Create_W_using_PySAL.ipynb

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   "source": "# Load libraries\nimport numpy as np\nimport pandas as pd\npd.set_option('display.max_columns', None)\n\nimport matplotlib.pyplot as plt\nplt.style.use('ggplot')\nfrom matplotlib.ticker import FormatStrFormatter\nfrom matplotlib_scalebar.scalebar import ScaleBar\nfrom pylab import rcParams\nimport matplotlib as mpl\nmpl.rcParams['figure.dpi'] = 72\n\nimport seaborn as sns\n#sns.set_style(\"darkgrid\")\n#sns.set_context(context=\"paper\", font_scale=1.5, rc=None)\n#sns.set(font=\"serif\")\n\nimport plotly.express as px\nimport plotly.graph_objects as go\n\nimport geopandas as gpd\n\n\nimport libpysal\nfrom libpysal  import weights\nfrom libpysal.weights import Queen\n\nimport esda\nfrom esda.moran import Moran, Moran_Local\n\nimport splot\nfrom splot.esda import moran_scatterplot, plot_moran, lisa_cluster, plot_local_autocorrelation\nfrom splot.libpysal import plot_spatial_weights\n\nfrom giddy.directional import Rose\n\nimport statsmodels.api as sm\nimport statsmodels.formula.api as smf\n\nfrom spreg import OLS\nfrom spreg import MoranRes\nfrom spreg import ML_Lag\nfrom spreg import ML_Error \n\nfrom mgwr.gwr import GWR, MGWR\nfrom mgwr.sel_bw import Sel_BW\nfrom mgwr.utils import shift_colormap, truncate_colormap\n\nimport warnings\nwarnings.filterwarnings('ignore') ",
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   "source": "gdf = gpd.read_file(\"/work/tutorial-spatial-cross-section-columbus-crime/columbus.geojson\")\ngdf",
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...  \n1   POLYGON ((8.25279 14.23694, 8.28276 14.22994, ...  \n2   POLYGON ((8.65331 14.00809, 8.81814 14.00205, ...  \n3   POLYGON ((8.45950 13.82035, 8.47341 13.83227, ...  \n4   POLYGON ((8.68527 13.63952, 8.67758 13.72221, ...  \n5   POLYGON ((9.40138 13.55040, 9.43441 13.69427, ...  \n6   POLYGON ((8.03774 13.60752, 8.06272 13.60452, ...  \n7   POLYGON ((8.24753 13.58651, 8.27950 13.59650, ...  \n8   POLYGON ((9.33330 13.27242, 9.67101 13.27361, ...  \n9   POLYGON ((10.08251 13.03377, 10.09250 13.05275...  \n10  POLYGON ((8.58600 13.10689, 8.59699 13.11189, ...  \n11  POLYGON ((8.45657 13.10407, 8.51703 13.10539, ...  \n12  POLYGON ((8.14520 12.94202, 8.15437 12.97806, ...  \n13  POLYGON ((8.06244 12.94410, 8.10440 12.94305, ...  \n14  POLYGON ((8.75773 12.86109, 8.94357 12.86222, ...  \n15  POLYGON ((8.63283 12.81015, 8.69377 12.81114, ...  \n16  POLYGON ((10.35660 12.78114, 10.50110 12.80532...  \n17  POLYGON ((8.43101 12.78806, 8.47897 12.78819, ...  \n18  POLYGON ((8.12232 12.78723, 8.25918 12.78760, ...  \n19  POLYGON ((10.01544 12.72405, 10.17841 12.75132...  \n20  POLYGON ((7.84243 12.40560, 8.13114 12.37360, ...  \n21  POLYGON ((9.38601 12.59624, 9.47150 12.59571, ...  \n22  POLYGON ((10.66777 12.64803, 10.77667 12.65201...  \n23  POLYGON ((8.14824 12.64535, 8.22316 12.64534, ...  \n24  POLYGON ((8.78557 12.53237, 8.85553 12.60630, ...  \n25  POLYGON ((9.12428 12.63424, 9.25805 12.63061, ...  \n26  POLYGON ((9.46878 12.23455, 9.65693 12.27403, ...  \n27  POLYGON ((9.39484 12.22656, 9.46878 12.23455, ...  \n28  POLYGON ((9.11609 12.17965, 9.13106 12.18216, ...  \n29  POLYGON ((8.64380 12.10209, 8.79039 12.12573, ...  \n30  POLYGON ((6.76331 11.98112, 6.94217 12.05603, ...  \n31  POLYGON ((10.42425 11.99064, 10.64090 12.01312...  \n32  POLYGON ((9.48067 12.00275, 9.75540 12.00493, ...  \n33  POLYGON ((7.18583 11.84824, 7.31772 11.85615, ...  \n34  POLYGON ((9.48954 11.85992, 9.63947 11.86325, ...  \n35  POLYGON ((6.74126 11.79928, 7.01301 11.82622, ...  \n36  POLYGON ((8.71334 11.81002, 8.82917 11.80486, ...  \n37  POLYGON ((9.08497 11.79299, 9.20042 11.76711, ...  \n38  POLYGON ((6.18171 11.55357, 6.39456 11.71040, ...  \n39  POLYGON ((10.05659 11.74391, 10.25280 11.74282...  \n40  POLYGON ((10.80626 11.71883, 10.87822 11.72326...  \n41  POLYGON ((6.75833 11.46233, 6.77781 11.46591, ...  \n42  POLYGON ((9.09586 11.55919, 9.20775 11.55326, ...  \n43  POLYGON ((9.34161 11.54617, 9.50051 11.54202, ...  \n44  POLYGON ((9.00083 11.45802, 9.08284 11.45633, ...  \n45  POLYGON ((6.48137 11.43963, 6.55831 11.44220, ...  \n46  POLYGON ((11.09847 11.30317, 11.12221 11.31588...  \n47  POLYGON ((9.20767 11.31017, 9.33852 11.31238, ...  \n48  POLYGON ((9.39145 11.27540, 9.54631 11.28537, ...  ",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>AREA</th>\n      <th>PERIMETER</th>\n      <th>COLUMBUS_</th>\n      <th>COLUMBUS_I</th>\n      <th>POLYID</th>\n      <th>NEIG</th>\n      <th>HOVAL</th>\n      <th>INC</th>\n      <th>CRIME</th>\n      <th>OPEN</th>\n      <th>PLUMB</th>\n      <th>DISCBD</th>\n      <th>X</th>\n      <th>Y</th>\n      <th>NSA</th>\n      <th>NSB</th>\n      <th>EW</th>\n      <th>CP</th>\n      <th>THOUS</th>\n      <th>NEIGNO</th>\n      <th>geometry</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>0.309441</td>\n      <td>2.440629</td>\n      <td>2</td>\n      <td>5</td>\n      <td>1</td>\n      <td>5</td>\n      <td>80.467003</td>\n      <td>19.531000</td>\n      <td>15.725980</td>\n      <td>2.850747</td>\n      <td>0.217155</td>\n      <td>5.03</td>\n      <td>38.799999</td>\n      <td>44.070000</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1000</td>\n      <td>1005</td>\n      <td>POLYGON ((8.62413 14.23698, 8.55970 14.74245, ...</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>0.259329</td>\n      <td>2.236939</td>\n      <td>3</td>\n      <td>1</td>\n      <td>2</td>\n      <td>1</td>\n      <td>44.567001</td>\n      <td>21.232000</td>\n      <td>18.801754</td>\n      <td>5.296720</td>\n      <td>0.320581</td>\n      <td>4.27</td>\n      <td>35.619999</td>\n      <td>42.380001</td>\n      <td>1</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1000</td>\n      <td>1001</td>\n      <td>POLYGON ((8.25279 14.23694, 8.28276 14.22994, ...</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>0.192468</td>\n      <td>2.187547</td>\n      <td>4</td>\n      <td>6</td>\n      <td>3</td>\n      <td>6</td>\n      <td>26.350000</td>\n      <td>15.956000</td>\n      <td>30.626781</td>\n      <td>4.534649</td>\n      <td>0.374404</td>\n      <td>3.89</td>\n      <td>39.820000</td>\n      <td>41.180000</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1000</td>\n      <td>1006</td>\n      <td>POLYGON ((8.65331 14.00809, 8.81814 14.00205, ...</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>0.083841</td>\n      <td>1.427635</td>\n      <td>5</td>\n      <td>2</td>\n      <td>4</td>\n      <td>2</td>\n      <td>33.200001</td>\n      <td>4.477000</td>\n      <td>32.387760</td>\n      <td>0.394427</td>\n      <td>1.186944</td>\n      <td>3.70</td>\n      <td>36.500000</td>\n      <td>40.520000</td>\n      <td>1</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1000</td>\n      <td>1002</td>\n      <td>POLYGON ((8.45950 13.82035, 8.47341 13.83227, ...</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>0.488888</td>\n      <td>2.997133</td>\n      <td>6</td>\n      <td>7</td>\n      <td>5</td>\n      <td>7</td>\n      <td>23.225000</td>\n      <td>11.252000</td>\n      <td>50.731510</td>\n      <td>0.405664</td>\n      <td>0.624596</td>\n      <td>2.83</td>\n      <td>40.009998</td>\n      <td>38.000000</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1000</td>\n      <td>1007</td>\n      <td>POLYGON ((8.68527 13.63952, 8.67758 13.72221, ...</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>0.283079</td>\n      <td>2.335634</td>\n      <td>7</td>\n      <td>8</td>\n      <td>6</td>\n      <td>8</td>\n      <td>28.750000</td>\n      <td>16.028999</td>\n      <td>26.066658</td>\n      <td>0.563075</td>\n      <td>0.254130</td>\n      <td>3.78</td>\n      <td>43.750000</td>\n      <td>39.279999</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1000</td>\n      <td>1008</td>\n      <td>POLYGON ((9.40138 13.55040, 9.43441 13.69427, ...</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>0.257084</td>\n      <td>2.554577</td>\n      <td>8</td>\n      <td>4</td>\n      <td>7</td>\n      <td>4</td>\n      <td>75.000000</td>\n      <td>8.438000</td>\n      <td>0.178269</td>\n      <td>0.000000</td>\n      <td>2.402402</td>\n      <td>2.74</td>\n      <td>33.360001</td>\n      <td>38.410000</td>\n      <td>1</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1000</td>\n      <td>1004</td>\n      <td>POLYGON ((8.03774 13.60752, 8.06272 13.60452, ...</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>0.204954</td>\n      <td>2.139524</td>\n      <td>9</td>\n      <td>3</td>\n      <td>8</td>\n      <td>3</td>\n      <td>37.125000</td>\n      <td>11.337000</td>\n      <td>38.425858</td>\n      <td>3.483478</td>\n      <td>2.739726</td>\n      <td>2.89</td>\n      <td>36.709999</td>\n      <td>38.709999</td>\n      <td>1</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1000</td>\n      <td>1003</td>\n      <td>POLYGON ((8.24753 13.58651, 8.27950 13.59650, ...</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>0.500755</td>\n      <td>3.169707</td>\n      <td>10</td>\n      <td>18</td>\n      <td>9</td>\n      <td>18</td>\n      <td>52.599998</td>\n      <td>17.586000</td>\n      <td>30.515917</td>\n      <td>0.527488</td>\n      <td>0.890736</td>\n      <td>3.17</td>\n      <td>43.439999</td>\n      <td>35.919998</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1000</td>\n      <td>1018</td>\n      <td>POLYGON ((9.33330 13.27242, 9.67101 13.27361, ...</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>0.246689</td>\n      <td>2.087235</td>\n      <td>11</td>\n      <td>10</td>\n      <td>10</td>\n      <td>10</td>\n      <td>96.400002</td>\n      <td>13.598000</td>\n      <td>34.000835</td>\n      <td>1.548348</td>\n      <td>0.557724</td>\n      <td>4.33</td>\n      <td>47.610001</td>\n      <td>36.419998</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1000</td>\n      <td>1010</td>\n      <td>POLYGON ((10.08251 13.03377, 10.09250 13.05275...</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>0.041012</td>\n      <td>0.919488</td>\n      <td>12</td>\n      <td>38</td>\n      <td>11</td>\n      <td>38</td>\n      <td>19.700001</td>\n      <td>7.467000</td>\n      <td>62.275448</td>\n      <td>0.000000</td>\n      <td>1.479915</td>\n      <td>1.90</td>\n      <td>37.849998</td>\n      <td>36.299999</td>\n      <td>1</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1</td>\n      <td>1000</td>\n      <td>1038</td>\n      <td>POLYGON ((8.58600 13.10689, 8.59699 13.11189, ...</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>0.035769</td>\n      <td>0.902125</td>\n      <td>13</td>\n      <td>37</td>\n      <td>12</td>\n      <td>37</td>\n      <td>19.900000</td>\n      <td>10.048000</td>\n      <td>56.705669</td>\n      <td>3.157895</td>\n      <td>2.635046</td>\n      <td>1.91</td>\n      <td>37.130001</td>\n      <td>36.119999</td>\n      <td>1</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1</td>\n      <td>1000</td>\n      <td>1037</td>\n      <td>POLYGON ((8.45657 13.10407, 8.51703 13.10539, ...</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td>0.034377</td>\n      <td>0.936590</td>\n      <td>14</td>\n      <td>39</td>\n      <td>13</td>\n      <td>39</td>\n      <td>41.700001</td>\n      <td>9.549000</td>\n      <td>46.716129</td>\n      <td>0.000000</td>\n      <td>6.328423</td>\n      <td>2.09</td>\n      <td>35.950001</td>\n      <td>36.400002</td>\n      <td>1</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1</td>\n      <td>1000</td>\n      <td>1039</td>\n      <td>POLYGON ((8.14520 12.94202, 8.15437 12.97806, ...</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td>0.060884</td>\n      <td>1.128424</td>\n      <td>15</td>\n      <td>40</td>\n      <td>14</td>\n      <td>40</td>\n      <td>42.900002</td>\n      <td>9.963000</td>\n      <td>57.066132</td>\n      <td>0.477104</td>\n      <td>5.110962</td>\n      <td>1.83</td>\n      <td>35.720001</td>\n      <td>35.599998</td>\n      <td>1</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1</td>\n      <td>1000</td>\n      <td>1040</td>\n      <td>POLYGON ((8.06244 12.94410, 8.10440 12.94305, ...</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>0.106653</td>\n      <td>1.437606</td>\n      <td>16</td>\n      <td>9</td>\n      <td>15</td>\n      <td>9</td>\n      <td>18.000000</td>\n      <td>9.873000</td>\n      <td>48.585487</td>\n      <td>0.174325</td>\n      <td>1.311475</td>\n      <td>1.70</td>\n      <td>39.610001</td>\n      <td>34.910000</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1000</td>\n      <td>1009</td>\n      <td>POLYGON ((8.75773 12.86109, 8.94357 12.86222, ...</td>\n    </tr>\n    <tr>\n      <th>15</th>\n      <td>0.093154</td>\n      <td>1.340061</td>\n      <td>17</td>\n      <td>36</td>\n      <td>16</td>\n      <td>36</td>\n      <td>18.799999</td>\n      <td>7.625000</td>\n      <td>54.838711</td>\n      <td>0.533737</td>\n      <td>4.687500</td>\n      <td>1.10</td>\n      <td>37.599998</td>\n      <td>34.080002</td>\n      <td>1</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1</td>\n      <td>1000</td>\n      <td>1036</td>\n      <td>POLYGON ((8.63283 12.81015, 8.69377 12.81114, ...</td>\n    </tr>\n    <tr>\n      <th>16</th>\n      <td>0.102087</td>\n      <td>1.382359</td>\n      <td>18</td>\n      <td>11</td>\n      <td>17</td>\n      <td>11</td>\n      <td>41.750000</td>\n      <td>9.798000</td>\n      <td>36.868774</td>\n      <td>0.448232</td>\n      <td>1.619745</td>\n      <td>4.47</td>\n      <td>48.580002</td>\n      <td>34.459999</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1000</td>\n      <td>1011</td>\n      <td>POLYGON ((10.35660 12.78114, 10.50110 12.80532...</td>\n    </tr>\n    <tr>\n      <th>17</th>\n      <td>0.055494</td>\n      <td>1.183352</td>\n      <td>19</td>\n      <td>42</td>\n      <td>18</td>\n      <td>42</td>\n      <td>60.000000</td>\n      <td>13.185000</td>\n      <td>43.962486</td>\n      <td>24.998068</td>\n      <td>13.849287</td>\n      <td>1.58</td>\n      <td>36.150002</td>\n      <td>33.919998</td>\n      <td>1</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1</td>\n      <td>1000</td>\n      <td>1042</td>\n      <td>POLYGON ((8.43101 12.78806, 8.47897 12.78819, ...</td>\n    </tr>\n    <tr>\n      <th>18</th>\n      <td>0.061342</td>\n      <td>1.249247</td>\n      <td>20</td>\n      <td>41</td>\n      <td>19</td>\n      <td>41</td>\n      <td>30.600000</td>\n      <td>11.618000</td>\n      <td>54.521965</td>\n      <td>0.111111</td>\n      <td>2.622951</td>\n      <td>1.53</td>\n      <td>35.759998</td>\n      <td>34.660000</td>\n      <td>1</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1</td>\n      <td>1000</td>\n      <td>1041</td>\n      <td>POLYGON ((8.12232 12.78723, 8.25918 12.78760, ...</td>\n    </tr>\n    <tr>\n      <th>19</th>\n      <td>0.444629</td>\n      <td>3.174601</td>\n      <td>21</td>\n      <td>17</td>\n      <td>20</td>\n      <td>17</td>\n      <td>81.266998</td>\n      <td>31.070000</td>\n      <td>0.223797</td>\n      <td>5.318607</td>\n      <td>0.167224</td>\n      <td>3.57</td>\n      <td>46.730000</td>\n      <td>31.910000</td>\n      <td>0</td>\n      <td>1</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1000</td>\n      <td>1017</td>\n      <td>POLYGON ((10.01544 12.72405, 10.17841 12.75132...</td>\n    </tr>\n    <tr>\n      <th>20</th>\n      <td>0.699258</td>\n      <td>5.077490</td>\n      <td>22</td>\n      <td>43</td>\n      <td>21</td>\n      <td>43</td>\n      <td>19.975000</td>\n      <td>10.655000</td>\n      <td>40.074074</td>\n      <td>1.643756</td>\n      <td>1.559576</td>\n      <td>1.41</td>\n      <td>34.080002</td>\n      <td>30.420000</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>1000</td>\n      <td>1043</td>\n      <td>POLYGON ((7.84243 12.40560, 8.13114 12.37360, ...</td>\n    </tr>\n    <tr>\n      <th>21</th>\n      <td>0.192891</td>\n      <td>1.992717</td>\n      <td>23</td>\n      <td>19</td>\n      <td>22</td>\n      <td>19</td>\n      <td>30.450001</td>\n      <td>11.709000</td>\n      <td>33.705048</td>\n      <td>4.539754</td>\n      <td>1.785714</td>\n      <td>2.45</td>\n      <td>43.369999</td>\n      <td>33.459999</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1000</td>\n      <td>1019</td>\n      <td>POLYGON ((9.38601 12.59624, 9.47150 12.59571, ...</td>\n    </tr>\n    <tr>\n      <th>22</th>\n      <td>0.247120</td>\n      <td>2.147528</td>\n      <td>24</td>\n      <td>12</td>\n      <td>23</td>\n      <td>12</td>\n      <td>47.733002</td>\n      <td>21.155001</td>\n      <td>20.048504</td>\n      <td>0.532632</td>\n      <td>0.216763</td>\n      <td>4.78</td>\n      <td>49.610001</td>\n      <td>32.650002</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1000</td>\n      <td>1012</td>\n      <td>POLYGON ((10.66777 12.64803, 10.77667 12.65201...</td>\n    </tr>\n    <tr>\n      <th>23</th>\n      <td>0.192226</td>\n      <td>2.240392</td>\n      <td>25</td>\n      <td>35</td>\n      <td>24</td>\n      <td>35</td>\n      <td>53.200001</td>\n      <td>14.236000</td>\n      <td>38.297871</td>\n      <td>0.626220</td>\n      <td>18.811075</td>\n      <td>0.42</td>\n      <td>36.599998</td>\n      <td>32.090000</td>\n      <td>1</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1</td>\n      <td>1000</td>\n      <td>1035</td>\n      <td>POLYGON ((8.14824 12.64535, 8.22316 12.64534, ...</td>\n    </tr>\n    <tr>\n      <th>24</th>\n      <td>0.171680</td>\n      <td>1.666489</td>\n      <td>26</td>\n      <td>32</td>\n      <td>25</td>\n      <td>32</td>\n      <td>17.900000</td>\n      <td>8.461000</td>\n      <td>61.299175</td>\n      <td>0.000000</td>\n      <td>6.529851</td>\n      <td>0.83</td>\n      <td>39.360001</td>\n      <td>32.880001</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1000</td>\n      <td>1032</td>\n      <td>POLYGON ((8.78557 12.53237, 8.85553 12.60630, ...</td>\n    </tr>\n    <tr>\n      <th>25</th>\n      <td>0.107298</td>\n      <td>1.406823</td>\n      <td>27</td>\n      <td>20</td>\n      <td>26</td>\n      <td>20</td>\n      <td>20.299999</td>\n      <td>8.085000</td>\n      <td>40.969742</td>\n      <td>1.238288</td>\n      <td>2.534275</td>\n      <td>1.50</td>\n      <td>41.130001</td>\n      <td>33.139999</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1000</td>\n      <td>1020</td>\n      <td>POLYGON ((9.12428 12.63424, 9.25805 12.63061, ...</td>\n    </tr>\n    <tr>\n      <th>26</th>\n      <td>0.137802</td>\n      <td>1.780751</td>\n      <td>28</td>\n      <td>21</td>\n      <td>27</td>\n      <td>21</td>\n      <td>34.099998</td>\n      <td>10.822000</td>\n      <td>52.794430</td>\n      <td>19.368099</td>\n      <td>1.483516</td>\n      <td>2.24</td>\n      <td>43.950001</td>\n      <td>31.610001</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1000</td>\n      <td>1021</td>\n      <td>POLYGON ((9.46878 12.23455, 9.65693 12.27403, ...</td>\n    </tr>\n    <tr>\n      <th>27</th>\n      <td>0.174773</td>\n      <td>1.637148</td>\n      <td>29</td>\n      <td>31</td>\n      <td>28</td>\n      <td>31</td>\n      <td>22.850000</td>\n      <td>7.856000</td>\n      <td>56.919785</td>\n      <td>0.509305</td>\n      <td>3.001072</td>\n      <td>1.41</td>\n      <td>41.310001</td>\n      <td>30.900000</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1000</td>\n      <td>1031</td>\n      <td>POLYGON ((9.39484 12.22656, 9.46878 12.23455, ...</td>\n    </tr>\n    <tr>\n      <th>28</th>\n      <td>0.085972</td>\n      <td>1.312158</td>\n      <td>30</td>\n      <td>33</td>\n      <td>29</td>\n      <td>33</td>\n      <td>32.500000</td>\n      <td>8.681000</td>\n      <td>60.750446</td>\n      <td>0.000000</td>\n      <td>2.645051</td>\n      <td>0.81</td>\n      <td>39.720001</td>\n      <td>30.639999</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1000</td>\n      <td>1033</td>\n      <td>POLYGON ((9.11609 12.17965, 9.13106 12.18216, ...</td>\n    </tr>\n    <tr>\n      <th>29</th>\n      <td>0.104355</td>\n      <td>1.524931</td>\n      <td>31</td>\n      <td>34</td>\n      <td>30</td>\n      <td>34</td>\n      <td>22.500000</td>\n      <td>13.906000</td>\n      <td>68.892044</td>\n      <td>1.638780</td>\n      <td>15.600624</td>\n      <td>0.37</td>\n      <td>38.290001</td>\n      <td>30.350000</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>1000</td>\n      <td>1034</td>\n      <td>POLYGON ((8.64380 12.10209, 8.79039 12.12573, ...</td>\n    </tr>\n    <tr>\n      <th>30</th>\n      <td>0.117409</td>\n      <td>1.716047</td>\n      <td>32</td>\n      <td>45</td>\n      <td>31</td>\n      <td>45</td>\n      <td>31.799999</td>\n      <td>16.940001</td>\n      <td>17.677214</td>\n      <td>3.936443</td>\n      <td>0.853890</td>\n      <td>3.78</td>\n      <td>27.940001</td>\n      <td>29.850000</td>\n      <td>1</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1000</td>\n      <td>1045</td>\n      <td>POLYGON ((6.76331 11.98112, 6.94217 12.05603, ...</td>\n    </tr>\n    <tr>\n      <th>31</th>\n      <td>0.185580</td>\n      <td>2.108951</td>\n      <td>33</td>\n      <td>13</td>\n      <td>32</td>\n      <td>13</td>\n      <td>40.299999</td>\n      <td>18.941999</td>\n      <td>19.145592</td>\n      <td>2.221022</td>\n      <td>0.255102</td>\n      <td>4.76</td>\n      <td>50.110001</td>\n      <td>29.910000</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1000</td>\n      <td>1013</td>\n      <td>POLYGON ((10.42425 11.99064, 10.64090 12.01312...</td>\n    </tr>\n    <tr>\n      <th>32</th>\n      <td>0.087472</td>\n      <td>1.507971</td>\n      <td>34</td>\n      <td>22</td>\n      <td>33</td>\n      <td>22</td>\n      <td>23.600000</td>\n      <td>9.918000</td>\n      <td>41.968163</td>\n      <td>0.000000</td>\n      <td>1.023891</td>\n      <td>2.28</td>\n      <td>44.099998</td>\n      <td>30.400000</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1000</td>\n      <td>1022</td>\n      <td>POLYGON ((9.48067 12.00275, 9.75540 12.00493, ...</td>\n    </tr>\n    <tr>\n      <th>33</th>\n      <td>0.226594</td>\n      <td>2.519132</td>\n      <td>35</td>\n      <td>44</td>\n      <td>34</td>\n      <td>44</td>\n      <td>28.450001</td>\n      <td>14.948000</td>\n      <td>23.974028</td>\n      <td>3.029087</td>\n      <td>0.386803</td>\n      <td>3.06</td>\n      <td>30.320000</td>\n      <td>28.260000</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1000</td>\n      <td>1044</td>\n      <td>POLYGON ((7.18583 11.84824, 7.31772 11.85615, ...</td>\n    </tr>\n    <tr>\n      <th>34</th>\n      <td>0.175453</td>\n      <td>1.974937</td>\n      <td>36</td>\n      <td>23</td>\n      <td>35</td>\n      <td>23</td>\n      <td>27.000000</td>\n      <td>12.814000</td>\n      <td>39.175053</td>\n      <td>4.220401</td>\n      <td>0.633675</td>\n      <td>2.37</td>\n      <td>43.700001</td>\n      <td>29.180000</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1000</td>\n      <td>1023</td>\n      <td>POLYGON ((9.48954 11.85992, 9.63947 11.86325, ...</td>\n    </tr>\n    <tr>\n      <th>35</th>\n      <td>0.178130</td>\n      <td>1.790058</td>\n      <td>37</td>\n      <td>46</td>\n      <td>36</td>\n      <td>46</td>\n      <td>36.299999</td>\n      <td>18.739000</td>\n      <td>14.305556</td>\n      <td>6.773331</td>\n      <td>0.332349</td>\n      <td>4.23</td>\n      <td>27.270000</td>\n      <td>28.209999</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1000</td>\n      <td>1046</td>\n      <td>POLYGON ((6.74126 11.79928, 7.01301 11.82622, ...</td>\n    </tr>\n    <tr>\n      <th>36</th>\n      <td>0.121154</td>\n      <td>1.402252</td>\n      <td>38</td>\n      <td>30</td>\n      <td>37</td>\n      <td>30</td>\n      <td>43.299999</td>\n      <td>17.017000</td>\n      <td>42.445076</td>\n      <td>4.839273</td>\n      <td>1.230329</td>\n      <td>1.08</td>\n      <td>38.320000</td>\n      <td>28.820000</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1000</td>\n      <td>1030</td>\n      <td>POLYGON ((8.71334 11.81002, 8.82917 11.80486, ...</td>\n    </tr>\n    <tr>\n      <th>37</th>\n      <td>0.053881</td>\n      <td>0.934509</td>\n      <td>39</td>\n      <td>24</td>\n      <td>38</td>\n      <td>24</td>\n      <td>22.700001</td>\n      <td>11.107000</td>\n      <td>53.710938</td>\n      <td>0.000000</td>\n      <td>0.800000</td>\n      <td>1.58</td>\n      <td>41.040001</td>\n      <td>28.780001</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1000</td>\n      <td>1024</td>\n      <td>POLYGON ((9.08497 11.79299, 9.20042 11.76711, ...</td>\n    </tr>\n    <tr>\n      <th>38</th>\n      <td>0.174823</td>\n      <td>2.335402</td>\n      <td>40</td>\n      <td>47</td>\n      <td>39</td>\n      <td>47</td>\n      <td>39.599998</td>\n      <td>18.476999</td>\n      <td>19.100863</td>\n      <td>0.000000</td>\n      <td>0.314663</td>\n      <td>5.53</td>\n      <td>24.250000</td>\n      <td>26.690001</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1000</td>\n      <td>1047</td>\n      <td>POLYGON ((6.18171 11.55357, 6.39456 11.71040, ...</td>\n    </tr>\n    <tr>\n      <th>39</th>\n      <td>0.302908</td>\n      <td>2.285487</td>\n      <td>41</td>\n      <td>16</td>\n      <td>40</td>\n      <td>16</td>\n      <td>61.950001</td>\n      <td>29.833000</td>\n      <td>16.241299</td>\n      <td>6.451310</td>\n      <td>0.132743</td>\n      <td>4.40</td>\n      <td>48.439999</td>\n      <td>27.930000</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1000</td>\n      <td>1016</td>\n      <td>POLYGON ((10.05659 11.74391, 10.25280 11.74282...</td>\n    </tr>\n    <tr>\n      <th>40</th>\n      <td>0.137024</td>\n      <td>1.525097</td>\n      <td>42</td>\n      <td>14</td>\n      <td>41</td>\n      <td>14</td>\n      <td>42.099998</td>\n      <td>22.207001</td>\n      <td>18.905146</td>\n      <td>0.293317</td>\n      <td>0.247036</td>\n      <td>5.33</td>\n      <td>51.240002</td>\n      <td>27.799999</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1000</td>\n      <td>1014</td>\n      <td>POLYGON ((10.80626 11.71883, 10.87822 11.72326...</td>\n    </tr>\n    <tr>\n      <th>41</th>\n      <td>0.266541</td>\n      <td>2.176543</td>\n      <td>43</td>\n      <td>49</td>\n      <td>42</td>\n      <td>49</td>\n      <td>44.333000</td>\n      <td>25.872999</td>\n      <td>16.491890</td>\n      <td>1.792993</td>\n      <td>0.134439</td>\n      <td>3.87</td>\n      <td>29.020000</td>\n      <td>26.580000</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1000</td>\n      <td>1049</td>\n      <td>POLYGON ((6.75833 11.46233, 6.77781 11.46591, ...</td>\n    </tr>\n    <tr>\n      <th>42</th>\n      <td>0.060241</td>\n      <td>0.967793</td>\n      <td>44</td>\n      <td>29</td>\n      <td>43</td>\n      <td>29</td>\n      <td>25.700001</td>\n      <td>13.380000</td>\n      <td>36.663612</td>\n      <td>0.000000</td>\n      <td>0.589226</td>\n      <td>1.95</td>\n      <td>41.090000</td>\n      <td>27.490000</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1000</td>\n      <td>1029</td>\n      <td>POLYGON ((9.09586 11.55919, 9.20775 11.55326, ...</td>\n    </tr>\n    <tr>\n      <th>43</th>\n      <td>0.173337</td>\n      <td>1.868044</td>\n      <td>45</td>\n      <td>25</td>\n      <td>44</td>\n      <td>25</td>\n      <td>33.500000</td>\n      <td>16.961000</td>\n      <td>25.962263</td>\n      <td>1.463993</td>\n      <td>0.329761</td>\n      <td>2.67</td>\n      <td>43.230000</td>\n      <td>27.309999</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1000</td>\n      <td>1025</td>\n      <td>POLYGON ((9.34161 11.54617, 9.50051 11.54202, ...</td>\n    </tr>\n    <tr>\n      <th>44</th>\n      <td>0.256431</td>\n      <td>2.193039</td>\n      <td>46</td>\n      <td>28</td>\n      <td>45</td>\n      <td>28</td>\n      <td>27.733000</td>\n      <td>14.135000</td>\n      <td>29.028488</td>\n      <td>1.006118</td>\n      <td>2.391200</td>\n      <td>2.13</td>\n      <td>39.320000</td>\n      <td>25.850000</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1000</td>\n      <td>1028</td>\n      <td>POLYGON ((9.00083 11.45802, 9.08284 11.45633, ...</td>\n    </tr>\n    <tr>\n      <th>45</th>\n      <td>0.124728</td>\n      <td>1.841029</td>\n      <td>47</td>\n      <td>48</td>\n      <td>46</td>\n      <td>48</td>\n      <td>76.099998</td>\n      <td>18.323999</td>\n      <td>16.530533</td>\n      <td>9.683953</td>\n      <td>0.424628</td>\n      <td>5.27</td>\n      <td>25.469999</td>\n      <td>25.709999</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1000</td>\n      <td>1048</td>\n      <td>POLYGON ((6.48137 11.43963, 6.55831 11.44220, ...</td>\n    </tr>\n    <tr>\n      <th>46</th>\n      <td>0.245249</td>\n      <td>2.079986</td>\n      <td>48</td>\n      <td>15</td>\n      <td>47</td>\n      <td>15</td>\n      <td>42.500000</td>\n      <td>18.950001</td>\n      <td>27.822861</td>\n      <td>0.000000</td>\n      <td>0.268817</td>\n      <td>5.57</td>\n      <td>50.889999</td>\n      <td>25.240000</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1000</td>\n      <td>1015</td>\n      <td>POLYGON ((11.09847 11.30317, 11.12221 11.31588...</td>\n    </tr>\n    <tr>\n      <th>47</th>\n      <td>0.069762</td>\n      <td>1.102032</td>\n      <td>49</td>\n      <td>27</td>\n      <td>48</td>\n      <td>27</td>\n      <td>26.799999</td>\n      <td>11.813000</td>\n      <td>26.645266</td>\n      <td>4.884389</td>\n      <td>1.034807</td>\n      <td>2.33</td>\n      <td>41.209999</td>\n      <td>25.900000</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1000</td>\n      <td>1027</td>\n      <td>POLYGON ((9.20767 11.31017, 9.33852 11.31238, ...</td>\n    </tr>\n    <tr>\n      <th>48</th>\n      <td>0.205964</td>\n      <td>2.199169</td>\n      <td>50</td>\n      <td>26</td>\n      <td>49</td>\n      <td>26</td>\n      <td>35.799999</td>\n      <td>18.796000</td>\n      <td>22.541491</td>\n      <td>0.259826</td>\n      <td>0.901442</td>\n      <td>3.03</td>\n      <td>42.669998</td>\n      <td>24.959999</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1000</td>\n      <td>1026</td>\n      <td>POLYGON ((9.39145 11.27540, 9.54631 11.28537, ...</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {}
    }
   ],
   "execution_count": 2
  },
  {
   "cell_type": "markdown",
   "source": "# Create W",
   "metadata": {
    "cell_id": "6ee37b5d6c44433d858d8de380b1acb3",
    "tags": [],
    "is_collapsed": false,
    "deepnote_cell_type": "text-cell-h1"
   }
  },
  {
   "cell_type": "code",
   "source": "Wqueen = weights.Queen.from_dataframe(gdf, idVariable = 'POLYID')",
   "metadata": {
    "cell_id": "3d895de3124f4734bcdda5dafe845fd5",
    "tags": [],
    "deepnote_to_be_reexecuted": false,
    "source_hash": "a8d417c",
    "execution_start": 1653788949283,
    "execution_millis": 0,
    "deepnote_cell_type": "code",
    "deepnote_cell_height": 80.953125
   },
   "outputs": [],
   "execution_count": 3
  },
  {
   "cell_type": "markdown",
   "source": "# Create W in matrix form",
   "metadata": {
    "cell_id": "89fb5cc4d44545e5b6379f68efc9af4c",
    "tags": [],
    "is_collapsed": false,
    "deepnote_cell_type": "text-cell-h1"
   }
  },
  {
   "cell_type": "code",
   "source": "WqueenMatrix, ids = Wqueen.full()\ndf_WqueenMatrix = pd.DataFrame(WqueenMatrix)\ndf_WqueenMatrix",
   "metadata": {
    "cell_id": "5a80017c8a3542afa24b359923a30bbf",
    "tags": [],
    "deepnote_to_be_reexecuted": false,
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0.0  0.0  0.0  0.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  0.0  0.0   \n35  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n36  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  1.0  1.0   \n37  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  1.0  0.0   \n38  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n39  0.0  0.0  0.0  0.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n40  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n41  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n42  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n43  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n44  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n45  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n46  0.0  0.0  0.0  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<td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>15</th>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>16</th>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>17</th>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>18</th>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>19</th>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>20</th>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>21</th>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>22</th>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>23</th>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>24</th>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>25</th>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>26</th>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>27</th>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>28</th>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>29</th>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>30</th>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>31</th>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>32</th>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>33</th>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>34</th>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>35</th>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>36</th>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>37</th>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>38</th>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>39</th>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>40</th>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>41</th>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>42</th>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>43</th>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n    </tr>\n    <tr>\n      <th>44</th>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n    </tr>\n    <tr>\n      <th>45</th>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>46</th>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>47</th>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n    </tr>\n    <tr>\n      <th>48</th>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {}
    }
   ],
   "execution_count": 4
  },
  {
   "cell_type": "code",
   "source": "df_ids = pd.DataFrame({'polyID': ids})\ndf_ids",
   "metadata": {
    "cell_id": "0d02dfb96f144cc185d7edc83b72235c",
    "tags": [],
    "deepnote_to_be_reexecuted": false,
    "source_hash": "f0da3f41",
    "execution_start": 1653788949488,
    "execution_millis": 466,
    "deepnote_cell_type": "code",
    "deepnote_cell_height": 617.953125
   },
   "outputs": [
    {
     "output_type": "execute_result",
     "execution_count": 5,
     "data": {
      "application/vnd.deepnote.dataframe.v3+json": {
       "column_count": 1,
       "row_count": 49,
       "columns": [
        {
         "name": "polyID",
         "dtype": "int64",
         "stats": {
          "unique_count": 49,
          "nan_count": 0,
          "min": "1",
          "max": "49",
          "histogram": [
           {
            "bin_start": 1,
            "bin_end": 5.8,
            "count": 5
           },
           {
            "bin_start": 5.8,
            "bin_end": 10.6,
            "count": 5
           },
           {
            "bin_start": 10.6,
            "bin_end": 15.399999999999999,
            "count": 5
           },
           {
            "bin_start": 15.399999999999999,
            "bin_end": 20.2,
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           },
           {
            "bin_start": 20.2,
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            "count": 4
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           {
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            "bin_end": 29.799999999999997,
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            "bin_end": 34.6,
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           {
            "bin_start": 34.6,
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           },
           {
            "bin_start": 39.4,
            "bin_end": 44.199999999999996,
            "count": 5
           },
           {
            "bin_start": 44.199999999999996,
            "bin_end": 49,
            "count": 5
           }
          ]
         }
        },
        {
         "name": "_deepnote_index_column",
         "dtype": "int64"
        }
       ],
       "rows": [
        {
         "polyID": 1,
         "_deepnote_index_column": 0
        },
        {
         "polyID": 2,
         "_deepnote_index_column": 1
        },
        {
         "polyID": 3,
         "_deepnote_index_column": 2
        },
        {
         "polyID": 4,
         "_deepnote_index_column": 3
        },
        {
         "polyID": 5,
         "_deepnote_index_column": 4
        },
        {
         "polyID": 6,
         "_deepnote_index_column": 5
        },
        {
         "polyID": 7,
         "_deepnote_index_column": 6
        },
        {
         "polyID": 8,
         "_deepnote_index_column": 7
        },
        {
         "polyID": 9,
         "_deepnote_index_column": 8
        },
        {
         "polyID": 10,
         "_deepnote_index_column": 9
        }
       ]
      },
      "text/plain": "    polyID\n0        1\n1        2\n2        3\n3        4\n4        5\n5        6\n6        7\n7        8\n8        9\n9       10\n10      11\n11      12\n12      13\n13      14\n14      15\n15      16\n16      17\n17      18\n18      19\n19      20\n20      21\n21      22\n22      23\n23      24\n24      25\n25      26\n26      27\n27      28\n28      29\n29      30\n30      31\n31      32\n32      33\n33      34\n34      35\n35      36\n36      37\n37      38\n38      39\n39      40\n40      41\n41      42\n42      43\n43      44\n44      45\n45      46\n46      47\n47      48\n48      49",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>polyID</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>3</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>4</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>5</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>6</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>7</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>8</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>9</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>10</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>11</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>12</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td>13</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td>14</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>15</td>\n    </tr>\n    <tr>\n      <th>15</th>\n      <td>16</td>\n    </tr>\n    <tr>\n      <th>16</th>\n      <td>17</td>\n    </tr>\n    <tr>\n      <th>17</th>\n      <td>18</td>\n    </tr>\n    <tr>\n      <th>18</th>\n      <td>19</td>\n    </tr>\n    <tr>\n      <th>19</th>\n      <td>20</td>\n    </tr>\n    <tr>\n      <th>20</th>\n      <td>21</td>\n    </tr>\n    <tr>\n      <th>21</th>\n      <td>22</td>\n    </tr>\n    <tr>\n      <th>22</th>\n      <td>23</td>\n    </tr>\n    <tr>\n      <th>23</th>\n      <td>24</td>\n    </tr>\n    <tr>\n      <th>24</th>\n      <td>25</td>\n    </tr>\n    <tr>\n      <th>25</th>\n      <td>26</td>\n    </tr>\n    <tr>\n      <th>26</th>\n      <td>27</td>\n    </tr>\n    <tr>\n      <th>27</th>\n      <td>28</td>\n    </tr>\n    <tr>\n      <th>28</th>\n      <td>29</td>\n    </tr>\n    <tr>\n      <th>29</th>\n      <td>30</td>\n    </tr>\n    <tr>\n      <th>30</th>\n      <td>31</td>\n    </tr>\n    <tr>\n      <th>31</th>\n      <td>32</td>\n    </tr>\n    <tr>\n      <th>32</th>\n      <td>33</td>\n    </tr>\n    <tr>\n      <th>33</th>\n      <td>34</td>\n    </tr>\n    <tr>\n      <th>34</th>\n      <td>35</td>\n    </tr>\n    <tr>\n      <th>35</th>\n      <td>36</td>\n    </tr>\n    <tr>\n      <th>36</th>\n      <td>37</td>\n    </tr>\n    <tr>\n      <th>37</th>\n      <td>38</td>\n    </tr>\n    <tr>\n      <th>38</th>\n      <td>39</td>\n    </tr>\n    <tr>\n      <th>39</th>\n      <td>40</td>\n    </tr>\n    <tr>\n      <th>40</th>\n      <td>41</td>\n    </tr>\n    <tr>\n      <th>41</th>\n      <td>42</td>\n    </tr>\n    <tr>\n      <th>42</th>\n      <td>43</td>\n    </tr>\n    <tr>\n      <th>43</th>\n      <td>44</td>\n    </tr>\n    <tr>\n      <th>44</th>\n      <td>45</td>\n    </tr>\n    <tr>\n      <th>45</th>\n      <td>46</td>\n    </tr>\n    <tr>\n      <th>46</th>\n      <td>47</td>\n    </tr>\n    <tr>\n      <th>47</th>\n      <td>48</td>\n    </tr>\n    <tr>\n      <th>48</th>\n      <td>49</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {}
    }
   ],
   "execution_count": 5
  },
  {
   "cell_type": "markdown",
   "source": "# W statistics",
   "metadata": {
    "cell_id": "1c1170ff6d4b46348ecf17185b08c449",
    "tags": [],
    "deepnote_cell_type": "markdown",
    "deepnote_cell_height": 81.953125
   }
  },
  {
   "cell_type": "code",
   "source": "# how many neighbors does each region have?\nWqueenMatrix.sum(axis=1)",
   "metadata": {
    "cell_id": "8e087ad847534ad283375ba48c6af2d0",
    "tags": [],
    "deepnote_to_be_reexecuted": false,
    "source_hash": "f0f8c801",
    "execution_start": 1653788949495,
    "execution_millis": 459,
    "deepnote_cell_type": "code",
    "deepnote_cell_height": 193.953125,
    "deepnote_output_heights": [
     78.8125
    ]
   },
   "outputs": [
    {
     "output_type": "execute_result",
     "execution_count": 6,
     "data": {
      "text/plain": "array([ 2.,  3.,  4.,  4.,  8.,  2.,  4.,  6.,  8.,  4.,  5.,  6.,  4.,\n        6.,  6.,  8.,  3.,  4.,  3., 10.,  3.,  6.,  3.,  7.,  8.,  6.,\n        4.,  9.,  7.,  5.,  3.,  4.,  4.,  4.,  7.,  5.,  6.,  6.,  3.,\n        5.,  3.,  2.,  6.,  5.,  4.,  2.,  2.,  4.,  3.])"
     },
     "metadata": {}
    }
   ],
   "execution_count": 6
  },
  {
   "cell_type": "code",
   "source": "WqueenCount = pd.DataFrame(WqueenMatrix.sum(axis=1))\nWqueenCount.describe().round(2)",
   "metadata": {
    "cell_id": "d8d9a88eb71b4571881967b437f658c5",
    "tags": [],
    "deepnote_to_be_reexecuted": false,
    "source_hash": "18b64bf3",
    "execution_start": 1653788949501,
    "execution_millis": 454,
    "deepnote_cell_type": "code",
    "deepnote_cell_height": 535.9375
   },
   "outputs": [
    {
     "output_type": "execute_result",
     "execution_count": 7,
     "data": {
      "application/vnd.deepnote.dataframe.v3+json": {
       "column_count": 1,
       "row_count": 8,
       "columns": [
        {
         "name": 0,
         "dtype": "float64",
         "stats": {
          "unique_count": 8,
          "nan_count": 0,
          "min": "1.99",
          "max": "49.0",
          "histogram": [
           {
            "bin_start": 1.99,
            "bin_end": 6.691,
            "count": 6
           },
           {
            "bin_start": 6.691,
            "bin_end": 11.392,
            "count": 1
           },
           {
            "bin_start": 11.392,
            "bin_end": 16.092999999999996,
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           },
           {
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            "bin_end": 20.793999999999997,
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           },
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            "bin_end": 25.494999999999997,
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           },
           {
            "bin_start": 25.494999999999997,
            "bin_end": 30.195999999999994,
            "count": 0
           },
           {
            "bin_start": 30.195999999999994,
            "bin_end": 34.897,
            "count": 0
           },
           {
            "bin_start": 34.897,
            "bin_end": 39.598,
            "count": 0
           },
           {
            "bin_start": 39.598,
            "bin_end": 44.299,
            "count": 0
           },
           {
            "bin_start": 44.299,
            "bin_end": 49,
            "count": 1
           }
          ]
         }
        },
        {
         "name": "_deepnote_index_column",
         "dtype": "object"
        }
       ],
       "rows": [
        {
         "0": 49,
         "_deepnote_index_column": "count"
        },
        {
         "0": 4.82,
         "_deepnote_index_column": "mean"
        },
        {
         "0": 1.99,
         "_deepnote_index_column": "std"
        },
        {
         "0": 2,
         "_deepnote_index_column": "min"
        },
        {
         "0": 3,
         "_deepnote_index_column": "25%"
        },
        {
         "0": 4,
         "_deepnote_index_column": "50%"
        },
        {
         "0": 6,
         "_deepnote_index_column": "75%"
        },
        {
         "0": 10,
         "_deepnote_index_column": "max"
        }
       ]
      },
      "text/plain": "           0\ncount  49.00\nmean    4.82\nstd     1.99\nmin     2.00\n25%     3.00\n50%     4.00\n75%     6.00\nmax    10.00",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>0</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>count</th>\n      <td>49.00</td>\n    </tr>\n    <tr>\n      <th>mean</th>\n      <td>4.82</td>\n    </tr>\n    <tr>\n      <th>std</th>\n      <td>1.99</td>\n    </tr>\n    <tr>\n      <th>min</th>\n      <td>2.00</td>\n    </tr>\n    <tr>\n      <th>25%</th>\n      <td>3.00</td>\n    </tr>\n    <tr>\n      <th>50%</th>\n      <td>4.00</td>\n    </tr>\n    <tr>\n      <th>75%</th>\n      <td>6.00</td>\n    </tr>\n    <tr>\n      <th>max</th>\n      <td>10.00</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {}
    }
   ],
   "execution_count": 7
  },
  {
   "cell_type": "code",
   "source": "Wqueen.pct_nonzero",
   "metadata": {
    "cell_id": "acbb5595471943309f9f560246f4f67d",
    "tags": [],
    "deepnote_to_be_reexecuted": false,
    "source_hash": "c32a6df0",
    "execution_start": 1653788949517,
    "execution_millis": 438,
    "deepnote_cell_type": "code",
    "deepnote_cell_height": 118.125,
    "deepnote_output_heights": [
     21.1875
    ]
   },
   "outputs": [
    {
     "output_type": "execute_result",
     "execution_count": 8,
     "data": {
      "text/plain": "9.82923781757601"
     },
     "metadata": {}
    }
   ],
   "execution_count": 8
  },
  {
   "cell_type": "code",
   "source": "Wqueen.neighbors",
   "metadata": {
    "cell_id": "731d0c4944f34c748b205b750d343f35",
    "tags": [],
    "deepnote_to_be_reexecuted": false,
    "source_hash": "1c8e81a7",
    "execution_start": 1653788949529,
    "execution_millis": 427,
    "deepnote_cell_type": "code",
    "deepnote_cell_height": 707.953125,
    "deepnote_output_heights": [
     611
    ]
   },
   "outputs": [
    {
     "output_type": "execute_result",
     "execution_count": 9,
     "data": {
      "text/plain": "{1: [2, 3],\n 2: [1, 3, 4],\n 3: [1, 2, 4, 5],\n 4: [8, 2, 3, 5],\n 5: [3, 4, 6, 8, 9, 11, 15, 16],\n 6: [9, 5],\n 7: [8, 12, 13, 14],\n 8: [4, 5, 7, 11, 12, 13],\n 9: [5, 6, 10, 15, 20, 22, 25, 26],\n 10: [17, 20, 22, 9],\n 11: [16, 5, 8, 12, 15],\n 12: [16, 7, 8, 11, 13, 14],\n 13: [8, 12, 14, 7],\n 14: [16, 18, 19, 7, 12, 13],\n 15: [16, 5, 9, 26, 11, 25],\n 16: [5, 11, 12, 14, 15, 18, 24, 25],\n 17: [10, 20, 23],\n 18: [24, 16, 19, 14],\n 19: [24, 18, 14],\n 20: [32, 33, 35, 40, 9, 10, 17, 22, 23, 27],\n 21: [24, 34, 30],\n 22: [26, 20, 9, 10, 27, 28],\n 23: [32, 17, 20],\n 24: [16, 18, 19, 21, 25, 29, 30],\n 25: [9, 15, 16, 24, 26, 28, 29, 30],\n 26: [22, 9, 28, 29, 25, 15],\n 27: [33, 20, 28, 22],\n 28: [33, 35, 37, 38, 22, 25, 26, 27, 29],\n 29: [37, 38, 24, 25, 26, 28, 30],\n 30: [37, 21, 24, 25, 29],\n 31: [34, 36, 39],\n 32: [40, 41, 20, 23],\n 33: [27, 35, 20, 28],\n 34: [42, 36, 21, 31],\n 35: [33, 20, 38, 40, 43, 44, 28],\n 36: [34, 39, 42, 46, 31],\n 37: [29, 38, 43, 28, 45, 30],\n 38: [29, 35, 37, 43, 44, 28],\n 39: [36, 46, 31],\n 40: [32, 35, 20, 41, 47],\n 41: [40, 32, 47],\n 42: [34, 36],\n 43: [48, 35, 37, 38, 44, 45],\n 44: [48, 49, 35, 38, 43],\n 45: [48, 49, 43, 37],\n 46: [36, 39],\n 47: [40, 41],\n 48: [49, 43, 44, 45],\n 49: [48, 44, 45]}"
     },
     "metadata": {}
    }
   ],
   "execution_count": 9
  },
  {
   "cell_type": "markdown",
   "source": "# Standardized W",
   "metadata": {
    "cell_id": "efb3b052f27547c299ae58f2b20e3332",
    "tags": [],
    "is_collapsed": false,
    "deepnote_cell_type": "text-cell-h1"
   }
  },
  {
   "cell_type": "code",
   "source": "WqueenStand = weights.Queen.from_dataframe(gdf, idVariable = 'POLYID')\n# >>> Row-standardize W\nWqueenStand.transform = 'r'",
   "metadata": {
    "cell_id": "f72561b634a0478a809a7cbeacc6b975",
    "tags": [],
    "deepnote_to_be_reexecuted": false,
    "source_hash": "28041e7a",
    "execution_start": 1653788949534,
    "execution_millis": 8,
    "deepnote_cell_type": "code",
    "deepnote_cell_height": 116.953125
   },
   "outputs": [],
   "execution_count": 10
  },
  {
   "cell_type": "markdown",
   "source": "# Plot W",
   "metadata": {
    "cell_id": "c984fd1f657f44ffbe2a5860bf2a2efa",
    "tags": [],
    "is_collapsed": false,
    "deepnote_cell_type": "text-cell-h1"
   }
  },
  {
   "cell_type": "code",
   "source": "WqueenPlot = weights.Queen.from_dataframe(gdf)\nplot_spatial_weights(WqueenPlot, gdf);",
   "metadata": {
    "cell_id": "a2f6568c4e0641bd9a58569197a7e526",
    "tags": [],
    "deepnote_to_be_reexecuted": false,
    "source_hash": "1c54bb56",
    "execution_start": 1653788949547,
    "execution_millis": 461,
    "deepnote_cell_type": "code",
    "deepnote_cell_height": 538.953125,
    "deepnote_output_heights": [
     423.96875
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 720x720 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "image/png": {
       "width": 572,
       "height": 422
      }
     },
     "output_type": "display_data"
    }
   ],
   "execution_count": 11
  },
  {
   "cell_type": "markdown",
   "source": "# Indentify neighbors",
   "metadata": {
    "cell_id": "acddd048b2f24e3283137d51948dae97",
    "tags": [],
    "is_collapsed": false,
    "deepnote_cell_type": "text-cell-h1"
   }
  },
  {
   "cell_type": "code",
   "source": "Wqueen.neighbors[20]",
   "metadata": {
    "cell_id": "3e5e6e075adf40b18470deb112e5c6dd",
    "tags": [],
    "deepnote_to_be_reexecuted": false,
    "source_hash": "23215ba4",
    "execution_start": 1653788950015,
    "execution_millis": 13,
    "deepnote_cell_type": "code",
    "deepnote_cell_height": 118.125,
    "deepnote_output_heights": [
     21.1875
    ]
   },
   "outputs": [
    {
     "output_type": "execute_result",
     "execution_count": 12,
     "data": {
      "text/plain": "[32, 33, 35, 40, 9, 10, 17, 22, 23, 27]"
     },
     "metadata": {}
    }
   ],
   "execution_count": 12
  },
  {
   "cell_type": "code",
   "source": "# What are the neighbors of POLYID = 20)?\nself_and_neighbors = [20]\nself_and_neighbors.extend(Wqueen.neighbors[20])\nneighborsOnly = Wqueen.neighbors[20]",
   "metadata": {
    "cell_id": "be2ca41671254f6fbf6cde731b8df00d",
    "tags": [],
    "deepnote_to_be_reexecuted": false,
    "source_hash": "485a3d65",
    "execution_start": 1653788950027,
    "execution_millis": 2,
    "deepnote_cell_type": "code",
    "deepnote_cell_height": 134.953125,
    "deepnote_output_heights": [
     155.625
    ]
   },
   "outputs": [],
   "execution_count": 13
  },
  {
   "cell_type": "code",
   "source": "gdf.query('POLYID in @neighborsOnly')",
   "metadata": {
    "cell_id": "bd97af1b9e1c419e91eefc648e445118",
    "tags": [],
    "deepnote_to_be_reexecuted": false,
    "source_hash": "49edf316",
    "execution_start": 1653788950030,
    "execution_millis": 114,
    "deepnote_cell_type": "code",
    "deepnote_cell_height": 613.953125
   },
   "outputs": [
    {
     "output_type": "execute_result",
     "execution_count": 14,
     "data": {
      "application/vnd.deepnote.dataframe.v3+json": {
       "column_count": 21,
       "row_count": 10,
       "columns": [
        {
         "name": "AREA",
         "dtype": "float64",
         "stats": {
          "unique_count": 10,
          "nan_count": 0,
          "min": "0.087472",
          "max": "0.500755",
          "histogram": [
           {
            "bin_start": 0.087472,
            "bin_end": 0.12880029999999998,
            "count": 2
           },
           {
            "bin_start": 0.12880029999999998,
            "bin_end": 0.1701286,
            "count": 1
           },
           {
            "bin_start": 0.1701286,
            "bin_end": 0.2114569,
            "count": 3
           },
           {
            "bin_start": 0.2114569,
            "bin_end": 0.2527852,
            "count": 2
           },
           {
            "bin_start": 0.2527852,
            "bin_end": 0.29411349999999997,
            "count": 0
           },
           {
            "bin_start": 0.29411349999999997,
            "bin_end": 0.3354418,
            "count": 1
           },
           {
            "bin_start": 0.3354418,
            "bin_end": 0.3767701,
            "count": 0
           },
           {
            "bin_start": 0.3767701,
            "bin_end": 0.4180984,
            "count": 0
           },
           {
            "bin_start": 0.4180984,
            "bin_end": 0.45942669999999997,
            "count": 0
           },
           {
            "bin_start": 0.45942669999999997,
            "bin_end": 0.500755,
            "count": 1
           }
          ]
         }
        },
        {
         "name": "PERIMETER",
         "dtype": "float64",
         "stats": {
          "unique_count": 10,
          "nan_count": 0,
          "min": "1.382359",
          "max": "3.169707",
          "histogram": [
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   "execution_count": 14
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  {
   "cell_type": "code",
   "source": "gdf.query('POLYID in @self_and_neighbors')",
   "metadata": {
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      "text/plain": "        AREA  PERIMETER  COLUMBUS_  COLUMBUS_I  POLYID  NEIG      HOVAL  \\\n8   0.500755   3.169707         10          18       9    18  52.599998   \n9   0.246689   2.087235         11          10      10    10  96.400002   \n16  0.102087   1.382359         18          11      17    11  41.750000   \n19  0.444629   3.174601         21          17      20    17  81.266998   \n21  0.192891   1.992717         23          19      22    19  30.450001   \n22  0.247120   2.147528         24          12      23    12  47.733002   \n26  0.137802   1.780751         28          21      27    21  34.099998   \n31  0.185580   2.108951         33          13      32    13  40.299999   \n32  0.087472   1.507971         34          22      33    22  23.600000   \n34  0.175453   1.974937         36          23      35    23  27.000000   \n39  0.302908   2.285487         41          16      40    16  61.950001   \n\n          INC      CRIME       OPEN     PLUMB  DISCBD          X          Y  \\\n8   17.586000  30.515917   0.527488  0.890736    3.17  43.439999  35.919998   \n9   13.598000  34.000835   1.548348  0.557724    4.33  47.610001  36.419998   \n16   9.798000  36.868774   0.448232  1.619745    4.47  48.580002  34.459999   \n19  31.070000   0.223797   5.318607  0.167224    3.57  46.730000  31.910000   \n21  11.709000  33.705048   4.539754  1.785714    2.45  43.369999  33.459999   \n22  21.155001  20.048504   0.532632  0.216763    4.78  49.610001  32.650002   \n26  10.822000  52.794430  19.368099  1.483516    2.24  43.950001  31.610001   \n31  18.941999  19.145592   2.221022  0.255102    4.76  50.110001  29.910000   \n32   9.918000  41.968163   0.000000  1.023891    2.28  44.099998  30.400000   \n34  12.814000  39.175053   4.220401  0.633675    2.37  43.700001  29.180000   \n39  29.833000  16.241299   6.451310  0.132743    4.40  48.439999  27.930000   \n\n    NSA  NSB  EW  CP  THOUS  NEIGNO  \\\n8     1    1   1   0   1000    1018   \n9     1    1   1   0   1000    1010   \n16    1    1   1   0   1000    1011   \n19    0    1   1   0   1000    1017   \n21    1    1   1   1   1000    1019   \n22    0    0   1   0   1000    1012   \n26    0    0   1   1   1000    1021   \n31    0    0   1   0   1000    1013   \n32    0    0   1   1   1000    1022   \n34    0    0   1   1   1000    1023   \n39    0    0   1   0   1000    1016   \n\n                                             geometry  \n8   POLYGON ((9.33330 13.27242, 9.67101 13.27361, ...  \n9   POLYGON ((10.08251 13.03377, 10.09250 13.05275...  \n16  POLYGON ((10.35660 12.78114, 10.50110 12.80532...  \n19  POLYGON ((10.01544 12.72405, 10.17841 12.75132...  \n21  POLYGON ((9.38601 12.59624, 9.47150 12.59571, ...  \n22  POLYGON ((10.66777 12.64803, 10.77667 12.65201...  \n26  POLYGON ((9.46878 12.23455, 9.65693 12.27403, ...  \n31  POLYGON ((10.42425 11.99064, 10.64090 12.01312...  \n32  POLYGON ((9.48067 12.00275, 9.75540 12.00493, ...  \n34  POLYGON ((9.48954 11.85992, 9.63947 11.86325, ...  \n39  POLYGON ((10.05659 11.74391, 10.25280 11.74282...  ",
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     },
     "metadata": {}
    }
   ],
   "execution_count": 15
  },
  {
   "cell_type": "code",
   "source": "# to be read by the spmatrix (from Stata 15)\ndf_ids_AND_WqueenMatrix = pd.merge(df_ids, df_WqueenMatrix, left_index=True, right_index=True)\ndf_ids_AND_WqueenMatrix",
   "metadata": {
    "cell_id": "7087db9ab57e44638c9fe9693c9b6500",
    "tags": [],
    "deepnote_to_be_reexecuted": false,
    "source_hash": "ad327a26",
    "execution_start": 1653788950245,
    "execution_millis": 217,
    "deepnote_cell_type": "code",
    "deepnote_cell_height": 649.953125
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   "outputs": [
    {
     "output_type": "execute_result",
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    <th>32</th>\n      <th>33</th>\n      <th>34</th>\n      <th>35</th>\n      <th>36</th>\n      <th>37</th>\n      <th>38</th>\n      <th>39</th>\n      <th>40</th>\n      <th>41</th>\n      <th>42</th>\n      <th>43</th>\n      <th>44</th>\n      <th>45</th>\n      <th>46</th>\n      <th>47</th>\n      <th>48</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>1</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      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<td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>3</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>4</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>5</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>6</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>7</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>8</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>9</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>10</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>11</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>12</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td>13</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td>14</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>15</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>15</th>\n      <td>16</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>16</th>\n      <td>17</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>17</th>\n      <td>18</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>18</th>\n      <td>19</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>19</th>\n      <td>20</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>20</th>\n      <td>21</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>21</th>\n      <td>22</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>22</th>\n      <td>23</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>23</th>\n      <td>24</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>24</th>\n      <td>25</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>25</th>\n      <td>26</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>26</th>\n      <td>27</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>27</th>\n      <td>28</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>28</th>\n      <td>29</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>29</th>\n      <td>30</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>30</th>\n      <td>31</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>31</th>\n      <td>32</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>32</th>\n      <td>33</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>33</th>\n      <td>34</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>34</th>\n      <td>35</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>35</th>\n      <td>36</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>36</th>\n      <td>37</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>37</th>\n      <td>38</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>38</th>\n      <td>39</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>39</th>\n      <td>40</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>40</th>\n      <td>41</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>41</th>\n      <td>42</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>42</th>\n      <td>43</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>43</th>\n      <td>44</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n    </tr>\n    <tr>\n      <th>44</th>\n      <td>45</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n    </tr>\n    <tr>\n      <th>45</th>\n      <td>46</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>46</th>\n      <td>47</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>47</th>\n      <td>48</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n    </tr>\n    <tr>\n      <th>48</th>\n      <td>49</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {}
    }
   ],
   "execution_count": 16
  },
  {
   "cell_type": "markdown",
   "source": "# Export W",
   "metadata": {
    "cell_id": "e25ca82f5818450aac50ad89560c0b92",
    "tags": [],
    "is_collapsed": false,
    "owner_user_id": "3e428fbe-be88-4851-af0f-3aa6c027cd24",
    "deepnote_cell_type": "text-cell-h1"
   }
  },
  {
   "cell_type": "code",
   "source": "df_ids_AND_WqueenMatrix.to_csv('df_ids_AND_WqueenMatrix.csv')\ndf_WqueenMatrix.to_csv('df_WqueenMatrix.csv', index = False)\ndf_WqueenMatrix.to_stata('df_WqueenMatrix.dta', write_index = False)",
   "metadata": {
    "cell_id": "ba9de9a085ea45b1b33719001a7f3050",
    "tags": [],
    "deepnote_to_be_reexecuted": false,
    "source_hash": "7ac08fa9",
    "execution_start": 1653788950461,
    "execution_millis": 23,
    "deepnote_cell_type": "code",
    "deepnote_cell_height": 116.953125
   },
   "outputs": [],
   "execution_count": 17
  },
  {
   "cell_type": "code",
   "source": "",
   "metadata": {
    "cell_id": "caf8246715f84e1397727e01a7b69c5d",
    "tags": [],
    "deepnote_to_be_reexecuted": false,
    "source_hash": "b623e53d",
    "execution_start": 1653788950487,
    "execution_millis": 1,
    "deepnote_cell_type": "code",
    "deepnote_cell_height": 65.953125
   },
   "outputs": [],
   "execution_count": 17
  },
  {
   "cell_type": "markdown",
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