Illustris check

Illustris check.ipynb

{
  "cells": [
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "%matplotlib inline\nfrom matplotlib import pyplot as plt\n# better-looking plots\nplt.rcParams['font.family'] = 'serif'\nplt.rcParams['mathtext.fontset'] = 'dejavuserif'\nplt.rcParams['figure.figsize'] = (10.0, 8.0)\nplt.rcParams['font.size'] = 12",
      "execution_count": 1,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true,
        "collapsed": true
      },
      "cell_type": "code",
      "source": "from astropy.table import Table",
      "execution_count": 2,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "# reduced data from Steven's shared Dropbox link - no user weighting applied\nillustris = Table.read('reduced/galaxy_zoo_illustris_2017-09-03.fits')\ndecals = Table.read('reduced/galaxy_zoo_decals_dr2_2017-06-18.fits')\nsdss_lost_set = Table.read('reduced/galaxy_zoo_sdss_lost_set_2017-06-18.fits')\n# direct from data.galaxyzoo.org (only raw, unweighted columns used)\ngz2 = Table.read('zoo2MainSpecz.fits.gz')",
      "execution_count": 3,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "illustris",
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 4,
          "data": {
            "text/plain": "<Table masked=True length=63640>\n       subject_id        features_total ... zooniverse_id\n         str24               int64      ...     str10    \n------------------------ -------------- ... -------------\n55a818227a72617753000000             40 ...    AGZ0008863\n55a818227a72617753000001             40 ...    AGZ0008864\n55a818227a72617753000002             40 ...    AGZ0008865\n55a818227a72617753000003             40 ...    AGZ0008866\n55a818227a72617753000004             40 ...    AGZ0008867\n55a818227a72617753000005             40 ...    AGZ0008868\n55a818227a72617753000006             40 ...    AGZ0008869\n55a818227a72617753000007             40 ...    AGZ000886a\n55a818227a72617753000008             40 ...    AGZ000886b\n55a818227a72617753000009             41 ...    AGZ000886c\n                     ...            ... ...           ...\n55a818577a7261775301a125             40 ...    AGZ000aikg\n55a818577a7261775301a182             40 ...    AGZ000ain1\n55a818587a7261775301a21a             41 ...    AGZ000air9\n55a818587a7261775301a263             41 ...    AGZ000aita\n55a818587a7261775301a2cf             42 ...    AGZ000aiwa\n55a818587a7261775301a2ff             41 ...    AGZ000aixm\n55a818597a7261775301a72e             40 ...    AGZ000ajrd\n55a818597a7261775301a98e             40 ...    AGZ000ak89\n55a8185a7a7261775301ae68             40 ...    AGZ000al6r\n55a8185a7a7261775301aead             40 ...    AGZ000al8o",
            "text/html": "&lt;Table masked=True length=63640&gt;\n<table id=\"table4457200216\" class=\"table-striped table-bordered table-condensed\">\n<thead><tr><th>subject_id</th><th>features_total</th><th>edgeon_total</th><th>bar_total</th><th>spiral_total</th><th>bulge_total</th><th>oddtype_total</th><th>round_total</th><th>bulgeshape_total</th><th>spiralwinding_total</th><th>spiralnumber_total</th><th>odd_total</th><th>discuss_total</th><th>features_smooth_frac</th><th>features_features_or_disk_frac</th><th>features_star_or_artifact_frac</th><th>edgeon_yes_frac</th><th>edgeon_no_frac</th><th>bar_bar_frac</th><th>bar_no_bar_frac</th><th>spiral_spiral_frac</th><th>spiral_no_spiral_frac</th><th>bulge_no_bulge_frac</th><th>bulge_just_noticeable_frac</th><th>bulge_obvious_frac</th><th>bulge_dominant_frac</th><th>oddtype_ring_frac</th><th>oddtype_lens_or_arc_frac</th><th>oddtype_disturbed_frac</th><th>oddtype_irregular_frac</th><th>oddtype_other_frac</th><th>oddtype_merger_frac</th><th>oddtype_dust_lane_frac</th><th>round_completely_round_frac</th><th>round_in_between_frac</th><th>round_cigar_shaped_frac</th><th>bulgeshape_rounded_frac</th><th>bulgeshape_boxy_frac</th><th>bulgeshape_no_bulge_frac</th><th>spiralwinding_tight_frac</th><th>spiralwinding_medium_frac</th><th>spiralwinding_loose_frac</th><th>spiralnumber_1_frac</th><th>spiralnumber_2_frac</th><th>spiralnumber_3_frac</th><th>spiralnumber_4_frac</th><th>spiralnumber_more_than_4_frac</th><th>spiralnumber_cant_tell_frac</th><th>odd_yes_frac</th><th>odd_no_frac</th><th>discuss_yes_frac</th><th>discuss_no_frac</th><th>survey_id</th><th>zooniverse_id</th></tr></thead>\n<thead><tr><th>str24</th><th>int64</th><th>int64</th><th>int64</th><th>int64</th><th>int64</th><th>int64</th><th>int64</th><th>int64</th><th>int64</th><th>int64</th><th>int64</th><th>int64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>str36</th><th>str10</th></tr></thead>\n<tr><td>55a818227a72617753000000</td><td>40</td><td>9</td><td>3</td><td>3</td><td>3</td><td>6</td><td>23</td><td>6</td><td>0</td><td>0</td><td>32</td><td>40</td><td>0.575</td><td>0.225</td><td>0.2</td><td>0.666666666667</td><td>0.333333333333</td><td>1.0</td><td>0.0</td><td>0.0</td><td>1.0</td><td>0.0</td><td>0.0</td><td>0.666666666667</td><td>0.333333333333</td><td>0.0</td><td>0.166666666667</td><td>0.166666666667</td><td>0.166666666667</td><td>0.5</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.260869565217</td><td>0.739130434783</td><td>0.0</td><td>0.166666666667</td><td>0.833333333333</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>0.28125</td><td>0.71875</td><td>0.025</td><td>0.975</td><td>synthetic_image_25_camera_0_bg_0</td><td>AGZ0008863</td></tr>\n<tr><td>55a818227a72617753000001</td><td>40</td><td>9</td><td>9</td><td>9</td><td>9</td><td>15</td><td>26</td><td>0</td><td>2</td><td>2</td><td>35</td><td>40</td><td>0.65</td><td>0.225</td><td>0.125</td><td>0.0</td><td>1.0</td><td>0.0</td><td>1.0</td><td>0.222222222222</td><td>0.777777777778</td><td>0.555555555556</td><td>0.333333333333</td><td>0.111111111111</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0666666666667</td><td>0.333333333333</td><td>0.533333333333</td><td>0.0666666666667</td><td>0.0</td><td>0.0384615384615</td><td>0.923076923077</td><td>0.0384615384615</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>0.5</td><td>0.5</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>1.0</td><td>0.371428571429</td><td>0.628571428571</td><td>0.075</td><td>0.925</td><td>synthetic_image_26_camera_0_bg_0</td><td>AGZ0008864</td></tr>\n<tr><td>55a818227a72617753000002</td><td>40</td><td>10</td><td>5</td><td>5</td><td>5</td><td>10</td><td>24</td><td>5</td><td>1</td><td>1</td><td>34</td><td>40</td><td>0.6</td><td>0.25</td><td>0.15</td><td>0.5</td><td>0.5</td><td>0.4</td><td>0.6</td><td>0.2</td><td>0.8</td><td>0.8</td><td>0.0</td><td>0.2</td><td>0.0</td><td>0.0</td><td>0.1</td><td>0.1</td><td>0.3</td><td>0.3</td><td>0.2</td><td>0.0</td><td>0.0416666666667</td><td>0.416666666667</td><td>0.541666666667</td><td>0.2</td><td>0.2</td><td>0.6</td><td>1.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>1.0</td><td>0.235294117647</td><td>0.764705882353</td><td>0.025</td><td>0.975</td><td>synthetic_image_27_camera_0_bg_0</td><td>AGZ0008865</td></tr>\n<tr><td>55a818227a72617753000003</td><td>40</td><td>21</td><td>21</td><td>21</td><td>21</td><td>28</td><td>13</td><td>0</td><td>1</td><td>1</td><td>34</td><td>40</td><td>0.325</td><td>0.525</td><td>0.15</td><td>0.0</td><td>1.0</td><td>0.0952380952381</td><td>0.904761904762</td><td>0.047619047619</td><td>0.952380952381</td><td>0.47619047619</td><td>0.428571428571</td><td>0.047619047619</td><td>0.047619047619</td><td>0.0714285714286</td><td>0.0</td><td>0.107142857143</td><td>0.428571428571</td><td>0.321428571429</td><td>0.0714285714286</td><td>0.0</td><td>0.615384615385</td><td>0.384615384615</td><td>0.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>0.0</td><td>1.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>1.0</td><td>0.617647058824</td><td>0.382352941176</td><td>0.075</td><td>0.925</td><td>synthetic_image_28_camera_0_bg_0</td><td>AGZ0008866</td></tr>\n<tr><td>55a818227a72617753000004</td><td>40</td><td>8</td><td>7</td><td>7</td><td>7</td><td>6</td><td>28</td><td>1</td><td>1</td><td>1</td><td>36</td><td>40</td><td>0.7</td><td>0.2</td><td>0.1</td><td>0.125</td><td>0.875</td><td>0.428571428571</td><td>0.571428571429</td><td>0.142857142857</td><td>0.857142857143</td><td>0.0</td><td>0.0</td><td>0.714285714286</td><td>0.285714285714</td><td>0.0</td><td>0.0</td><td>0.333333333333</td><td>0.0</td><td>0.666666666667</td><td>0.0</td><td>0.0</td><td>0.642857142857</td><td>0.357142857143</td><td>0.0</td><td>0.0</td><td>1.0</td><td>0.0</td><td>0.0</td><td>1.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>1.0</td><td>0.25</td><td>0.75</td><td>0.0</td><td>1.0</td><td>synthetic_image_29_camera_0_bg_0</td><td>AGZ0008867</td></tr>\n<tr><td>55a818227a72617753000005</td><td>40</td><td>20</td><td>14</td><td>14</td><td>14</td><td>27</td><td>14</td><td>6</td><td>0</td><td>0</td><td>34</td><td>40</td><td>0.35</td><td>0.5</td><td>0.15</td><td>0.3</td><td>0.7</td><td>0.142857142857</td><td>0.857142857143</td><td>0.0</td><td>1.0</td><td>0.428571428571</td><td>0.428571428571</td><td>0.142857142857</td><td>0.0</td><td>0.037037037037</td><td>0.0</td><td>0.148148148148</td><td>0.407407407407</td><td>0.259259259259</td><td>0.111111111111</td><td>0.037037037037</td><td>0.357142857143</td><td>0.642857142857</td><td>0.0</td><td>0.5</td><td>0.333333333333</td><td>0.166666666667</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>0.558823529412</td><td>0.441176470588</td><td>0.0</td><td>1.0</td><td>synthetic_image_40_camera_0_bg_0</td><td>AGZ0008868</td></tr>\n<tr><td>55a818227a72617753000006</td><td>40</td><td>3</td><td>3</td><td>3</td><td>3</td><td>5</td><td>32</td><td>0</td><td>0</td><td>0</td><td>35</td><td>40</td><td>0.8</td><td>0.075</td><td>0.125</td><td>0.0</td><td>1.0</td><td>0.0</td><td>1.0</td><td>0.0</td><td>1.0</td><td>0.333333333333</td><td>0.333333333333</td><td>0.333333333333</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.2</td><td>0.0</td><td>0.6</td><td>0.0</td><td>0.2</td><td>0.1875</td><td>0.78125</td><td>0.03125</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>0.142857142857</td><td>0.857142857143</td><td>0.075</td><td>0.925</td><td>synthetic_image_45_camera_0_bg_0</td><td>AGZ0008869</td></tr>\n<tr><td>55a818227a72617753000007</td><td>40</td><td>15</td><td>15</td><td>15</td><td>15</td><td>31</td><td>19</td><td>0</td><td>2</td><td>2</td><td>34</td><td>40</td><td>0.475</td><td>0.375</td><td>0.15</td><td>0.0</td><td>1.0</td><td>0.0</td><td>1.0</td><td>0.133333333333</td><td>0.866666666667</td><td>0.8</td><td>0.133333333333</td><td>0.0</td><td>0.0666666666667</td><td>0.0322580645161</td><td>0.0645161290323</td><td>0.193548387097</td><td>0.225806451613</td><td>0.322580645161</td><td>0.129032258065</td><td>0.0322580645161</td><td>0.526315789474</td><td>0.421052631579</td><td>0.0526315789474</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>1.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>1.0</td><td>0.676470588235</td><td>0.323529411765</td><td>0.05</td><td>0.95</td><td>synthetic_image_46_camera_0_bg_0</td><td>AGZ000886a</td></tr>\n<tr><td>55a818227a72617753000008</td><td>40</td><td>15</td><td>11</td><td>11</td><td>11</td><td>29</td><td>21</td><td>4</td><td>1</td><td>1</td><td>36</td><td>40</td><td>0.525</td><td>0.375</td><td>0.1</td><td>0.266666666667</td><td>0.733333333333</td><td>0.0909090909091</td><td>0.909090909091</td><td>0.0909090909091</td><td>0.909090909091</td><td>1.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0344827586207</td><td>0.0344827586207</td><td>0.206896551724</td><td>0.344827586207</td><td>0.172413793103</td><td>0.172413793103</td><td>0.0344827586207</td><td>0.0</td><td>0.666666666667</td><td>0.333333333333</td><td>0.0</td><td>0.25</td><td>0.75</td><td>1.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>1.0</td><td>0.583333333333</td><td>0.416666666667</td><td>0.05</td><td>0.95</td><td>synthetic_image_47_camera_0_bg_0</td><td>AGZ000886b</td></tr>\n<tr><td>55a818227a72617753000009</td><td>41</td><td>9</td><td>5</td><td>5</td><td>5</td><td>4</td><td>27</td><td>4</td><td>0</td><td>0</td><td>36</td><td>41</td><td>0.658536585366</td><td>0.219512195122</td><td>0.121951219512</td><td>0.444444444444</td><td>0.555555555556</td><td>1.0</td><td>0.0</td><td>0.0</td><td>1.0</td><td>0.0</td><td>0.0</td><td>0.8</td><td>0.2</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.25</td><td>0.5</td><td>0.25</td><td>0.0</td><td>0.111111111111</td><td>0.740740740741</td><td>0.148148148148</td><td>0.0</td><td>1.0</td><td>0.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>0.138888888889</td><td>0.861111111111</td><td>0.0487804878049</td><td>0.951219512195</td><td>synthetic_image_48_camera_0_bg_0</td><td>AGZ000886c</td></tr>\n<tr><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n<tr><td>55a818577a7261775301a125</td><td>40</td><td>10</td><td>10</td><td>10</td><td>10</td><td>17</td><td>25</td><td>0</td><td>2</td><td>2</td><td>35</td><td>40</td><td>0.625</td><td>0.25</td><td>0.125</td><td>0.0</td><td>1.0</td><td>0.0</td><td>1.0</td><td>0.2</td><td>0.8</td><td>0.9</td><td>0.1</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.117647058824</td><td>0.294117647059</td><td>0.529411764706</td><td>0.0588235294118</td><td>0.0</td><td>0.36</td><td>0.64</td><td>0.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>0.5</td><td>0.5</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.5</td><td>0.0</td><td>0.0</td><td>0.5</td><td>0.428571428571</td><td>0.571428571429</td><td>0.05</td><td>0.95</td><td>synthetic_image_410699_camera_3_bg_3</td><td>AGZ000aikg</td></tr>\n<tr><td>55a818577a7261775301a182</td><td>40</td><td>7</td><td>4</td><td>4</td><td>4</td><td>5</td><td>20</td><td>3</td><td>0</td><td>0</td><td>27</td><td>40</td><td>0.5</td><td>0.175</td><td>0.325</td><td>0.428571428571</td><td>0.571428571429</td><td>0.0</td><td>1.0</td><td>0.0</td><td>1.0</td><td>0.5</td><td>0.25</td><td>0.25</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.2</td><td>0.0</td><td>0.6</td><td>0.2</td><td>0.0</td><td>0.0</td><td>0.85</td><td>0.15</td><td>0.666666666667</td><td>0.333333333333</td><td>0.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>0.222222222222</td><td>0.777777777778</td><td>0.0</td><td>1.0</td><td>synthetic_image_418562_camera_3_bg_3</td><td>AGZ000ain1</td></tr>\n<tr><td>55a818587a7261775301a21a</td><td>41</td><td>2</td><td>2</td><td>2</td><td>2</td><td>2</td><td>29</td><td>0</td><td>0</td><td>0</td><td>31</td><td>41</td><td>0.707317073171</td><td>0.0487804878049</td><td>0.243902439024</td><td>0.0</td><td>1.0</td><td>0.0</td><td>1.0</td><td>0.0</td><td>1.0</td><td>0.0</td><td>0.5</td><td>0.5</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.5</td><td>0.5</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.965517241379</td><td>0.0344827586207</td><td>0.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>0.0645161290323</td><td>0.935483870968</td><td>0.0</td><td>1.0</td><td>synthetic_image_420507_camera_3_bg_3</td><td>AGZ000air9</td></tr>\n<tr><td>55a818587a7261775301a263</td><td>41</td><td>12</td><td>11</td><td>11</td><td>11</td><td>15</td><td>21</td><td>1</td><td>3</td><td>3</td><td>33</td><td>41</td><td>0.512195121951</td><td>0.292682926829</td><td>0.19512195122</td><td>0.0833333333333</td><td>0.916666666667</td><td>0.0909090909091</td><td>0.909090909091</td><td>0.272727272727</td><td>0.727272727273</td><td>0.636363636364</td><td>0.272727272727</td><td>0.0909090909091</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.133333333333</td><td>0.6</td><td>0.133333333333</td><td>0.0666666666667</td><td>0.0666666666667</td><td>0.142857142857</td><td>0.761904761905</td><td>0.0952380952381</td><td>0.0</td><td>0.0</td><td>1.0</td><td>0.333333333333</td><td>0.666666666667</td><td>0.0</td><td>0.333333333333</td><td>0.666666666667</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.333333333333</td><td>0.666666666667</td><td>0.0487804878049</td><td>0.951219512195</td><td>synthetic_image_423655_camera_3_bg_3</td><td>AGZ000aita</td></tr>\n<tr><td>55a818587a7261775301a2cf</td><td>42</td><td>3</td><td>3</td><td>3</td><td>3</td><td>13</td><td>27</td><td>0</td><td>0</td><td>0</td><td>30</td><td>42</td><td>0.642857142857</td><td>0.0714285714286</td><td>0.285714285714</td><td>0.0</td><td>1.0</td><td>0.0</td><td>1.0</td><td>0.0</td><td>1.0</td><td>1.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.153846153846</td><td>0.0769230769231</td><td>0.153846153846</td><td>0.384615384615</td><td>0.230769230769</td><td>0.0</td><td>0.925925925926</td><td>0.0740740740741</td><td>0.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>0.4</td><td>0.6</td><td>0.0238095238095</td><td>0.97619047619</td><td>synthetic_image_427577_camera_3_bg_3</td><td>AGZ000aiwa</td></tr>\n<tr><td>55a818587a7261775301a2ff</td><td>41</td><td>10</td><td>9</td><td>9</td><td>9</td><td>21</td><td>19</td><td>1</td><td>0</td><td>0</td><td>29</td><td>41</td><td>0.463414634146</td><td>0.243902439024</td><td>0.292682926829</td><td>0.1</td><td>0.9</td><td>0.111111111111</td><td>0.888888888889</td><td>0.0</td><td>1.0</td><td>0.777777777778</td><td>0.222222222222</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.142857142857</td><td>0.238095238095</td><td>0.333333333333</td><td>0.238095238095</td><td>0.047619047619</td><td>0.315789473684</td><td>0.684210526316</td><td>0.0</td><td>1.0</td><td>0.0</td><td>0.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>0.551724137931</td><td>0.448275862069</td><td>0.0487804878049</td><td>0.951219512195</td><td>synthetic_image_429396_camera_3_bg_3</td><td>AGZ000aixm</td></tr>\n<tr><td>55a818597a7261775301a72e</td><td>40</td><td>8</td><td>8</td><td>8</td><td>8</td><td>18</td><td>23</td><td>0</td><td>2</td><td>2</td><td>31</td><td>40</td><td>0.575</td><td>0.2</td><td>0.225</td><td>0.0</td><td>1.0</td><td>0.0</td><td>1.0</td><td>0.25</td><td>0.75</td><td>0.875</td><td>0.125</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.111111111111</td><td>0.111111111111</td><td>0.277777777778</td><td>0.277777777778</td><td>0.166666666667</td><td>0.0555555555556</td><td>0.173913043478</td><td>0.826086956522</td><td>0.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>0.0</td><td>0.0</td><td>1.0</td><td>0.5</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.5</td><td>0.451612903226</td><td>0.548387096774</td><td>0.05</td><td>0.95</td><td>synthetic_image_461487_camera_3_bg_3</td><td>AGZ000ajrd</td></tr>\n<tr><td>55a818597a7261775301a98e</td><td>40</td><td>3</td><td>1</td><td>1</td><td>1</td><td>3</td><td>32</td><td>2</td><td>0</td><td>0</td><td>35</td><td>40</td><td>0.8</td><td>0.075</td><td>0.125</td><td>0.666666666667</td><td>0.333333333333</td><td>0.0</td><td>1.0</td><td>0.0</td><td>1.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>1.0</td><td>0.333333333333</td><td>0.333333333333</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.333333333333</td><td>0.0</td><td>0.0</td><td>0.71875</td><td>0.28125</td><td>0.5</td><td>0.0</td><td>0.5</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>0.0857142857143</td><td>0.914285714286</td><td>0.025</td><td>0.975</td><td>synthetic_image_476171_camera_3_bg_3</td><td>AGZ000ak89</td></tr>\n<tr><td>55a8185a7a7261775301ae68</td><td>40</td><td>2</td><td>2</td><td>2</td><td>2</td><td>1</td><td>31</td><td>0</td><td>1</td><td>1</td><td>33</td><td>40</td><td>0.775</td><td>0.05</td><td>0.175</td><td>0.0</td><td>1.0</td><td>0.5</td><td>0.5</td><td>0.5</td><td>0.5</td><td>1.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>1.0</td><td>0.0</td><td>0.0</td><td>0.645161290323</td><td>0.354838709677</td><td>0.0</td><td>999999.0</td><td>999999.0</td><td>999999.0</td><td>0.0</td><td>0.0</td><td>1.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>1.0</td><td>0.0606060606061</td><td>0.939393939394</td><td>0.0</td><td>1.0</td><td>synthetic_image_578347_camera_3_bg_3</td><td>AGZ000al6r</td></tr>\n<tr><td>55a8185a7a7261775301aead</td><td>40</td><td>8</td><td>7</td><td>7</td><td>7</td><td>2</td><td>18</td><td>1</td><td>3</td><td>3</td><td>26</td><td>40</td><td>0.45</td><td>0.2</td><td>0.35</td><td>0.125</td><td>0.875</td><td>0.0</td><td>1.0</td><td>0.428571428571</td><td>0.571428571429</td><td>0.428571428571</td><td>0.428571428571</td><td>0.142857142857</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>1.0</td><td>0.0</td><td>0.833333333333</td><td>0.166666666667</td><td>0.0</td><td>1.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.333333333333</td><td>0.666666666667</td><td>0.0</td><td>0.333333333333</td><td>0.333333333333</td><td>0.0</td><td>0.0</td><td>0.333333333333</td><td>0.115384615385</td><td>0.884615384615</td><td>0.025</td><td>0.975</td><td>synthetic_image_525516_camera_3_bg_3</td><td>AGZ000al8o</td></tr>\n</table>"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "gz2",
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 5,
          "data": {
            "text/plain": "<Table masked=True length=243500>\n     specobjid            dr8objid      ... t11_arms_number_a37_cant_tell_flag\n       int64               int64        ...               int16               \n------------------- ------------------- ... ----------------------------------\n1802674929645152256                  -- ...                                  0\n1992983900678285312                  -- ...                                  0\n1489568922213574656                  -- ...                                  0\n2924083625089591296 1237668496859529246 ...                                  0\n1387165355897546752 1237658491208794136 ...                                  0\n1833070384862226432                  -- ...                                  0\n1809324500555163648 1237661948639772687 ...                                  0\n1625960870049769472 1237660636001665059 ...                                  0\n1907389949162842112                  -- ...                                  0\n1818435055295424512 1237661812812349452 ...                                  0\n                ...                 ... ...                                ...\n1557214181441169408 1237662194538905741 ...                                  0\n 712747177591465984 1237654953207136381 ...                                  0\n 989744672874194944 1237657855533580394 ...                                  0\n2564967175815194624 1237667253456929117 ...                                  0\n2069502218356156416 1237664853641658492 ...                                  0\n2013144842523142144 1237663529191997560 ...                                  0\n 333302682783606784 1237648720165667184 ...                                  0\n1959146978059249664 1237661069243777072 ...                                  0\n 467329305811118080 1237659754466771137 ...                                  0\n              -9999 1237657233844797694 ...                                  0",
            "text/html": "&lt;Table masked=True length=243500&gt;\n<table id=\"table4457658016\" class=\"table-striped table-bordered table-condensed\">\n<thead><tr><th>specobjid</th><th>dr8objid</th><th>dr7objid</th><th>ra</th><th>dec</th><th>rastring</th><th>decstring</th><th>sample</th><th>gz2class</th><th>total_classifications</th><th>total_votes</th><th>t01_smooth_or_features_a01_smooth_count</th><th>t01_smooth_or_features_a01_smooth_weight</th><th>t01_smooth_or_features_a01_smooth_fraction</th><th>t01_smooth_or_features_a01_smooth_weighted_fraction</th><th>t01_smooth_or_features_a01_smooth_debiased</th><th>t01_smooth_or_features_a01_smooth_flag</th><th>t01_smooth_or_features_a02_features_or_disk_count</th><th>t01_smooth_or_features_a02_features_or_disk_weight</th><th>t01_smooth_or_features_a02_features_or_disk_fraction</th><th>t01_smooth_or_features_a02_features_or_disk_weighted_fraction</th><th>t01_smooth_or_features_a02_features_or_disk_debiased</th><th>t01_smooth_or_features_a02_features_or_disk_flag</th><th>t01_smooth_or_features_a03_star_or_artifact_count</th><th>t01_smooth_or_features_a03_star_or_artifact_weight</th><th>t01_smooth_or_features_a03_star_or_artifact_fraction</th><th>t01_smooth_or_features_a03_star_or_artifact_weighted_fraction</th><th>t01_smooth_or_features_a03_star_or_artifact_debiased</th><th>t01_smooth_or_features_a03_star_or_artifact_flag</th><th>t02_edgeon_a04_yes_count</th><th>t02_edgeon_a04_yes_weight</th><th>t02_edgeon_a04_yes_fraction</th><th>t02_edgeon_a04_yes_weighted_fraction</th><th>t02_edgeon_a04_yes_debiased</th><th>t02_edgeon_a04_yes_flag</th><th>t02_edgeon_a05_no_count</th><th>t02_edgeon_a05_no_weight</th><th>t02_edgeon_a05_no_fraction</th><th>t02_edgeon_a05_no_weighted_fraction</th><th>t02_edgeon_a05_no_debiased</th><th>t02_edgeon_a05_no_flag</th><th>t03_bar_a06_bar_count</th><th>t03_bar_a06_bar_weight</th><th>t03_bar_a06_bar_fraction</th><th>t03_bar_a06_bar_weighted_fraction</th><th>t03_bar_a06_bar_debiased</th><th>t03_bar_a06_bar_flag</th><th>t03_bar_a07_no_bar_count</th><th>t03_bar_a07_no_bar_weight</th><th>t03_bar_a07_no_bar_fraction</th><th>t03_bar_a07_no_bar_weighted_fraction</th><th>t03_bar_a07_no_bar_debiased</th><th>t03_bar_a07_no_bar_flag</th><th>t04_spiral_a08_spiral_count</th><th>t04_spiral_a08_spiral_weight</th><th>t04_spiral_a08_spiral_fraction</th><th>t04_spiral_a08_spiral_weighted_fraction</th><th>t04_spiral_a08_spiral_debiased</th><th>t04_spiral_a08_spiral_flag</th><th>t04_spiral_a09_no_spiral_count</th><th>t04_spiral_a09_no_spiral_weight</th><th>t04_spiral_a09_no_spiral_fraction</th><th>t04_spiral_a09_no_spiral_weighted_fraction</th><th>t04_spiral_a09_no_spiral_debiased</th><th>t04_spiral_a09_no_spiral_flag</th><th>t05_bulge_prominence_a10_no_bulge_count</th><th>t05_bulge_prominence_a10_no_bulge_weight</th><th>t05_bulge_prominence_a10_no_bulge_fraction</th><th>t05_bulge_prominence_a10_no_bulge_weighted_fraction</th><th>t05_bulge_prominence_a10_no_bulge_debiased</th><th>t05_bulge_prominence_a10_no_bulge_flag</th><th>t05_bulge_prominence_a11_just_noticeable_count</th><th>t05_bulge_prominence_a11_just_noticeable_weight</th><th>t05_bulge_prominence_a11_just_noticeable_fraction</th><th>t05_bulge_prominence_a11_just_noticeable_weighted_fraction</th><th>t05_bulge_prominence_a11_just_noticeable_debiased</th><th>t05_bulge_prominence_a11_just_noticeable_flag</th><th>t05_bulge_prominence_a12_obvious_count</th><th>t05_bulge_prominence_a12_obvious_weight</th><th>t05_bulge_prominence_a12_obvious_fraction</th><th>t05_bulge_prominence_a12_obvious_weighted_fraction</th><th>t05_bulge_prominence_a12_obvious_debiased</th><th>t05_bulge_prominence_a12_obvious_flag</th><th>t05_bulge_prominence_a13_dominant_count</th><th>t05_bulge_prominence_a13_dominant_weight</th><th>t05_bulge_prominence_a13_dominant_fraction</th><th>t05_bulge_prominence_a13_dominant_weighted_fraction</th><th>t05_bulge_prominence_a13_dominant_debiased</th><th>t05_bulge_prominence_a13_dominant_flag</th><th>t06_odd_a14_yes_count</th><th>t06_odd_a14_yes_weight</th><th>t06_odd_a14_yes_fraction</th><th>t06_odd_a14_yes_weighted_fraction</th><th>t06_odd_a14_yes_debiased</th><th>t06_odd_a14_yes_flag</th><th>t06_odd_a15_no_count</th><th>t06_odd_a15_no_weight</th><th>t06_odd_a15_no_fraction</th><th>t06_odd_a15_no_weighted_fraction</th><th>t06_odd_a15_no_debiased</th><th>t06_odd_a15_no_flag</th><th>t07_rounded_a16_completely_round_count</th><th>t07_rounded_a16_completely_round_weight</th><th>t07_rounded_a16_completely_round_fraction</th><th>t07_rounded_a16_completely_round_weighted_fraction</th><th>t07_rounded_a16_completely_round_debiased</th><th>t07_rounded_a16_completely_round_flag</th><th>t07_rounded_a17_in_between_count</th><th>t07_rounded_a17_in_between_weight</th><th>t07_rounded_a17_in_between_fraction</th><th>t07_rounded_a17_in_between_weighted_fraction</th><th>t07_rounded_a17_in_between_debiased</th><th>t07_rounded_a17_in_between_flag</th><th>t07_rounded_a18_cigar_shaped_count</th><th>t07_rounded_a18_cigar_shaped_weight</th><th>t07_rounded_a18_cigar_shaped_fraction</th><th>t07_rounded_a18_cigar_shaped_weighted_fraction</th><th>t07_rounded_a18_cigar_shaped_debiased</th><th>t07_rounded_a18_cigar_shaped_flag</th><th>t08_odd_feature_a19_ring_count</th><th>t08_odd_feature_a19_ring_weight</th><th>t08_odd_feature_a19_ring_fraction</th><th>t08_odd_feature_a19_ring_weighted_fraction</th><th>t08_odd_feature_a19_ring_debiased</th><th>t08_odd_feature_a19_ring_flag</th><th>t08_odd_feature_a20_lens_or_arc_count</th><th>t08_odd_feature_a20_lens_or_arc_weight</th><th>t08_odd_feature_a20_lens_or_arc_fraction</th><th>t08_odd_feature_a20_lens_or_arc_weighted_fraction</th><th>t08_odd_feature_a20_lens_or_arc_debiased</th><th>t08_odd_feature_a20_lens_or_arc_flag</th><th>t08_odd_feature_a21_disturbed_count</th><th>t08_odd_feature_a21_disturbed_weight</th><th>t08_odd_feature_a21_disturbed_fraction</th><th>t08_odd_feature_a21_disturbed_weighted_fraction</th><th>t08_odd_feature_a21_disturbed_debiased</th><th>t08_odd_feature_a21_disturbed_flag</th><th>t08_odd_feature_a22_irregular_count</th><th>t08_odd_feature_a22_irregular_weight</th><th>t08_odd_feature_a22_irregular_fraction</th><th>t08_odd_feature_a22_irregular_weighted_fraction</th><th>t08_odd_feature_a22_irregular_debiased</th><th>t08_odd_feature_a22_irregular_flag</th><th>t08_odd_feature_a23_other_count</th><th>t08_odd_feature_a23_other_weight</th><th>t08_odd_feature_a23_other_fraction</th><th>t08_odd_feature_a23_other_weighted_fraction</th><th>t08_odd_feature_a23_other_debiased</th><th>t08_odd_feature_a23_other_flag</th><th>t08_odd_feature_a24_merger_count</th><th>t08_odd_feature_a24_merger_weight</th><th>t08_odd_feature_a24_merger_fraction</th><th>t08_odd_feature_a24_merger_weighted_fraction</th><th>t08_odd_feature_a24_merger_debiased</th><th>t08_odd_feature_a24_merger_flag</th><th>t08_odd_feature_a38_dust_lane_count</th><th>t08_odd_feature_a38_dust_lane_weight</th><th>t08_odd_feature_a38_dust_lane_fraction</th><th>t08_odd_feature_a38_dust_lane_weighted_fraction</th><th>t08_odd_feature_a38_dust_lane_debiased</th><th>t08_odd_feature_a38_dust_lane_flag</th><th>t09_bulge_shape_a25_rounded_count</th><th>t09_bulge_shape_a25_rounded_weight</th><th>t09_bulge_shape_a25_rounded_fraction</th><th>t09_bulge_shape_a25_rounded_weighted_fraction</th><th>t09_bulge_shape_a25_rounded_debiased</th><th>t09_bulge_shape_a25_rounded_flag</th><th>t09_bulge_shape_a26_boxy_count</th><th>t09_bulge_shape_a26_boxy_weight</th><th>t09_bulge_shape_a26_boxy_fraction</th><th>t09_bulge_shape_a26_boxy_weighted_fraction</th><th>t09_bulge_shape_a26_boxy_debiased</th><th>t09_bulge_shape_a26_boxy_flag</th><th>t09_bulge_shape_a27_no_bulge_count</th><th>t09_bulge_shape_a27_no_bulge_weight</th><th>t09_bulge_shape_a27_no_bulge_fraction</th><th>t09_bulge_shape_a27_no_bulge_weighted_fraction</th><th>t09_bulge_shape_a27_no_bulge_debiased</th><th>t09_bulge_shape_a27_no_bulge_flag</th><th>t10_arms_winding_a28_tight_count</th><th>t10_arms_winding_a28_tight_weight</th><th>t10_arms_winding_a28_tight_fraction</th><th>t10_arms_winding_a28_tight_weighted_fraction</th><th>t10_arms_winding_a28_tight_debiased</th><th>t10_arms_winding_a28_tight_flag</th><th>t10_arms_winding_a29_medium_count</th><th>t10_arms_winding_a29_medium_weight</th><th>t10_arms_winding_a29_medium_fraction</th><th>t10_arms_winding_a29_medium_weighted_fraction</th><th>t10_arms_winding_a29_medium_debiased</th><th>t10_arms_winding_a29_medium_flag</th><th>t10_arms_winding_a30_loose_count</th><th>t10_arms_winding_a30_loose_weight</th><th>t10_arms_winding_a30_loose_fraction</th><th>t10_arms_winding_a30_loose_weighted_fraction</th><th>t10_arms_winding_a30_loose_debiased</th><th>t10_arms_winding_a30_loose_flag</th><th>t11_arms_number_a31_1_count</th><th>t11_arms_number_a31_1_weight</th><th>t11_arms_number_a31_1_fraction</th><th>t11_arms_number_a31_1_weighted_fraction</th><th>t11_arms_number_a31_1_debiased</th><th>t11_arms_number_a31_1_flag</th><th>t11_arms_number_a32_2_count</th><th>t11_arms_number_a32_2_weight</th><th>t11_arms_number_a32_2_fraction</th><th>t11_arms_number_a32_2_weighted_fraction</th><th>t11_arms_number_a32_2_debiased</th><th>t11_arms_number_a32_2_flag</th><th>t11_arms_number_a33_3_count</th><th>t11_arms_number_a33_3_weight</th><th>t11_arms_number_a33_3_fraction</th><th>t11_arms_number_a33_3_weighted_fraction</th><th>t11_arms_number_a33_3_debiased</th><th>t11_arms_number_a33_3_flag</th><th>t11_arms_number_a34_4_count</th><th>t11_arms_number_a34_4_weight</th><th>t11_arms_number_a34_4_fraction</th><th>t11_arms_number_a34_4_weighted_fraction</th><th>t11_arms_number_a34_4_debiased</th><th>t11_arms_number_a34_4_flag</th><th>t11_arms_number_a36_more_than_4_count</th><th>t11_arms_number_a36_more_than_4_weight</th><th>t11_arms_number_a36_more_than_4_fraction</th><th>t11_arms_number_a36_more_than_4_weighted_fraction</th><th>t11_arms_number_a36_more_than_4_debiased</th><th>t11_arms_number_a36_more_than_4_flag</th><th>t11_arms_number_a37_cant_tell_count</th><th>t11_arms_number_a37_cant_tell_weight</th><th>t11_arms_number_a37_cant_tell_fraction</th><th>t11_arms_number_a37_cant_tell_weighted_fraction</th><th>t11_arms_number_a37_cant_tell_debiased</th><th>t11_arms_number_a37_cant_tell_flag</th></tr></thead>\n<thead><tr><th>int64</th><th>int64</th><th>int64</th><th>float32</th><th>float32</th><th>str11</th><th>str11</th><th>str20</th><th>str20</th><th>int16</th><th>int16</th><th>int16</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>int16</th><th>int16</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>int16</th><th>int16</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>int16</th><th>int16</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>int16</th><th>int16</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>int16</th><th>int16</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>int16</th><th>int16</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>int16</th><th>int16</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>int16</th><th>int16</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>int16</th><th>int16</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>int16</th><th>int16</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>int16</th><th>int16</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>int16</th><th>int16</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>int16</th><th>int16</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>int16</th><th>int16</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>int16</th><th>int16</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>int16</th><th>int16</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>int16</th><th>int16</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>int16</th><th>int16</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>int16</th><th>int16</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>int16</th><th>int16</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>int16</th><th>int16</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>int16</th><th>int16</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>int16</th><th>int16</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>int16</th><th>int16</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>int16</th><th>int16</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>int16</th><th>int16</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>int16</th><th>int16</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>int16</th><th>int16</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>int16</th><th>int16</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>int16</th><th>int16</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>int16</th><th>int16</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>int16</th><th>int16</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>int16</th><th>int16</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>int16</th><th>int16</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>int16</th><th>int16</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>int16</th><th>int16</th><th>float32</th><th>float32</th><th>float32</th><th>float32</th><th>int16</th></tr></thead>\n<tr><td>1802674929645152256</td><td>--</td><td>588017703996096547</td><td>160.99</td><td>11.7038</td><td>10:43:57.70</td><td>+11:42:13.6</td><td>original</td><td>SBb?t</td><td>44</td><td>349</td><td>1</td><td>0.099</td><td>0.023</td><td>0.002</td><td>0.002</td><td>0</td><td>42</td><td>42.0</td><td>0.955</td><td>0.975</td><td>0.975</td><td>1</td><td>1</td><td>1.0</td><td>0.023</td><td>0.023</td><td>0.023</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>42</td><td>42.0</td><td>1.0</td><td>1.0</td><td>1.0</td><td>1</td><td>24</td><td>24.0</td><td>0.571</td><td>0.571</td><td>0.571</td><td>0</td><td>18</td><td>18.0</td><td>0.429</td><td>0.429</td><td>0.429</td><td>0</td><td>40</td><td>40.0</td><td>0.952</td><td>0.952</td><td>0.952</td><td>1</td><td>2</td><td>2.0</td><td>0.048</td><td>0.048</td><td>0.048</td><td>0</td><td>2</td><td>2.0</td><td>0.048</td><td>0.048</td><td>0.048</td><td>0</td><td>8</td><td>8.0</td><td>0.19</td><td>0.19</td><td>0.19</td><td>0</td><td>25</td><td>25.0</td><td>0.595</td><td>0.595</td><td>0.595</td><td>0</td><td>7</td><td>7.0</td><td>0.167</td><td>0.167</td><td>0.167</td><td>0</td><td>13</td><td>12.099</td><td>0.302</td><td>0.287</td><td>0.287</td><td>0</td><td>30</td><td>30.0</td><td>0.698</td><td>0.713</td><td>0.713</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>1</td><td>0.099</td><td>1.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>9</td><td>8.099</td><td>0.692</td><td>0.669</td><td>0.669</td><td>0</td><td>2</td><td>2.0</td><td>0.154</td><td>0.165</td><td>0.165</td><td>0</td><td>1</td><td>1.0</td><td>0.077</td><td>0.083</td><td>0.083</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>1</td><td>1.0</td><td>0.077</td><td>0.083</td><td>0.083</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>19</td><td>19.0</td><td>0.475</td><td>0.475</td><td>0.475</td><td>0</td><td>14</td><td>14.0</td><td>0.35</td><td>0.35</td><td>0.35</td><td>0</td><td>7</td><td>7.0</td><td>0.175</td><td>0.175</td><td>0.175</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>9</td><td>9.0</td><td>0.225</td><td>0.225</td><td>0.225</td><td>0</td><td>8</td><td>8.0</td><td>0.2</td><td>0.2</td><td>0.2</td><td>0</td><td>4</td><td>4.0</td><td>0.1</td><td>0.1</td><td>0.1</td><td>0</td><td>9</td><td>9.0</td><td>0.225</td><td>0.225</td><td>0.225</td><td>0</td><td>10</td><td>10.0</td><td>0.25</td><td>0.25</td><td>0.25</td><td>0</td></tr>\n<tr><td>1992983900678285312</td><td>--</td><td>587738569780428805</td><td>192.411</td><td>15.1642</td><td>12:49:38.60</td><td>+15:09:51.1</td><td>original</td><td>Ser</td><td>45</td><td>185</td><td>5</td><td>5.0</td><td>0.111</td><td>0.115</td><td>0.115</td><td>0</td><td>38</td><td>38.0</td><td>0.844</td><td>0.873</td><td>0.873</td><td>1</td><td>2</td><td>0.52</td><td>0.044</td><td>0.012</td><td>0.012</td><td>0</td><td>34</td><td>34.0</td><td>0.919</td><td>0.919</td><td>0.919</td><td>1</td><td>3</td><td>3.0</td><td>0.081</td><td>0.081</td><td>0.081</td><td>0</td><td>3</td><td>3.0</td><td>1.0</td><td>1.0</td><td>1.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>1</td><td>1.0</td><td>0.333</td><td>0.333</td><td>0.333</td><td>0</td><td>2</td><td>2.0</td><td>0.667</td><td>0.667</td><td>0.667</td><td>0</td><td>1</td><td>1.0</td><td>0.333</td><td>0.333</td><td>0.333</td><td>0</td><td>1</td><td>1.0</td><td>0.333</td><td>0.333</td><td>0.333</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>1</td><td>1.0</td><td>0.333</td><td>0.333</td><td>0.333</td><td>0</td><td>9</td><td>9.0</td><td>0.209</td><td>0.209</td><td>0.209</td><td>0</td><td>34</td><td>34.0</td><td>0.791</td><td>0.791</td><td>0.791</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>5</td><td>5.0</td><td>1.0</td><td>1.0</td><td>1.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>1</td><td>1.0</td><td>0.111</td><td>0.111</td><td>0.111</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>4</td><td>4.0</td><td>0.444</td><td>0.444</td><td>0.444</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>4</td><td>4.0</td><td>0.444</td><td>0.444</td><td>0.444</td><td>0</td><td>12</td><td>12.0</td><td>0.343</td><td>0.343</td><td>0.343</td><td>0</td><td>11</td><td>11.0</td><td>0.314</td><td>0.314</td><td>0.314</td><td>0</td><td>12</td><td>12.0</td><td>0.343</td><td>0.343</td><td>0.343</td><td>0</td><td>1</td><td>1.0</td><td>1.0</td><td>1.0</td><td>1.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>1</td><td>1.0</td><td>1.0</td><td>1.0</td><td>1.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td></tr>\n<tr><td>1489568922213574656</td><td>--</td><td>587735695913320507</td><td>210.802</td><td>54.349</td><td>14:03:12.53</td><td>+54:20:56.2</td><td>original</td><td>Sc+t</td><td>46</td><td>372</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>44</td><td>44.0</td><td>0.957</td><td>0.966</td><td>0.966</td><td>1</td><td>2</td><td>1.531</td><td>0.043</td><td>0.034</td><td>0.034</td><td>0</td><td>1</td><td>1.0</td><td>0.023</td><td>0.023</td><td>0.0466843</td><td>0</td><td>43</td><td>43.0</td><td>0.977</td><td>0.977</td><td>0.94483</td><td>1</td><td>4</td><td>4.0</td><td>0.093</td><td>0.093</td><td>0.125048</td><td>0</td><td>39</td><td>39.0</td><td>0.907</td><td>0.907</td><td>0.880335</td><td>1</td><td>43</td><td>43.0</td><td>1.0</td><td>1.0</td><td>1.0</td><td>1</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>1</td><td>1.0</td><td>0.023</td><td>0.023</td><td>0.0309885</td><td>0</td><td>18</td><td>18.0</td><td>0.419</td><td>0.419</td><td>0.61405</td><td>0</td><td>18</td><td>18.0</td><td>0.419</td><td>0.419</td><td>0.184101</td><td>0</td><td>6</td><td>6.0</td><td>0.14</td><td>0.14</td><td>0.13986</td><td>0</td><td>22</td><td>22.0</td><td>0.5</td><td>0.5</td><td>0.532818</td><td>0</td><td>22</td><td>22.0</td><td>0.5</td><td>0.5</td><td>0.537854</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>2</td><td>2.0</td><td>0.091</td><td>0.091</td><td>0.091</td><td>0</td><td>2</td><td>2.0</td><td>0.091</td><td>0.091</td><td>0.091</td><td>0</td><td>7</td><td>7.0</td><td>0.318</td><td>0.318</td><td>0.318</td><td>0</td><td>3</td><td>3.0</td><td>0.136</td><td>0.136</td><td>0.136</td><td>0</td><td>6</td><td>6.0</td><td>0.273</td><td>0.273</td><td>0.273</td><td>0</td><td>2</td><td>2.0</td><td>0.091</td><td>0.091</td><td>0.091</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>1</td><td>1.0</td><td>1.0</td><td>1.0</td><td>1.0</td><td>0</td><td>31</td><td>31.0</td><td>0.721</td><td>0.721</td><td>0.721</td><td>0</td><td>8</td><td>8.0</td><td>0.186</td><td>0.186</td><td>0.186</td><td>0</td><td>4</td><td>4.0</td><td>0.093</td><td>0.093</td><td>0.093</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>3</td><td>3.0</td><td>0.07</td><td>0.07</td><td>0.07</td><td>0</td><td>4</td><td>4.0</td><td>0.093</td><td>0.093</td><td>0.093</td><td>0</td><td>5</td><td>5.0</td><td>0.116</td><td>0.116</td><td>0.116</td><td>0</td><td>28</td><td>28.0</td><td>0.651</td><td>0.651</td><td>0.651</td><td>0</td><td>3</td><td>3.0</td><td>0.07</td><td>0.07</td><td>0.07</td><td>0</td></tr>\n<tr><td>2924083625089591296</td><td>1237668496859529246</td><td>587742775634624545</td><td>185.303</td><td>18.3827</td><td>12:21:12.82</td><td>+18:22:57.7</td><td>original</td><td>SBc(r)</td><td>45</td><td>289</td><td>8</td><td>8.0</td><td>0.178</td><td>0.178</td><td>0.178</td><td>0</td><td>37</td><td>37.0</td><td>0.822</td><td>0.822</td><td>0.822</td><td>1</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>6</td><td>6.0</td><td>0.162</td><td>0.162</td><td>0.162</td><td>0</td><td>31</td><td>31.0</td><td>0.838</td><td>0.838</td><td>0.838</td><td>1</td><td>21</td><td>21.0</td><td>0.677</td><td>0.677</td><td>0.677</td><td>0</td><td>10</td><td>10.0</td><td>0.323</td><td>0.323</td><td>0.323</td><td>0</td><td>13</td><td>13.0</td><td>0.433</td><td>0.433</td><td>0.433</td><td>0</td><td>17</td><td>17.0</td><td>0.567</td><td>0.567</td><td>0.567</td><td>0</td><td>8</td><td>8.0</td><td>0.258</td><td>0.258</td><td>0.258</td><td>0</td><td>15</td><td>15.0</td><td>0.484</td><td>0.484</td><td>0.484</td><td>0</td><td>2</td><td>2.0</td><td>0.065</td><td>0.065</td><td>0.065</td><td>0</td><td>6</td><td>6.0</td><td>0.194</td><td>0.194</td><td>0.194</td><td>0</td><td>29</td><td>29.0</td><td>0.659</td><td>0.659</td><td>0.659</td><td>0</td><td>15</td><td>15.0</td><td>0.341</td><td>0.341</td><td>0.341</td><td>0</td><td>1</td><td>1.0</td><td>0.125</td><td>0.125</td><td>0.125</td><td>0</td><td>5</td><td>5.0</td><td>0.625</td><td>0.625</td><td>0.625</td><td>0</td><td>2</td><td>2.0</td><td>0.25</td><td>0.25</td><td>0.25</td><td>0</td><td>14</td><td>14.0</td><td>0.483</td><td>0.483</td><td>0.483</td><td>0</td><td>1</td><td>1.0</td><td>0.034</td><td>0.034</td><td>0.034</td><td>0</td><td>1</td><td>1.0</td><td>0.034</td><td>0.034</td><td>0.034</td><td>0</td><td>1</td><td>1.0</td><td>0.034</td><td>0.034</td><td>0.034</td><td>0</td><td>10</td><td>10.0</td><td>0.345</td><td>0.345</td><td>0.345</td><td>0</td><td>1</td><td>1.0</td><td>0.034</td><td>0.034</td><td>0.034</td><td>0</td><td>1</td><td>1.0</td><td>0.034</td><td>0.034</td><td>0.034</td><td>0</td><td>4</td><td>4.0</td><td>0.667</td><td>0.667</td><td>0.667</td><td>0</td><td>1</td><td>1.0</td><td>0.167</td><td>0.167</td><td>0.167</td><td>0</td><td>1</td><td>1.0</td><td>0.167</td><td>0.167</td><td>0.167</td><td>0</td><td>5</td><td>5.0</td><td>0.357</td><td>0.357</td><td>0.357</td><td>0</td><td>7</td><td>7.0</td><td>0.5</td><td>0.5</td><td>0.5</td><td>0</td><td>2</td><td>2.0</td><td>0.143</td><td>0.143</td><td>0.143</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>7</td><td>7.0</td><td>0.5</td><td>0.5</td><td>0.5</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>1</td><td>1.0</td><td>0.071</td><td>0.071</td><td>0.071</td><td>0</td><td>6</td><td>6.0</td><td>0.429</td><td>0.429</td><td>0.429</td><td>0</td></tr>\n<tr><td>1387165355897546752</td><td>1237658491208794136</td><td>587732769983889439</td><td>187.367</td><td>8.74993</td><td>12:29:28.03</td><td>+08:44:59.7</td><td>extra</td><td>Ser</td><td>49</td><td>210</td><td>12</td><td>12.0</td><td>0.245</td><td>0.249</td><td>0.454267</td><td>0</td><td>36</td><td>36.0</td><td>0.735</td><td>0.748</td><td>0.748749</td><td>0</td><td>1</td><td>0.11</td><td>0.02</td><td>0.002</td><td>0.002002</td><td>0</td><td>33</td><td>33.0</td><td>0.917</td><td>0.917</td><td>0.931926</td><td>1</td><td>3</td><td>3.0</td><td>0.083</td><td>0.083</td><td>0.0595068</td><td>0</td><td>1</td><td>1.0</td><td>0.333</td><td>0.333</td><td>0.333</td><td>0</td><td>2</td><td>2.0</td><td>0.667</td><td>0.667</td><td>0.667</td><td>0</td><td>1</td><td>1.0</td><td>0.333</td><td>0.333</td><td>0.333</td><td>0</td><td>2</td><td>2.0</td><td>0.667</td><td>0.667</td><td>0.667</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>2</td><td>2.0</td><td>0.667</td><td>0.667</td><td>0.667</td><td>0</td><td>1</td><td>1.0</td><td>0.333</td><td>0.333</td><td>0.333</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>21</td><td>21.0</td><td>0.438</td><td>0.438</td><td>0.329332</td><td>0</td><td>27</td><td>27.0</td><td>0.562</td><td>0.562</td><td>0.693187</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>1</td><td>1.0</td><td>0.083</td><td>0.083</td><td>0.083</td><td>0</td><td>11</td><td>11.0</td><td>0.917</td><td>0.917</td><td>0.917</td><td>0</td><td>3</td><td>3.0</td><td>0.143</td><td>0.143</td><td>0.143</td><td>0</td><td>1</td><td>1.0</td><td>0.048</td><td>0.048</td><td>0.048</td><td>0</td><td>1</td><td>1.0</td><td>0.048</td><td>0.048</td><td>0.048</td><td>0</td><td>2</td><td>2.0</td><td>0.095</td><td>0.095</td><td>0.095</td><td>0</td><td>3</td><td>3.0</td><td>0.143</td><td>0.143</td><td>0.143</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>11</td><td>11.0</td><td>0.524</td><td>0.524</td><td>0.524</td><td>0</td><td>18</td><td>18.0</td><td>0.545</td><td>0.545</td><td>0.545</td><td>0</td><td>11</td><td>11.0</td><td>0.333</td><td>0.333</td><td>0.333</td><td>0</td><td>4</td><td>4.0</td><td>0.121</td><td>0.121</td><td>0.121</td><td>0</td><td>1</td><td>1.0</td><td>1.0</td><td>1.0</td><td>1.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>1</td><td>1.0</td><td>1.0</td><td>1.0</td><td>1.0</td><td>0</td></tr>\n<tr><td>1833070384862226432</td><td>--</td><td>588017725475782665</td><td>188.523</td><td>7.69329</td><td>12:34:05.41</td><td>+07:41:35.8</td><td>extra</td><td>Ec</td><td>42</td><td>149</td><td>27</td><td>27.0</td><td>0.643</td><td>0.686</td><td>0.770782</td><td>0</td><td>12</td><td>12.0</td><td>0.286</td><td>0.305</td><td>0.305</td><td>0</td><td>3</td><td>0.355</td><td>0.071</td><td>0.009</td><td>0.009</td><td>0</td><td>8</td><td>8.0</td><td>0.667</td><td>0.667</td><td>0.667</td><td>0</td><td>4</td><td>4.0</td><td>0.333</td><td>0.333</td><td>0.333</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>4</td><td>4.0</td><td>1.0</td><td>1.0</td><td>1.0</td><td>0</td><td>1</td><td>1.0</td><td>0.25</td><td>0.25</td><td>0.25</td><td>0</td><td>3</td><td>3.0</td><td>0.75</td><td>0.75</td><td>0.75</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>1</td><td>1.0</td><td>0.25</td><td>0.25</td><td>0.25</td><td>0</td><td>3</td><td>3.0</td><td>0.75</td><td>0.75</td><td>0.75</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>7</td><td>7.0</td><td>0.179</td><td>0.179</td><td>0.198115</td><td>0</td><td>32</td><td>32.0</td><td>0.821</td><td>0.821</td><td>0.829018</td><td>1</td><td>1</td><td>1.0</td><td>0.037</td><td>0.037</td><td>0.037</td><td>0</td><td>9</td><td>9.0</td><td>0.333</td><td>0.333</td><td>0.333</td><td>0</td><td>17</td><td>17.0</td><td>0.63</td><td>0.63</td><td>0.63</td><td>0</td><td>1</td><td>1.0</td><td>0.143</td><td>0.143</td><td>0.143</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>2</td><td>2.0</td><td>0.286</td><td>0.286</td><td>0.286</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>3</td><td>3.0</td><td>0.429</td><td>0.429</td><td>0.429</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>1</td><td>1.0</td><td>0.143</td><td>0.143</td><td>0.143</td><td>0</td><td>5</td><td>5.0</td><td>0.625</td><td>0.625</td><td>0.625</td><td>0</td><td>1</td><td>1.0</td><td>0.125</td><td>0.125</td><td>0.125</td><td>0</td><td>2</td><td>2.0</td><td>0.25</td><td>0.25</td><td>0.25</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>1</td><td>1.0</td><td>1.0</td><td>1.0</td><td>1.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>1</td><td>1.0</td><td>1.0</td><td>1.0</td><td>1.0</td><td>0</td></tr>\n<tr><td>1809324500555163648</td><td>1237661948639772687</td><td>588017702391578633</td><td>175.245</td><td>11.4711</td><td>11:40:58.75</td><td>+11:28:16.1</td><td>original</td><td>Sb+t</td><td>45</td><td>356</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>45</td><td>45.0</td><td>1.0</td><td>1.0</td><td>1.0</td><td>1</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>1</td><td>1.0</td><td>0.022</td><td>0.022</td><td>0.022</td><td>0</td><td>44</td><td>44.0</td><td>0.978</td><td>0.978</td><td>0.978</td><td>1</td><td>2</td><td>2.0</td><td>0.045</td><td>0.045</td><td>0.045</td><td>0</td><td>42</td><td>42.0</td><td>0.955</td><td>0.955</td><td>0.955</td><td>1</td><td>43</td><td>43.0</td><td>0.977</td><td>0.977</td><td>0.977</td><td>1</td><td>1</td><td>1.0</td><td>0.023</td><td>0.023</td><td>0.023</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>18</td><td>18.0</td><td>0.409</td><td>0.409</td><td>0.409</td><td>0</td><td>24</td><td>24.0</td><td>0.545</td><td>0.545</td><td>0.545</td><td>0</td><td>2</td><td>2.0</td><td>0.045</td><td>0.045</td><td>0.045</td><td>0</td><td>2</td><td>2.0</td><td>0.044</td><td>0.044</td><td>0.044</td><td>0</td><td>43</td><td>43.0</td><td>0.956</td><td>0.956</td><td>0.956</td><td>1</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>1</td><td>1.0</td><td>0.5</td><td>0.5</td><td>0.5</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>1</td><td>1.0</td><td>0.5</td><td>0.5</td><td>0.5</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>1</td><td>1.0</td><td>1.0</td><td>1.0</td><td>1.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>27</td><td>27.0</td><td>0.628</td><td>0.628</td><td>0.628</td><td>0</td><td>15</td><td>15.0</td><td>0.349</td><td>0.349</td><td>0.349</td><td>0</td><td>1</td><td>1.0</td><td>0.023</td><td>0.023</td><td>0.023</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>1</td><td>1.0</td><td>0.023</td><td>0.023</td><td>0.023</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>4</td><td>4.0</td><td>0.093</td><td>0.093</td><td>0.093</td><td>0</td><td>32</td><td>32.0</td><td>0.744</td><td>0.744</td><td>0.744</td><td>0</td><td>6</td><td>6.0</td><td>0.14</td><td>0.14</td><td>0.14</td><td>0</td></tr>\n<tr><td>1625960870049769472</td><td>1237660636001665059</td><td>588297864730181658</td><td>176.533</td><td>47.4948</td><td>11:46:07.80</td><td>+47:29:41.1</td><td>original</td><td>Sen</td><td>45</td><td>206</td><td>4</td><td>4.0</td><td>0.089</td><td>0.091</td><td>0.091</td><td>0</td><td>39</td><td>38.5</td><td>0.867</td><td>0.871</td><td>0.871</td><td>1</td><td>2</td><td>1.686</td><td>0.044</td><td>0.038</td><td>0.038</td><td>0</td><td>29</td><td>28.5</td><td>0.744</td><td>0.74</td><td>0.74</td><td>0</td><td>10</td><td>10.0</td><td>0.256</td><td>0.26</td><td>0.26</td><td>0</td><td>1</td><td>1.0</td><td>0.1</td><td>0.1</td><td>0.1</td><td>0</td><td>9</td><td>9.0</td><td>0.9</td><td>0.9</td><td>0.9</td><td>0</td><td>5</td><td>5.0</td><td>0.5</td><td>0.5</td><td>0.5</td><td>0</td><td>5</td><td>5.0</td><td>0.5</td><td>0.5</td><td>0.5</td><td>0</td><td>2</td><td>2.0</td><td>0.2</td><td>0.2</td><td>0.2</td><td>0</td><td>7</td><td>7.0</td><td>0.7</td><td>0.7</td><td>0.7</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>1</td><td>1.0</td><td>0.1</td><td>0.1</td><td>0.1</td><td>0</td><td>6</td><td>6.0</td><td>0.14</td><td>0.141</td><td>0.141</td><td>0</td><td>37</td><td>36.5</td><td>0.86</td><td>0.859</td><td>0.859</td><td>1</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>4</td><td>4.0</td><td>1.0</td><td>1.0</td><td>1.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>1</td><td>1.0</td><td>0.167</td><td>0.167</td><td>0.167</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>1</td><td>1.0</td><td>0.167</td><td>0.167</td><td>0.167</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>4</td><td>4.0</td><td>0.667</td><td>0.667</td><td>0.667</td><td>0</td><td>2</td><td>2.0</td><td>0.069</td><td>0.07</td><td>0.07</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>27</td><td>26.5</td><td>0.931</td><td>0.93</td><td>0.93</td><td>1</td><td>2</td><td>2.0</td><td>0.4</td><td>0.4</td><td>0.4</td><td>0</td><td>2</td><td>2.0</td><td>0.4</td><td>0.4</td><td>0.4</td><td>0</td><td>1</td><td>1.0</td><td>0.2</td><td>0.2</td><td>0.2</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>5</td><td>5.0</td><td>1.0</td><td>1.0</td><td>1.0</td><td>0</td></tr>\n<tr><td>1907389949162842112</td><td>--</td><td>588017704545812500</td><td>190.986</td><td>13.1267</td><td>12:43:56.58</td><td>+13:07:36.0</td><td>original</td><td>Sc?t</td><td>43</td><td>360</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>43</td><td>43.0</td><td>1.0</td><td>1.0</td><td>1.0</td><td>1</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>1</td><td>1.0</td><td>0.023</td><td>0.023</td><td>0.023</td><td>0</td><td>43</td><td>43.0</td><td>0.977</td><td>0.977</td><td>0.977</td><td>1</td><td>16</td><td>16.0</td><td>0.372</td><td>0.372</td><td>0.372</td><td>0</td><td>27</td><td>27.0</td><td>0.628</td><td>0.628</td><td>0.628</td><td>0</td><td>42</td><td>42.0</td><td>0.977</td><td>0.977</td><td>0.977</td><td>1</td><td>1</td><td>1.0</td><td>0.023</td><td>0.023</td><td>0.023</td><td>0</td><td>14</td><td>14.0</td><td>0.326</td><td>0.326</td><td>0.326</td><td>0</td><td>24</td><td>24.0</td><td>0.558</td><td>0.558</td><td>0.558</td><td>0</td><td>4</td><td>4.0</td><td>0.093</td><td>0.093</td><td>0.093</td><td>0</td><td>1</td><td>1.0</td><td>0.023</td><td>0.023</td><td>0.023</td><td>0</td><td>15</td><td>15.0</td><td>0.341</td><td>0.341</td><td>0.341</td><td>0</td><td>29</td><td>29.0</td><td>0.659</td><td>0.659</td><td>0.659</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>1</td><td>1.0</td><td>0.067</td><td>0.067</td><td>0.067</td><td>0</td><td>1</td><td>1.0</td><td>0.067</td><td>0.067</td><td>0.067</td><td>0</td><td>5</td><td>5.0</td><td>0.333</td><td>0.333</td><td>0.333</td><td>0</td><td>4</td><td>4.0</td><td>0.267</td><td>0.267</td><td>0.267</td><td>0</td><td>3</td><td>3.0</td><td>0.2</td><td>0.2</td><td>0.2</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>1</td><td>1.0</td><td>0.067</td><td>0.067</td><td>0.067</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>1</td><td>1.0</td><td>1.0</td><td>1.0</td><td>1.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>29</td><td>29.0</td><td>0.69</td><td>0.69</td><td>0.69</td><td>0</td><td>13</td><td>13.0</td><td>0.31</td><td>0.31</td><td>0.31</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>3</td><td>3.0</td><td>0.071</td><td>0.071</td><td>0.071</td><td>0</td><td>6</td><td>6.0</td><td>0.143</td><td>0.143</td><td>0.143</td><td>0</td><td>5</td><td>5.0</td><td>0.119</td><td>0.119</td><td>0.119</td><td>0</td><td>11</td><td>11.0</td><td>0.262</td><td>0.262</td><td>0.262</td><td>0</td><td>17</td><td>17.0</td><td>0.405</td><td>0.405</td><td>0.405</td><td>0</td></tr>\n<tr><td>1818435055295424512</td><td>1237661812812349452</td><td>588017566564155399</td><td>186.445</td><td>12.6619</td><td>12:25:46.72</td><td>+12:39:42.7</td><td>extra</td><td>Sb?t(u)</td><td>43</td><td>244</td><td>6</td><td>6.0</td><td>0.14</td><td>0.143</td><td>0.143</td><td>0</td><td>35</td><td>35.0</td><td>0.814</td><td>0.833</td><td>0.833</td><td>1</td><td>2</td><td>1.028</td><td>0.047</td><td>0.024</td><td>0.024</td><td>0</td><td>16</td><td>16.0</td><td>0.457</td><td>0.457</td><td>0.457</td><td>0</td><td>19</td><td>19.0</td><td>0.543</td><td>0.543</td><td>0.543</td><td>0</td><td>1</td><td>1.0</td><td>0.053</td><td>0.053</td><td>0.053</td><td>0</td><td>18</td><td>18.0</td><td>0.947</td><td>0.947</td><td>0.947</td><td>0</td><td>11</td><td>11.0</td><td>0.611</td><td>0.611</td><td>0.611</td><td>0</td><td>7</td><td>7.0</td><td>0.389</td><td>0.389</td><td>0.389</td><td>0</td><td>5</td><td>5.0</td><td>0.263</td><td>0.263</td><td>0.263</td><td>0</td><td>5</td><td>5.0</td><td>0.263</td><td>0.263</td><td>0.263</td><td>0</td><td>6</td><td>6.0</td><td>0.316</td><td>0.316</td><td>0.316</td><td>0</td><td>3</td><td>3.0</td><td>0.158</td><td>0.158</td><td>0.158</td><td>0</td><td>23</td><td>23.0</td><td>0.561</td><td>0.561</td><td>0.561</td><td>0</td><td>18</td><td>18.0</td><td>0.439</td><td>0.439</td><td>0.439</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>6</td><td>6.0</td><td>1.0</td><td>1.0</td><td>1.0</td><td>0</td><td>4</td><td>4.0</td><td>0.174</td><td>0.174</td><td>0.174</td><td>0</td><td>1</td><td>1.0</td><td>0.043</td><td>0.043</td><td>0.043</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>3</td><td>3.0</td><td>0.13</td><td>0.13</td><td>0.13</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>15</td><td>15.0</td><td>0.652</td><td>0.652</td><td>0.652</td><td>0</td><td>7</td><td>7.0</td><td>0.438</td><td>0.438</td><td>0.438</td><td>0</td><td>1</td><td>1.0</td><td>0.062</td><td>0.062</td><td>0.062</td><td>0</td><td>8</td><td>8.0</td><td>0.5</td><td>0.5</td><td>0.5</td><td>0</td><td>8</td><td>8.0</td><td>0.667</td><td>0.667</td><td>0.667</td><td>0</td><td>3</td><td>3.0</td><td>0.25</td><td>0.25</td><td>0.25</td><td>0</td><td>1</td><td>1.0</td><td>0.083</td><td>0.083</td><td>0.083</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>5</td><td>5.0</td><td>0.417</td><td>0.417</td><td>0.417</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>1</td><td>1.0</td><td>0.083</td><td>0.083</td><td>0.083</td><td>0</td><td>6</td><td>6.0</td><td>0.5</td><td>0.5</td><td>0.5</td><td>0</td></tr>\n<tr><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n<tr><td>1557214181441169408</td><td>1237662194538905741</td><td>588017948290711688</td><td>220.97</td><td>36.3701</td><td>14:43:52.77</td><td>+36:22:12.3</td><td>original</td><td>SBb</td><td>50</td><td>164</td><td>39</td><td>38.854</td><td>0.78</td><td>0.795</td><td>0.37643</td><td>0</td><td>6</td><td>6.0</td><td>0.12</td><td>0.123</td><td>0.519818</td><td>0</td><td>5</td><td>4.009</td><td>0.1</td><td>0.082</td><td>0.0573875</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>6</td><td>6.0</td><td>1.0</td><td>1.0</td><td>1.0</td><td>0</td><td>2</td><td>2.0</td><td>0.333</td><td>0.333</td><td>0.540799</td><td>0</td><td>4</td><td>4.0</td><td>0.667</td><td>0.667</td><td>0.452707</td><td>0</td><td>1</td><td>1.0</td><td>0.167</td><td>0.167</td><td>0.371358</td><td>0</td><td>5</td><td>5.0</td><td>0.833</td><td>0.833</td><td>0.620804</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>1</td><td>1.0</td><td>0.2</td><td>0.2</td><td>0.199699</td><td>0</td><td>2</td><td>2.0</td><td>0.4</td><td>0.4</td><td>0.576087</td><td>0</td><td>2</td><td>2.0</td><td>0.4</td><td>0.4</td><td>0.21913</td><td>0</td><td>6</td><td>6.0</td><td>0.136</td><td>0.137</td><td>0.213137</td><td>0</td><td>38</td><td>37.854</td><td>0.864</td><td>0.863</td><td>0.749285</td><td>0</td><td>9</td><td>9.0</td><td>0.231</td><td>0.232</td><td>0.246982</td><td>0</td><td>30</td><td>29.854</td><td>0.769</td><td>0.768</td><td>0.676532</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>1</td><td>1.0</td><td>0.167</td><td>0.167</td><td>0.167</td><td>0</td><td>3</td><td>3.0</td><td>0.5</td><td>0.5</td><td>0.5</td><td>0</td><td>1</td><td>1.0</td><td>0.167</td><td>0.167</td><td>0.167</td><td>0</td><td>1</td><td>1.0</td><td>0.167</td><td>0.167</td><td>0.167</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>1</td><td>1.0</td><td>1.0</td><td>1.0</td><td>1.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>1</td><td>1.0</td><td>1.0</td><td>1.0</td><td>1.0</td><td>0</td></tr>\n<tr><td>712747177591465984</td><td>1237654953207136381</td><td>587729231982231691</td><td>254.786</td><td>39.1764</td><td>16:59:08.58</td><td>+39:10:34.9</td><td>original</td><td>Ec</td><td>45</td><td>138</td><td>37</td><td>37.0</td><td>0.822</td><td>0.837</td><td>0.579698</td><td>0</td><td>4</td><td>4.0</td><td>0.089</td><td>0.091</td><td>0.480526</td><td>0</td><td>4</td><td>3.185</td><td>0.089</td><td>0.072</td><td>0.0322728</td><td>0</td><td>2</td><td>2.0</td><td>0.5</td><td>0.5</td><td>0.5</td><td>0</td><td>2</td><td>2.0</td><td>0.5</td><td>0.5</td><td>0.5</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>2</td><td>2.0</td><td>1.0</td><td>1.0</td><td>1.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>2</td><td>2.0</td><td>1.0</td><td>1.0</td><td>1.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>1</td><td>1.0</td><td>0.5</td><td>0.5</td><td>0.582464</td><td>0</td><td>1</td><td>1.0</td><td>0.5</td><td>0.5</td><td>0.417536</td><td>0</td><td>3</td><td>3.0</td><td>0.073</td><td>0.073</td><td>0.183707</td><td>0</td><td>38</td><td>38.0</td><td>0.927</td><td>0.927</td><td>0.82651</td><td>1</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>6</td><td>6.0</td><td>0.162</td><td>0.162</td><td>0.0910061</td><td>0</td><td>31</td><td>31.0</td><td>0.838</td><td>0.838</td><td>0.920272</td><td>1</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>3</td><td>3.0</td><td>1.0</td><td>1.0</td><td>1.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>1</td><td>1.0</td><td>0.5</td><td>0.5</td><td>0.5</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>1</td><td>1.0</td><td>0.5</td><td>0.5</td><td>0.5</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td></tr>\n<tr><td>989744672874194944</td><td>1237657855533580394</td><td>587732134308675698</td><td>170.804</td><td>50.665</td><td>11:23:12.90</td><td>+50:39:54.1</td><td>original</td><td>SBc(i)</td><td>40</td><td>215</td><td>17</td><td>17.0</td><td>0.425</td><td>0.433</td><td>0.433</td><td>0</td><td>21</td><td>21.0</td><td>0.525</td><td>0.535</td><td>0.535</td><td>0</td><td>2</td><td>1.268</td><td>0.05</td><td>0.032</td><td>0.032</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>21</td><td>21.0</td><td>1.0</td><td>1.0</td><td>1.0</td><td>1</td><td>11</td><td>11.0</td><td>0.524</td><td>0.524</td><td>0.524</td><td>0</td><td>10</td><td>10.0</td><td>0.476</td><td>0.476</td><td>0.476</td><td>0</td><td>6</td><td>6.0</td><td>0.286</td><td>0.286</td><td>0.286</td><td>0</td><td>15</td><td>15.0</td><td>0.714</td><td>0.714</td><td>0.714</td><td>0</td><td>5</td><td>5.0</td><td>0.238</td><td>0.238</td><td>0.238</td><td>0</td><td>12</td><td>12.0</td><td>0.571</td><td>0.571</td><td>0.571</td><td>0</td><td>2</td><td>2.0</td><td>0.095</td><td>0.095</td><td>0.095</td><td>0</td><td>2</td><td>2.0</td><td>0.095</td><td>0.095</td><td>0.095</td><td>0</td><td>24</td><td>24.0</td><td>0.632</td><td>0.632</td><td>0.632</td><td>0</td><td>14</td><td>14.0</td><td>0.368</td><td>0.368</td><td>0.368</td><td>0</td><td>9</td><td>9.0</td><td>0.529</td><td>0.529</td><td>0.529</td><td>0</td><td>8</td><td>8.0</td><td>0.471</td><td>0.471</td><td>0.471</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>1</td><td>1.0</td><td>0.042</td><td>0.042</td><td>0.042</td><td>0</td><td>1</td><td>1.0</td><td>0.042</td><td>0.042</td><td>0.042</td><td>0</td><td>4</td><td>4.0</td><td>0.167</td><td>0.167</td><td>0.167</td><td>0</td><td>7</td><td>7.0</td><td>0.292</td><td>0.292</td><td>0.292</td><td>0</td><td>5</td><td>5.0</td><td>0.208</td><td>0.208</td><td>0.208</td><td>0</td><td>6</td><td>6.0</td><td>0.25</td><td>0.25</td><td>0.25</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>3</td><td>3.0</td><td>0.5</td><td>0.5</td><td>0.5</td><td>0</td><td>3</td><td>3.0</td><td>0.5</td><td>0.5</td><td>0.5</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>2</td><td>2.0</td><td>0.333</td><td>0.333</td><td>0.333</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>4</td><td>4.0</td><td>0.667</td><td>0.667</td><td>0.667</td><td>0</td></tr>\n<tr><td>2564967175815194624</td><td>1237667253456929117</td><td>587741532232024372</td><td>130.942</td><td>18.1909</td><td>08:43:45.97</td><td>+18:11:27.2</td><td>original</td><td>Ser</td><td>61</td><td>201</td><td>48</td><td>48.0</td><td>0.787</td><td>0.787</td><td>0.261655</td><td>0</td><td>13</td><td>13.0</td><td>0.213</td><td>0.213</td><td>0.821816</td><td>1</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>13</td><td>13.0</td><td>1.0</td><td>1.0</td><td>1.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>5</td><td>5.0</td><td>0.082</td><td>0.082</td><td>0.122441</td><td>0</td><td>56</td><td>56.0</td><td>0.918</td><td>0.918</td><td>0.86036</td><td>1</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>48</td><td>48.0</td><td>1.0</td><td>1.0</td><td>1.0</td><td>1</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>2</td><td>2.0</td><td>0.4</td><td>0.4</td><td>0.395632</td><td>0</td><td>3</td><td>3.0</td><td>0.6</td><td>0.6</td><td>0.604368</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>8</td><td>8.0</td><td>0.615</td><td>0.615</td><td>0.546306</td><td>0</td><td>2</td><td>2.0</td><td>0.154</td><td>0.154</td><td>0.181658</td><td>0</td><td>3</td><td>3.0</td><td>0.231</td><td>0.231</td><td>0.27205</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td></tr>\n<tr><td>2069502218356156416</td><td>1237664853641658492</td><td>587739132416753815</td><td>208.768</td><td>35.3203</td><td>13:55:04.42</td><td>+35:19:13.1</td><td>original</td><td>Ei</td><td>45</td><td>154</td><td>40</td><td>40.0</td><td>0.889</td><td>0.909</td><td>0.568242</td><td>0</td><td>4</td><td>3.013</td><td>0.089</td><td>0.068</td><td>0.415774</td><td>0</td><td>1</td><td>1.0</td><td>0.022</td><td>0.023</td><td>0.0151185</td><td>0</td><td>1</td><td>0.013</td><td>0.25</td><td>0.004</td><td>0.000896038</td><td>0</td><td>3</td><td>3.0</td><td>0.75</td><td>0.996</td><td>0.999067</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>3</td><td>3.0</td><td>1.0</td><td>1.0</td><td>1.0</td><td>0</td><td>1</td><td>1.0</td><td>0.333</td><td>0.333</td><td>0.567236</td><td>0</td><td>2</td><td>2.0</td><td>0.667</td><td>0.667</td><td>0.42387</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>2</td><td>2.0</td><td>0.667</td><td>0.667</td><td>0.745025</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>1</td><td>1.0</td><td>0.333</td><td>0.333</td><td>0.248229</td><td>0</td><td>9</td><td>9.0</td><td>0.205</td><td>0.209</td><td>0.318428</td><td>0</td><td>35</td><td>34.013</td><td>0.795</td><td>0.791</td><td>0.643871</td><td>0</td><td>6</td><td>6.0</td><td>0.15</td><td>0.15</td><td>0.167744</td><td>0</td><td>34</td><td>34.0</td><td>0.85</td><td>0.85</td><td>0.7384</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>1</td><td>1.0</td><td>0.111</td><td>0.111</td><td>0.111856</td><td>0</td><td>4</td><td>4.0</td><td>0.444</td><td>0.444</td><td>0.479746</td><td>0</td><td>4</td><td>4.0</td><td>0.444</td><td>0.444</td><td>0.407794</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>1</td><td>0.013</td><td>1.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>1</td><td>1.0</td><td>1.0</td><td>1.0</td><td>1.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>1</td><td>1.0</td><td>1.0</td><td>1.0</td><td>1.0</td><td>0</td></tr>\n<tr><td>2013144842523142144</td><td>1237663529191997560</td><td>587737807967092857</td><td>145.174</td><td>63.1543</td><td>09:40:41.84</td><td>+63:09:15.5</td><td>original</td><td>Sc2l</td><td>35</td><td>273</td><td>1</td><td>1.0</td><td>0.029</td><td>0.029</td><td>0.00266426</td><td>0</td><td>34</td><td>34.0</td><td>0.971</td><td>0.971</td><td>0.999256</td><td>1</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>1</td><td>1.0</td><td>0.029</td><td>0.029</td><td>0.029</td><td>0</td><td>33</td><td>33.0</td><td>0.971</td><td>0.971</td><td>0.971</td><td>1</td><td>9</td><td>9.0</td><td>0.273</td><td>0.273</td><td>0.356823</td><td>0</td><td>24</td><td>24.0</td><td>0.727</td><td>0.727</td><td>0.640807</td><td>0</td><td>32</td><td>32.0</td><td>1.0</td><td>1.0</td><td>1.0</td><td>1</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>1</td><td>1.0</td><td>0.031</td><td>0.031</td><td>0.0136251</td><td>0</td><td>21</td><td>21.0</td><td>0.656</td><td>0.656</td><td>0.487396</td><td>0</td><td>8</td><td>8.0</td><td>0.25</td><td>0.25</td><td>0.409304</td><td>0</td><td>2</td><td>2.0</td><td>0.062</td><td>0.062</td><td>0.0620621</td><td>0</td><td>6</td><td>6.0</td><td>0.171</td><td>0.171</td><td>0.227464</td><td>0</td><td>29</td><td>29.0</td><td>0.829</td><td>0.829</td><td>0.762372</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>1</td><td>1.0</td><td>1.0</td><td>1.0</td><td>1.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>2</td><td>2.0</td><td>0.333</td><td>0.333</td><td>0.333</td><td>0</td><td>1</td><td>1.0</td><td>0.167</td><td>0.167</td><td>0.167</td><td>0</td><td>3</td><td>3.0</td><td>0.5</td><td>0.5</td><td>0.5</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>1</td><td>1.0</td><td>1.0</td><td>1.0</td><td>1.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>4</td><td>4.0</td><td>0.125</td><td>0.125</td><td>0.125</td><td>0</td><td>28</td><td>28.0</td><td>0.875</td><td>0.875</td><td>0.875</td><td>1</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>31</td><td>31.0</td><td>0.969</td><td>0.969</td><td>0.969</td><td>1</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>1</td><td>1.0</td><td>0.031</td><td>0.031</td><td>0.031</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td></tr>\n<tr><td>333302682783606784</td><td>1237648720165667184</td><td>588848898847605001</td><td>199.857</td><td>-1.03736</td><td>13:19:25.77</td><td>-01:02:14.5</td><td>original</td><td>Sb</td><td>40</td><td>134</td><td>36</td><td>36.0</td><td>0.9</td><td>0.9</td><td>0.445964</td><td>0</td><td>4</td><td>4.0</td><td>0.1</td><td>0.1</td><td>0.709881</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>4</td><td>4.0</td><td>1.0</td><td>1.0</td><td>1.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>4</td><td>4.0</td><td>1.0</td><td>1.0</td><td>1.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>4</td><td>4.0</td><td>1.0</td><td>1.0</td><td>1.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>2</td><td>2.0</td><td>0.5</td><td>0.5</td><td>0.366887</td><td>0</td><td>2</td><td>2.0</td><td>0.5</td><td>0.5</td><td>0.633146</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>2</td><td>2.0</td><td>0.05</td><td>0.05</td><td>0.0851981</td><td>0</td><td>38</td><td>38.0</td><td>0.95</td><td>0.95</td><td>0.905937</td><td>1</td><td>32</td><td>32.0</td><td>0.889</td><td>0.889</td><td>0.904039</td><td>1</td><td>4</td><td>4.0</td><td>0.111</td><td>0.111</td><td>0.111523</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>1</td><td>1.0</td><td>0.5</td><td>0.5</td><td>0.5</td><td>0</td><td>1</td><td>1.0</td><td>0.5</td><td>0.5</td><td>0.5</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td></tr>\n<tr><td>1959146978059249664</td><td>1237661069243777072</td><td>587735348018872369</td><td>139.62</td><td>10.3179</td><td>09:18:28.81</td><td>+10:19:04.3</td><td>original</td><td>Ei(o)</td><td>49</td><td>188</td><td>26</td><td>26.0</td><td>0.531</td><td>0.539</td><td>0.376103</td><td>0</td><td>12</td><td>12.0</td><td>0.245</td><td>0.249</td><td>0.350553</td><td>0</td><td>11</td><td>10.282</td><td>0.224</td><td>0.213</td><td>0.172933</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>12</td><td>12.0</td><td>1.0</td><td>1.0</td><td>1.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>12</td><td>12.0</td><td>1.0</td><td>1.0</td><td>1.0</td><td>1</td><td>1</td><td>1.0</td><td>0.083</td><td>0.083</td><td>0.301284</td><td>0</td><td>11</td><td>11.0</td><td>0.917</td><td>0.917</td><td>0.687919</td><td>0</td><td>8</td><td>8.0</td><td>0.667</td><td>0.667</td><td>0.666334</td><td>0</td><td>2</td><td>2.0</td><td>0.167</td><td>0.167</td><td>0.166833</td><td>0</td><td>2</td><td>2.0</td><td>0.167</td><td>0.167</td><td>0.166833</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>25</td><td>25.0</td><td>0.658</td><td>0.658</td><td>0.830432</td><td>1</td><td>13</td><td>13.0</td><td>0.342</td><td>0.342</td><td>0.175822</td><td>0</td><td>14</td><td>14.0</td><td>0.538</td><td>0.538</td><td>0.33139</td><td>0</td><td>12</td><td>12.0</td><td>0.462</td><td>0.462</td><td>0.556194</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>2</td><td>2.0</td><td>0.08</td><td>0.08</td><td>0.08</td><td>0</td><td>10</td><td>10.0</td><td>0.4</td><td>0.4</td><td>0.4</td><td>0</td><td>11</td><td>11.0</td><td>0.44</td><td>0.44</td><td>0.44</td><td>0</td><td>2</td><td>2.0</td><td>0.08</td><td>0.08</td><td>0.08</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>1</td><td>1.0</td><td>1.0</td><td>1.0</td><td>1.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>1</td><td>1.0</td><td>1.0</td><td>1.0</td><td>1.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td></tr>\n<tr><td>467329305811118080</td><td>1237659754466771137</td><td>588015508218577115</td><td>52.4704</td><td>-0.750249</td><td>03:29:52.89</td><td>+00:45:00.9</td><td>stripe82</td><td>Er</td><td>43</td><td>137</td><td>40</td><td>40.0</td><td>0.93</td><td>0.93</td><td>0.652288</td><td>0</td><td>2</td><td>2.0</td><td>0.047</td><td>0.047</td><td>0.327908</td><td>0</td><td>1</td><td>1.0</td><td>0.023</td><td>0.023</td><td>0.019147</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>2</td><td>2.0</td><td>1.0</td><td>1.0</td><td>1.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>2</td><td>2.0</td><td>1.0</td><td>1.0</td><td>1.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>2</td><td>2.0</td><td>1.0</td><td>1.0</td><td>1.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>2</td><td>2.0</td><td>1.0</td><td>1.0</td><td>1.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>4</td><td>4.0</td><td>0.095</td><td>0.095</td><td>0.131836</td><td>0</td><td>38</td><td>38.0</td><td>0.905</td><td>0.905</td><td>0.847736</td><td>1</td><td>34</td><td>34.0</td><td>0.85</td><td>0.85</td><td>0.876752</td><td>1</td><td>6</td><td>6.0</td><td>0.15</td><td>0.15</td><td>0.114396</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>1</td><td>1.0</td><td>0.25</td><td>0.25</td><td>0.25</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>2</td><td>2.0</td><td>0.5</td><td>0.5</td><td>0.5</td><td>0</td><td>1</td><td>1.0</td><td>0.25</td><td>0.25</td><td>0.25</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td></tr>\n<tr><td>-9999</td><td>1237657233844797694</td><td>587731512619893016</td><td>51.0147</td><td>-0.00211564</td><td>03:24:03.52</td><td>+00:00:07.6</td><td>stripe82</td><td>Sen</td><td>42</td><td>171</td><td>26</td><td>26.0</td><td>0.619</td><td>0.619</td><td>0.298108</td><td>0</td><td>16</td><td>16.0</td><td>0.381</td><td>0.381</td><td>0.62735</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>10</td><td>10.0</td><td>0.625</td><td>0.625</td><td>0.605152</td><td>0</td><td>6</td><td>6.0</td><td>0.375</td><td>0.375</td><td>0.386032</td><td>0</td><td>3</td><td>3.0</td><td>0.5</td><td>0.5</td><td>0.464038</td><td>0</td><td>3</td><td>3.0</td><td>0.5</td><td>0.5</td><td>0.541555</td><td>0</td><td>1</td><td>1.0</td><td>0.167</td><td>0.167</td><td>0.195789</td><td>0</td><td>5</td><td>5.0</td><td>0.833</td><td>0.833</td><td>0.805994</td><td>0</td><td>6</td><td>6.0</td><td>1.0</td><td>1.0</td><td>1.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>15</td><td>15.0</td><td>0.357</td><td>0.357</td><td>0.319861</td><td>0</td><td>27</td><td>27.0</td><td>0.643</td><td>0.643</td><td>0.714895</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>7</td><td>7.0</td><td>0.269</td><td>0.269</td><td>0.132123</td><td>0</td><td>19</td><td>19.0</td><td>0.731</td><td>0.731</td><td>0.731</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>14</td><td>14.0</td><td>0.933</td><td>0.933</td><td>0.933</td><td>0</td><td>1</td><td>1.0</td><td>0.067</td><td>0.067</td><td>0.067</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>2</td><td>2.0</td><td>0.2</td><td>0.2</td><td>0.243593</td><td>0</td><td>1</td><td>1.0</td><td>0.1</td><td>0.1</td><td>0.1</td><td>0</td><td>7</td><td>7.0</td><td>0.7</td><td>0.7</td><td>0.655059</td><td>0</td><td>1</td><td>1.0</td><td>1.0</td><td>1.0</td><td>1.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0.0</td><td>0</td><td>1</td><td>1.0</td><td>1.0</td><td>1.0</td><td>1.0</td><td>0</td></tr>\n</table>"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "plt.hist(illustris['features_total'], label='Illustris', normed=True)\nplt.hist(decals['features_total'], histtype='step', lw=3, label='DECaLS DR2', normed=True)\nplt.hist(sdss_lost_set['features_total'], histtype='step', lw=3, ls='--', label='SDSS lost set', normed=True)\nplt.hist(gz2['total_classifications'], histtype='step', lw=3, ls=':', label='GZ2', normed=True)\nplt.legend()\nplt.ylabel('frequency')\nplt.xlabel('classification count')",
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 6,
          "data": {
            "text/plain": "<matplotlib.text.Text at 0x109b49d68>"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<matplotlib.figure.Figure at 0x109b38358>",
            "image/png": 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jW0u6XNJzofgcAAAA5Umo7yM318xW5Wz3OufcPjNrruybBNdQ9l67JyV1U/Yh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\nt8epQ5ljAAAAAElFTkSuQmCC\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "select = sdss_lost_set['features_total'] > 35\nsdss_lost_set = sdss_lost_set[select]\n\nselect = illustris['features_total'] > 35\nillustris = illustris[select]",
      "execution_count": 7,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true,
        "collapsed": true
      },
      "cell_type": "code",
      "source": "illustris_shape_features_frac_no_artefacts = illustris['features_features_or_disk_frac'] / (1 - illustris['features_star_or_artifact_frac'])\ndecals_shape_features_frac_no_artefacts = decals['features_features_or_disk_frac'] / (1 - decals['features_star_or_artifact_frac'])\nsdss_shape_features_frac_no_artefacts = sdss_lost_set['features_features_or_disk_frac'] / (1 - sdss_lost_set['features_star_or_artifact_frac'])\ngz2_shape_features_frac_no_artefacts = gz2['t01_smooth_or_features_a02_features_or_disk_fraction'] / (1 - gz2['t01_smooth_or_features_a03_star_or_artifact_fraction'])",
      "execution_count": 8,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "illustris_shape_smooth_frac_no_artefacts = illustris['features_smooth_frac'] / (1 - illustris['features_star_or_artifact_frac'])\ndecals_shape_smooth_frac_no_artefacts = decals['features_smooth_frac'] / (1 - decals['features_star_or_artifact_frac'])\nsdss_shape_smooth_frac_no_artefacts = sdss_lost_set['features_smooth_frac'] / (1 - sdss_lost_set['features_star_or_artifact_frac'])\ngz2_shape_smooth_frac_no_artefacts = gz2['t01_smooth_or_features_a01_smooth_fraction'] / (1 - gz2['t01_smooth_or_features_a03_star_or_artifact_fraction'])",
      "execution_count": 9,
      "outputs": []
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "fig, (ax1, ax2, ax3, ax4) = plt.subplots(4, figsize=(10, 12), sharex=True)\n\nax1.hist(illustris_shape_features_frac_no_artefacts, bins=20, histtype='stepfilled',\n         label='$n_\\\\mathrm{features}\\ /\\ (n_\\\\mathrm{smooth} + n_\\\\mathrm{features})$')\nax1.hist(illustris['features_features_or_disk_frac'], bins=20, histtype='step', lw=3,\n         label='$n_\\\\mathrm{features}\\ /\\ n_\\\\mathrm{total}$')\nax1.legend(loc=2)\nax1.set_ylabel('frequency')\nax1.set_title('Illustris')\n\nax2.hist(decals_shape_features_frac_no_artefacts, bins=20, histtype='stepfilled',\n         label='$n_\\\\mathrm{features}\\ /\\ (n_\\\\mathrm{smooth} + n_\\\\mathrm{features})$')\nax2.hist(decals['features_features_or_disk_frac'], bins=20, histtype='step', lw=3,\n         label='$n_\\\\mathrm{features}\\ /\\ n_\\\\mathrm{total}$')\nax2.legend(loc=2)\nax2.set_ylabel('frequency')\nax2.set_title('DECaLS DR2')\n\nax3.hist(sdss_shape_features_frac_no_artefacts, bins=20, histtype='stepfilled',\n         label='$n_\\\\mathrm{features}\\ /\\ (n_\\\\mathrm{smooth} + n_\\\\mathrm{features})$')\nax3.hist(sdss_lost_set['features_features_or_disk_frac'], bins=20, histtype='step', lw=3,\n         label='$n_\\\\mathrm{features}\\ /\\ n_\\\\mathrm{total}$')\nax3.legend(loc=2)\nax3.set_ylabel('frequency')\nax3.set_title('SDSS lost set')\n\nax4.hist(gz2_shape_features_frac_no_artefacts, bins=20, histtype='stepfilled',\n         label='$n_\\\\mathrm{features}\\ /\\ (n_\\\\mathrm{smooth} + n_\\\\mathrm{features})$')\nax4.hist(gz2['t01_smooth_or_features_a02_features_or_disk_fraction'], bins=20, histtype='step', lw=3,\n         label='$n_\\\\mathrm{features}\\ /\\ n_\\\\mathrm{total}$')\nax4.hist(gz2['t01_smooth_or_features_a02_features_or_disk_weighted_fraction'], bins=20, histtype='step', lw=3, ls=':',\n         label='$n_\\\\mathrm{features}\\ /\\ n_\\\\mathrm{total}$ weighted')\nax4.legend(loc=2)\nax4.set_ylabel('frequency')\nax4.set_xlabel('$f_\\\\mathrm{features}$');\nax4.set_title('GZ2')\nplt.suptitle('Features', fontsize='x-large')\nplt.tight_layout()\nplt.subplots_adjust(top=0.90)",
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<matplotlib.figure.Figure at 0x115c7f198>",
            "image/png": 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QDlgFXOTuz0SjfxERERGRuhKtfYivAl4gtNtEPtAfyDKzn7v7imhcQ+R81Ndr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B49mtWrV3PhhReyZcsWJkyYwNq1a337zMrK4qqrruLJJ5/k+uuvZ9WqVSQkJDBjxgyuuKKgaMpn\nn33G999/T8OGDenZsyf/+te/mDx5Ml999VXAkImcnBwuu+yyoMeuXbt2kWM9//zz3HrrrRX+tRMR\nEakKQrpF6JzbAjzuv87MRjrn5pZrVFXEgisXlP9OW3aDAxs976NioHm3wPac43DQO9FedO0i7euS\nV9D93O70GdAHouOIatiGJm3joM05ng7ZR+FQavnHXQ6+WLaEAUOGBW3b9MN6up3Tm4TzBwAQVSuK\nho0al7i/w1bwAUjZRu4W79JLL2XhwoWcf/75LF++nKuvvpr333+f3r17s3LlSiZMmMCXX37J5s2b\nuemmmwDo0aMHbdu2ZeHChVx//fUB+/vqq69IS0vjuuuuA6BXr16cffbZRY7bt29fGjf2nGe3bt3Y\nsiV4obxvvvmm2GO3adOmyLHOPPPMk/yKiIiIVB9lToi9UzZfBXTEMxtcvkSgRibEHRp2KPd9xkTF\n0LVZ8VVza0fXLrH9h3U/MPzC4b4+mzZtYuDAgQCMHz+ezp07s2/fPkaMurN8Ay8HXyxbzL1/CD5v\nSsqGtZx7XkGp6m2pP3LOef1K3N+2mIJv79LqECcnJzN58uRiq0BceumlPPjggzzwwAPEx8czePBg\nnnvuOe655x4aNWqEmbFjxw7MjGHDCpL648ePc+jQoSL72717N40aNSIqKsq3rkmTJkX6+Y87rl27\nNllZWUHjK+nYZlamY4mIiNRUoYwh/hfwINATT1Kc/4qrgLhqlPWxMb6Xv0U/LvK9ymrNmjV069Yt\nYLlHjx4ArFq1ittuu42JEyeWaV87t2/joXFjy3zsk3HsWAZbNm3k7B69granbFjPGWd1KVj+YT1n\ndu5a5jhTU1NLrMgwfPjwEre/6KKLSElJYdasWQwbNoxLLrmElStX8sorr3DxxRcD0K5dO2JiYli2\nbJnvtWLFCm655ZYi+2vdujUHDx4kx68Sxr59+0qMoSQlHbu8jyUiIlLdhJIQtwJ6OOeud87dmv8C\n/lJBsdUYeZjv5W/iZxN9r7Jas2YN3bt3BzzjVFNSUujevTvJycns2LGDpKQk9uzZw9OP/4VF/5rH\n5If+QPpPe9i4/nv++ffHeeeN10h64X8BWP7lZ2xL3cz8118mJyeH+XNf4aFxY8nJyeHh8ffw7rw5\nLJz/BldddD5zk15k5Igh7E37qci+v1v+Nc/+7a+8MXuGb9+FLf/yM3r3G0CtWsG/JVM2rKNTZ8+Q\nguysLLZt2Uwnb0LsH+e+9DSeePiPLHhrLk/96XEy96RTPy+PpUuXkpKSwowZM1i9ejUPP/wws2bN\nYsqUKWX6usbHxzNkyBD++te/Mnz4cJo2bUqfPn2YPHkyv/iFpypG3759ad++PfPnzwc843qvvPJK\nNm7cWGR/559/Pi1atOCNN94APH+spKSklCkWgPr165ORkUFKSgoTJkwo8djBjrV+/foyH0tERKS6\nCyUhXk7woZih7KPambZqGt1nd6f77O5MWzWtSPuU5VN87bPXzi7SPunLSYxcNJKRi0ayeFvgDNNt\n6rahZ/OeZY5l//79pKWl0blzZwA2bNhAbm4u48aNY/jw4bRu3ZrExESmTp1KTlY2Odk5NGrchHVr\nVtGocVPi4jw3+xfN99RN7tP/Atp3OJ2rr7+Z6Oho+g4YDEB0dDS9+3oe0rvs6t8QGxvLyMTbSHr7\nA16b+UKRfe/fu5dtqVto3/F0fnXdjUFj/3zp4mIfkDt04AAH9qXT8XTPuNctmzeSl5vLlEceKBLn\nqy89T5/zL+DyX4/k8n7n8tb/vUz7nByGDh1Kp06dGDNmDM2aNaNOHU/57FdffbXMX9/LLruMrl27\n0rBhQ8AzjKJHjx7Uq1cPgKioKBYsWMD06dMZPHgwQ4cO5frrr6dnz55MmTKFDz/8kKSkJF566SVi\nY2OZP38+//jHPxg4cCCzZ8/mvPPO89VfnjNnDklJSXz44Yc8//zzTJ8+3bf9nDlzGD16NFOnTuXG\nG29kxIgRJR7b/1gDBgxg2rRp9OvXjyeeeCKgooWIiEhNFcpDdQ2BtWb2DfCz3/qLgf8r16iqiDc3\nvslbG98qt/21yskNWJ558UymrpzKf9P/W6btmzRpQrZfVYoePXqQm5sbtO/ZPXtx6VXXsWfXDjKO\nHmXW81PpO2AQQ345gnfe8CSJ+UUo8rwzvUVHR5OT6/nYPfNYBnF14gGoV8/zd1KcN8ksvO+GjRpz\nznn9WPz+e7w28wWeS3qjSDxffbqUO8f9MWisDRs3ZsWWdN/ymV268d3Wgo/8C8cZTH6imZeXx+TJ\nkxk2bBhXXHEFM2fOLHabwsaOHcvYsQVDMx544AEeeOCBgD6nn346H374YZFtJ0yYwIQJE4r0XbFi\nhW+5a9eutGjRAoAbbriBG264IaD/7bffHrB81VVXlenYAH369Ak4loiIiBQIJSHuB8wIsv54OcVS\n5Vx75rWkZ6Tz/H+fL5f9Fb7VflKTfRSSnJzM7t27SU5O5r777mPsuD+Qm5PL9q1buOWOexg4dBgL\n3nqdgwcOsGvHNr75/BN69j6Pnw8d5KlHH+TmO+6mecvW5Obk8O68Ofyw/ntysnNo3LQp6Wk/seLr\nL+jdbwCjfnsXz015LGDfi99fQEbGUeLq1KFX7/OCxrfg02+Dri+LJk2b++K8ccydvDrjeTIyjpC+\nZgV/utdTI7pFixYcOHCA8ePHk5CQwNy5c9m3bx+pqaksWbKEnJwcdu/ezerVq31jrivaqFGjePnl\nl2nWrBkrVqxg9+7d9O3bNyzHFhERkQJW1gL9Znabc+7FIOuvd869Xu6RRVBCQoL79tuiCdr69evp\n0qVLkC1Okn8d4vzyaBVs9Y6DYTlOJPWo5VeiLExf11A8/fTTvPbaa9StW5fjx4/z+OOPc+GFF0Y6\nrHJXYT83IiIipTCzFc65hNL6hTIxx4veHfcFmgIfAQ2rWzIs1cdBvwf0GpXQL1LGjRvHuHHjIh2G\niIhIjRdKHeKzgHfxVJtIA3oDyWb2kHPugwqKr8apCXduw2Wn39TUlTEhFhERkcohlAoRzwG/d841\nAnY65w4Dg4HgT0JJma2NjfW9RERERCS8QnmoLsY59773vQNwzh01s7INQhYJs4YlVJ0QERERyRdK\nQmxmNtg594nfilIHKVc3zjlfCS+p3E7xm5lNIqOsD+2KiIhEUigJ8e+BD8zsMNDUzNYAzYARFRJZ\nJRQTE8OxY8eIj48v1/12zcryvV9drnsWiazs7Gyio0P5NSMiIhJ+oVSZWGFmZwCXAacA24GF3rHE\nNUKLFi3YuXMnbdu2pU6dOrpTLFKCvLw8fvrpJ9/MfiIiIpVVSLdunHM/A3P815nZJTWlykSDBg0A\n2LVrV8CMcCftYJrv7U/6iLncrLeC2e12pK4MyzFPaVwnLMepKurWrUuzZs0iHYaIiEiJQim7dnMx\nTROBGpEQgycpzk+My82kfr63l2TOKaGjhGJK89t87yekF5lTpkKkPnFpWI4jIiIi5SeUO8RTgVV+\ny42ATsDyco2oBjqqoRcV4tFmTQsW0ovvJyIiIjVbSAmxc26S/wrvmOIxpW1oZjHA3cCVgAGxwIPO\nuSXe9l7A80AesB9IdM7t89t+PHCDd3Guc26KX1sTIAlo4j2fsc65lX7tvwAmA7nAD8AdzrnMEM67\nwvXr0K5gYX3k4hARERGpiUJ5qG5SkHWbzGxQGTZvC/wO6OWcO2Rmw4B3vbPfpeOZAS/RObfUzB4B\nXgCuBTCzi4HbgF7efa0ys3XOuUXe5WnAd865v5jZUO9+z3DOHTez5sBcoL9zbqOZzQb+Ckwo63lL\n1XXNz0d87yfFef6emt2gPn9v2hiAmw/9zIT9gTMDTmvUkOcbex4Cu+vAIcYePBTQPqVJI15u6Bky\nc/++A9zyc+AzpZOebcLbDeqx5pY15XsyIiIiUmFCGUP8cKFVtYFueCfpKMVh4GHn3CEA59zHZpYJ\n9AeygFzn3FJv3xlAqpk1d86lA3cAc/Lv6prZa8CdwCLv3eFrgY7e/S41syw8lTDexnNXebVzbqPf\nvt8zs4nOudyynntFi/ebQKLGlOwIg0n79of1eDujo8J6PBERESkfoUzdfBeexDP/1Qz4CriqtA2d\nc/ucc6/kL5unXlksnrvDfYANfn23AxnAud5VAe3AOiB/QpBzgePOuW3FtAfbthFwRmkxh9M3W3f4\nXlJ1jW7Vkl0xSopFRESqmlDGED/pnHu6nI47GNgKfArcCBwq1H4QaOF937JQe0ltwdq3F2rD2/7D\nCcYuVUSHYBU7MgFvlbt/el8B9nhfwJPeV4Bd3hfwF+8rX/2YieyK0SQUIiIiVU0o/3ufXloHM3vO\nOXdPKX3igMfxjBnO805uEWzYhX/phZKGZZzItkXKOpjZ7cDtAO3bty/hcCLBPbx3X+mdREREpNIJ\nJSG+0czOLqVPL6DYhNg7VGI68LRzboV3dRpwTqGujfDdxyPNu+zflu7XVngarEbA2hK2zV8fwDk3\n3RsbCQkJmh1DQnbt4aORDkFEREROQCgJ8Ut4HoJ7E09ptKZ4yqgtAzbjuevaupR9PAX8xzn3ppnV\nxjOkYTkwMr+DmbUD4oH8hHk5cJbfPs6moPbxSiDOzNp5xx7ntyf5bXt5oW0PAptKPdswSovSuFMR\nERGRSAklIT4LGOyc881ZbGbPAfOccw97l4vcefXr+0fv8ZLMrB7QHrgOT43gqWY22Dn3CTAamO+t\nMAGeEmz/MLP82sM3APeD52E9M3vTu80jZjYYz8N6+SXZ5gAPmlkn51yKt98M51xOCOdd4S5q37Zg\nQXWIRURERMIqlIS4jX8y7JWNJ7EFwDn3frANzexM4Anv4r1+TY946wVfCUwzs1zgAJDot88Pzawr\n8IV31Uy/GsQAY/Ek2Z8DUcCv8ku0OefSzGwkMMe7743AQyGcs4iIiIhUc6EkxOvNbBGeu657geZ4\nKkSsLXErwFsHuNj5iZ1z3wHnl9D+FJ7hFsHa9gNXlLDtYmBxaTFGUvOcghvWqkNcdf2hecFU0UWq\nU4iIiEilFUpCfDswCc9Mb62B3cA84NHyD6tm+ff2Xb73HSIXhpykD+rV9b1XQiwiIlJ1hDJ1cwbw\nB+9LRERERKRaCGkWATPrD9yE58G1+4CbgWnOOZUpkxrvibS9kQ5BRERETkCZp242szuAV4DjeOoG\nZ+AZRxx0bK9ITXPp0QzfS0RERKqOUO4Q3wT0dM4dMbOlzrlcYJKZLa2g2GqM1GhN9ysiIiISKaFk\nYs45dyT/vd/62HKMp0a6vF2bggXVIRYREREJqzIPmQA2mtksM7sAqGNmvc3sGWBdBcUmIiIiIlLh\nQrlD/D/A08BHQG3gM+BlPA/XyUk4NbtgvpPvIxiHnJx7Wjb3vX8ugnGIiIhIaEJJiHsD04A78DxM\nl67qEuVj4Y7dvvcdIheGnKRP4utEOgQRERE5AaEMmVgAnOU80pQMi4iIiEh1EMod4s+cc28UXmlm\nQ5xzy8ovJJGq6dk96ZEOQURERE5AKAnx+2b2Z+A94JDf+seB/uUalUgVNOTYsUiHICIiIiegxITY\nzNoBec65nRQ8J/TXQt00dOIkrY2NKVjIjFwcUo4mNYzAMQ+V3kdERESKKO0O8bvAg8BOAOdckTHH\nZpZcAXHVKCPbti5Y+DlycUj5uLVVC76tEwfAzN0/0SfzeED7dW1asb62p3z33J276ZqVHdB+2Smt\n2Rrj+SNpwfZddMjJCWi/sF0b0r2TuSzZtpMWubkVch4iIiI1RWkP1R1zzr3vff/VCe5DRERERKTS\nKu0O8QEz+xDYBXQ0s5lB+nQt/7Bqli7Hs3zv/xPBOOTkdMicA0CdvP8jmi0AjMx6kNzM0wP6xec9\nS5TnQxcuz3qMvMxTAtrr5v2dWuwFYGjWU7is5oHt7jFqcbhCzkFERKQmKi0hvg4YCZwCHAe2Bumj\nUa8nad6uPb73HSIXhpSTY9vuKLE9I/XeEtuP/nh/ye2b/ux73yLuhrIHJiIiIjWJc3UAABTFSURB\nVEGVmBA75zKAmQBmtts592LhPma2q4JiExERERGpcGUuuxYsGS5pvYhUvL6nFgy3+CaCcYiIiFRl\nodQhFpFKJqOWnmkVERE5WUqIK4HlcbULFjQiW0RERMKgw8RFYT1e6hOXhvV4oVBCXAmMbt2yYOFg\n5OKQqufr1O2RDkFERKTKU0IsUoXVdX4TRYZ7djzNjCciItWEEuJKIOFYwTiJpRGMQ6q27h3b+96v\n2bItoO2oGf06tAMgPi+Pb7buCGhPi4riovZtAWiek8O/twcWj0mNjubydm0C1q0pt8hFREQiK6wJ\nsZn1AV4H/p9zLslvfS/geSAP2A8kOuf2+bWPB/ILrs51zk3xa2sCJAFN8JzPWOfcSr/2XwCTgVzg\nB+AO51ylGqk7a0+a732HyIUhUqpo52hbaCppERGp2uI7PEtUHc+EUUe33FN0wqjT/k6t2p4Jo45s\nHl90wqgzHqNWjGfCqCMpD+ByGgS01zvzYSwqi+6zJwKw5pbKd0slbAmxmV0FXAscKrQ+FngXTxK8\n1MweAV7w9sXMLgZuA3p5N1llZuucc/kjwacB3znn/mJmQ4F3zewM59xxM2sOzAX6O+c2mtls4K/A\nhIo9W5Hw6JA5p+AhhdndCxoKD2fIPgpz+nnex9Yr2p6RBm9e5HlfvzVMWh/YfigV3rmcFjm5/N+e\nNNrm5JbbOYiIiERaOO8QL3fO/cvMlhVafwmQ65zLHy0wA0g1s+bOuXTgDmBO/l1dM3sNuBNY5L07\nfC3QEcCbUGcBlwFv47mrvNo5t9Fv3++Z2UTnnP5Hl2qh4CnhJ4Ks8+dpP1yW9pXB25M1M56IiJwA\nlxPP/KtfoW29tpEOJaiwJcTOuR3FNPUBNvj1225mGcC5QLK3/XW//uuAsd735wLHnXPbCrUn4EmI\nA/btbWsEnIFn+ISIiIhIjZaRem+J7Ud/vL/k9k1/LrH9yMZHATiz8ZmhBRZGleGhupYUGkaBp/hY\ni2LaS2oL1r69UBve9oCE2MxuB24HaN++PeG0rE6dgoVKNbpZpKi1sTGMbNsaZneny/Es5u3aE9C+\nPK62r5RgwrHMgDHy4Pl+v7eVZ/zZ4IxjPPdTekD7orrxTGzRDIBLjhzlyfR9BY2qbCEiUi6W71lO\nVPxmAHIzTo9wNJFXGRJiABdknZXSfjLbWuEVzrnpwHSAhISEko5X7vKTAwAOhPPIIiIiUhONTh5N\n/Kme94fXP1Fy5xqgMsz7moZnGIO/Rt71wdobAel+bYWLr5a2LX7tIiIiIlLDVYY7xMuBkfkLZtYO\niAdW+LWf5df/bO86gJVAnJm1c85t92tP8tv28kLbHgQ2lWP8J21wxjHf+4URjEOkNB0y53iG9fzs\nWf4PQUoFZuIbnLS0uHbvJyELCfI9nwl4R0nMA57Ug3wiIuXOfw6EWWH4Pdu9Y3uVXSvFB8BUMxvs\nnPsEGA3M91aYAE8Jtn+YWX7t4RuA+wGcc/vM7E3vNo+Y2WAgFsh/RH4O8KCZdXLOpXj7zXDOVapC\nqv5jKJUQiwR6s35d3/trIxiHiEh1Uvj5jpounHWIewNP4aknPNHMrnDOXe2tF3wlMM3McvHcO0rM\n384596GZdQW+8K6a6VeDGDwVJ5LM7HMgCvhVfok251yamY0E5nj3vRF4qGLPVETK06PNmvreKyEW\nEZGKEM6yayuAIcW0fQecX8K2T+FJpoO17QeuKGHbxcDiUGIVERERqSk6ZM6p8GOkbqncw98qw5AJ\nEZFiXfPzEd/74BOKlK/USI9ZVmk5EZGwU0JcCSyqG1+woDrEIgEm7dtf8D7uBmY3qM/fmzYG4OZD\nPzNh/8GA/tMaNeT5xp7iM3cdOMTYg4EJ5pQmjXi5YQMA7t93gFt+Phx4vKZNeLtBPQAe3ruPaw8f\nDWj/Q/OmfFDPM675ibS9XHo0I6D9npbN+STeU1v82T3pDDl2LKD91lYt+LZOHAAzd/9En8zjZfky\niEh1NqlwwayKpzkQAikhrgTyJyEAfE/Xi4hUqAj8B1xwbN0FF4k0zYEQSAmxiEgxHsgew4TMvgHr\n4nJfJ4b/AvC77Hu4O7NXQHud3CSivTPG/zZ7PLmZZwe25/0f0WwBYGTWg+Rmnh4wTCMcw0IAUuPC\nchgROQkV+YlWm+wc4l0em2JjK/IUfI5awZxodUvoFynmXFgnZasSEhIS3Lfffhu24/3hn6f53s/b\n/mzYjisilcN5p/3e9/4/P/4jLMes32ViwPKaLdsClo+a0a9DOwDi8/L4ZuuOgPa0qCguat8WgOY5\nOfx7+66A9tToaC5v1waAU7OzWbhjd0Gj7hCLBJj2THvf+yf3PO97X7vFQmKbfg5A5k8jyN4/KGC7\n2q3mE9v4P5723VeRfbDQH/BtXiemoecP+GM7R5Lzc8Ef8Bazn7iW7xFdf0NYZqrz/50TzjrEZrbC\nOZdQWj/dIa4EnkwvGCcxL4JxiEhkrK9d/B2auqf9nVq19wJwZPN4XFbzwPYzHqNWjOeu0ZGUB3A5\nDQLa6535MBaVBcDhHx6BvNrBD1Q4Sc0+CnP6ed7H1ivanpEGb17keV+/NUxaH9h+KBXe8c6L1PQM\n8E+IRSRA/nMPAOwJzzFddpPwHKiKUEIsIlJJ/OOndG4L07HWbNnGzugoRrdqya6YavpfgcZJy4kK\n9/dOx/ZBVx9Pu4zjaZcVu9nxPVdzfM/VxbZn7rqezF3XF9t+bEdimUM8WfF5eWE71omopr8FRUSq\nnjY5OUXKvl1WqzVbiQFgaex4OtQKnGjzQmtDuvdX+Te176ZFdG5Ae187hQxqAbC29mjq+g2Ta5uT\nS/KOXUGTt7oxdUv8WLNFfIsS2zs07BDY/t+GrI2NYWTb1jC7O7nH2pKRem/ANlHxm4k/9UUAco52\n5Ni2OwLb660jvt3LnvbDnYv8Zx7dYBV12s4FIPtQT+9I7gJv1q/rm+jlmp+PBFQwAcq1gknlm5i2\nCovAHzbdO7ZncMaxgJlkwVMVKv9B+EuOHA34hBdO/HvsrgMF30tPlu+pVBqFh11VNkqIRUQirPD4\nXX8LSxlqUHjsbmFl+U8oPPWdA5e71drCvELJ//LY2oymJQD9aq1nVqH2ZTF1uBfPkJGLor7jubiP\nAtoXxcQzEU+yckXUl+UZfpnsivb7L7VQElfR5fw8BwnDXWnvefU99RQyann+0Po6dXvAH1rgSSjz\nnfT49EIhlDg+HQr+8AK6HM9i3q7AMQjL42ozurXn+yzhWGaRKYzzy5HtjI5iZ3QUbXMC/8isCP5/\nXFXXhLiyU0JcCbxZ3+95S9UCFBEpdx0y5xAT9w1x/AuA13MvJCkz8KPmmPhPieN9AGbkjOCfmYEf\nVcfmfExtlgDwTM7VPJk5LKC9fl3PQ0PXHwqsBCBV1+hWLflh0999y9Gxq6iD51OI93L7My8zcDjC\nyX6PSeQoIa4E8j9eASC9+H4iUj2FY9rUyqBrVnaJd8P7ZB4vsX3IsWMltl96NINLS2jPPti3yFP4\nAe37BxV5it9f1t5hZO0dVmx7vrY5OaX2KS+3tmrBruhodsVEk/Ho/5KbcXpAe3yHZ4mqsxOAo1vu\nIS/zlID2UB/a3BLhrKFD5hwsNp16PAXAlrzWdMh8KqBPLXZQl+cA+D6vIx0yAyu3RNXaTDyeoTlf\n53WhQ+Yzge3R64jn5aDlyHJ+7sXhn3sVWZ/vZL/HJHJUdi2IcJdd6z67u+99OEqfiIhI9eBfyirY\nzIfXtWnlq2Iyd+duumZlB7RfdkprtsZ4xqgv2L6LDoWS+QvbtSHdOxRkybadtMgtGD5QU/6Qk/Lx\nn7o3+d63eGh/CT3Ll8quVSHX/HzE9z4pcmGIiIiIVIj8ceFQOR86VUJcCfg/hZoUuTBERKSKKWkI\nCVDkgbLCTvahTZHqQgmxiIhIFaVhC1JVNA/j2PoToYRYRERERCpUZf+0oVakAxARERERiSTdIa4E\nZjeoX7CgOsQiIiIiYaWEuBLIn8YRgLTi+4mIiIhI+VNCLCIiIiIVKtVvavMOkQujWEqIK4GbD/3s\ne//PCMYhIiIiUhEub9fG9151iCWoCfsP+t4rIRYREREJLyXEIiIiIlKhTs3OLr1TBFX7hNjM4oAX\ngM54zvcB59xHkY1KREREpOYobVbESKv2CTEwCTDnXD8zOxP42sy6OOd+inBcIiIiIlIJVOuE2Mxq\nAWOAqwGccxvN7DtgFPBUJGPzN61Rw4KFkqedFxEREZFyVq0TYuA0oCmwwW/dOiAhMuEE93xjJcQi\nIiIikVLdE+KW3n8P+a07CJwdgVhEREREaqS1sTG+910jGEdxqntCnM8VWrbCHczsduB27+IRM/uh\nwqMK1AzYC5eF+bBSzrzXUao4XcfqQ9eyetB1rOK6ef7xXMc/F0nDKtKpZelU3RPi/ImQGxXz3sc5\nNx2YHqa4ijCzb51zlWooh4RO17F60HWsPnQtqwddx+qhMl/HWpEOoIJtBvYDZ/mtOxtYHplwRERE\nRKSyqdYJsXMuD3gRGA1gZp2AXsBrkYxLRERERCqPap0Qe00CzMy+Bl4HrnfOVcZaDhEbriHlStex\netB1rD50LasHXcfqodJeR3Ou8PNmIiIiIiI1R024QywiIiIiUiwlxCIiIiJSoykhFhEREZEaTQmx\niIiIiNRoSohFREREpEZTQiwiIiIiNZoS4jAxszgzSzKzr83sWzP7ZQl9bzSzFd5+T5lZWCf9luKV\n9Tqa2UAzW2hmS7zX8jEz089bJRLKz6TfNsvMLCkM4UkZhfi7tYuZLTKzz8xsnZk9Hs5YpXgh/G6N\nNrOpZrbSzL40s3fMrFW445XimVkfM9tkZoml9KtUuY7+gw6fSXjqPvcDbgDmmlnLwp3MrBvwFDAc\nOA84FxgbxjilZJMow3UE/h8w3Tl3ETAYuAa4N2xRSllMomzXEgAzuxQ4J0yxSdlNomy/WxvimaX0\nXufcBXh+LtuHM1Ap0STK9vN4O3ApMMA51x/4GXgmbFFKiczsKmAccKiUfpUu11FCHAbeO4NjgJcA\nnHMbge+AUUG6/xZ43zm31zv19EzgznDFKsUL8Tq+Ayzw9jsCLARKvQMp4RHitczvfz+en0epJEK8\njmOAj51zP3r7pjvngl5vCa8Qr2NXYJVz7ph3+Sv0h2plstw5dwNwuJR+lS7XUUIcHqcBTYENfuvW\nAQlB+vYJ0q+rmdWpuPCkjMp8HZ1zz7jAaSDjgPSKDU9CEMrPJMBNwCJKueshYRfKdbwIOGZm883s\nCzN70cwahyNIKVUo1/EDoK+ZNTOzaOAS4JuKD1HKwjm3o4xdK12uo4Q4PPI/9vH/z/Qg0KKYvoX7\nGdCsYkKTEIRyHX3MLArPx0LPV1BcEroyX0szqw3cBjwXhrgkNKH8THYA7sJzp38g4IDXKzI4KbMy\nX0fn3ELgaTzJ1Bbv6rsqNDqpCJUu11FCHF6u0HJxA8gL9yupr4RfWa9jvvuBd5xzuotR+ZTlWt4D\nzHTOZYYhHjkxZbmOtYGFzrkfvZ/e/B0YbmZtKjw6KatSr6OZjQJuBToBp+JJpCZWfGhSASpVrqOE\nODzSvP828lvXyG994b6F+zn0cXtlEMp1BMDMRuD52E+/sCuXMl1L74NYVwKzwxSXhCaUn8kDwE9+\ny/kf7Z5SAXFJaEK5jvcCrzjnDnjHnk4FJppZ3QqOUcpXpct1lBCHx2ZgP3CW37qzgeVB+i4P0m+t\n3wMEEjmhXEfMrB/wO+Am51yumXWq+BCljMp6Lc8DGgBLzGwZkAhc7C2/dn4Y4pSShfIzuYrAj+Cb\ne//dVTGhSQhCuY6xQLbfcjYQDcRXWHRSESpdrqOEOAy8f8W+CIwG8CZGvYDXvA8GfGZmTbzdZwAj\nzKyp98nbROCFCIQthYRyHc2sC547F2OAaDOrBzwcmcilsLJeS+fcx865ns65Ic65IUAS8KF3+atI\nxS8eIf5ufQm4zMzyk+LfAv8O4SEgqSAhXsfFwDVmFuNdHgV875zTp6iVWFXIdZQQh88kwMzsazwP\nclzvnNsD1AE64/3r1jn3PZ4xpx/heXJ2FTAtEgFLUJMow3XE88N+HrANT/mZw8AFYY9WSjKJsl1L\n8HScT+Ad4tjwhivFmETZfrd+BfwJ+NjMPgO64al3K5XDJMr28zgJWAt8ZWZf4kmcfx32aCUoM+vt\n/TStF56hLPO9TZU+17HAylAiIiIiIjWL7hCLiIiISI2mhFhEREREajQlxCIiIiJSoykhFhEREZEa\nTQmxiIiIiNRoSohFREREpEZTQiwiIiIiNZoSYhERERGp0ZQQi4hUMWbW2Mze9c6Y972ZtY10TCIi\nVZkSYhGRqudxYKVzbgjwJJAe2XBERKo2Td0sIlLFmNkO4Arn3MpIxyIiUh3oDrGISBVhZg3N7Gug\nFfAPM3s20jGJiFQHukMsIlKFmNkFwHTnXJdIxyIiUl3oDrGISNXSDfg+0kGIiFQn0ZEOQEREQtIN\nWOu/wsyeAjYATZ1zT0QkKhGRKkx3iEVEqpauFEqIgV7OuRfLmgybWQczSyr3yEREqijdIRYRqVq6\n4jdkwsyGA6eYWSLwITAOWA30w1OerTnwa2AL0Mw5NwUYCnQyszFAFHA+MAaYDnzqnEsys1HAn4Bp\nwGjg0iD7Pg0YAewE6nr3LSJS5egOsYhIFWFmrYAGQEr+OudcMrDbOZcE/A6IBWKAfUBvYC9wzNt9\nlPffpUCKc24GkOzdTw7wqd9+XwWOO+f+CQwsZt8tgDO88cwq9xMWEQkT3SEWEak6egDrvclrcb51\nzr1mZu2AesAfgSXOuffMbLS3jwMws1pANgX/F8QDGX77+hnAOXfMzILtez/wOXANnoT5snI4RxGR\nsNMdYhGRquMK4B3/Fd4hE629/z4DDDGzW4Db8AxleB8YaWa3Ah3M7CIgDWgMPIVnyES0d8hFT2CQ\nmdXx9mttZoO8hwq27xHASDxJ9ZcVd9oiIhVLdYhFRKoAM5sMdARudc4dK62/iIiUnRJiEREREanR\nNGRCRERERGo0JcQiIiIiUqMpIRYRERGRGk0JsYiIiIjUaEqIRURERKRGU0IsIiIiIjWaEmIRERER\nqdGUEIuIiIhIjfb/AW318R6Ez9iYAAAAAElFTkSuQmCC\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "fig, (ax1, ax2, ax3, ax4) = plt.subplots(4, figsize=(10, 12), sharex=True)\n\nax1.hist(illustris_shape_smooth_frac_no_artefacts, bins=20, histtype='stepfilled',\n         label='$n_\\\\mathrm{smooth}\\ /\\ (n_\\\\mathrm{smooth} + n_\\\\mathrm{features})$')\nax1.hist(illustris['features_smooth_frac'], bins=20, histtype='step', lw=3,\n         label='$n_\\\\mathrm{smooth}\\ /\\ n_\\\\mathrm{total}$')\nax1.legend(loc=2)\nax1.set_ylabel('frequency')\nax1.set_title('Illustris')\n\nax2.hist(decals_shape_smooth_frac_no_artefacts, bins=20, histtype='stepfilled',\n         label='$n_\\\\mathrm{smooth}\\ /\\ (n_\\\\mathrm{smooth} + n_\\\\mathrm{features})$')\nax2.hist(decals['features_smooth_frac'], bins=20, histtype='step', lw=3,\n         label='$n_\\\\mathrm{smooth}\\ /\\ n_\\\\mathrm{total}$')\nax2.legend(loc=2)\nax2.set_ylabel('frequency')\nax2.set_title('DECaLS DR2')\n\nax3.hist(sdss_shape_smooth_frac_no_artefacts, bins=20, histtype='stepfilled',\n         label='$n_\\\\mathrm{smooth}\\ /\\ (n_\\\\mathrm{smooth} + n_\\\\mathrm{features})$')\nax3.hist(sdss_lost_set['features_smooth_frac'], bins=20, histtype='step', lw=3,\n         label='$n_\\\\mathrm{smooth}\\ /\\ n_\\\\mathrm{total}$')\nax3.legend(loc=2)\nax3.set_ylabel('frequency')\nax3.set_title('SDSS lost set')\n\nax4.hist(gz2_shape_smooth_frac_no_artefacts, bins=20, histtype='stepfilled',\n         label='$n_\\\\mathrm{smooth}\\ /\\ (n_\\\\mathrm{smooth} + n_\\\\mathrm{features})$')\nax4.hist(gz2['t01_smooth_or_features_a01_smooth_fraction'], bins=20, histtype='step', lw=3,\n         label='$n_\\\\mathrm{smooth}\\ /\\ n_\\\\mathrm{total}$')\nax4.hist(gz2['t01_smooth_or_features_a01_smooth_weighted_fraction'], bins=20, histtype='step', lw=3, ls=':',\n         label='$n_\\\\mathrm{smooth}\\ /\\ n_\\\\mathrm{total}$ weighted')\nax4.legend(loc=2)\nax4.set_ylabel('frequency')\nax4.set_xlabel('$f_\\\\mathrm{smooth}$');\nax4.set_title('GZ2')\nplt.suptitle('Smooth', fontsize='x-large')\nplt.tight_layout()\nplt.subplots_adjust(top=0.90)",
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "<matplotlib.figure.Figure at 0x11e288c50>",
            "image/png": 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9v8Y41rw2b97Mww8/nHR/8TGHbf/+/XTv3r1J+hYRSRdN/dC8pBclxBlmy5YtDBgwAIAj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\nuwGen8OPt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CIiIiI1mhJiEREREanRlBCLiIiISI2mhFhEREREajQlxCIiIiJSoykhFhER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\niIjUaP8/lp1IXvkqG08AAAAASUVORK5CYII=\n"
          },
          "metadata": {}
        }
      ]
    }
  ],
  "metadata": {
    "kernelspec": {
      "name": "conda-env-py3.6-py",
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