+00,  2.443003e+00,  2.449270e+00,  1.654327e+00,   1.997756 ,  1.897762e+00,  2.912196e+00,   5.140377,  5.053546e+00, 'merger')\n",
            " ( 1.29072,  0.55766,  0.29508,  0.19002, 0.9073078,  2.196247e+00,  2.380099e+00,  2.422223e+00,  2.437286e+00,  2.467020e+00,  6.829216e+00,   6.562676 ,  5.608259e+00,  1.645519e+01,  14.99738 ,  1.323848e+01, 'spiral')\n",
            " ( 1.9941 ,  0.96655,  0.41397,  0.34913, 0.8951708,  2.417011e+00,  2.396142e+00,  2.380198e+00,  2.390379e+00,  2.405332e+00,  3.150524e+00,   4.12257  ,  3.779962e+00,  9.139565e+00,  14.1307  ,  1.370484e+01, 'elliptical')\n",
            " ( 2.04309,  0.9775 ,  0.41477,  0.34684, 0.7425545,  2.422350e+00,  2.350965e+00,  2.348286e+00,  2.352686e+00,  2.360876e+00,  3.032460e+00,   2.554297 ,  2.433364e+00,  9.362441e+00,   8.792895,  8.542766e+00, 'elliptical')\n",
            " ( 1.75415,  0.76971,  0.37249,  0.30259, 0.9162012,  2.455260e+00,  2.428390e+00,  2.409021e+00,  2.409047e+00,  2.403028e+00,  8.154615e+00,   7.101902 ,  5.805702e+00,  2.430865e+01,  23.51772 ,  2.049908e+01, 'elliptical')\n",
            " ( 1.49954,  0.90645,  0.49928,  0.28149, 0.5225258,  2.293606e+00,  2.323294e+00,  2.427155e+00,  2.473767e+00,  2.460717e+00,  2.739380e+00,   2.964351 ,  2.443051e+00,  1.185156e+01,   7.8421  ,  6.288342e+00, 'merger')\n",
            " ( 0.11973,  0.6449 ,  0.35381,  0.27868, 0.6287296,  2.220263e+00,  2.415442e+00,  2.512281e+00,  2.517395e+00,  2.527148e+00,  5.055793e+00,   4.055937 ,  3.770273e+00,  9.773111e+00,   8.939214,  8.705520e+00, 'spiral')\n",
            " ( 1.58228,  0.69539,  0.34146,  0.30405, 0.7094163,  2.270891e+00,  2.430160e+00,  2.500453e+00,  2.547010e+00,  2.504562e+00,  5.834299e+00,   4.03724  ,  3.613708e+00,  1.497351e+01,  12.93871 ,  1.182767e+01, 'spiral')\n",
            " ( 1.19279,  0.45359,  0.31169,  0.24341, 0.4317491,  1.976031e+00,  2.079088e+00,  2.163990e+00,  2.201987e+00,  2.250818e+00,  4.665401e+00,   4.409526 ,  4.255372e+00,  9.142981e+00,   8.846292,  9.338329e+00, 'spiral')\n",
            " ( 1.73257,  0.79322,  0.36515,  0.27595, 0.7729652,  2.440563e+00,  2.436527e+00,  2.438067e+00,  2.450391e+00,  2.449846e+00,  3.903986e+00,   3.353124 ,  3.374084e+00,  1.000324e+01,  10.09797 ,  9.481544e+00, 'elliptical')\n",
            " ( 1.85441,  0.77894,  0.36668,  0.30759, 0.5749806,  2.250556e+00,  2.326351e+00,  2.344749e+00,  2.339914e+00,  2.314925e+00,  1.566217e+00,   3.032844 ,  2.258843e+00,  4.941826e+00,  16.89981 ,  1.338488e+01, 'merger')\n",
            " ( 1.76539,  0.95889,  0.42051,  0.36799, 0.8055212,  2.408781e+00,  2.464646e+00,  2.426023e+00,  2.404508e+00,  2.387227e+00,  5.484419e+00,   2.990256 ,  2.504521e+00,  1.181886e+01,   7.176782,  6.536101e+00, 'spiral')\n",
            " ( 1.54834,  0.76647,  0.45157,  0.31224, 0.5125787,  2.009082e+00,  2.177107e+00,  2.245187e+00,  2.265502e+00,  2.282204e+00,  3.033735e+00,   2.801962 ,  2.409243e+00,  9.651185e+00,   8.600889,  7.968019e+00, 'merger')\n",
            " ( 1.41797,  0.8646 ,  0.4002 ,  0.35307, 0.8359015,  2.011354e+00,  2.023669e+00,  2.326873e+00,  2.676343e+00,  2.560389e+00,  5.442954e+00,   4.227347 ,  3.774427e+00,  1.625652e+01,   7.73822 ,  7.865478e+00, 'spiral')\n",
            " ( 1.87136,  0.83425,  0.39829,  0.30761, 0.8960622,  2.365557e+00,  2.379416e+00,  2.381086e+00,  2.391474e+00,  2.394057e+00,  5.900557e+00,   4.081522 ,  3.616264e+00,  1.617145e+01,  14.15644 ,  1.351551e+01, 'elliptical')\n",
            " ( 1.32679,  0.55811,  0.31279,  0.25657, 0.7645495,  2.115554e+00,  2.284868e+00,  2.490232e+00,  2.657590e+00,  2.727694e+00,  7.765787e+00,   6.620385 ,  6.126928e+00,  1.718618e+01,  14.85675 ,  1.393799e+01, 'spiral')\n",
            " ( 2.20299,  1.10915,  0.49544,  0.33785, 0.6395054,  2.155215e+00,  2.276375e+00,  2.231204e+00,  2.215275e+00,  2.159486e+00,  1.364435e+00,   1.962775 ,  1.593895e+00,  2.448565e+00,   6.143636,  5.712333e+00, 'merger')\n",
            " ( 1.98308,  0.89501,  0.45316,  0.30961, 0.8769775,  2.378838e+00,  2.393628e+00,  2.401251e+00,  2.403210e+00,  2.413165e+00,  5.932622e+00,   4.278076 ,  4.118745e+00,  1.654469e+01,  14.18247 ,  1.386895e+01, 'elliptical')\n",
            " ( 1.27076,  0.1215 ,  0.34635, -0.90735, 0.3928096,  2.112053e+00,  2.128678e+00,  2.300676e+00,  2.313858e+00,  6.731024e-01,  6.704854e+00,   5.499919 , -9.999000e+03,  1.513823e+01,  13.98789 , -9.999000e+03, 'merger')\n",
            " ( 1.01725,  0.35076,  0.20082,  0.13747, 0.6651152,  2.282840e+00,  2.391655e+00,  2.393487e+00,  2.442738e+00,  2.430430e+00,  5.419548e+00,   5.454587 ,  4.324577e+00,  1.137420e+01,  12.92609 ,  8.549255e+00, 'spiral')\n",
            " ( 1.11474,  0.27037,  0.20745,  0.04396, 0.8368931,  2.115416e+00,  2.062882e+00,  2.126772e+00,  2.151322e+00,  2.158025e+00,  2.513355e+00,   2.67392  ,  2.402533e+00,  4.805918e+00,   5.934056,  5.162122e+00, 'merger')\n",
            " ( 1.2351 ,  0.56444,  0.31004,  0.20778, 0.864002 ,  2.333261e+00,  2.193124e+00,  2.277213e+00,  2.318293e+00,  2.351013e+00,  1.182943e+01,  12.16821  ,  1.219996e+01,  2.161274e+01,  23.93794 ,  2.431305e+01, 'spiral')\n",
            " ( 1.9054 ,  0.77048,  0.38798,  0.23775, 0.8181263,  2.590384e+00,  2.594307e+00,  2.535502e+00,  2.550721e+00,  2.510297e+00,  1.139274e+01,  10.91804  ,  1.020620e+01,  3.664095e+01,  25.85636 ,  2.692926e+01, 'spiral')\n",
            " ( 1.79745,  0.96135,  0.43979,  0.314  , 0.5010844,  2.277349e+00,  2.420978e+00,  2.444450e+00,  2.446930e+00,  2.427242e+00,  4.709179e+00,   3.252675 ,  2.300016e+00,  1.270166e+01,   7.843932,  5.798290e+00, 'merger')\n",
            " ( 1.83027,  0.84431,  0.39433,  0.3088 , 0.9647063,  2.475909e+00,  2.442293e+00,  2.442839e+00,  2.434965e+00,  2.419468e+00,  9.043689e+00,   5.467977 ,  5.004704e+00,  2.252333e+01,  17.66514 ,  1.714094e+01, 'elliptical')\n",
            " ( 1.86495,  0.87985,  0.41568,  0.31956, 0.9319268,  2.439371e+00,  2.405022e+00,  2.445652e+00,  2.458221e+00,  2.423273e+00,  5.745497e+00,   3.62015  ,  3.564533e+00,  1.436475e+01,  11.70868 ,  1.183424e+01, 'elliptical')\n",
            " ( 1.83877,  1.1776 ,  0.53547,  0.33705, 0.6498415,  2.233143e+00,  2.215264e+00,  2.274071e+00,  2.327368e+00,  2.298245e+00,  2.185431e+00,   1.718147 ,  1.375044e+00,  5.651696e+00,   5.197046,  5.019026e+00, 'merger')\n",
            " ( 1.7775 ,  0.52119,  0.23101,  0.23851, 0.610182 ,  2.253820e+00,  2.213731e+00,  2.241055e+00,  2.269940e+00,  2.265143e+00,  1.924251e+00,   2.086967 ,  1.829556e+00,  8.269065e+00,   8.016439,  7.729257e+00, 'merger')\n",
            " ( 1.06022,  0.41805,  0.28483,  0.07474, 0.8831819,  2.294729e+00,  2.555076e+00,  2.557436e+00,  2.523150e+00,  2.402904e+00,  3.545571e+00,   4.151544 ,  3.219346e+00,  6.839201e+00,   9.15344 ,  7.787942e+00, 'spiral')\n",
            " ( 1.94122,  1.01022,  0.5378 ,  0.44849, 0.6199767,  2.406057e+00,  2.656913e+00,  2.527710e+00,  2.522760e+00,  2.526171e+00,  1.271652e+01,   9.090348 ,  8.257838e+00,  2.964742e+01,  21.84593 ,  2.149316e+01, 'merger')\n",
            " ( 1.7559 ,  0.83363,  0.44362,  0.3596 , 0.4608842,  2.199671e+00,  2.352554e+00,  2.486500e+00,  2.556132e+00,  2.603664e+00,  9.785398e+00,   9.373276 ,  8.952613e+00,  2.253439e+01,  23.79836 ,  2.442317e+01, 'spiral')\n",
            " ( 1.55862,  0.76369,  0.41414,  0.287  , 0.4499772,  2.063305e+00,  2.231559e+00,  2.353254e+00,  2.391803e+00,  2.432565e+00,  5.792665e+00,   5.052957 ,  4.614661e+00,  1.312185e+01,  12.58259 ,  1.114447e+01, 'merger')\n",
            " ( 1.37799,  0.61527,  0.34448,  0.25415, 0.6681093, -9.999000e+03,  2.080195e+00,  2.182273e+00,  2.272978e+00,  2.357959e+00,  1.852673e+01,  15.12224  ,  1.396678e+01,  4.377602e+01,  32.3116  ,  3.045384e+01, 'spiral')\n",
            " ( 1.96286,  0.9523 ,  0.56441,  0.32479, 0.6428529,  2.221912e+00,  2.401904e+00,  2.310895e+00,  2.323801e+00,  2.295282e+00,  5.283449e+00,   5.590775 ,  1.993001e+00,  1.890971e+01,  11.85404 ,  5.268874e+00, 'merger')\n",
            " ( 1.38869,  0.60096,  0.34061,  0.18368, 0.9931098,  2.285094e+00,  2.162010e+00,  2.208654e+00,  2.237088e+00,  2.266658e+00,  1.100697e+01,  10.08901  ,  9.516395e+00,  2.139012e+01,  18.48917 ,  1.683778e+01, 'spiral')\n",
            " ( 1.47833,  0.8036 ,  0.35004,  0.25149, 0.7073256,  2.136435e+00,  2.246658e+00,  2.299922e+00,  2.385791e+00,  2.358449e+00,  3.099597e+01,  36.3762   ,  2.430763e+01,  5.058714e+01,  72.13592 ,  5.130109e+01, 'spiral')\n",
            " ( 1.30572,  0.64406,  0.47775,  0.18841, 0.5130382,  2.263511e+00,  2.327236e+00,  2.338154e+00,  2.351370e+00,  2.279139e+00,  1.637150e+00,   2.773726 ,  2.313053e+00,  5.413395e+00,   8.859908,  8.037198e+00, 'merger')\n",
            " ( 1.70175,  0.76547,  0.37174,  0.33315, 0.8686118,  2.238663e+00,  2.623766e+00,  2.567091e+00,  2.574923e+00,  2.567216e+00,  1.126827e+01,   9.682164 ,  9.405409e+00,  2.306271e+01,  21.39675 ,  2.240443e+01, 'spiral')\n",
            " ( 1.88796,  0.8748 ,  0.4161 ,  0.33194, 0.7790375,  2.401442e+00,  2.464201e+00,  2.473901e+00,  2.457916e+00,  2.467463e+00,  5.200251e+00,   5.239115 ,  4.846960e+00,  1.418682e+01,  16.72937 ,  1.586617e+01, 'elliptical')\n",
            " ( 2.00257,  0.8535 ,  0.36712,  0.33875, 0.8422614,  2.456274e+00,  2.494173e+00,  2.514178e+00,  2.498299e+00,  2.510956e+00,  8.770532e+00,   7.567461 ,  5.831707e+00,  3.123114e+01,  24.34124 ,  1.795851e+01, 'elliptical')\n",
            " ( 1.3145 ,  0.58474,  0.33902,  0.18575, 0.9102932,  1.954522e+00,  2.169421e+00,  2.279300e+00,  2.318618e+00,  2.381634e+00,  4.712465e+00,   4.458061 ,  3.843911e+00,  7.822961e+00,   8.641428,  7.338095e+00, 'spiral')\n",
            " ( 1.91582,  0.84765,  0.39334,  0.23944, 0.7038665,  2.247505e+00,  2.398583e+00,  2.413312e+00,  2.407096e+00,  2.402850e+00,  4.480260e+00,   3.780968 ,  2.967478e+00,  1.384126e+01,  12.15992 ,  9.930826e+00, 'elliptical')\n",
            " ( 1.98381,  0.93282,  0.4329 ,  0.29873, 0.7083975,  2.508305e+00,  2.511304e+00,  2.528247e+00,  2.518525e+00,  2.547131e+00,  1.843167e+01,   9.212657 ,  8.025188e+00,  4.085761e+01,  28.99746 ,  2.789042e+01, 'elliptical')\n",
            " ( 1.70176,  0.74094,  0.40082,  0.2909 , 0.569064 ,  2.088032e+00,  2.231717e+00,  2.306727e+00,  2.348226e+00,  2.341051e+00,  6.274889e+00,   6.493618 ,  6.213332e+00,  1.341832e+01,  14.32926 ,  1.348824e+01, 'spiral')\n",
            " ( 1.65737,  0.73377,  0.34903,  0.15368, 0.7903019,  2.374995e+00,  2.514662e+00,  2.543125e+00,  2.540745e+00,  2.453044e+00,  2.736742e+00,   3.776621 ,  2.879580e+00,  5.603837e+00,   9.045523,  7.187706e+00, 'merger')\n",
            " ( 1.89846,  0.91672,  0.4307 ,  0.3706 , 0.7273707,  2.392329e+00,  2.427387e+00,  2.435683e+00,  2.469096e+00,  2.459390e+00,  5.938925e+00,   4.352786 ,  3.972849e+00,  1.748304e+01,  13.80621 ,  1.396093e+01, 'elliptical')\n",
            " ( 1.97871,  1.02908,  0.41819,  0.34289, 0.717513 ,  2.386281e+00,  2.417527e+00,  2.436079e+00,  2.435384e+00,  2.420893e+00,  9.759504e+00,   4.736739 ,  4.161328e+00,  1.990082e+01,  15.3747  ,  1.485557e+01, 'elliptical')\n",
            " ( 1.94845,  0.91419,  0.44436,  0.3008 , 0.7951236,  2.490963e+00,  2.453614e+00,  2.454855e+00,  2.443117e+00,  2.451775e+00,  7.668307e+00,   5.571671 ,  4.632740e+00,  2.067517e+01,  18.17896 ,  1.607263e+01, 'elliptical')\n",
            " ( 2.15394,  0.8207 ,  0.41314,  0.31586, 0.3891436,  5.925407e-01,  2.357934e+00,  2.318426e+00,  2.299696e+00,  2.284731e+00,  3.510387e+01,  12.29884  ,  8.006493e+00,  5.523644e+01,  30.6497  ,  2.421017e+01, 'merger')\n",
            " ( 1.70491,  0.84471,  0.40622,  0.32586, 0.6485063,  2.317214e+00,  2.452959e+00,  2.499299e+00,  2.516333e+00,  2.467733e+00,  5.601986e+00,   3.378579 ,  3.207470e+00,  1.379500e+01,   7.959353,  8.347035e+00, 'spiral')\n",
            " ( 2.03214,  1.07315,  0.46602,  0.35547, 0.5722513,  2.102820e+00,  2.468013e+00,  2.450496e+00,  2.458613e+00,  2.458825e+00,  1.077224e+01,   3.165609 ,  2.361423e+00,  1.845059e+01,   9.938354,  8.612621e+00, 'merger')\n",
            " ( 1.85907,  0.97553,  0.4066 ,  0.36222, 0.8423629,  2.297021e+00,  2.312241e+00,  2.303933e+00,  2.337961e+00,  2.326883e+00,  2.235184e+00,   1.929263 ,  1.732600e+00,  6.708735e+00,   6.1086  ,  5.418086e+00, 'elliptical')\n",
            " ( 1.29427,  0.85361,  0.4886 ,  0.23736, 0.604212 ,  2.269327e+00,  2.333503e+00,  2.353416e+00,  2.376278e+00,  2.336129e+00,  5.913895e+00,   3.994071 ,  2.857255e+00,  1.607405e+01,   9.145452,  7.223488e+00, 'merger')\n",
            " ( 1.28871,  0.59527,  0.33022,  0.20638, 0.7334936,  2.052281e+00,  2.160146e+00,  2.314450e+00,  2.357404e+00,  2.405450e+00,  4.472136e+00,   3.883296 ,  3.540539e+00,  8.321718e+00,   7.642004,  7.264997e+00, 'spiral')\n",
            " ( 1.43393,  0.65578,  0.31355,  0.16963, 0.899846 ,  1.930798e+00,  2.137365e+00,  2.276283e+00,  2.311787e+00,  2.439314e+00,  6.116075e+00,   7.068346 ,  5.460649e+00,  9.414154e+00,  14.0728  ,  1.001203e+01, 'spiral')\n",
            " ( 1.76528,  0.79653,  0.40717,  0.29048, 0.6293741,  2.331733e+00,  2.347768e+00,  2.350692e+00,  2.364634e+00,  2.362493e+00,  4.251416e+00,   2.864695 ,  2.860505e+00,  1.182041e+01,   9.794216,  9.695993e+00, 'elliptical')\n",
            " ( 1.43646,  0.5598 ,  0.27915,  0.20804, 0.850218 ,  2.311899e+00,  2.169382e+00,  2.266496e+00,  2.292762e+00,  2.350523e+00,  6.659531e+00,  10.25999  ,  7.312883e+00,  1.035429e+01,  18.78553 ,  1.201704e+01, 'spiral')\n",
            " ( 1.33597,  0.51806,  0.32446,  0.21817, 0.9093363,  2.375349e+00,  2.408431e+00,  2.445923e+00,  2.473248e+00,  2.494502e+00,  1.189838e+01,  10.13013  ,  1.035657e+01,  2.618181e+01,  22.06218 ,  2.462114e+01, 'spiral')\n",
            " ( 1.14431,  0.45644,  0.26116,  0.14394, 0.8089061,  1.990690e+00,  2.036613e+00,  2.107914e+00,  2.146788e+00,  2.216897e+00,  7.137180e+00,   6.813877 ,  5.803831e+00,  1.461154e+01,  12.61105 ,  9.932861e+00, 'spiral')\n",
            " ( 1.33247,  0.59927,  0.34139,  0.22779, 0.9786621,  2.027852e+00,  2.150830e+00,  2.304229e+00,  2.374352e+00,  2.460644e+00,  4.889664e+00,   5.232387 ,  5.146724e+00,  8.754146e+00,  11.20645 ,  1.189734e+01, 'spiral')\n",
            " ( 1.67313,  0.74305,  0.38778,  0.30248, 0.6270233,  2.241844e+00,  2.636122e+00,  2.623136e+00,  2.590589e+00,  2.572999e+00,  1.194888e+01,   9.192789 ,  8.817155e+00,  2.747538e+01,  21.37613 ,  2.184354e+01, 'spiral')\n",
            " ( 1.60719,  0.57798,  0.27202,  0.33181, 0.3367068,  1.798174e+00,  1.970085e+00,  2.113936e+00,  2.260577e+00,  2.329196e+00,  1.164976e+01,  11.11272  ,  1.129884e+01,  1.954246e+01,  20.93822 ,  2.535767e+01, 'merger')\n",
            " ( 1.01413,  0.30042,  0.24948,  0.10887, 0.2999564,  2.098106e+00,  2.206126e+00,  2.299349e+00,  2.306646e+00,  2.300416e+00,  5.831962e+00,   4.868125 ,  3.546010e+00,  1.284240e+01,  11.27043 ,  8.609083e+00, 'merger')\n",
            " ( 1.7118 ,  0.75637,  0.35584,  0.26032, 0.6939709,  2.365785e+00,  2.359929e+00,  2.384462e+00,  2.404375e+00,  2.425890e+00,  5.513676e+00,   4.854186 ,  4.562141e+00,  1.292527e+01,  11.6787  ,  1.103256e+01, 'merger')\n",
            " ( 1.73236,  0.86691,  0.38861,  0.3514 , 0.8909362,  2.070508e+00,  2.406470e+00,  2.636605e+00,  2.728628e+00,  2.717607e+00,  6.096132e+00,   4.863008 ,  4.463229e+00,  1.132793e+01,  10.09367 ,  1.001099e+01, 'spiral')\n",
            " ( 1.18627,  0.46909,  0.30339,  0.20263, 0.8780942,  2.298472e+00,  2.313071e+00,  2.365577e+00,  2.387007e+00,  2.383433e+00,  6.087430e+00,   5.44012  ,  4.181841e+00,  1.119366e+01,  11.74751 ,  8.572735e+00, 'spiral')\n",
            " ( 0.80317,  0.77887,  0.48295,  0.47521, 0.311818 ,  2.133669e+00,  2.162995e+00,  2.178140e+00,  2.206027e+00,  2.240558e+00,  5.450073e+00,   4.522652 ,  5.445696e+00,  1.012493e+01,   9.175313,  1.158940e+01, 'spiral')\n",
            " ( 1.16761,  0.42035,  0.48226, -0.04567, 0.3142013,  2.452686e+00,  2.542133e+00,  2.209131e+00,  2.414075e+00,  2.129715e+00,  4.688868e+00,   4.262188 ,  3.433345e+00,  1.731862e+01,  11.01604 ,  8.316873e+00, 'merger')\n",
            " ( 1.56782,  0.74801,  0.40532,  0.29906, 0.8745437,  1.813469e+00,  2.173895e+00,  2.449557e+00,  2.580303e+00,  2.638444e+00,  5.851437e+00,   5.592288 ,  5.136176e+00,  9.573945e+00,  11.19263 ,  1.060341e+01, 'spiral')\n",
            " ( 1.34058,  0.55057,  0.32067,  0.17534, 0.8799775,  2.117725e+00,  2.168014e+00,  2.218224e+00,  2.242597e+00,  2.213958e+00,  5.910011e+00,   7.001108 ,  5.169330e+00,  9.021956e+00,  12.56081 ,  8.077212e+00, 'spiral')\n",
            " ( 1.90822,  0.86347,  0.36462,  0.30434, 0.8262298,  2.357507e+00,  2.371437e+00,  2.371924e+00,  2.405990e+00,  2.394310e+00,  2.219115e+00,   3.570417 ,  3.129067e+00,  7.389687e+00,  11.64439 ,  1.047237e+01, 'merger')\n",
            " ( 1.16865,  0.50545,  0.3835 ,  0.15633, 0.7656051,  8.204387e-01,  1.837226e+00,  1.781253e+00,  1.785556e+00,  1.771321e+00,  3.152956e+00,   4.045813 ,  3.920856e+00,  6.070121e+00,   7.104168,  6.747948e+00, 'merger')\n",
            " ( 1.2811 ,  0.50327,  0.2797 ,  0.15443, 0.7181082,  2.100348e+00,  2.156663e+00,  2.247667e+00,  2.310103e+00,  2.371385e+00,  1.449261e+01,  15.21701  ,  1.451574e+01,  3.779436e+01,  32.6748  ,  3.125553e+01, 'spiral')\n",
            " ( 1.6703 ,  0.73549,  0.31063,  0.25599, 0.2444136,  2.110711e+00,  2.206360e+00,  2.264486e+00,  2.408555e+00,  2.394266e+00,  4.842409e+00,   4.395103 ,  3.345429e+00,  9.485670e+00,   9.69997 ,  7.150764e+00, 'merger')\n",
            " ( 1.78464,  0.85319,  0.38655,  0.28909, 0.5455822,  2.567729e+00,  2.359707e+00,  2.320554e+00,  2.360277e+00,  2.356865e+00,  1.989466e+00,   2.767811 ,  2.553550e+00,  3.922022e+00,   7.294431,  6.351591e+00, 'merger')\n",
            " ( 1.87671,  0.89673,  0.38519,  0.31653, 0.6385943,  2.416497e+00,  2.405169e+00,  2.417677e+00,  2.415623e+00,  2.420278e+00,  2.907720e+00,   3.323207 ,  2.979024e+00,  8.129441e+00,  10.74474 ,  9.719277e+00, 'elliptical')\n",
            " ( 1.87057,  0.79408,  0.37668,  0.29819, 0.7930467,  2.399534e+00,  2.380528e+00,  2.390602e+00,  2.381958e+00,  2.406777e+00,  3.548307e+00,   2.97602  ,  2.773851e+00,  1.075948e+01,   9.857406,  9.466365e+00, 'elliptical')\n",
            " ( 1.06961,  0.63922,  0.35216,  0.23165, 0.7884839,  2.333965e+00,  2.454455e+00,  2.524917e+00,  2.554699e+00,  2.597619e+00,  7.001053e+00,   6.204481 ,  5.954180e+00,  1.385533e+01,  13.27508 ,  1.274490e+01, 'spiral')\n",
            " ( 0.94571,  0.19196,  0.17891,  0.10644, 0.4500069,  6.808439e-01,  2.250620e+00,  2.219996e+00,  2.174635e+00,  2.206084e+00,  2.521465e+00,   2.619469 ,  2.817329e+00,  5.387023e+00,   6.346401,  6.635705e+00, 'merger')\n",
            " ( 1.74526,  0.84755,  0.45648,  0.33945, 0.4482751,  2.144437e+00,  2.325891e+00,  2.359190e+00,  2.359857e+00,  2.425203e+00,  5.893588e+00,   4.98745  ,  4.776126e+00,  1.427474e+01,  12.67449 ,  1.371805e+01, 'merger')\n",
            " ( 1.57755,  0.72441,  0.40241,  0.23539, 0.6478509,  2.390495e+00,  2.724017e+00,  2.699869e+00,  2.669796e+00,  2.579874e+00,  5.389167e+00,   6.091675 ,  5.330744e+00,  1.278903e+01,  14.79407 ,  1.365051e+01, 'spiral')\n",
            " ( 1.88362,  0.86622,  0.40766,  0.30235, 0.902583 ,  2.439021e+00,  2.393491e+00,  2.396447e+00,  2.408681e+00,  2.384838e+00,  4.547526e+00,   3.480877 ,  3.108001e+00,  1.380828e+01,  11.48129 ,  1.067366e+01, 'elliptical')\n",
            " ( 2.05078,  1.0031 ,  0.41827,  0.35451, 0.39291  ,  2.116946e+00,  2.251737e+00,  2.243857e+00,  2.247073e+00,  2.247121e+00,  1.223761e+00,   1.532515 ,  1.419169e+00,  4.708961e+00,   4.948674,  4.626919e+00, 'merger')\n",
            " ( 0.95559,  0.46795,  0.35876,  0.09415, 0.4880159,  2.179587e+00,  2.241292e+00,  2.332906e+00,  2.358213e+00,  2.397915e+00,  4.511734e+00,   4.406692 ,  3.953527e+00,  1.098702e+01,  11.10386 ,  1.032039e+01, 'merger')\n",
            " ( 1.81913,  0.83926,  0.40764,  0.3338 , 0.7226741,  2.364940e+00,  2.324730e+00,  2.342292e+00,  2.359658e+00,  2.354635e+00,  3.841008e+00,   3.154306 ,  2.953772e+00,  1.099217e+01,  10.29201 ,  9.778500e+00, 'elliptical')\n",
            " ( 1.64601,  0.81335,  0.53002,  0.3125 , 0.5247679,  2.513187e+00,  2.297061e+00,  2.272396e+00,  2.283953e+00,  2.256773e+00,  4.977104e+00,   2.260349 ,  1.750083e+00,  1.002555e+01,   7.077693,  5.764951e+00, 'merger')\n",
            " ( 1.21489,  0.57253,  0.35423,  0.21312, 0.7933919,  2.264709e+00,  2.319192e+00,  2.388157e+00,  2.392148e+00,  2.384103e+00,  4.652165e+00,   4.031008 ,  3.122812e+00,  9.610085e+00,   9.280005,  6.708179e+00, 'spiral')\n",
            " ( 1.83243,  0.84321,  0.40831,  0.325  , 0.748357 ,  2.265874e+00,  2.312460e+00,  2.370642e+00,  2.415184e+00,  2.407215e+00,  2.760698e+00,   2.297382 ,  2.176481e+00,  7.485567e+00,   6.939061,  6.804561e+00, 'elliptical')\n",
            " ( 1.18423,  0.38967,  0.24321,  0.12285, 0.6862378,  2.231412e+00,  2.318499e+00,  2.376621e+00,  2.399017e+00,  2.415953e+00,  6.068575e+00,   7.267944 ,  5.460333e+00,  1.027124e+01,  15.3205  ,  1.024060e+01, 'spiral')\n",
            " ( 2.04655,  1.09873,  0.50059,  0.41753, 0.6121137,  2.615819e+00,  2.459375e+00,  2.410527e+00,  2.395815e+00,  2.377846e+00,  6.245521e+00,   4.480873 ,  3.436413e+00,  1.617225e+01,  11.73419 ,  9.009978e+00, 'merger')\n",
            " ( 2.02957,  1.08981,  0.47029,  0.32377, 0.7748551,  2.390928e+00,  2.425563e+00,  2.437447e+00,  2.434392e+00,  2.423038e+00,  1.415021e+00,   2.899432 ,  2.815489e+00,  2.379782e+00,   8.754507,  8.485831e+00, 'elliptical')\n",
            " ( 0.88745,  0.37216,  0.14947,  0.14161, 0.5667677,  2.482177e+00,  2.355407e+00,  2.360477e+00,  2.335145e+00,  2.325846e+00,  5.229407e+00,   5.33186  ,  5.053772e+00,  1.580554e+01,  15.43414 ,  1.392037e+01, 'spiral')\n",
            " ( 2.45508,  1.11303,  0.44865,  0.33632, 0.938206 ,  8.015894e-01,  2.361695e+00,  2.361457e+00,  2.369194e+00,  2.350922e+00,  1.838884e+00,   2.492459 ,  2.066843e+00,  3.470505e+00,   8.017901,  6.225004e+00, 'merger')\n",
            " ( 1.79584,  0.77826,  0.38629,  0.2615 , 0.8020688,  2.318601e+00,  2.372690e+00,  2.348610e+00,  2.389691e+00,  2.377557e+00,  5.648703e+00,   4.62995  ,  4.290470e+00,  1.448894e+01,  13.31722 ,  1.247246e+01, 'elliptical')\n",
            " ( 1.97849,  0.94538,  0.42548,  0.36429, 0.8100556,  2.426939e+00,  2.351504e+00,  2.386984e+00,  2.392535e+00,  2.389841e+00,  5.425889e+00,   3.763301 ,  3.556883e+00,  1.575810e+01,  13.16401 ,  1.281335e+01, 'elliptical')\n",
            " ( 1.55474,  0.70975,  0.36683,  0.34763, 0.7938403,  2.226845e+00,  2.399659e+00,  2.658974e+00,  2.635773e+00,  2.607340e+00,  1.356647e+01,  10.52854  ,  1.043683e+01,  3.213466e+01,  24.28628 ,  2.602664e+01, 'spiral')\n",
            " ( 1.34453,  0.78933,  0.33069,  0.22205, 0.736264 ,  2.388397e+00,  2.504061e+00,  2.545349e+00,  2.537011e+00,  2.469821e+00,  2.388794e+01,  17.54037  ,  1.309305e+01,  5.615989e+01,  42.1538  ,  2.838405e+01, 'spiral')\n",
            " ( 2.06669,  0.95026,  0.40242,  0.30812, 0.7093796,  2.421611e+00,  2.451655e+00,  2.444558e+00,  2.467548e+00,  2.427377e+00,  4.254813e+00,   6.889492 ,  6.103878e+00,  9.748809e+00,  21.09004 ,  1.846228e+01, 'elliptical')\n",
            " ( 1.8943 ,  0.97421,  0.41299,  0.34614, 0.9276779,  2.321435e+00,  2.373164e+00,  2.391515e+00,  2.390972e+00,  2.381452e+00,  2.466344e+00,   2.231339 ,  2.009428e+00,  6.280384e+00,   7.445816,  6.375016e+00, 'elliptical')\n",
            " ( 1.43569,  0.62622,  0.38995,  0.29564, 0.8571261,  2.499006e+00,  2.465381e+00,  2.531414e+00,  2.523086e+00,  2.523589e+00,  2.832238e+00,   3.270286 ,  2.830715e+00,  8.144472e+00,  10.05793 ,  8.730839e+00, 'merger')\n",
            " ( 1.20084,  0.51456,  0.30845,  0.19322, 0.9002025,  2.190436e+00,  2.301276e+00,  2.440513e+00,  2.486873e+00,  2.511316e+00,  5.562952e+00,   4.590205 ,  4.140834e+00,  1.077225e+01,   9.833066,  9.066450e+00, 'spiral')\n",
            " ( 2.0925 ,  0.97093,  0.4865 ,  0.34172, 0.7904704,  2.502695e+00,  2.495062e+00,  2.471655e+00,  2.461416e+00,  2.444090e+00,  4.698488e+00,   5.727299 ,  5.048713e+00,  1.389280e+01,  18.43778 ,  1.723844e+01, 'merger')\n",
            " ( 1.83154,  0.76576,  0.38883,  0.24725, 0.9753876,  2.509300e+00,  2.487496e+00,  2.439603e+00,  2.447665e+00,  2.471112e+00,  4.508888e+00,   4.561159 ,  4.295644e+00,  1.520815e+01,  15.42643 ,  1.478036e+01, 'elliptical')\n",
            " ( 1.70715,  0.85787,  0.41719,  0.35855, 0.7474952,  2.362299e+00,  2.289818e+00,  2.032506e+00,  2.182156e+00,  2.249287e+00,  3.336207e+00,   3.689725 ,  3.329766e+00,  4.942887e+00,   6.70533 ,  6.078964e+00, 'merger')\n",
            " ( 1.58796,  0.76914,  0.37257,  0.26109, 0.7445307,  2.153224e+00,  2.290878e+00,  2.389714e+00,  2.402172e+00,  2.415412e+00,  8.102747e+00,   6.948409 ,  6.713334e+00,  1.453672e+01,  13.65996 ,  1.365840e+01, 'spiral')\n",
            " ( 1.07673,  0.40235,  0.2659 ,  0.12998, 0.4631668,  2.387628e+00,  2.443267e+00,  2.428156e+00,  2.448845e+00,  2.377995e+00,  3.095441e+00,   3.326135 ,  3.483312e+00,  6.926602e+00,   7.393874,  8.658003e+00, 'spiral')\n",
            " ( 1.34676,  0.52995,  0.29215,  0.11054, 0.9837031,  2.285803e+00,  2.314307e+00,  2.364929e+00,  2.379406e+00,  2.383161e+00,  2.292508e+01,  19.25171  ,  1.634096e+01,  5.478249e+01,  43.11932 ,  3.544734e+01, 'spiral')\n",
            " ( 2.04526,  1.03783,  0.43835,  0.36278, 0.7030089,  2.336639e+00,  2.361590e+00,  2.346938e+00,  2.368109e+00,  2.360646e+00,  2.607921e+00,   2.315458 ,  2.239445e+00,  9.325145e+00,   7.61209 ,  7.634434e+00, 'elliptical')\n",
            " ( 1.43902,  0.65837,  0.35219,  0.26599, 0.706977 ,  2.223077e+00,  2.445315e+00,  2.560616e+00,  2.553036e+00,  2.513907e+00,  7.590743e+00,   7.757045 ,  6.843911e+00,  1.330048e+01,  17.56944 ,  1.587106e+01, 'spiral')\n",
            " ( 1.28853,  0.5155 ,  0.29803,  0.15051, 0.8211107,  2.014874e+00,  2.147321e+00,  2.277159e+00,  2.315158e+00,  2.367005e+00,  5.172760e+00,   5.718112 ,  5.183064e+00,  8.454756e+00,  10.90862 ,  1.007933e+01, 'spiral')\n",
            " ( 1.23976,  0.58008,  0.30689,  0.2082 , 0.913215 ,  2.447894e+00,  2.511638e+00,  2.534899e+00,  2.545839e+00,  2.518064e+00,  5.225494e+00,   4.519451 ,  3.918424e+00,  1.497199e+01,  12.1029  ,  1.175606e+01, 'spiral')\n",
            " ( 2.00543,  0.91809,  0.41881,  0.30837, 0.8383012,  2.357323e+00,  2.362319e+00,  2.393031e+00,  2.390912e+00,  2.372871e+00,  2.769948e+00,   2.518723 ,  2.409891e+00,  8.570746e+00,   8.200273,  7.588621e+00, 'elliptical')\n",
            " ( 2.00626,  0.97145,  0.40548,  0.37645, 0.8614371,  2.317261e+00,  2.420619e+00,  2.444411e+00,  2.421316e+00,  2.437305e+00,  4.520303e+00,   4.113637 ,  4.288669e+00,  1.324281e+01,  12.6854  ,  1.385622e+01, 'elliptical')\n",
            " ( 1.04851,  0.45472,  0.27886,  0.17653, 0.8700823,  2.117448e+00,  2.154735e+00,  2.216294e+00,  2.210281e+00,  2.194319e+00,  2.412288e+00,   2.629987 ,  2.574300e+00,  6.934568e+00,   6.707078,  6.642150e+00, 'merger')\n",
            " ( 1.10331,  0.29042,  0.24281,  0.06978, 0.7200013,  2.206375e+00,  2.308042e+00,  2.310362e+00,  2.314710e+00,  2.276247e+00,  4.273239e+00,   4.04354  ,  3.616780e+00,  1.144837e+01,   9.110089,  7.352220e+00, 'spiral')\n",
            " ( 1.92302,  0.92581,  0.40007,  0.34945, 0.7750801,  2.451854e+00,  2.376309e+00,  2.391045e+00,  2.414250e+00,  2.377393e+00,  3.273369e+00,   3.025038 ,  2.891787e+00,  1.125256e+01,   9.868087,  9.006919e+00, 'elliptical')\n",
            " ( 1.24929,  0.50054,  0.27884,  0.12614, 0.8774325,  5.783088e-01,  2.312684e+00,  2.322342e+00,  2.357158e+00,  2.349197e+00,  4.819670e+00,   5.098293 ,  3.972027e+00,  9.514881e+00,  11.23246 ,  7.528862e+00, 'spiral')\n",
            " ( 1.8745 ,  1.00868,  0.42585,  0.34118, 0.8157371,  2.358852e+00,  2.430175e+00,  2.411882e+00,  2.427287e+00,  2.411810e+00,  8.322834e+00,   5.22114  ,  4.415567e+00,  2.187016e+01,  17.67168 ,  1.503050e+01, 'elliptical')\n",
            " ( 1.90255,  0.82933,  0.42179,  0.31057, 0.8784615,  2.448312e+00,  2.431187e+00,  2.420706e+00,  2.395556e+00,  2.440646e+00,  6.124028e+00,   5.52269  ,  5.353098e+00,  1.760467e+01,  16.29025 ,  1.592954e+01, 'elliptical')\n",
            " ( 2.01943,  1.10307,  0.45115,  0.35673, 0.7951854,  2.399245e+00,  2.418389e+00,  2.404695e+00,  2.417784e+00,  2.406126e+00,  5.299187e+00,   4.198814 ,  3.793746e+00,  1.629174e+01,  13.86651 ,  1.170086e+01, 'elliptical')\n",
            " ( 1.91886,  0.78102,  0.25918,  0.40139, 0.5485575,  2.129051e+00,  2.349339e+00,  2.381274e+00,  8.203894e-01,  2.382457e+00,  7.514255e+00,   8.780176 ,  8.266688e+00,  1.483995e+01,  20.46346 ,  1.959376e+01, 'spiral')\n",
            " ( 2.0878 ,  0.93681,  0.45849,  0.37382, 0.4467746,  2.145623e+00,  2.377659e+00,  2.386952e+00,  2.410913e+00,  2.404603e+00,  2.545208e+00,   4.313097 ,  3.272181e+00,  4.291186e+00,  14.44399 ,  1.219891e+01, 'merger')\n",
            " ( 1.96302,  0.87808,  0.42041,  0.29869, 0.701016 ,  2.208765e+00,  2.301091e+00,  2.291337e+00,  2.321694e+00,  2.296814e+00,  1.362558e+00,   1.797227 ,  1.609985e+00,  3.899825e+00,   6.232759,  5.887717e+00, 'merger')\n",
            " ( 1.19652,  0.83252,  0.42316,  0.28213, 0.4811639,  2.037367e+00,  1.962275e+00,  2.205650e+00,  2.282012e+00,  2.348923e+00,  2.849784e+00,   2.864368 ,  2.648201e+00,  5.692786e+00,   6.250712,  6.634095e+00, 'spiral')\n",
            " ( 1.67357,  0.72012,  0.4055 ,  0.34854, 0.4841923,  1.945113e+00,  2.116740e+00,  2.211174e+00,  2.277075e+00,  2.345150e+00,  6.145420e+00,   7.096617 ,  5.602015e+00,  1.223770e+01,  17.0869  ,  1.286469e+01, 'merger')\n",
            " ( 1.28507,  0.6061 ,  0.34383,  0.23452, 0.8666906,  2.126425e+00,  2.202206e+00,  2.277770e+00,  2.311942e+00,  2.378612e+00,  5.559885e+00,   6.038525 ,  5.627839e+00,  1.035718e+01,  12.14289 ,  1.132874e+01, 'spiral')\n",
            " ( 1.23859,  0.46871,  0.2685 ,  0.16492, 0.8447296,  2.140213e+00,  2.274794e+00,  2.414932e+00,  2.472756e+00,  2.519825e+00,  7.767997e+00,   7.163842 ,  6.375806e+00,  1.335512e+01,  14.04123 ,  1.211049e+01, 'spiral')\n",
            " ( 1.83836,  0.80263,  0.37708,  0.3042 , 0.8211977,  2.557765e+00,  2.510969e+00,  2.517620e+00,  2.524351e+00,  2.525578e+00,  1.047599e+01,   9.282365 ,  8.057071e+00,  3.424488e+01,  32.55054 ,  3.013904e+01, 'elliptical')\n",
            " ( 1.50247,  0.69197,  0.40783,  0.23939, 0.6211151,  5.999607e-01,  2.195840e+00,  2.264861e+00,  2.280817e+00,  2.299904e+00,  3.716273e+00,   4.680891 ,  4.269059e+00,  7.936691e+00,  12.7931  ,  1.131260e+01, 'merger')\n",
            " ( 1.31969,  0.5748 ,  0.38061,  0.1422 , 0.7707539,  2.263845e+00,  2.343765e+00,  2.404599e+00,  2.417205e+00,  2.366027e+00,  4.218905e+00,   4.694519 ,  3.822596e+00,  8.519114e+00,  10.1634  ,  8.010146e+00, 'spiral')\n",
            " ( 1.98128,  0.85383,  0.36777,  0.29928, 0.5574476,  2.365175e+00,  2.364479e+00,  2.360369e+00,  2.369729e+00,  2.352480e+00,  1.675090e+00,   2.08728  ,  1.741247e+00,  3.899389e+00,   6.606841,  5.580015e+00, 'merger')\n",
            " ( 0.8219 ,  0.41936,  0.34226,  0.20575, 0.6998129,  2.116383e+00,  2.093494e+00,  2.095736e+00,  2.120825e+00,  2.127088e+00,  3.970297e+00,   4.319703 ,  3.935073e+00,  1.336602e+01,  12.72054 ,  1.198493e+01, 'merger')\n",
            " ( 2.09028,  0.89797,  0.43948,  0.36156, 0.6593171,  2.439554e+00,  2.483810e+00,  2.480334e+00,  2.481062e+00,  2.472238e+00,  5.086430e+00,   7.449129 ,  7.032015e+00,  1.077315e+01,  20.28486 ,  1.906584e+01, 'elliptical')\n",
            " ( 1.96249,  0.91292,  0.43239,  0.33662, 0.8067249,  2.335302e+00,  2.368467e+00,  2.375820e+00,  2.401731e+00,  2.407242e+00,  2.855411e+00,   2.574591 ,  2.538303e+00,  9.478178e+00,   8.164747,  8.280890e+00, 'elliptical')\n",
            " ( 1.94496,  0.92673,  0.46278,  0.35734, 0.6593674,  2.570003e+00,  2.581438e+00,  2.565573e+00,  2.549786e+00,  2.524208e+00,  9.103419e+00,   5.899868 ,  5.011887e+00,  2.075426e+01,  15.0027  ,  1.260966e+01, 'merger')\n",
            " ( 2.48337,  0.93839,  0.49856,  0.36968, 0.5184712,  7.102194e-01,  2.254834e+00,  2.344415e+00,  2.375478e+00,  2.384748e+00,  2.849028e+00,   4.582586 ,  4.009693e+00,  1.462853e+01,  10.77187 ,  9.054656e+00, 'merger')\n",
            " ( 1.92673,  0.95117,  0.45347,  0.31313, 0.9951518,  2.403485e+00,  2.375745e+00,  2.373541e+00,  2.369557e+00,  2.345909e+00,  4.381024e+00,   3.516427 ,  3.315242e+00,  1.336043e+01,  11.41021 ,  1.077999e+01, 'elliptical')\n",
            " ( 1.89581,  0.88527,  0.40097,  0.30692, 0.79794  ,  2.511766e+00,  2.460343e+00,  2.464250e+00,  2.462072e+00,  2.453070e+00,  6.640289e+00,   4.860646 ,  4.550130e+00,  1.794626e+01,  15.26276 ,  1.460343e+01, 'elliptical')\n",
            " ( 1.25537,  0.41618,  0.33564,  0.17818, 0.5094079,  2.161352e+00,  2.226354e+00,  2.317082e+00,  2.376484e+00,  2.351029e+00,  5.869851e+00,   5.563705 ,  4.986694e+00,  1.330786e+01,  11.79136 ,  1.064672e+01, 'spiral')\n",
            " ( 0.79506,  0.3587 ,  0.40055,  0.06237, 0.4762624,  2.268119e+00,  2.249500e+00,  2.275955e+00,  2.280924e+00,  2.256800e+00,  1.047955e+00,   1.528692 ,  1.485382e+00,  2.941975e+00,   4.442557,  4.152432e+00, 'merger')\n",
            " ( 1.78642,  0.81301,  0.39142,  0.28851, 0.9262974,  2.491351e+00,  2.422186e+00,  2.396108e+00,  2.407906e+00,  2.410653e+00,  3.883301e+00,   2.805369 ,  2.611037e+00,  9.434682e+00,   8.473306,  7.753644e+00, 'elliptical')\n",
            " ( 1.94813,  0.87435,  0.40534,  0.32253, 0.9222769,  2.378635e+00,  2.443317e+00,  2.460447e+00,  2.479161e+00,  2.469637e+00,  3.720926e+00,   4.380897 ,  4.252219e+00,  9.762900e+00,  13.8597  ,  1.367147e+01, 'elliptical')\n",
            " ( 1.369  ,  0.63658,  0.34201,  0.23705, 0.8872699,  2.359705e+00,  2.442568e+00,  2.500193e+00,  2.502363e+00,  2.489008e+00,  5.525061e+00,   5.009255 ,  4.813029e+00,  1.069800e+01,  11.26511 ,  1.186027e+01, 'spiral')\n",
            " ( 1.43456,  0.56637,  0.3129 ,  0.14169, 0.9717607,  2.056309e+00,  2.139334e+00,  2.220505e+00,  2.267623e+00,  2.321259e+00,  7.333714e+00,   8.967587 ,  7.154154e+00,  1.146177e+01,  17.10648 ,  1.267940e+01, 'spiral')\n",
            " ( 0.99552,  0.60079,  0.35692,  0.24698, 0.5796297,  2.172542e+00,  2.238461e+00,  2.367633e+00,  2.361228e+00,  2.314148e+00,  2.546635e+00,   2.557276 ,  2.450164e+00,  6.648409e+00,   5.328327,  5.029554e+00, 'spiral')\n",
            " ( 1.33313,  0.66142,  0.3779 ,  0.32077, 0.5163998,  2.209382e+00,  2.247081e+00,  2.433564e+00,  2.456159e+00,  2.470881e+00,  4.470890e+00,   3.427762 ,  2.774273e+00,  9.550016e+00,   7.463025,  5.896668e+00, 'spiral')\n",
            " ( 1.84545,  0.89869,  0.43227,  0.30813, 0.5682275,  2.190710e+00,  2.310331e+00,  2.316183e+00,  2.282050e+00,  2.313047e+00,  1.712082e+00,   1.663163 ,  1.560406e+00,  6.267002e+00,   5.359485,  5.254632e+00, 'merger')\n",
            " ( 1.95584,  0.84675,  0.43053,  0.35433, 0.8933201,  2.419020e+00,  2.462600e+00,  2.458133e+00,  2.433532e+00,  2.436524e+00,  4.812139e+00,   4.01769  ,  3.664149e+00,  1.268628e+01,  11.74732 ,  1.059579e+01, 'elliptical')\n",
            " ( 1.86286,  1.09977,  0.43601,  0.31068, 0.8036737,  5.729846e-01,  2.406075e+00,  2.433018e+00,  2.416306e+00,  2.410629e+00,  5.177075e+00,   2.785696 ,  2.689854e+00,  1.117035e+01,   8.378417,  8.432577e+00, 'elliptical')\n",
            " ( 1.85067,  0.91811,  0.37558,  0.31971, 0.8604605,  2.421367e+00,  2.418318e+00,  2.435837e+00,  2.442959e+00,  2.440892e+00,  4.802210e+00,   4.301092 ,  4.038511e+00,  1.612988e+01,  14.44657 ,  1.381447e+01, 'elliptical')\n",
            " ( 1.9694 ,  0.95723,  0.44542,  0.317  , 0.7667384,  2.472265e+00,  2.371206e+00,  2.406944e+00,  2.438527e+00,  2.429219e+00,  4.893922e+00,   3.475342 ,  3.348078e+00,  1.291102e+01,  10.63289 ,  1.016529e+01, 'elliptical')\n",
            " ( 1.4062 ,  0.7181 ,  0.35032,  0.28746, 0.49046  ,  2.076964e+00,  2.372052e+00,  2.495911e+00,  2.513824e+00,  2.509804e+00,  1.099968e+01,   8.891595 ,  8.570743e+00,  3.025347e+01,  23.45277 ,  2.741889e+01, 'spiral')\n",
            " ( 1.19535,  0.59016,  0.34521,  0.13894, 0.3390324,  2.282893e+00,  2.460939e+00,  2.466974e+00,  2.438560e+00,  2.441557e+00,  2.397861e+00,   2.3824   ,  2.063614e+00,  8.143396e+00,   6.114937,  5.494513e+00, 'merger')\n",
            " ( 2.07372,  0.97257,  0.42555,  0.34114, 0.9023226,  2.267603e+00,  2.364058e+00,  2.369348e+00,  2.398286e+00,  2.392836e+00,  4.880712e+00,   3.057452 ,  2.652165e+00,  1.215155e+01,   9.918517,  9.189574e+00, 'elliptical')\n",
            " ( 1.06466,  0.51266,  0.40545,  0.18492, 0.6316847,  2.283754e+00,  2.322975e+00,  2.296175e+00,  2.291704e+00,  2.282231e+00,  3.471078e+00,   3.265115 ,  3.057352e+00,  8.679729e+00,   8.863479,  8.461697e+00, 'merger')\n",
            " ( 1.80439,  1.21179,  0.47012,  0.37589, 0.7014437,  2.275637e+00,  2.391373e+00,  2.412306e+00,  2.412532e+00,  2.417474e+00,  1.640082e+00,   2.242577 ,  1.994252e+00,  2.719966e+00,   6.200073,  4.834518e+00, 'elliptical')\n",
            " ( 1.90854,  0.87447,  0.41338,  0.31818, 0.7044729,  2.217001e+00,  2.436052e+00,  2.396168e+00,  2.353319e+00,  2.371598e+00,  5.099107e+00,   5.009812 ,  2.331486e+00,  7.439429e+00,  10.22742 ,  5.785926e+00, 'merger')\n",
            " ( 1.30116,  0.45967,  0.26797,  0.16759, 0.8592352,  2.028447e+00,  2.135354e+00,  2.210531e+00,  2.247705e+00,  2.311981e+00,  5.398289e+00,   5.474012 ,  4.207458e+00,  8.824495e+00,  10.5155  ,  7.177956e+00, 'spiral')\n",
            " ( 1.27011,  0.61948,  0.3499 ,  0.24948, 0.842072 ,  2.202119e+00,  2.250672e+00,  2.443063e+00,  2.573731e+00,  2.668548e+00,  5.090718e+00,   4.419121 ,  3.923846e+00,  1.253537e+01,   9.019501,  8.157423e+00, 'spiral')\n",
            " ( 1.89244,  0.84768,  0.3896 ,  0.27995, 0.7190149,  2.464573e+00,  2.464387e+00,  2.452444e+00,  2.467358e+00,  2.465176e+00,  5.103227e+00,   5.28106  ,  5.016952e+00,  1.971953e+01,  17.54819 ,  1.726907e+01, 'elliptical')\n",
            " ( 1.2925 ,  0.7172 ,  0.37212,  0.25278, 0.7824368,  2.263781e+00,  2.532413e+00,  2.632492e+00,  2.583550e+00,  2.565056e+00,  9.986281e+00,   7.453878 ,  5.998318e+00,  2.066862e+01,  14.81728 ,  1.188521e+01, 'spiral')\n",
            " ( 1.19789,  0.61951,  0.36624,  0.23896, 0.8746315,  2.180893e+00,  2.348670e+00,  2.433479e+00,  2.449649e+00,  2.448664e+00,  4.267850e+00,   4.006136 ,  3.411691e+00,  7.618390e+00,   8.826373,  7.871930e+00, 'spiral')\n",
            " ( 1.87883,  0.91339,  0.42689,  0.29563, 0.6822491,  2.465194e+00,  2.400636e+00,  2.408746e+00,  2.407305e+00,  2.395995e+00,  6.011673e+00,   4.337948 ,  3.542497e+00,  1.727922e+01,  14.37347 ,  1.189132e+01, 'elliptical')\n",
            " ( 1.83303,  0.76032,  0.38326,  0.27682, 0.7559928,  2.100519e+00,  2.367424e+00,  2.365085e+00,  2.367586e+00,  2.345067e+00,  5.950726e+00,   5.2149   ,  3.654406e+00,  1.100428e+01,  11.05051 ,  9.295956e+00, 'merger')\n",
            " ( 1.83524,  0.88563,  0.42278,  0.36104, 0.7513241,  2.412076e+00,  2.412270e+00,  2.387662e+00,  2.411198e+00,  2.393974e+00,  7.092870e+00,   4.593905 ,  4.089361e+00,  1.885722e+01,  15.51211 ,  1.488811e+01, 'elliptical')\n",
            " ( 2.45772,  1.12601,  0.63828,  0.42811, 0.5730677,  2.002075e+00,  2.177701e+00,  2.274293e+00,  2.346759e+00,  2.371401e+00,  3.430885e-01,   6.098925 ,  2.613241e+00,  4.555733e-01,  51.35003 ,  5.579117e+00, 'merger')\n",
            " ( 1.83376,  0.77677,  0.35024,  0.32944, 0.9188477,  2.392527e+00,  2.404022e+00,  2.406507e+00,  2.407320e+00,  2.402208e+00,  3.512275e+00,   3.188545 ,  3.043310e+00,  1.105597e+01,   9.654565,  9.246809e+00, 'elliptical')\n",
            " ( 1.87654,  0.89476,  0.38642,  0.33084, 0.9203625,  2.312978e+00,  2.416221e+00,  2.386591e+00,  2.395084e+00,  2.352640e+00,  3.089627e+00,   2.878797 ,  2.711522e+00,  9.409471e+00,   9.014257,  8.709478e+00, 'elliptical')\n",
            " ( 1.97143,  0.90823,  0.43377,  0.31945, 0.9203284,  2.297996e+00,  2.290915e+00,  2.303771e+00,  2.303662e+00,  2.301102e+00,  2.255090e+00,   1.897599 ,  1.782341e+00,  6.783917e+00,   6.155898,  5.900276e+00, 'merger')\n",
            " ( 0.91376,  0.25204,  0.47183, -0.03936, 0.3713679,  2.232699e+00,  2.334946e+00,  2.354291e+00,  2.396728e+00,  2.383541e+00,  2.467187e+00,   2.51531  ,  1.915106e+00,  9.516891e+00,   7.692704,  6.922144e+00, 'merger')\n",
            " ( 1.69679,  0.72021,  0.28715,  0.22034, 0.3893272,  2.161266e+00,  2.289304e+00,  2.343835e+00,  2.337770e+00,  2.342483e+00,  3.911711e+00,   3.736719 ,  3.222319e+00,  1.325889e+01,   8.913741,  8.047737e+00, 'merger')\n",
            " ( 1.54299,  0.64451,  0.51319,  0.16631, 0.4239993,  1.978789e+00,  2.052147e+00,  2.063882e+00,  2.129836e+00,  2.132569e+00,  1.445700e+00,   3.251216 ,  2.543476e+00,  2.202882e+00,   8.696029,  5.632985e+00, 'merger')\n",
            " ( 1.85318,  0.93436,  0.41384,  0.33941, 0.8996549,  2.305896e+00,  2.319095e+00,  2.327631e+00,  2.361601e+00,  2.341569e+00,  2.293370e+00,   2.053378 ,  2.064801e+00,  7.386446e+00,   6.168759,  6.160306e+00, 'elliptical')\n",
            " ( 1.92203,  0.93637,  0.41781,  0.30852, 0.868904 ,  2.441842e+00,  2.459044e+00,  2.431246e+00,  2.426925e+00,  2.425993e+00,  6.870157e+00,   4.231169 ,  3.496294e+00,  1.638976e+01,  13.35042 ,  1.128822e+01, 'elliptical')\n",
            " ( 1.79945,  0.79592,  0.40726,  0.27453, 0.5101351,  2.415254e+00,  2.452152e+00,  2.443151e+00,  2.440272e+00,  2.383487e+00,  7.026027e+00,   5.447197 ,  4.933511e+00,  2.187578e+01,  16.25143 ,  1.529928e+01, 'merger')\n",
            " ( 1.33075,  0.35167,  0.24201, -0.03363, 0.7003533,  1.735358e+00,  1.752270e+00,  1.769862e+00,  1.788513e+00,  1.708110e+00,  1.060605e+00,   1.267386 ,  1.104346e+00,  1.616687e+00,   2.055442,  1.623268e+00, 'merger')\n",
            " ( 1.94457,  0.83513,  0.40123,  0.32695, 0.9658811,  2.419748e+00,  2.403260e+00,  2.423460e+00,  2.426325e+00,  2.414092e+00,  4.093140e+00,   3.185869 ,  3.124302e+00,  1.209619e+01,  10.72757 ,  1.044199e+01, 'elliptical')\n",
            " ( 1.72345,  0.83179,  0.37579,  0.29977, 0.7441612,  2.313881e+00,  2.652766e+00,  2.557827e+00,  2.497047e+00,  2.446959e+00,  6.401019e+00,   5.883178 ,  4.134325e+00,  1.122300e+01,  12.85959 ,  8.758795e+00, 'spiral')\n",
            " ( 1.90437,  0.84585,  0.39832,  0.30686, 0.7229175,  2.365131e+00,  2.368359e+00,  2.395122e+00,  2.412679e+00,  2.412024e+00,  3.700141e+00,   3.235372 ,  3.037922e+00,  1.127441e+01,  10.82152 ,  1.016734e+01, 'elliptical')\n",
            " ( 1.85043,  0.79839,  0.41111,  0.23685, 0.5351443,  2.391511e+00,  2.410604e+00,  2.406603e+00,  2.424944e+00,  2.410351e+00,  4.731027e+00,   5.356363 ,  4.834811e+00,  1.641583e+01,  18.69764 ,  1.769581e+01, 'elliptical')\n",
            " ( 1.70074,  0.64334,  0.33109,  0.22997, 0.7236177,  2.170797e+00,  2.300398e+00,  2.439176e+00,  2.503153e+00,  2.533874e+00,  9.078690e+00,   8.895478 ,  8.392317e+00,  2.025057e+01,  19.16455 ,  1.894651e+01, 'spiral')\n",
            " ( 1.19482,  0.49611,  0.31017,  0.16244, 0.7221248,  2.211442e+00,  2.294102e+00,  2.327795e+00,  2.371559e+00,  2.358487e+00,  3.032364e+00,   3.348147 ,  3.062732e+00,  5.833694e+00,   8.061935,  7.840197e+00, 'spiral')\n",
            " ( 1.66139,  0.7317 ,  0.39228,  0.29978, 0.8654854,  2.067824e+00,  2.246295e+00,  2.417011e+00,  2.465111e+00,  2.535141e+00,  1.033826e+01,   8.150592 ,  7.929339e+00,  2.543705e+01,  16.17967 ,  1.725362e+01, 'spiral')\n",
            " ( 1.1751 ,  0.5782 ,  0.34079,  0.17702, 0.6858703,  2.197055e+00,  2.241443e+00,  2.233138e+00,  2.292515e+00,  2.334113e+00,  4.812276e+00,   3.854034 ,  3.026188e+00,  8.346854e+00,   8.220987,  5.854835e+00, 'spiral')\n",
            " ( 1.42343,  0.6462 ,  0.38162,  0.21845, 0.6776156,  2.142445e+00,  2.264209e+00,  2.286810e+00,  2.307214e+00,  2.302488e+00,  1.602833e+00,   1.995903 ,  1.599373e+00,  3.035124e+00,   4.475286,  3.655859e+00, 'merger')\n",
            " ( 1.907  ,  1.167  ,  0.47778,  0.35411, 0.7848099,  2.203976e+00,  2.327049e+00,  2.333057e+00,  2.347863e+00,  2.293320e+00,  3.629579e+00,   2.365272 ,  2.181818e+00,  7.378359e+00,   7.194227,  6.966516e+00, 'elliptical')\n",
            " ( 2.02283,  0.82338,  0.39969,  0.31476, 0.9310027,  2.280184e+00,  2.328354e+00,  2.340500e+00,  2.353097e+00,  2.329406e+00,  2.085706e+00,   2.960347 ,  2.731901e+00,  5.004553e+00,   9.734976,  9.249125e+00, 'elliptical')\n",
            " ( 1.94646,  1.25605,  0.45544,  0.35202, 0.6916853,  1.807180e+00,  2.410730e+00,  2.454603e+00,  2.456616e+00,  2.442478e+00,  6.265398e+00,   3.750818 ,  3.244607e+00,  1.136215e+01,  11.19858 ,  1.024066e+01, 'elliptical')\n",
            " ( 1.07672,  0.40162,  0.31614,  0.14211, 0.250009 ,  2.302769e+00,  2.217511e+00,  2.260609e+00,  2.275583e+00,  2.301728e+00,  4.752891e+00,   5.567828 ,  4.769615e+00,  9.933250e+00,  12.85906 ,  1.041503e+01, 'merger')\n",
            " ( 1.69896,  0.78731,  0.38368,  0.28647, 0.6743082,  2.422695e+00,  2.410354e+00,  2.386971e+00,  2.406660e+00,  2.412096e+00,  4.341181e+00,   3.481843 ,  3.327851e+00,  1.323735e+01,  11.44436 ,  1.123867e+01, 'elliptical')\n",
            " ( 1.37443,  0.67273,  0.39077,  0.23745, 0.7010649,  1.917379e+00,  2.095801e+00,  2.264270e+00,  2.331196e+00,  2.473468e+00,  6.269799e+00,   5.449461 ,  4.637954e+00,  1.009919e+01,  10.09744 ,  8.571463e+00, 'spiral')\n",
            " ( 1.32195,  0.53561,  0.34187,  0.14879, 0.8999631,  2.154074e+00,  2.271771e+00,  2.412829e+00,  2.454457e+00,  2.606440e+00,  4.628067e+00,   4.352502 ,  3.614286e+00,  8.662696e+00,   8.73083 ,  6.893098e+00, 'spiral')\n",
            " ( 2.05902,  0.94426,  0.47874,  0.31123, 0.8717132,  2.233750e+00,  2.289645e+00,  2.256455e+00,  2.245940e+00,  2.250296e+00,  1.568416e+00,   1.804324 ,  1.597152e+00,  3.658659e+00,   5.840677,  5.116563e+00, 'merger')\n",
            " ( 1.14016,  0.9349 , -0.01376, -0.52022, 0.6557796,  1.943855e+00,  1.874593e+00,  1.804966e+00,  1.853443e+00,  1.754088e+00,  5.490223e-01,   0.6344465,  5.661460e-01,  9.733355e-01,   1.031904,  9.015704e-01, 'spiral')\n",
            " ( 2.21393,  1.42707,  0.47922,  0.31153, 0.9301968,  1.813260e+00,  2.399239e+00,  2.406067e+00,  2.417775e+00,  2.374101e+00, -9.999000e+03,   2.037593 ,  1.752191e+00, -9.999000e+03,   6.226919,  5.007930e+00, 'elliptical')\n",
            " ( 1.2999 ,  0.51725,  0.31629,  0.22236, 0.9232726,  1.952311e+00,  2.123293e+00,  2.235165e+00,  2.276231e+00,  2.316571e+00,  4.215000e+00,   3.860874 ,  3.825477e+00,  9.232872e+00,   8.273259,  8.445427e+00, 'spiral')\n",
            " ( 1.81007,  0.81968,  0.35843,  0.30466, 0.8315174,  2.382015e+00,  2.405656e+00,  2.390121e+00,  2.386862e+00,  2.395779e+00,  3.401785e+00,   2.825448 ,  2.638281e+00,  1.045951e+01,   9.007309,  8.491870e+00, 'elliptical')\n",
            " ( 1.4342 ,  0.88172,  0.42434,  0.31384, 0.8477597,  2.129479e+00,  2.329047e+00,  2.350708e+00,  2.329555e+00,  2.346702e+00,  1.639175e+00,   2.156651 ,  2.237218e+00,  5.253316e+00,   6.798357,  7.116974e+00, 'elliptical')\n",
            " ( 1.21451,  0.52014,  0.25205,  0.20321, 0.6348926,  2.206127e+00,  2.281920e+00,  2.372143e+00,  2.401039e+00,  2.439167e+00,  9.401306e+00,   8.49645  ,  7.994573e+00,  2.419795e+01,  18.5441  ,  1.750947e+01, 'spiral')\n",
            " ( 1.90461,  0.85654,  0.48399,  0.37331, 0.5119938,  2.004611e+00,  2.171324e+00,  2.188274e+00,  2.147174e+00,  2.183138e+00,  9.671149e+00,   3.792794 ,  3.846684e+00,  2.455335e+01,  10.95145 ,  1.739018e+01, 'merger')\n",
            " ( 1.77378,  0.77541,  0.37054,  0.30262, 0.6867017,  2.306152e+00,  2.657278e+00,  2.638900e+00,  2.576155e+00,  2.574880e+00,  7.230157e+00,   5.83697  ,  5.304014e+00,  1.859345e+01,  16.09583 ,  1.541112e+01, 'spiral')\n",
            " ( 1.27895,  0.60711,  0.35711,  0.25513, 0.4543553,  2.100321e+00,  2.151605e+00,  2.265351e+00,  2.336313e+00,  2.437366e+00,  7.977013e+00,   6.349555 ,  6.080998e+00,  1.778275e+01,  13.72479 ,  1.438165e+01, 'spiral')\n",
            " ( 1.8527 ,  0.8085 ,  0.39505,  0.3007 , 0.9041197,  2.377780e+00,  2.454148e+00,  2.479354e+00,  2.459246e+00,  2.464902e+00,  4.437196e+00,   3.845906 ,  3.637085e+00,  1.382267e+01,  12.42157 ,  1.184710e+01, 'elliptical')\n",
            " ( 1.27881,  0.525  ,  0.33234,  0.17919, 0.6559101,  2.159416e+00,  2.256483e+00,  2.356922e+00,  2.407955e+00,  2.382201e+00,  4.829402e+00,   4.324512 ,  3.601582e+00,  1.329154e+01,  10.27751 ,  8.940351e+00, 'spiral')\n",
            " ( 1.4647 ,  0.56445,  0.32701,  0.21775, 0.3848955,  2.167260e+00,  2.157693e+00,  2.208555e+00,  2.258576e+00,  2.278682e+00,  5.594085e+00,   4.365149 ,  3.731202e+00,  1.202052e+01,   8.570474,  7.116118e+00, 'spiral')\n",
            " ( 2.06524,  0.95981,  0.43259,  0.33697, 0.7754218,  2.202960e+00,  2.472402e+00,  2.386127e+00,  2.368967e+00,  2.330862e+00,  4.399585e+00,   3.698499 ,  3.074914e+00,  6.769549e+00,   8.702432,  7.562442e+00, 'spiral')\n",
            " ( 1.83001,  0.84762,  0.42755,  0.31103, 0.7413938,  2.243121e+00,  2.411524e+00,  2.634643e+00,  2.637715e+00,  2.559935e+00,  7.076540e+00,   5.896708 ,  5.196206e+00,  1.659725e+01,  13.63049 ,  1.188875e+01, 'spiral')\n",
            " ( 1.89326,  0.86456,  0.41232,  0.31499, 0.8903707,  2.408818e+00,  2.382754e+00,  2.388123e+00,  2.385650e+00,  2.389906e+00,  4.936156e+00,   3.476373 ,  3.447322e+00,  1.373889e+01,  11.68775 ,  1.164454e+01, 'elliptical')\n",
            " ( 1.51231,  0.83595,  0.42152,  0.26223, 0.8191979,  1.997917e+00,  2.287369e+00,  2.313331e+00,  2.356924e+00,  2.337455e+00,  1.827545e+00,   2.28842  ,  1.787282e+00,  2.766367e+00,   4.925248,  3.700751e+00, 'merger')\n",
            " ( 1.70744,  0.788  ,  0.39071,  0.33564, 0.5332968,  2.508724e+00,  2.608210e+00,  2.623761e+00,  2.609817e+00,  2.590106e+00,  9.971869e+00,   9.259439 ,  9.603271e+00,  2.141725e+01,  22.78956 ,  2.691444e+01, 'spiral')\n",
            " ( 2.01071,  0.89203,  0.40222,  0.30742, 0.8855605,  2.327855e+00,  2.453479e+00,  2.454141e+00,  2.475707e+00,  2.460443e+00,  9.363844e+00,   4.866422 ,  3.915954e+00,  1.954400e+01,  15.07501 ,  1.220937e+01, 'elliptical')\n",
            " ( 1.76278,  0.80906,  0.38842,  0.28913, 0.8349674,  2.206316e+00,  2.690040e+00,  2.561448e+00,  2.549657e+00,  2.513405e+00,  5.480795e+00,   6.218571 ,  6.074350e+00,  9.534946e+00,  14.87594 ,  1.656714e+01, 'merger')\n",
            " ( 1.02912,  0.36241,  0.24938,  0.20448, 0.6849301,  2.198310e+00,  2.314998e+00,  2.415999e+00,  2.448965e+00,  2.452657e+00,  5.780734e+00,   5.512934 ,  5.329898e+00,  1.249301e+01,  12.47856 ,  1.311219e+01, 'spiral')\n",
            " ( 1.30626,  0.49624,  0.38677,  0.10623, 0.7541662,  2.141135e+00,  2.192715e+00,  2.176665e+00,  2.149057e+00,  2.162309e+00,  4.713706e+00,   2.475777 ,  1.081138e+00,  1.328011e+01,   7.260832,  2.665823e+00, 'merger')\n",
            " ( 2.13106,  1.07877,  0.435  ,  0.21641, 0.6949486,  2.144589e+00,  2.430302e+00,  2.440552e+00,  2.415451e+00,  2.331878e+00,  3.419578e+00,   2.827358 ,  1.925911e+00,  5.722230e+00,   8.601045,  5.600944e+00, 'merger')\n",
            " ( 2.0231 ,  0.88412,  0.39862,  0.29806, 0.8520811,  2.429842e+00,  2.436557e+00,  2.440396e+00,  2.445355e+00,  2.439807e+00,  3.999429e+00,   4.198941 ,  3.909738e+00,  1.238027e+01,  13.06063 ,  1.253930e+01, 'elliptical')\n",
            " ( 1.50735,  0.72441,  0.40577,  0.2586 , 0.5675617,  2.008608e+00,  2.165672e+00,  2.235144e+00,  2.307216e+00,  2.269997e+00,  1.467250e+00,   2.222844 ,  2.171536e+00,  3.109248e+00,   5.439178,  5.517600e+00, 'merger')\n",
            " ( 1.89735,  1.02898,  0.44793,  0.38358, 0.7596752,  2.299299e+00,  2.353708e+00,  2.365583e+00,  2.359656e+00,  2.387336e+00,  2.324313e+00,   2.936469 ,  2.809023e+00,  6.021036e+00,   9.48965 ,  9.966653e+00, 'elliptical')\n",
            " ( 1.94276,  0.87164,  0.42491,  0.30789, 0.9382873,  2.340434e+00,  2.383417e+00,  2.398138e+00,  2.409166e+00,  2.390020e+00,  3.915349e+00,   3.08882  ,  2.970945e+00,  1.147060e+01,  10.36623 ,  9.836059e+00, 'elliptical')\n",
            " ( 1.74024,  0.75494,  0.34987,  0.26794, 0.768481 ,  2.412282e+00,  2.444743e+00,  2.449767e+00,  2.487990e+00,  2.437140e+00,  4.156584e+00,   4.065998 ,  3.931618e+00,  1.016738e+01,  12.11782 ,  1.144262e+01, 'elliptical')\n",
            " ( 1.79702,  0.75475,  0.39482,  0.26887, 0.8246149,  2.662330e+00,  2.698744e+00,  2.676233e+00,  2.688137e+00,  2.662494e+00,  8.425146e+00,  14.799    ,  1.387339e+01,  1.432695e+01,  28.18505 ,  2.652382e+01, 'spiral')\n",
            " ( 1.43071,  0.58527,  0.28823,  0.27144, 0.7499461,  2.076613e+00,  2.191507e+00,  2.229760e+00,  2.254155e+00,  2.256029e+00,  4.261486e+00,   4.340635 ,  3.865841e+00,  8.759839e+00,  11.15619 ,  9.702209e+00, 'spiral')\n",
            " ( 2.27354,  1.03471,  0.43643,  0.37476, 0.908551 ,  2.309183e+00,  2.393799e+00,  2.411107e+00,  2.434706e+00,  2.421063e+00,  4.045015e+00,   2.877491 ,  2.844663e+00,  1.238387e+01,   9.532218,  9.678031e+00, 'elliptical')\n",
            " ( 2.03469,  0.94141,  0.51242,  0.27124, 0.5066709,  2.025910e+00,  2.201019e+00,  2.190482e+00,  2.214041e+00,  2.188094e+00,  9.425275e-01,   2.528074 ,  1.366507e+00,  1.477923e+00,   7.094869,  4.234282e+00, 'merger')\n",
            " ( 1.57596,  0.75162,  0.40328,  0.34368, 0.5430793,  2.141602e+00,  2.463449e+00,  2.468527e+00,  2.485347e+00,  2.454484e+00,  5.474915e+00,   5.029026 ,  4.550879e+00,  1.366363e+01,  13.0067  ,  1.306598e+01, 'merger')\n",
            " ( 1.81887,  0.98597,  0.44685,  0.35507, 0.9081543,  2.393838e+00,  2.327059e+00,  2.334588e+00,  2.361286e+00,  2.343138e+00,  2.935128e+00,   2.289291 ,  2.164852e+00,  7.869857e+00,   6.90062 ,  6.903718e+00, 'elliptical')\n",
            " ( 2.1327 ,  0.99174,  0.41363,  0.36596, 0.999812 ,  2.309226e+00,  2.368737e+00,  2.378145e+00,  2.397502e+00,  2.390005e+00,  5.289711e+00,   2.444339 ,  2.168704e+00,  9.547088e+00,   8.437502,  7.811897e+00, 'elliptical')\n",
            " ( 1.92182,  0.87931,  0.42774,  0.30903, 0.9452648,  2.403709e+00,  2.420040e+00,  2.459960e+00,  2.411510e+00,  2.444180e+00,  4.494418e+00,   3.404296 ,  3.214134e+00,  1.356902e+01,  10.87598 ,  1.074899e+01, 'elliptical')\n",
            " ( 1.46126,  0.96368,  0.46619,  0.27534, 0.4608733,  2.068793e+00,  2.178668e+00,  2.208056e+00,  2.232295e+00,  2.227966e+00,  1.718428e+00,   2.02212  ,  1.920804e+00,  4.535272e+00,   5.509974,  5.763788e+00, 'merger')\n",
            " ( 1.9629 ,  0.92085,  0.4192 ,  0.3115 , 0.744324 ,  6.475722e-01,  2.494824e+00,  2.642474e+00,  2.591214e+00,  2.524805e+00,  4.336878e+00,   5.973393 ,  4.527926e+00,  7.143555e+00,  12.71106 ,  9.592634e+00, 'spiral')\n",
            " ( 1.57108,  0.68817,  0.32098,  0.24057, 0.8004903,  2.434327e+00,  2.666455e+00,  2.719820e+00,  2.708399e+00,  2.670229e+00,  7.755419e+00,   7.94154  ,  7.377832e+00,  1.410782e+01,  16.92048 ,  1.571479e+01, 'spiral')\n",
            " ( 1.71317,  0.79631,  0.39312,  0.28515, 0.4981212,  2.401327e+00,  2.546345e+00,  2.547213e+00,  2.565602e+00,  2.570782e+00,  7.758501e+00,   5.330844 ,  4.815982e+00,  1.706161e+01,  13.55486 ,  1.334274e+01, 'spiral')\n",
            " ( 1.75722,  0.675  ,  0.39236,  0.28611, 0.6999355,  2.124988e+00,  2.158687e+00,  2.260120e+00,  2.335539e+00,  2.461720e+00,  4.936532e+00,   6.293501 ,  5.697086e+00,  9.992322e+00,  14.87957 ,  1.424903e+01, 'merger')\n",
            " ( 1.86894,  0.89636,  0.40368,  0.26953, 0.4936728,  2.409214e+00,  2.479733e+00,  2.467336e+00,  2.488909e+00,  2.481156e+00,  7.425199e+00,   4.275969 ,  3.420454e+00,  1.635420e+01,  11.8778  ,  9.277365e+00, 'merger')\n",
            " ( 1.41489,  0.6872 ,  0.37858,  0.25154, 0.6106631,  2.043013e+00,  2.209333e+00,  2.269254e+00,  2.351002e+00,  2.342240e+00,  2.009799e+00,   2.828048 ,  2.671291e+00,  3.400887e+00,   7.931678,  8.159069e+00, 'merger')\n",
            " ( 1.82565,  0.86754,  0.3856 ,  0.28581, 0.716484 ,  2.352267e+00,  2.371943e+00,  2.376855e+00,  2.383253e+00,  2.383216e+00,  4.361598e+00,   3.350171 ,  3.129242e+00,  1.249026e+01,  11.07907 ,  1.044820e+01, 'elliptical')\n",
            " ( 0.98532,  0.40603,  0.55434,  0.02408, 0.4499995,  2.086506e+00,  2.149593e+00,  2.212189e+00,  2.180413e+00,  2.290715e+00,  3.650223e+00,   3.663233 ,  3.046499e+00,  9.606624e+00,   7.921632,  6.052333e+00, 'merger')\n",
            " ( 1.95177,  1.09975,  0.46172,  0.39566, 0.9683812,  2.497851e+00,  2.347199e+00,  2.348079e+00,  2.349149e+00,  2.355352e+00,  3.084568e+00,   2.466114 ,  2.391714e+00,  7.038509e+00,   7.95394 ,  7.527271e+00, 'elliptical')\n",
            " ( 1.9575 ,  0.82873,  0.40281,  0.3127 , 0.9452026,  2.538558e+00,  2.555034e+00,  2.538355e+00,  2.540764e+00,  2.534922e+00,  1.320767e+01,  10.40506  ,  7.928642e+00,  3.748908e+01,  34.35241 ,  2.684809e+01, 'elliptical')\n",
            " ( 1.66392,  0.88208,  0.4619 ,  0.31718, 0.9024072,  2.383254e+00,  2.387277e+00,  2.347325e+00,  2.342885e+00,  2.311050e+00,  2.537970e+00,   2.249554 ,  1.923997e+00,  6.810820e+00,   6.389096,  5.295961e+00, 'merger')\n",
            " ( 2.00613,  0.89751,  0.39579,  0.29825, 0.8448623,  2.385982e+00,  2.412815e+00,  2.423399e+00,  2.425052e+00,  2.398874e+00,  5.722480e+00,   3.911338 ,  3.704077e+00,  1.429299e+01,  13.06833 ,  1.273366e+01, 'elliptical')\n",
            " ( 0.9747 ,  0.7024 ,  0.36037,  0.1406 , 0.8747923,  2.073241e+00,  2.202410e+00,  2.418009e+00,  2.419649e+00,  2.335984e+00,  3.167077e+00,   2.748507 ,  2.550584e+00,  9.328518e+00,   5.586672,  5.564988e+00, 'spiral')\n",
            " ( 1.03851,  0.39094,  0.24969,  0.10483, 0.5673273,  2.325342e+00,  2.297342e+00,  2.341465e+00,  2.370282e+00,  2.381258e+00,  3.720530e+00,   3.690592 ,  3.452535e+00,  8.114025e+00,   8.157072,  8.352500e+00, 'merger')\n",
            " ( 2.00844,  0.87277,  0.41538,  0.33459, 0.7388234,  2.461284e+00,  2.363472e+00,  2.368305e+00,  2.379249e+00,  2.362986e+00,  3.020048e+00,   2.709185 ,  2.478567e+00,  1.007498e+01,   8.574162,  7.826401e+00, 'elliptical')\n",
            " ( 1.80996,  1.11135,  0.46327,  0.3204 , 0.5677805,  2.129066e+00,  2.302668e+00,  2.286922e+00,  2.263689e+00,  2.264242e+00,  4.018362e+00,   1.905339 ,  1.537330e+00,  6.543653e+00,   6.795446,  6.566495e+00, 'merger')\n",
            " ( 1.8614 ,  0.92426,  0.44467,  0.32673, 0.7158997,  2.537529e+00,  2.488539e+00,  2.479747e+00,  2.501537e+00,  2.492492e+00,  8.506751e+00,   6.384458 ,  6.029195e+00,  2.524881e+01,  18.89998 ,  1.794309e+01, 'elliptical')\n",
            " ( 1.35808,  0.40126,  0.23341,  0.04684, 0.6199097,  2.206121e+00,  2.300879e+00,  2.325186e+00,  2.331575e+00,  2.325462e+00,  3.049127e+00,   4.622136 ,  4.832054e+00,  8.183858e+00,  10.8976  ,  1.159650e+01, 'merger')\n",
            " ( 1.95341,  0.8835 ,  0.40226,  0.33952, 0.8178893,  2.452755e+00,  2.388705e+00,  2.405825e+00,  2.399949e+00,  2.406804e+00,  4.599307e+00,   4.094458 ,  4.034658e+00,  1.187376e+01,  12.2641  ,  1.235596e+01, 'elliptical')\n",
            " ( 1.11155,  0.40654,  0.26379,  0.18048, 0.8236016,  2.171115e+00,  2.282683e+00,  2.361444e+00,  2.395195e+00,  2.350631e+00,  4.327832e+00,   4.091759 ,  3.629994e+00,  9.344942e+00,   9.503328,  7.558041e+00, 'spiral')\n",
            " ( 1.19334,  0.46643,  0.25335,  0.17146, 0.8080482,  2.192820e+00,  2.238462e+00,  2.350802e+00,  2.391613e+00,  2.416001e+00,  7.990358e+00,   7.487426 ,  7.282991e+00,  1.513217e+01,  16.2204  ,  1.948033e+01, 'spiral')\n",
            " ( 1.56732,  0.62394,  0.3891 ,  0.22806, 0.5044198,  2.248424e+00,  2.301640e+00,  2.317344e+00,  2.342998e+00,  2.300910e+00,  2.210914e+00,   2.294567 ,  1.946403e+00,  7.674758e+00,   6.925469,  5.811048e+00, 'merger')\n",
            " ( 1.98402,  0.93026,  0.45279,  0.30439, 0.8608131,  2.404461e+00,  2.449999e+00,  2.444477e+00,  2.446325e+00,  2.425594e+00,  6.158869e+00,   5.476078 ,  5.269480e+00,  1.879408e+01,  18.13418 ,  1.763388e+01, 'elliptical')\n",
            " ( 1.95561,  1.04878,  0.43795,  0.34685, 0.9157937,  2.394948e+00,  2.404000e+00,  2.418865e+00,  2.436574e+00,  2.417706e+00,  5.421505e+00,   4.446768 ,  3.950463e+00,  1.883088e+01,  15.02529 ,  1.386060e+01, 'elliptical')\n",
            " ( 1.41472,  0.42714,  0.23961,  0.04844, 0.7544166,  2.086163e+00,  2.278139e+00,  2.410202e+00,  2.495115e+00,  2.510297e+00,  6.230497e+00,   7.524538 ,  4.966697e+00,  9.645280e+00,  14.64311 ,  9.502443e+00, 'merger')\n",
            " ( 1.91514,  0.8161 ,  0.4011 ,  0.28672, 0.7592813,  2.466294e+00,  2.423318e+00,  2.480099e+00,  2.438544e+00,  2.477468e+00,  4.482953e+00,   4.1724   ,  4.043687e+00,  1.492722e+01,  14.04457 ,  1.374069e+01, 'elliptical')\n",
            " ( 1.27516,  0.732  ,  0.40785,  0.24846, 0.5499429,  2.039379e+00,  2.214491e+00,  2.312778e+00,  2.322095e+00,  2.322839e+00,  4.071435e+00,   3.937062 ,  3.378142e+00,  8.911776e+00,   9.31541 ,  7.653123e+00, 'merger')\n",
            " ( 1.9114 ,  0.7944 ,  0.39865,  0.31625, 0.7231016,  2.340982e+00,  2.326611e+00,  2.343495e+00,  2.355458e+00,  2.340089e+00,  3.349504e+00,   3.056117 ,  2.934954e+00,  1.061034e+01,  10.06141 ,  9.763385e+00, 'elliptical')\n",
            " ( 1.19032,  0.46183,  0.2827 ,  0.17898, 0.5499746,  2.257553e+00,  2.272321e+00,  2.376743e+00,  2.413910e+00,  2.419925e+00,  5.353786e+00,   5.46542  ,  4.628952e+00,  9.466578e+00,  11.04832 ,  9.488609e+00, 'spiral')\n",
            " ( 2.0444 ,  0.95438,  0.41591,  0.33244, 0.9110957,  2.295464e+00,  2.373653e+00,  2.389587e+00,  2.388860e+00,  2.393954e+00,  3.840901e+00,   2.958445 ,  2.746119e+00,  1.163205e+01,   9.90093 ,  9.279450e+00, 'elliptical')\n",
            " ( 1.88901,  0.91612,  0.43465,  0.35601, 0.8977969,  2.444072e+00,  2.412220e+00,  2.423543e+00,  2.422587e+00,  2.420941e+00,  6.881123e+00,   4.563711 ,  4.265421e+00,  1.705540e+01,  14.54406 ,  1.432213e+01, 'elliptical')\n",
            " ( 1.66242,  0.85594,  0.37915,  0.30522, 0.7696091,  2.430395e+00,  2.384218e+00,  2.401597e+00,  2.419098e+00,  2.384554e+00,  4.416141e+00,   3.404222 ,  3.352220e+00,  1.296924e+01,  10.6487  ,  1.049335e+01, 'elliptical')\n",
            " ( 1.55892,  0.75894,  0.42256,  0.30628, 0.7592146,  2.456989e+00,  2.568605e+00,  2.604999e+00,  2.610798e+00,  2.668030e+00,  2.445571e+01,  26.91663  ,  2.059518e+01,  5.153348e+01,  58.79544 ,  4.510267e+01, 'spiral')\n",
            " ( 1.53427,  0.75868,  0.38475,  0.27976, 0.5998816,  2.100343e+00,  2.170460e+00,  2.246495e+00,  2.272761e+00,  2.300881e+00,  8.516161e+00,   7.908224 ,  7.763784e+00,  1.804574e+01,  16.92121 ,  1.679367e+01, 'spiral')\n",
            " ( 1.21336,  0.50224,  0.25721,  0.17268, 0.9460923,  1.951405e+00,  2.160169e+00,  2.315814e+00,  2.358128e+00,  2.426106e+00,  7.260369e+00,   6.949909 ,  5.715676e+00,  1.181139e+01,  13.44471 ,  1.031708e+01, 'spiral')\n",
            " ( 1.6492 ,  0.76286,  0.41422,  0.3262 , 0.5743676,  2.317004e+00,  2.423213e+00,  2.400219e+00,  2.402899e+00,  2.412933e+00,  5.164757e+00,   4.289968 ,  4.343569e+00,  1.371543e+01,  13.26207 ,  1.470695e+01, 'spiral')\n",
            " ( 2.12809,  0.91865,  0.42129,  0.29053, 0.8506843,  2.343521e+00,  2.443511e+00,  2.425142e+00,  2.417005e+00,  2.406447e+00,  5.153286e+00,   4.659659 ,  3.909714e+00,  1.355037e+01,  14.01764 ,  1.160408e+01, 'elliptical')\n",
            " ( 1.88835,  0.94433,  0.44933,  0.32431, 0.705786 ,  2.555483e+00,  2.576000e+00,  2.431599e+00,  2.387438e+00,  2.415916e+00,  5.471317e+00,   3.374897 ,  2.971836e+00,  1.368596e+01,   8.143965,  7.422380e+00, 'merger')\n",
            " ( 1.54313,  0.7679 ,  0.36488,  0.30687, 0.5781136,  2.222812e+00,  2.239348e+00,  2.340478e+00,  2.383308e+00,  2.448309e+00,  6.028032e+00,   5.556737 ,  5.362679e+00,  9.984623e+00,  10.72217 ,  1.043207e+01, 'spiral')\n",
            " ( 1.78033,  0.9216 ,  0.37632,  0.32578, 0.7355419,  2.393380e+00,  2.322984e+00,  2.331240e+00,  2.344278e+00,  2.328349e+00,  2.896709e+00,   2.889209 ,  2.777622e+00,  7.981602e+00,   8.805389,  8.808219e+00, 'elliptical')\n",
            " ( 1.33914,  0.57788,  0.33306,  0.19245, 0.7667236,  2.044418e+00,  2.215542e+00,  2.317466e+00,  2.311504e+00,  2.325452e+00,  5.266587e+00,   4.859358 ,  4.289075e+00,  8.856161e+00,  10.31316 ,  8.750100e+00, 'spiral')\n",
            " ( 1.82892,  0.76351,  0.42765,  0.32691, 0.7431359,  2.161365e+00,  2.236626e+00,  2.309289e+00,  2.344655e+00,  2.324003e+00,  5.874796e+00,   8.248536 ,  7.773286e+00,  1.044522e+01,  23.68471 ,  2.488686e+01, 'merger')\n",
            " ( 1.39701,  0.90562,  0.51885,  0.2958 , 0.7840333,  2.519192e+00,  2.501665e+00,  2.465516e+00,  2.436976e+00,  2.460904e+00,  3.033772e+00,   2.237345 ,  2.009252e+00,  5.771684e+00,   5.330086,  5.043399e+00, 'merger')\n",
            " ( 2.00112,  0.85366,  0.41382,  0.34329, 0.895749 ,  2.289020e+00,  2.294503e+00,  2.305304e+00,  2.311935e+00,  2.292682e+00,  3.101403e+00,   2.173446 ,  2.067973e+00,  8.350348e+00,   7.130474,  6.646123e+00, 'elliptical')\n",
            " ( 1.37095,  0.70122,  0.37829,  0.2253 , 0.7499992,  2.162536e+00,  2.223279e+00,  2.379067e+00,  2.424342e+00,  2.493157e+00,  5.572393e+00,   4.545892 ,  3.657444e+00,  9.572626e+00,   9.566641,  7.318145e+00, 'spiral')\n",
            " ( 1.87731,  0.83268,  0.39865,  0.31143, 0.8870995,  2.490101e+00,  2.432521e+00,  2.432965e+00,  2.443909e+00,  2.440173e+00,  1.196221e+01,   8.456481 ,  7.697521e+00,  3.087638e+01,  27.68117 ,  2.703451e+01, 'elliptical')\n",
            " ( 1.46197,  0.65581,  0.38792,  0.21406, 0.7583616,  5.967759e-01,  2.085139e+00,  2.174111e+00,  2.209672e+00,  2.280099e+00,  3.615323e+00,   4.346037 ,  4.080322e+00,  6.621025e+00,   8.860339,  8.410826e+00, 'spiral')\n",
            " ( 1.96622,  0.97002,  0.43299,  0.32953, 0.8273657,  2.440355e+00,  2.424245e+00,  2.429337e+00,  2.428094e+00,  2.415480e+00,  5.114875e+00,   3.363141 ,  3.076275e+00,  1.305354e+01,  10.83618 ,  1.038264e+01, 'elliptical')\n",
            " ( 2.05588,  0.92394,  0.43618,  0.28355, 0.7401543,  2.426121e+00,  2.505973e+00,  2.501537e+00,  2.496536e+00,  2.492205e+00,  6.992637e+00,   6.961029 ,  5.882832e+00,  2.482321e+01,  21.10844 ,  1.751884e+01, 'elliptical')\n",
            " (-8.20235,  0.8917 ,  1.39084, -0.5653 , 0.3998958,  2.387503e+00, -9.999000e+03, -9.999000e+03, -9.999000e+03, -9.999000e+03,  6.113338e+01, 134.3947   ,  8.922009e+01,  1.012977e+02, 162.4281  ,  1.165357e+02, 'merger')\n",
            " ( 1.99932,  0.86633,  0.41565,  0.3106 , 0.8121042,  2.396760e+00,  2.402446e+00,  2.386635e+00,  2.393298e+00,  2.367324e+00,  4.234824e+00,   3.142914 ,  2.893892e+00,  1.155649e+01,  10.20097 ,  9.461610e+00, 'elliptical')\n",
            " ( 1.94026,  0.94318,  0.42494,  0.3579 , 0.7993795,  2.455144e+00,  2.403776e+00,  2.381384e+00,  2.411253e+00,  2.390252e+00,  5.998865e+00,   4.162837 ,  3.881330e+00,  1.777625e+01,  14.42173 ,  1.351470e+01, 'elliptical')\n",
            " ( 0.91461,  0.32989,  0.30665,  0.05471, 0.5930693,  2.232800e+00,  2.293824e+00,  2.309109e+00,  2.337153e+00,  2.317877e+00,  2.076416e+00,   2.133703 ,  2.005334e+00,  5.615042e+00,   5.4171  ,  4.834874e+00, 'merger')\n",
            " ( 1.6945 ,  0.72534,  0.3907 ,  0.24981, 0.869171 ,  2.195662e+00,  2.407150e+00,  2.582757e+00,  2.537745e+00,  2.546919e+00,  6.683692e+00,   5.306222 ,  4.995553e+00,  1.557859e+01,  11.99746 ,  1.296481e+01, 'spiral')\n",
            " ( 2.18177,  1.0081 ,  0.42868,  0.2837 , 0.7857103,  2.144222e+00,  2.345958e+00,  2.381939e+00,  2.365664e+00,  2.373902e+00,  2.639623e+00,   3.371831 ,  2.316996e+00,  6.604912e+00,  10.37474 ,  6.585587e+00, 'merger')\n",
            " ( 2.10031,  1.17324,  0.55037,  0.3432 , 0.6203912,  2.094455e+00,  2.421903e+00,  2.338488e+00,  2.335546e+00,  2.265448e+00,  4.752165e+00,   2.539437 ,  1.557150e+00,  1.269386e+01,   7.345841,  4.331629e+00, 'merger')\n",
            " ( 1.51923,  0.80789,  0.44833,  0.29697, 0.7426467,  2.407759e+00,  2.467492e+00,  2.408597e+00,  2.424921e+00,  2.387529e+00,  2.977785e+00,   2.985833 ,  2.270314e+00,  6.168426e+00,   7.112282,  5.674672e+00, 'merger')\n",
            " ( 1.90579,  1.00529,  0.40515,  0.35993, 0.7947501,  2.242123e+00,  2.384531e+00,  2.371777e+00,  2.354953e+00,  2.361872e+00,  2.525139e+00,   2.491534 ,  2.393175e+00,  9.360604e+00,   8.243584,  7.909134e+00, 'elliptical')\n",
            " ( 1.8184 ,  0.8624 ,  0.41046,  0.33681, 0.8559797,  2.371951e+00,  2.362903e+00,  2.362245e+00,  2.374998e+00,  2.373485e+00,  4.325008e+00,   2.78003  ,  2.718714e+00,  1.120313e+01,   9.298177,  9.196829e+00, 'elliptical')\n",
            " ( 1.98872,  0.99013,  0.46333,  0.31441, 0.9264013,  2.485012e+00,  2.408971e+00,  2.424746e+00,  2.450697e+00,  2.450587e+00,  6.157248e+00,   4.535467 ,  3.581939e+00,  1.840367e+01,  14.20096 ,  1.121234e+01, 'elliptical')\n",
            " ( 1.94417,  0.8859 ,  0.41756,  0.32881, 0.8181814,  2.355721e+00,  2.381148e+00,  2.413382e+00,  2.405469e+00,  2.390222e+00,  2.945684e+00,   3.457338 ,  3.293513e+00,  1.070830e+01,  12.51033 ,  1.206304e+01, 'elliptical')\n",
            " ( 2.06313,  0.94425,  0.43393,  0.31763, 0.8250995,  2.547460e+00,  2.442123e+00,  2.444650e+00,  2.448657e+00,  2.440355e+00,  1.001105e+01,   4.823817 ,  4.648013e+00,  1.954906e+01,  14.87115 ,  1.498399e+01, 'elliptical')\n",
            " ( 1.9768 ,  0.95664,  0.43761,  0.27724, 0.8099252,  2.483795e+00,  2.450383e+00,  2.431159e+00,  2.437600e+00,  2.419773e+00,  1.400209e+01,   7.53758  ,  5.940242e+00,  2.891096e+01,  21.04553 ,  1.677353e+01, 'elliptical')\n",
            " ( 1.60443,  0.72878,  0.40323,  0.25179, 0.7865174,  2.032104e+00,  2.272189e+00,  2.422859e+00,  2.470503e+00,  2.547166e+00,  5.454755e+00,   5.187619 ,  4.945479e+00,  9.772322e+00,  10.26835 ,  1.054704e+01, 'spiral')\n",
            " ( 1.41757,  0.60528,  0.37848,  0.23974, 0.2696759,  2.236671e+00,  2.315646e+00,  2.334746e+00,  2.343094e+00,  2.322943e+00,  3.890831e+00,   3.642642 ,  3.311226e+00,  1.225851e+01,  10.07036 ,  9.833562e+00, 'merger')\n",
            " ( 1.89405,  0.82783,  0.39575,  0.30953, 0.887113 ,  2.386894e+00,  2.429739e+00,  2.431906e+00,  2.449529e+00,  2.444288e+00,  3.657600e+00,   3.114273 ,  3.022854e+00,  1.150146e+01,   9.889152,  9.587909e+00, 'elliptical')\n",
            " ( 1.95682,  0.84629,  0.42433,  0.30157, 0.7428781,  2.434383e+00,  2.425773e+00,  2.450024e+00,  2.438399e+00,  2.437666e+00,  7.958127e+00,   7.617906 ,  6.696929e+00,  2.850810e+01,  27.16144 ,  2.499771e+01, 'merger')\n",
            " ( 1.36398,  0.67267,  0.36505,  0.26689, 0.718531 ,  1.936565e+00,  2.109054e+00,  2.295376e+00,  2.367660e+00,  2.384192e+00,  4.060593e+00,   3.882735 ,  3.590498e+00,  8.393577e+00,   7.714103,  7.018147e+00, 'spiral')\n",
            " ( 2.07745,  1.08773,  0.45744,  0.40382, 0.9126862,  2.438494e+00,  2.400542e+00,  2.390508e+00,  2.396966e+00,  2.351079e+00,  3.751459e+00,   3.192029 ,  3.117218e+00,  1.075374e+01,  10.16568 ,  9.944700e+00, 'elliptical')\n",
            " ( 1.33293,  0.59611,  0.35633,  0.17246, 0.9196674,  1.891686e+00,  2.053773e+00,  2.140706e+00,  2.170573e+00,  2.260046e+00,  4.559176e+00,   4.520121 ,  3.982357e+00,  7.877472e+00,   8.789117,  7.658587e+00, 'spiral')\n",
            " ( 2.00497,  0.94157,  0.42711,  0.34951, 0.8466648,  2.520140e+00,  2.418799e+00,  2.436856e+00,  2.423784e+00,  2.423889e+00,  5.862563e+00,   4.4195   ,  4.171758e+00,  1.954654e+01,  15.09234 ,  1.435859e+01, 'elliptical')\n",
            " ( 2.11543,  1.11495,  0.45875,  0.37202, 0.774757 ,  2.133908e+00,  2.303169e+00,  2.308000e+00,  2.313218e+00,  2.282661e+00,  2.747733e+00,   2.518767 ,  1.874026e+00,  8.571146e+00,   9.745207,  7.005058e+00, 'merger')\n",
            " ( 1.36583,  0.79923,  0.39675,  0.31768, 0.4499284,  2.304231e+00,  2.291373e+00,  2.297353e+00,  2.322092e+00,  2.324138e+00,  3.897295e+00,   3.073579 ,  2.745898e+00,  7.641597e+00,   6.911634,  7.199482e+00, 'spiral')\n",
            " ( 1.99338,  0.88257,  0.42203,  0.31435, 0.6689536,  2.420928e+00,  2.503071e+00,  2.438525e+00,  2.416280e+00,  2.381931e+00,  3.553281e+00,   4.636871 ,  4.265003e+00,  8.179732e+00,  12.64082 ,  1.148139e+01, 'merger')\n",
            " ( 1.95287,  0.84157,  0.36641,  0.33946, 0.9037286,  2.346624e+00,  2.402153e+00,  2.394080e+00,  2.395143e+00,  2.420784e+00,  6.115695e+00,   5.251729 ,  5.190835e+00,  1.927384e+01,  16.88731 ,  1.686994e+01, 'elliptical')\n",
            " ( 1.56721,  0.89077,  0.47569,  0.316  , 0.7385322,  2.219361e+00,  2.351838e+00,  2.361428e+00,  2.350443e+00,  2.346544e+00,  6.974425e+00,   4.096219 ,  3.078832e+00,  2.519294e+01,  16.39548 ,  1.457480e+01, 'merger')\n",
            " ( 1.28056,  0.69665,  0.39316,  0.25462, 0.7351537,  2.183607e+00,  2.194619e+00,  2.265172e+00,  2.279820e+00,  2.257312e+00,  3.371882e+00,   3.495777 ,  3.330525e+00,  1.094652e+01,   7.991757,  7.868042e+00, 'spiral')\n",
            " ( 1.48522,  0.6991 ,  0.33241,  0.29469, 0.8259404,  2.465065e+00,  2.530238e+00,  2.589606e+00,  2.618951e+00,  2.571775e+00,  6.350849e+00,   7.701257 ,  6.995354e+00,  1.209425e+01,  19.59749 ,  1.885580e+01, 'spiral')\n",
            " ( 1.21249,  0.53949,  0.30115,  0.198  , 0.8499998,  2.100381e+00,  2.075309e+00,  2.196082e+00,  2.246083e+00,  2.284091e+00,  4.943053e+00,   4.748805 ,  4.419744e+00,  8.381482e+00,   9.26237 ,  8.601410e+00, 'spiral')\n",
            " ( 1.89362,  0.89174,  0.38116,  0.30941, 0.766307 ,  2.234598e+00,  2.296120e+00,  2.300244e+00,  2.311392e+00,  2.308284e+00,  2.315992e+00,   1.976269 ,  1.831993e+00,  7.650754e+00,   6.479362,  6.136210e+00, 'elliptical')\n",
            " ( 1.48009,  0.69444,  0.37286,  0.30728, 0.6818611,  2.106732e+00,  2.174606e+00,  2.255050e+00,  2.288810e+00,  2.284893e+00,  7.639889e+00,   6.825394 ,  6.365196e+00,  1.452031e+01,  13.7557  ,  1.231389e+01, 'spiral')\n",
            " ( 1.81796,  0.88915,  0.43469,  0.27602, 0.5818354,  2.299234e+00,  2.367997e+00,  2.390470e+00,  2.392688e+00,  2.365896e+00,  2.379707e+00,   2.514489 ,  2.204697e+00,  8.805241e+00,   8.049266,  6.891502e+00, 'merger')\n",
            " ( 1.592  ,  0.81071,  0.41788,  0.29579, 0.4110481,  1.995636e+00,  2.181658e+00,  2.312417e+00,  2.344284e+00,  2.378386e+00,  5.068076e+00,   3.703104 ,  3.089594e+00,  1.290982e+01,   8.252379,  7.322886e+00, 'merger')\n",
            " ( 1.21524,  0.33619,  0.25095, -0.05279, 0.855381 ,  2.157057e+00,  2.375920e+00,  2.418259e+00,  2.417013e+00,  2.345510e+00,  3.958323e+00,   4.800769 ,  2.131068e+00,  7.061779e+00,  10.16938 ,  3.586359e+00, 'spiral')\n",
            " ( 1.75012,  0.70423,  0.36433,  0.23144, 0.6605056,  2.384608e+00,  2.382516e+00,  2.368476e+00,  2.383172e+00,  2.387393e+00,  4.021556e+00,   3.757374 ,  3.575038e+00,  1.285605e+01,  12.50728 ,  1.232038e+01, 'elliptical')\n",
            " ( 1.28303,  0.68836,  0.53574,  0.23067, 0.5796064,  2.242916e+00,  2.244104e+00,  2.284640e+00,  2.278594e+00,  2.304903e+00,  1.930742e+00,   2.17427  ,  1.866429e+00,  4.388643e+00,   5.959015,  5.203443e+00, 'merger')\n",
            " ( 0.9989 ,  0.54073,  0.34629,  0.10263, 0.5692382,  2.096123e+00,  2.000544e+00,  2.055804e+00,  2.098539e+00,  2.111972e+00,  1.622911e+00,   1.747462 ,  1.440086e+00,  3.178154e+00,   3.703348,  2.738803e+00, 'merger')\n",
            " ( 2.21498,  0.85578,  0.56994,  0.37373, 0.5877541,  1.877342e+00,  2.071908e+00,  2.143571e+00,  2.196197e+00,  2.181542e+00,  1.678342e+00,   3.186241 ,  2.880944e+00,  2.498183e+00,   8.606064,  7.792129e+00, 'merger')\n",
            " ( 1.93809,  0.84329,  0.3716 ,  0.32695, 0.4930519,  2.335632e+00,  2.340689e+00,  2.411614e+00,  2.425950e+00,  2.406784e+00,  2.499622e+00,   2.266479 ,  2.134138e+00,  6.812368e+00,   6.208226,  5.801709e+00, 'merger')\n",
            " ( 1.85029,  0.93608,  0.41236,  0.32778, 0.9692556,  2.343849e+00,  2.376152e+00,  2.379645e+00,  2.393060e+00,  2.411128e+00,  3.469394e+00,   2.852313 ,  2.772697e+00,  1.109036e+01,   9.686889,  9.520570e+00, 'elliptical')\n",
            " ( 0.7531 ,  0.55972,  0.24582,  0.26269, 0.8957848,  2.159234e+00,  2.148665e+00,  2.172248e+00,  2.206698e+00,  2.223558e+00,  2.125836e+00,   3.234211 ,  3.205588e+00,  8.682899e+00,  11.41284 ,  1.075438e+01, 'merger')\n",
            " ( 1.91121,  0.80917,  0.40193,  0.281  , 0.7230154,  2.389381e+00,  2.365099e+00,  2.359127e+00,  2.373980e+00,  2.366087e+00,  6.749693e+00,   6.72664  ,  5.523906e+00,  2.304755e+01,  24.52514 ,  2.230246e+01, 'merger')\n",
            " ( 1.12729,  0.62574,  0.43246,  0.22874, 0.3773133,  2.218606e+00,  2.395625e+00,  2.392034e+00,  2.391753e+00,  2.398324e+00,  1.720789e+00,   2.696266 ,  2.411662e+00,  8.484847e+00,   8.757905,  8.781188e+00, 'merger')\n",
            " ( 1.94874,  0.97652,  0.39376,  0.308  , 0.7448528,  2.287926e+00,  2.404661e+00,  2.409631e+00,  2.418432e+00,  2.431271e+00,  4.822333e+00,   3.493365 ,  2.448823e+00,  1.342202e+01,  10.50067 ,  6.706942e+00, 'elliptical')\n",
            " ( 2.38323,  1.36376,  0.5353 ,  0.32263, 0.7071917,  6.474817e-01,  2.351412e+00,  2.396515e+00,  2.405641e+00,  2.414047e+00,  5.363185e+00,   2.962882 ,  2.826782e+00,  1.343394e+01,   9.465414,  9.840172e+00, 'elliptical')\n",
            " ( 0.90043,  0.55054,  0.44811,  0.19029, 0.7855408,  2.211250e+00,  2.467367e+00,  2.493149e+00,  2.438442e+00,  2.401585e+00,  1.913875e+00,   2.404909 ,  2.033922e+00,  6.469539e+00,   6.238636,  5.092888e+00, 'merger')\n",
            " ( 2.01277,  0.92012,  0.41042,  0.33386, 0.9284973,  2.295424e+00,  2.414004e+00,  2.425075e+00,  2.430200e+00,  2.448654e+00,  1.531844e+00,   3.819316 ,  3.446001e+00,  2.590861e+00,  12.1721  ,  1.110345e+01, 'elliptical')\n",
            " ( 1.20532,  0.48992,  0.27027,  0.10746, 0.600674 ,  2.304471e+00,  2.413442e+00,  2.466202e+00,  2.503983e+00,  2.568614e+00,  6.732440e+00,   6.189617 ,  4.576037e+00,  1.460198e+01,  13.58917 ,  9.162639e+00, 'spiral')\n",
            " ( 0.80427, -4.7086 ,  0.43049,  4.87933, 0.4263786,  2.396020e+00,  2.309089e+00, -9.999000e+03, -9.999000e+03,  2.330249e+00,  1.510635e+00,   4.249687 ,  1.123104e+00,  2.912693e+00,   4.891925,  2.271926e+00, 'merger')\n",
            " ( 1.59247,  0.86319,  0.37679,  0.32944, 0.8728981,  5.438812e-01,  2.233609e+00,  2.383061e+00,  2.416660e+00,  2.486160e+00,  2.924442e+00,   3.466612 ,  3.914021e+00,  4.570795e+00,   7.291085,  8.807073e+00, 'spiral')\n",
            " ( 1.86932,  1.09569,  0.48171,  0.39278, 0.6630546,  2.368093e+00,  2.354232e+00,  2.315377e+00,  2.310094e+00,  2.273230e+00,  2.544502e+00,   2.321402 ,  2.203988e+00,  8.452040e+00,   7.603303,  7.513976e+00, 'elliptical')\n",
            " ( 1.49681,  0.47047,  0.29237,  0.17539, 0.9498834,  5.917150e-01,  2.287790e+00,  2.334836e+00,  2.365920e+00,  2.432662e+00,  4.791723e+00,   4.287004 ,  2.881392e+00,  1.114537e+01,   9.121478,  5.461899e+00, 'spiral')\n",
            " ( 1.63865,  1.00519,  0.52751,  0.22614, 0.9164166,  2.391569e+00,  2.330681e+00,  2.395249e+00,  2.388363e+00,  2.330472e+00,  3.532859e+00,   2.980104 ,  2.846875e+00,  1.295700e+01,   9.494602,  8.640429e+00, 'elliptical')\n",
            " ( 1.68202,  0.73737,  0.38319,  0.2879 , 0.5210929,  2.420291e+00,  2.622790e+00,  2.653221e+00,  2.604724e+00,  2.612219e+00,  1.119770e+01,   8.935512 ,  8.414584e+00,  2.688866e+01,  23.14775 ,  2.169224e+01, 'spiral')\n",
            " ( 1.95316,  0.94619,  0.41503,  0.30866, 0.6912106,  2.460912e+00,  2.411723e+00,  2.411839e+00,  2.405941e+00,  2.411711e+00,  6.392527e+00,   4.558059 ,  4.393712e+00,  1.874322e+01,  15.58931 ,  1.606907e+01, 'elliptical')\n",
            " ( 1.97439,  1.02138,  0.43552,  0.34722, 0.8228963,  2.340821e+00,  2.414610e+00,  2.393619e+00,  2.397142e+00,  2.429239e+00,  5.192771e+00,   3.317773 ,  3.175263e+00,  1.352696e+01,  11.0353  ,  1.056649e+01, 'elliptical')\n",
            " ( 1.72804,  0.75037,  0.39719,  0.30507, 0.7499355,  2.044583e+00,  2.343857e+00,  2.561048e+00,  2.631199e+00,  2.730472e+00,  6.734961e+00,   5.59626  ,  4.976887e+00,  1.498146e+01,  12.15911 ,  1.120279e+01, 'spiral')\n",
            " ( 1.12185,  0.46298,  0.37672,  0.17849, 0.4599464,  2.313614e+00,  2.459173e+00,  2.443030e+00,  2.447500e+00,  2.439874e+00,  2.518817e+00,   2.807218 ,  2.553726e+00,  5.955121e+00,   6.696699,  6.570602e+00, 'merger')\n",
            " ( 1.30759,  0.66886,  0.5998 ,  0.19673, 0.5922905,  2.132405e+00,  2.228842e+00,  2.225295e+00,  2.222417e+00,  2.213000e+00,  1.636629e+00,   1.567988 ,  1.375754e+00,  3.921378e+00,   3.903152,  3.681152e+00, 'merger')\n",
            " ( 2.06552,  1.28378,  0.53314,  0.32637, 0.660167 ,  2.404036e+00,  2.361831e+00,  2.374732e+00,  2.396338e+00,  2.379125e+00,  9.955861e+00,   3.46358  ,  2.519027e+00,  1.559353e+01,  11.45185 ,  7.748384e+00, 'elliptical')\n",
            " ( 1.34484,  0.56788,  0.3324 ,  0.23118, 0.5827358,  2.392035e+00,  2.336432e+00,  2.388582e+00,  2.409964e+00,  2.432055e+00,  5.818589e+00,   5.390203 ,  4.603758e+00,  1.226013e+01,  13.19025 ,  1.101687e+01, 'spiral')\n",
            " ( 1.29274,  0.67475,  0.34355,  0.26625, 0.9315001,  2.430457e+00,  2.449605e+00,  2.459804e+00,  2.489346e+00,  2.445657e+00,  2.762528e+00,   2.954304 ,  2.887156e+00,  8.600739e+00,   8.313353,  8.220436e+00, 'elliptical')\n",
            " ( 1.41432,  0.63094,  0.33782,  0.26706, 0.8169841,  1.812021e+00,  2.017299e+00,  2.144460e+00,  2.206324e+00,  2.256363e+00,  7.754307e+00,   7.590587 ,  7.264143e+00,  1.307763e+01,  14.29381 ,  1.427913e+01, 'spiral')\n",
            " ( 1.42726,  0.6665 ,  0.38427,  0.24549, 0.681712 ,  2.348772e+00,  2.433002e+00,  2.513169e+00,  2.503362e+00,  2.461090e+00,  8.025586e+00,   5.814789 ,  5.753867e+00,  1.851816e+01,  14.22017 ,  1.507837e+01, 'spiral')\n",
            " ( 0.94014,  0.25732,  0.27544,  0.08074, 0.3866959,  2.199391e+00,  2.234995e+00,  2.268472e+00,  2.260853e+00,  2.246495e+00,  1.878258e+00,   1.97484  ,  1.971654e+00,  4.429600e+00,   4.465445,  4.694778e+00, 'merger')\n",
            " ( 0.98065,  0.43744,  0.24323,  0.22667, 0.7253567,  2.050613e+00,  2.105816e+00,  2.139652e+00,  2.151092e+00,  2.157802e+00,  3.490461e+00,   3.8324   ,  3.688011e+00,  6.863051e+00,   8.700615,  8.140990e+00, 'merger')\n",
            " ( 1.79584,  0.84343,  0.42886,  0.36857, 0.7725333,  2.347408e+00,  2.385617e+00,  2.412899e+00,  2.406567e+00,  2.398586e+00,  4.045274e+00,   4.079396 ,  3.753497e+00,  1.253547e+01,  14.05533 ,  1.376514e+01, 'elliptical')\n",
            " ( 1.25759,  0.46836,  0.22716,  0.18997, 0.7811073,  2.221574e+00,  2.348552e+00,  2.478868e+00,  2.532879e+00,  2.518030e+00,  6.653194e+00,   6.63422  ,  5.781239e+00,  1.711834e+01,  16.72354 ,  1.535999e+01, 'spiral')\n",
            " ( 1.35435,  0.71121,  0.53943,  0.18169, 0.6776694,  2.343429e+00,  2.337867e+00,  2.312061e+00,  2.329861e+00,  2.303112e+00,  2.993090e+00,   2.264918 ,  1.909138e+00,  8.072305e+00,   6.418937,  5.607967e+00, 'merger')\n",
            " ( 1.94076,  0.97775,  0.42583,  0.31937, 0.6292701,  2.533793e+00,  2.515514e+00,  2.464238e+00,  2.440832e+00,  2.374714e+00,  1.645126e+00,   4.336073 ,  2.182222e+00,  2.352708e+00,  11.8987  ,  6.724877e+00, 'merger')\n",
            " ( 1.41733,  0.65395,  0.3322 ,  0.23928, 0.6104109,  2.364796e+00,  2.454999e+00,  2.485960e+00,  2.472156e+00,  2.492623e+00,  9.176867e+00,   7.83142  ,  7.061509e+00,  1.963754e+01,  18.66671 ,  1.703288e+01, 'spiral')\n",
            " ( 1.33866,  0.70636,  0.35815,  0.25922, 0.7227699,  1.940436e+00,  2.220847e+00,  2.345437e+00,  2.408302e+00,  2.400340e+00,  3.337490e+00,   3.359527 ,  3.109776e+00,  5.567275e+00,   6.801772,  6.511019e+00, 'spiral')\n",
            " ( 1.91798,  0.83759,  0.38385,  0.30797, 0.6656903,  2.491572e+00,  2.487071e+00,  2.503765e+00,  2.510010e+00,  2.494052e+00,  6.261691e+00,   5.245412 ,  4.509698e+00,  1.936664e+01,  16.71391 ,  1.419464e+01, 'elliptical')\n",
            " ( 2.17441,  1.13568,  0.49179,  0.36336, 0.824696 ,  7.868327e-01,  2.381084e+00,  2.402476e+00,  2.387196e+00,  2.372986e+00,  4.401828e+00,   2.454687 ,  2.012387e+00,  7.659512e+00,   7.815753,  5.991359e+00, 'elliptical')\n",
            " ( 1.50089,  0.69164,  0.36417,  0.29683, 0.4989737,  2.524194e+00,  2.554581e+00,  2.529980e+00,  2.534831e+00,  2.524933e+00,  1.166519e+01,  10.06219  ,  9.497518e+00,  3.340496e+01,  28.63089 ,  2.878689e+01, 'spiral')\n",
            " ( 1.0988 ,  0.42183,  0.37595,  0.10726, 0.7387364,  2.298123e+00,  2.336584e+00,  2.380581e+00,  2.383292e+00,  2.371497e+00,  2.563222e+00,   3.195299 ,  2.768844e+00,  5.482848e+00,   6.747931,  5.657825e+00, 'spiral')\n",
            " ( 1.96382,  0.91973,  0.44171,  0.31256, 0.7644914,  2.426903e+00,  2.431451e+00,  2.450002e+00,  2.460806e+00,  2.437515e+00,  3.396195e+00,   2.908666 ,  2.680825e+00,  1.039881e+01,   9.693644,  9.273183e+00, 'elliptical')\n",
            " ( 1.63163,  0.87766,  0.53467,  0.34241, 0.5766756,  2.510563e+00,  2.333249e+00,  2.308224e+00,  2.365023e+00,  2.330076e+00,  2.034666e+00,   2.436617 ,  2.284360e+00,  4.147052e+00,   7.024565,  6.914981e+00, 'merger')\n",
            " ( 1.24234,  0.60066,  0.35476,  0.19062, 0.4915952,  2.015329e+00,  2.126889e+00,  2.202810e+00,  2.206610e+00,  2.224839e+00,  2.872363e+00,   2.695507 ,  2.370831e+00,  5.877938e+00,   6.107678,  5.211036e+00, 'spiral')\n",
            " ( 1.90134,  1.0056 ,  0.45941,  0.38618, 0.8774665,  2.630083e+00,  2.438010e+00,  2.421621e+00,  2.425622e+00,  2.396759e+00,  3.890213e+00,   3.254126 ,  2.748095e+00,  1.281753e+01,   9.945587,  8.934119e+00, 'elliptical')\n",
            " ( 1.98716,  1.02003,  0.3909 ,  0.41173, 0.6353979,  2.466520e+00,  2.446058e+00,  2.459903e+00,  2.441483e+00,  2.456158e+00,  3.942118e+00,   3.310865 ,  3.145085e+00,  1.342194e+01,  10.46736 ,  1.003489e+01, 'elliptical')\n",
            " ( 2.03565,  0.94423,  0.40911,  0.35028, 0.9019262,  2.273816e+00,  2.300970e+00,  2.349709e+00,  2.329278e+00,  2.339082e+00,  1.943620e+00,   1.820348 ,  1.654326e+00,  4.991984e+00,   5.063442,  4.404873e+00, 'merger')\n",
            " ( 1.80617,  0.98461,  0.46325,  0.31555, 0.7985259,  1.802341e+00,  2.260056e+00,  2.399299e+00,  2.505646e+00,  2.561985e+00,  3.779945e+00,   3.61368  ,  2.963639e+00,  1.078335e+01,   8.24472 ,  6.052660e+00, 'spiral')\n",
            " ( 1.89587,  1.00839,  0.44253,  0.34169, 0.5999927,  5.816889e-01,  2.346116e+00,  2.397904e+00,  2.439518e+00,  2.487684e+00,  3.605732e+00,   2.696167 ,  2.436285e+00,  9.204205e+00,   6.226351,  5.371861e+00, 'merger')\n",
            " ( 1.40129,  0.78604,  0.42137,  0.29661, 0.8169268,  2.134726e+00,  2.280204e+00,  2.326601e+00,  2.342370e+00,  2.344131e+00,  2.414648e+00,   2.577656 ,  2.476750e+00,  6.295191e+00,   6.899981,  7.171607e+00, 'elliptical')\n",
            " ( 1.25935,  0.48338,  0.33532,  0.19491, 0.2268939,  2.228177e+00,  2.212954e+00,  2.242522e+00,  2.277312e+00,  2.288014e+00,  3.892346e+00,   4.09293  ,  3.399545e+00,  9.146187e+00,  10.39721 ,  9.559367e+00, 'merger')\n",
            " ( 2.03694,  0.96493,  0.42   ,  0.3268 , 0.5937869,  2.197210e+00,  2.381243e+00,  2.372297e+00,  2.355532e+00,  2.329715e+00,  1.071306e+00,   5.229129 ,  4.833349e+00,  2.280860e+00,  15.62481 ,  1.412755e+01, 'merger')\n",
            " ( 1.78573,  0.84024,  0.38994,  0.30814, 0.895148 ,  2.494536e+00,  2.478834e+00,  2.502018e+00,  2.521156e+00,  2.514083e+00,  9.306396e+00,   6.213241 ,  5.663128e+00,  2.255979e+01,  19.13127 ,  1.780548e+01, 'elliptical')\n",
            " ( 1.47586,  0.71623,  0.38289,  0.32021, 0.5817519,  2.363683e+00,  2.529274e+00,  2.586343e+00,  2.549561e+00,  2.494076e+00,  1.123032e+01,   9.990249 ,  8.462481e+00,  2.838479e+01,  24.67724 ,  1.988982e+01, 'spiral')\n",
            " ( 1.8082 ,  0.92405,  0.39674,  0.32091, 0.8960876,  2.422450e+00,  2.366324e+00,  2.366187e+00,  2.381615e+00,  2.380648e+00,  3.605328e+00,   2.720309 ,  2.495881e+00,  1.095368e+01,   9.143731,  8.522974e+00, 'elliptical')\n",
            " ( 1.4211 ,  0.77438,  0.42317,  0.32041, 0.3969505,  2.198723e+00,  2.283752e+00,  2.344016e+00,  2.375405e+00,  2.351709e+00,  4.460679e+00,   3.900722 ,  3.657557e+00,  8.054235e+00,   8.666595,  9.629875e+00, 'spiral')\n",
            " ( 2.02151,  1.06473,  0.43495,  0.36759, 0.675185 ,  2.316868e+00,  2.397675e+00,  2.392955e+00,  2.387284e+00,  2.381917e+00,  4.863855e+00,   2.984805 ,  2.935469e+00,  1.136358e+01,   9.569155,  9.529520e+00, 'elliptical')\n",
            " ( 1.18956,  0.5412 ,  0.30246,  0.15805, 0.9063014,  5.349604e-01,  2.025718e+00,  2.130922e+00,  2.196322e+00,  2.283331e+00,  8.506415e+00,   8.89994  ,  8.187591e+00,  1.454931e+01,  16.29082 ,  1.511619e+01, 'spiral')\n",
            " ( 1.83747,  0.88711,  0.37542,  0.2711 , 0.6860392,  2.514051e+00,  2.506991e+00,  2.495073e+00,  2.517406e+00,  2.503685e+00,  1.000761e+01,   7.676082 ,  5.737225e+00,  2.789157e+01,  25.45913 ,  1.898416e+01, 'elliptical')\n",
            " ( 1.86405,  0.87082,  0.39227,  0.30371, 0.8052448,  2.314692e+00,  2.353482e+00,  2.343302e+00,  2.366338e+00,  2.372423e+00,  3.019078e+00,   2.815151 ,  2.804272e+00,  9.128443e+00,   9.184405,  9.398284e+00, 'elliptical')\n",
            " ( 1.46496,  0.57902,  0.36062,  0.26738, 0.6539531,  2.227588e+00,  2.208161e+00,  2.219867e+00,  2.219876e+00,  2.211575e+00,  1.467169e+00,   1.799988 ,  1.498842e+00,  5.374623e+00,   7.034762,  6.214482e+00, 'merger')]\n",
            "Some initial results...\n",
            "   predicted,  actual\n",
            "0. elliptical, elliptical\n",
            "1. spiral, spiral\n",
            "2. spiral, spiral\n",
            "3. spiral, spiral\n",
            "4. spiral, spiral\n",
            "5. merger, merger\n",
            "6. spiral, elliptical\n",
            "7. elliptical, elliptical\n",
            "8. elliptical, elliptical\n",
            "9. elliptical, elliptical\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def plot_confusion_matrix(cm, classes,\n",
        "                          normalize=False,\n",
        "                          title='Confusion matrix',\n",
        "                          cmap=plt.cm.Blues):\n",
        "    \"\"\"\n",
        "    This function prints and plots the confusion matrix.\n",
        "    Normalization can be applied by setting `normalize=True`.\n",
        "    \"\"\"\n",
        "    plt.imshow(cm, interpolation='nearest', cmap=cmap)\n",
        "    plt.title(title)\n",
        "    plt.colorbar()\n",
        "    tick_marks = np.arange(len(classes))\n",
        "    plt.xticks(tick_marks, classes, rotation=45)\n",
        "    plt.yticks(tick_marks, classes)\n",
        "\n",
        "    if normalize:\n",
        "        cm = cm.astype('float') / cm.sum(axis=1)[:, np.newaxis]\n",
        "        print(\"Normalized confusion matrix\")\n",
        "    else:\n",
        "        print('Confusion matrix, without normalization')\n",
        "\n",
        "    print(cm)\n",
        "\n",
        "    thresh = cm.max() / 2.\n",
        "    for i, j in itertools.product(range(cm.shape[0]), range(cm.shape[1])):\n",
        "        plt.text(j, i, \"{}\".format(cm[i, j]),\n",
        "                 horizontalalignment=\"center\",\n",
        "                 color=\"white\" if cm[i, j] > thresh else \"black\")\n",
        "\n",
        "    plt.tight_layout()\n",
        "    plt.ylabel('True Class')\n",
        "    plt.xlabel('Predicted Class')\n",
        "\n",
        "\n",
        "def calculate_accuracy(predicted, actual):\n",
        "    correct = sum(predicted == actual)\n",
        "    return correct/(len(predicted))\n",
        "\n",
        "\n",
        "def main():\n",
        "    data = np.load('/content/WSW_datasets/galaxy_classification/galaxy_catalogue.npy')\n",
        "\n",
        "    # split the data\n",
        "    features, targets = generate_features_targets(data)\n",
        "\n",
        "    # train the model to get predicted and actual classes\n",
        "    dtc = DecisionTreeClassifier()\n",
        "    predicted = cross_val_predict(dtc, features, targets, cv=10)\n",
        "\n",
        "    # calculate the model score using your function\n",
        "    model_score = calculate_accuracy(predicted, targets)\n",
        "    print(\"Our accuracy score:\", model_score)\n",
        "\n",
        "    # calculate the models confusion matrix using sklearns confusion_matrix\n",
        "    class_labels = list(set(targets))\n",
        "    model_cm = confusion_matrix(y_true=targets, y_pred=predicted,\n",
        "                                labels=class_labels)\n",
        "\n",
        "    # Plot the confusion matrix using the provided functions.\n",
        "    plt.figure()\n",
        "    plot_confusion_matrix(model_cm, classes=class_labels, normalize=False)\n",
        "    plt.show()\n",
        "\n",
        "\n",
        "main()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 398
        },
        "id": "zQSLEUyD4dc8",
        "outputId": "ba1fca97-c370-4e50-9f6a-434c8c167a2e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Our accuracy score: 0.7794871794871795\n",
            "Confusion matrix, without normalization\n",
            "[[175  59  26]\n",
            " [ 53 201   6]\n",
            " [ 24   4 232]]\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Ensemble Classifiers\n",
        "Random Forest is a classifier that contains a number of decision trees on various subsets of the given dataset and takes the average to improve the predictive accuracy of that dataset.\n",
        "The key objective of the ensemble methods is to reduce bias and variance.\n",
        "\n",
        "\n",
        "##Random Forest Classifier\n",
        "Random Forest is a classifier that contains a number of decision trees on various subsets of the given dataset and takes the average to improve the predictive accuracy of that dataset.\n",
        "\n"
      ],
      "metadata": {
        "id": "guHDVDbFnUL9"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def rf_predict_actual(data, n_estimators):\n",
        "    # generate the features and targets\n",
        "    features, targets = generate_features_targets(data)\n",
        "\n",
        "    # instantiate a random forest classifier using n estimators\n",
        "    rfc = RandomForestClassifier(n_estimators=n_estimators)\n",
        "  \n",
        "    # get predictions using 10-fold cross validation with cross_val_predict\n",
        "    predicted = cross_val_predict(rfc, features, targets, cv=10)\n",
        "\n",
        "    # return the predictions and their actual classes\n",
        "    return predicted, targets\n",
        "\n",
        "\n",
        "def main():\n",
        "    data = np.load('/content/WSW_datasets/galaxy_classification/galaxy_catalogue.npy')\n",
        "\n",
        "    # get the predicted and actual classes\n",
        "    number_estimators = 50             # Number of trees\n",
        "    predicted, actual = rf_predict_actual(data, number_estimators)\n",
        "\n",
        "    # calculate the model score using your function\n",
        "    accuracy = calculate_accuracy(predicted, actual)\n",
        "    print(\"Accuracy score:\", accuracy)\n",
        "\n",
        "    # calculate the models confusion matrix using sklearns confusion_matrix\n",
        "    class_labels = list(set(actual))\n",
        "    model_cm = confusion_matrix(y_true=actual, y_pred=predicted,\n",
        "                                labels=class_labels)\n",
        "\n",
        "    # plot the confusion matrix using the provided functions.\n",
        "    plt.figure()\n",
        "    plot_confusion_matrix(model_cm, classes=class_labels, normalize=False)\n",
        "    plt.show()\n",
        "\n",
        "\n",
        "main()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "igkcQ2T790nP",
        "outputId": "a5962c3d-5032-428c-8b36-b32a9a07ad5b"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Accuracy score: 0.8756410256410256\n",
            "Confusion matrix, without normalization\n",
            "[[217  31  12]\n",
            " [ 39 219   2]\n",
            " [ 12   1 247]]\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    }
  ]
}