diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index fe32518..d378a15 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
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@@ -108,8 +98,18 @@
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+        <option value="$PROJECT_DIR$/skeLCS/eLCS.py" />
+        <option value="$PROJECT_DIR$/skeLCS/ClassifierSet.py" />
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@@ -250,7 +250,7 @@
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@@ -534,18 +535,17 @@
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+    <entry file="file://$PROJECT_DIR$/skeLCS/Timer.py">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="105">
+          <caret line="7" column="12" selection-start-line="7" selection-start-column="12" selection-end-line="7" selection-end-column="12" />
+        </state>
+      </provider>
+    </entry>
+    <entry file="file://$PROJECT_DIR$/test/test_DataCleanup.py">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="15">
+          <caret line="1" column="40" selection-start-line="1" selection-start-column="40" selection-end-line="1" selection-end-column="40" />
         </state>
       </provider>
     </entry>
     <entry file="file://$PROJECT_DIR$/test/test_eLCS.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="204">
-          <caret line="746" column="58" selection-start-line="746" selection-start-column="58" selection-end-line="746" selection-end-column="58" />
+        <state relative-caret-position="499">
+          <caret line="758" column="31" selection-start-line="758" selection-start-column="31" selection-end-line="758" selection-end-column="31" />
           <folding>
             <element signature="e#0#15#0" expanded="true" />
           </folding>
         </state>
       </provider>
     </entry>
+    <entry file="file://$PROJECT_DIR$/testMain.py">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="165">
+          <caret line="11" column="20" selection-start-line="11" selection-start-column="20" selection-end-line="11" selection-end-column="20" />
+          <folding>
+            <element signature="e#0#19#0" expanded="true" />
+          </folding>
+        </state>
+      </provider>
+    </entry>
   </component>
 </project>
\ No newline at end of file
diff --git a/.ipynb_checkpoints/eLCS User Guide-checkpoint.ipynb b/.ipynb_checkpoints/eLCS User Guide-checkpoint.ipynb
index 8279cfa..088f7e9 100644
--- a/.ipynb_checkpoints/eLCS User Guide-checkpoint.ipynb	
+++ b/.ipynb_checkpoints/eLCS User Guide-checkpoint.ipynb	
@@ -679,7 +679,7 @@
     {
      "data": {
       "text/plain": [
-       "array([0., 1., 1., ..., 1., 0., 1.])"
+       "array([1., 0., 1., ..., 0., 1., 1.])"
       ]
      },
      "execution_count": 10,
@@ -706,13 +706,13 @@
     {
      "data": {
       "text/plain": [
-       "array([[9.98427737e-01, 1.57226349e-03],\n",
-       "       [9.38012461e-02, 9.06198754e-01],\n",
-       "       [8.74690505e-04, 9.99125309e-01],\n",
+       "array([[0.07005813, 0.92994187],\n",
+       "       [0.64333123, 0.35666877],\n",
+       "       [0.35624667, 0.64375333],\n",
        "       ...,\n",
-       "       [4.28432101e-02, 9.57156790e-01],\n",
-       "       [8.20987953e-01, 1.79012047e-01],\n",
-       "       [5.15307018e-02, 9.48469298e-01]])"
+       "       [0.99767029, 0.00232971],\n",
+       "       [0.16592353, 0.83407647],\n",
+       "       [0.06185874, 0.93814126]])"
       ]
      },
      "execution_count": 11,
@@ -740,7 +740,7 @@
     {
      "data": {
       "text/plain": [
-       "0.97314453125"
+       "0.9462890625"
       ]
      },
      "execution_count": 12,
@@ -767,7 +767,7 @@
     {
      "data": {
       "text/plain": [
-       "0.9833836383072376"
+       "0.9897446450926927"
       ]
      },
      "execution_count": 13,
@@ -797,7 +797,7 @@
     {
      "data": {
       "text/plain": [
-       "0.9990253411306043"
+       "0.9853601092989889"
       ]
      },
      "execution_count": 14,
@@ -824,7 +824,7 @@
     {
      "data": {
       "text/plain": [
-       "0.9973716283504842"
+       "0.9969527839171203"
       ]
      },
      "execution_count": 15,
@@ -852,7 +852,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -866,8 +866,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "PRC AUC:0.9969550669868938\n",
-      "ROC AUC:0.9970827102661133\n"
+      "PRC AUC:0.9854932736645818\n",
+      "ROC AUC:0.9867277145385742\n"
      ]
     }
    ],
@@ -978,14 +978,14 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "166\n",
-      "496\n",
+      "127\n",
+      "544\n",
+      "949\n",
       "1000\n",
-      "1000\n",
-      "0.5573300573300577\n",
-      "0.6228181818181807\n",
-      "9.765310049057007\n",
-      "19.952102184295654\n"
+      "0.5965323336457361\n",
+      "0.6112727272727269\n",
+      "5.178795099258423\n",
+      "11.399261951446533\n"
      ]
     }
    ],
@@ -1103,12 +1103,12 @@
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.000215</td>\n",
-       "      <td>0.000046</td>\n",
+       "      <td>0.000238</td>\n",
        "      <td>0.000002</td>\n",
-       "      <td>0.000003</td>\n",
+       "      <td>0.000002</td>\n",
+       "      <td>0.000004</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000081</td>\n",
+       "      <td>0.000097</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
@@ -1125,12 +1125,12 @@
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.000326</td>\n",
-       "      <td>0.000071</td>\n",
-       "      <td>0.000004</td>\n",
-       "      <td>0.000005</td>\n",
+       "      <td>0.000347</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000003</td>\n",
+       "      <td>0.000006</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000142</td>\n",
+       "      <td>0.000166</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
@@ -1147,12 +1147,12 @@
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.000423</td>\n",
-       "      <td>0.000097</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
+       "      <td>0.000435</td>\n",
+       "      <td>0.000010</td>\n",
+       "      <td>0.000004</td>\n",
+       "      <td>0.000007</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000191</td>\n",
+       "      <td>0.000217</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
@@ -1169,12 +1169,12 @@
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.000517</td>\n",
-       "      <td>0.000123</td>\n",
-       "      <td>0.000007</td>\n",
+       "      <td>0.000522</td>\n",
+       "      <td>0.000015</td>\n",
+       "      <td>0.000005</td>\n",
        "      <td>0.000008</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000238</td>\n",
+       "      <td>0.000265</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
@@ -1191,34 +1191,34 @@
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.000609</td>\n",
-       "      <td>0.000150</td>\n",
+       "      <td>0.000608</td>\n",
+       "      <td>0.000021</td>\n",
+       "      <td>0.000006</td>\n",
        "      <td>0.000009</td>\n",
-       "      <td>0.000010</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000283</td>\n",
+       "      <td>0.000312</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
        "      <td>5</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>6</td>\n",
-       "      <td>6</td>\n",
-       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
        "      <td>1</td>\n",
-       "      <td>5.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.000714</td>\n",
-       "      <td>0.000187</td>\n",
-       "      <td>0.000010</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.000678</td>\n",
+       "      <td>0.000032</td>\n",
+       "      <td>0.000006</td>\n",
        "      <td>0.000011</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000330</td>\n",
+       "      <td>0.000348</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
@@ -1229,18 +1229,18 @@
        "      <td>6</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
-       "      <td>4.000000</td>\n",
-       "      <td>0</td>\n",
+       "      <td>6.000000</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.000797</td>\n",
-       "      <td>0.000205</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000013</td>\n",
+       "      <td>0.000765</td>\n",
+       "      <td>0.000040</td>\n",
+       "      <td>0.000007</td>\n",
+       "      <td>0.000012</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000376</td>\n",
+       "      <td>0.000395</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7</th>\n",
@@ -1257,12 +1257,12 @@
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.000897</td>\n",
-       "      <td>0.000240</td>\n",
+       "      <td>0.000851</td>\n",
+       "      <td>0.000047</td>\n",
+       "      <td>0.000008</td>\n",
        "      <td>0.000013</td>\n",
-       "      <td>0.000015</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000420</td>\n",
+       "      <td>0.000440</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8</th>\n",
@@ -1271,7 +1271,7 @@
        "      <td>NaN</td>\n",
        "      <td>8</td>\n",
        "      <td>8</td>\n",
-       "      <td>2</td>\n",
+       "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>8.000000</td>\n",
        "      <td>0</td>\n",
@@ -1279,12 +1279,12 @@
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.001006</td>\n",
-       "      <td>0.000278</td>\n",
-       "      <td>0.000014</td>\n",
-       "      <td>0.000016</td>\n",
+       "      <td>0.000940</td>\n",
+       "      <td>0.000058</td>\n",
+       "      <td>0.000009</td>\n",
+       "      <td>0.000015</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000466</td>\n",
+       "      <td>0.000485</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9</th>\n",
@@ -1301,65 +1301,65 @@
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.001109</td>\n",
-       "      <td>0.000316</td>\n",
-       "      <td>0.000015</td>\n",
+       "      <td>0.001031</td>\n",
+       "      <td>0.000069</td>\n",
+       "      <td>0.000010</td>\n",
        "      <td>0.000017</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000511</td>\n",
+       "      <td>0.000531</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td>10</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>9</td>\n",
-       "      <td>9</td>\n",
-       "      <td>2</td>\n",
+       "      <td>10</td>\n",
+       "      <td>10</td>\n",
        "      <td>1</td>\n",
-       "      <td>2.000000</td>\n",
-       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>10.000000</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.001201</td>\n",
-       "      <td>0.000338</td>\n",
-       "      <td>0.000016</td>\n",
+       "      <td>0.001121</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000011</td>\n",
        "      <td>0.000018</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000556</td>\n",
+       "      <td>0.000577</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td>11</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>9</td>\n",
-       "      <td>9</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>9.000000</td>\n",
+       "      <td>10</td>\n",
+       "      <td>10</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1.500000</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.001293</td>\n",
-       "      <td>0.000364</td>\n",
-       "      <td>0.000017</td>\n",
-       "      <td>0.000019</td>\n",
+       "      <td>0.001210</td>\n",
+       "      <td>0.000099</td>\n",
+       "      <td>0.000012</td>\n",
+       "      <td>0.000020</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000602</td>\n",
+       "      <td>0.000624</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td>12</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>10</td>\n",
-       "      <td>10</td>\n",
-       "      <td>1</td>\n",
+       "      <td>11</td>\n",
+       "      <td>11</td>\n",
+       "      <td>2</td>\n",
        "      <td>1</td>\n",
        "      <td>12.000000</td>\n",
        "      <td>0</td>\n",
@@ -1367,20 +1367,20 @@
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.001395</td>\n",
-       "      <td>0.000401</td>\n",
-       "      <td>0.000018</td>\n",
+       "      <td>0.001311</td>\n",
+       "      <td>0.000113</td>\n",
+       "      <td>0.000013</td>\n",
        "      <td>0.000021</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000644</td>\n",
+       "      <td>0.000674</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td>13</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>11</td>\n",
-       "      <td>11</td>\n",
+       "      <td>12</td>\n",
+       "      <td>12</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>13.000000</td>\n",
@@ -1389,12 +1389,12 @@
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.001505</td>\n",
-       "      <td>0.000448</td>\n",
-       "      <td>0.000019</td>\n",
+       "      <td>0.001407</td>\n",
+       "      <td>0.000131</td>\n",
+       "      <td>0.000014</td>\n",
        "      <td>0.000022</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000688</td>\n",
+       "      <td>0.000720</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
@@ -1405,70 +1405,70 @@
        "      <td>12</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
-       "      <td>14.000000</td>\n",
+       "      <td>12.000000</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.001616</td>\n",
-       "      <td>0.000494</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000025</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.001491</td>\n",
+       "      <td>0.000150</td>\n",
+       "      <td>0.000015</td>\n",
+       "      <td>0.000024</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000731</td>\n",
+       "      <td>0.000764</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
        "      <td>15</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>13</td>\n",
-       "      <td>13</td>\n",
+       "      <td>12</td>\n",
+       "      <td>12</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
-       "      <td>15.000000</td>\n",
+       "      <td>12.000000</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.001727</td>\n",
-       "      <td>0.000540</td>\n",
-       "      <td>0.000021</td>\n",
-       "      <td>0.000026</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.001573</td>\n",
+       "      <td>0.000166</td>\n",
+       "      <td>0.000015</td>\n",
+       "      <td>0.000025</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000774</td>\n",
+       "      <td>0.000808</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
        "      <td>16</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>14</td>\n",
-       "      <td>14</td>\n",
+       "      <td>12</td>\n",
+       "      <td>12</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
-       "      <td>16.000000</td>\n",
+       "      <td>12.000000</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.001840</td>\n",
-       "      <td>0.000589</td>\n",
-       "      <td>0.000022</td>\n",
-       "      <td>0.000027</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.001656</td>\n",
+       "      <td>0.000184</td>\n",
+       "      <td>0.000016</td>\n",
+       "      <td>0.000026</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000818</td>\n",
+       "      <td>0.000852</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17</th>\n",
        "      <td>17</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>15</td>\n",
-       "      <td>15</td>\n",
+       "      <td>13</td>\n",
+       "      <td>13</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>17.000000</td>\n",
@@ -1477,21 +1477,21 @@
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.001952</td>\n",
-       "      <td>0.000637</td>\n",
-       "      <td>0.000024</td>\n",
-       "      <td>0.000030</td>\n",
+       "      <td>0.001752</td>\n",
+       "      <td>0.000201</td>\n",
+       "      <td>0.000018</td>\n",
+       "      <td>0.000027</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000860</td>\n",
+       "      <td>0.000900</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18</th>\n",
        "      <td>18</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>16</td>\n",
-       "      <td>16</td>\n",
-       "      <td>1</td>\n",
+       "      <td>14</td>\n",
+       "      <td>14</td>\n",
+       "      <td>2</td>\n",
        "      <td>1</td>\n",
        "      <td>18.000000</td>\n",
        "      <td>0</td>\n",
@@ -1499,42 +1499,42 @@
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.002072</td>\n",
-       "      <td>0.000692</td>\n",
-       "      <td>0.000025</td>\n",
-       "      <td>0.000031</td>\n",
+       "      <td>0.001850</td>\n",
+       "      <td>0.000218</td>\n",
+       "      <td>0.000019</td>\n",
+       "      <td>0.000028</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000905</td>\n",
+       "      <td>0.000947</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19</th>\n",
        "      <td>19</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>17</td>\n",
-       "      <td>17</td>\n",
-       "      <td>1</td>\n",
+       "      <td>14</td>\n",
+       "      <td>14</td>\n",
+       "      <td>2</td>\n",
        "      <td>1</td>\n",
-       "      <td>19.000000</td>\n",
+       "      <td>6.000000</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.002201</td>\n",
-       "      <td>0.000751</td>\n",
-       "      <td>0.000026</td>\n",
-       "      <td>0.000032</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.001924</td>\n",
+       "      <td>0.000238</td>\n",
+       "      <td>0.000020</td>\n",
+       "      <td>0.000029</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000955</td>\n",
+       "      <td>0.000976</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>20</th>\n",
        "      <td>20</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>18</td>\n",
-       "      <td>18</td>\n",
+       "      <td>15</td>\n",
+       "      <td>15</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>20.000000</td>\n",
@@ -1543,54 +1543,54 @@
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.002376</td>\n",
-       "      <td>0.000845</td>\n",
-       "      <td>0.000027</td>\n",
-       "      <td>0.000034</td>\n",
+       "      <td>0.002019</td>\n",
+       "      <td>0.000258</td>\n",
+       "      <td>0.000021</td>\n",
+       "      <td>0.000030</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.001016</td>\n",
+       "      <td>0.001021</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>21</th>\n",
        "      <td>21</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>19</td>\n",
-       "      <td>19</td>\n",
-       "      <td>2</td>\n",
+       "      <td>15</td>\n",
+       "      <td>15</td>\n",
        "      <td>1</td>\n",
-       "      <td>21.000000</td>\n",
+       "      <td>1</td>\n",
+       "      <td>18.000000</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.002502</td>\n",
-       "      <td>0.000900</td>\n",
-       "      <td>0.000029</td>\n",
-       "      <td>0.000036</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.002105</td>\n",
+       "      <td>0.000279</td>\n",
+       "      <td>0.000021</td>\n",
+       "      <td>0.000031</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.001063</td>\n",
+       "      <td>0.001066</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>22</th>\n",
        "      <td>22</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>19</td>\n",
-       "      <td>19</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>12.500000</td>\n",
+       "      <td>15</td>\n",
+       "      <td>15</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.002624</td>\n",
-       "      <td>0.000948</td>\n",
-       "      <td>0.000031</td>\n",
-       "      <td>0.000037</td>\n",
+       "      <td>0.002194</td>\n",
+       "      <td>0.000300</td>\n",
+       "      <td>0.000022</td>\n",
+       "      <td>0.000033</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.001112</td>\n",
        "    </tr>\n",
@@ -1599,9 +1599,9 @@
        "      <td>23</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>20</td>\n",
-       "      <td>20</td>\n",
-       "      <td>1</td>\n",
+       "      <td>16</td>\n",
+       "      <td>16</td>\n",
+       "      <td>2</td>\n",
        "      <td>1</td>\n",
        "      <td>23.000000</td>\n",
        "      <td>0</td>\n",
@@ -1609,20 +1609,20 @@
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.002752</td>\n",
-       "      <td>0.001011</td>\n",
-       "      <td>0.000032</td>\n",
-       "      <td>0.000040</td>\n",
+       "      <td>0.002298</td>\n",
+       "      <td>0.000320</td>\n",
+       "      <td>0.000023</td>\n",
+       "      <td>0.000034</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.001157</td>\n",
+       "      <td>0.001159</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>24</th>\n",
        "      <td>24</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>21</td>\n",
-       "      <td>21</td>\n",
+       "      <td>17</td>\n",
+       "      <td>17</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>24.000000</td>\n",
@@ -1631,42 +1631,42 @@
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.002875</td>\n",
-       "      <td>0.001070</td>\n",
-       "      <td>0.000033</td>\n",
-       "      <td>0.000041</td>\n",
+       "      <td>0.002396</td>\n",
+       "      <td>0.000341</td>\n",
+       "      <td>0.000023</td>\n",
+       "      <td>0.000035</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.001201</td>\n",
+       "      <td>0.001204</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25</th>\n",
        "      <td>25</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>21</td>\n",
-       "      <td>21</td>\n",
-       "      <td>1</td>\n",
+       "      <td>18</td>\n",
+       "      <td>18</td>\n",
+       "      <td>2</td>\n",
        "      <td>1</td>\n",
-       "      <td>17.000000</td>\n",
-       "      <td>0</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.002986</td>\n",
-       "      <td>0.001116</td>\n",
-       "      <td>0.000034</td>\n",
-       "      <td>0.000041</td>\n",
+       "      <td>0.002502</td>\n",
+       "      <td>0.000366</td>\n",
+       "      <td>0.000025</td>\n",
+       "      <td>0.000036</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.001245</td>\n",
+       "      <td>0.001250</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>26</th>\n",
        "      <td>26</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>22</td>\n",
-       "      <td>22</td>\n",
+       "      <td>19</td>\n",
+       "      <td>19</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>26.000000</td>\n",
@@ -1675,20 +1675,20 @@
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.003120</td>\n",
-       "      <td>0.001185</td>\n",
-       "      <td>0.000035</td>\n",
-       "      <td>0.000042</td>\n",
+       "      <td>0.002600</td>\n",
+       "      <td>0.000389</td>\n",
+       "      <td>0.000026</td>\n",
+       "      <td>0.000037</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.001290</td>\n",
+       "      <td>0.001295</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>27</th>\n",
        "      <td>27</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>23</td>\n",
-       "      <td>23</td>\n",
+       "      <td>20</td>\n",
+       "      <td>20</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>27.000000</td>\n",
@@ -1697,58 +1697,58 @@
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.003246</td>\n",
-       "      <td>0.001247</td>\n",
-       "      <td>0.000036</td>\n",
-       "      <td>0.000043</td>\n",
+       "      <td>0.002700</td>\n",
+       "      <td>0.000414</td>\n",
+       "      <td>0.000027</td>\n",
+       "      <td>0.000039</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.001334</td>\n",
+       "      <td>0.001340</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>28</th>\n",
        "      <td>28</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>24</td>\n",
-       "      <td>25</td>\n",
+       "      <td>21</td>\n",
+       "      <td>21</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>28.000000</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>1</td>\n",
        "      <td>0</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.003557</td>\n",
-       "      <td>0.001304</td>\n",
-       "      <td>0.000037</td>\n",
-       "      <td>0.000105</td>\n",
-       "      <td>0.000153</td>\n",
-       "      <td>0.001378</td>\n",
+       "      <td>0.002800</td>\n",
+       "      <td>0.000440</td>\n",
+       "      <td>0.000028</td>\n",
+       "      <td>0.000040</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.001384</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>29</th>\n",
        "      <td>29</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>25</td>\n",
-       "      <td>26</td>\n",
+       "      <td>21</td>\n",
+       "      <td>21</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
-       "      <td>29.000000</td>\n",
+       "      <td>20.000000</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.003702</td>\n",
-       "      <td>0.001374</td>\n",
-       "      <td>0.000038</td>\n",
-       "      <td>0.000107</td>\n",
-       "      <td>0.000153</td>\n",
-       "      <td>0.001431</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>0.002895</td>\n",
+       "      <td>0.000470</td>\n",
+       "      <td>0.000029</td>\n",
+       "      <td>0.000041</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.001428</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
        "      <th>...</th>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
@@ -1775,660 +1775,660 @@
        "      <td>4970</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>496</td>\n",
+       "      <td>549</td>\n",
        "      <td>1000</td>\n",
-       "      <td>36</td>\n",
-       "      <td>29</td>\n",
+       "      <td>38</td>\n",
+       "      <td>20</td>\n",
        "      <td>4970.000000</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>19.887596</td>\n",
-       "      <td>7.417656</td>\n",
-       "      <td>2.205517</td>\n",
-       "      <td>2.130389</td>\n",
-       "      <td>0.417900</td>\n",
-       "      <td>7.747638</td>\n",
+       "      <td>2</td>\n",
+       "      <td>11.352170</td>\n",
+       "      <td>3.604551</td>\n",
+       "      <td>1.640868</td>\n",
+       "      <td>0.901026</td>\n",
+       "      <td>0.125923</td>\n",
+       "      <td>4.104106</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4971</th>\n",
        "      <td>4971</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>497</td>\n",
+       "      <td>549</td>\n",
        "      <td>1000</td>\n",
-       "      <td>25</td>\n",
-       "      <td>10</td>\n",
-       "      <td>4971.000000</td>\n",
+       "      <td>28</td>\n",
+       "      <td>20</td>\n",
+       "      <td>4950.755556</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>2</td>\n",
        "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>19.890569</td>\n",
-       "      <td>7.418769</td>\n",
-       "      <td>2.206517</td>\n",
-       "      <td>2.131466</td>\n",
-       "      <td>0.418016</td>\n",
-       "      <td>7.747733</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>11.353102</td>\n",
+       "      <td>3.605256</td>\n",
+       "      <td>1.640869</td>\n",
+       "      <td>0.901050</td>\n",
+       "      <td>0.125923</td>\n",
+       "      <td>4.104193</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4972</th>\n",
        "      <td>4972</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>497</td>\n",
+       "      <td>548</td>\n",
        "      <td>1000</td>\n",
-       "      <td>30</td>\n",
-       "      <td>21</td>\n",
+       "      <td>31</td>\n",
+       "      <td>17</td>\n",
        "      <td>4972.000000</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>19.892191</td>\n",
-       "      <td>7.419932</td>\n",
-       "      <td>2.206518</td>\n",
-       "      <td>2.131490</td>\n",
-       "      <td>0.418139</td>\n",
-       "      <td>7.747851</td>\n",
+       "      <td>1</td>\n",
+       "      <td>11.355350</td>\n",
+       "      <td>3.605952</td>\n",
+       "      <td>1.641917</td>\n",
+       "      <td>0.901230</td>\n",
+       "      <td>0.125961</td>\n",
+       "      <td>4.104283</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4973</th>\n",
        "      <td>4973</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>497</td>\n",
+       "      <td>547</td>\n",
        "      <td>1000</td>\n",
-       "      <td>34</td>\n",
-       "      <td>22</td>\n",
-       "      <td>4969.254545</td>\n",
-       "      <td>0</td>\n",
+       "      <td>31</td>\n",
+       "      <td>18</td>\n",
+       "      <td>4959.916667</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>19.893593</td>\n",
-       "      <td>7.421024</td>\n",
-       "      <td>2.206519</td>\n",
-       "      <td>2.131516</td>\n",
-       "      <td>0.418139</td>\n",
-       "      <td>7.747959</td>\n",
+       "      <td>11.356298</td>\n",
+       "      <td>3.606639</td>\n",
+       "      <td>1.641919</td>\n",
+       "      <td>0.901266</td>\n",
+       "      <td>0.125961</td>\n",
+       "      <td>4.104383</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4974</th>\n",
        "      <td>4974</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>496</td>\n",
+       "      <td>547</td>\n",
        "      <td>1000</td>\n",
-       "      <td>31</td>\n",
-       "      <td>14</td>\n",
+       "      <td>38</td>\n",
+       "      <td>23</td>\n",
        "      <td>4974.000000</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>19.896153</td>\n",
-       "      <td>7.422174</td>\n",
-       "      <td>2.207498</td>\n",
-       "      <td>2.131744</td>\n",
-       "      <td>0.418229</td>\n",
-       "      <td>7.748055</td>\n",
+       "      <td>0</td>\n",
+       "      <td>11.358568</td>\n",
+       "      <td>3.607348</td>\n",
+       "      <td>1.643067</td>\n",
+       "      <td>0.901344</td>\n",
+       "      <td>0.126005</td>\n",
+       "      <td>4.104480</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4975</th>\n",
        "      <td>4975</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>495</td>\n",
+       "      <td>547</td>\n",
        "      <td>1000</td>\n",
-       "      <td>29</td>\n",
-       "      <td>25</td>\n",
+       "      <td>18</td>\n",
+       "      <td>17</td>\n",
        "      <td>4975.000000</td>\n",
-       "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>19.898878</td>\n",
-       "      <td>7.423254</td>\n",
-       "      <td>2.208558</td>\n",
-       "      <td>2.132168</td>\n",
-       "      <td>0.418340</td>\n",
-       "      <td>7.748150</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>11.359563</td>\n",
+       "      <td>3.608042</td>\n",
+       "      <td>1.643068</td>\n",
+       "      <td>0.901369</td>\n",
+       "      <td>0.126041</td>\n",
+       "      <td>4.104557</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4976</th>\n",
        "      <td>4976</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>495</td>\n",
+       "      <td>547</td>\n",
        "      <td>1000</td>\n",
+       "      <td>37</td>\n",
        "      <td>28</td>\n",
-       "      <td>14</td>\n",
-       "      <td>4964.321429</td>\n",
+       "      <td>4961.145455</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>19.900189</td>\n",
-       "      <td>7.424337</td>\n",
-       "      <td>2.208559</td>\n",
-       "      <td>2.132189</td>\n",
-       "      <td>0.418340</td>\n",
-       "      <td>7.748244</td>\n",
+       "      <td>11.360534</td>\n",
+       "      <td>3.608733</td>\n",
+       "      <td>1.643069</td>\n",
+       "      <td>0.901403</td>\n",
+       "      <td>0.126041</td>\n",
+       "      <td>4.104656</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4977</th>\n",
        "      <td>4977</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>496</td>\n",
+       "      <td>547</td>\n",
        "      <td>1000</td>\n",
-       "      <td>25</td>\n",
-       "      <td>15</td>\n",
+       "      <td>21</td>\n",
+       "      <td>14</td>\n",
        "      <td>4977.000000</td>\n",
        "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>19.903774</td>\n",
-       "      <td>7.425785</td>\n",
-       "      <td>2.209621</td>\n",
-       "      <td>2.133464</td>\n",
-       "      <td>0.418528</td>\n",
-       "      <td>7.748358</td>\n",
+       "      <td>1</td>\n",
+       "      <td>11.362857</td>\n",
+       "      <td>3.609416</td>\n",
+       "      <td>1.644111</td>\n",
+       "      <td>0.901727</td>\n",
+       "      <td>0.126074</td>\n",
+       "      <td>4.104731</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4978</th>\n",
        "      <td>4978</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>497</td>\n",
+       "      <td>548</td>\n",
        "      <td>1000</td>\n",
-       "      <td>29</td>\n",
+       "      <td>33</td>\n",
        "      <td>26</td>\n",
        "      <td>4978.000000</td>\n",
        "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
-       "      <td>19.907454</td>\n",
-       "      <td>7.426904</td>\n",
-       "      <td>2.211131</td>\n",
-       "      <td>2.134675</td>\n",
-       "      <td>0.418675</td>\n",
-       "      <td>7.748484</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>11.365286</td>\n",
+       "      <td>3.610084</td>\n",
+       "      <td>1.645202</td>\n",
+       "      <td>0.902057</td>\n",
+       "      <td>0.126126</td>\n",
+       "      <td>4.104827</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4979</th>\n",
        "      <td>4979</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>497</td>\n",
+       "      <td>546</td>\n",
        "      <td>1000</td>\n",
+       "      <td>31</td>\n",
        "      <td>22</td>\n",
-       "      <td>8</td>\n",
-       "      <td>4974.304348</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>4979.000000</td>\n",
+       "      <td>2</td>\n",
        "      <td>0</td>\n",
+       "      <td>2</td>\n",
        "      <td>0</td>\n",
-       "      <td>19.908787</td>\n",
-       "      <td>7.428002</td>\n",
-       "      <td>2.211132</td>\n",
-       "      <td>2.134689</td>\n",
-       "      <td>0.418675</td>\n",
-       "      <td>7.748606</td>\n",
+       "      <td>2</td>\n",
+       "      <td>11.367705</td>\n",
+       "      <td>3.610786</td>\n",
+       "      <td>1.646531</td>\n",
+       "      <td>0.902098</td>\n",
+       "      <td>0.126173</td>\n",
+       "      <td>4.104941</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4980</th>\n",
        "      <td>4980</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>497</td>\n",
+       "      <td>546</td>\n",
        "      <td>1000</td>\n",
-       "      <td>37</td>\n",
-       "      <td>28</td>\n",
-       "      <td>4980.000000</td>\n",
+       "      <td>44</td>\n",
+       "      <td>20</td>\n",
+       "      <td>4969.723404</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>19.910409</td>\n",
-       "      <td>7.429089</td>\n",
-       "      <td>2.211134</td>\n",
-       "      <td>2.134741</td>\n",
-       "      <td>0.418841</td>\n",
-       "      <td>7.748715</td>\n",
+       "      <td>11.368805</td>\n",
+       "      <td>3.611549</td>\n",
+       "      <td>1.646532</td>\n",
+       "      <td>0.902124</td>\n",
+       "      <td>0.126173</td>\n",
+       "      <td>4.105089</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4981</th>\n",
        "      <td>4981</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>497</td>\n",
+       "      <td>546</td>\n",
        "      <td>1000</td>\n",
        "      <td>29</td>\n",
-       "      <td>16</td>\n",
-       "      <td>4962.595745</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>4981.000000</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>19.912269</td>\n",
-       "      <td>7.430631</td>\n",
-       "      <td>2.211136</td>\n",
-       "      <td>2.134762</td>\n",
-       "      <td>0.418841</td>\n",
-       "      <td>7.748862</td>\n",
+       "      <td>1</td>\n",
+       "      <td>11.371358</td>\n",
+       "      <td>3.612267</td>\n",
+       "      <td>1.647561</td>\n",
+       "      <td>0.902583</td>\n",
+       "      <td>0.126237</td>\n",
+       "      <td>4.105181</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4982</th>\n",
        "      <td>4982</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>497</td>\n",
+       "      <td>546</td>\n",
        "      <td>1000</td>\n",
-       "      <td>40</td>\n",
-       "      <td>28</td>\n",
+       "      <td>46</td>\n",
+       "      <td>35</td>\n",
        "      <td>4982.000000</td>\n",
-       "      <td>1</td>\n",
+       "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
-       "      <td>19.915325</td>\n",
-       "      <td>7.431761</td>\n",
-       "      <td>2.212223</td>\n",
-       "      <td>2.135483</td>\n",
-       "      <td>0.419001</td>\n",
-       "      <td>7.748982</td>\n",
+       "      <td>11.373974</td>\n",
+       "      <td>3.612993</td>\n",
+       "      <td>1.648561</td>\n",
+       "      <td>0.903060</td>\n",
+       "      <td>0.126296</td>\n",
+       "      <td>4.105297</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4983</th>\n",
        "      <td>4983</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>496</td>\n",
+       "      <td>546</td>\n",
        "      <td>1000</td>\n",
+       "      <td>38</td>\n",
        "      <td>33</td>\n",
-       "      <td>14</td>\n",
-       "      <td>4983.000000</td>\n",
-       "      <td>1</td>\n",
+       "      <td>4971.290323</td>\n",
        "      <td>0</td>\n",
-       "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>19.918025</td>\n",
-       "      <td>7.432910</td>\n",
-       "      <td>2.213336</td>\n",
-       "      <td>2.135638</td>\n",
-       "      <td>0.419098</td>\n",
-       "      <td>7.749093</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>11.374962</td>\n",
+       "      <td>3.613681</td>\n",
+       "      <td>1.648562</td>\n",
+       "      <td>0.903098</td>\n",
+       "      <td>0.126296</td>\n",
+       "      <td>4.105400</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4984</th>\n",
        "      <td>4984</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>495</td>\n",
+       "      <td>546</td>\n",
        "      <td>1000</td>\n",
-       "      <td>32</td>\n",
-       "      <td>10</td>\n",
-       "      <td>4969.516129</td>\n",
-       "      <td>1</td>\n",
+       "      <td>26</td>\n",
+       "      <td>13</td>\n",
+       "      <td>4984.000000</td>\n",
+       "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>19.920104</td>\n",
-       "      <td>7.434612</td>\n",
-       "      <td>2.213338</td>\n",
-       "      <td>2.135674</td>\n",
-       "      <td>0.419098</td>\n",
-       "      <td>7.749274</td>\n",
+       "      <td>11.376032</td>\n",
+       "      <td>3.614379</td>\n",
+       "      <td>1.648563</td>\n",
+       "      <td>0.903104</td>\n",
+       "      <td>0.126343</td>\n",
+       "      <td>4.105494</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4985</th>\n",
        "      <td>4985</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>495</td>\n",
+       "      <td>547</td>\n",
        "      <td>1000</td>\n",
-       "      <td>30</td>\n",
-       "      <td>16</td>\n",
-       "      <td>4964.400000</td>\n",
-       "      <td>0</td>\n",
+       "      <td>21</td>\n",
+       "      <td>12</td>\n",
+       "      <td>4985.000000</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>19.921698</td>\n",
-       "      <td>7.435906</td>\n",
-       "      <td>2.213339</td>\n",
-       "      <td>2.135705</td>\n",
-       "      <td>0.419098</td>\n",
-       "      <td>7.749400</td>\n",
+       "      <td>11.378297</td>\n",
+       "      <td>3.615036</td>\n",
+       "      <td>1.649602</td>\n",
+       "      <td>0.903422</td>\n",
+       "      <td>0.126374</td>\n",
+       "      <td>4.105576</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4986</th>\n",
        "      <td>4986</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>495</td>\n",
+       "      <td>547</td>\n",
        "      <td>1000</td>\n",
-       "      <td>36</td>\n",
-       "      <td>32</td>\n",
-       "      <td>4976.186047</td>\n",
+       "      <td>23</td>\n",
+       "      <td>12</td>\n",
+       "      <td>4967.500000</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>19.923228</td>\n",
-       "      <td>7.437105</td>\n",
-       "      <td>2.213340</td>\n",
-       "      <td>2.135744</td>\n",
-       "      <td>0.419098</td>\n",
-       "      <td>7.749511</td>\n",
+       "      <td>11.379175</td>\n",
+       "      <td>3.615723</td>\n",
+       "      <td>1.649603</td>\n",
+       "      <td>0.903436</td>\n",
+       "      <td>0.126374</td>\n",
+       "      <td>4.105661</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4987</th>\n",
        "      <td>4987</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>495</td>\n",
+       "      <td>547</td>\n",
        "      <td>1000</td>\n",
-       "      <td>36</td>\n",
-       "      <td>29</td>\n",
-       "      <td>4965.109589</td>\n",
+       "      <td>28</td>\n",
+       "      <td>18</td>\n",
+       "      <td>4964.972973</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>19.924722</td>\n",
-       "      <td>7.438281</td>\n",
-       "      <td>2.213342</td>\n",
-       "      <td>2.135782</td>\n",
-       "      <td>0.419098</td>\n",
-       "      <td>7.749618</td>\n",
+       "      <td>11.380177</td>\n",
+       "      <td>3.616507</td>\n",
+       "      <td>1.649604</td>\n",
+       "      <td>0.903458</td>\n",
+       "      <td>0.126374</td>\n",
+       "      <td>4.105745</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4988</th>\n",
        "      <td>4988</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>496</td>\n",
+       "      <td>548</td>\n",
        "      <td>1000</td>\n",
-       "      <td>27</td>\n",
-       "      <td>21</td>\n",
+       "      <td>40</td>\n",
+       "      <td>32</td>\n",
        "      <td>4988.000000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>19.927880</td>\n",
-       "      <td>7.439438</td>\n",
-       "      <td>2.214590</td>\n",
-       "      <td>2.136453</td>\n",
-       "      <td>0.419264</td>\n",
-       "      <td>7.749711</td>\n",
+       "      <td>11.382892</td>\n",
+       "      <td>3.617230</td>\n",
+       "      <td>1.650589</td>\n",
+       "      <td>0.904094</td>\n",
+       "      <td>0.126428</td>\n",
+       "      <td>4.105840</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4989</th>\n",
        "      <td>4989</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>497</td>\n",
+       "      <td>547</td>\n",
        "      <td>1000</td>\n",
-       "      <td>35</td>\n",
-       "      <td>31</td>\n",
+       "      <td>32</td>\n",
+       "      <td>15</td>\n",
        "      <td>4989.000000</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>19.931235</td>\n",
-       "      <td>7.440703</td>\n",
-       "      <td>2.215657</td>\n",
-       "      <td>2.137390</td>\n",
-       "      <td>0.419451</td>\n",
-       "      <td>7.749870</td>\n",
+       "      <td>1</td>\n",
+       "      <td>11.385050</td>\n",
+       "      <td>3.617902</td>\n",
+       "      <td>1.651629</td>\n",
+       "      <td>0.904231</td>\n",
+       "      <td>0.126463</td>\n",
+       "      <td>4.105933</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4990</th>\n",
        "      <td>4990</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>497</td>\n",
+       "      <td>546</td>\n",
        "      <td>1000</td>\n",
-       "      <td>24</td>\n",
-       "      <td>14</td>\n",
+       "      <td>41</td>\n",
+       "      <td>39</td>\n",
        "      <td>4990.000000</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>19.932788</td>\n",
-       "      <td>7.441884</td>\n",
-       "      <td>2.215659</td>\n",
-       "      <td>2.137412</td>\n",
-       "      <td>0.419580</td>\n",
-       "      <td>7.749973</td>\n",
+       "      <td>1</td>\n",
+       "      <td>11.387414</td>\n",
+       "      <td>3.618615</td>\n",
+       "      <td>1.652727</td>\n",
+       "      <td>0.904294</td>\n",
+       "      <td>0.126546</td>\n",
+       "      <td>4.106037</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4991</th>\n",
        "      <td>4991</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>497</td>\n",
+       "      <td>546</td>\n",
        "      <td>1000</td>\n",
-       "      <td>16</td>\n",
-       "      <td>12</td>\n",
-       "      <td>4991.000000</td>\n",
+       "      <td>39</td>\n",
+       "      <td>13</td>\n",
+       "      <td>4972.555556</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>19.934493</td>\n",
-       "      <td>7.443187</td>\n",
-       "      <td>2.215662</td>\n",
-       "      <td>2.137420</td>\n",
-       "      <td>0.419731</td>\n",
-       "      <td>7.750103</td>\n",
+       "      <td>11.388374</td>\n",
+       "      <td>3.619319</td>\n",
+       "      <td>1.652728</td>\n",
+       "      <td>0.904312</td>\n",
+       "      <td>0.126546</td>\n",
+       "      <td>4.106142</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4992</th>\n",
        "      <td>4992</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>497</td>\n",
+       "      <td>544</td>\n",
        "      <td>1000</td>\n",
-       "      <td>31</td>\n",
-       "      <td>15</td>\n",
-       "      <td>4968.650000</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>32</td>\n",
+       "      <td>13</td>\n",
+       "      <td>4992.000000</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>19.936446</td>\n",
-       "      <td>7.444720</td>\n",
-       "      <td>2.215664</td>\n",
-       "      <td>2.137445</td>\n",
-       "      <td>0.419731</td>\n",
-       "      <td>7.750326</td>\n",
+       "      <td>2</td>\n",
+       "      <td>11.390573</td>\n",
+       "      <td>3.620017</td>\n",
+       "      <td>1.653792</td>\n",
+       "      <td>0.904429</td>\n",
+       "      <td>0.126579</td>\n",
+       "      <td>4.106231</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4993</th>\n",
        "      <td>4993</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>497</td>\n",
+       "      <td>544</td>\n",
        "      <td>1000</td>\n",
-       "      <td>40</td>\n",
        "      <td>28</td>\n",
-       "      <td>4980.158730</td>\n",
+       "      <td>17</td>\n",
+       "      <td>4982.512195</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>19.938189</td>\n",
-       "      <td>7.446079</td>\n",
-       "      <td>2.215666</td>\n",
-       "      <td>2.137488</td>\n",
-       "      <td>0.419731</td>\n",
-       "      <td>7.750468</td>\n",
+       "      <td>11.391491</td>\n",
+       "      <td>3.620708</td>\n",
+       "      <td>1.653793</td>\n",
+       "      <td>0.904452</td>\n",
+       "      <td>0.126579</td>\n",
+       "      <td>4.106322</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4994</th>\n",
        "      <td>4994</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>497</td>\n",
+       "      <td>544</td>\n",
        "      <td>1000</td>\n",
-       "      <td>43</td>\n",
-       "      <td>39</td>\n",
-       "      <td>4971.070588</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>42</td>\n",
+       "      <td>38</td>\n",
+       "      <td>4994.000000</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>19.939785</td>\n",
-       "      <td>7.447286</td>\n",
-       "      <td>2.215667</td>\n",
-       "      <td>2.137543</td>\n",
-       "      <td>0.419731</td>\n",
-       "      <td>7.750590</td>\n",
+       "      <td>1</td>\n",
+       "      <td>11.394187</td>\n",
+       "      <td>3.621423</td>\n",
+       "      <td>1.654827</td>\n",
+       "      <td>0.905007</td>\n",
+       "      <td>0.126641</td>\n",
+       "      <td>4.106423</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4995</th>\n",
        "      <td>4995</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>496</td>\n",
+       "      <td>544</td>\n",
        "      <td>1000</td>\n",
-       "      <td>26</td>\n",
-       "      <td>20</td>\n",
-       "      <td>4995.000000</td>\n",
+       "      <td>36</td>\n",
+       "      <td>29</td>\n",
+       "      <td>4984.242424</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>19.942743</td>\n",
-       "      <td>7.448466</td>\n",
-       "      <td>2.216898</td>\n",
-       "      <td>2.137815</td>\n",
-       "      <td>0.419860</td>\n",
-       "      <td>7.750684</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>11.395174</td>\n",
+       "      <td>3.622123</td>\n",
+       "      <td>1.654828</td>\n",
+       "      <td>0.905045</td>\n",
+       "      <td>0.126641</td>\n",
+       "      <td>4.106524</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4996</th>\n",
        "      <td>4996</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>496</td>\n",
+       "      <td>544</td>\n",
        "      <td>1000</td>\n",
-       "      <td>34</td>\n",
-       "      <td>24</td>\n",
-       "      <td>4996.000000</td>\n",
+       "      <td>31</td>\n",
+       "      <td>17</td>\n",
+       "      <td>4976.250000</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>19.944666</td>\n",
-       "      <td>7.449866</td>\n",
-       "      <td>2.216900</td>\n",
-       "      <td>2.137853</td>\n",
-       "      <td>0.419988</td>\n",
-       "      <td>7.750859</td>\n",
+       "      <td>11.396152</td>\n",
+       "      <td>3.622837</td>\n",
+       "      <td>1.654829</td>\n",
+       "      <td>0.905066</td>\n",
+       "      <td>0.126641</td>\n",
+       "      <td>4.106614</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4997</th>\n",
        "      <td>4997</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>496</td>\n",
+       "      <td>544</td>\n",
        "      <td>1000</td>\n",
-       "      <td>32</td>\n",
-       "      <td>29</td>\n",
-       "      <td>4997.000000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
+       "      <td>27</td>\n",
+       "      <td>21</td>\n",
+       "      <td>4984.634146</td>\n",
        "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>19.947925</td>\n",
-       "      <td>7.451117</td>\n",
-       "      <td>2.218084</td>\n",
-       "      <td>2.138530</td>\n",
-       "      <td>0.420158</td>\n",
-       "      <td>7.750985</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>11.397069</td>\n",
+       "      <td>3.623530</td>\n",
+       "      <td>1.654830</td>\n",
+       "      <td>0.905098</td>\n",
+       "      <td>0.126641</td>\n",
+       "      <td>4.106694</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4998</th>\n",
        "      <td>4998</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>496</td>\n",
+       "      <td>544</td>\n",
        "      <td>1000</td>\n",
-       "      <td>36</td>\n",
+       "      <td>34</td>\n",
        "      <td>24</td>\n",
-       "      <td>4978.684211</td>\n",
+       "      <td>4984.215385</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>19.949451</td>\n",
-       "      <td>7.452322</td>\n",
-       "      <td>2.218085</td>\n",
-       "      <td>2.138567</td>\n",
-       "      <td>0.420158</td>\n",
-       "      <td>7.751102</td>\n",
+       "      <td>11.398006</td>\n",
+       "      <td>3.624215</td>\n",
+       "      <td>1.654831</td>\n",
+       "      <td>0.905126</td>\n",
+       "      <td>0.126641</td>\n",
+       "      <td>4.106782</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4999</th>\n",
        "      <td>4999</td>\n",
-       "      <td>0.99</td>\n",
-       "      <td>0.622818</td>\n",
-       "      <td>496</td>\n",
+       "      <td>0.93</td>\n",
+       "      <td>0.611273</td>\n",
+       "      <td>544</td>\n",
        "      <td>1000</td>\n",
-       "      <td>41</td>\n",
-       "      <td>40</td>\n",
+       "      <td>27</td>\n",
+       "      <td>20</td>\n",
        "      <td>4999.000000</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>19.952102</td>\n",
-       "      <td>7.453722</td>\n",
-       "      <td>2.218088</td>\n",
-       "      <td>2.138641</td>\n",
-       "      <td>0.420387</td>\n",
-       "      <td>7.751290</td>\n",
+       "      <td>11.399262</td>\n",
+       "      <td>3.624880</td>\n",
+       "      <td>1.654832</td>\n",
+       "      <td>0.905134</td>\n",
+       "      <td>0.126683</td>\n",
+       "      <td>4.106861</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -2497,7 +2497,7 @@
        "4996       4996                NaN                            NaN   \n",
        "4997       4997                NaN                            NaN   \n",
        "4998       4998                NaN                            NaN   \n",
-       "4999       4999               0.99                       0.622818   \n",
+       "4999       4999               0.93                       0.611273   \n",
        "\n",
        "      Macropopulation Size  Micropopulation Size  Match Set Size  \\\n",
        "0                        1                     1               1   \n",
@@ -2505,62 +2505,62 @@
        "2                        3                     3               1   \n",
        "3                        4                     4               1   \n",
        "4                        5                     5               1   \n",
-       "5                        6                     6               1   \n",
+       "5                        5                     5               2   \n",
        "6                        6                     6               1   \n",
        "7                        7                     7               1   \n",
-       "8                        8                     8               2   \n",
+       "8                        8                     8               1   \n",
        "9                        9                     9               1   \n",
-       "10                       9                     9               2   \n",
-       "11                       9                     9               1   \n",
-       "12                      10                    10               1   \n",
-       "13                      11                    11               1   \n",
+       "10                      10                    10               1   \n",
+       "11                      10                    10               2   \n",
+       "12                      11                    11               2   \n",
+       "13                      12                    12               1   \n",
        "14                      12                    12               1   \n",
-       "15                      13                    13               1   \n",
-       "16                      14                    14               1   \n",
-       "17                      15                    15               1   \n",
-       "18                      16                    16               1   \n",
-       "19                      17                    17               1   \n",
-       "20                      18                    18               1   \n",
-       "21                      19                    19               2   \n",
-       "22                      19                    19               2   \n",
-       "23                      20                    20               1   \n",
-       "24                      21                    21               1   \n",
-       "25                      21                    21               1   \n",
-       "26                      22                    22               1   \n",
-       "27                      23                    23               1   \n",
-       "28                      24                    25               1   \n",
-       "29                      25                    26               1   \n",
+       "15                      12                    12               1   \n",
+       "16                      12                    12               1   \n",
+       "17                      13                    13               1   \n",
+       "18                      14                    14               2   \n",
+       "19                      14                    14               2   \n",
+       "20                      15                    15               1   \n",
+       "21                      15                    15               1   \n",
+       "22                      15                    15               1   \n",
+       "23                      16                    16               2   \n",
+       "24                      17                    17               1   \n",
+       "25                      18                    18               2   \n",
+       "26                      19                    19               1   \n",
+       "27                      20                    20               1   \n",
+       "28                      21                    21               1   \n",
+       "29                      21                    21               1   \n",
        "...                    ...                   ...             ...   \n",
-       "4970                   496                  1000              36   \n",
-       "4971                   497                  1000              25   \n",
-       "4972                   497                  1000              30   \n",
-       "4973                   497                  1000              34   \n",
-       "4974                   496                  1000              31   \n",
-       "4975                   495                  1000              29   \n",
-       "4976                   495                  1000              28   \n",
-       "4977                   496                  1000              25   \n",
-       "4978                   497                  1000              29   \n",
-       "4979                   497                  1000              22   \n",
-       "4980                   497                  1000              37   \n",
-       "4981                   497                  1000              29   \n",
-       "4982                   497                  1000              40   \n",
-       "4983                   496                  1000              33   \n",
-       "4984                   495                  1000              32   \n",
-       "4985                   495                  1000              30   \n",
-       "4986                   495                  1000              36   \n",
-       "4987                   495                  1000              36   \n",
-       "4988                   496                  1000              27   \n",
-       "4989                   497                  1000              35   \n",
-       "4990                   497                  1000              24   \n",
-       "4991                   497                  1000              16   \n",
-       "4992                   497                  1000              31   \n",
-       "4993                   497                  1000              40   \n",
-       "4994                   497                  1000              43   \n",
-       "4995                   496                  1000              26   \n",
-       "4996                   496                  1000              34   \n",
-       "4997                   496                  1000              32   \n",
-       "4998                   496                  1000              36   \n",
-       "4999                   496                  1000              41   \n",
+       "4970                   549                  1000              38   \n",
+       "4971                   549                  1000              28   \n",
+       "4972                   548                  1000              31   \n",
+       "4973                   547                  1000              31   \n",
+       "4974                   547                  1000              38   \n",
+       "4975                   547                  1000              18   \n",
+       "4976                   547                  1000              37   \n",
+       "4977                   547                  1000              21   \n",
+       "4978                   548                  1000              33   \n",
+       "4979                   546                  1000              31   \n",
+       "4980                   546                  1000              44   \n",
+       "4981                   546                  1000              29   \n",
+       "4982                   546                  1000              46   \n",
+       "4983                   546                  1000              38   \n",
+       "4984                   546                  1000              26   \n",
+       "4985                   547                  1000              21   \n",
+       "4986                   547                  1000              23   \n",
+       "4987                   547                  1000              28   \n",
+       "4988                   548                  1000              40   \n",
+       "4989                   547                  1000              32   \n",
+       "4990                   546                  1000              41   \n",
+       "4991                   546                  1000              39   \n",
+       "4992                   544                  1000              32   \n",
+       "4993                   544                  1000              28   \n",
+       "4994                   544                  1000              42   \n",
+       "4995                   544                  1000              36   \n",
+       "4996                   544                  1000              31   \n",
+       "4997                   544                  1000              27   \n",
+       "4998                   544                  1000              34   \n",
+       "4999                   544                  1000              27   \n",
        "\n",
        "      Correct Set Size  Average Iteration Age of Correct Set Classifiers  \\\n",
        "0                    1                                          0.000000   \n",
@@ -2568,62 +2568,62 @@
        "2                    1                                          2.000000   \n",
        "3                    1                                          3.000000   \n",
        "4                    1                                          4.000000   \n",
-       "5                    1                                          5.000000   \n",
-       "6                    1                                          4.000000   \n",
+       "5                    1                                          0.000000   \n",
+       "6                    1                                          6.000000   \n",
        "7                    1                                          7.000000   \n",
        "8                    1                                          8.000000   \n",
        "9                    1                                          9.000000   \n",
-       "10                   1                                          2.000000   \n",
-       "11                   1                                          9.000000   \n",
+       "10                   1                                         10.000000   \n",
+       "11                   2                                          1.500000   \n",
        "12                   1                                         12.000000   \n",
        "13                   1                                         13.000000   \n",
-       "14                   1                                         14.000000   \n",
-       "15                   1                                         15.000000   \n",
-       "16                   1                                         16.000000   \n",
+       "14                   1                                         12.000000   \n",
+       "15                   1                                         12.000000   \n",
+       "16                   1                                         12.000000   \n",
        "17                   1                                         17.000000   \n",
        "18                   1                                         18.000000   \n",
-       "19                   1                                         19.000000   \n",
+       "19                   1                                          6.000000   \n",
        "20                   1                                         20.000000   \n",
-       "21                   1                                         21.000000   \n",
-       "22                   2                                         12.500000   \n",
+       "21                   1                                         18.000000   \n",
+       "22                   1                                          1.000000   \n",
        "23                   1                                         23.000000   \n",
        "24                   1                                         24.000000   \n",
-       "25                   1                                         17.000000   \n",
+       "25                   1                                         25.000000   \n",
        "26                   1                                         26.000000   \n",
        "27                   1                                         27.000000   \n",
        "28                   1                                         28.000000   \n",
-       "29                   1                                         29.000000   \n",
+       "29                   1                                         20.000000   \n",
        "...                ...                                               ...   \n",
-       "4970                29                                       4970.000000   \n",
-       "4971                10                                       4971.000000   \n",
-       "4972                21                                       4972.000000   \n",
-       "4973                22                                       4969.254545   \n",
-       "4974                14                                       4974.000000   \n",
-       "4975                25                                       4975.000000   \n",
-       "4976                14                                       4964.321429   \n",
-       "4977                15                                       4977.000000   \n",
+       "4970                20                                       4970.000000   \n",
+       "4971                20                                       4950.755556   \n",
+       "4972                17                                       4972.000000   \n",
+       "4973                18                                       4959.916667   \n",
+       "4974                23                                       4974.000000   \n",
+       "4975                17                                       4975.000000   \n",
+       "4976                28                                       4961.145455   \n",
+       "4977                14                                       4977.000000   \n",
        "4978                26                                       4978.000000   \n",
-       "4979                 8                                       4974.304348   \n",
-       "4980                28                                       4980.000000   \n",
-       "4981                16                                       4962.595745   \n",
-       "4982                28                                       4982.000000   \n",
-       "4983                14                                       4983.000000   \n",
-       "4984                10                                       4969.516129   \n",
-       "4985                16                                       4964.400000   \n",
-       "4986                32                                       4976.186047   \n",
-       "4987                29                                       4965.109589   \n",
-       "4988                21                                       4988.000000   \n",
-       "4989                31                                       4989.000000   \n",
-       "4990                14                                       4990.000000   \n",
-       "4991                12                                       4991.000000   \n",
-       "4992                15                                       4968.650000   \n",
-       "4993                28                                       4980.158730   \n",
-       "4994                39                                       4971.070588   \n",
-       "4995                20                                       4995.000000   \n",
-       "4996                24                                       4996.000000   \n",
-       "4997                29                                       4997.000000   \n",
-       "4998                24                                       4978.684211   \n",
-       "4999                40                                       4999.000000   \n",
+       "4979                22                                       4979.000000   \n",
+       "4980                20                                       4969.723404   \n",
+       "4981                26                                       4981.000000   \n",
+       "4982                35                                       4982.000000   \n",
+       "4983                33                                       4971.290323   \n",
+       "4984                13                                       4984.000000   \n",
+       "4985                12                                       4985.000000   \n",
+       "4986                12                                       4967.500000   \n",
+       "4987                18                                       4964.972973   \n",
+       "4988                32                                       4988.000000   \n",
+       "4989                15                                       4989.000000   \n",
+       "4990                39                                       4990.000000   \n",
+       "4991                13                                       4972.555556   \n",
+       "4992                13                                       4992.000000   \n",
+       "4993                17                                       4982.512195   \n",
+       "4994                38                                       4994.000000   \n",
+       "4995                29                                       4984.242424   \n",
+       "4996                17                                       4976.250000   \n",
+       "4997                21                                       4984.634146   \n",
+       "4998                24                                       4984.215385   \n",
+       "4999                20                                       4999.000000   \n",
        "\n",
        "      # Classifiers Subsumed in Iteration  \\\n",
        "0                                       0   \n",
@@ -2659,32 +2659,32 @@
        "...                                   ...   \n",
        "4970                                    0   \n",
        "4971                                    0   \n",
-       "4972                                    0   \n",
-       "4973                                    0   \n",
+       "4972                                    1   \n",
+       "4973                                    1   \n",
        "4974                                    1   \n",
-       "4975                                    1   \n",
+       "4975                                    0   \n",
        "4976                                    0   \n",
        "4977                                    0   \n",
        "4978                                    0   \n",
-       "4979                                    0   \n",
+       "4979                                    2   \n",
        "4980                                    0   \n",
        "4981                                    0   \n",
-       "4982                                    1   \n",
-       "4983                                    1   \n",
-       "4984                                    1   \n",
+       "4982                                    0   \n",
+       "4983                                    0   \n",
+       "4984                                    0   \n",
        "4985                                    0   \n",
        "4986                                    0   \n",
        "4987                                    0   \n",
-       "4988                                    1   \n",
-       "4989                                    0   \n",
-       "4990                                    0   \n",
+       "4988                                    0   \n",
+       "4989                                    1   \n",
+       "4990                                    2   \n",
        "4991                                    0   \n",
-       "4992                                    0   \n",
+       "4992                                    1   \n",
        "4993                                    0   \n",
        "4994                                    0   \n",
        "4995                                    0   \n",
        "4996                                    0   \n",
-       "4997                                    1   \n",
+       "4997                                    0   \n",
        "4998                                    0   \n",
        "4999                                    0   \n",
        "\n",
@@ -2727,8 +2727,8 @@
        "4974                                              0   \n",
        "4975                                              0   \n",
        "4976                                              0   \n",
-       "4977                                              0   \n",
-       "4978                                              1   \n",
+       "4977                                              1   \n",
+       "4978                                              0   \n",
        "4979                                              0   \n",
        "4980                                              0   \n",
        "4981                                              0   \n",
@@ -2738,16 +2738,16 @@
        "4985                                              0   \n",
        "4986                                              0   \n",
        "4987                                              0   \n",
-       "4988                                              1   \n",
+       "4988                                              0   \n",
        "4989                                              0   \n",
-       "4990                                              0   \n",
+       "4990                                              1   \n",
        "4991                                              0   \n",
-       "4992                                              0   \n",
+       "4992                                              1   \n",
        "4993                                              0   \n",
        "4994                                              0   \n",
        "4995                                              0   \n",
        "4996                                              0   \n",
-       "4997                                              1   \n",
+       "4997                                              0   \n",
        "4998                                              0   \n",
        "4999                                              0   \n",
        "\n",
@@ -2780,37 +2780,37 @@
        "25                                               0   \n",
        "26                                               0   \n",
        "27                                               0   \n",
-       "28                                               1   \n",
+       "28                                               0   \n",
        "29                                               0   \n",
        "...                                            ...   \n",
        "4970                                             1   \n",
-       "4971                                             2   \n",
-       "4972                                             0   \n",
+       "4971                                             0   \n",
+       "4972                                             1   \n",
        "4973                                             0   \n",
        "4974                                             1   \n",
-       "4975                                             1   \n",
+       "4975                                             0   \n",
        "4976                                             0   \n",
-       "4977                                             2   \n",
+       "4977                                             0   \n",
        "4978                                             1   \n",
-       "4979                                             0   \n",
+       "4979                                             2   \n",
        "4980                                             0   \n",
-       "4981                                             0   \n",
+       "4981                                             1   \n",
        "4982                                             1   \n",
-       "4983                                             1   \n",
+       "4983                                             0   \n",
        "4984                                             0   \n",
-       "4985                                             0   \n",
+       "4985                                             1   \n",
        "4986                                             0   \n",
        "4987                                             0   \n",
-       "4988                                             0   \n",
-       "4989                                             2   \n",
-       "4990                                             0   \n",
+       "4988                                             1   \n",
+       "4989                                             1   \n",
+       "4990                                             1   \n",
        "4991                                             0   \n",
-       "4992                                             0   \n",
+       "4992                                             1   \n",
        "4993                                             0   \n",
-       "4994                                             0   \n",
-       "4995                                             1   \n",
+       "4994                                             1   \n",
+       "4995                                             0   \n",
        "4996                                             0   \n",
-       "4997                                             2   \n",
+       "4997                                             0   \n",
        "4998                                             0   \n",
        "4999                                             0   \n",
        "\n",
@@ -2820,31 +2820,31 @@
        "2                                                1   \n",
        "3                                                1   \n",
        "4                                                1   \n",
-       "5                                                1   \n",
-       "6                                                0   \n",
+       "5                                                0   \n",
+       "6                                                1   \n",
        "7                                                1   \n",
        "8                                                1   \n",
        "9                                                1   \n",
-       "10                                               0   \n",
+       "10                                               1   \n",
        "11                                               0   \n",
        "12                                               1   \n",
        "13                                               1   \n",
-       "14                                               1   \n",
-       "15                                               1   \n",
-       "16                                               1   \n",
+       "14                                               0   \n",
+       "15                                               0   \n",
+       "16                                               0   \n",
        "17                                               1   \n",
        "18                                               1   \n",
-       "19                                               1   \n",
+       "19                                               0   \n",
        "20                                               1   \n",
-       "21                                               1   \n",
+       "21                                               0   \n",
        "22                                               0   \n",
        "23                                               1   \n",
        "24                                               1   \n",
-       "25                                               0   \n",
+       "25                                               1   \n",
        "26                                               1   \n",
        "27                                               1   \n",
-       "28                                               0   \n",
-       "29                                               1   \n",
+       "28                                               1   \n",
+       "29                                               0   \n",
        "...                                            ...   \n",
        "4970                                             0   \n",
        "4971                                             0   \n",
@@ -2878,193 +2878,193 @@
        "4999                                             0   \n",
        "\n",
        "      # Deletion Operations Performed in Iteration  Total Global Time  \\\n",
-       "0                                                0           0.000215   \n",
-       "1                                                0           0.000326   \n",
-       "2                                                0           0.000423   \n",
-       "3                                                0           0.000517   \n",
-       "4                                                0           0.000609   \n",
-       "5                                                0           0.000714   \n",
-       "6                                                0           0.000797   \n",
-       "7                                                0           0.000897   \n",
-       "8                                                0           0.001006   \n",
-       "9                                                0           0.001109   \n",
-       "10                                               0           0.001201   \n",
-       "11                                               0           0.001293   \n",
-       "12                                               0           0.001395   \n",
-       "13                                               0           0.001505   \n",
-       "14                                               0           0.001616   \n",
-       "15                                               0           0.001727   \n",
-       "16                                               0           0.001840   \n",
-       "17                                               0           0.001952   \n",
-       "18                                               0           0.002072   \n",
-       "19                                               0           0.002201   \n",
-       "20                                               0           0.002376   \n",
-       "21                                               0           0.002502   \n",
-       "22                                               0           0.002624   \n",
-       "23                                               0           0.002752   \n",
-       "24                                               0           0.002875   \n",
-       "25                                               0           0.002986   \n",
-       "26                                               0           0.003120   \n",
-       "27                                               0           0.003246   \n",
-       "28                                               0           0.003557   \n",
-       "29                                               0           0.003702   \n",
+       "0                                                0           0.000238   \n",
+       "1                                                0           0.000347   \n",
+       "2                                                0           0.000435   \n",
+       "3                                                0           0.000522   \n",
+       "4                                                0           0.000608   \n",
+       "5                                                0           0.000678   \n",
+       "6                                                0           0.000765   \n",
+       "7                                                0           0.000851   \n",
+       "8                                                0           0.000940   \n",
+       "9                                                0           0.001031   \n",
+       "10                                               0           0.001121   \n",
+       "11                                               0           0.001210   \n",
+       "12                                               0           0.001311   \n",
+       "13                                               0           0.001407   \n",
+       "14                                               0           0.001491   \n",
+       "15                                               0           0.001573   \n",
+       "16                                               0           0.001656   \n",
+       "17                                               0           0.001752   \n",
+       "18                                               0           0.001850   \n",
+       "19                                               0           0.001924   \n",
+       "20                                               0           0.002019   \n",
+       "21                                               0           0.002105   \n",
+       "22                                               0           0.002194   \n",
+       "23                                               0           0.002298   \n",
+       "24                                               0           0.002396   \n",
+       "25                                               0           0.002502   \n",
+       "26                                               0           0.002600   \n",
+       "27                                               0           0.002700   \n",
+       "28                                               0           0.002800   \n",
+       "29                                               0           0.002895   \n",
        "...                                            ...                ...   \n",
-       "4970                                             0          19.887596   \n",
-       "4971                                             1          19.890569   \n",
-       "4972                                             0          19.892191   \n",
-       "4973                                             0          19.893593   \n",
-       "4974                                             1          19.896153   \n",
-       "4975                                             1          19.898878   \n",
-       "4976                                             0          19.900189   \n",
-       "4977                                             0          19.903774   \n",
-       "4978                                             1          19.907454   \n",
-       "4979                                             0          19.908787   \n",
-       "4980                                             0          19.910409   \n",
-       "4981                                             0          19.912269   \n",
-       "4982                                             1          19.915325   \n",
-       "4983                                             1          19.918025   \n",
-       "4984                                             0          19.920104   \n",
-       "4985                                             0          19.921698   \n",
-       "4986                                             0          19.923228   \n",
-       "4987                                             0          19.924722   \n",
-       "4988                                             0          19.927880   \n",
-       "4989                                             0          19.931235   \n",
-       "4990                                             0          19.932788   \n",
-       "4991                                             0          19.934493   \n",
-       "4992                                             0          19.936446   \n",
-       "4993                                             0          19.938189   \n",
-       "4994                                             0          19.939785   \n",
-       "4995                                             1          19.942743   \n",
-       "4996                                             0          19.944666   \n",
-       "4997                                             1          19.947925   \n",
-       "4998                                             0          19.949451   \n",
-       "4999                                             0          19.952102   \n",
+       "4970                                             2          11.352170   \n",
+       "4971                                             0          11.353102   \n",
+       "4972                                             1          11.355350   \n",
+       "4973                                             0          11.356298   \n",
+       "4974                                             0          11.358568   \n",
+       "4975                                             0          11.359563   \n",
+       "4976                                             0          11.360534   \n",
+       "4977                                             1          11.362857   \n",
+       "4978                                             0          11.365286   \n",
+       "4979                                             2          11.367705   \n",
+       "4980                                             0          11.368805   \n",
+       "4981                                             1          11.371358   \n",
+       "4982                                             1          11.373974   \n",
+       "4983                                             0          11.374962   \n",
+       "4984                                             0          11.376032   \n",
+       "4985                                             0          11.378297   \n",
+       "4986                                             0          11.379175   \n",
+       "4987                                             0          11.380177   \n",
+       "4988                                             0          11.382892   \n",
+       "4989                                             1          11.385050   \n",
+       "4990                                             1          11.387414   \n",
+       "4991                                             0          11.388374   \n",
+       "4992                                             2          11.390573   \n",
+       "4993                                             0          11.391491   \n",
+       "4994                                             1          11.394187   \n",
+       "4995                                             0          11.395174   \n",
+       "4996                                             0          11.396152   \n",
+       "4997                                             0          11.397069   \n",
+       "4998                                             0          11.398006   \n",
+       "4999                                             0          11.399262   \n",
        "\n",
        "      Total Matching Time  Total Deletion Time  Total Subsumption Time  \\\n",
-       "0                0.000046             0.000002                0.000003   \n",
-       "1                0.000071             0.000004                0.000005   \n",
-       "2                0.000097             0.000006                0.000006   \n",
-       "3                0.000123             0.000007                0.000008   \n",
-       "4                0.000150             0.000009                0.000010   \n",
-       "5                0.000187             0.000010                0.000011   \n",
-       "6                0.000205             0.000010                0.000013   \n",
-       "7                0.000240             0.000013                0.000015   \n",
-       "8                0.000278             0.000014                0.000016   \n",
-       "9                0.000316             0.000015                0.000017   \n",
-       "10               0.000338             0.000016                0.000018   \n",
-       "11               0.000364             0.000017                0.000019   \n",
-       "12               0.000401             0.000018                0.000021   \n",
-       "13               0.000448             0.000019                0.000022   \n",
-       "14               0.000494             0.000020                0.000025   \n",
-       "15               0.000540             0.000021                0.000026   \n",
-       "16               0.000589             0.000022                0.000027   \n",
-       "17               0.000637             0.000024                0.000030   \n",
-       "18               0.000692             0.000025                0.000031   \n",
-       "19               0.000751             0.000026                0.000032   \n",
-       "20               0.000845             0.000027                0.000034   \n",
-       "21               0.000900             0.000029                0.000036   \n",
-       "22               0.000948             0.000031                0.000037   \n",
-       "23               0.001011             0.000032                0.000040   \n",
-       "24               0.001070             0.000033                0.000041   \n",
-       "25               0.001116             0.000034                0.000041   \n",
-       "26               0.001185             0.000035                0.000042   \n",
-       "27               0.001247             0.000036                0.000043   \n",
-       "28               0.001304             0.000037                0.000105   \n",
-       "29               0.001374             0.000038                0.000107   \n",
+       "0                0.000002             0.000002                0.000004   \n",
+       "1                0.000006             0.000003                0.000006   \n",
+       "2                0.000010             0.000004                0.000007   \n",
+       "3                0.000015             0.000005                0.000008   \n",
+       "4                0.000021             0.000006                0.000009   \n",
+       "5                0.000032             0.000006                0.000011   \n",
+       "6                0.000040             0.000007                0.000012   \n",
+       "7                0.000047             0.000008                0.000013   \n",
+       "8                0.000058             0.000009                0.000015   \n",
+       "9                0.000069             0.000010                0.000017   \n",
+       "10               0.000082             0.000011                0.000018   \n",
+       "11               0.000099             0.000012                0.000020   \n",
+       "12               0.000113             0.000013                0.000021   \n",
+       "13               0.000131             0.000014                0.000022   \n",
+       "14               0.000150             0.000015                0.000024   \n",
+       "15               0.000166             0.000015                0.000025   \n",
+       "16               0.000184             0.000016                0.000026   \n",
+       "17               0.000201             0.000018                0.000027   \n",
+       "18               0.000218             0.000019                0.000028   \n",
+       "19               0.000238             0.000020                0.000029   \n",
+       "20               0.000258             0.000021                0.000030   \n",
+       "21               0.000279             0.000021                0.000031   \n",
+       "22               0.000300             0.000022                0.000033   \n",
+       "23               0.000320             0.000023                0.000034   \n",
+       "24               0.000341             0.000023                0.000035   \n",
+       "25               0.000366             0.000025                0.000036   \n",
+       "26               0.000389             0.000026                0.000037   \n",
+       "27               0.000414             0.000027                0.000039   \n",
+       "28               0.000440             0.000028                0.000040   \n",
+       "29               0.000470             0.000029                0.000041   \n",
        "...                   ...                  ...                     ...   \n",
-       "4970             7.417656             2.205517                2.130389   \n",
-       "4971             7.418769             2.206517                2.131466   \n",
-       "4972             7.419932             2.206518                2.131490   \n",
-       "4973             7.421024             2.206519                2.131516   \n",
-       "4974             7.422174             2.207498                2.131744   \n",
-       "4975             7.423254             2.208558                2.132168   \n",
-       "4976             7.424337             2.208559                2.132189   \n",
-       "4977             7.425785             2.209621                2.133464   \n",
-       "4978             7.426904             2.211131                2.134675   \n",
-       "4979             7.428002             2.211132                2.134689   \n",
-       "4980             7.429089             2.211134                2.134741   \n",
-       "4981             7.430631             2.211136                2.134762   \n",
-       "4982             7.431761             2.212223                2.135483   \n",
-       "4983             7.432910             2.213336                2.135638   \n",
-       "4984             7.434612             2.213338                2.135674   \n",
-       "4985             7.435906             2.213339                2.135705   \n",
-       "4986             7.437105             2.213340                2.135744   \n",
-       "4987             7.438281             2.213342                2.135782   \n",
-       "4988             7.439438             2.214590                2.136453   \n",
-       "4989             7.440703             2.215657                2.137390   \n",
-       "4990             7.441884             2.215659                2.137412   \n",
-       "4991             7.443187             2.215662                2.137420   \n",
-       "4992             7.444720             2.215664                2.137445   \n",
-       "4993             7.446079             2.215666                2.137488   \n",
-       "4994             7.447286             2.215667                2.137543   \n",
-       "4995             7.448466             2.216898                2.137815   \n",
-       "4996             7.449866             2.216900                2.137853   \n",
-       "4997             7.451117             2.218084                2.138530   \n",
-       "4998             7.452322             2.218085                2.138567   \n",
-       "4999             7.453722             2.218088                2.138641   \n",
+       "4970             3.604551             1.640868                0.901026   \n",
+       "4971             3.605256             1.640869                0.901050   \n",
+       "4972             3.605952             1.641917                0.901230   \n",
+       "4973             3.606639             1.641919                0.901266   \n",
+       "4974             3.607348             1.643067                0.901344   \n",
+       "4975             3.608042             1.643068                0.901369   \n",
+       "4976             3.608733             1.643069                0.901403   \n",
+       "4977             3.609416             1.644111                0.901727   \n",
+       "4978             3.610084             1.645202                0.902057   \n",
+       "4979             3.610786             1.646531                0.902098   \n",
+       "4980             3.611549             1.646532                0.902124   \n",
+       "4981             3.612267             1.647561                0.902583   \n",
+       "4982             3.612993             1.648561                0.903060   \n",
+       "4983             3.613681             1.648562                0.903098   \n",
+       "4984             3.614379             1.648563                0.903104   \n",
+       "4985             3.615036             1.649602                0.903422   \n",
+       "4986             3.615723             1.649603                0.903436   \n",
+       "4987             3.616507             1.649604                0.903458   \n",
+       "4988             3.617230             1.650589                0.904094   \n",
+       "4989             3.617902             1.651629                0.904231   \n",
+       "4990             3.618615             1.652727                0.904294   \n",
+       "4991             3.619319             1.652728                0.904312   \n",
+       "4992             3.620017             1.653792                0.904429   \n",
+       "4993             3.620708             1.653793                0.904452   \n",
+       "4994             3.621423             1.654827                0.905007   \n",
+       "4995             3.622123             1.654828                0.905045   \n",
+       "4996             3.622837             1.654829                0.905066   \n",
+       "4997             3.623530             1.654830                0.905098   \n",
+       "4998             3.624215             1.654831                0.905126   \n",
+       "4999             3.624880             1.654832                0.905134   \n",
        "\n",
        "      Total Selection Time  Total Evaluation Time  \n",
-       "0                 0.000000               0.000081  \n",
-       "1                 0.000000               0.000142  \n",
-       "2                 0.000000               0.000191  \n",
-       "3                 0.000000               0.000238  \n",
-       "4                 0.000000               0.000283  \n",
-       "5                 0.000000               0.000330  \n",
-       "6                 0.000000               0.000376  \n",
-       "7                 0.000000               0.000420  \n",
-       "8                 0.000000               0.000466  \n",
-       "9                 0.000000               0.000511  \n",
-       "10                0.000000               0.000556  \n",
-       "11                0.000000               0.000602  \n",
-       "12                0.000000               0.000644  \n",
-       "13                0.000000               0.000688  \n",
-       "14                0.000000               0.000731  \n",
-       "15                0.000000               0.000774  \n",
-       "16                0.000000               0.000818  \n",
-       "17                0.000000               0.000860  \n",
-       "18                0.000000               0.000905  \n",
-       "19                0.000000               0.000955  \n",
-       "20                0.000000               0.001016  \n",
-       "21                0.000000               0.001063  \n",
+       "0                 0.000000               0.000097  \n",
+       "1                 0.000000               0.000166  \n",
+       "2                 0.000000               0.000217  \n",
+       "3                 0.000000               0.000265  \n",
+       "4                 0.000000               0.000312  \n",
+       "5                 0.000000               0.000348  \n",
+       "6                 0.000000               0.000395  \n",
+       "7                 0.000000               0.000440  \n",
+       "8                 0.000000               0.000485  \n",
+       "9                 0.000000               0.000531  \n",
+       "10                0.000000               0.000577  \n",
+       "11                0.000000               0.000624  \n",
+       "12                0.000000               0.000674  \n",
+       "13                0.000000               0.000720  \n",
+       "14                0.000000               0.000764  \n",
+       "15                0.000000               0.000808  \n",
+       "16                0.000000               0.000852  \n",
+       "17                0.000000               0.000900  \n",
+       "18                0.000000               0.000947  \n",
+       "19                0.000000               0.000976  \n",
+       "20                0.000000               0.001021  \n",
+       "21                0.000000               0.001066  \n",
        "22                0.000000               0.001112  \n",
-       "23                0.000000               0.001157  \n",
-       "24                0.000000               0.001201  \n",
-       "25                0.000000               0.001245  \n",
-       "26                0.000000               0.001290  \n",
-       "27                0.000000               0.001334  \n",
-       "28                0.000153               0.001378  \n",
-       "29                0.000153               0.001431  \n",
+       "23                0.000000               0.001159  \n",
+       "24                0.000000               0.001204  \n",
+       "25                0.000000               0.001250  \n",
+       "26                0.000000               0.001295  \n",
+       "27                0.000000               0.001340  \n",
+       "28                0.000000               0.001384  \n",
+       "29                0.000000               0.001428  \n",
        "...                    ...                    ...  \n",
-       "4970              0.417900               7.747638  \n",
-       "4971              0.418016               7.747733  \n",
-       "4972              0.418139               7.747851  \n",
-       "4973              0.418139               7.747959  \n",
-       "4974              0.418229               7.748055  \n",
-       "4975              0.418340               7.748150  \n",
-       "4976              0.418340               7.748244  \n",
-       "4977              0.418528               7.748358  \n",
-       "4978              0.418675               7.748484  \n",
-       "4979              0.418675               7.748606  \n",
-       "4980              0.418841               7.748715  \n",
-       "4981              0.418841               7.748862  \n",
-       "4982              0.419001               7.748982  \n",
-       "4983              0.419098               7.749093  \n",
-       "4984              0.419098               7.749274  \n",
-       "4985              0.419098               7.749400  \n",
-       "4986              0.419098               7.749511  \n",
-       "4987              0.419098               7.749618  \n",
-       "4988              0.419264               7.749711  \n",
-       "4989              0.419451               7.749870  \n",
-       "4990              0.419580               7.749973  \n",
-       "4991              0.419731               7.750103  \n",
-       "4992              0.419731               7.750326  \n",
-       "4993              0.419731               7.750468  \n",
-       "4994              0.419731               7.750590  \n",
-       "4995              0.419860               7.750684  \n",
-       "4996              0.419988               7.750859  \n",
-       "4997              0.420158               7.750985  \n",
-       "4998              0.420158               7.751102  \n",
-       "4999              0.420387               7.751290  \n",
+       "4970              0.125923               4.104106  \n",
+       "4971              0.125923               4.104193  \n",
+       "4972              0.125961               4.104283  \n",
+       "4973              0.125961               4.104383  \n",
+       "4974              0.126005               4.104480  \n",
+       "4975              0.126041               4.104557  \n",
+       "4976              0.126041               4.104656  \n",
+       "4977              0.126074               4.104731  \n",
+       "4978              0.126126               4.104827  \n",
+       "4979              0.126173               4.104941  \n",
+       "4980              0.126173               4.105089  \n",
+       "4981              0.126237               4.105181  \n",
+       "4982              0.126296               4.105297  \n",
+       "4983              0.126296               4.105400  \n",
+       "4984              0.126343               4.105494  \n",
+       "4985              0.126374               4.105576  \n",
+       "4986              0.126374               4.105661  \n",
+       "4987              0.126374               4.105745  \n",
+       "4988              0.126428               4.105840  \n",
+       "4989              0.126463               4.105933  \n",
+       "4990              0.126546               4.106037  \n",
+       "4991              0.126546               4.106142  \n",
+       "4992              0.126579               4.106231  \n",
+       "4993              0.126579               4.106322  \n",
+       "4994              0.126641               4.106423  \n",
+       "4995              0.126641               4.106524  \n",
+       "4996              0.126641               4.106614  \n",
+       "4997              0.126641               4.106694  \n",
+       "4998              0.126641               4.106782  \n",
+       "4999              0.126683               4.106861  \n",
        "\n",
        "[5000 rows x 19 columns]"
       ]
@@ -3094,7 +3094,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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p36yAD+DrI/z+ty5cV68KL/RulJW/cvdJGr86T4eHqiLnUNAXkUoiMktEdojIdhG5VkSCROR3EYm108p2WRGR8SKyW0RiRKSNc07BwyUegjNx0PhmCKhY6Gpij51l8op9APznntbOap0qhNpBZfnmoY481rU+u8b0YUTncK4JLgfAP3/ZdpWjlXKMo336HwHzjDEDRaQUUBZ4GVhojBkrIqOAUcCLQB+ggf3TAZhgp+pKNnxppZ2eLnQVGZkma0TJR4NaUdpPuxDcRSk/H169uSmv3tyUB6auZcnOBBLOXszX8wCfLN7Ne7/tzHo9fnBrYg4lciTpAsbAv+9q6bXDcdXlFfo3QkQCgRuABwCMMalAqoj0B7raxb4AlmAF/f7Al8a6ibDa/iuhhjFG/569HGNg1XgIqAS12xe6miU7j3MkKYVbW9akf6taTmygcqYhHeqyxH4eYPYTnWgRWol1+0/RMrQSpfx8OHQqmbjTF6havhR3TFjFmZT0HMc/NWNjjte/bjlK3SpleaRLPWZHHyE9M5NT51PZk3CextUr8OxNDbmuflXKl9YvBm/iyL92OJAATBWRlsB64GkgJFsgPwqE2Nu1gEPZjo+z83IEfREZCYwEqFOnjgPN8wAxMyE9Ber1KHQVJ89dZMQXUYjA2DsinNg45WzdG1ejTZ1KbDiYyK0fr2RE53Amr9hH+7Ag1u4/lecxy1/oRvXAAMb+uoPk1HQupmdy4GQy6w+cBuDAyWRe+mFzruN2HD3LyK/W58j76fFOtKxdyfknptyKI0HfD2gDPGmMWSMiH2F15WQxxhgRKdDwIGPMJGASWKN3HGhfybfxayu9fUKhq/h48W4AXuzdWP/Ud3O+PsIPj3Wi/stzSc80Wfdg8gr4A1rX4s3bmmddpb96c9NcZWKPneXJGRs5cS6Vife15cS5i1QtX4rqgWV49Ov1xMQl5Sg/5PM1LPx7F0Iq6jKUnsyRKBAHxBljLs1WNQsr6B+71G0jIjWA4/b+w0D2geGhdp7Ky8WzsH851IqEgMKtVZuRafglJp4uDYN5pItz5t5XRW/L6F5MW7WfqP2nOZ2cyvoDpxnYNpS3+jfHxwf8fHzytdBNg5AKzHvmhjz3zX6ic9Z2RqbhrTnbmLZqPx3eXkjj6hX45anr3X4xHVU4hQ76xpijInJIRBoZY3YCPYBt9s9QYKyd/mQfMht4QkS+xbqBm6T9+ZdhDEzoZG13fLTQ1dw/ZQ3Hz17kH/20H78kCfD3tb6ku1ivz6SkZa0DXBR8fYQ3bm3GkcQLzN92jB1Hz1Lv5bk83OUaBrerw7RV+7mYnsH2+LM83q0+1SqUJvpQIvO2HOWWljW5rl4V6laxpgY5eCqZVXtOcl29Kvy65SjfrTvEc70a0TeiRpG1XxWMQw9niUgr4HOgFLAXGIY1DPQ7oA5wALjLGHNKrOfaPwZ6A8nAMGPMFZ+88tqHsxaMhhXvQ8VQeGoj+BV8hae9Cefo/u+lNKhWnl+eul7Xh1X5knQhjZaj5zu93m6NgrmxaQiRdYPYdewslcr6c32DYKe/j7Lowuglzdg61qyar54o9LQLj0/fwC+b41n2fDfqVHFsgjblfT5fvpcxv1hzNI25rTkXUjP459ztvNi7MSKw4cBpBrevw+xNR/gx2yL1oZXL0Kp2JebYD5k9cF0Y01btz/M9qpYvzZjbmtO7uXdP+lcUNOiXJOdPwHv1oO0DcMtHhapi06FE+n+ykoYh5Zn/ty7ObZ/yGvFJF8g0UOsqE8MlJadx7GwKDUMqZOUZY8jINPj5Wn9hnruYzpDP17DpUCJt61Zm/4nznDyfmqOeLaN76fBRJ7lS0NdP2N3smGOlzW4v1OEbD57m9k9XAdaIHaUKq0Zg/mYBDSzrT2DZnH+Righ+vn/eCC5f2o+fHu+U9doYw4aDidwxYVVWXq8PlrHshW56A7mIadB3N3uXWmntgj+sbIzJ+pP8h8euo00dXfRbuScRoW3dysx65FpmrY/j23WHOJx4gQETVlGpjD9l/H15oXcjdhw9S8OQ8tSvVuHqlap80aDvTs6ftJZEDG0H/gWfa3157AnWHzjN9Q2qasBXJUJkWBCRYUE8e1ND2r+9kE2HErP2zdt6NGu7lJ8PUa/cSBl/X3xE9K8BB2jQdyfrPrPSVkMKdfgHC3YB8N7Als5qkVLFolrFAF6/pSkTl+7l3YEt8PcRvt9wmO83xAGQmp5Jizf+HFX069PX0yikAumZBl+fnF8CE5fuIcDfl6HXheX5XmkZmSyPTaBBtQrUrFTG675ANOi7kzj7pnXbBwp8aFJyGhsPJtIurDLVA/WJSlXyDOsUzrBO4Vmvr6tflX/f1dJarnLBLn7ZHJ+1Ylmfj5bnOPa5ng0ZN39XjrywquXo0jDnsNCk5DRavvnnl0f50n68fktT+kbUoJyX3ETW0TvuwhgYXQka9oZ7Zhb48BdnxTAz6hCT7mtLTy9f91Z5tjdmb73sMNC81AwM4EhSzoXvKwb4cWurmny9+mBWXik/H1a/1IOgcld+LiYtI5O0jEy3ntZER++UBLOGWWmttgU+NCYukZlRhyjl58ONTUKufoBSJdgbtzbj9VuaZg0JnbZyH2/8vI1nbmzAPR3qEFS2FCt2n+CBqesAcgV8gE2v90REuLlFTV793xZij58jNT2TNm/9zr8GtuCONqH4CPzf0r0ElfOnc4NgPvx9F2dT0rPuNYwf3JqO4UFUK2FzFemVvjs4sAqm9rG2XzwAZfI/02FyajpNX/sNgC+Ht+eGhvqUo1IACWcvkpKWQSk/H6pVKM3BU8mEVi6Lj+Rc+P6SXzfH8+j0DYA1NUXtymXYfzL5qu9zXb0qTBvW3q2eetcrfXf37T1Wet//ChTwwVpIA+Cp7vU14CuVzV8XoqlbpdwVy/eJqMHql3rw1i/b+CUmPivgVyrrT2JyGqP6NKaMvy+VyvpTL7g832+IY/XeU6zac5KWo+ez/tUb3brL5xK90ne1+BiYeD20Hwl93yvQoUeTUuj4zkKCK5Rm3T9uLKIGKuV9th05Q9zpZLo1roa/7+Wv4FPTM+nw9gJOJ6cBMG1YO/x8fOjcoGpxNTVPeqXvzo5Yf07SdliBDlu4/RgjvrC+EB+4zNA0pVThNK1ZkaY1r74mdSk/Hza8ehN9x69ge/yZrPsIAGVL+fJ0jwZE1AqkdZ3KlCnlHsuUatB3pcwMWDMR/MtBcP6nTEhJy8jqe+zZNITHu9UvqhYqpa5CRPjlyc7M3nSEQ6eS+ffv1tDR5NQM3vl1R1a5ymX9iQitRPdGwTyQbWhqcdOg70p7FsPxbVC9Bfjk/ybQB7/vIjU9ky+Gt881DlkpVfx8fITbWlvrVjzZowGnzqeSnpnJkp0JvPvrDk6eT+V0chrLdiWwbFcCb/y8jdUv9XDJMzUa9F0p2l4O8d4f8n3I7uNnmbhsL5XL+nODi/sNlVJ5uzTW/67I2twVWZuMTMPiHcdZuecEU1fuB6DjOwsBeP+ulgxoE8rxMym8/ONmFmy3Fhsc0Tk8z2UwHaVB31XiY2Drj1CuGpTP/9X66J+3AfDViA55DjtTSrkfXx/hxqYh9GhSjSe7N6DNW79n7Xv2u008+92mXMdc7SGxwtKg7yp/fGylg77J9yEnzl1keewJujUKpnmtwq2bq5RyHREhqFwp9o/tx8lzF+n/yUriTl/I2v98r0aMvOGaK44YcpQGfVc4cwRiZloLntdul69DjDE8MHUtYPUZKqVKtirlS/PbMzcwZcU+HugURmk/32J5wEuDvitstPvyb5+U70OmrdrPlsNnuCa4nE6brJSHKFfar9gv4tznuWFvsm8Z+JaGRr3zVdwYw+fL9wHw2zM3FGXLlFIeToN+cTu0FvYvh/Dr833Ikp0JHE68wN9valikfX1KKc+nEaQ4GQNT7Kv77q/m+7C3frFG7FwaB6yUUoWlQb84bZ4FJgPqdYearfJ1yJKdx9mbcJ7+rWpSO6hsETdQKeXpNOgXl8wM+OFBa/vW/+TrkPSMTJ6ZGQ3A6FubFVXLlFJeRIN+cYm1H8ZoMxQCQ/N1yIy1B0lMTqNvRHUqlS2aBzWUUt5Fg35xmf2kld70Zr4PmWovCff+XfnrClJKqavRcfrFITUZzh+Hej3ytUhKZqbh0enr2ZtwnjvbhhLg7x5TsiqlSj690i8OB/+w0rYP5Kv4Kz9t4betxyhbypdRffI/5bJSSl2NXukXh82zrDQ0z4VsckjLyGR29BFqVSrD0ue74qfj8pVSTqQRpagZA5u+gfIhULHmVYvPjj7CuYvpPNeroQZ8pZTTaVQpapeu8psNuGpRYwz/WRQLwI1NQoqyVUopL+Vw0BcRXxHZKCJz7NfhIrJGRHaLyEwRKWXnl7Zf77b3hzn63m7vTPyfY/M7P3PV4vO2HGX/yWR6Ng2hQoB/ETdOKeWNnHGl/zSwPdvrd4EPjDH1gdPACDt/BHDazv/ALufZ1vyfld70JlSoftXic2LiARg/uHVRtkop5cUcCvoiEgr0Az63XwvQHbD7NPgCuM3e7m+/xt7fQzx56SdjrEXPAypBp6evWvzXzfH8sjmegTpEUylVhBy90v8QeAHItF9XARKNMen26zjg0ixhtYBDAPb+JLt8DiIyUkSiRCQqISHBwea50IldkH4BWt971aIz1x3k0ekbAGtNTaWUKiqFDvoicjNw3Biz3ontwRgzyRgTaYyJDA7O/9qxbidmppU2u/2KxeJOJ/Pi95sB+EffJrQPDyrqlimlvJgj4/Q7AbeKSF8gAKgIfARUEhE/+2o+FDhslz8M1AbiRMQPCAROOvD+7uvsUVj+b2u75uX75zMyDQ99aX1nvn9XSwa0yd+cPEopVViFvtI3xrxkjAk1xoQBg4BFxpghwGJgoF1sKPCTvT3bfo29f5ExxhT2/d3a5JustP+n4JN3//zF9Awem76e7fFnADTgK6WKRVE8kfsi8K2IjAE2ApPt/MnAVyKyGziF9UXheU7thcSDUCYIWg/Js0hqeiaNXpmX9XrVqO7F1TqllJdzStA3xiwBltjbe4H2eZRJAe50xvu5taipVnrPd5ct8s2aA1nbr/RrQs1KZYq6VUopBejcO84VvwlWjbe2a7W9bLEF248DsPftvvj4eO6oVaWU+9FpGJxp6b+sdPC34JP3Rztp2R5W7D5Bz6YhGvCVUsVOg76znNoLO+ZAjVbQqE+eRXYcPcPbc3cA8NZtzYuzdUopBWjQd56v7PH4rfK+eXs2JY3eHy4H4OcnOhNSMaC4WqaUUlk06DvDoXVwej80vwPaP5RnkXd+ta7wn72pIRGhgcXYOKWU+pMGfWdY8IaVXv8c5DGdUHpGJt+tOwTAo13rFWPDlFIqJw36jjp9AA6ssEbrhDTNs8jGQ4mkZxo+uLsl/rowilLKhTQCOer7S/PlP3vZIhOX7gEgsq7Oq6OUci0N+o44vh3i1kLlcGhyc55F1h84zYLtxwmrUpbaQWWLuYFKKZWTBn1HrJlopQMm5bl7x9Ez3DFhFQDj7mxZXK1SSqnL0qDviG3/s9LQdnnunrRsLwCf3NOGyDDt2lFKuZ4G/cI6ugUunIbrnsxzxM6F1Ax+2HCYsCpl6deihgsaqJRSuWnQL6y9S6y05T157v5t61EAnuzeoJgapJRSV6dBvzAunoP5/4AKNfIcpnkhNYNnZkYjAn0j9CpfKeU+NOgXxtKxVtrklly7jDHcPekPAAa3r0OZUrrIuVLKfWjQL4zoGVba51+5dr3842Zi4pLoeE0Qb/XXSdWUUu5Fg35BxfwXkk9A5IhcN3B/3RzPjLXWdAtfDG+Pr06drJRyMxr0C+rSPDudns6R/f36OB6dvgGAZc93o7SfdusopdyPBv2CuJAIZ+KgUT+oXDcre/fxc/z9v5sA+HRIG+pU0SdvlVLuSZdLLIgoe433vyx4/sr/NgPWPPk6bbJSyp3plX5B7JpvpWHXZ2XFxCWyeu8pOtWvogFfKeX2NOjn17kEOLQa2g6DgIpZ2Y/Z/fhP92joqpYppVS+adDPr+kDrbT+jVlZ246cIe70BdqHB9E+XOfWUUq5Pw36+bF3CcRHQ6nyOaZQ/ofdl+rIap8AABXkSURBVP9vnUFTKVVCaNDPj/0rrPThZVlZx8+ksPFgIk1qVNR58pVSJYYG/fw4vh2qNoQq1vq2xhgGf7YagFf6NXFly5RSqkA06OfH4Q1Q7c/g/uGCWPYknCeybmU61a/qwoYppVTBaNC/mj2L4OwRCG4MQHJqOh8tjAXg6wc7uLJlSilVYBr0r8QY+NmebqHlYAAemLoOgLEDIgjw16kWlFIliwb9K1n4JiQehNodICicDQdPs3bfKfq3qsnd7Wq7unVKKVVghQ76IlJbRBaLyDYR2SoiT9v5QSLyu4jE2mllO19EZLyI7BaRGBFp46yTKBKZmRDznbV9349kZhqesB/EeubGhkgeSyQqpZS7c+RKPx34uzGmKdAReFxEmgKjgIXGmAbAQvs1QB+ggf0zEpjgwHsXvV9fsCZX6/Aoxr8sT327kSNJKYzoHE541XKubp1SShVKoYO+MSbeGLPB3j4LbAdqAf2BL+xiXwC32dv9gS+NZTVQSUTccy1BY2CDfQrdXmb2piPMiYmnesUAXujdyLVtU0opBzilT19EwoDWwBogxBgTb+86CoTY27WAQ9kOi7Pz3M/C0ZCRas2ZH1CR1XtPAjD36et1nnylVInmcNAXkfLA98Azxpgz2fcZYwxgCljfSBGJEpGohIQER5tXcBcSYcUH1nbnvwEQE5dEh/AggsqVKv72KKWUEzkU9EXEHyvgTzfG/GBnH7vUbWOnx+38w0D2IS+hdl4OxphJxphIY0xkcHCwI80rnNWfWumd06BMZTYcPM3WI2doXady8bdFKaWczJHROwJMBrYbY97Ptms2MNTeHgr8lC3/fnsUT0cgKVs3kHswBpa+C6UDodntGGN4+Kv1ANzasqaLG6eUUo5zZOWsTsB9wGYRibbzXgbGAt+JyAjgAHCXvW8u0BfYDSQDwxx476Kxe4GVNriJtIxM7p+8loSzF+naKJimNSte+VillCoBCh30jTErgMsNVu+RR3kDPF7Y9ysWG7+20j7/4rn/buKPvSdpHx7EpPsiXdsupZRyEn0i95L0VNj1GzTsw46z/vwUfQSAL4e3p5SffkxKKc+g0eySnx6H9AuktxlK7w+XAzD9wQ46v45SyqNo0L8kfhMAr26xnhe7/9q6Om2yUsrjaNAHSDkDJ3ZxodOLzIg6TLlSvrxxSzNXt0oppZxOgz7Azl8Bw/TD1sPD79zRAh8fnVBNKeV5NOhD1jw77+0IolqF0vSLcM8pgZRSylGOjNP3DMe3w4GV7PFvxMWUUvz7rpb46lW+8lJpaWnExcWRkpLi6qaofAgICCA0NBR/f/98H6NB/6sBALyROoTIupW5voELpn5Qyk3ExcVRoUIFwsLCdM0IN2eM4eTJk8TFxREeHp7v47y7e+f0fjh7hPg6N7P8Yn1GdM7/B6eUJ0pJSaFKlSoa8EsAEaFKlSoF/qvMu4P+znkAjDnZDYBODXSIplIa8EuOwvxbeXfQXz8VgN9OBtO1UTAVA/LfL6aUUiWR9wb9tZ9Bwg7WZTYiqEI5Prtf59dRyts98MADhIeH06pVK9q0acMff/zhcJ3JyckMGTKEiIgImjdvTufOnTl37hwA1113ncP1F5R33sjNzIC5zwHwt7TH+HR4G/x9vff7TylvkpGRga/v5adXee+99xg4cCDz58/n4YcfJiYmxqH3++ijjwgJCWHz5s0A7Ny5M2u0zapVqxyquzC8M+iv+xyA8Zl3EmeCaVW7kosbpJT7Gf3zVrYdOXP1ggXQtGZFXr/C0+779++nd+/edOzYkVWrVtGuXTuGDRvG66+/zvHjx5k+fTrt27dn7dq1PP3006SkpFCmTBmmTp1Ko0aNyMjI4MUXX2TevHn4+Pjw0EMP8eSTTxIWFsbdd9/N77//zgsvvEDjxo155JFHSE5Opl69ekyZMoXKlXMulHTDDTewe/duAKKjo/Ms37VrV1q2bMnSpUtJT09nypQptG/fPkc98fHx1K1bN+t1o0Z/rrNdvnx5zp07x2uvvcbs2bMBSEhIoGfPnkydOpWvv/6a8ePHk5qaSocOHfj000+v+IWVH955ebvhKwCmpvagX0QN/PQqXym3sXv3bv7+97+zY8cOduzYwTfffMOKFSsYN24cb7/9NgCNGzdm+fLlbNy4kTfffJOXX34ZgEmTJrF//36io6OJiYlhyJAhWfVWqVKFDRs2MGjQIO6//37effddYmJiiIiIYPTo0bna8fPPPxMREQFwxfLJyclER0fz6aefMnz48Fz1DB8+nHfffZdrr72WV155hdjY2Fxl3nzzTaKjo1myZAlBQUE88cQTbN++nZkzZ7Jy5Uqio6Px9fVl+vTpjn24eOOV/oVEOLaZ/6Tfhm/5qvxrYAtXt0gpt3SlK/KiFB4enhVsmzVrRo8ePRARIiIi2L9/PwBJSUkMHTqU2NhYRIS0tDQAFixYwCOPPIKfnxXagoKCsuq9++67s45NTEykS5cuAAwdOpQ777wzq9zzzz/PmDFjCA4OZvLkyVctP3jwYMD6y+DMmTMkJiZSqdKfvQetWrVi7969zJ8/nwULFtCuXTv++OMPmjRpkuO8jTHce++9PPvss7Rt25aPP/6Y9evX065dOwAuXLhAtWrVHPx0vTHoH7RuzGzJDGfasPaUK+19H4FS7qx06dJZ2z4+PlmvfXx8SE9PB+DVV1+lW7du/Pjjj+zfv5+uXbtetd5y5crl6/0v9elfkpSUdMXyfx02mdcwyvLlyzNgwAAGDBiAj48Pc+fOzRX033jjDUJDQxk2zFpU0BjD0KFDeeedd/LV7vzyun6N9FWfkGr8qNSiL81rBbq6OUqpQkhKSqJWrVoATJs2LSv/pptuYuLEiVlfDqdOncp1bGBgIJUrV2b5cmvdjK+++irrKj4vVys/c+ZMAFasWEFgYCCBgTnjysqVKzl9+jQAqampbNu2LUcfP1hdSQsWLGD8+PFZeT169GDWrFkcP34861wOHDhwhU8lf7zrMjfxIH4HlrMsM4K7rq3v6tYopQrphRdeYOjQoYwZM4Z+/fpl5T/44IPs2rWLFi1a4O/vz0MPPcQTTzyR6/gvvvgi68bsNddcw9SpU6/4flcqHxAQQOvWrUlLS2PKlCm5jt2zZw+PPvooxhgyMzPp168fd9xxR44y77//PocPH866CXzrrbfy5ptvMmbMGHr27ElmZib+/v588sknub4wCkqspWvdU2RkpImKinJehTPvhe0/M8j/Q7556QGdPlmpv9i+fXuubgd1eV27dmXcuHFERrruOZ+8/s1EZL0xJs9GeU/3zsVzsP1ndmaG0rJNRw34Simv5DXdOxd3LqA08LG5m/dubOjq5iilPMCSJUtc3YQC85qgn/jHF5Q1Zeje/z5d7Fwp5bW8o3vn2FZC4hcRQ0Nubu3YTRCllCrJvCLon/jhBQCWhT6kc+wopbyax0dAk5pM1WMriM6sx9A7B179AKWU8mAeH/RjV/4IwMFGw6lZqYyLW6OUcobZs2czduxYp9QVFhZGREQELVq0oGfPnhw9etThOnfu3EnXrl1p1aoVTZo0YeTIkQBERUXx1FNPOVy/Izx+nP6Rf0ZQOjWRgFGxlCsT4KSWKeWZPHGcvjEGYww+Pnlf44aFhREVFUXVqlV5+eWXOXfuXI4nYwujV69ePPbYY/Tv3x+AzZs3Z80n5GwFHafv0aN3Dm1eQe20gyyv2JfrNeArVTC/joKjm51bZ/UI6HP5K/T8Tq08bdo0oqKi+Pjjjzl27BiPPPIIe/fuBWDChAnUrFmTXr160aFDB9avX8/cuXNZtWoVb7/9NsYY+vXrx7vvvpvr/W+44YasgD9jxow8y5cvX56HHnqI+fPnU716db799luCg4Nz1BMfH09oaGjW60sBf8mSJYwbN445c+bQt29fjhw5AsC+ffsYP3489957L6NGjWLJkiVcvHiRxx9/nIcfftiBDzw3j+7eOTHP+uWqO/BtF7dEKZVf+ZlaObunnnqKLl26sGnTJjZs2ECzZtbsoLGxsTz22GNs3boVf39/XnzxRRYtWkR0dDTr1q3jf//7X6665syZQ0REBEeOHLls+fPnzxMZGcnWrVvp0qVLntMy/+1vf6N79+706dOHDz74gMTExFxl5s6dS3R0NJMnT6Zu3brcdtttTJ48mcDAQNatW8e6dev47LPP2Ldvn6MfaQ4ee6WfcuE89c9FEVOmLS3qhru6OUqVPFe4Ii9K+ZlaObtFixbx5ZdfAuDr60tgYCCnT5+mbt26dOzYEYB169bRtWvXrCvyIUOGsGzZMm677TYAunXrhq+vLy1atGDMmDEsXbr0suV9fHyypmm+9957GTBgQK42DRs2jF69ejFv3jx++uknJk6cyKZNm3KVO3HiBPfddx/fffcdgYGBzJ8/n5iYGGbNmgVYE8vFxsYSHu68GFbsQV9EegMfAb7A58aYIvnN2jTn/+ggF6DDY0VRvVKqiORnauX8yO9UygCLFy+matWq+W9kNnlNpQxQs2ZNhg8fzvDhw2nevDlbtmzJsT8jI4NBgwbx2muv0bx5c8C6//Cf//yHXr16Faot+VGs3Tsi4gt8AvQBmgKDRaRpUbxXxV2zSDc+NOl0S1FUr5RyEz169GDChAmAFUjzmv++ffv2LF26lBMnTpCRkcGMGTOuOJ3ylcpnZmZmXYl/8803dO7cOdfx8+bNy1rY5ejRo5w8eTJrKuhLRo0aRYsWLRg0aFBWXq9evZgwYULWsbt27eL8+fMF+Tiuqrj79NsDu40xe40xqcC3QH9nv8nRg7E0SdvGujoj8C9V+uoHKKVKrI8++ojFixcTERFB27Zt2bZtW64yNWrUYOzYsXTr1o2WLVvStm3brJE1eblS+XLlyrF27VqaN2/OokWLeO2113IdP3/+fJo3b07Lli3p1asX7733HtWrV89RZty4ccyfP59WrVrRqlUrZs+ezYMPPkjTpk1p06YNzZs35+GHHy7QXzf5UaxDNkVkINDbGPOg/fo+oIMx5olsZUYCIwHq1KnTtjCLBhzYsYHTs1+m6oBxhNZv7pzGK+UFPHHIprNdWszcXZT4IZvGmEnAJLDG6RemjrqN21C38TyntksppTxBcXfvHAZqZ3sdaucppVSJ4E5X+YVR3EF/HdBARMJFpBQwCJhdzG1QSl2BOz+lr3IqzL9VsQZ9Y0w68ATwG7Ad+M4Ys7U426CUuryAgABOnjypgb8EMMZw8uRJAgIKNttAsffpG2PmAnOL+32VUlcXGhpKXFwcCQkJrm6KyoeAgIAc0z3kh9vdyFVKuY6/v79Tn/5U7sej595RSimVkwZ9pZTyIhr0lVLKi7j1IioikgAU/JHcP1UFTjipOSWBt50v6Dl7Cz3ngqlrjAnOa4dbB31HiUjU5R5F9kTedr6g5+wt9JydR7t3lFLKi2jQV0opL+LpQX+SqxtQzLztfEHP2VvoOTuJR/fpK6WUysnTr/SVUkplo0FfKaW8iEcGfRHpLSI7RWS3iIxydXscISJTROS4iGzJlhckIr+LSKydVrbzRUTG2+cdIyJtsh0z1C4fKyJDXXEu+SUitUVksYhsE5GtIvK0ne+R5y0iASKyVkQ22ec72s4PF5E19nnNtKcjR0RK26932/vDstX1kp2/U0SKbnVtJxERXxHZKCJz7Ncefc4isl9ENotItIhE2XnF+3ttjPGoH8AX2ANcA5QCNgFNXd0uB87nBqANsCVb3r+AUfb2KOBde7sv8CsgQEdgjZ0fBOy108r2dmVXn9sVzrkG0MbergDsApp66nnb7S5vb/sDa+zz+A4YZOf/H/Covf0Y8H/29iBgpr3d1P59Lw2E2/8PfF19flc592eBb4A59muPPmdgP1D1L3nF+nvt8g+hCD7Ua4Hfsr1+CXjJ1e1y8JzC/hL0dwI17O0awE57eyIw+K/lgMHAxGz5Ocq5+w/wE3CTN5w3UBbYAHTAehrTz87P+r3GWo/iWnvbzy4nf/1dz17OHX+wVs5bCHQH5tjn4OnnnFfQL9bfa0/s3qkFHMr2Os7O8yQhxph4e/soEGJvX+7cS+xnYv8Z3xrr6tdjz9vu5ogGjgO/Y12xJhpr4SHI2fas87L3JwFVKEHna/sQeAHItF9XwfPP2QDzRWS9iIy084r191rn0y/hjDFGRDxy3K2IlAe+B54xxpwRkax9nnbexpgMoJWIVAJ+BBq7uElFSkRuBo4bY9aLSFdXt6cYdTbGHBaRasDvIrIj+87i+L32xCt9b1h8/ZiI1ACw0+N2/uXOvcR9JiLijxXwpxtjfrCzPf68jTGJwGKsro1KInLpwix727POy94fCJykZJ1vJ+BWEdkPfIvVxfMRnn3OGGMO2+lxrC/39hTz77UnBn1vWHx9NnDpjv1QrD7vS/n323f9OwJJ9p+NvwE9RaSyPTKgp53nlsS6pJ8MbDfGvJ9tl0eet4gE21f4iEgZrPsX27GC/0C72F/P99LnMBBYZKzO3dnAIHukSzjQAFhbPGdRMMaYl4wxocaYMKz/o4uMMUPw4HMWkXIiUuHSNtbv4xaK+/fa1Tc2iuhmSV+sER97gH+4uj0OnssMIB5Iw+q7G4HVl7kQiAUWAEF2WQE+sc97MxCZrZ7hwG77Z5irz+sq59wZq+8zBoi2f/p66nkDLYCN9vluAV6z86/BCmC7gf8Cpe38APv1bnv/Ndnq+of9OewE+rj63PJ5/l35c/SOx56zfW6b7J+tl2JTcf9e6zQMSinlRTyxe0cppdRlaNBXSikvokFfKaW8iAZ9pZTyIhr0lVLKi2jQV15DRM7ZaZiI3OPkul/+y+tVzqxfKWfRoK+8URhQoKCf7SnRy8kR9I0x1xWwTUoVCw36yhuNBa635zT/mz3Z2Xsiss6et/xhABHpKiLLRWQ2sM3O+589WdbWSxNmichYoIxd33Q779JfFWLXvcWeR/3ubHUvEZFZIrJDRKZL9smFlCoiOuGa8kajgOeMMTcD2ME7yRjTTkRKAytFZL5dtg3Q3Bizz3493Bhzyp4uYZ2IfG+MGSUiTxhjWuXxXgOAVkBLoKp9zDJ7X2ugGXAEWIk1H80K55+uUn/SK32lrLlL7renNl6D9Vh8A3vf2mwBH+ApEdkErMaa9KoBV9YZmGGMyTDGHAOWAu2y1R1njMnEmmoizClno9QV6JW+UtYcJ08aY3JMWmVP+Xv+L69vxFqkI1lElmDNCVNYF7NtZ6D/H1Ux0Ct95Y3OYi3DeMlvwKP2dM6ISEN7FsS/CgRO2wG/MdYSdpekXTr+L5YDd9v3DYKxlr90y1kglXfQKwvljWKADLubZhrWPO5hwAb7ZmoCcFsex80DHhGR7VgzOq7Otm8SECMiG4w1RfAlP2LNjb8Ja+bQF4wxR+0vDaWKnc6yqZRSXkS7d5RSyoto0FdKKS+iQV8ppbyIBn2llPIiGvSVUsqLaNBXSikvokFfKaW8yP8DB+8tR99yTQkAAAAASUVORK5CYII=\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -3113,7 +3113,7 @@
     },
     {
      "data": {
-      "image/png": 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+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -3125,7 +3125,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -3137,7 +3137,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -3149,7 +3149,7 @@
     },
     {
      "data": {
-      "image/png": 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yYjn7JbBLCCGBf0spl5R3ISHEc8BzAC1atDB4oIqi1BznDx9BW3CWDr0HM/jZZ7GsV8/YIdVoxhqkngysvsf+PlLKbsDjwItF3VVlklIukVJ6Sym9nZ2dDR2noig1iKawAACPwSNUcjCAR54ghBBmwFhgTXnHSCmvF31NBNYDPo8mOkVRajb9mKqgbj/gZijGaEEMAs5JKePL2imEsBFC2BV/DwwByq9YpyiKUqx4zk0dfwLaUKosQQghVgOHgQ5CiHghxNNFuyZxV/eSEKKJEKK4ClwjIEwIcQo4BmyVUu6oqjgVRak9imdlqvxgGFWWIKSUk6WUjaWU5lLKZlLK/xRtD5ZSfn/XsTeklMOKvr8spexa9K+LlHJBVcX4qCxYsIAuXbrg4eGBp6dnSbXU8syfP7+kNIUxLVu2jBs3bpS8fuaZZ4iOjn6oa/700094enri6emJhYUF7u7ueHp6MnfuXDZt2sTChdXjaXelZvpfglAZwhDqVqkNIzh8+DBbtmzhxIkTWFpakpSUREFBgbHDqpBly5bh5uZGkyZNAPjxxx8f+prTp09n+vTpgL4y7P79+3FycirZP3LkyIe+h1J3lTzXpRKEQahSG1Xs5s2bODk5ldQpcnJyKnnDLS6dDfrFfvz9/UvOO3XqFL169aJdu3b88MMPJdfq168fnp6euLm5ERoaCoCtrW3JeevWrSM4OBiA4OBgZs2aha+vL61btyYkJIQZM2bQqVOnkmOKz3/ttddKCu7dvn2bdevWER4ezpQpU/D09CQ3Nxd/f3+KH0RcvXo17u7uuLm5MWfOnDuu9e6779K1a1d8fX1JSEio8O9q2bJlvPTSSw8U+65du+jVqxfdunVj/PjxZGVlVfh+Su1lYqIShCHUqRbEp8c+5VzKOYNes2ODjszxmVPu/iFDhvDRRx/Rvn17Bg0axMSJE+nfv/99r3v69GmOHDlCdnY2Xl5eDB8+nNWrVxMYGMi7776LVqslJyfnvtdJTU3l8OHDbNq0iZEjR3Lw4EF+/PFHevToQWRkJJ6enmRnZ+Pt7c0XX3zBRx99xIcffsjixYtZvHgxixYt+ssiRDdu3GDOnDlERERQv359hgwZwoYNGxg9ejTZ2dn4+vqyYMEC3nrrLX744QfmzZt3/19kJWJv1qwZH3/8MXv27MHGxoZPP/2Uf/7zn7z//vuVup9SC5RUhlAJwhBUC6KK2draEhERwZIlS3B2dmbixIksW7bsvueNGjUKa2trnJycCAgI4NixY/To0YOffvqJ+fPnc+bMGezs7O57nREjRpSU4G7UqBHu7u6YmJjQpUuXkoqxJiYmTJw4EYCnnnqKsLCwe17z+PHj+Pv74+zsjJmZGVOmTOHAgQMAWFhYlCxa1L179zuq0j6o+8V+5MgRoqOj8fPzw9PTk+XLlxMXF1fp+yk1nxqkNqw61YK41yf9qmRqaoq/vz/+/v64u7uzfPlygoODMTMzQ6fTAfp1Ekq7e5BNCEG/fv04cOAAW7duJTg4mNdff52pU6fecezd1yldgvvu8tzllfl+mAE+c3PzkvMfppQ43D92U1NTBg8ezOrV93rmUqmThPrsawjqt1jFzp8/z8WL/6soEhkZScuWLQH9GERERARAyeI+xTZu3EheXh7JycmEhITQo0cP4uLiaNSoEc8++yzPPPMMJ06cAKBRo0acPXsWnU7H+vXrHzhGnU5XshjRqlWr6NOnD0C55cR9fHz4448/SEpKQqvVsnr16gp1mxmar68vBw8eJCYmBtAvb3rhwoVHHodSfagWhGHVqRaEMWRlZfHyyy+TlpaGmZkZbdu2ZckSfWmpDz74gKeffpr33nvvjgFqAA8PDwICAkhKSuK9996jSZMmLF++nH/84x+Ym5tja2vLihUrAFi4cCFBQUE4Ozvj7e39wAO1NjY2HDt2jI8//hgXFxfWrNE/5B4cHMzMmTOxtrbm8OHDJcc3btyYhQsXEhAQgJSS4cOHM2rUqIf4LVWOs7Mzy5YtY/LkyeTn5wPw8ccf37Ean1LHFE9iUoPUBlFl5b6NQZX7rhxbW9taPftH/Q3UHdu/XUX0gVX87bMfcWn5mLHDqRHuVe5bdTEpilJrFH/gVdNcDUMlCKVWtx6UukWiHpQzJJUgFEVRlDKpBKEoSq2hupgMSyUIRVFqD1WLyaBUglAUpdYoaUGoBGEQKkE8Ag9a7js4OLjkwbUHERsby6pVq0peh4eH88orrzzwde7Ws2dPPD09adGiBc7OziXlumNjYxk2bBhpaWkPfQ9FMQi1YJBBVdmDckKIpUAQkCildCvaNh94FrhddNg7UsptZZw7FPgKMAV+lFLW2EUCHmW57+IE8eSTTwLg7e39l0J7lVGc0JYtW0Z4eDiLFy8u2bdt21/+8ymKEakuJkOqyhbEMmBoGdu/kFJ6Fv0rKzmYAt8CjwOdgclCiM5VGGeVule574iICPr370/37t0JDAzk5s2bfzm/vGNiYmIYNGgQXbt2pVu3bly6dIm5c+cSGhqKp6cnX3zxBSEhISWF81JSUhg9ejQeHh74+vpy+vRpQL840YwZM/D396d169Z8/fXXD/TzFZcsj42NpWPHjgQHB9O+fXumTJnCnj178PPzo127dhw7dgzQl8OYMWMGPj4+eHl5sXHjxsr9YhWlDKrUhmFVWQtCSnlACOFaiVN9gBgp5WUAIcQvwCjg4ZYyA2598gn5Zw1b7tuyU0cee+edcveXV+67sLCQl19+mY0bN+Ls7MyaNWt49913Wbp0acm59zpmypQpzJ07lzFjxpCXl4dOp2PhwoUsWrSILVu2ABASElJyrQ8++AAvLy82bNjAvn37mDp1KpGRkQCcO3eO/fv3k5mZSYcOHZg1axbm5uYP/LuIiYnh119/ZenSpfTo0YNVq1YRFhbGpk2b+OSTT9iwYQMLFixgwIABLF26lLS0NHx8fBg0aBA2NjYPfD9F+YuSBoTKEIZgjFpMLwkhpgLhwN+llKl37W8KXCv1Oh7o+aiCM7Tict+hoaHs37+fiRMnsnDhQry9vYmKimLw4MEAaLVaGjdufMe558+fL/OYzMxMrl+/zpgxYwCwsrK6bxxhYWElBQEHDBhAcnIyGRkZAAwfPhxLS0ssLS1xcXEhISGBZs2aPfDP2qpVK9zd3QFKFh8qLtddXPZ7165dbNq0qWRJ1by8PK5evapKYSgGoZYcNaxHnSD+Bfwf+jz/f8DnwIyHuaAQ4jngOYAWLVrc89h7fdKvSmWV++7evTtdunS5owje3aSUZR5TVoXVh1G6lPbDlOi+uyR36XLdxdeUUvLbb7/RoUOHh4hYUe5NFeszjEc6i0lKmSCl1EopdcAP6LuT7nYdaF7qdbOibeVdc4mU0ltK6e3s7GzYgA2gvHLfHTp04Pbt2yVv/oWFhfz55593nFveMXZ2djRr1owNGzYAkJ+fT05OTrnluQH69u3LypUrAX3Xk5OTE/b29gb/ee8nMDCQb775puST3smTJx95DErtJVEryhnSI00QQojSfShjgKgyDjsOtBNCtBJCWACTgE2PIr6qkJWVxbRp0+jcuTMeHh5ER0czf/58LCwsWLduHXPmzKFr1654enpy6NChO8691zE///wzX3/9NR4eHvTu3Ztbt27h4eGBqakpXbt25YsvvrjjWvPnzyciIgIPDw/mzp3L8uXLH9nvoLT33nuPwsJCPDw86NKlC++9955R4lBqqeIuJtWCMIgqK/cthFgN+ANOQALwQdFrT/RdTLHA81LKm0KIJuinsw4rOncY8CX6aa5LpZQLKnJPVe5bKYv6G6g71v/jRy6Hb2DWD2uoZ68mPlTEvcp9V+UspsllbP5POcfeAIaVer0NUBPsFUV5QOo5CENST1IrilJr/K/UhpEDqSVUglAUpRZRLQhDUglCUZRaQ6cpfg5CvbUZQoXGIIQQ1kALKeX5Ko5HURTlgWUk5XJi10WuRV8AwMRMtSAM4b4JQggxAlgEWACthBCewEdSypFVHZyiKMq95GQUcGJnDBFbf0eTdxJkPi09fDCrRKkY5a8q0oKYj/6BthAAKWWkEKJVFcZU65iampaUoACYNGkSc+fOfeDr+Pv7s2jRokpVaA0JCcHCwoLevXsD8P3331OvXj2mTp36wNcqdubMGf72t78BcPXqVRwcHHBwcMDJyYkVK1bwyiuvVKpsuaLci1ajI/Z0EmcPXebyiTA0uZFIXRqtvHzxmzCJRq3bGjvEWqMiCaJQSpl+V22Tqnl4opaytrYuKYxnLCEhIdja2pYkiJkzZz70Nd3d3Ut+ruDgYIKCgnjiiSdK9qvkoBhS+u1czoRc488DR8hJPYmu8BKgw6llW/yfeoOWHp7GDrHWqchIzp9CiCcBUyFEOyHEN8Ch+52k3NuOHTsYP358yevSpblnzZqFt7c3Xbp04YMPPijzfFtb25Lv161bR3BwMACbN2+mZ8+eeHl5MWjQIBISEoiNjeX777/niy++wNPTk9DQUObPn19SMC8yMhJfX188PDwYM2YMqan6+on+/v7MmTMHHx8f2rdvT2hoaIV/vtjYWNzc3AD9OhKjR49m8ODBuLq6snjxYv75z3/i5eWFr68vKSkpAFy6dImhQ4fSvXt3+vbty7lzhq28q9Q8uVkFRB24zpoFe/jpjUUc+/0DshLXYmZ2E6/Hg5j2j8VM++xLlRyqSEVaEC8D7wL5wGpgJ/pCezVO6NoLJF3LMug1nZrb0ndC+3sek5ubi6fn//6A3377bcaNG8dzzz1HdnY2NjY2rFmzhkmTJgH6FegaNGiAVqtl4MCBnD59Gg8PjwrF06dPH44cOYIQgh9//JHPPvuMzz//nJkzZ2Jra8sbb7wBwN69e0vOmTp1Kt988w39+/fn/fff58MPP+TLL78EQKPRcOzYMbZt28aHH37Inj17Huj3UywqKoqTJ0+Sl5dH27Zt+fTTTzl58iSvvfYaK1asYPbs2Tz33HN8//33tGvXjqNHj/LCCy+wb9++St1PqbmkTnL9Qiqn98dxKeIwmtwz6DTXAEHzLl3xHDKU1t17qnGGR+C+CUJKmYM+Qbxb9eHUTuV1MQ0dOpTNmzfzxBNPsHXrVj777DMA1q5dy5IlS9BoNNy8eZPo6OgKJ4j4+HgmTpzIzZs3KSgooFWrew8Xpaenk5aWRv/+/QGYNm3aHS2bsWPHAtC9e/eSkt2VERAQgJ2dHXZ2djg4ODBixAhA3011+vRpsrKyOHTo0B33zs/Pr/T9lJon9VY254/c4s8DkWQmnUBbcA5kPrYNnPEYOIUu/oOwd6p+BTlrs4rMYvIG3gFcSx8vpazYO1Y1cr9P+o/apEmTWLx4MQ0aNMDb2xs7OzuuXLnCokWLOH78OPXr1yc4OJi8vLy/nFt6TKj0/pdffpnXX3+dkSNHEhISwvz58x8qxuKS3Q9TBrz0daDsUuA6nQ5HR0ejj9Uoj5ZOq+PauVRO7rxA3OlDaAuikNrbmJia0cG3Nx6DAmne2R1hop5rMIaKdDGtBN4EzgC6qg2nbunfvz8zZszghx9+KOleysjIwMbGBgcHBxISEti+fTv+/v5/ObdRo0acPXuWDh06sH79euzs7AB9i6Bp06YAd1RstbOzK1kgqDQHBwfq169PaGgoffv25eeffy5pTTxK9vb2tGrVil9//ZXx48cjpeT06dN07dr1kceiVL3k61mcPXyDP/84Sk5qJLrCGECLU4vWeAwaRyc/f6xKjbMpxlGRBHFbSlljy21XB3ePQQwdOpSFCxdiampKUFAQy5YtK3kz79q1K15eXnTs2JHmzZvj5+dX5jUXLlxIUFAQzs7OeHt7k5WlH1uZP38+48ePp379+gwYMIArV64AMGLECJ544gk2btzIN998c8e1li9fzsyZM8nJyaF169b89NNPVfFruK+VK1cya9YsPv74YwoLC5k0aZJKELVIYYGWmPAEIndHk3j5KNqCP5G6DMytbHD3H4rHoEBcXFsbO0yllPuW+xZCDAQmA3vRD1QDIKX8vWpDe3Cq3LdSFvU3YFxpiTmc2hfHnyFh5GdGotPEAdC0kwddBwfSrkcvzCwsjBxl3fWw5b6nAx0Bc/7XxeO2v1sAACAASURBVCSBapcgFEWpHqSUxJ9P5fTey8SE70ObdwKpy6KeQ0M8Bk3CzX8wDi6NjB2mch8VSRA9pJRqAWFFUe5LSkn82VTCfj1BwqUDaAuiQBbQtKM7PqPG4urZDRMTU2OHqVRQRRLEISFEZyll9INcWAixFAgCEqWUbkXb/gGMAAqAS8B0KWVaGefGApmAFtCU1/xRFKV6yMsu5Nzhm5wJiSb5aija/CiEiaRDrz50Hz6Kxm3VZ8yaqCIJwheIFEJcQT8GIQBZgWmuy4DFwIpS23YDb0spNUKIT4G3gTnlnB8gpUyqQHyKohhJwpUMTu2N5cKxYxRmn0SniUOYmOIWMJBe4yZh7+xi7BCVh1CRBDG0MheWUh4QQrjetW1XqZdHgCdQFKVGKcjVcO7ITaJDY0i4dBhtQSRSl4O1fX28AqfgNmAwdg2cjB2mYgDlJgghhL2UMgN9V09VmAGsKWefBHYJISTwbynlkvIuIoR4DngOoEWLFgYPUlEUvaT4TCJ3xXL+6DEKsiPRFcYCkhbu3ej2+HBcu3bH1KzKlrlXjOBe/zVXoR9DiED/hl26nKsEKj1hWQjxLqBB/xBeWfpIKa8LIVyA3UKIc1LKA2UdWJQ8loB+mmtlY6oKycnJDBw4EIBbt25hamqKs7O+VMCxY8ewuGtqX0pKCmvXrr1vpVWNRoOTkxNpaf8bvklMTGTIkCFl3isiIgJ/f/8HKranKMVuxKRxfPNZYiP/QFtwCqnLxNrOEbdh43DzH0SDJs2MHWKdJ6VEVMEyq/dKEC8W3digaz8IIYLRJ56BspyHMKSU14u+Jgoh1qNfj6LMBFGdNWzYsKR0xPz58+8olleWlJQUvv/++0qV4nZxcSm517x583BycmL27Nkl+1VyUB6ElJK4qGSObozi5sVQtPkn9bOROrnT7fEg2nT3wdRMFcszJl1uLlkHQsnYvh1tUhIt//uzwe9xrwSxHuhmyJsJIYYCbwH9i4oAlnWMDWAipcws+n4I8JEh46gOPvvsM1as0I/fP//887z88svMnTuX8+fP4+npydChQ3nnnXcYPXo0aWlpaDQaPvnkk5KS4A+idItjz549LFiwADs7O6KionjyySdp374933zzDfn5+WzatAlXV1cSEhKYNWsWV69excTEhK+//hpfX19D/xqUakank1w8nkDE9j9JvLwfbcEZkFra9uhN7/GTcW6p1gozJk1KClkHDpC5cxfZhw4h8/MxdXLCLiAAWViIMHCF23sliIdqrwghVgP+gJMQIh74AP2sJUv03UYAR6SUM4UQTYAfpZTDgEbA+qL9ZsAqKeWOh4ml2P5lS0iMu2yIS5VwadmagODnHuico0ePsnLlSo4fP45Go8HHxwd/f38WLlxITExMSUugsLCQDRs2YG9vT2JiIn5+fpVKEHc7deoUZ8+excHBAVdXV1544QWOHz/O559/zuLFi1m0aBGvvPIKb731Fr6+vsTGxhIUFERUVNRD31upnrQaHeeP3uL4lkhS4w+gLTyLQOLmP4geI8fRoElTY4dYJ0kpyYuOJiskhKyQP8iLigIpMWvcGMfx47EbOIB6PXogqmjs515XbSqE+Lq8nVLKV+51YSnl5DI2/6ecY28Aw4q+vwzU6gI8YWFhjBs3DmtrawBGjx5NaGhoyRhCMSklc+fOJSwsDBMTE65du0ZSUhKOjo4Pdf+ePXvSqJH+KdbWrVsTGBgI6EtvHz58GIA9e/Zw/vz5knNSU1PJzc0tiVmpHfJzCjkTcp0Tu8LJTjqErvACJqZmeAwcQo+R43Bs9JixQ6xzpE5H7smTZGzbTlZICIXXr4MQWLm74/TSi9j264dVly6PpMLtvRJELvoB6lrjQT/pG9uKFStIT0/nxIkTmJmZ0axZszJLfz+o+5XeBn1yKmsgXakdNAVaTu27RviWg+SkHkKnicPM0pruo56g+7BR2DjWN3aIdYqUkvxz58jYupX0bdvQ3LiJsLTExs8Pp1kzsR0wALMGDf5yzvnU8+yO201ybjLze883eFz3ShDJUsrl99ivVFLfvn15/vnnefPNN9FqtWzcuJE1a9ZgZ2dHZub/ZhWnp6fj4uKCmZkZu3fv5vr1648sxkGDBvHtt9/y2muvAfplSUtXpFVqrtgzSexb/gfpN/eg01zD2s6R7kHT8BwyDMt6NsYOr06RUpK5Ywe3v/2WgphLYGaGjV9vXGbPxnbAQExt7/zvUaAtICIhgr1X9xIaH8qN7BuYCBO6uXRDo9NgZmLYrqZ7Xa3AoHdSSvj4+DB58mR69OgB6Negdnd3B/Qrt7m7uzN8+HBef/11RowYgbu7Oz4+PrRr1+6Rxfjtt98ya9YsfvrpJzQaDQEBAXz77beP7P6K4eVlFXJgzRmiQ9ahLTiNpY09vZ58Bo/Bj2NuYXn/CygGo83KJjssjNSVK8k5fhzLDh14bP4H2AUGYlb/ztZbfGY8h28e5kD8AY7cOEKeNg9rM2t6Ne7Fsx7PMrDFQOpbVU2L777lvmsSVe5bKUtd/xuQUnJq7zUO/rqD/Iw/kDIDr6Ej8ZvwpGoxPEIF166RtX8/mXv2knPiBGg0mDo54fziCzhOmIAw1Rcx1Og0nEw8yf5r+zl84zAxaTEAuNRzYVCLQfRs3JNeTXphbWaY8cCHLfetKEoNVZivZd+KU0QfWIWu4BwOjZoydObbNOvsZuzQ6oT8mBgydu0ic9du8s+dA8CyXVsaTg/Gpm9f6nXvjjA1RSd1RNwKZ+uVreyN20tqfioWJhZ0a9SN0W1H069ZP1ztXavkYbh7UQlCUWqptMQcti7eS8LFtUiZRq/xU/AdO0GV265i2vR00tb9Rtrvv1Nw6RIA1t264TJ3DnYDBmBRqiSQTupYGf1f/nv2v1zPuo61mTX+zfwZ7DoYvyZ+1DOvZ6wfA6hgghBC9AHaSSl/EkI4A7ZSyitVG5rhVNVj6Er1V5u6UCsqMyWP41suELV/O4U5h7CytWPk3z+heWd3Y4dWa0kpyQ0PJ2XlKrJCQpB5eVh360aj9+ZhN2gw5o1c7jj2QuoF9l3dx664XcSkxdDjsR686PkiA1sMNHpSKO2+CUII8QHgDXQAfkK/stx/gbIXS65mrKysSE5OpmHDhipJ1DFSSpKTk7GysjJ2KI9EVmo+RzdGEfXHNjS5p0Hm4tq1B4+/+Cr1HB7u2Rnlr6SU5F+8SMaWrWTu3ElBXBymjo44jh2D44QJWHXsWHJs8bjCvqv72H9tP9ezriMQeLl48UmfTwhqHVQt358q0oIYA3gBJ0D/UJsQwq5KozKgZs2aER8fz+3bt40dimIEVlZWNGtWu4vJZSTlcmTjWc6F7aQw9zjIQlp6dKfXuAk07djZ2OHVOprbt0nfupX0jZvIP3sWTEyw8fWlwdMzcBgxApOih0lzNbkcvnGYfVf38Uf8H6Tlp2FhYkGvJr14zuM5+jfrT0Prhkb+ae6tIgmiQEopi0pvF9dKqjHMzc1p1UrVj1Fqn7TEHI5vPU/0H1vQ5J4ACmnp0YOAadNp2EyVvjckWVhI9pEjpG/aTOaOHcjCQiw7d6LRe/OwDwzEzEm//oWUkoiECNZfXM+uuF3kanKxs7Cjf7P+DGgxoFqMKzyIiiSItUKIfwOOQohn0a/j8EPVhqUoSnmSr2dx8LdTXA7fg7bgNMh82nj3pte4CTRq3dbY4dUqBXFxpKz4mYwtW9Cmp2NiZ4fjhAnUnzIFy9b/++CZlJvEpkubWHNuDTeyb2BjbsOwVsMIdA3E+zFvzE1qZuXb+yYIKeUiIcRgIAP9OMT7UsrdVR6Zoih3SIrP4uC6k1w5sQNtfhQISWuvnvhNnIyLa6WXZ1HuIqUkLyqK1P/+l/St2xAmJtgNGoh90Ahs+vhhUlR+Jik3iR1XdrA7bjcnE08ikfg85sMLni8wuOXgGtVSKE9FBqlfB9aopKAoxnH7aiZhv0YQF7kTbUE0Qki6+A+m17jxOLioYnqGUhAXR/rGjaRv2Urh1auIevWoP3kyTs89i1nR4lu5mlx2xWxk8+XNHL91HJ3U0a5+O2Z1ncWgloNoV//RVTt4FCrSxWSHfvnPFPRLhP4qpUyo2rAUpW6TUhJ7JpkjG46ScPEA2oKzCBMTuvgPwnfseFVl1UC0aWmkb9tGxuYt5J48CUJg08uXhs8+g31gIKb29mh0GsKuh7Erdhd7ru4hsyCT5nbNedrtaYa3Hk4bxzbG/jGqTEW6mD4EPhRCeAATgT+EEPFSykFVHp2i1DE6rY5LJ25zZMNBkmL3otPEYWJqjsegx/EdNx67Bk7GDrHGk1KSGxFB2rrfyNi2DVlQgGW7dri88XfsR4zAvKgUfmZBJqtO/ZvV51aTnJeMrbkt/s39GdtuLN6NvKvltFRDe5AnqROBW0Ay4HKfYxVFeQCF+Vqi/ojj2KbtZKecQGoTsLC2o8cTU/EcPAwrW1tjh1gr5Jw8SeLnn5MbHoFJvXo4jBtL/fHjseqsnw6s0Wk4fOMwO2J3sCt2F1mFWfRr1o+x7cbSt2lfLEzrVvn7ioxBvABMAJyBX4FnpZTRFbm4EGIp+vWnE6WUbkXbGqDvqnIFYoEJUsrUMs6dBswrevmxKj2u1Ea5mQWE7zjLqZ2byM+KBJmPvXMzug9/HreAQVhYqQWaHpYuO5v0bdtI37CR3IgITBs2pNF783AcMwaTevXQSR0nEk6wK24X269sJyUvhXpm9RjYYiBPdX6Kzg3r7rMkFWlBNAdmSykjK3H9ZcBiYEWpbXOBvVLKhUKIuUWv55Q+qSiJFD/BLYEIIcSmshKJotREaYk5HN1wgnOHdqDJPQPoaOHWg15PjKVpxy51ovuiqumys0letoyUZcvRZWZi0aoVLnPmUH/CeExsbEjKTWJt5DI2xGzgZvZNzE3MCWgewLBWw/Br6oeVWd14Av9eyk0QQgh7KWUG8I+i13csZySlTLnfxaWUB4QQrndtHoV+rWqA5UAIdyUIIBDYXXwPIcRuYCiw+n73VJTq7NblNEJX7yL+7AF0hbEIE1Pa+fShz+TJNGhSu5/4flR0eXmkrlxF8rKf0N5Owm7wIBpMn4G1lydCCM6nnOfnkz+z7co2NDoNvZv25tVur9K/WX9sLVRXXmn3akGsQt89FIH+U3zpjzQSqOzE60ZSyptF398CGpVxTFPgWqnX8UXb/kII8RzwHECLFurpUaX60c9ISuLg2j0kXt6N1CZiYe2Ae+AEeowYoZb3NBBZUEDGzl3c/uorCuPjqdezJ85ffU29bl7kafLYGbuTdRfWcfTWUazNrBnXbhxPdX6KlvYtjR16tVVugpBSBhV9rbI6FaVLeDzENZYAS0C/YJBBAlMUA0mMy2Dv0l3cvLgVqb2NlW1D+j75Km7+AzAxVWW3DUGTmkrqzz+TuvZXtElJWLZrR4tly7Dx7Ul8ZjxfHf1/bLq0iazCLB6zeYzXur/GuHbjcLB0MHbo1V5FBqn3SikH3m/bA0gQQjSWUt4UQjRGPzvqbtf5XzcUQDP0XVGKUiPkZRey84cQLh/fgE4Th5VdQ/o9+Sqd+wVgaqaWYTGE/EuXSN+4ibTffkObkoJt//7UnzIFG7/e3Mi5ybfHP+OXc78gkQx1HcqotqPo0agHprVpPYysRLi0DzJuQN/XDX75e41BWAH1ACchRH3+18VkTzndPRW0CZgGLCz6urGMY3YCnxTdF2AI8PZD3FNRHgkpJWf2xxL2y1py0w9iZmlNr3HBdA8aodZ9NoDChAQyNm/WV1K9eFFfSbWPHy6zZ2PVuTPp+el8Gv4Zq8+tRiAY3no4r3i9QiObsnqya6DsJIgNhct/QNwhSDqv327fFHq/AqaG/fBxr6s9D8wGmqAfhyhOEBnoZybdlxBiNfqWgJMQIh79zKSF6AsAPg3EoZ9CixDCG5gppXxGSpkihPg/4HjRpT6qyKC4ohhTQa6GDZ9vIf7PX5G6dFp6+DL8lVewtrM3dmg1mi4nh6zQMDK2bCFz717Q6bD29KTRvHnYDRmMuYsLZ26fYe3B99hxZQf52nwmdJjAM+7P8JhNDX/iPO0axIbpk8LVI5CiX6EOCzto4QtdJ0GbAHisK5iYGPz24n4rbgkhXpZSfmPwO1cBb29vGR4ebuwwlDroRkwam7/4lqykw1jZNiBo9uu0dPc0dlg1ltRqyT54kLR1v5F14AAyLw/Thg1xHDMax/HjsWjZEp3UcezWMf4b/V/+iP8DazNrhrcezqQOk+jQoIOxf4TKyUnRdxnF7IW4MEi7qt9u3QBa9IIWPfVfm3QzWGtBCBEhpfQua19FSm18I4RwAzoDVqW2ryj/LEWp/aSUxJ6+zeHf93Dr4l6kNoHW3QIIeu0l1Z1UCVJKciMjydi2nYwd29HeTtInhbFjsRsymHre3khTE07fPs2WIz+z/9p+EnMSsTW3ZXa32UzsMLFmTlMtyIZTqyFqPVw9BFIH1vXBtQ/4vgiufuDSpUpaCPdT0SVH/dEniG3A40AYdz78pih1hpSSSycTCF21mdTrIUhdOla2Dek94UU8BwcijPA/ck2mSU0lbc0aUtesRXPzJsLCAtv+/bAfHoTdgACEhQXXMq/x858/sv7iem5k38DazJo+TfswuOVgApoH1LyH2nRauBEJF3fB8R8hJwmcOkCf16H9UGjaDarBYHpF2ihPAF2Bk1LK6UKIRujXpFaUOudadBL7lm8g+ep+pC4de+cW9Jsyi3Y+vdS01Qegy8sjKzSUjK3byNq7F1lYiI2fH86vvoLdwIGY2tlxJf0KP0f/wJ64PcSkxQDQs3FPXvJ6iYDmATWrtSAlJEbDlVD9eEJsGOSl6fe1GQj950BzH6hmT9BXJEHkSil1QgiNEMIe/bTU5lUcl6JUK2kJOexYso0b0ZuRumTsnVvgP/Ul2vbwVWUxKkhKSc7x46T9uo7MPXuQubmYNmiA46RJOD7xBFYd2nMz6yZbr21iV+wuTiSeQCDwfsybN7zfYHDLwTSxbWLsH6PispPh8n6I2aMfV8gqWiXBsQV0DNIPLrfqD7bOxo3zHiqSIMKFEI7olxmNALKAw1UalaJUEwW5GkLXHufMnl/QFlzCys6JAdPn0LF3H5UYKkhz+zapv6whfeNGCuPjMbGzw2HECOwCh2DTsycFQsvO2J2s3fYRp26fAqCtY1te7fYqI1qPqFlTVNOuwbmtEL0Rrh4GpH6AuU0AtBkArn2hfs15cvu+s5juOFhfV8leSnm6qgJ6GGoWk2JIF45fY/eSZeRlHMfE1IweI8fjO3YcZhZ1q+RzZUidjpzwcNI3bCRjyxZ9F1Lv3tiPCMI+MBCthRkHbxxkV+wuQuJDyCzIpI1DG4a1HsZQ16G0sK8hZXOkhFtn9GMJZzfDzaKapi6dofMoaDsYmnhWi/GE8lRqFpMQotu99kkpTxgiOEWpbvKyC9nx/TYuh69F6tJp3b0fg599Btv6De5/ch0nCwvJ3LefpO++I//8eUS9ejiMHUPD6dMxb9GCM0ln2Hzqn2yP3U56fjoOlg4ENA8gqHUQPRv3xETUgAF+TT5cDtG3FC7ugsyi0nJNvGDw/0GHYeDU1qghGsq9upg+v8c+CQwwcCyKYnSXI+PZ9s135GedxtKmASP/vpAWXdyMHVa1VxAbS+rqX0jfuhVtUhLmzZrReOH/w37IEJLI4scL69h+YjuxGbFYmloyoPkAgtoE0atJL8xNzI0d/v3lpunHEy7sgvNbIS8dLGyh7UBoFwhtB4FdDeoKq6B7FesLeJSBKIoxZafns+WrtcRHbwWZjVvASAY+PR0z8xrw5mUkuvx8MrZvJ3X1avJOnQZzc+z8/XEYMwarvr05nHCUTcffZ2/cXrRSi09jH6a7TWdIyyE1YwZSXjqc3QJR6+DKAdBp9M8ntH8c3MZB6/5gVrufd6nIcxBTy9quHpRTaoPCfC1ha0M5vXsdmvxYbBu2YNhL79O8c91dRexeitdzTl27lqy9+9BlZ2PRpg0ub76JfdBwChrYsvXyVpZuGsX1rOs4WjoyqeMknuz4JM3ta8Dkx8xbcGEHnNumbzFoC6C+K/R6EToMh2be1Xo8wdAqMoupR6nvrYCBwAnUg3JKDffngQuErFhKXmYUJqZW9BwTTO8JYzCpQ28AFaXLzSV9yxZSV64i/9w5TOztsR/2OPaPP45lTx8iEiPYErOY3XG7yS7MplODTrzh/wb9m/XH3LQat8J0Orh5Ei7uhgs74UbR0KpjC+jxLHQZo08KdXTGWkVKbbxc+nXRlNdfqiwiRaliuZn5/P7ZMm5d2AlCS+d+Ixk44yksrOsZO7Rqp+DaNVJXrSbt99/Rpadj2b49j334IQ4jgriuTWZpzAY2/PYeibmJ2JjbMLjlYMa1G0dX567VdxqwTqcvafHnBv1Ac+YNQEDT7jBgnn6Q2aVznU0KpVWm2lM2UGWLCClKVdEW6jjwywFO7VyFtvAG9Zt0YvQbr9KgqVrq8265UX+S9P2/yNq7D0xMsBsymAZTppDZqTnbru5h495gzqacRSDwa+rHW23fol+zflibWRs79PJl3IDIVXDyZ0iNBTNr/SBzpw/001FtGho7wmqnImMQm9HPWgIwQV+TaW1VBqUohnY5Mo5tixeTn3kWUws7ek98Ht8xQdX3U64RSI2GzH37SFm2nNwTJzCxs6PhzOdxnDiRaJNbLD7/Czt/24lGaujUoBN/7/53Al0DaWzb2Nihl09bqB9TOPEzxOzWF8Jz7QsB7+qfZrZQrcZ7qUgLYlGp7zVAnJQyvoriURSDys3MY9viX4g9tRnQ0Ln/aAYEP4llPfXGUEybmUn65s2kLFtO4dWrmDdvjstbb1Fv7Ej2JB9iVfhrRCVHYWtuy6SOkxjfYTytHSq7JP0jknQRTqzQV0nNvg12jaHPa+A5BRq2MXZ0NUZFxiD+ACiqw2RW9H0DtYCPUp1JneTgbwc4vuEndJokbJ3aMOqN13msVc0pc1DVChMTSVm+nLTVv6DLycGqSxdcvvyS3N7u/HplE7/sHEdyXjIt7Vsyr+c8RrQZQT3zapxYC7L14wonVsC1I2Bipq+M2m2qviCegVdbqwsq0sX0HPARkAfo0K8sJ4FKfYQQQnQA1pTa1Bp4X0r5Zalj/NEvRXqlaNPvUsqPKnM/pe65di6erV/9i+yUU5hZONB36my6DxuoupOKaLOySP73ElJWrEAWFmL/+OM0CJ7GlcYmfHpuFds2zkWj0+DXxI+pXabSq3Gv6v27S7kMYV9C1O9QkAkN28Lgj6DrZLB1MXZ0NVpFUuqbgJuUMskQN5RSngc8AYQQpsB1YH0Zh4ZKKYMMcU+lbshKzWLL1z9zPXonoKON9+MMfXE6Vqo7qUTGjp3cWvAx2ttJ2I8YgeMLzxMmYlh7/kuOnThGPbN6TGg/gSmdplTfekjFpbPPb9dPTb0eDqaW4DYWvP6mX4qzOie0GqQiCeISkFNF9x8IXJJSxlXR9ZU6IDcrj90//ErMsa1IXRaOjbsw/OUXeKyN6k4qlhsZScKiReSGR2Dl5kajr79gk+VZ/hvxAjeyb9DUtimvdnuViR0mYmdhZ+xw/0pbCHGHIHqDPilkXNdvb+KlX0uh2zSwr8aD5VUgMTOPszczOXszg6w8DW8EGn6Z1YokiLeBQ0KIo0B+8UYp5SsGuP8kYHU5+3oJIU4BN4A3pJR/lnVQURfYcwAtWlTTTzxKldAWati7bAN/7v8dnTYDa/sW9HvqNdz69zR2aNWGlJLUlatI/OwzTBs0wHnuHI76OvBV1DvczL6Jp7Mnb/d8m75N+2Ja3R4QTLmin4F0OQRiD+q7j8xt9KWz/efqp6bWgaSg0eq4nJTN2ZsZRN/IIPpmBmdvZpKUVfJ2TGtnG/4+pL3BuwLvW+5bCHEM/RKjZ9CPQQAgpVz+UDcWwgL9m38XKWXCXfvsAZ2UMksIMQz4SkrZ7n7XVOW+6wYpJZG7DhP2y3IKcq5jUa8xfhOn4hWo1mgorSD+OgkLFpC1fz82/fuROWc6iy78m/CEcP2Tzt5v4NPYx9hh/o+2EK4d1VdIvbATbp/Tb2/QRl/3qM0A/T8LG+PGWYUKtTouJmQRdT2dM0X/zt7MIF+jf+u1MDWhXSNbOje2p1PRv86N7XGoV/mn1StV7rsUcynl65W+e/keB07cnRwApJQZpb7fJoT4TgjhZKhxEKXmunLqAlu//or8rDiEqQ3dhj9N/ykj1XKfpRTeuEHKip9JXbkSTE1xfGM233W4xobQZ7Ext+H9Xu8zrt246lFaOy8dYvbqWwrnd0B+un72Ucve+m6jDkOhQTWfUvuQbqbnsuvPBHb+eYuIuNSSZGBraUaXJvb8zbclXZrqk0EbZ1vMTR/df7eKJIjtRd04m7mzi+lhp7lOppzuJSHEY0CClFIKIXzQP6CX/JD3U2qwgvx8Nn2+lLhTOxAm5nTsM4kB08dibasGoIsVXLvG7a++JmPbNpAShzFjSHxyAK9f+Jz4y/E87fY0z7g/Y/xKqsmXihLCdv2qa8VVUjsFQYfH9ctwWtkbN8YqIqXk0u1sTsSlcuKq/t+FhCwA2rnY8pRvSzyaOeDe1AHXhjaYmBi3RVyRBDG56OvbpbZVeporgBDCBhgMPF9q20wAKeX3wBPALCGEBsgFJskHWfpOqVXO7D/KvqXfoSlIxr6RByNff4VGro8ZO6xqI+/cOZJ/+JGMXbsQ5uY0CA6GcUP5T9Jmfol4jcY2jVk2dBndGpW7BljVkhJunISzm/SthNtn9dudO8H/b+/O46Os7sWPf85k3/d93yCEPYQdZBMQrOCCW61aW7XVWq+11WpvW6u9v9629lZxRdyqiEsRRVRkUxBlDYQ1gZA9JGSdyb5NZub8/ngeINKALEkmyZz36zUvZp555plzwiTfOdv3TPmltlYhTuhw3QAAIABJREFUevygzJLa3mnl4Il69pXWsa+4jn2lddS3dgLg5+HC2Fh/rh0bxby0cJJD+18K9IvacrS/U2MQg0t7aytr/+9lThzZgsHZn4nX3cWUJXPsXax+QUpJ655MTG+9RfNXXyE8PfFfcgO1103l7erP2Vy6GYvNwi2pt/Dg2Aft02qoyoHsj+Dwh1BXBMJJ6zpKvVpLiDeA9ma+UNWN7ewrqWOvfssub8Bi0/7GJoV4kREXyLi4ANLjAkgK8eoXY2aXNQah9oNQ7OHwlp18+foLWDsb8I+cxM1/fAjvgP73DauvSSlpWr8e46uv0Z6Tg8HXl+Bf/pLieWm8eGI1W/c8gI+LDzcNvYlbU28lzreP/wg3VWlTUfe/A5WHQBggfhpM/7UWGDwHz7atVpskt7JJbx2Y2FdaxwlTGwBuzgZGR/tzzxWJZMQFkB4bQIDXwNvLXO0HofQr0mZj7TNvkL9nDQbnQKbe+hgTF0/tF9+07EmazTSsW4fx1dcwFxTgmpBA2J+f4sBob57Ke4dDO17Gx8WHB8c+yA+H/RAvlz6a6SMlVB7WEuHlroeyTEBC+EhY8LS2n4J3SN+UpZc1d1g4UFrP3hIT+0rqOFBaT1OHBYAQHzcy4gK4c3I84+ICGB7ph6tzP5gEcJnUfhBKv9FoNPHeH56k2ViAb8hIbn7yd/gG9cNFW33I2txC/apVGF97DavRiNuwYfj/zxNsGtLOO8dfpWJnBdHe0fx+4u9ZnLwYd2f33i+UzaoFguMbtHEFY752PHwUzHwc0hZB6LDeL0cvklJSVtdGVmkde4vr2FdSx7HKRmxSW6Q9NMyHxWMjGRcXQEZcINEBHoPyS4zaD0LpFyoLS/jgT3/A0tFA0vibueahH+LkPPgGLS+UuaQE42uv0/DZZ8i2NjwnT8L51t+yOrCQlbnP0Lq/lYywDB7OeJgrY6/E2dDLieisFij6WhtTyF0PrbVnxhRODTT7DNyJA51WGzknG9lbUsc+vYVQ1ahN2vRydWJsbAAPzE4hIy6AsbH++Lj3413yepDaD0KxK6vFwroXXuf4zs9BuDD9tt8yYdEUexfLLqTFQtPmzTR8vIbmr79GuLjgd+1imuZP5mW5jU3Ff6KzopMr467k7pF3kxbUy/tmS6ltwXloFRxZDS3V4OYLKXO18YSkOeDh37tl6CXtnVb2Ftexq9BIZrGJg2X1tHdq6w+i/D2YmBBERrw2dpAa7oNzH6496E/UfhCK3eTvPcTGV16irbEMr8BRzL3nbpLSB/eiqO5Ym1uoW7mSunfewVJTg3NYGAH3/YzMiQG8b9rIoYI1eLl4cV3KddyednvvDzw3lGsB4cBKbTWzkysMmQ8jb4SU+eDSB91YPUxKSX51M18fr2FbXi27C410WGw4GQTDI325dUIs4+ICGBcXQIRfP94Vr4+dM0AIIZKBsFP7QXQ5PlUI4SalLOj10imDUtmxPDa+8hp1J7NBeJA6/S4W3HcdBgf7lmYuK6d+1Srq3n0XW1MTXtOn4/L4g3wRXs2HBaupzq0mJSCFh9If4oaUG/B378Vv6+0NcPRTOLwKCr8GJERlwKLnYdiiAdlSaOmwsKPAyNbcarbm1lBer80wSgzx4tYJscwYEsL4hEC83dQ+Eedyvp/Ms3x3cdwpjfpz1/RKiZRBq625lU//uYwT2V+BcCNiyFVcdd9tBEYG2LtofUZarTRv3UrdBx/Q8u12kBLvOXMovTaDpXInO04+hayRTI2cyhOTn2B61PTeG/y0dmp5jw6+rw04WzsgIB5mPAqjbh5wO6+dWqV8KiDsKTJhttrwdHVianIw989KYsaQEKID1Or7C3W+ABEmpTx89kEp5WEhRHyvlUgZdGw2K7s++pw9n/wbq7kev/AJLHzgZ0SmhNm7aH1GdnbS+MUX1C5fjjm/AOewMHzvvov9k4J5veYT8su3EuoZys9G/4zrk6/v3X2em2sg8zXY9yY0V4FXCIz7MYy6CaLGDai9FFo6LOwrqeObvBo25lRRYtR2JkgO9ebOKXHMHBpKRnwAbg484eFynC9AnK9NqTrplO8lpSTz003s+uhdOttqMbiEMeXmR5h8/Qx7F63PSKuVhk8/pfa55+k8eRK3lGR48mH+HV3BpyUf0pLXQpJfEv87/X+ZHz8fF0Mvzo5pPAl7lsOuZWBpg5R5kPETLW32ANmOs6G1k8xiE3uKTewuMnGkvAGrTeLiJJiSFMzd0xKYOTSUmEDVSugJ5/tU7BVC3COlfLXrQSHE3cC+3i2WMtAd2bqbrW+/SkdLJQbnYIbPuptZd1yN22WkJR5oGtdvoGbpUsxFRbgNH07dzxezzCuT/bXP4Vbkxty4udw89GZGh4zu3Tn0DeWw+Qkt5QUSRt4EVzwCIUN67z17gJSSEmPr6aR2+0rqOVbZiJRa2usxMf7cNyOJiYmBpMcG4KXGEnrcOXMxCSHC0LYCNXMmIGQArsB1UsrKPinhRVC5mOyv6GAOW996B1P5IQxOfqRMuoYr774Od083exetz7QfP07t88/TtGkzbkOHcPLGqfzD81sKmoqI8o7itmG3sShpEX5ufr1bkBYj7H0Dvn0GbJ0w6T4thXY/HVto6bBwsKye/aX17C+tI6u0HlOLGdBSX4+J8Wd8fCATEwMZE+OPu4vqNuoJl5SLSd+nYYoQYhYwQj/8uZTyq14oozKAWS0W9q37kqx1a2mpKwHhSljylSz61U/xDXacldC2tjZqnnse04oVGFxdabzrGp4ekkdu4woSDYn8dfpfmR8/v3cXtdls2oK2rLfh2GdgNcPQq+Gqv2gD0P3EqZXKWmI7E1kl9eRWNWHVE9slhngxOzWU9NgA0uP8SQn1wcnOqa8d0YWk2tgCbOmDsigDTGONka9XfkTB3i+xdjYjnPyJGbmYWXdcR0hssL2L16c6q6o5+cgjtGZmwoJZvDkLPjd9QaJI5C/T/sKChAW9GxgaK+DAO5C1AupLtP0VMn4K6XdAWC8vqLsAVpvkaEUjmcUmLdNpsen0SuVTrYNfzExibFwAY2P88fcceIntBiPVaadctIKsw2z/YDU1xVmADVevJEbOuZMpS2bj4eM4XUkAbUeyqXvvXRo+WQvAznsm8GzQN7g3uvPg2Af58Ygf997As8UM+Zu11kLeBpA2SLgC5vwRUn9g1wVtnVYbh8sb2F1oYk+Rkb3FdacT23VdqZwRF8jQcNU66K/sFiCEEMVAE2AFLGf3gQlt1G4psBBoBX4spczq63IqGnNHO5mfbOLgps9paywDXAmInMjE668lbWoawoF+waWUtGzfgfHVV2ndvRvh7g6L5vKPlONkOR3kjmF3cO/oe/F17YVd0aSE8n1aOu2cNdBWB16hMPW/YOztdhtf6LBYOVTWwO5CI7uLtFxGrWYroO2DcM2YSCYmBDI+PpBIfzUJcqCwdwti1nn2mV4ApOi3icDL+r9KH6osLGLbyg8py9mFtHVgcA4kfuwNXHHbYkJiBk9u/wshpaR561aMy16h7eBBnEJDqb/3Wt5NrmZr3SZ8XHx4aeZLTI6c3PNv3lCmLWg7+J6WPdXZQ9uic8QSSJ4DTn07O6y908r+0np2FxnZXWgiq/TMXspDw3xYMi6aiQlBTEgIJMTBWpWDib0DxPksBt7WtxrdJYTwF0JESCkr7F0wR9BQW8/nzy6jIm87YMDDP40RM+cy6borcHXvzx+b3tG6fz9Vf/lf2g8fxjkygtKfL+C5iGxK2z8jtD2Uh9IfYsmQJT07M6mlVmslZK+B4m8BCbFTtNZC2rV9um+z2WLjYFk92/Nr2VFg5EBpPWarDSEgLcKX2ybGMSEhkAkJgQQOwI1xlO7Z8zddAhuFEBJ4RUq5/Kzno4ATXR6X6ce+EyCEEPcC9wLExsb2XmkdhLTZ+Oqtjzm48X2krZ2A6EnMuuN24kfFDMp899/HXFxM9dKlNH2xHkNICLn3zWVpyAFqOzeR7pvOryf/lhnRM3Dqqf2UW01a2oucNdr4gs0CwUNg5mPaSufAvklmaLNJcioa2VFQy/Z8LeNpq9mKEDAi0o8fT41nYkIgGfGB+Hk4ztoWR2PPADFNSlkuhAgFNgkhjkkpt13sRfTAshy0dRA9XUhHkpd5iE3Ll9HWWIqbVwxz77mfoZNH2rtYdiEtFmpfXkbtsmUIFxeqbrqCp5IOU8MWpodO564RdzE+fPz3X+hCtDdorYScNVqiPGkFn0iY/AstJ1JoWq+nv5BSUlTbwvYCIzvya9lZaKS+tRPQxhCWjItmSlIwkxOD8HOgxY6Ozm4BQkpZrv9bLYT4GJgAdA0Q5UBMl8fR+jGlB9lsVrK/3sOu1atprDmGMHiSOu1HXPXzJTi5OF5XEkDLnj1UPvEnzEVFNM5K528TKsgz7GB8+HheGv8oqYGpl/8mHc1aorxjn8Gxz8HSrrUOpj4Iw66BiLFg6N3stnUtZrbl1fBNXi3b82upaGgHINLPnSuHhTE1OYgpScGE+Q689N5Kz7DLXwAhhBdgkFI26ffnAU+dddpa4AEhxPtog9MNavyh55zIzmPnR59Rfmw3NkszCHeihy9k3r23EhDuONlVu7LU1VH74kvUrVwJEaGsvnsIH4QcYnjQcF4a8yTToqZdXjebzQoFW7T1CrnrtXxInkEw5ocw5kcQld7rLYUTplY25VSxMaeSzOI6rDaJv6cLU5KC+EVSMFOTg4kP8nTI7kTlP9nrK2IY8LH+IXQG3pVSrhdC/BxASrkMWIc2xTUfbZrrXXYq66Bjs1j5958fAWnDwy+F5PFXMOWGOXgHetu7aHYhrVYa1qyh6u9PY2tqomROKn8YnYeTVztPjn+Sa5OvxSAu49t8fSnsX6ltwNNwAjwCYextMPw6iJ0MPTV+ca63bzWzOqucD/eVcbSiEYAhYd7cNyOJK9PCGBnlp9YhKN2yS4CQUhYCo7s5vqzLfQn8oi/L5SgsVitICzEjF3DT7x33RyxtNprWr6f6mWfpPHGClrQ4/jHLiWzfPG5IuYFfjfvV5c1KKtgCu16CvE3a48SZMPcpbbtO596d+tneaWVfSR2rs8r4/FAFHRYbY2L8+e+Fw5ibFkZ8sFevvr8yODhmJ7Oj0xM0OjnYDm5dtecep/KJJ2g7cABLUjTv3xbBpzFljA0bx7sZv2FkyCUOzksJR9fCnleh+BvwDocrfqMtYgvova1CzRYbB07Us6Oglp0FRvbr01C93Zy5MSOaH06IIy2y76bFKoODChAOSNr0Ow7Yz2wxGjG+8Qamt1eApzvrb03mX7FFxPjH88y4pcyOmX3p/e+FX8OG30HVEfCLhXn/Dybc0yutBatNknOykZ2FWkDYXXRmGurwSF/unBLH5KQgJiYEqTTYyiVTnxwHJE9FCAcKENJsxvjmvzC+8gq29nZKJsby1IQynALqeXT049w05CZcLmU1cnujNhPpwLtaiyEwEa5dpk1P7cFZSDabJLeqiZ0FRnYWGtldaKSxXcttlBjsxfXpUUxPCWFSgpqGqvQcFSAckd7F5CjxoTUri8qn/kzHsWPUZiTyz4m1FPiWc9uwH3HfmPsuPmeSzQYl32pJ8o5+qk1RDUiA2X/Q9lxwvfz+fW1/5WZ2FhjZobcQTu2NEBvoyYIREUxOCmJyUpCahqr0GhUgHJDt9HLCwR0hOoqKqP7b32neuhVroC/Lf+jPlrhSZsfM5s+j7mFE8Ijvv0hX9Se0oHDofW1mkrufNrYw6iaIHn9ZEVdKSbGx9XQLYVehkZomLR12pJ87M4eGMDlRCwjRAWo7TaVvqADhiE63IAZngLC1tVH74ouYVryDzcWZHQtjeTmtnOTw4ayY8DhjQsdc3AVP7ocdL0D2x9oATuJMmPV7SFsELpeembS6sZ3tBbV8m2dkR8GZhWohPm5MSQo6HRBiA9W6BMU+VIBwQDbb6VFqu5ajp0mrlfpVH1L74otYamrImxTNPzIqkMGtPDz6cW4aetOF780gJRRuhW1PQ8l2cPXRuo8m/gz8Ly3nV3OHhT1FxtMrl49XNQMQ4OnC5KQg7tdTWSSFeKmAoPQLKkA4Ir2LabD8DZI2G00bNlDz3POYi4qoGxrO8wvcyI0xcs+oX3Bn2p14ulxgt4zNqo0rfPsMVBwAnwiY/xetK+kis6dKKTlc3sBXx6rZnl/L/tJ6LDaJm7OBCQmBXJ8ezbTkYNIifDGohWpKP6QChCMaJF1M0maj6csvqX3uOTry8mmJCebtJd5sSa5hQeJCnh33a8K8wi7sYpYOba+F7c+BqQACk+CapTDqlovamU1KyaGyBj47dJJ1hyspr29DCBgZ5cc9VyQyPTmY9LgA3F16d/W0ovQEFSAckE2eGqUeuAGidf9+qp/+B21ZWbRG+LPyBm82J9cxOXoqqzN+zZCAIRd2ofZG2PsG7HoZmishYgzc+JaWMO8CU2BIKcmrbmZTThWr9p6g2NiKi5NgekoIv5o7hDmpoQSoPRKUAUgFCEc0gFsQHYWFnHz8cdoPHqLT15N3r/Hii7QmroibxYqRdzM65D8yuHSvuVoLCpmvQ0eDNvB8/SuQMOOC+t6sNklmsYkN2ZVsPlrFCVMbABlxAdw/M5n5w8PVegRlwFMBwgHZTs1zHUDxwdbSQvWzS6l77z06PV1Ys9CXtcNaGBc/lXfGPHDhqTHK9sG+N+DQKrCaIW0xTHsIIsd+70vbO63sKKhl/ZFKNh+txtRixtXZwLTkYO6bkcys1BAi/NR+y8rgoQKEAxsoLYimL7+k8s//Q2dVFXsm+PH6hCaSk0bz3Kh7mBwx+fvrIaW2O9u2f8CJXeDiqaXYnvwABCef/73bO9mSW8OG7Eq2HqumxWzFx82ZWamhzB8ezsyhISqVhTJoqU+2I7INjDEIi8lE9d+fpmHNGoxR3jzzIwMdaUE8Oe7/MTt29vdfwNwKh/8Nu5dDdTb4xcBVf9NSbbv5nPNltc0dbMqpYkN2JTvyjZitNoK9XVk0Jor5w8OYnBSEm7MaZFYGPxUgHJCkf3cxSSmpW7GC6mefxdbRwedT3fhoBvx07EPcOfzO71/L0FQJma9pg8+tRggbAYtfgpE3gnP3g8UnTK1syK5kY3YVe0tM2CTEBHpwx+Q45o8IJz02QO2ZoDgcFSAckLT130Fqa1MTlU/8icZ16zg2xJNXZggiho9l1dQ/E+0Tff4XVxyEPcvh0L/B2glDF2jdSHFT/mPgWUrJ8apmNmRXsv5IJTn6Rjqp4T48MDuFq4aHMyzCp1/+jBSlr/R5gBBCxABvo+0qJ4HlUsqlZ50zE/gEKNIPfSSlPHtLUuUSSdk/V8q17N5D+SOPYK2uZuVMAwfnRfBw+oPMjZt77j/U7Q1aQMh6CyoPg7MHpN8Bk+6HoKTvnGqzSfafqGdjdiUbsispNrYCkB7rz+8WpjIvLVxtpKMoXdijBWEBfi2lzBJC+AD7hBCbpJQ5Z533jZTyB3Yo36An+9k0V5vZTM3SpZjeeBNjsCv/uNOJtGmLWDX5j7g7n2ORWuURLSjsXwmdLRA+ChY8DSOXgGfg6dM6LFZ2FBjZlFPF5pwqqps6cDYIJicFcff0ROalhRGqsqEqSrf6PEBIKSuACv1+kxDiKBAFnB0gFAfQnpvLyUcfpSP3OFvTXflwvhcPT/8dCxMW/mcAs3bCkY9g14tad5LBRRtXmHA3RI07fVpDWydbc6vZmFPF17k1NHdY8HR1YsaQEOYND2P20DC1RkFRLoBdxyCEEPHAWGB3N09PFkIcBE4Cv5FSZp/jGvcC9wLExl5aEjVHI/VkffZsQXQUFWF6403qV6+m2cvAC0sMmCel8c7MfxLhHfHdky0dWjfStr9rabZDUrXWwogbwCtIW8lc1cSWY9Vsya1mb3EdFpsk2NuNa0ZHMDctjClJwSq9haJcJLsFCCGEN7AaeEhK2XjW01lAnJSyWQixEFgDpHR3HSnlcmA5QEZGhuzuHOW7zgxB9H2AMJeWUvviSzSsXYvNINiULvhiljcPzPwdVydejUF02YXNYtb2Xtj6N2gsg4jRWmBImYcVQVZpHRu35rAhu4pSkzaekBruw93TE5mbFsbYGH+VBE9RLoNdAoQQwgUtOKyUUn509vNdA4aUcp0Q4iUhRLCUsrYvyzlo2SEXk81spvbllzEuX47FAF9MEHw+0ZlZY65jxZj7CfUMPXOytRP2/UtLtd1cpa1yXvQcHXEz2FFoYuOaI2zKqaK22YyLk2BqcjA/m5HI7NRQtZJZUXqQPWYxCeB14KiU8p/nOCccqJJSSiHEBMAAGPuwmIPamWmuvf9e1qYm6t59D+Nbb2Ezmfg2TfDveZ5cmX4jq0bc9d3AICXkfgGb/gDGfIibRtvC59lsHsGGPVVsXfElzR0WvFydmKmvZJ41NAQfdzWeoCi9wR4tiKnA7cBhIcQB/djvgFgAKeUyYAlwnxDCArQBt8jTczOVyyX7YEMIi8mE6c03Mb3/PrKpmcNJzqyZZ2DI3CWsGvcr/N39v/uCxgr49EHI24gtKIU9E1/klYoUtq80YbYeIMjLlatHRjB/hBpPUJS+Yo9ZTN/yPX0bUsoXgBf6pkSOpzcXytlaW2n45BOqnluKtb6BfUOcWD3FmZRJ83l02I/+c7vPhnL45v8g622kMLAh+r/477JJGMslUf4t3D45jvnDwxkXp1YyK0pfUyupHVLPtyDac4/T8NFqTKtXQ3ML+VEG3rjJk9ETr+GFET8lxjfmzMk2KxRsgf0rkMc+Q0rBDt+r+FPtHEqLwpk/IpybM2KYkhSkBpkVxY5UgHBAp9N9XyZLTQ2N69ZR98knmHOOYnUS7B4C6zOciZs6j5fHP0K4V3iXF3RA5uvYdr2EoeEEzQZfVlvmsdw8nxYRybUTo7h7egLRARe4PaiiKL1KBQhHdBkrqaWUtO7JxPivN2n++muETVISbuCrKw3kZoQyb8wSliZfR6R35JkX1Zdi3v8+nZlv4dVaxj45jH91Psg+jylcmR7N0yMjmBAfiLOT4dxvrChKn1MBwgFdSqqNzqoqGj/7HOOqD7AWl9LsaWDjJMga7cvwjPlcm3AVE8Mn4nRqm06LmdaDH9O061+E1OzEFcl+WyornH9PwKgF3D4qgufiA9W4gqL0YypAOJj25maOfpsJfH+AONVaqH77Tdq2aK2F3GjBl1cb6JiZwfUjb+U3MbNwc3I7/ZrKwiOU73iPuKIPCLbWYJLBvOF8I82pNzN53FiWqqCgKAOGChCDnNVi4fieQ+TuyKQi7wit9SWADYQrYYnx3b5G2mw0rF1L1euvYssrpMkDNk8UHJ0Uyfjxi3k46RoS/BIAsLQ3k7t9LU3Z64mo2U6UrYJw4KDTCL4c+jhDplzLT2IC1WCzogxAKkAMMlJKynOLObJ1JyeyD9BUU4CUHQA4u4YRljyDpHEZjJozHi+//xwMbj96lJIn/4jtwBFKQgXrr3Ym6JrFLB5+E48Hj0QIQd2JoxzY9DdcCjeT1LqfoXTSKt045j6aktjbiZ6yhNEJQxnd15VXFKVHqQAxCBhPVpGzLZOiA/sxlR3D2tkAgMHJD//I0cSNHMOImZMISwg95zXaDh7k5Csv0bFlG83u8P4PXAm78VYeG/Fjgpx9Kd63gQMfvUho9TairCcJAEqIJDNoMW7DFjBs0nzSvc+9jaeiKAOPChADjLm9ncKsbIr2H6Ei/ziNNcWnAwLCDa+AJKJTF5A2YxIJo5IQ5+naMRcXU7/uc6rXrcUpv5QWd9gwxQluWcRvJ/6C2p0bqHjpp/g2Z5IiOmiXLmS7jeZ43G1EZlxDSuoo4lTXkaIMWipA9GPmtnYK9x+l+PBRqgrzaawqxdxWDejpup188fKPITRhDonpo0idMgo3j+73XAaw1NXRmplJ3fZtNHz7DS7l1QDkR0HmfDf8rruOBaHTMO/8HKftUxhOPVUEcjh4AYbUhSSPv4px/n59UXVFUfoBFSD6ic4OMyWHj1Ny+BgVeXnUVRRibq3iVDBAeODuE0lEzCwihwwlKWMUUUOjzjv4azEaad2zh9odX9OUuQfX4goA2l0gJ0ZwfL4nzrOnkRY9jqvzSwjd/inJnf/EJgWHPTIoGncvo2deT5iL+pgoiiMSgykHXkZGhty7d6+9i/G9mkwNFGYdpezocWpKCmmqLftOywDhirt3FAGRCUQOGUri2BFEpcbg9D0LySxGI807d1CxbRMde7NwO6klwG1zhdwoQV68C+3D4vGMiCCxsYO02hPEteUSgJZd/bhIoCpuEUmz7yQyNul8b6UoyiAhhNgnpczo7jn11bCXdLS1YiqrpKq4HGNZBXUnq6irLKelrgxrZ/3p84TBE3fvSMKj0whPSiZ+VCpxIxNxdj3/f43NbKbjeB71BzKp3v0N1sM5eFRq121xg6MxgpI5nrQlhOLt586Ihlruby4i2FQMJrBIAyVOsRzznYI1bBSRY+eRMiyDIf1kn2pFUexPBYiL0N7cSkN1HQ01dTSZGmiua6C1vpG2pkZa6k20N5noaK3D3FaHtLWf9WoDBhc/vPyjCYqaRuTQFBLGDCMsIeK8C9aklFiqa+jIO07tkSxM2fux5hXgcaIWJ6vW+mv1hLwoQfkwD9qjvAj37GRGazk/spQjmvPpbHKixCmWfL8ryI0YjV9CBrFp40ny8UW1ExRFORcVIM7jo7+/wons3dg6W7FZ2wHLuU8Wbji5+OLiHoB/RBxeAUH4hoQSFBlBSFwE4UkReHi7n/f9rI2NdOTnU599kJrsfXQcP45rSRVuLebT57R7QUmooDrDibYgA37+HYx2rWOR2Yy/zUZHpwulLbGYfGewO2I0/skTiEsdT7KnJ8k99HNRFMUxqABxHieO7MJmacc/YhhuXt64e/vg6eODp78f3gF++AT54xvsj19IAO7eF56B1NbRQVtwujj9AAAJfElEQVR+PlVH9lCfcwhzXj4uReV41rWdPsfiBuXBUJUs6Aiw4ebfSZCPmSSDmWvMZtqkP0aXcJo9kunwT6YgcjjBiWOIShhGiovaYU1RlMtnrz2prwKWAk7Aa1LKv571vBvwNjAObavRm6WUxX1dTmmz4BOSxF3/98TFv9ZqpbO2hqqiHKqKs2nIOUTn8QK8yowEGM046XMDnJ2gKghORkDLcBsGfyv+vh2EuhqItgYS6xqF2ScGQ0A87iGJ+Ecl4xSdQoiXNyE9XF9FUZSu7LEntRPwIjAXKAMyhRBrpZQ5XU77KVAnpUwWQtwC/A24ua/LKm0WnF1csXS001hTjqn6BI3V5bSYqmgzVmE21WKpr0M2NWFoasG5uR335k68mq14t8rTQcAL8ACqA6AqSFKSaAM/K9LfHRe/IPw9Yhnmm4x7SCK+kcmExAzFLyCor6urKIryHfZoQUwA8qWUhQBCiPeBxUDXALEY+JN+/0PgBSGE6K19qZ+55UdILIANKW2AVb/Z6CwsIm/02NPneui3rsxO0OwBLZ7Q7CkxBgk6PQ10erng5OWBm68v3hHJBEWMIiIimaDoFILDohEGtf+Boij9lz0CRBRwosvjMmDiuc6RUlqEEA1AEFB79sWEEPcC9wLExsZeUoGchSvgAkIg9O2yhQAEuLpWkDU9ENzcEO4eGDy9cPLyxsUvEM/ACLxDowkKjiEyOBrfgBDc3M4OH4qiKAPTgB+kllIuB5aDtlDuUq7xy/fe6NEyKYqiDAb26OMoB7rsYE+0fqzbc4QQzoAf2mC1oiiK0kfsESAygRQhRIIQwhW4BVh71jlrgTv1+0uAr3pr/EFRFEXpXp93MeljCg8AG9Cmub4hpcwWQjwF7JVSrgVeB1YIIfIBE1oQURRFUfqQXcYgpJTrgHVnHftjl/vtwI19XS5FURTlDDXPUlEURemWChCKoihKt1SAUBRFUbqlAoSiKIrSrUG1o5wQogYoucSXB9PNSu1BTtV58HO0+oKq88WKk1J2m/tzUAWIyyGE2HuubfcGK1Xnwc/R6guqzj1JdTEpiqIo3VIBQlEURemWChBnLLd3AexA1Xnwc7T6gqpzj1FjEIqiKEq3VAtCURRF6ZYKEIqiKEq3HD5ACCGuEkLkCiHyhRCP2bs8l0MI8YYQoloIcaTLsUAhxCYhRJ7+b4B+XAghntPrfUgIkd7lNXfq5+cJIe7s7r36CyFEjBBiixAiRwiRLYT4L/34oK23EMJdCLFHCHFQr/OT+vEEIcRuvW4f6On0EUK46Y/z9efju1zrcf14rhBivn1qdGGEEE5CiP1CiM/0x4O9vsVCiMNCiANCiL36sb79XEspHfaGlm68AEgEXIGDQJq9y3UZ9bkCSAeOdDn2d+Ax/f5jwN/0+wuBLwABTAJ268cDgUL93wD9foC963aeOkcA6fp9H+A4kDaY662X3Vu/7wLs1uvyb+AW/fgy4D79/v3AMv3+LcAH+v00/TPvBiTovwtO9q7feer9MPAu8Jn+eLDXtxgIPutYn36uHb0FMQHIl1IWSinNwPvAYjuX6ZJJKbeh7Z/R1WLgLf3+W8C1XY6/LTW7AH8hRAQwH9gkpTRJKeuATcBVvV/6SyOlrJBSZun3m4CjaHuaD9p662Vv1h+66DcJzAY+1I+fXedTP4sPgTlCCKEff19K2SGlLALy0X4n+h0hRDRwNfCa/lgwiOt7Hn36uXb0ABEFnOjyuEw/NpiESSkr9PuVQJh+/1x1H7A/E70rYSzaN+pBXW+9u+UAUI32S18A1EspLfopXct/um768w1AEAOrzs8CjwI2/XEQg7u+oAX9jUKIfUKIe/Vjffq5tsuGQYp9SCmlEGJQzmsWQngDq4GHpJSN2hdGzWCst5TSCowRQvgDHwOpdi5SrxFC/ACollLuE0LMtHd5+tA0KWW5ECIU2CSEONb1yb74XDt6C6IciOnyOFo/NphU6U1N9H+r9ePnqvuA+5kIIVzQgsNKKeVH+uFBX28AKWU9sAWYjNatcOpLX9fyn66b/rwfYGTg1HkqsEgIUYzWDTwbWMrgrS8AUspy/d9qtC8BE+jjz7WjB4hMIEWfDeGKNqC11s5l6mlrgVMzF+4EPuly/A599sMkoEFvum4A5gkhAvQZEvP0Y/2S3rf8OnBUSvnPLk8N2noLIUL0lgNCCA9gLtrYyxZgiX7a2XU+9bNYAnwltRHMtcAt+qyfBCAF2NM3tbhwUsrHpZTRUsp4tN/Rr6SUtzFI6wsghPASQvicuo/2eTxCX3+u7T1Sb+8b2uj/cbQ+3P+2d3kusy7vARVAJ1pf40/R+l6/BPKAzUCgfq4AXtTrfRjI6HKdn6AN4OUDd9m7Xt9T52lofbWHgAP6beFgrjcwCtiv1/kI8Ef9eCLaH7x8YBXgph931x/n688ndrnWf+s/i1xggb3rdgF1n8mZWUyDtr563Q7qt+xTf5v6+nOtUm0oiqIo3XL0LiZFURTlHFSAUBRFUbqlAoSiKIrSLRUgFEVRlG6pAKEoiqJ0SwUIRemGEKJZ/zdeCPHDHr727856vKMnr68oPUUFCEU5v3jgogJEl9W95/KdACGlnHKRZVKUPqEChKKc31+B6XpO/l/pSfKeFkJk6nn3fwYghJgphPhGCLEWyNGPrdETrWWfSrYmhPgr4KFfb6V+7FRrRejXPqLvA3Bzl2tvFUJ8KIQ4JoRYKbomm1KUXqKS9SnK+T0G/EZK+QMA/Q99g5RyvBDCDdguhNion5sOjJBaKmmAn0gpTXo6jEwhxGop5WNCiAeklGO6ea/rgTHAaCBYf802/bmxwHDgJLAdLT/Rtz1fXUU5Q7UgFOXizEPLeXMALa14EFpOH4A9XYIDwINCiIPALrSEaSmc3zTgPSmlVUpZBXwNjO9y7TIppQ0tnUh8j9RGUc5DtSAU5eII4JdSyu8kPNPTULec9fhKYLKUslUIsRUtR9Cl6uhy34r63VX6gGpBKMr5NaFtZXrKBuA+PcU4QogherbNs/kBdXpwSEXbBvKUzlOvP8s3wM36OEcI2hay/TLbqOIY1LcQRTm/Q4BV7yr6F9o+BPFAlj5QXMOZbR+7Wg/8XAhxFC1z6K4uzy0HDgkhsqSWtvqUj9H2dTiIlqH2USllpR5gFKXPqWyuiqIoSrdUF5OiKIrSLRUgFEVRlG6pAKEoiqJ0SwUIRVEUpVsqQCiKoijdUgFCURRF6ZYKEIqiKEq3/j/pjdWBvh6wWQAAAABJRU5ErkJggg==\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -3266,10 +3266,10 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "0.641357421875\n",
-      "0.7578125\n",
-      "0.97314453125\n",
-      "0.92138671875\n",
+      "0.58349609375\n",
+      "0.71875\n",
+      "0.9462890625\n",
+      "0.97265625\n",
       "1.0\n",
       "1.0\n"
      ]
@@ -3390,158 +3390,158 @@
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>#</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.077760</td>\n",
-       "      <td>0.600000</td>\n",
+       "      <td>0.168070</td>\n",
+       "      <td>0.700000</td>\n",
        "      <td>3</td>\n",
-       "      <td>1.600000</td>\n",
-       "      <td>69</td>\n",
+       "      <td>4.880576</td>\n",
+       "      <td>83</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.454545</td>\n",
+       "      <td>0.363636</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>3</td>\n",
-       "      <td>5</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1.000000</td>\n",
+       "      <td>0.052922</td>\n",
+       "      <td>0.555556</td>\n",
        "      <td>1</td>\n",
+       "      <td>4.262080</td>\n",
+       "      <td>87</td>\n",
        "      <td>1</td>\n",
-       "      <td>0.545455</td>\n",
+       "      <td>0.272727</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>9</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>1.500000</td>\n",
-       "      <td>2</td>\n",
+       "      <td>2.750000</td>\n",
+       "      <td>59</td>\n",
        "      <td>2</td>\n",
-       "      <td>0.545455</td>\n",
+       "      <td>0.363636</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
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-       "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3.200000</td>\n",
-       "      <td>85</td>\n",
+       "      <td>0.010240</td>\n",
+       "      <td>0.400000</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3.000000</td>\n",
        "      <td>3</td>\n",
-       "      <td>0.545455</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0.363636</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>5</td>\n",
+       "      <td>2</td>\n",
        "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>0.0</td>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.237305</td>\n",
-       "      <td>0.750000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1.250000</td>\n",
-       "      <td>53</td>\n",
+       "      <td>0.031250</td>\n",
+       "      <td>0.500000</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2.500000</td>\n",
+       "      <td>79</td>\n",
        "      <td>4</td>\n",
        "      <td>0.454545</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>3</td>\n",
+       "      <td>2</td>\n",
        "      <td>4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
+       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>0.727273</td>\n",
+       "      <td>0.185934</td>\n",
+       "      <td>0.714286</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4.328000</td>\n",
+       "      <td>81</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0.363636</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
        "      <td>1.000000</td>\n",
@@ -3550,28 +3550,28 @@
        "      <td>1.000000</td>\n",
        "      <td>7</td>\n",
        "      <td>7</td>\n",
-       "      <td>0.727273</td>\n",
+       "      <td>0.545455</td>\n",
        "      <td>NaN</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7</th>\n",
-       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>1.0</td>\n",
        "      <td>...</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>2.000000</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>8</td>\n",
        "      <td>8</td>\n",
        "      <td>0.727273</td>\n",
@@ -3581,63 +3581,87 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8</th>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000977</td>\n",
+       "      <td>0.250000</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2.856000</td>\n",
+       "      <td>42</td>\n",
+       "      <td>9</td>\n",
+       "      <td>0.363636</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.327680</td>\n",
-       "      <td>0.800000</td>\n",
+       "      <td>0.031250</td>\n",
+       "      <td>0.500000</td>\n",
        "      <td>1</td>\n",
-       "      <td>1.400000</td>\n",
-       "      <td>39</td>\n",
-       "      <td>9</td>\n",
+       "      <td>3.250000</td>\n",
+       "      <td>90</td>\n",
+       "      <td>10</td>\n",
        "      <td>0.454545</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>2</td>\n",
        "      <td>4</td>\n",
-       "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>9</th>\n",
+       "      <th>10</th>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.004115</td>\n",
-       "      <td>0.333333</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1.666667</td>\n",
-       "      <td>12</td>\n",
+       "      <td>0.212084</td>\n",
+       "      <td>0.733333</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5.616008</td>\n",
+       "      <td>73</td>\n",
        "      <td>12</td>\n",
-       "      <td>0.545455</td>\n",
+       "      <td>0.272727</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3</td>\n",
+       "      <td>11</td>\n",
+       "      <td>15</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10</th>\n",
+       "      <th>11</th>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</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>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
        "      <td>1.000000</td>\n",
@@ -3646,115 +3670,91 @@
        "      <td>1.000000</td>\n",
        "      <td>13</td>\n",
        "      <td>13</td>\n",
-       "      <td>0.727273</td>\n",
+       "      <td>0.818182</td>\n",
        "      <td>NaN</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>11</th>\n",
+       "      <th>12</th>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1.500000</td>\n",
-       "      <td>76</td>\n",
-       "      <td>14</td>\n",
-       "      <td>0.545455</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>12</th>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2.500000</td>\n",
-       "      <td>58</td>\n",
-       "      <td>15</td>\n",
-       "      <td>0.545455</td>\n",
+       "      <td>0.019404</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5.179494</td>\n",
+       "      <td>77</td>\n",
+       "      <td>17</td>\n",
+       "      <td>0.363636</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>11</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
+       "      <td>0.008417</td>\n",
+       "      <td>0.384615</td>\n",
        "      <td>1</td>\n",
-       "      <td>1.500000</td>\n",
-       "      <td>16</td>\n",
-       "      <td>16</td>\n",
-       "      <td>0.636364</td>\n",
+       "      <td>4.219886</td>\n",
+       "      <td>80</td>\n",
+       "      <td>18</td>\n",
+       "      <td>0.272727</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>13</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.131687</td>\n",
-       "      <td>0.666667</td>\n",
+       "      <td>0.168070</td>\n",
+       "      <td>0.700000</td>\n",
        "      <td>1</td>\n",
-       "      <td>1.666667</td>\n",
-       "      <td>17</td>\n",
-       "      <td>17</td>\n",
-       "      <td>0.545455</td>\n",
+       "      <td>3.518656</td>\n",
+       "      <td>90</td>\n",
+       "      <td>20</td>\n",
+       "      <td>0.272727</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
-       "      <td>#</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>#</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
@@ -3762,62 +3762,62 @@
        "      <td>...</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1.000000</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>46</td>\n",
-       "      <td>18</td>\n",
-       "      <td>0.545455</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>23</td>\n",
+       "      <td>23</td>\n",
+       "      <td>0.636364</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.131687</td>\n",
-       "      <td>0.666667</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3.200000</td>\n",
-       "      <td>93</td>\n",
-       "      <td>19</td>\n",
-       "      <td>0.363636</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>24</td>\n",
+       "      <td>24</td>\n",
+       "      <td>0.545455</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>4</td>\n",
-       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17</th>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>#</td>\n",
        "      <td>#</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>#</td>\n",
-       "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.077760</td>\n",
-       "      <td>0.600000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>1.600000</td>\n",
-       "      <td>61</td>\n",
-       "      <td>20</td>\n",
-       "      <td>0.363636</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>25</td>\n",
+       "      <td>25</td>\n",
+       "      <td>0.636364</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>3</td>\n",
-       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18</th>\n",
@@ -3826,673 +3826,651 @@
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
+       "      <td>0.159036</td>\n",
+       "      <td>0.692308</td>\n",
        "      <td>1</td>\n",
-       "      <td>2.500000</td>\n",
-       "      <td>86</td>\n",
-       "      <td>21</td>\n",
-       "      <td>0.454545</td>\n",
+       "      <td>5.407380</td>\n",
+       "      <td>77</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0.272727</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
+       "      <td>9</td>\n",
+       "      <td>13</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19</th>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
+       "      <td>0.031250</td>\n",
+       "      <td>0.500000</td>\n",
        "      <td>1</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>99</td>\n",
-       "      <td>23</td>\n",
-       "      <td>0.454545</td>\n",
+       "      <td>3.794112</td>\n",
+       "      <td>63</td>\n",
+       "      <td>27</td>\n",
+       "      <td>0.363636</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>20</th>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>24</td>\n",
-       "      <td>24</td>\n",
-       "      <td>0.454545</td>\n",
+       "      <td>0.168070</td>\n",
+       "      <td>0.700000</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5.566208</td>\n",
+       "      <td>87</td>\n",
+       "      <td>28</td>\n",
+       "      <td>0.272727</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>21</th>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>1.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
+       "      <td>0.237305</td>\n",
+       "      <td>0.750000</td>\n",
        "      <td>1</td>\n",
-       "      <td>2.500000</td>\n",
-       "      <td>58</td>\n",
-       "      <td>26</td>\n",
-       "      <td>0.636364</td>\n",
+       "      <td>1.750000</td>\n",
+       "      <td>75</td>\n",
+       "      <td>30</td>\n",
+       "      <td>0.454545</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>22</th>\n",
        "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>...</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1.000000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>27</td>\n",
-       "      <td>27</td>\n",
-       "      <td>0.545455</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>59</td>\n",
+       "      <td>31</td>\n",
+       "      <td>0.454545</td>\n",
        "      <td>NaN</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>23</th>\n",
-       "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>#</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
+       "      <td>0.131687</td>\n",
+       "      <td>0.666667</td>\n",
        "      <td>1</td>\n",
-       "      <td>1.500000</td>\n",
-       "      <td>71</td>\n",
-       "      <td>28</td>\n",
-       "      <td>0.454545</td>\n",
+       "      <td>3.480000</td>\n",
+       "      <td>59</td>\n",
+       "      <td>31</td>\n",
+       "      <td>0.272727</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>24</th>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.131687</td>\n",
-       "      <td>0.666667</td>\n",
+       "      <td>0.031250</td>\n",
+       "      <td>0.500000</td>\n",
        "      <td>1</td>\n",
-       "      <td>2.333333</td>\n",
-       "      <td>86</td>\n",
-       "      <td>29</td>\n",
-       "      <td>0.454545</td>\n",
+       "      <td>3.834688</td>\n",
+       "      <td>67</td>\n",
+       "      <td>33</td>\n",
+       "      <td>0.272727</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25</th>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.237305</td>\n",
-       "      <td>0.750000</td>\n",
+       "      <td>0.010240</td>\n",
+       "      <td>0.400000</td>\n",
        "      <td>1</td>\n",
-       "      <td>2.451200</td>\n",
-       "      <td>30</td>\n",
-       "      <td>30</td>\n",
+       "      <td>5.800000</td>\n",
+       "      <td>87</td>\n",
+       "      <td>35</td>\n",
        "      <td>0.363636</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>6</td>\n",
-       "      <td>8</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>26</th>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.000320</td>\n",
-       "      <td>0.200000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>3.600000</td>\n",
-       "      <td>33</td>\n",
-       "      <td>33</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>42</td>\n",
+       "      <td>42</td>\n",
        "      <td>0.454545</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
        "      <td>1</td>\n",
-       "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>27</th>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.031250</td>\n",
-       "      <td>0.500000</td>\n",
+       "      <td>0.004115</td>\n",
+       "      <td>0.333333</td>\n",
        "      <td>1</td>\n",
-       "      <td>2.500000</td>\n",
-       "      <td>36</td>\n",
-       "      <td>36</td>\n",
-       "      <td>0.545455</td>\n",
+       "      <td>3.333333</td>\n",
+       "      <td>44</td>\n",
+       "      <td>44</td>\n",
+       "      <td>0.363636</td>\n",
        "      <td>NaN</td>\n",
        "      <td>1</td>\n",
-       "      <td>2</td>\n",
+       "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>28</th>\n",
+       "      <td>#</td>\n",
+       "      <td>#</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>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
+       "      <td>0.462664</td>\n",
+       "      <td>0.857143</td>\n",
        "      <td>1</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>37</td>\n",
-       "      <td>37</td>\n",
-       "      <td>0.636364</td>\n",
+       "      <td>4.840000</td>\n",
+       "      <td>69</td>\n",
+       "      <td>46</td>\n",
+       "      <td>0.272727</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>29</th>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.284628</td>\n",
-       "      <td>0.777778</td>\n",
+       "      <td>0.004115</td>\n",
+       "      <td>0.333333</td>\n",
        "      <td>1</td>\n",
-       "      <td>2.625280</td>\n",
-       "      <td>76</td>\n",
-       "      <td>38</td>\n",
-       "      <td>0.272727</td>\n",
+       "      <td>2.333333</td>\n",
+       "      <td>47</td>\n",
+       "      <td>47</td>\n",
+       "      <td>0.454545</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>7</td>\n",
-       "      <td>9</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>39</th>\n",
+       "      <th>30</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>52</td>\n",
-       "      <td>52</td>\n",
-       "      <td>0.545455</td>\n",
+       "      <td>0.185934</td>\n",
+       "      <td>0.714286</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4.352000</td>\n",
+       "      <td>74</td>\n",
+       "      <td>49</td>\n",
+       "      <td>0.272727</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>40</th>\n",
-       "      <td>#</td>\n",
+       "      <th>31</th>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.237305</td>\n",
-       "      <td>0.750000</td>\n",
+       "      <td>0.131687</td>\n",
+       "      <td>0.666667</td>\n",
        "      <td>1</td>\n",
-       "      <td>4.000000</td>\n",
-       "      <td>93</td>\n",
-       "      <td>54</td>\n",
-       "      <td>0.272727</td>\n",
+       "      <td>8.000000</td>\n",
+       "      <td>77</td>\n",
+       "      <td>50</td>\n",
+       "      <td>0.545455</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>2</td>\n",
        "      <td>3</td>\n",
-       "      <td>4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>41</th>\n",
+       "      <th>32</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.113428</td>\n",
-       "      <td>0.647059</td>\n",
-       "      <td>2</td>\n",
-       "      <td>4.050963</td>\n",
-       "      <td>93</td>\n",
-       "      <td>55</td>\n",
+       "      <td>0.008895</td>\n",
+       "      <td>0.388889</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5.579306</td>\n",
+       "      <td>77</td>\n",
+       "      <td>50</td>\n",
        "      <td>0.181818</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>11</td>\n",
-       "      <td>17</td>\n",
+       "      <td>7</td>\n",
+       "      <td>18</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>42</th>\n",
-       "      <td>1.0</td>\n",
+       "      <th>33</th>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>56</td>\n",
-       "      <td>56</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>55</td>\n",
+       "      <td>55</td>\n",
        "      <td>0.636364</td>\n",
        "      <td>NaN</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>43</th>\n",
-       "      <td>#</td>\n",
+       "      <th>34</th>\n",
        "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.031250</td>\n",
-       "      <td>0.500000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>4.500000</td>\n",
-       "      <td>85</td>\n",
-       "      <td>58</td>\n",
-       "      <td>0.545455</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>59</td>\n",
+       "      <td>59</td>\n",
+       "      <td>0.454545</td>\n",
        "      <td>NaN</td>\n",
        "      <td>1</td>\n",
-       "      <td>2</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>44</th>\n",
-       "      <td>#</td>\n",
+       "      <th>35</th>\n",
+       "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</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>#</td>\n",
        "      <td>...</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>1.000000</td>\n",
+       "      <td>2.000000</td>\n",
        "      <td>60</td>\n",
        "      <td>60</td>\n",
-       "      <td>0.727273</td>\n",
+       "      <td>0.454545</td>\n",
        "      <td>NaN</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>45</th>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
+       "      <th>36</th>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.031250</td>\n",
-       "      <td>0.500000</td>\n",
+       "      <td>0.023730</td>\n",
+       "      <td>0.750000</td>\n",
        "      <td>1</td>\n",
-       "      <td>3.000000</td>\n",
-       "      <td>63</td>\n",
-       "      <td>63</td>\n",
-       "      <td>0.363636</td>\n",
+       "      <td>2.750000</td>\n",
+       "      <td>61</td>\n",
+       "      <td>61</td>\n",
+       "      <td>0.454545</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>46</th>\n",
+       "      <th>37</th>\n",
+       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
+       "      <td>0.131687</td>\n",
+       "      <td>0.666667</td>\n",
        "      <td>1</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>64</td>\n",
-       "      <td>64</td>\n",
-       "      <td>0.636364</td>\n",
+       "      <td>3.333333</td>\n",
+       "      <td>62</td>\n",
+       "      <td>62</td>\n",
+       "      <td>0.363636</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</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",
+       "      <th>38</th>\n",
+       "      <td>#</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>...</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>2.000000</td>\n",
-       "      <td>66</td>\n",
-       "      <td>66</td>\n",
-       "      <td>0.909091</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>70</td>\n",
+       "      <td>70</td>\n",
+       "      <td>0.545455</td>\n",
        "      <td>NaN</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>48</th>\n",
+       "      <th>39</th>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>#</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>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.007776</td>\n",
-       "      <td>0.600000</td>\n",
+       "      <td>0.031250</td>\n",
+       "      <td>0.500000</td>\n",
        "      <td>1</td>\n",
-       "      <td>1.600000</td>\n",
-       "      <td>69</td>\n",
-       "      <td>69</td>\n",
-       "      <td>0.545455</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>90</td>\n",
+       "      <td>73</td>\n",
+       "      <td>0.272727</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>49</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
+       "      <th>40</th>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>2.000000</td>\n",
-       "      <td>73</td>\n",
-       "      <td>73</td>\n",
-       "      <td>0.636364</td>\n",
+       "      <td>8.000000</td>\n",
+       "      <td>74</td>\n",
+       "      <td>74</td>\n",
+       "      <td>0.363636</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>1</td>\n",
+       "      <td>0</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>50</th>\n",
+       "      <th>41</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>2.000000</td>\n",
-       "      <td>74</td>\n",
-       "      <td>74</td>\n",
-       "      <td>0.636364</td>\n",
+       "      <td>10.000000</td>\n",
+       "      <td>77</td>\n",
+       "      <td>77</td>\n",
+       "      <td>0.545455</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>1</td>\n",
+       "      <td>0</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>51</th>\n",
-       "      <td>#</td>\n",
+       "      <th>42</th>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.131687</td>\n",
-       "      <td>0.666667</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>1.666667</td>\n",
-       "      <td>75</td>\n",
-       "      <td>75</td>\n",
+       "      <td>7.000000</td>\n",
+       "      <td>77</td>\n",
+       "      <td>77</td>\n",
        "      <td>0.363636</td>\n",
        "      <td>NaN</td>\n",
        "      <td>2</td>\n",
-       "      <td>3</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>52</th>\n",
-       "      <td>#</td>\n",
+       "      <th>43</th>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>2.000000</td>\n",
-       "      <td>76</td>\n",
-       "      <td>76</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>79</td>\n",
+       "      <td>79</td>\n",
        "      <td>0.363636</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>0</td>\n",
+       "      <td>1</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>53</th>\n",
-       "      <td>0.0</td>\n",
+       "      <th>44</th>\n",
+       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>4.000000</td>\n",
-       "      <td>76</td>\n",
-       "      <td>76</td>\n",
-       "      <td>0.363636</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>80</td>\n",
+       "      <td>80</td>\n",
+       "      <td>0.181818</td>\n",
        "      <td>NaN</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>54</th>\n",
+       "      <th>45</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
@@ -4500,119 +4478,93 @@
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.004115</td>\n",
+       "      <td>0.000412</td>\n",
        "      <td>0.333333</td>\n",
        "      <td>1</td>\n",
-       "      <td>4.666667</td>\n",
-       "      <td>77</td>\n",
-       "      <td>77</td>\n",
+       "      <td>3.024858</td>\n",
+       "      <td>80</td>\n",
+       "      <td>80</td>\n",
        "      <td>0.272727</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>55</th>\n",
+       "      <th>46</th>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
+       "      <td>0.131687</td>\n",
+       "      <td>0.666667</td>\n",
        "      <td>1</td>\n",
-       "      <td>2.000000</td>\n",
-       "      <td>78</td>\n",
-       "      <td>78</td>\n",
-       "      <td>0.363636</td>\n",
+       "      <td>7.000000</td>\n",
+       "      <td>81</td>\n",
+       "      <td>81</td>\n",
+       "      <td>0.272727</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>3</td>\n",
+       "      <td>2</td>\n",
        "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>56</th>\n",
-       "      <td>#</td>\n",
+       "      <th>47</th>\n",
        "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</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>...</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>79</td>\n",
-       "      <td>79</td>\n",
-       "      <td>0.727273</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>57</th>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>2.000000</td>\n",
-       "      <td>80</td>\n",
-       "      <td>80</td>\n",
+       "      <td>8.000000</td>\n",
+       "      <td>83</td>\n",
+       "      <td>83</td>\n",
        "      <td>0.454545</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>1</td>\n",
+       "      <td>0</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>58</th>\n",
+       "      <th>48</th>\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>#</td>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>...</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>3.000000</td>\n",
-       "      <td>81</td>\n",
-       "      <td>81</td>\n",
-       "      <td>0.454545</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>84</td>\n",
+       "      <td>84</td>\n",
+       "      <td>0.727273</td>\n",
        "      <td>NaN</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>59</th>\n",
+       "      <th>49</th>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
@@ -4621,432 +4573,345 @@
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.000977</td>\n",
-       "      <td>0.250000</td>\n",
+       "      <td>0.010240</td>\n",
+       "      <td>0.400000</td>\n",
        "      <td>1</td>\n",
-       "      <td>4.000000</td>\n",
-       "      <td>82</td>\n",
-       "      <td>82</td>\n",
-       "      <td>0.181818</td>\n",
+       "      <td>4.600000</td>\n",
+       "      <td>85</td>\n",
+       "      <td>85</td>\n",
+       "      <td>0.272727</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>60</th>\n",
-       "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>#</td>\n",
+       "      <th>50</th>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.077760</td>\n",
-       "      <td>0.600000</td>\n",
+       "      <td>0.031250</td>\n",
+       "      <td>0.500000</td>\n",
        "      <td>1</td>\n",
-       "      <td>4.800000</td>\n",
-       "      <td>93</td>\n",
-       "      <td>82</td>\n",
-       "      <td>0.272727</td>\n",
+       "      <td>6.500000</td>\n",
+       "      <td>86</td>\n",
+       "      <td>86</td>\n",
+       "      <td>0.363636</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>3</td>\n",
-       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>61</th>\n",
+       "      <th>51</th>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.051562</td>\n",
-       "      <td>0.750000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>4.500000</td>\n",
-       "      <td>85</td>\n",
-       "      <td>85</td>\n",
-       "      <td>0.454545</td>\n",
+       "      <td>8.500000</td>\n",
+       "      <td>87</td>\n",
+       "      <td>87</td>\n",
+       "      <td>0.363636</td>\n",
        "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>62</th>\n",
+       "      <th>52</th>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.013169</td>\n",
-       "      <td>0.666667</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>2.333333</td>\n",
-       "      <td>86</td>\n",
-       "      <td>86</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>87</td>\n",
+       "      <td>87</td>\n",
        "      <td>0.363636</td>\n",
        "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>63</th>\n",
-       "      <td>0.0</td>\n",
-       "      <td>#</td>\n",
+       "      <th>53</th>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
        "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.013169</td>\n",
-       "      <td>0.666667</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2.333333</td>\n",
-       "      <td>86</td>\n",
-       "      <td>86</td>\n",
-       "      <td>0.636364</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>64</th>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
        "      <td>3.000000</td>\n",
-       "      <td>90</td>\n",
-       "      <td>90</td>\n",
-       "      <td>0.545455</td>\n",
+       "      <td>88</td>\n",
+       "      <td>88</td>\n",
+       "      <td>0.454545</td>\n",
        "      <td>NaN</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>65</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
+       "      <th>54</th>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.131687</td>\n",
-       "      <td>0.666667</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1.666667</td>\n",
-       "      <td>91</td>\n",
-       "      <td>91</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>66</th>\n",
-       "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3.000000</td>\n",
-       "      <td>93</td>\n",
-       "      <td>93</td>\n",
-       "      <td>0.272727</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>67</th>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>...</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
        "      <td>1.000000</td>\n",
-       "      <td>97</td>\n",
-       "      <td>97</td>\n",
-       "      <td>0.272727</td>\n",
+       "      <td>89</td>\n",
+       "      <td>89</td>\n",
+       "      <td>0.636364</td>\n",
        "      <td>NaN</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>68</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <th>55</th>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>1.0</td>\n",
        "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.100000</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>1.500000</td>\n",
-       "      <td>98</td>\n",
-       "      <td>98</td>\n",
-       "      <td>0.727273</td>\n",
+       "      <td>4.666667</td>\n",
+       "      <td>91</td>\n",
+       "      <td>91</td>\n",
+       "      <td>0.363636</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>69 rows × 22 columns</p>\n",
+       "<p>56 rows × 22 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
        "    A_0  A_1  A_2  R_0  R_1  R_2  R_3  R_4  R_5  R_6  ...   Fitness  Accuracy  \\\n",
-       "0     #  0.0    #  1.0  0.0  0.0  1.0    #    #    #  ...  0.077760  0.600000   \n",
-       "1     #    #  1.0  1.0  1.0    #  1.0    #  1.0    #  ...  1.000000  1.000000   \n",
-       "2   1.0    #  0.0    #    #  0.0    #  1.0  1.0  0.0  ...  1.000000  1.000000   \n",
-       "3   0.0  1.0  0.0    #    #  0.0  1.0    #    #    #  ...  1.000000  1.000000   \n",
-       "4   0.0    #    #  0.0  1.0  0.0    #    #    #    #  ...  0.237305  0.750000   \n",
-       "5   0.0  1.0  0.0    #    #    #  0.0  0.0  0.0  0.0  ...  1.000000  1.000000   \n",
-       "6     #  0.0  1.0  0.0  0.0  0.0    #  1.0  1.0    #  ...  1.000000  1.000000   \n",
-       "7     #  0.0  1.0  1.0    #  0.0    #  0.0  1.0  1.0  ...  1.000000  1.000000   \n",
-       "8   0.0  0.0    #  1.0  0.0    #    #    #    #  0.0  ...  0.327680  0.800000   \n",
-       "9     #    #  0.0    #  0.0  1.0  0.0  0.0    #  1.0  ...  0.004115  0.333333   \n",
-       "10    #  0.0  1.0  0.0  1.0    #  1.0  1.0    #  0.0  ...  1.000000  1.000000   \n",
-       "11  0.0    #    #  0.0  0.0    #  0.0    #    #  1.0  ...  1.000000  1.000000   \n",
-       "12    #    #  0.0  0.0  0.0  0.0    #  1.0    #    #  ...  1.000000  1.000000   \n",
-       "13    #  0.0    #  1.0  0.0  1.0  0.0  0.0  1.0    #  ...  1.000000  1.000000   \n",
-       "14  1.0    #  0.0  1.0    #  1.0    #  1.0    #    #  ...  0.131687  0.666667   \n",
-       "15    #  0.0  1.0    #  1.0  1.0    #  1.0    #  0.0  ...  1.000000  1.000000   \n",
-       "16    #    #  1.0    #    #  1.0  1.0    #    #    #  ...  0.131687  0.666667   \n",
-       "17    #    #  1.0    #    #  0.0  0.0  1.0    #    #  ...  0.077760  0.600000   \n",
-       "18  0.0    #    #    #    #  0.0  0.0  1.0    #    #  ...  1.000000  1.000000   \n",
-       "19    #    #  1.0    #  1.0  0.0    #    #    #  1.0  ...  1.000000  1.000000   \n",
-       "20  0.0    #    #  1.0    #  1.0    #  1.0    #  1.0  ...  1.000000  1.000000   \n",
-       "21  0.0    #  0.0  0.0    #  0.0    #    #  0.0  1.0  ...  1.000000  1.000000   \n",
-       "22  1.0  1.0  1.0    #    #    #  1.0    #  1.0  0.0  ...  1.000000  1.000000   \n",
-       "23    #  0.0    #  1.0  0.0    #  1.0  0.0    #    #  ...  1.000000  1.000000   \n",
-       "24    #    #    #    #  1.0    #  0.0    #  1.0  1.0  ...  0.131687  0.666667   \n",
-       "25    #    #    #  0.0  0.0    #    #  0.0    #  0.0  ...  0.237305  0.750000   \n",
-       "26  0.0  1.0    #    #    #  0.0    #    #    #  1.0  ...  0.000320  0.200000   \n",
-       "27    #  1.0    #    #  0.0  1.0    #    #  1.0  0.0  ...  0.031250  0.500000   \n",
-       "28  0.0  0.0  1.0  1.0  1.0    #    #    #  0.0  0.0  ...  1.000000  1.000000   \n",
-       "29    #  1.0    #  0.0    #    #  0.0    #    #    #  ...  0.284628  0.777778   \n",
-       "..  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...       ...       ...   \n",
-       "39    #    #    #  1.0    #  0.0  1.0  0.0    #  1.0  ...  1.000000  1.000000   \n",
-       "40    #    #  1.0    #    #  1.0  1.0    #    #    #  ...  0.237305  0.750000   \n",
-       "41    #  1.0    #    #    #    #  1.0    #    #    #  ...  0.113428  0.647059   \n",
-       "42  1.0  0.0    #  1.0  0.0    #  0.0  0.0    #  0.0  ...  1.000000  1.000000   \n",
-       "43    #  1.0  0.0  0.0    #  0.0    #  1.0    #    #  ...  0.031250  0.500000   \n",
-       "44    #  1.0  0.0    #  1.0  1.0  0.0  0.0  0.0    #  ...  1.000000  1.000000   \n",
-       "45    #    #    #    #    #    #  0.0  0.0  1.0  0.0  ...  0.031250  0.500000   \n",
-       "46    #    #    #  1.0  1.0  1.0  0.0  0.0  0.0  1.0  ...  1.000000  1.000000   \n",
-       "47  0.0  0.0  0.0  1.0  0.0    #  0.0  0.0  0.0  1.0  ...  1.000000  1.000000   \n",
-       "48    #  0.0  1.0  1.0  0.0  0.0  1.0    #    #    #  ...  0.007776  0.600000   \n",
-       "49  1.0  1.0  0.0    #    #  1.0  0.0    #    #  1.0  ...  1.000000  1.000000   \n",
-       "50  1.0    #  0.0  0.0    #  0.0  0.0  1.0    #    #  ...  1.000000  1.000000   \n",
-       "51    #  0.0    #  0.0  1.0  1.0    #    #    #    #  ...  0.131687  0.666667   \n",
-       "52    #    #    #  0.0  0.0    #  0.0    #    #  1.0  ...  0.000000  0.000000   \n",
-       "53  0.0    #    #  0.0    #    #  0.0    #    #    #  ...  1.000000  1.000000   \n",
-       "54    #    #    #  0.0    #    #    #  1.0  0.0    #  ...  0.004115  0.333333   \n",
-       "55    #  1.0  1.0    #    #    #  0.0    #    #  0.0  ...  1.000000  1.000000   \n",
-       "56    #  0.0  1.0  1.0    #  0.0  1.0  1.0  0.0  0.0  ...  1.000000  1.000000   \n",
-       "57  1.0    #  1.0  0.0    #    #    #    #  1.0  1.0  ...  1.000000  1.000000   \n",
-       "58  1.0  1.0  0.0    #    #    #  1.0    #    #    #  ...  1.000000  1.000000   \n",
-       "59    #    #    #    #    #    #  1.0    #    #  0.0  ...  0.000977  0.250000   \n",
-       "60    #  1.0    #    #    #    #  1.0  1.0    #    #  ...  0.077760  0.600000   \n",
-       "61    #  1.0  0.0  0.0    #  0.0    #    #    #    #  ...  0.051562  0.750000   \n",
-       "62    #    #    #    #  1.0    #    #    #  1.0  1.0  ...  0.013169  0.666667   \n",
-       "63  0.0    #    #  1.0  1.0    #  0.0    #  1.0  1.0  ...  0.013169  0.666667   \n",
-       "64  0.0  1.0  0.0    #  0.0  0.0    #    #    #    #  ...  1.000000  1.000000   \n",
-       "65  1.0    #    #    #    #    #  0.0    #    #  1.0  ...  0.131687  0.666667   \n",
-       "66    #  1.0    #  0.0    #    #  1.0    #    #    #  ...  0.000000  0.000000   \n",
-       "67    #    #  0.0    #    #    #    #    #  0.0    #  ...  1.000000  1.000000   \n",
-       "68  1.0  0.0  0.0    #    #  1.0    #  0.0  1.0  1.0  ...  0.100000  1.000000   \n",
+       "0     #  1.0    #    #  1.0    #    #    #  0.0  1.0  ...  0.168070  0.700000   \n",
+       "1     #    #    #    #    #  1.0    #    #  0.0    #  ...  0.052922  0.555556   \n",
+       "2   1.0    #  1.0    #    #    #    #  0.0    #    #  ...  1.000000  1.000000   \n",
+       "3     #    #  0.0  0.0    #    #    #    #    #  1.0  ...  0.010240  0.400000   \n",
+       "4   0.0  0.0  1.0  1.0    #    #    #    #  1.0    #  ...  0.031250  0.500000   \n",
+       "5     #  0.0  0.0  1.0    #    #    #    #  0.0    #  ...  0.185934  0.714286   \n",
+       "6   1.0    #  1.0    #    #  0.0    #  1.0  0.0    #  ...  1.000000  1.000000   \n",
+       "7   0.0    #  1.0  0.0  1.0    #  0.0  1.0    #  1.0  ...  1.000000  1.000000   \n",
+       "8     #    #  0.0    #    #  0.0    #  1.0    #    #  ...  0.000977  0.250000   \n",
+       "9   1.0    #    #  1.0    #    #    #    #  1.0  1.0  ...  0.031250  0.500000   \n",
+       "10    #    #    #  1.0  0.0    #    #  0.0    #    #  ...  0.212084  0.733333   \n",
+       "11    #  1.0  1.0    #  1.0  0.0  0.0  0.0  1.0  0.0  ...  1.000000  1.000000   \n",
+       "12  0.0    #  1.0    #    #    #    #    #  0.0    #  ...  0.019404  0.454545   \n",
+       "13    #    #    #    #  0.0  0.0    #    #    #    #  ...  0.008417  0.384615   \n",
+       "14  1.0    #    #  1.0    #    #    #    #    #    #  ...  0.168070  0.700000   \n",
+       "15  1.0  0.0  0.0  0.0    #  0.0    #  1.0    #  0.0  ...  1.000000  1.000000   \n",
+       "16    #    #    #  0.0  1.0  0.0  1.0  0.0  0.0    #  ...  1.000000  1.000000   \n",
+       "17    #    #    #  1.0  1.0  1.0    #  1.0  1.0  0.0  ...  1.000000  1.000000   \n",
+       "18  0.0    #    #    #    #  1.0    #    #    #    #  ...  0.159036  0.692308   \n",
+       "19    #  0.0    #  0.0    #  1.0    #  0.0    #    #  ...  0.031250  0.500000   \n",
+       "20    #    #  1.0  0.0    #    #    #    #  0.0    #  ...  0.168070  0.700000   \n",
+       "21    #    #  0.0    #  1.0    #    #  0.0    #  1.0  ...  0.237305  0.750000   \n",
+       "22  1.0    #  1.0    #  1.0    #    #  0.0    #    #  ...  1.000000  1.000000   \n",
+       "23  1.0    #  1.0    #    #    #    #  0.0    #    #  ...  0.131687  0.666667   \n",
+       "24    #  1.0    #  0.0    #    #    #  1.0    #    #  ...  0.031250  0.500000   \n",
+       "25    #  1.0    #    #  1.0    #    #    #  0.0  1.0  ...  0.010240  0.400000   \n",
+       "26    #    #  0.0    #    #  0.0    #  1.0  1.0    #  ...  0.000000  0.000000   \n",
+       "27    #    #    #  1.0  0.0    #    #  1.0  1.0    #  ...  0.004115  0.333333   \n",
+       "28    #    #  0.0    #    #    #    #  0.0  0.0    #  ...  0.462664  0.857143   \n",
+       "29    #  0.0    #    #    #    #  1.0  1.0  1.0  0.0  ...  0.004115  0.333333   \n",
+       "30  0.0    #    #    #    #    #    #    #  1.0    #  ...  0.185934  0.714286   \n",
+       "31  0.0    #  1.0    #    #  1.0    #    #  0.0  0.0  ...  0.131687  0.666667   \n",
+       "32  0.0    #    #    #    #    #    #    #    #    #  ...  0.008895  0.388889   \n",
+       "33  0.0  0.0    #  1.0  0.0    #  1.0    #  0.0    #  ...  1.000000  1.000000   \n",
+       "34  1.0  0.0  1.0  0.0    #    #    #  0.0    #    #  ...  1.000000  1.000000   \n",
+       "35  0.0  1.0  0.0    #    #    #    #  1.0  1.0    #  ...  1.000000  1.000000   \n",
+       "36    #    #  1.0  0.0    #  0.0  0.0    #  0.0    #  ...  0.023730  0.750000   \n",
+       "37    #    #    #    #  0.0    #  0.0  0.0  1.0    #  ...  0.131687  0.666667   \n",
+       "38    #  1.0    #    #  1.0  0.0    #    #  0.0  0.0  ...  1.000000  1.000000   \n",
+       "39    #    #    #  1.0    #    #    #  0.0  1.0    #  ...  0.031250  0.500000   \n",
+       "40  0.0    #    #    #    #    #    #    #  1.0  0.0  ...  0.000000  0.000000   \n",
+       "41  0.0    #  1.0    #    #  1.0    #    #  0.0  0.0  ...  0.000000  0.000000   \n",
+       "42  0.0    #    #    #    #  1.0    #    #    #  0.0  ...  1.000000  1.000000   \n",
+       "43  0.0    #  1.0  1.0    #    #    #    #  1.0    #  ...  1.000000  1.000000   \n",
+       "44    #    #    #    #    #  0.0    #    #    #    #  ...  1.000000  1.000000   \n",
+       "45  1.0    #    #    #    #  0.0    #    #    #    #  ...  0.000412  0.333333   \n",
+       "46    #  0.0    #  1.0    #    #    #    #  0.0    #  ...  0.131687  0.666667   \n",
+       "47  0.0  1.0    #    #  1.0    #    #    #  0.0  1.0  ...  0.000000  0.000000   \n",
+       "48  1.0  0.0  0.0  1.0  0.0    #  1.0  1.0    #  1.0  ...  1.000000  1.000000   \n",
+       "49    #    #    #    #    #    #  1.0    #  1.0    #  ...  0.010240  0.400000   \n",
+       "50    #    #    #  0.0  1.0  1.0    #    #    #    #  ...  0.031250  0.500000   \n",
+       "51    #  1.0    #    #  1.0  1.0    #    #  0.0    #  ...  0.000000  0.000000   \n",
+       "52    #    #    #    #    #    #    #  0.0  0.0  1.0  ...  0.000000  0.000000   \n",
+       "53    #  0.0  1.0    #    #    #  1.0  1.0  1.0    #  ...  1.000000  1.000000   \n",
+       "54    #    #  0.0  0.0    #    #  0.0  0.0  1.0  0.0  ...  1.000000  1.000000   \n",
+       "55    #  1.0    #  1.0    #    #  1.0  1.0    #    #  ...  1.000000  1.000000   \n",
        "\n",
        "    Numerosity  Avg Match Set Size  TimeStamp GA  Iteration Initialized  \\\n",
-       "0            3            1.600000            69                      0   \n",
-       "1            1            1.000000             1                      1   \n",
-       "2            1            1.500000             2                      2   \n",
-       "3            2            3.200000            85                      3   \n",
-       "4            1            1.250000            53                      4   \n",
-       "5            1            1.000000             5                      5   \n",
+       "0            3            4.880576            83                      0   \n",
+       "1            1            4.262080            87                      1   \n",
+       "2            1            2.750000            59                      2   \n",
+       "3            1            3.000000             3                      3   \n",
+       "4            2            2.500000            79                      4   \n",
+       "5            2            4.328000            81                      6   \n",
        "6            1            1.000000             7                      7   \n",
-       "7            1            2.000000             8                      8   \n",
-       "8            1            1.400000            39                      9   \n",
-       "9            1            1.666667            12                     12   \n",
-       "10           1            1.000000            13                     13   \n",
-       "11           1            1.500000            76                     14   \n",
-       "12           2            2.500000            58                     15   \n",
-       "13           1            1.500000            16                     16   \n",
-       "14           1            1.666667            17                     17   \n",
-       "15           2            1.000000            46                     18   \n",
-       "16           2            3.200000            93                     19   \n",
-       "17           1            1.600000            61                     20   \n",
-       "18           1            2.500000            86                     21   \n",
-       "19           1            1.000000            99                     23   \n",
-       "20           1            1.000000            24                     24   \n",
-       "21           1            2.500000            58                     26   \n",
-       "22           1            1.000000            27                     27   \n",
-       "23           1            1.500000            71                     28   \n",
-       "24           1            2.333333            86                     29   \n",
-       "25           1            2.451200            30                     30   \n",
-       "26           1            3.600000            33                     33   \n",
-       "27           1            2.500000            36                     36   \n",
-       "28           1            1.000000            37                     37   \n",
-       "29           1            2.625280            76                     38   \n",
-       "..         ...                 ...           ...                    ...   \n",
-       "39           1            1.000000            52                     52   \n",
-       "40           1            4.000000            93                     54   \n",
-       "41           2            4.050963            93                     55   \n",
-       "42           1            1.000000            56                     56   \n",
-       "43           1            4.500000            85                     58   \n",
-       "44           1            1.000000            60                     60   \n",
-       "45           1            3.000000            63                     63   \n",
-       "46           1            1.000000            64                     64   \n",
-       "47           1            2.000000            66                     66   \n",
-       "48           1            1.600000            69                     69   \n",
-       "49           1            2.000000            73                     73   \n",
-       "50           1            2.000000            74                     74   \n",
-       "51           1            1.666667            75                     75   \n",
-       "52           1            2.000000            76                     76   \n",
-       "53           1            4.000000            76                     76   \n",
-       "54           1            4.666667            77                     77   \n",
-       "55           1            2.000000            78                     78   \n",
-       "56           1            1.000000            79                     79   \n",
-       "57           1            2.000000            80                     80   \n",
-       "58           1            3.000000            81                     81   \n",
-       "59           1            4.000000            82                     82   \n",
-       "60           1            4.800000            93                     82   \n",
-       "61           1            4.500000            85                     85   \n",
-       "62           1            2.333333            86                     86   \n",
-       "63           1            2.333333            86                     86   \n",
-       "64           1            3.000000            90                     90   \n",
-       "65           1            1.666667            91                     91   \n",
-       "66           1            3.000000            93                     93   \n",
-       "67           1            1.000000            97                     97   \n",
-       "68           1            1.500000            98                     98   \n",
+       "7            1            1.000000             8                      8   \n",
+       "8            2            2.856000            42                      9   \n",
+       "9            1            3.250000            90                     10   \n",
+       "10           2            5.616008            73                     12   \n",
+       "11           1            1.000000            13                     13   \n",
+       "12           1            5.179494            77                     17   \n",
+       "13           1            4.219886            80                     18   \n",
+       "14           1            3.518656            90                     20   \n",
+       "15           1            2.000000            23                     23   \n",
+       "16           1            1.000000            24                     24   \n",
+       "17           1            2.000000            25                     25   \n",
+       "18           1            5.407380            77                     26   \n",
+       "19           1            3.794112            63                     27   \n",
+       "20           2            5.566208            87                     28   \n",
+       "21           1            1.750000            75                     30   \n",
+       "22           2            4.000000            59                     31   \n",
+       "23           1            3.480000            59                     31   \n",
+       "24           1            3.834688            67                     33   \n",
+       "25           1            5.800000            87                     35   \n",
+       "26           1            5.000000            42                     42   \n",
+       "27           1            3.333333            44                     44   \n",
+       "28           1            4.840000            69                     46   \n",
+       "29           1            2.333333            47                     47   \n",
+       "30           2            4.352000            74                     49   \n",
+       "31           1            8.000000            77                     50   \n",
+       "32           1            5.579306            77                     50   \n",
+       "33           1            3.000000            55                     55   \n",
+       "34           1            4.000000            59                     59   \n",
+       "35           1            2.000000            60                     60   \n",
+       "36           1            2.750000            61                     61   \n",
+       "37           1            3.333333            62                     62   \n",
+       "38           1            1.000000            70                     70   \n",
+       "39           1            4.000000            90                     73   \n",
+       "40           1            8.000000            74                     74   \n",
+       "41           1           10.000000            77                     77   \n",
+       "42           1            7.000000            77                     77   \n",
+       "43           1            6.000000            79                     79   \n",
+       "44           1            9.000000            80                     80   \n",
+       "45           1            3.024858            80                     80   \n",
+       "46           1            7.000000            81                     81   \n",
+       "47           1            8.000000            83                     83   \n",
+       "48           1            4.000000            84                     84   \n",
+       "49           1            4.600000            85                     85   \n",
+       "50           1            6.500000            86                     86   \n",
+       "51           1            8.500000            87                     87   \n",
+       "52           1            9.000000            87                     87   \n",
+       "53           1            3.000000            88                     88   \n",
+       "54           1            1.000000            89                     89   \n",
+       "55           1            4.666667            91                     91   \n",
        "\n",
        "    Specificity  Deletion Probability  Correct Count  Match Count  \n",
-       "0      0.454545                   NaN              3            5  \n",
-       "1      0.545455                   NaN              1            1  \n",
-       "2      0.545455                   NaN              2            2  \n",
-       "3      0.545455                   NaN              5            5  \n",
-       "4      0.454545                   NaN              3            4  \n",
-       "5      0.727273                   NaN              1            1  \n",
-       "6      0.727273                   NaN              1            1  \n",
+       "0      0.363636                   NaN              7           10  \n",
+       "1      0.272727                   NaN              5            9  \n",
+       "2      0.363636                   NaN              4            4  \n",
+       "3      0.363636                   NaN              2            5  \n",
+       "4      0.454545                   NaN              2            4  \n",
+       "5      0.363636                   NaN              5            7  \n",
+       "6      0.545455                   NaN              1            1  \n",
        "7      0.727273                   NaN              1            1  \n",
-       "8      0.454545                   NaN              4            5  \n",
-       "9      0.545455                   NaN              1            3  \n",
-       "10     0.727273                   NaN              1            1  \n",
-       "11     0.545455                   NaN              2            2  \n",
-       "12     0.545455                   NaN              2            2  \n",
-       "13     0.636364                   NaN              2            2  \n",
-       "14     0.545455                   NaN              2            3  \n",
-       "15     0.545455                   NaN              2            2  \n",
-       "16     0.363636                   NaN              4            6  \n",
-       "17     0.363636                   NaN              3            5  \n",
-       "18     0.454545                   NaN              2            2  \n",
-       "19     0.454545                   NaN              3            3  \n",
-       "20     0.454545                   NaN              1            1  \n",
-       "21     0.636364                   NaN              2            2  \n",
-       "22     0.545455                   NaN              1            1  \n",
-       "23     0.454545                   NaN              2            2  \n",
-       "24     0.454545                   NaN              2            3  \n",
-       "25     0.363636                   NaN              6            8  \n",
-       "26     0.454545                   NaN              1            5  \n",
-       "27     0.545455                   NaN              1            2  \n",
-       "28     0.636364                   NaN              1            1  \n",
-       "29     0.272727                   NaN              7            9  \n",
-       "..          ...                   ...            ...          ...  \n",
-       "39     0.545455                   NaN              1            1  \n",
-       "40     0.272727                   NaN              3            4  \n",
-       "41     0.181818                   NaN             11           17  \n",
-       "42     0.636364                   NaN              1            1  \n",
-       "43     0.545455                   NaN              1            2  \n",
-       "44     0.727273                   NaN              1            1  \n",
-       "45     0.363636                   NaN              1            2  \n",
-       "46     0.636364                   NaN              1            1  \n",
-       "47     0.909091                   NaN              1            1  \n",
-       "48     0.545455                   NaN              0            0  \n",
-       "49     0.636364                   NaN              1            1  \n",
-       "50     0.636364                   NaN              1            1  \n",
-       "51     0.363636                   NaN              2            3  \n",
+       "8      0.363636                   NaN              2            8  \n",
+       "9      0.454545                   NaN              2            4  \n",
+       "10     0.272727                   NaN             11           15  \n",
+       "11     0.818182                   NaN              1            1  \n",
+       "12     0.363636                   NaN              5           11  \n",
+       "13     0.272727                   NaN              5           13  \n",
+       "14     0.272727                   NaN              7           10  \n",
+       "15     0.636364                   NaN              1            1  \n",
+       "16     0.545455                   NaN              1            1  \n",
+       "17     0.636364                   NaN              1            1  \n",
+       "18     0.272727                   NaN              9           13  \n",
+       "19     0.363636                   NaN              5           10  \n",
+       "20     0.272727                   NaN              7           10  \n",
+       "21     0.454545                   NaN              3            4  \n",
+       "22     0.454545                   NaN              1            1  \n",
+       "23     0.272727                   NaN              4            6  \n",
+       "24     0.272727                   NaN              5           10  \n",
+       "25     0.363636                   NaN              2            5  \n",
+       "26     0.454545                   NaN              0            1  \n",
+       "27     0.363636                   NaN              1            3  \n",
+       "28     0.272727                   NaN              6            7  \n",
+       "29     0.454545                   NaN              1            3  \n",
+       "30     0.272727                   NaN              5            7  \n",
+       "31     0.545455                   NaN              2            3  \n",
+       "32     0.181818                   NaN              7           18  \n",
+       "33     0.636364                   NaN              1            1  \n",
+       "34     0.454545                   NaN              1            1  \n",
+       "35     0.454545                   NaN              1            1  \n",
+       "36     0.454545                   NaN              0            0  \n",
+       "37     0.363636                   NaN              2            3  \n",
+       "38     0.545455                   NaN              1            1  \n",
+       "39     0.272727                   NaN              2            4  \n",
+       "40     0.363636                   NaN              0            1  \n",
+       "41     0.545455                   NaN              0            1  \n",
+       "42     0.363636                   NaN              2            2  \n",
+       "43     0.363636                   NaN              1            1  \n",
+       "44     0.181818                   NaN              1            1  \n",
+       "45     0.272727                   NaN              0            0  \n",
+       "46     0.272727                   NaN              2            3  \n",
+       "47     0.454545                   NaN              0            1  \n",
+       "48     0.727273                   NaN              1            1  \n",
+       "49     0.272727                   NaN              2            5  \n",
+       "50     0.363636                   NaN              1            2  \n",
+       "51     0.363636                   NaN              0            2  \n",
        "52     0.363636                   NaN              0            1  \n",
-       "53     0.363636                   NaN              1            1  \n",
-       "54     0.272727                   NaN              1            3  \n",
+       "53     0.454545                   NaN              1            1  \n",
+       "54     0.636364                   NaN              1            1  \n",
        "55     0.363636                   NaN              3            3  \n",
-       "56     0.727273                   NaN              1            1  \n",
-       "57     0.454545                   NaN              1            1  \n",
-       "58     0.454545                   NaN              1            1  \n",
-       "59     0.181818                   NaN              1            4  \n",
-       "60     0.272727                   NaN              3            5  \n",
-       "61     0.454545                   NaN              0            0  \n",
-       "62     0.363636                   NaN              0            0  \n",
-       "63     0.636364                   NaN              0            0  \n",
-       "64     0.545455                   NaN              1            1  \n",
-       "65     0.363636                   NaN              2            3  \n",
-       "66     0.272727                   NaN              0            1  \n",
-       "67     0.272727                   NaN              1            1  \n",
-       "68     0.727273                   NaN              0            0  \n",
        "\n",
-       "[69 rows x 22 columns]"
+       "[56 rows x 22 columns]"
       ]
      },
      "metadata": {},
@@ -5091,45 +4956,45 @@
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>Specificity Sum</td>\n",
-       "      <td>32.00</td>\n",
-       "      <td>44.000000</td>\n",
-       "      <td>41.000000</td>\n",
+       "      <td>27.00000</td>\n",
+       "      <td>23.000000</td>\n",
+       "      <td>30.000000</td>\n",
+       "      <td>28.000000</td>\n",
+       "      <td>22.000000</td>\n",
+       "      <td>21.000000</td>\n",
+       "      <td>12.00</td>\n",
+       "      <td>30.00000</td>\n",
        "      <td>40.000000</td>\n",
-       "      <td>36.0</td>\n",
-       "      <td>44.00</td>\n",
-       "      <td>45.000000</td>\n",
-       "      <td>38.000000</td>\n",
-       "      <td>27.000000</td>\n",
-       "      <td>42.0</td>\n",
-       "      <td>41.000000</td>\n",
+       "      <td>21.00</td>\n",
+       "      <td>33.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>Accuracy Sum</td>\n",
-       "      <td>29.75</td>\n",
-       "      <td>37.488562</td>\n",
-       "      <td>37.533333</td>\n",
-       "      <td>33.061111</td>\n",
-       "      <td>30.2</td>\n",
-       "      <td>37.45</td>\n",
-       "      <td>35.838562</td>\n",
-       "      <td>34.283333</td>\n",
-       "      <td>24.333333</td>\n",
-       "      <td>36.0</td>\n",
-       "      <td>36.366667</td>\n",
+       "      <td>18.83098</td>\n",
+       "      <td>15.928571</td>\n",
+       "      <td>21.873593</td>\n",
+       "      <td>20.645238</td>\n",
+       "      <td>15.601282</td>\n",
+       "      <td>12.882479</td>\n",
+       "      <td>10.15</td>\n",
+       "      <td>22.07381</td>\n",
+       "      <td>24.441053</td>\n",
+       "      <td>13.15</td>\n",
+       "      <td>20.654484</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "             Label    A_0        A_1        A_2        R_0   R_1    R_2  \\\n",
-       "0  Specificity Sum  32.00  44.000000  41.000000  40.000000  36.0  44.00   \n",
-       "1     Accuracy Sum  29.75  37.488562  37.533333  33.061111  30.2  37.45   \n",
+       "             Label       A_0        A_1        A_2        R_0        R_1  \\\n",
+       "0  Specificity Sum  27.00000  23.000000  30.000000  28.000000  22.000000   \n",
+       "1     Accuracy Sum  18.83098  15.928571  21.873593  20.645238  15.601282   \n",
        "\n",
-       "         R_3        R_4        R_5   R_6        R_7  \n",
-       "0  45.000000  38.000000  27.000000  42.0  41.000000  \n",
-       "1  35.838562  34.283333  24.333333  36.0  36.366667  "
+       "         R_2    R_3       R_4        R_5    R_6        R_7  \n",
+       "0  21.000000  12.00  30.00000  40.000000  21.00  33.000000  \n",
+       "1  12.882479  10.15  22.07381  24.441053  13.15  20.654484  "
       ]
      },
      "metadata": {},
@@ -5205,465 +5070,465 @@
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>#</td>\n",
-       "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>2</td>\n",
-       "      <td>82.999638</td>\n",
-       "      <td>4970</td>\n",
+       "      <td>0.096911</td>\n",
+       "      <td>0.627010</td>\n",
        "      <td>1</td>\n",
-       "      <td>0.545455</td>\n",
-       "      <td>0.001494</td>\n",
-       "      <td>78</td>\n",
-       "      <td>78</td>\n",
+       "      <td>72.555913</td>\n",
+       "      <td>4913</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.363636</td>\n",
+       "      <td>0.000781</td>\n",
+       "      <td>195</td>\n",
+       "      <td>311</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.104358</td>\n",
-       "      <td>0.636364</td>\n",
-       "      <td>1</td>\n",
-       "      <td>66.467549</td>\n",
-       "      <td>4785</td>\n",
-       "      <td>15</td>\n",
-       "      <td>0.545455</td>\n",
-       "      <td>0.000598</td>\n",
-       "      <td>49</td>\n",
-       "      <td>77</td>\n",
+       "      <td>0.256215</td>\n",
+       "      <td>0.761589</td>\n",
+       "      <td>2</td>\n",
+       "      <td>73.824502</td>\n",
+       "      <td>4968</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.363636</td>\n",
+       "      <td>0.001590</td>\n",
+       "      <td>230</td>\n",
+       "      <td>302</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
+       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.229843</td>\n",
-       "      <td>0.745223</td>\n",
+       "      <td>0.234828</td>\n",
+       "      <td>0.748428</td>\n",
        "      <td>1</td>\n",
-       "      <td>63.732106</td>\n",
-       "      <td>4978</td>\n",
-       "      <td>24</td>\n",
-       "      <td>0.454545</td>\n",
-       "      <td>0.000574</td>\n",
-       "      <td>117</td>\n",
-       "      <td>157</td>\n",
+       "      <td>72.940204</td>\n",
+       "      <td>4964</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0.363636</td>\n",
+       "      <td>0.000772</td>\n",
+       "      <td>238</td>\n",
+       "      <td>318</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.092818</td>\n",
-       "      <td>0.621622</td>\n",
+       "      <td>0.095367</td>\n",
+       "      <td>0.625000</td>\n",
        "      <td>1</td>\n",
-       "      <td>64.479725</td>\n",
-       "      <td>4982</td>\n",
+       "      <td>55.726002</td>\n",
+       "      <td>4970</td>\n",
        "      <td>28</td>\n",
-       "      <td>0.454545</td>\n",
-       "      <td>0.000580</td>\n",
-       "      <td>92</td>\n",
-       "      <td>148</td>\n",
+       "      <td>0.272727</td>\n",
+       "      <td>0.000600</td>\n",
+       "      <td>390</td>\n",
+       "      <td>624</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.232340</td>\n",
-       "      <td>0.746835</td>\n",
-       "      <td>2</td>\n",
-       "      <td>71.254368</td>\n",
-       "      <td>4996</td>\n",
-       "      <td>44</td>\n",
-       "      <td>0.545455</td>\n",
-       "      <td>0.001283</td>\n",
-       "      <td>59</td>\n",
-       "      <td>79</td>\n",
+       "      <td>0.058091</td>\n",
+       "      <td>0.566007</td>\n",
+       "      <td>1</td>\n",
+       "      <td>50.199340</td>\n",
+       "      <td>4985</td>\n",
+       "      <td>85</td>\n",
+       "      <td>0.272727</td>\n",
+       "      <td>0.000541</td>\n",
+       "      <td>343</td>\n",
+       "      <td>606</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
        "      <td>#</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>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.201727</td>\n",
-       "      <td>0.726027</td>\n",
+       "      <td>0.269329</td>\n",
+       "      <td>0.769231</td>\n",
        "      <td>2</td>\n",
-       "      <td>54.439725</td>\n",
-       "      <td>4738</td>\n",
-       "      <td>69</td>\n",
-       "      <td>0.545455</td>\n",
-       "      <td>0.000980</td>\n",
-       "      <td>53</td>\n",
-       "      <td>73</td>\n",
+       "      <td>90.642978</td>\n",
+       "      <td>4858</td>\n",
+       "      <td>88</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.001952</td>\n",
+       "      <td>120</td>\n",
+       "      <td>156</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.234697</td>\n",
-       "      <td>0.748344</td>\n",
+       "      <td>0.031250</td>\n",
+       "      <td>0.500000</td>\n",
        "      <td>1</td>\n",
-       "      <td>58.840274</td>\n",
-       "      <td>4977</td>\n",
-       "      <td>78</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.000530</td>\n",
-       "      <td>226</td>\n",
-       "      <td>302</td>\n",
+       "      <td>57.657736</td>\n",
+       "      <td>4312</td>\n",
+       "      <td>208</td>\n",
+       "      <td>0.727273</td>\n",
+       "      <td>0.000621</td>\n",
+       "      <td>9</td>\n",
+       "      <td>18</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7</th>\n",
        "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.327680</td>\n",
-       "      <td>0.800000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>65.627071</td>\n",
-       "      <td>4175</td>\n",
-       "      <td>79</td>\n",
-       "      <td>0.727273</td>\n",
-       "      <td>0.000591</td>\n",
-       "      <td>16</td>\n",
-       "      <td>20</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>5</td>\n",
+       "      <td>96.736559</td>\n",
+       "      <td>4950</td>\n",
+       "      <td>211</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.005209</td>\n",
+       "      <td>150</td>\n",
+       "      <td>150</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8</th>\n",
-       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.261500</td>\n",
-       "      <td>0.764706</td>\n",
+       "      <td>0.094168</td>\n",
+       "      <td>0.623420</td>\n",
        "      <td>1</td>\n",
-       "      <td>91.886819</td>\n",
-       "      <td>4952</td>\n",
-       "      <td>137</td>\n",
-       "      <td>0.454545</td>\n",
-       "      <td>0.000827</td>\n",
-       "      <td>117</td>\n",
-       "      <td>153</td>\n",
+       "      <td>58.887750</td>\n",
+       "      <td>4985</td>\n",
+       "      <td>233</td>\n",
+       "      <td>0.181818</td>\n",
+       "      <td>0.000583</td>\n",
+       "      <td>740</td>\n",
+       "      <td>1187</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9</th>\n",
-       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.095687</td>\n",
-       "      <td>0.625418</td>\n",
-       "      <td>1</td>\n",
-       "      <td>70.672154</td>\n",
-       "      <td>4983</td>\n",
-       "      <td>159</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.000636</td>\n",
-       "      <td>187</td>\n",
-       "      <td>299</td>\n",
+       "      <td>0.242661</td>\n",
+       "      <td>0.753356</td>\n",
+       "      <td>3</td>\n",
+       "      <td>72.209555</td>\n",
+       "      <td>4974</td>\n",
+       "      <td>267</td>\n",
+       "      <td>0.272727</td>\n",
+       "      <td>0.002432</td>\n",
+       "      <td>449</td>\n",
+       "      <td>596</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.242486</td>\n",
-       "      <td>0.753247</td>\n",
-       "      <td>1</td>\n",
-       "      <td>88.551901</td>\n",
-       "      <td>4952</td>\n",
-       "      <td>165</td>\n",
-       "      <td>0.545455</td>\n",
-       "      <td>0.000797</td>\n",
-       "      <td>58</td>\n",
-       "      <td>77</td>\n",
+       "      <td>0.248188</td>\n",
+       "      <td>0.756757</td>\n",
+       "      <td>2</td>\n",
+       "      <td>74.527591</td>\n",
+       "      <td>4944</td>\n",
+       "      <td>285</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.001605</td>\n",
+       "      <td>112</td>\n",
+       "      <td>148</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td>#</td>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.093938</td>\n",
-       "      <td>0.623116</td>\n",
-       "      <td>1</td>\n",
-       "      <td>51.744319</td>\n",
-       "      <td>4991</td>\n",
-       "      <td>201</td>\n",
-       "      <td>0.181818</td>\n",
-       "      <td>0.000466</td>\n",
-       "      <td>744</td>\n",
-       "      <td>1194</td>\n",
+       "      <td>0.250877</td>\n",
+       "      <td>0.758389</td>\n",
+       "      <td>3</td>\n",
+       "      <td>66.878293</td>\n",
+       "      <td>4913</td>\n",
+       "      <td>287</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.002161</td>\n",
+       "      <td>113</td>\n",
+       "      <td>149</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.248188</td>\n",
-       "      <td>0.756757</td>\n",
+       "      <td>0.087118</td>\n",
+       "      <td>0.613793</td>\n",
        "      <td>1</td>\n",
-       "      <td>73.213965</td>\n",
-       "      <td>4999</td>\n",
-       "      <td>202</td>\n",
-       "      <td>0.545455</td>\n",
-       "      <td>0.000657</td>\n",
-       "      <td>56</td>\n",
-       "      <td>74</td>\n",
+       "      <td>67.400426</td>\n",
+       "      <td>4916</td>\n",
+       "      <td>291</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.000726</td>\n",
+       "      <td>89</td>\n",
+       "      <td>145</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td>#</td>\n",
-       "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.231936</td>\n",
-       "      <td>0.746575</td>\n",
+       "      <td>0.232078</td>\n",
+       "      <td>0.746667</td>\n",
        "      <td>1</td>\n",
-       "      <td>69.335533</td>\n",
-       "      <td>4989</td>\n",
-       "      <td>203</td>\n",
+       "      <td>74.640091</td>\n",
+       "      <td>4906</td>\n",
+       "      <td>293</td>\n",
        "      <td>0.454545</td>\n",
-       "      <td>0.000624</td>\n",
-       "      <td>109</td>\n",
-       "      <td>146</td>\n",
+       "      <td>0.000804</td>\n",
+       "      <td>112</td>\n",
+       "      <td>150</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>#</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.100635</td>\n",
-       "      <td>0.631757</td>\n",
+       "      <td>0.090453</td>\n",
+       "      <td>0.618421</td>\n",
        "      <td>1</td>\n",
-       "      <td>72.898203</td>\n",
-       "      <td>4869</td>\n",
-       "      <td>227</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.000656</td>\n",
-       "      <td>187</td>\n",
-       "      <td>296</td>\n",
+       "      <td>57.602071</td>\n",
+       "      <td>4889</td>\n",
+       "      <td>315</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.000620</td>\n",
+       "      <td>94</td>\n",
+       "      <td>152</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
-       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.234590</td>\n",
-       "      <td>0.748276</td>\n",
+       "      <td>0.102352</td>\n",
+       "      <td>0.633898</td>\n",
        "      <td>1</td>\n",
-       "      <td>65.926134</td>\n",
-       "      <td>4989</td>\n",
-       "      <td>287</td>\n",
+       "      <td>58.390511</td>\n",
+       "      <td>4947</td>\n",
+       "      <td>315</td>\n",
        "      <td>0.363636</td>\n",
-       "      <td>0.000593</td>\n",
-       "      <td>217</td>\n",
-       "      <td>290</td>\n",
+       "      <td>0.000629</td>\n",
+       "      <td>187</td>\n",
+       "      <td>295</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
-       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.245719</td>\n",
-       "      <td>0.755245</td>\n",
+       "      <td>0.223701</td>\n",
+       "      <td>0.741197</td>\n",
        "      <td>1</td>\n",
-       "      <td>64.227067</td>\n",
-       "      <td>4962</td>\n",
-       "      <td>317</td>\n",
-       "      <td>0.454545</td>\n",
-       "      <td>0.000578</td>\n",
-       "      <td>108</td>\n",
-       "      <td>143</td>\n",
+       "      <td>66.685177</td>\n",
+       "      <td>4966</td>\n",
+       "      <td>419</td>\n",
+       "      <td>0.272727</td>\n",
+       "      <td>0.000718</td>\n",
+       "      <td>421</td>\n",
+       "      <td>568</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17</th>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.224991</td>\n",
-       "      <td>0.742049</td>\n",
+       "      <td>0.100275</td>\n",
+       "      <td>0.631304</td>\n",
        "      <td>1</td>\n",
-       "      <td>56.163373</td>\n",
-       "      <td>4989</td>\n",
-       "      <td>336</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.000505</td>\n",
-       "      <td>210</td>\n",
-       "      <td>283</td>\n",
+       "      <td>67.154864</td>\n",
+       "      <td>4966</td>\n",
+       "      <td>419</td>\n",
+       "      <td>0.272727</td>\n",
+       "      <td>0.000742</td>\n",
+       "      <td>363</td>\n",
+       "      <td>575</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18</th>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.097513</td>\n",
-       "      <td>0.627787</td>\n",
+       "      <td>0.090419</td>\n",
+       "      <td>0.618375</td>\n",
        "      <td>1</td>\n",
-       "      <td>69.625580</td>\n",
-       "      <td>4999</td>\n",
-       "      <td>345</td>\n",
-       "      <td>0.272727</td>\n",
-       "      <td>0.000617</td>\n",
-       "      <td>366</td>\n",
-       "      <td>583</td>\n",
+       "      <td>66.661601</td>\n",
+       "      <td>4994</td>\n",
+       "      <td>426</td>\n",
+       "      <td>0.363636</td>\n",
+       "      <td>0.000718</td>\n",
+       "      <td>175</td>\n",
+       "      <td>283</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19</th>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
@@ -5671,20 +5536,21 @@
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.098505</td>\n",
-       "      <td>0.629060</td>\n",
-       "      <td>2</td>\n",
-       "      <td>60.569688</td>\n",
-       "      <td>4997</td>\n",
-       "      <td>361</td>\n",
+       "      <td>0.235241</td>\n",
+       "      <td>0.748691</td>\n",
+       "      <td>4</td>\n",
+       "      <td>62.056210</td>\n",
+       "      <td>4979</td>\n",
+       "      <td>426</td>\n",
        "      <td>0.272727</td>\n",
-       "      <td>0.013032</td>\n",
-       "      <td>368</td>\n",
-       "      <td>585</td>\n",
+       "      <td>0.002673</td>\n",
+       "      <td>429</td>\n",
+       "      <td>573</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>20</th>\n",
-       "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
@@ -5693,234 +5559,233 @@
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.237305</td>\n",
-       "      <td>0.750000</td>\n",
-       "      <td>3</td>\n",
-       "      <td>65.966778</td>\n",
-       "      <td>4988</td>\n",
-       "      <td>366</td>\n",
+       "      <td>0.232479</td>\n",
+       "      <td>0.746924</td>\n",
+       "      <td>2</td>\n",
+       "      <td>65.339406</td>\n",
+       "      <td>4999</td>\n",
+       "      <td>441</td>\n",
        "      <td>0.272727</td>\n",
-       "      <td>0.001740</td>\n",
-       "      <td>435</td>\n",
-       "      <td>580</td>\n",
+       "      <td>0.001576</td>\n",
+       "      <td>425</td>\n",
+       "      <td>569</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>21</th>\n",
        "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>13</td>\n",
-       "      <td>57.365878</td>\n",
-       "      <td>4988</td>\n",
-       "      <td>390</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.006712</td>\n",
-       "      <td>292</td>\n",
-       "      <td>292</td>\n",
+       "      <td>0.240123</td>\n",
+       "      <td>0.751773</td>\n",
+       "      <td>1</td>\n",
+       "      <td>87.026303</td>\n",
+       "      <td>4905</td>\n",
+       "      <td>464</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.000937</td>\n",
+       "      <td>106</td>\n",
+       "      <td>141</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>22</th>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.248496</td>\n",
-       "      <td>0.756944</td>\n",
-       "      <td>1</td>\n",
-       "      <td>67.844284</td>\n",
-       "      <td>4982</td>\n",
-       "      <td>405</td>\n",
-       "      <td>0.454545</td>\n",
-       "      <td>0.000611</td>\n",
-       "      <td>109</td>\n",
-       "      <td>144</td>\n",
+       "      <td>0.240776</td>\n",
+       "      <td>0.752182</td>\n",
+       "      <td>2</td>\n",
+       "      <td>54.757896</td>\n",
+       "      <td>4985</td>\n",
+       "      <td>476</td>\n",
+       "      <td>0.272727</td>\n",
+       "      <td>0.001179</td>\n",
+       "      <td>431</td>\n",
+       "      <td>573</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>23</th>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.084825</td>\n",
-       "      <td>0.610526</td>\n",
-       "      <td>1</td>\n",
-       "      <td>63.609141</td>\n",
-       "      <td>4970</td>\n",
-       "      <td>415</td>\n",
+       "      <td>0.507621</td>\n",
+       "      <td>0.873188</td>\n",
+       "      <td>2</td>\n",
+       "      <td>83.276405</td>\n",
+       "      <td>4950</td>\n",
+       "      <td>510</td>\n",
        "      <td>0.363636</td>\n",
-       "      <td>0.000573</td>\n",
-       "      <td>174</td>\n",
-       "      <td>285</td>\n",
+       "      <td>0.001794</td>\n",
+       "      <td>241</td>\n",
+       "      <td>276</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>24</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.231936</td>\n",
-       "      <td>0.746575</td>\n",
+       "      <td>0.251665</td>\n",
+       "      <td>0.758865</td>\n",
        "      <td>1</td>\n",
-       "      <td>57.260387</td>\n",
-       "      <td>4991</td>\n",
-       "      <td>423</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.000515</td>\n",
-       "      <td>218</td>\n",
-       "      <td>292</td>\n",
+       "      <td>75.456930</td>\n",
+       "      <td>4945</td>\n",
+       "      <td>525</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.000813</td>\n",
+       "      <td>107</td>\n",
+       "      <td>141</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25</th>\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>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.052922</td>\n",
-       "      <td>0.555556</td>\n",
+       "      <td>0.251877</td>\n",
+       "      <td>0.758993</td>\n",
        "      <td>1</td>\n",
-       "      <td>50.876480</td>\n",
-       "      <td>4581</td>\n",
-       "      <td>485</td>\n",
-       "      <td>0.818182</td>\n",
-       "      <td>0.000458</td>\n",
-       "      <td>5</td>\n",
-       "      <td>9</td>\n",
+       "      <td>66.816226</td>\n",
+       "      <td>4981</td>\n",
+       "      <td>531</td>\n",
+       "      <td>0.363636</td>\n",
+       "      <td>0.000720</td>\n",
+       "      <td>211</td>\n",
+       "      <td>278</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>26</th>\n",
-       "      <td>0.0</td>\n",
-       "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.255006</td>\n",
-       "      <td>0.760870</td>\n",
-       "      <td>2</td>\n",
-       "      <td>63.294082</td>\n",
-       "      <td>4990</td>\n",
-       "      <td>538</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.001139</td>\n",
-       "      <td>210</td>\n",
-       "      <td>276</td>\n",
+       "      <td>0.089888</td>\n",
+       "      <td>0.617647</td>\n",
+       "      <td>1</td>\n",
+       "      <td>71.093083</td>\n",
+       "      <td>4851</td>\n",
+       "      <td>532</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.000766</td>\n",
+       "      <td>84</td>\n",
+       "      <td>136</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>27</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.099786</td>\n",
-       "      <td>0.630687</td>\n",
+       "      <td>0.355073</td>\n",
+       "      <td>0.812950</td>\n",
        "      <td>1</td>\n",
-       "      <td>59.458472</td>\n",
-       "      <td>4999</td>\n",
-       "      <td>541</td>\n",
-       "      <td>0.181818</td>\n",
-       "      <td>0.000502</td>\n",
-       "      <td>707</td>\n",
-       "      <td>1121</td>\n",
+       "      <td>74.138810</td>\n",
+       "      <td>4865</td>\n",
+       "      <td>539</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.000798</td>\n",
+       "      <td>113</td>\n",
+       "      <td>139</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>28</th>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>8</td>\n",
-       "      <td>75.513925</td>\n",
-       "      <td>4980</td>\n",
+       "      <td>0.057608</td>\n",
+       "      <td>0.565062</td>\n",
+       "      <td>1</td>\n",
+       "      <td>44.052883</td>\n",
+       "      <td>4999</td>\n",
        "      <td>544</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.005500</td>\n",
-       "      <td>276</td>\n",
-       "      <td>276</td>\n",
+       "      <td>0.272727</td>\n",
+       "      <td>0.000501</td>\n",
+       "      <td>317</td>\n",
+       "      <td>561</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>29</th>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.215549</td>\n",
-       "      <td>0.735714</td>\n",
+       "      <td>0.267383</td>\n",
+       "      <td>0.768116</td>\n",
        "      <td>1</td>\n",
-       "      <td>62.563335</td>\n",
-       "      <td>4897</td>\n",
-       "      <td>546</td>\n",
-       "      <td>0.454545</td>\n",
-       "      <td>0.000563</td>\n",
-       "      <td>103</td>\n",
-       "      <td>140</td>\n",
+       "      <td>65.383433</td>\n",
+       "      <td>4990</td>\n",
+       "      <td>552</td>\n",
+       "      <td>0.545455</td>\n",
+       "      <td>0.000745</td>\n",
+       "      <td>53</td>\n",
+       "      <td>69</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -5947,419 +5812,395 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>466</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
+       "      <th>514</th>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>75.250000</td>\n",
-       "      <td>4916</td>\n",
-       "      <td>4916</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.000677</td>\n",
-       "      <td>0</td>\n",
-       "      <td>4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>467</th>\n",
-       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
+       "      <td>0.052922</td>\n",
+       "      <td>0.555556</td>\n",
        "      <td>1</td>\n",
-       "      <td>61.333333</td>\n",
-       "      <td>4954</td>\n",
-       "      <td>4917</td>\n",
-       "      <td>0.454545</td>\n",
-       "      <td>0.000552</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
+       "      <td>63.346923</td>\n",
+       "      <td>4988</td>\n",
+       "      <td>4916</td>\n",
+       "      <td>0.181818</td>\n",
+       "      <td>0.000682</td>\n",
+       "      <td>10</td>\n",
+       "      <td>18</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>468</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <th>515</th>\n",
        "      <td>#</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>75.000000</td>\n",
-       "      <td>4917</td>\n",
-       "      <td>4917</td>\n",
-       "      <td>0.454545</td>\n",
-       "      <td>0.000675</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
+       "      <td>0.031250</td>\n",
+       "      <td>0.500000</td>\n",
+       "      <td>2</td>\n",
+       "      <td>70.250000</td>\n",
+       "      <td>4966</td>\n",
+       "      <td>4916</td>\n",
+       "      <td>0.363636</td>\n",
+       "      <td>0.001513</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>469</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
+       "      <th>516</th>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.131687</td>\n",
-       "      <td>0.666667</td>\n",
+       "      <td>0.004115</td>\n",
+       "      <td>0.333333</td>\n",
        "      <td>1</td>\n",
-       "      <td>46.666667</td>\n",
-       "      <td>4918</td>\n",
+       "      <td>65.560000</td>\n",
+       "      <td>4988</td>\n",
        "      <td>4918</td>\n",
-       "      <td>0.454545</td>\n",
-       "      <td>0.000420</td>\n",
+       "      <td>0.363636</td>\n",
+       "      <td>0.000706</td>\n",
        "      <td>2</td>\n",
-       "      <td>3</td>\n",
+       "      <td>6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>470</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
+       "      <th>517</th>\n",
        "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
+       "      <td>0.401878</td>\n",
+       "      <td>0.833333</td>\n",
        "      <td>1</td>\n",
-       "      <td>55.000000</td>\n",
-       "      <td>4927</td>\n",
-       "      <td>4927</td>\n",
-       "      <td>0.454545</td>\n",
-       "      <td>0.000495</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
+       "      <td>81.920000</td>\n",
+       "      <td>4994</td>\n",
+       "      <td>4919</td>\n",
+       "      <td>0.272727</td>\n",
+       "      <td>0.000882</td>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>471</th>\n",
-       "      <td>#</td>\n",
+       "      <th>518</th>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.104358</td>\n",
-       "      <td>0.636364</td>\n",
+       "      <td>0.237305</td>\n",
+       "      <td>0.750000</td>\n",
        "      <td>1</td>\n",
-       "      <td>69.339809</td>\n",
+       "      <td>62.364800</td>\n",
        "      <td>4989</td>\n",
-       "      <td>4929</td>\n",
-       "      <td>0.181818</td>\n",
-       "      <td>0.000618</td>\n",
-       "      <td>14</td>\n",
-       "      <td>22</td>\n",
+       "      <td>4923</td>\n",
+       "      <td>0.272727</td>\n",
+       "      <td>0.000672</td>\n",
+       "      <td>6</td>\n",
+       "      <td>8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>472</th>\n",
-       "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
+       "      <th>519</th>\n",
+       "      <td>1.0</td>\n",
        "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.401878</td>\n",
-       "      <td>0.833333</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>77.360000</td>\n",
-       "      <td>4980</td>\n",
-       "      <td>4929</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.000696</td>\n",
-       "      <td>5</td>\n",
-       "      <td>6</td>\n",
+       "      <td>65.000000</td>\n",
+       "      <td>4972</td>\n",
+       "      <td>4924</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.000700</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>473</th>\n",
-       "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <th>520</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>...</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>45.000000</td>\n",
-       "      <td>4990</td>\n",
-       "      <td>4931</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.000405</td>\n",
+       "      <td>59.000000</td>\n",
+       "      <td>4988</td>\n",
+       "      <td>4924</td>\n",
+       "      <td>0.545455</td>\n",
+       "      <td>0.000635</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>474</th>\n",
+       "      <th>521</th>\n",
+       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.002430</td>\n",
-       "      <td>0.300000</td>\n",
+       "      <td>0.004115</td>\n",
+       "      <td>0.333333</td>\n",
+       "      <td>1</td>\n",
+       "      <td>58.666667</td>\n",
+       "      <td>4981</td>\n",
+       "      <td>4926</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.000632</td>\n",
        "      <td>1</td>\n",
-       "      <td>66.627840</td>\n",
-       "      <td>4997</td>\n",
-       "      <td>4933</td>\n",
-       "      <td>0.272727</td>\n",
-       "      <td>0.000588</td>\n",
        "      <td>3</td>\n",
-       "      <td>10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>475</th>\n",
-       "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
+       "      <th>522</th>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.077760</td>\n",
-       "      <td>0.600000</td>\n",
+       "      <td>0.031250</td>\n",
+       "      <td>0.500000</td>\n",
        "      <td>1</td>\n",
-       "      <td>51.000000</td>\n",
-       "      <td>4962</td>\n",
-       "      <td>4938</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.000459</td>\n",
-       "      <td>3</td>\n",
+       "      <td>68.672320</td>\n",
+       "      <td>4994</td>\n",
+       "      <td>4927</td>\n",
+       "      <td>0.272727</td>\n",
+       "      <td>0.000728</td>\n",
        "      <td>5</td>\n",
+       "      <td>10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>476</th>\n",
-       "      <td>1.0</td>\n",
+       "      <th>523</th>\n",
+       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>#</td>\n",
        "      <td>...</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>65.500000</td>\n",
-       "      <td>4983</td>\n",
-       "      <td>4941</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.000590</td>\n",
+       "      <td>77.000000</td>\n",
+       "      <td>4982</td>\n",
+       "      <td>4927</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.000829</td>\n",
        "      <td>2</td>\n",
        "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>477</th>\n",
-       "      <td>#</td>\n",
+       "      <th>524</th>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.100000</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>72.446450</td>\n",
-       "      <td>4941</td>\n",
-       "      <td>4941</td>\n",
-       "      <td>0.454545</td>\n",
-       "      <td>0.000652</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>71.000000</td>\n",
+       "      <td>4935</td>\n",
+       "      <td>4935</td>\n",
+       "      <td>0.636364</td>\n",
+       "      <td>0.000765</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>478</th>\n",
-       "      <td>#</td>\n",
+       "      <th>525</th>\n",
        "      <td>0.0</td>\n",
-       "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>49.000000</td>\n",
-       "      <td>4946</td>\n",
-       "      <td>4946</td>\n",
-       "      <td>0.454545</td>\n",
-       "      <td>0.000441</td>\n",
-       "      <td>0</td>\n",
+       "      <td>0.004115</td>\n",
+       "      <td>0.333333</td>\n",
        "      <td>1</td>\n",
+       "      <td>54.960000</td>\n",
+       "      <td>4977</td>\n",
+       "      <td>4936</td>\n",
+       "      <td>0.272727</td>\n",
+       "      <td>0.000649</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>479</th>\n",
-       "      <td>0.0</td>\n",
+       "      <th>526</th>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
+       "      <td>0.031250</td>\n",
+       "      <td>0.500000</td>\n",
        "      <td>1</td>\n",
-       "      <td>54.333333</td>\n",
-       "      <td>4997</td>\n",
-       "      <td>4946</td>\n",
-       "      <td>0.454545</td>\n",
-       "      <td>0.000489</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
+       "      <td>52.000000</td>\n",
+       "      <td>4977</td>\n",
+       "      <td>4942</td>\n",
+       "      <td>0.363636</td>\n",
+       "      <td>0.000447</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>480</th>\n",
-       "      <td>0.0</td>\n",
-       "      <td>#</td>\n",
+       "      <th>527</th>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>76.320000</td>\n",
-       "      <td>4947</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>2</td>\n",
+       "      <td>68.200000</td>\n",
        "      <td>4947</td>\n",
-       "      <td>0.454545</td>\n",
-       "      <td>0.000697</td>\n",
-       "      <td>0</td>\n",
-       "      <td>6</td>\n",
+       "      <td>4944</td>\n",
+       "      <td>0.363636</td>\n",
+       "      <td>0.001469</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>481</th>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
+       "      <th>528</th>\n",
        "      <td>1.0</td>\n",
-       "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.031250</td>\n",
-       "      <td>0.500000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>62.000000</td>\n",
-       "      <td>4952</td>\n",
-       "      <td>4952</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.000558</td>\n",
+       "      <td>59.000000</td>\n",
+       "      <td>4946</td>\n",
+       "      <td>4946</td>\n",
+       "      <td>0.545455</td>\n",
+       "      <td>0.000635</td>\n",
+       "      <td>0</td>\n",
        "      <td>1</td>\n",
-       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>482</th>\n",
+       "      <th>529</th>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.237305</td>\n",
-       "      <td>0.750000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>60.500000</td>\n",
-       "      <td>4995</td>\n",
-       "      <td>4954</td>\n",
-       "      <td>0.272727</td>\n",
-       "      <td>0.000545</td>\n",
+       "      <td>63.000000</td>\n",
+       "      <td>4947</td>\n",
+       "      <td>4947</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.000678</td>\n",
+       "      <td>3</td>\n",
        "      <td>3</td>\n",
-       "      <td>4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>483</th>\n",
+       "      <th>530</th>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>0.0</td>\n",
@@ -6367,71 +6208,71 @@
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.031250</td>\n",
-       "      <td>0.500000</td>\n",
+       "      <td>0.100000</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>72.400000</td>\n",
-       "      <td>4996</td>\n",
-       "      <td>4955</td>\n",
+       "      <td>100.000000</td>\n",
+       "      <td>4950</td>\n",
+       "      <td>4950</td>\n",
        "      <td>0.363636</td>\n",
-       "      <td>0.000648</td>\n",
-       "      <td>3</td>\n",
-       "      <td>6</td>\n",
+       "      <td>0.001077</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>484</th>\n",
+       "      <th>531</th>\n",
        "      <td>#</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>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.237305</td>\n",
-       "      <td>0.750000</td>\n",
+       "      <td>0.031250</td>\n",
+       "      <td>0.500000</td>\n",
        "      <td>1</td>\n",
-       "      <td>63.000000</td>\n",
-       "      <td>4990</td>\n",
-       "      <td>4959</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.000567</td>\n",
-       "      <td>3</td>\n",
-       "      <td>4</td>\n",
+       "      <td>60.000000</td>\n",
+       "      <td>4989</td>\n",
+       "      <td>4953</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.000646</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>485</th>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
+       "      <th>532</th>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.046266</td>\n",
-       "      <td>0.857143</td>\n",
+       "      <td>0.237305</td>\n",
+       "      <td>0.750000</td>\n",
        "      <td>1</td>\n",
-       "      <td>48.984000</td>\n",
-       "      <td>4968</td>\n",
-       "      <td>4968</td>\n",
-       "      <td>0.454545</td>\n",
-       "      <td>0.000441</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>55.250000</td>\n",
+       "      <td>4984</td>\n",
+       "      <td>4953</td>\n",
+       "      <td>0.363636</td>\n",
+       "      <td>0.000474</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>486</th>\n",
+       "      <th>533</th>\n",
+       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
@@ -6439,73 +6280,73 @@
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.095367</td>\n",
-       "      <td>0.625000</td>\n",
+       "      <td>0.000129</td>\n",
+       "      <td>0.166667</td>\n",
        "      <td>1</td>\n",
-       "      <td>64.211200</td>\n",
-       "      <td>4989</td>\n",
-       "      <td>4970</td>\n",
+       "      <td>48.480000</td>\n",
+       "      <td>4982</td>\n",
+       "      <td>4960</td>\n",
        "      <td>0.272727</td>\n",
-       "      <td>0.000560</td>\n",
-       "      <td>5</td>\n",
-       "      <td>8</td>\n",
+       "      <td>0.000522</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>487</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
+       "      <th>534</th>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
+       "      <td>0.100000</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>64.000000</td>\n",
-       "      <td>4971</td>\n",
-       "      <td>4971</td>\n",
+       "      <td>74.528049</td>\n",
+       "      <td>4962</td>\n",
+       "      <td>4962</td>\n",
        "      <td>0.454545</td>\n",
-       "      <td>0.000576</td>\n",
+       "      <td>0.000803</td>\n",
+       "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>488</th>\n",
+       "      <th>535</th>\n",
        "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
        "      <td>0.100000</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>71.816038</td>\n",
-       "      <td>4971</td>\n",
-       "      <td>4971</td>\n",
+       "      <td>77.066474</td>\n",
+       "      <td>4966</td>\n",
+       "      <td>4966</td>\n",
        "      <td>0.363636</td>\n",
-       "      <td>0.000646</td>\n",
+       "      <td>0.000830</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>489</th>\n",
+       "      <th>536</th>\n",
        "      <td>#</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>#</td>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
@@ -6514,417 +6355,441 @@
        "      <td>0.100000</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>53.317578</td>\n",
-       "      <td>4977</td>\n",
-       "      <td>4977</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.000480</td>\n",
+       "      <td>56.695572</td>\n",
+       "      <td>4970</td>\n",
+       "      <td>4970</td>\n",
+       "      <td>0.636364</td>\n",
+       "      <td>0.000611</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>490</th>\n",
+       "      <th>537</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.131687</td>\n",
-       "      <td>0.666667</td>\n",
+       "      <td>0.004115</td>\n",
+       "      <td>0.333333</td>\n",
+       "      <td>1</td>\n",
+       "      <td>57.666667</td>\n",
+       "      <td>4970</td>\n",
+       "      <td>4970</td>\n",
+       "      <td>0.363636</td>\n",
+       "      <td>0.000512</td>\n",
        "      <td>1</td>\n",
-       "      <td>66.000000</td>\n",
-       "      <td>4995</td>\n",
-       "      <td>4978</td>\n",
-       "      <td>0.272727</td>\n",
-       "      <td>0.000594</td>\n",
-       "      <td>2</td>\n",
        "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>491</th>\n",
-       "      <td>0.0</td>\n",
-       "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
+       "      <th>538</th>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.031250</td>\n",
-       "      <td>0.500000</td>\n",
+       "      <td>0.052510</td>\n",
+       "      <td>0.879121</td>\n",
        "      <td>1</td>\n",
-       "      <td>51.000000</td>\n",
-       "      <td>4990</td>\n",
+       "      <td>81.060258</td>\n",
        "      <td>4978</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.000459</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
+       "      <td>4978</td>\n",
+       "      <td>0.545455</td>\n",
+       "      <td>0.000873</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>492</th>\n",
+       "      <th>539</th>\n",
        "      <td>#</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.100000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1</td>\n",
+       "      <td>54.000000</td>\n",
+       "      <td>4981</td>\n",
+       "      <td>4981</td>\n",
+       "      <td>0.545455</td>\n",
+       "      <td>0.000582</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>540</th>\n",
+       "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>59.000000</td>\n",
-       "      <td>4982</td>\n",
+       "      <td>84.000000</td>\n",
+       "      <td>4994</td>\n",
        "      <td>4982</td>\n",
        "      <td>0.363636</td>\n",
-       "      <td>0.000531</td>\n",
-       "      <td>0</td>\n",
+       "      <td>0.000905</td>\n",
+       "      <td>1</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>493</th>\n",
+       "      <th>541</th>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.004115</td>\n",
-       "      <td>0.333333</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>74.333333</td>\n",
-       "      <td>4999</td>\n",
-       "      <td>4988</td>\n",
+       "      <td>53.000000</td>\n",
+       "      <td>4985</td>\n",
+       "      <td>4985</td>\n",
        "      <td>0.272727</td>\n",
-       "      <td>0.000693</td>\n",
+       "      <td>0.000571</td>\n",
+       "      <td>0</td>\n",
        "      <td>1</td>\n",
-       "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>494</th>\n",
-       "      <td>0.0</td>\n",
+       "      <th>542</th>\n",
        "      <td>1.0</td>\n",
        "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
+       "      <td>0.100000</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>74.500000</td>\n",
-       "      <td>4989</td>\n",
-       "      <td>4989</td>\n",
+       "      <td>65.506661</td>\n",
+       "      <td>4988</td>\n",
+       "      <td>4988</td>\n",
        "      <td>0.363636</td>\n",
-       "      <td>0.000693</td>\n",
+       "      <td>0.000705</td>\n",
+       "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>495</th>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
+       "      <th>543</th>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>...</td>\n",
        "      <td>0.100000</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>54.333333</td>\n",
-       "      <td>4997</td>\n",
-       "      <td>4997</td>\n",
-       "      <td>0.181818</td>\n",
-       "      <td>0.000489</td>\n",
+       "      <td>71.621120</td>\n",
+       "      <td>4994</td>\n",
+       "      <td>4994</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.000771</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>496 rows × 22 columns</p>\n",
+       "<p>544 rows × 22 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
        "     A_0  A_1  A_2  R_0  R_1  R_2  R_3  R_4  R_5  R_6  ...   Fitness  \\\n",
-       "0      #    #  1.0  1.0  1.0    #  1.0    #  1.0    #  ...  1.000000   \n",
-       "1      #    #  0.0  0.0  0.0  0.0    #  1.0    #    #  ...  0.104358   \n",
-       "2    0.0    #    #  1.0    #  1.0    #  1.0    #  1.0  ...  0.229843   \n",
-       "3      #  0.0    #  1.0  0.0    #  1.0  0.0    #    #  ...  0.092818   \n",
-       "4    1.0  1.0    #  0.0  1.0    #  0.0    #    #  1.0  ...  0.232340   \n",
-       "5      #  0.0  1.0  1.0  0.0  0.0  1.0    #    #    #  ...  0.201727   \n",
-       "6      #  1.0  1.0    #    #    #  0.0    #    #  0.0  ...  0.234697   \n",
-       "7      #  0.0  1.0  1.0    #  0.0  1.0  1.0  0.0  0.0  ...  0.327680   \n",
-       "8    1.0    #  1.0    #  0.0  0.0    #    #  0.0    #  ...  0.261500   \n",
-       "9    1.0    #    #    #  0.0  1.0    #    #    #  1.0  ...  0.095687   \n",
-       "10   1.0    #  1.0    #  0.0  0.0  1.0    #  0.0    #  ...  0.242486   \n",
-       "11     #    #    #    #  0.0    #    #    #    #  0.0  ...  0.093938   \n",
-       "12   1.0    #    #  1.0    #  0.0  0.0  0.0  0.0    #  ...  0.248188   \n",
-       "13     #    #  1.0    #    #  1.0  1.0    #    #  0.0  ...  0.231936   \n",
-       "14     #    #  0.0    #  1.0    #    #  0.0  1.0    #  ...  0.100635   \n",
-       "15   0.0    #  1.0  0.0    #    #  1.0    #    #    #  ...  0.234590   \n",
-       "16   1.0    #    #  1.0    #  1.0    #  1.0    #  1.0  ...  0.245719   \n",
-       "17     #  1.0    #    #    #  1.0  1.0    #  1.0    #  ...  0.224991   \n",
-       "18   1.0    #    #  1.0    #    #    #  0.0    #    #  ...  0.097513   \n",
-       "19     #  1.0    #  0.0    #    #    #    #    #    #  ...  0.098505   \n",
-       "20   0.0  1.0    #    #    #  0.0    #    #    #    #  ...  0.237305   \n",
-       "21   0.0  1.0  0.0    #    #  0.0    #    #    #    #  ...  1.000000   \n",
-       "22   1.0    #  0.0    #    #    #  1.0  0.0    #    #  ...  0.248496   \n",
-       "23     #    #    #    #  1.0  0.0    #  1.0    #    #  ...  0.084825   \n",
-       "24   1.0  1.0    #  0.0    #    #    #    #    #    #  ...  0.231936   \n",
-       "25   1.0  0.0  0.0  0.0  1.0  0.0  0.0    #  0.0  0.0  ...  0.052922   \n",
-       "26   0.0    #  0.0  0.0    #    #    #    #    #    #  ...  0.255006   \n",
-       "27   1.0    #    #    #    #    #    #    #    #  0.0  ...  0.099786   \n",
-       "28   0.0    #  1.0    #  1.0    #  1.0    #    #    #  ...  1.000000   \n",
-       "29   0.0    #  0.0  0.0    #    #  0.0    #    #    #  ...  0.215549   \n",
+       "0      #  1.0    #    #  1.0    #    #    #  0.0  1.0  ...  0.096911   \n",
+       "1    1.0    #  1.0    #    #    #    #  0.0    #    #  ...  0.256215   \n",
+       "2      #  0.0  0.0  1.0    #    #    #    #  0.0    #  ...  0.234828   \n",
+       "3      #    #  1.0  0.0    #    #    #    #  0.0    #  ...  0.095367   \n",
+       "4      #    #    #    #    #    #  1.0    #  1.0    #  ...  0.058091   \n",
+       "5      #  0.0  1.0    #    #    #  1.0  1.0  1.0    #  ...  0.269329   \n",
+       "6    1.0    #  1.0  1.0    #    #  0.0  1.0  0.0  0.0  ...  0.031250   \n",
+       "7      #    #  0.0  0.0    #  0.0    #  0.0    #  0.0  ...  1.000000   \n",
+       "8      #    #    #  1.0    #    #  1.0    #    #    #  ...  0.094168   \n",
+       "9    0.0    #  0.0    #    #  1.0    #    #    #    #  ...  0.242661   \n",
+       "10   1.0    #  1.0  1.0    #    #    #    #    #  1.0  ...  0.248188   \n",
+       "11     #  1.0  0.0    #  1.0    #    #    #  0.0  1.0  ...  0.250877   \n",
+       "12     #    #  0.0    #  1.0    #  0.0  0.0  0.0    #  ...  0.087118   \n",
+       "13     #  1.0  1.0    #    #  1.0    #    #    #  0.0  ...  0.232078   \n",
+       "14   1.0    #    #  1.0  0.0    #  0.0  0.0    #    #  ...  0.090453   \n",
+       "15   1.0    #    #  1.0  0.0    #    #    #    #    #  ...  0.102352   \n",
+       "16     #  0.0  0.0  0.0    #    #    #    #    #    #  ...  0.223701   \n",
+       "17     #  0.0    #    #    #  1.0    #  0.0    #    #  ...  0.100275   \n",
+       "18   1.0    #    #  0.0    #  1.0    #    #    #    #  ...  0.090419   \n",
+       "19   1.0    #  1.0    #    #    #    #    #    #    #  ...  0.235241   \n",
+       "20     #    #  1.0    #    #    #  0.0    #    #    #  ...  0.232479   \n",
+       "21   0.0    #  0.0    #    #  1.0    #    #  1.0  1.0  ...  0.240123   \n",
+       "22     #    #  1.0    #    #    #  1.0    #  1.0    #  ...  0.240776   \n",
+       "23     #    #  0.0    #    #  0.0    #  0.0    #  0.0  ...  0.507621   \n",
+       "24     #    #  0.0  1.0    #  1.0    #  1.0    #  0.0  ...  0.251665   \n",
+       "25     #  0.0    #    #    #    #    #  0.0  0.0    #  ...  0.251877   \n",
+       "26     #  1.0    #    #  1.0    #    #  1.0  0.0  1.0  ...  0.089888   \n",
+       "27     #    #    #  0.0    #  0.0    #  0.0    #  0.0  ...  0.355073   \n",
+       "28     #    #    #  1.0  0.0    #    #    #    #    #  ...  0.057608   \n",
+       "29     #  1.0  0.0  0.0    #  0.0    #  1.0  1.0    #  ...  0.267383   \n",
        "..   ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...       ...   \n",
-       "466  1.0  0.0    #    #    #    #    #  1.0  1.0    #  ...  0.000000   \n",
-       "467  1.0  0.0    #    #    #  0.0    #  1.0  0.0    #  ...  1.000000   \n",
-       "468  1.0  0.0    #  0.0    #  0.0    #  1.0    #    #  ...  1.000000   \n",
-       "469  1.0  1.0    #    #    #  1.0    #  0.0    #  0.0  ...  0.131687   \n",
-       "470  1.0  1.0  1.0    #    #  0.0  1.0    #    #    #  ...  1.000000   \n",
-       "471    #    #  1.0    #    #    #    #    #  1.0    #  ...  0.104358   \n",
-       "472    #  0.0  1.0    #    #    #  1.0    #  1.0    #  ...  0.401878   \n",
-       "473    #  0.0  0.0  0.0    #    #    #    #    #    #  ...  1.000000   \n",
-       "474  0.0  1.0  1.0    #    #    #    #    #    #    #  ...  0.002430   \n",
-       "475    #  1.0  1.0    #    #    #  0.0    #    #    #  ...  0.077760   \n",
-       "476  1.0  0.0  1.0    #    #    #    #    #  1.0    #  ...  1.000000   \n",
-       "477    #  0.0    #    #  1.0    #    #  1.0  1.0    #  ...  0.100000   \n",
-       "478    #  0.0    #  1.0  0.0    #  0.0  0.0    #    #  ...  0.000000   \n",
-       "479  0.0    #  1.0    #  0.0    #    #    #  1.0    #  ...  1.000000   \n",
-       "480  0.0    #  1.0    #    #  0.0  1.0    #  1.0    #  ...  0.000000   \n",
-       "481    #    #  1.0    #  0.0    #  1.0    #  0.0    #  ...  0.031250   \n",
-       "482    #    #  0.0    #    #    #  1.0  1.0    #    #  ...  0.237305   \n",
-       "483    #  1.0  0.0    #    #    #  0.0  0.0    #    #  ...  0.031250   \n",
-       "484    #  0.0  0.0  0.0    #    #    #    #    #  0.0  ...  0.237305   \n",
-       "485  0.0  1.0  0.0    #    #  0.0    #    #    #  1.0  ...  0.046266   \n",
-       "486  0.0  1.0  1.0    #    #    #    #    #    #    #  ...  0.095367   \n",
-       "487  1.0    #  1.0    #    #  1.0    #    #  0.0  1.0  ...  0.000000   \n",
-       "488  1.0  0.0  1.0    #    #    #    #    #  0.0    #  ...  0.100000   \n",
-       "489    #  1.0  1.0    #    #    #  0.0    #    #  0.0  ...  0.100000   \n",
-       "490    #    #  0.0  1.0    #    #  1.0    #    #    #  ...  0.131687   \n",
-       "491  0.0    #  0.0    #    #  1.0    #  1.0    #    #  ...  0.031250   \n",
-       "492    #  0.0  0.0    #    #    #  1.0  0.0    #    #  ...  0.000000   \n",
-       "493    #  1.0    #    #    #  0.0    #    #    #  0.0  ...  0.004115   \n",
-       "494  0.0  1.0  1.0    #    #    #  1.0    #    #    #  ...  0.000000   \n",
-       "495    #    #  1.0    #  0.0    #    #    #    #    #  ...  0.100000   \n",
+       "514    #    #    #  0.0    #    #    #  0.0    #    #  ...  0.052922   \n",
+       "515    #  0.0  0.0    #    #    #    #  0.0  0.0    #  ...  0.031250   \n",
+       "516    #  1.0  0.0    #    #  1.0  1.0    #    #    #  ...  0.004115   \n",
+       "517  1.0  0.0    #    #    #    #    #    #  1.0    #  ...  0.401878   \n",
+       "518    #  1.0  1.0    #    #    #    #    #    #    #  ...  0.237305   \n",
+       "519  1.0  1.0  0.0    #    #    #    #  1.0    #  0.0  ...  1.000000   \n",
+       "520  1.0  1.0  0.0    #  1.0    #    #    #    #  0.0  ...  1.000000   \n",
+       "521    #  0.0  1.0    #  0.0    #  1.0  0.0    #    #  ...  0.004115   \n",
+       "522    #    #    #  0.0  1.0    #    #    #    #    #  ...  0.031250   \n",
+       "523    #  0.0  1.0    #  1.0    #  1.0    #    #    #  ...  1.000000   \n",
+       "524  0.0    #    #    #  0.0  0.0  0.0    #  0.0  1.0  ...  1.000000   \n",
+       "525  0.0  0.0    #    #    #    #  0.0    #    #    #  ...  0.004115   \n",
+       "526    #    #  0.0    #  0.0    #    #  1.0    #  1.0  ...  0.031250   \n",
+       "527  1.0    #    #  1.0    #    #    #  1.0    #    #  ...  1.000000   \n",
+       "528  1.0  1.0  0.0  0.0    #    #  1.0    #    #  0.0  ...  0.000000   \n",
+       "529  1.0    #    #  1.0    #    #    #  1.0    #  0.0  ...  1.000000   \n",
+       "530    #  0.0    #  0.0    #    #  0.0  0.0    #    #  ...  0.100000   \n",
+       "531    #  1.0  1.0  0.0    #  1.0    #    #    #    #  ...  0.031250   \n",
+       "532  0.0    #    #    #    #    #  0.0    #    #  0.0  ...  0.237305   \n",
+       "533    #  0.0  1.0  0.0    #    #    #    #    #    #  ...  0.000129   \n",
+       "534    #  0.0  0.0  0.0    #  0.0    #    #  1.0    #  ...  0.100000   \n",
+       "535  1.0  0.0    #  0.0    #    #    #  0.0    #    #  ...  0.100000   \n",
+       "536    #  0.0  1.0  0.0  0.0  1.0  0.0    #    #  0.0  ...  0.100000   \n",
+       "537  1.0  0.0    #    #  0.0    #    #    #  0.0    #  ...  0.004115   \n",
+       "538    #    #  1.0    #  1.0    #  1.0    #  1.0  1.0  ...  0.052510   \n",
+       "539    #  0.0  1.0    #  0.0  0.0    #    #  0.0  1.0  ...  0.100000   \n",
+       "540    #  0.0    #  0.0  1.0    #    #    #  1.0    #  ...  1.000000   \n",
+       "541    #    #  1.0    #    #    #    #  1.0  1.0    #  ...  0.000000   \n",
+       "542  1.0  1.0  0.0    #    #    #    #    #    #    #  ...  0.100000   \n",
+       "543  1.0    #  0.0    #  1.0    #    #  1.0    #  1.0  ...  0.100000   \n",
        "\n",
        "     Accuracy  Numerosity  Avg Match Set Size  TimeStamp GA  \\\n",
-       "0    1.000000           2           82.999638          4970   \n",
-       "1    0.636364           1           66.467549          4785   \n",
-       "2    0.745223           1           63.732106          4978   \n",
-       "3    0.621622           1           64.479725          4982   \n",
-       "4    0.746835           2           71.254368          4996   \n",
-       "5    0.726027           2           54.439725          4738   \n",
-       "6    0.748344           1           58.840274          4977   \n",
-       "7    0.800000           1           65.627071          4175   \n",
-       "8    0.764706           1           91.886819          4952   \n",
-       "9    0.625418           1           70.672154          4983   \n",
-       "10   0.753247           1           88.551901          4952   \n",
-       "11   0.623116           1           51.744319          4991   \n",
-       "12   0.756757           1           73.213965          4999   \n",
-       "13   0.746575           1           69.335533          4989   \n",
-       "14   0.631757           1           72.898203          4869   \n",
-       "15   0.748276           1           65.926134          4989   \n",
-       "16   0.755245           1           64.227067          4962   \n",
-       "17   0.742049           1           56.163373          4989   \n",
-       "18   0.627787           1           69.625580          4999   \n",
-       "19   0.629060           2           60.569688          4997   \n",
-       "20   0.750000           3           65.966778          4988   \n",
-       "21   1.000000          13           57.365878          4988   \n",
-       "22   0.756944           1           67.844284          4982   \n",
-       "23   0.610526           1           63.609141          4970   \n",
-       "24   0.746575           1           57.260387          4991   \n",
-       "25   0.555556           1           50.876480          4581   \n",
-       "26   0.760870           2           63.294082          4990   \n",
-       "27   0.630687           1           59.458472          4999   \n",
-       "28   1.000000           8           75.513925          4980   \n",
-       "29   0.735714           1           62.563335          4897   \n",
+       "0    0.627010           1           72.555913          4913   \n",
+       "1    0.761589           2           73.824502          4968   \n",
+       "2    0.748428           1           72.940204          4964   \n",
+       "3    0.625000           1           55.726002          4970   \n",
+       "4    0.566007           1           50.199340          4985   \n",
+       "5    0.769231           2           90.642978          4858   \n",
+       "6    0.500000           1           57.657736          4312   \n",
+       "7    1.000000           5           96.736559          4950   \n",
+       "8    0.623420           1           58.887750          4985   \n",
+       "9    0.753356           3           72.209555          4974   \n",
+       "10   0.756757           2           74.527591          4944   \n",
+       "11   0.758389           3           66.878293          4913   \n",
+       "12   0.613793           1           67.400426          4916   \n",
+       "13   0.746667           1           74.640091          4906   \n",
+       "14   0.618421           1           57.602071          4889   \n",
+       "15   0.633898           1           58.390511          4947   \n",
+       "16   0.741197           1           66.685177          4966   \n",
+       "17   0.631304           1           67.154864          4966   \n",
+       "18   0.618375           1           66.661601          4994   \n",
+       "19   0.748691           4           62.056210          4979   \n",
+       "20   0.746924           2           65.339406          4999   \n",
+       "21   0.751773           1           87.026303          4905   \n",
+       "22   0.752182           2           54.757896          4985   \n",
+       "23   0.873188           2           83.276405          4950   \n",
+       "24   0.758865           1           75.456930          4945   \n",
+       "25   0.758993           1           66.816226          4981   \n",
+       "26   0.617647           1           71.093083          4851   \n",
+       "27   0.812950           1           74.138810          4865   \n",
+       "28   0.565062           1           44.052883          4999   \n",
+       "29   0.768116           1           65.383433          4990   \n",
        "..        ...         ...                 ...           ...   \n",
-       "466  0.000000           1           75.250000          4916   \n",
-       "467  1.000000           1           61.333333          4954   \n",
-       "468  1.000000           1           75.000000          4917   \n",
-       "469  0.666667           1           46.666667          4918   \n",
-       "470  1.000000           1           55.000000          4927   \n",
-       "471  0.636364           1           69.339809          4989   \n",
-       "472  0.833333           1           77.360000          4980   \n",
-       "473  1.000000           1           45.000000          4990   \n",
-       "474  0.300000           1           66.627840          4997   \n",
-       "475  0.600000           1           51.000000          4962   \n",
-       "476  1.000000           1           65.500000          4983   \n",
-       "477  1.000000           1           72.446450          4941   \n",
-       "478  0.000000           1           49.000000          4946   \n",
-       "479  1.000000           1           54.333333          4997   \n",
-       "480  0.000000           1           76.320000          4947   \n",
-       "481  0.500000           1           62.000000          4952   \n",
-       "482  0.750000           1           60.500000          4995   \n",
-       "483  0.500000           1           72.400000          4996   \n",
-       "484  0.750000           1           63.000000          4990   \n",
-       "485  0.857143           1           48.984000          4968   \n",
-       "486  0.625000           1           64.211200          4989   \n",
-       "487  0.000000           1           64.000000          4971   \n",
-       "488  1.000000           1           71.816038          4971   \n",
-       "489  1.000000           1           53.317578          4977   \n",
-       "490  0.666667           1           66.000000          4995   \n",
-       "491  0.500000           1           51.000000          4990   \n",
-       "492  0.000000           1           59.000000          4982   \n",
-       "493  0.333333           1           74.333333          4999   \n",
-       "494  0.000000           1           74.500000          4989   \n",
-       "495  1.000000           1           54.333333          4997   \n",
+       "514  0.555556           1           63.346923          4988   \n",
+       "515  0.500000           2           70.250000          4966   \n",
+       "516  0.333333           1           65.560000          4988   \n",
+       "517  0.833333           1           81.920000          4994   \n",
+       "518  0.750000           1           62.364800          4989   \n",
+       "519  1.000000           1           65.000000          4972   \n",
+       "520  1.000000           1           59.000000          4988   \n",
+       "521  0.333333           1           58.666667          4981   \n",
+       "522  0.500000           1           68.672320          4994   \n",
+       "523  1.000000           1           77.000000          4982   \n",
+       "524  1.000000           1           71.000000          4935   \n",
+       "525  0.333333           1           54.960000          4977   \n",
+       "526  0.500000           1           52.000000          4977   \n",
+       "527  1.000000           2           68.200000          4947   \n",
+       "528  0.000000           1           59.000000          4946   \n",
+       "529  1.000000           1           63.000000          4947   \n",
+       "530  1.000000           1          100.000000          4950   \n",
+       "531  0.500000           1           60.000000          4989   \n",
+       "532  0.750000           1           55.250000          4984   \n",
+       "533  0.166667           1           48.480000          4982   \n",
+       "534  1.000000           1           74.528049          4962   \n",
+       "535  1.000000           1           77.066474          4966   \n",
+       "536  1.000000           1           56.695572          4970   \n",
+       "537  0.333333           1           57.666667          4970   \n",
+       "538  0.879121           1           81.060258          4978   \n",
+       "539  1.000000           1           54.000000          4981   \n",
+       "540  1.000000           1           84.000000          4994   \n",
+       "541  0.000000           1           53.000000          4985   \n",
+       "542  1.000000           1           65.506661          4988   \n",
+       "543  1.000000           1           71.621120          4994   \n",
        "\n",
        "     Iteration Initialized  Specificity  Deletion Probability  Correct Count  \\\n",
-       "0                        1     0.545455              0.001494             78   \n",
-       "1                       15     0.545455              0.000598             49   \n",
-       "2                       24     0.454545              0.000574            117   \n",
-       "3                       28     0.454545              0.000580             92   \n",
-       "4                       44     0.545455              0.001283             59   \n",
-       "5                       69     0.545455              0.000980             53   \n",
-       "6                       78     0.363636              0.000530            226   \n",
-       "7                       79     0.727273              0.000591             16   \n",
-       "8                      137     0.454545              0.000827            117   \n",
-       "9                      159     0.363636              0.000636            187   \n",
-       "10                     165     0.545455              0.000797             58   \n",
-       "11                     201     0.181818              0.000466            744   \n",
-       "12                     202     0.545455              0.000657             56   \n",
-       "13                     203     0.454545              0.000624            109   \n",
-       "14                     227     0.363636              0.000656            187   \n",
-       "15                     287     0.363636              0.000593            217   \n",
-       "16                     317     0.454545              0.000578            108   \n",
-       "17                     336     0.363636              0.000505            210   \n",
-       "18                     345     0.272727              0.000617            366   \n",
-       "19                     361     0.272727              0.013032            368   \n",
-       "20                     366     0.272727              0.001740            435   \n",
-       "21                     390     0.363636              0.006712            292   \n",
-       "22                     405     0.454545              0.000611            109   \n",
-       "23                     415     0.363636              0.000573            174   \n",
-       "24                     423     0.363636              0.000515            218   \n",
-       "25                     485     0.818182              0.000458              5   \n",
-       "26                     538     0.363636              0.001139            210   \n",
-       "27                     541     0.181818              0.000502            707   \n",
-       "28                     544     0.363636              0.005500            276   \n",
-       "29                     546     0.454545              0.000563            103   \n",
+       "0                        0     0.363636              0.000781            195   \n",
+       "1                        2     0.363636              0.001590            230   \n",
+       "2                        6     0.363636              0.000772            238   \n",
+       "3                       28     0.272727              0.000600            390   \n",
+       "4                       85     0.272727              0.000541            343   \n",
+       "5                       88     0.454545              0.001952            120   \n",
+       "6                      208     0.727273              0.000621              9   \n",
+       "7                      211     0.454545              0.005209            150   \n",
+       "8                      233     0.181818              0.000583            740   \n",
+       "9                      267     0.272727              0.002432            449   \n",
+       "10                     285     0.454545              0.001605            112   \n",
+       "11                     287     0.454545              0.002161            113   \n",
+       "12                     291     0.454545              0.000726             89   \n",
+       "13                     293     0.454545              0.000804            112   \n",
+       "14                     315     0.454545              0.000620             94   \n",
+       "15                     315     0.363636              0.000629            187   \n",
+       "16                     419     0.272727              0.000718            421   \n",
+       "17                     419     0.272727              0.000742            363   \n",
+       "18                     426     0.363636              0.000718            175   \n",
+       "19                     426     0.272727              0.002673            429   \n",
+       "20                     441     0.272727              0.001576            425   \n",
+       "21                     464     0.454545              0.000937            106   \n",
+       "22                     476     0.272727              0.001179            431   \n",
+       "23                     510     0.363636              0.001794            241   \n",
+       "24                     525     0.454545              0.000813            107   \n",
+       "25                     531     0.363636              0.000720            211   \n",
+       "26                     532     0.454545              0.000766             84   \n",
+       "27                     539     0.454545              0.000798            113   \n",
+       "28                     544     0.272727              0.000501            317   \n",
+       "29                     552     0.545455              0.000745             53   \n",
        "..                     ...          ...                   ...            ...   \n",
-       "466                   4916     0.363636              0.000677              0   \n",
-       "467                   4917     0.454545              0.000552              3   \n",
-       "468                   4917     0.454545              0.000675              1   \n",
-       "469                   4918     0.454545              0.000420              2   \n",
-       "470                   4927     0.454545              0.000495              2   \n",
-       "471                   4929     0.181818              0.000618             14   \n",
-       "472                   4929     0.363636              0.000696              5   \n",
-       "473                   4931     0.363636              0.000405              1   \n",
-       "474                   4933     0.272727              0.000588              3   \n",
-       "475                   4938     0.363636              0.000459              3   \n",
-       "476                   4941     0.363636              0.000590              2   \n",
-       "477                   4941     0.454545              0.000652              0   \n",
-       "478                   4946     0.454545              0.000441              0   \n",
-       "479                   4946     0.454545              0.000489              3   \n",
-       "480                   4947     0.454545              0.000697              0   \n",
-       "481                   4952     0.363636              0.000558              1   \n",
-       "482                   4954     0.272727              0.000545              3   \n",
-       "483                   4955     0.363636              0.000648              3   \n",
-       "484                   4959     0.363636              0.000567              3   \n",
-       "485                   4968     0.454545              0.000441              0   \n",
-       "486                   4970     0.272727              0.000560              5   \n",
-       "487                   4971     0.454545              0.000576              0   \n",
-       "488                   4971     0.363636              0.000646              0   \n",
-       "489                   4977     0.363636              0.000480              0   \n",
-       "490                   4978     0.272727              0.000594              2   \n",
-       "491                   4978     0.363636              0.000459              1   \n",
-       "492                   4982     0.363636              0.000531              0   \n",
-       "493                   4988     0.272727              0.000693              1   \n",
-       "494                   4989     0.363636              0.000693              0   \n",
-       "495                   4997     0.181818              0.000489              0   \n",
+       "514                   4916     0.181818              0.000682             10   \n",
+       "515                   4916     0.363636              0.001513              2   \n",
+       "516                   4918     0.363636              0.000706              2   \n",
+       "517                   4919     0.272727              0.000882              5   \n",
+       "518                   4923     0.272727              0.000672              6   \n",
+       "519                   4924     0.454545              0.000700              3   \n",
+       "520                   4924     0.545455              0.000635              1   \n",
+       "521                   4926     0.454545              0.000632              1   \n",
+       "522                   4927     0.272727              0.000728              5   \n",
+       "523                   4927     0.454545              0.000829              2   \n",
+       "524                   4935     0.636364              0.000765              1   \n",
+       "525                   4936     0.272727              0.000649              2   \n",
+       "526                   4942     0.363636              0.000447              2   \n",
+       "527                   4944     0.363636              0.001469              5   \n",
+       "528                   4946     0.545455              0.000635              0   \n",
+       "529                   4947     0.454545              0.000678              3   \n",
+       "530                   4950     0.363636              0.001077              0   \n",
+       "531                   4953     0.454545              0.000646              1   \n",
+       "532                   4953     0.363636              0.000474              3   \n",
+       "533                   4960     0.272727              0.000522              1   \n",
+       "534                   4962     0.454545              0.000803              0   \n",
+       "535                   4966     0.363636              0.000830              0   \n",
+       "536                   4970     0.636364              0.000611              0   \n",
+       "537                   4970     0.363636              0.000512              1   \n",
+       "538                   4978     0.545455              0.000873              0   \n",
+       "539                   4981     0.545455              0.000582              0   \n",
+       "540                   4982     0.363636              0.000905              1   \n",
+       "541                   4985     0.272727              0.000571              0   \n",
+       "542                   4988     0.363636              0.000705              0   \n",
+       "543                   4994     0.454545              0.000771              0   \n",
        "\n",
        "     Match Count  \n",
-       "0             78  \n",
-       "1             77  \n",
-       "2            157  \n",
-       "3            148  \n",
-       "4             79  \n",
-       "5             73  \n",
-       "6            302  \n",
-       "7             20  \n",
-       "8            153  \n",
-       "9            299  \n",
-       "10            77  \n",
-       "11          1194  \n",
-       "12            74  \n",
-       "13           146  \n",
-       "14           296  \n",
-       "15           290  \n",
-       "16           143  \n",
-       "17           283  \n",
-       "18           583  \n",
-       "19           585  \n",
-       "20           580  \n",
-       "21           292  \n",
-       "22           144  \n",
-       "23           285  \n",
-       "24           292  \n",
-       "25             9  \n",
-       "26           276  \n",
-       "27          1121  \n",
-       "28           276  \n",
-       "29           140  \n",
+       "0            311  \n",
+       "1            302  \n",
+       "2            318  \n",
+       "3            624  \n",
+       "4            606  \n",
+       "5            156  \n",
+       "6             18  \n",
+       "7            150  \n",
+       "8           1187  \n",
+       "9            596  \n",
+       "10           148  \n",
+       "11           149  \n",
+       "12           145  \n",
+       "13           150  \n",
+       "14           152  \n",
+       "15           295  \n",
+       "16           568  \n",
+       "17           575  \n",
+       "18           283  \n",
+       "19           573  \n",
+       "20           569  \n",
+       "21           141  \n",
+       "22           573  \n",
+       "23           276  \n",
+       "24           141  \n",
+       "25           278  \n",
+       "26           136  \n",
+       "27           139  \n",
+       "28           561  \n",
+       "29            69  \n",
        "..           ...  \n",
-       "466            4  \n",
-       "467            3  \n",
-       "468            1  \n",
-       "469            3  \n",
-       "470            2  \n",
-       "471           22  \n",
-       "472            6  \n",
-       "473            1  \n",
-       "474           10  \n",
-       "475            5  \n",
-       "476            2  \n",
-       "477            0  \n",
-       "478            1  \n",
-       "479            3  \n",
-       "480            6  \n",
-       "481            2  \n",
-       "482            4  \n",
-       "483            6  \n",
-       "484            4  \n",
-       "485            0  \n",
-       "486            8  \n",
-       "487            1  \n",
-       "488            0  \n",
-       "489            0  \n",
-       "490            3  \n",
-       "491            2  \n",
-       "492            1  \n",
-       "493            3  \n",
-       "494            2  \n",
-       "495            0  \n",
+       "514           18  \n",
+       "515            4  \n",
+       "516            6  \n",
+       "517            6  \n",
+       "518            8  \n",
+       "519            3  \n",
+       "520            1  \n",
+       "521            3  \n",
+       "522           10  \n",
+       "523            2  \n",
+       "524            1  \n",
+       "525            6  \n",
+       "526            4  \n",
+       "527            5  \n",
+       "528            1  \n",
+       "529            3  \n",
+       "530            0  \n",
+       "531            2  \n",
+       "532            4  \n",
+       "533            6  \n",
+       "534            0  \n",
+       "535            0  \n",
+       "536            0  \n",
+       "537            3  \n",
+       "538            0  \n",
+       "539            0  \n",
+       "540            1  \n",
+       "541            1  \n",
+       "542            0  \n",
+       "543            0  \n",
        "\n",
-       "[496 rows x 22 columns]"
+       "[544 rows x 22 columns]"
       ]
      },
      "metadata": {},
@@ -6969,32 +6834,32 @@
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>Specificity Sum</td>\n",
-       "      <td>663.000000</td>\n",
-       "      <td>624.000000</td>\n",
-       "      <td>700.000000</td>\n",
-       "      <td>251.000000</td>\n",
-       "      <td>235.000000</td>\n",
-       "      <td>294.000000</td>\n",
-       "      <td>261.000000</td>\n",
-       "      <td>309.000000</td>\n",
-       "      <td>297.000000</td>\n",
-       "      <td>255.000000</td>\n",
-       "      <td>260.000000</td>\n",
+       "      <td>515.000000</td>\n",
+       "      <td>672.000000</td>\n",
+       "      <td>647.000000</td>\n",
+       "      <td>330.000000</td>\n",
+       "      <td>300.000000</td>\n",
+       "      <td>280.000000</td>\n",
+       "      <td>272.000000</td>\n",
+       "      <td>344.000000</td>\n",
+       "      <td>335.000000</td>\n",
+       "      <td>269.000000</td>\n",
+       "      <td>312.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>Accuracy Sum</td>\n",
-       "      <td>575.131316</td>\n",
-       "      <td>541.979314</td>\n",
-       "      <td>604.118813</td>\n",
-       "      <td>206.757373</td>\n",
-       "      <td>191.080804</td>\n",
-       "      <td>238.630166</td>\n",
-       "      <td>210.842969</td>\n",
-       "      <td>252.656276</td>\n",
-       "      <td>242.421504</td>\n",
-       "      <td>204.590091</td>\n",
-       "      <td>214.114456</td>\n",
+       "      <td>443.436201</td>\n",
+       "      <td>574.516732</td>\n",
+       "      <td>552.502199</td>\n",
+       "      <td>272.298547</td>\n",
+       "      <td>235.850566</td>\n",
+       "      <td>223.658006</td>\n",
+       "      <td>214.898585</td>\n",
+       "      <td>283.530295</td>\n",
+       "      <td>267.942876</td>\n",
+       "      <td>220.509628</td>\n",
+       "      <td>250.619131</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -7002,16 +6867,16 @@
       ],
       "text/plain": [
        "             Label         A_0         A_1         A_2         R_0  \\\n",
-       "0  Specificity Sum  663.000000  624.000000  700.000000  251.000000   \n",
-       "1     Accuracy Sum  575.131316  541.979314  604.118813  206.757373   \n",
+       "0  Specificity Sum  515.000000  672.000000  647.000000  330.000000   \n",
+       "1     Accuracy Sum  443.436201  574.516732  552.502199  272.298547   \n",
        "\n",
        "          R_1         R_2         R_3         R_4         R_5         R_6  \\\n",
-       "0  235.000000  294.000000  261.000000  309.000000  297.000000  255.000000   \n",
-       "1  191.080804  238.630166  210.842969  252.656276  242.421504  204.590091   \n",
+       "0  300.000000  280.000000  272.000000  344.000000  335.000000  269.000000   \n",
+       "1  235.850566  223.658006  214.898585  283.530295  267.942876  220.509628   \n",
        "\n",
        "          R_7  \n",
-       "0  260.000000  \n",
-       "1  214.114456  "
+       "0  312.000000  \n",
+       "1  250.619131  "
       ]
      },
      "metadata": {},
@@ -7079,483 +6944,483 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>1.0, 1.0, 1.0, 1.0, 1.0, 1.0</td>\n",
-       "      <td>A_2, R_0, R_1, R_3, R_5, R_7</td>\n",
+       "      <td>1.0, 1.0, 0.0, 1.0</td>\n",
+       "      <td>A_1, R_1, R_5, R_6</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>2</td>\n",
-       "      <td>82.999638</td>\n",
-       "      <td>4970</td>\n",
+       "      <td>0.096911</td>\n",
+       "      <td>0.627010</td>\n",
        "      <td>1</td>\n",
-       "      <td>0.545455</td>\n",
-       "      <td>0.001494</td>\n",
-       "      <td>78</td>\n",
-       "      <td>78</td>\n",
+       "      <td>72.555913</td>\n",
+       "      <td>4913</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.363636</td>\n",
+       "      <td>0.000781</td>\n",
+       "      <td>195</td>\n",
+       "      <td>311</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>0.0, 0.0, 0.0, 0.0, 1.0, 1.0</td>\n",
-       "      <td>A_2, R_0, R_1, R_2, R_4, R_7</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.104358</td>\n",
-       "      <td>0.636364</td>\n",
-       "      <td>1</td>\n",
-       "      <td>66.467549</td>\n",
-       "      <td>4785</td>\n",
-       "      <td>15</td>\n",
-       "      <td>0.545455</td>\n",
-       "      <td>0.000598</td>\n",
-       "      <td>49</td>\n",
-       "      <td>77</td>\n",
+       "      <td>1.0, 1.0, 0.0, 1.0</td>\n",
+       "      <td>A_0, A_2, R_4, R_7</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.256215</td>\n",
+       "      <td>0.761589</td>\n",
+       "      <td>2</td>\n",
+       "      <td>73.824502</td>\n",
+       "      <td>4968</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.363636</td>\n",
+       "      <td>0.001590</td>\n",
+       "      <td>230</td>\n",
+       "      <td>302</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>0.0, 1.0, 1.0, 1.0, 1.0</td>\n",
-       "      <td>A_0, R_0, R_2, R_4, R_6</td>\n",
+       "      <td>0.0, 0.0, 1.0, 0.0</td>\n",
+       "      <td>A_1, A_2, R_0, R_5</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>0.229843</td>\n",
-       "      <td>0.745223</td>\n",
+       "      <td>0.234828</td>\n",
+       "      <td>0.748428</td>\n",
        "      <td>1</td>\n",
-       "      <td>63.732106</td>\n",
-       "      <td>4978</td>\n",
-       "      <td>24</td>\n",
-       "      <td>0.454545</td>\n",
-       "      <td>0.000574</td>\n",
-       "      <td>117</td>\n",
-       "      <td>157</td>\n",
+       "      <td>72.940204</td>\n",
+       "      <td>4964</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0.363636</td>\n",
+       "      <td>0.000772</td>\n",
+       "      <td>238</td>\n",
+       "      <td>318</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>0.0, 1.0, 0.0, 1.0, 0.0</td>\n",
-       "      <td>A_1, R_0, R_1, R_3, R_4</td>\n",
+       "      <td>1.0, 0.0, 0.0</td>\n",
+       "      <td>A_2, R_0, R_5</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.092818</td>\n",
-       "      <td>0.621622</td>\n",
+       "      <td>0.095367</td>\n",
+       "      <td>0.625000</td>\n",
        "      <td>1</td>\n",
-       "      <td>64.479725</td>\n",
-       "      <td>4982</td>\n",
+       "      <td>55.726002</td>\n",
+       "      <td>4970</td>\n",
        "      <td>28</td>\n",
-       "      <td>0.454545</td>\n",
-       "      <td>0.000580</td>\n",
-       "      <td>92</td>\n",
-       "      <td>148</td>\n",
+       "      <td>0.272727</td>\n",
+       "      <td>0.000600</td>\n",
+       "      <td>390</td>\n",
+       "      <td>624</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>1.0, 1.0, 0.0, 1.0, 0.0, 1.0</td>\n",
-       "      <td>A_0, A_1, R_0, R_1, R_3, R_6</td>\n",
+       "      <td>1.0, 1.0, 0.0</td>\n",
+       "      <td>R_3, R_5, R_7</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>0.232340</td>\n",
-       "      <td>0.746835</td>\n",
-       "      <td>2</td>\n",
-       "      <td>71.254368</td>\n",
-       "      <td>4996</td>\n",
-       "      <td>44</td>\n",
-       "      <td>0.545455</td>\n",
-       "      <td>0.001283</td>\n",
-       "      <td>59</td>\n",
-       "      <td>79</td>\n",
+       "      <td>0.058091</td>\n",
+       "      <td>0.566007</td>\n",
+       "      <td>1</td>\n",
+       "      <td>50.199340</td>\n",
+       "      <td>4985</td>\n",
+       "      <td>85</td>\n",
+       "      <td>0.272727</td>\n",
+       "      <td>0.000541</td>\n",
+       "      <td>343</td>\n",
+       "      <td>606</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
-       "      <td>0.0, 1.0, 1.0, 0.0, 0.0, 1.0</td>\n",
-       "      <td>A_1, A_2, R_0, R_1, R_2, R_3</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.201727</td>\n",
-       "      <td>0.726027</td>\n",
+       "      <td>0.0, 1.0, 1.0, 1.0, 1.0</td>\n",
+       "      <td>A_1, A_2, R_3, R_4, R_5</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.269329</td>\n",
+       "      <td>0.769231</td>\n",
        "      <td>2</td>\n",
-       "      <td>54.439725</td>\n",
-       "      <td>4738</td>\n",
-       "      <td>69</td>\n",
-       "      <td>0.545455</td>\n",
-       "      <td>0.000980</td>\n",
-       "      <td>53</td>\n",
-       "      <td>73</td>\n",
+       "      <td>90.642978</td>\n",
+       "      <td>4858</td>\n",
+       "      <td>88</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.001952</td>\n",
+       "      <td>120</td>\n",
+       "      <td>156</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
-       "      <td>1.0, 1.0, 0.0, 0.0</td>\n",
-       "      <td>A_1, A_2, R_3, R_6</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.234697</td>\n",
-       "      <td>0.748344</td>\n",
+       "      <td>1.0, 1.0, 1.0, 0.0, 1.0, 0.0, 0.0, 1.0</td>\n",
+       "      <td>A_0, A_2, R_0, R_3, R_4, R_5, R_6, R_7</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.031250</td>\n",
+       "      <td>0.500000</td>\n",
        "      <td>1</td>\n",
-       "      <td>58.840274</td>\n",
-       "      <td>4977</td>\n",
-       "      <td>78</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.000530</td>\n",
-       "      <td>226</td>\n",
-       "      <td>302</td>\n",
+       "      <td>57.657736</td>\n",
+       "      <td>4312</td>\n",
+       "      <td>208</td>\n",
+       "      <td>0.727273</td>\n",
+       "      <td>0.000621</td>\n",
+       "      <td>9</td>\n",
+       "      <td>18</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7</th>\n",
-       "      <td>0.0, 1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 0.0</td>\n",
-       "      <td>A_1, A_2, R_0, R_2, R_3, R_4, R_5, R_6</td>\n",
+       "      <td>0.0, 0.0, 0.0, 0.0, 0.0</td>\n",
+       "      <td>A_2, R_0, R_2, R_4, R_6</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.327680</td>\n",
-       "      <td>0.800000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>65.627071</td>\n",
-       "      <td>4175</td>\n",
-       "      <td>79</td>\n",
-       "      <td>0.727273</td>\n",
-       "      <td>0.000591</td>\n",
-       "      <td>16</td>\n",
-       "      <td>20</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>5</td>\n",
+       "      <td>96.736559</td>\n",
+       "      <td>4950</td>\n",
+       "      <td>211</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.005209</td>\n",
+       "      <td>150</td>\n",
+       "      <td>150</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8</th>\n",
-       "      <td>1.0, 1.0, 0.0, 0.0, 0.0</td>\n",
-       "      <td>A_0, A_2, R_1, R_2, R_5</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.261500</td>\n",
-       "      <td>0.764706</td>\n",
+       "      <td>1.0, 1.0</td>\n",
+       "      <td>R_0, R_3</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.094168</td>\n",
+       "      <td>0.623420</td>\n",
        "      <td>1</td>\n",
-       "      <td>91.886819</td>\n",
-       "      <td>4952</td>\n",
-       "      <td>137</td>\n",
-       "      <td>0.454545</td>\n",
-       "      <td>0.000827</td>\n",
-       "      <td>117</td>\n",
-       "      <td>153</td>\n",
+       "      <td>58.887750</td>\n",
+       "      <td>4985</td>\n",
+       "      <td>233</td>\n",
+       "      <td>0.181818</td>\n",
+       "      <td>0.000583</td>\n",
+       "      <td>740</td>\n",
+       "      <td>1187</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9</th>\n",
-       "      <td>1.0, 0.0, 1.0, 1.0</td>\n",
-       "      <td>A_0, R_1, R_2, R_6</td>\n",
+       "      <td>0.0, 0.0, 1.0</td>\n",
+       "      <td>A_0, A_2, R_2</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>0.095687</td>\n",
-       "      <td>0.625418</td>\n",
-       "      <td>1</td>\n",
-       "      <td>70.672154</td>\n",
-       "      <td>4983</td>\n",
-       "      <td>159</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.000636</td>\n",
-       "      <td>187</td>\n",
-       "      <td>299</td>\n",
+       "      <td>0.242661</td>\n",
+       "      <td>0.753356</td>\n",
+       "      <td>3</td>\n",
+       "      <td>72.209555</td>\n",
+       "      <td>4974</td>\n",
+       "      <td>267</td>\n",
+       "      <td>0.272727</td>\n",
+       "      <td>0.002432</td>\n",
+       "      <td>449</td>\n",
+       "      <td>596</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
-       "      <td>1.0, 1.0, 0.0, 0.0, 1.0, 0.0</td>\n",
-       "      <td>A_0, A_2, R_1, R_2, R_3, R_5</td>\n",
+       "      <td>1.0, 1.0, 1.0, 1.0, 0.0</td>\n",
+       "      <td>A_0, A_2, R_0, R_6, R_7</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.242486</td>\n",
-       "      <td>0.753247</td>\n",
-       "      <td>1</td>\n",
-       "      <td>88.551901</td>\n",
-       "      <td>4952</td>\n",
-       "      <td>165</td>\n",
-       "      <td>0.545455</td>\n",
-       "      <td>0.000797</td>\n",
-       "      <td>58</td>\n",
-       "      <td>77</td>\n",
+       "      <td>0.248188</td>\n",
+       "      <td>0.756757</td>\n",
+       "      <td>2</td>\n",
+       "      <td>74.527591</td>\n",
+       "      <td>4944</td>\n",
+       "      <td>285</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.001605</td>\n",
+       "      <td>112</td>\n",
+       "      <td>148</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
-       "      <td>0.0, 0.0</td>\n",
-       "      <td>R_1, R_6</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.093938</td>\n",
-       "      <td>0.623116</td>\n",
-       "      <td>1</td>\n",
-       "      <td>51.744319</td>\n",
-       "      <td>4991</td>\n",
-       "      <td>201</td>\n",
-       "      <td>0.181818</td>\n",
-       "      <td>0.000466</td>\n",
-       "      <td>744</td>\n",
-       "      <td>1194</td>\n",
+       "      <td>1.0, 0.0, 1.0, 0.0, 1.0</td>\n",
+       "      <td>A_1, A_2, R_1, R_5, R_6</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.250877</td>\n",
+       "      <td>0.758389</td>\n",
+       "      <td>3</td>\n",
+       "      <td>66.878293</td>\n",
+       "      <td>4913</td>\n",
+       "      <td>287</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.002161</td>\n",
+       "      <td>113</td>\n",
+       "      <td>149</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
-       "      <td>1.0, 1.0, 0.0, 0.0, 0.0, 0.0</td>\n",
-       "      <td>A_0, R_0, R_2, R_3, R_4, R_5</td>\n",
+       "      <td>0.0, 1.0, 0.0, 0.0, 0.0</td>\n",
+       "      <td>A_2, R_1, R_3, R_4, R_5</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.248188</td>\n",
-       "      <td>0.756757</td>\n",
+       "      <td>0.087118</td>\n",
+       "      <td>0.613793</td>\n",
        "      <td>1</td>\n",
-       "      <td>73.213965</td>\n",
-       "      <td>4999</td>\n",
-       "      <td>202</td>\n",
-       "      <td>0.545455</td>\n",
-       "      <td>0.000657</td>\n",
-       "      <td>56</td>\n",
-       "      <td>74</td>\n",
+       "      <td>67.400426</td>\n",
+       "      <td>4916</td>\n",
+       "      <td>291</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.000726</td>\n",
+       "      <td>89</td>\n",
+       "      <td>145</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td>1.0, 1.0, 1.0, 0.0, 1.0</td>\n",
-       "      <td>A_2, R_2, R_3, R_6, R_7</td>\n",
+       "      <td>A_1, A_2, R_2, R_6, R_7</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>0.231936</td>\n",
-       "      <td>0.746575</td>\n",
+       "      <td>0.232078</td>\n",
+       "      <td>0.746667</td>\n",
        "      <td>1</td>\n",
-       "      <td>69.335533</td>\n",
-       "      <td>4989</td>\n",
-       "      <td>203</td>\n",
+       "      <td>74.640091</td>\n",
+       "      <td>4906</td>\n",
+       "      <td>293</td>\n",
        "      <td>0.454545</td>\n",
-       "      <td>0.000624</td>\n",
-       "      <td>109</td>\n",
-       "      <td>146</td>\n",
+       "      <td>0.000804</td>\n",
+       "      <td>112</td>\n",
+       "      <td>150</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
-       "      <td>0.0, 1.0, 0.0, 1.0</td>\n",
-       "      <td>A_2, R_1, R_4, R_5</td>\n",
+       "      <td>1.0, 1.0, 0.0, 0.0, 0.0</td>\n",
+       "      <td>A_0, R_0, R_1, R_3, R_4</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.100635</td>\n",
-       "      <td>0.631757</td>\n",
+       "      <td>0.090453</td>\n",
+       "      <td>0.618421</td>\n",
        "      <td>1</td>\n",
-       "      <td>72.898203</td>\n",
-       "      <td>4869</td>\n",
-       "      <td>227</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.000656</td>\n",
-       "      <td>187</td>\n",
-       "      <td>296</td>\n",
+       "      <td>57.602071</td>\n",
+       "      <td>4889</td>\n",
+       "      <td>315</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.000620</td>\n",
+       "      <td>94</td>\n",
+       "      <td>152</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
-       "      <td>0.0, 1.0, 0.0, 1.0</td>\n",
-       "      <td>A_0, A_2, R_0, R_3</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.234590</td>\n",
-       "      <td>0.748276</td>\n",
+       "      <td>1.0, 1.0, 0.0, 0.0</td>\n",
+       "      <td>A_0, R_0, R_1, R_7</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.102352</td>\n",
+       "      <td>0.633898</td>\n",
        "      <td>1</td>\n",
-       "      <td>65.926134</td>\n",
-       "      <td>4989</td>\n",
-       "      <td>287</td>\n",
+       "      <td>58.390511</td>\n",
+       "      <td>4947</td>\n",
+       "      <td>315</td>\n",
        "      <td>0.363636</td>\n",
-       "      <td>0.000593</td>\n",
-       "      <td>217</td>\n",
-       "      <td>290</td>\n",
+       "      <td>0.000629</td>\n",
+       "      <td>187</td>\n",
+       "      <td>295</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
-       "      <td>1.0, 1.0, 1.0, 1.0, 1.0</td>\n",
-       "      <td>A_0, R_0, R_2, R_4, R_6</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.245719</td>\n",
-       "      <td>0.755245</td>\n",
+       "      <td>0.0, 0.0, 0.0</td>\n",
+       "      <td>A_1, A_2, R_0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.223701</td>\n",
+       "      <td>0.741197</td>\n",
        "      <td>1</td>\n",
-       "      <td>64.227067</td>\n",
-       "      <td>4962</td>\n",
-       "      <td>317</td>\n",
-       "      <td>0.454545</td>\n",
-       "      <td>0.000578</td>\n",
-       "      <td>108</td>\n",
-       "      <td>143</td>\n",
+       "      <td>66.685177</td>\n",
+       "      <td>4966</td>\n",
+       "      <td>419</td>\n",
+       "      <td>0.272727</td>\n",
+       "      <td>0.000718</td>\n",
+       "      <td>421</td>\n",
+       "      <td>568</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17</th>\n",
-       "      <td>1.0, 1.0, 1.0, 1.0</td>\n",
-       "      <td>A_1, R_2, R_3, R_5</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.224991</td>\n",
-       "      <td>0.742049</td>\n",
+       "      <td>0.0, 1.0, 0.0</td>\n",
+       "      <td>A_1, R_2, R_4</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.100275</td>\n",
+       "      <td>0.631304</td>\n",
        "      <td>1</td>\n",
-       "      <td>56.163373</td>\n",
-       "      <td>4989</td>\n",
-       "      <td>336</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.000505</td>\n",
-       "      <td>210</td>\n",
-       "      <td>283</td>\n",
+       "      <td>67.154864</td>\n",
+       "      <td>4966</td>\n",
+       "      <td>419</td>\n",
+       "      <td>0.272727</td>\n",
+       "      <td>0.000742</td>\n",
+       "      <td>363</td>\n",
+       "      <td>575</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18</th>\n",
-       "      <td>1.0, 1.0, 0.0</td>\n",
-       "      <td>A_0, R_0, R_4</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.097513</td>\n",
-       "      <td>0.627787</td>\n",
+       "      <td>1.0, 0.0, 1.0, 1.0</td>\n",
+       "      <td>A_0, R_0, R_2, R_7</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.090419</td>\n",
+       "      <td>0.618375</td>\n",
        "      <td>1</td>\n",
-       "      <td>69.625580</td>\n",
-       "      <td>4999</td>\n",
-       "      <td>345</td>\n",
-       "      <td>0.272727</td>\n",
-       "      <td>0.000617</td>\n",
-       "      <td>366</td>\n",
-       "      <td>583</td>\n",
+       "      <td>66.661601</td>\n",
+       "      <td>4994</td>\n",
+       "      <td>426</td>\n",
+       "      <td>0.363636</td>\n",
+       "      <td>0.000718</td>\n",
+       "      <td>175</td>\n",
+       "      <td>283</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19</th>\n",
-       "      <td>1.0, 0.0, 0.0</td>\n",
-       "      <td>A_1, R_0, R_7</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.098505</td>\n",
-       "      <td>0.629060</td>\n",
-       "      <td>2</td>\n",
-       "      <td>60.569688</td>\n",
-       "      <td>4997</td>\n",
-       "      <td>361</td>\n",
+       "      <td>1.0, 1.0, 1.0</td>\n",
+       "      <td>A_0, A_2, R_7</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.235241</td>\n",
+       "      <td>0.748691</td>\n",
+       "      <td>4</td>\n",
+       "      <td>62.056210</td>\n",
+       "      <td>4979</td>\n",
+       "      <td>426</td>\n",
        "      <td>0.272727</td>\n",
-       "      <td>0.013032</td>\n",
-       "      <td>368</td>\n",
-       "      <td>585</td>\n",
+       "      <td>0.002673</td>\n",
+       "      <td>429</td>\n",
+       "      <td>573</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>20</th>\n",
-       "      <td>0.0, 1.0, 0.0</td>\n",
-       "      <td>A_0, A_1, R_2</td>\n",
+       "      <td>1.0, 0.0, 0.0</td>\n",
+       "      <td>A_2, R_3, R_7</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.237305</td>\n",
-       "      <td>0.750000</td>\n",
-       "      <td>3</td>\n",
-       "      <td>65.966778</td>\n",
-       "      <td>4988</td>\n",
-       "      <td>366</td>\n",
+       "      <td>0.232479</td>\n",
+       "      <td>0.746924</td>\n",
+       "      <td>2</td>\n",
+       "      <td>65.339406</td>\n",
+       "      <td>4999</td>\n",
+       "      <td>441</td>\n",
        "      <td>0.272727</td>\n",
-       "      <td>0.001740</td>\n",
-       "      <td>435</td>\n",
-       "      <td>580</td>\n",
+       "      <td>0.001576</td>\n",
+       "      <td>425</td>\n",
+       "      <td>569</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>21</th>\n",
-       "      <td>0.0, 1.0, 0.0, 0.0</td>\n",
-       "      <td>A_0, A_1, A_2, R_2</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>13</td>\n",
-       "      <td>57.365878</td>\n",
-       "      <td>4988</td>\n",
-       "      <td>390</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.006712</td>\n",
-       "      <td>292</td>\n",
-       "      <td>292</td>\n",
+       "      <td>0.0, 0.0, 1.0, 1.0, 1.0</td>\n",
+       "      <td>A_0, A_2, R_2, R_5, R_6</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.240123</td>\n",
+       "      <td>0.751773</td>\n",
+       "      <td>1</td>\n",
+       "      <td>87.026303</td>\n",
+       "      <td>4905</td>\n",
+       "      <td>464</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.000937</td>\n",
+       "      <td>106</td>\n",
+       "      <td>141</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>22</th>\n",
-       "      <td>1.0, 0.0, 1.0, 0.0, 1.0</td>\n",
-       "      <td>A_0, A_2, R_3, R_4, R_7</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.248496</td>\n",
-       "      <td>0.756944</td>\n",
-       "      <td>1</td>\n",
-       "      <td>67.844284</td>\n",
-       "      <td>4982</td>\n",
-       "      <td>405</td>\n",
-       "      <td>0.454545</td>\n",
-       "      <td>0.000611</td>\n",
-       "      <td>109</td>\n",
-       "      <td>144</td>\n",
+       "      <td>1.0, 1.0, 1.0</td>\n",
+       "      <td>A_2, R_3, R_5</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.240776</td>\n",
+       "      <td>0.752182</td>\n",
+       "      <td>2</td>\n",
+       "      <td>54.757896</td>\n",
+       "      <td>4985</td>\n",
+       "      <td>476</td>\n",
+       "      <td>0.272727</td>\n",
+       "      <td>0.001179</td>\n",
+       "      <td>431</td>\n",
+       "      <td>573</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>23</th>\n",
-       "      <td>1.0, 0.0, 1.0, 1.0</td>\n",
-       "      <td>R_1, R_2, R_4, R_7</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.084825</td>\n",
-       "      <td>0.610526</td>\n",
-       "      <td>1</td>\n",
-       "      <td>63.609141</td>\n",
-       "      <td>4970</td>\n",
-       "      <td>415</td>\n",
+       "      <td>0.0, 0.0, 0.0, 0.0</td>\n",
+       "      <td>A_2, R_2, R_4, R_6</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.507621</td>\n",
+       "      <td>0.873188</td>\n",
+       "      <td>2</td>\n",
+       "      <td>83.276405</td>\n",
+       "      <td>4950</td>\n",
+       "      <td>510</td>\n",
        "      <td>0.363636</td>\n",
-       "      <td>0.000573</td>\n",
-       "      <td>174</td>\n",
-       "      <td>285</td>\n",
+       "      <td>0.001794</td>\n",
+       "      <td>241</td>\n",
+       "      <td>276</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>24</th>\n",
-       "      <td>1.0, 1.0, 0.0, 0.0</td>\n",
-       "      <td>A_0, A_1, R_0, R_7</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.231936</td>\n",
-       "      <td>0.746575</td>\n",
+       "      <td>0.0, 1.0, 1.0, 1.0, 0.0</td>\n",
+       "      <td>A_2, R_0, R_2, R_4, R_6</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.251665</td>\n",
+       "      <td>0.758865</td>\n",
        "      <td>1</td>\n",
-       "      <td>57.260387</td>\n",
-       "      <td>4991</td>\n",
-       "      <td>423</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.000515</td>\n",
-       "      <td>218</td>\n",
-       "      <td>292</td>\n",
+       "      <td>75.456930</td>\n",
+       "      <td>4945</td>\n",
+       "      <td>525</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.000813</td>\n",
+       "      <td>107</td>\n",
+       "      <td>141</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25</th>\n",
-       "      <td>1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0</td>\n",
-       "      <td>A_0, A_1, A_2, R_0, R_1, R_2, R_3, R_5, R_6</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.052922</td>\n",
-       "      <td>0.555556</td>\n",
+       "      <td>0.0, 0.0, 0.0, 0.0</td>\n",
+       "      <td>A_1, R_4, R_5, R_7</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.251877</td>\n",
+       "      <td>0.758993</td>\n",
        "      <td>1</td>\n",
-       "      <td>50.876480</td>\n",
-       "      <td>4581</td>\n",
-       "      <td>485</td>\n",
-       "      <td>0.818182</td>\n",
-       "      <td>0.000458</td>\n",
-       "      <td>5</td>\n",
-       "      <td>9</td>\n",
+       "      <td>66.816226</td>\n",
+       "      <td>4981</td>\n",
+       "      <td>531</td>\n",
+       "      <td>0.363636</td>\n",
+       "      <td>0.000720</td>\n",
+       "      <td>211</td>\n",
+       "      <td>278</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>26</th>\n",
-       "      <td>0.0, 0.0, 0.0, 1.0</td>\n",
-       "      <td>A_0, A_2, R_0, R_7</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.255006</td>\n",
-       "      <td>0.760870</td>\n",
-       "      <td>2</td>\n",
-       "      <td>63.294082</td>\n",
-       "      <td>4990</td>\n",
-       "      <td>538</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.001139</td>\n",
-       "      <td>210</td>\n",
-       "      <td>276</td>\n",
+       "      <td>1.0, 1.0, 1.0, 0.0, 1.0</td>\n",
+       "      <td>A_1, R_1, R_4, R_5, R_6</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.089888</td>\n",
+       "      <td>0.617647</td>\n",
+       "      <td>1</td>\n",
+       "      <td>71.093083</td>\n",
+       "      <td>4851</td>\n",
+       "      <td>532</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.000766</td>\n",
+       "      <td>84</td>\n",
+       "      <td>136</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>27</th>\n",
-       "      <td>1.0, 0.0</td>\n",
-       "      <td>A_0, R_6</td>\n",
+       "      <td>0.0, 0.0, 0.0, 0.0, 0.0</td>\n",
+       "      <td>R_0, R_2, R_4, R_6, R_7</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.099786</td>\n",
-       "      <td>0.630687</td>\n",
+       "      <td>0.355073</td>\n",
+       "      <td>0.812950</td>\n",
        "      <td>1</td>\n",
-       "      <td>59.458472</td>\n",
-       "      <td>4999</td>\n",
-       "      <td>541</td>\n",
-       "      <td>0.181818</td>\n",
-       "      <td>0.000502</td>\n",
-       "      <td>707</td>\n",
-       "      <td>1121</td>\n",
+       "      <td>74.138810</td>\n",
+       "      <td>4865</td>\n",
+       "      <td>539</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.000798</td>\n",
+       "      <td>113</td>\n",
+       "      <td>139</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>28</th>\n",
-       "      <td>0.0, 1.0, 1.0, 1.0</td>\n",
-       "      <td>A_0, A_2, R_1, R_3</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>8</td>\n",
-       "      <td>75.513925</td>\n",
-       "      <td>4980</td>\n",
+       "      <td>1.0, 0.0, 0.0</td>\n",
+       "      <td>R_0, R_1, R_7</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.057608</td>\n",
+       "      <td>0.565062</td>\n",
+       "      <td>1</td>\n",
+       "      <td>44.052883</td>\n",
+       "      <td>4999</td>\n",
        "      <td>544</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.005500</td>\n",
-       "      <td>276</td>\n",
-       "      <td>276</td>\n",
+       "      <td>0.272727</td>\n",
+       "      <td>0.000501</td>\n",
+       "      <td>317</td>\n",
+       "      <td>561</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>29</th>\n",
-       "      <td>0.0, 0.0, 0.0, 0.0, 0.0</td>\n",
-       "      <td>A_0, A_2, R_0, R_3, R_7</td>\n",
+       "      <td>1.0, 0.0, 0.0, 0.0, 1.0, 1.0</td>\n",
+       "      <td>A_1, A_2, R_0, R_2, R_4, R_5</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.215549</td>\n",
-       "      <td>0.735714</td>\n",
+       "      <td>0.267383</td>\n",
+       "      <td>0.768116</td>\n",
        "      <td>1</td>\n",
-       "      <td>62.563335</td>\n",
-       "      <td>4897</td>\n",
-       "      <td>546</td>\n",
-       "      <td>0.454545</td>\n",
-       "      <td>0.000563</td>\n",
-       "      <td>103</td>\n",
-       "      <td>140</td>\n",
+       "      <td>65.383433</td>\n",
+       "      <td>4990</td>\n",
+       "      <td>552</td>\n",
+       "      <td>0.545455</td>\n",
+       "      <td>0.000745</td>\n",
+       "      <td>53</td>\n",
+       "      <td>69</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -7574,744 +7439,744 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>466</th>\n",
-       "      <td>1.0, 0.0, 1.0, 1.0</td>\n",
-       "      <td>A_0, A_1, R_4, R_5</td>\n",
+       "      <th>514</th>\n",
+       "      <td>0.0, 0.0</td>\n",
+       "      <td>R_0, R_4</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
+       "      <td>0.052922</td>\n",
+       "      <td>0.555556</td>\n",
        "      <td>1</td>\n",
-       "      <td>75.250000</td>\n",
+       "      <td>63.346923</td>\n",
+       "      <td>4988</td>\n",
        "      <td>4916</td>\n",
+       "      <td>0.181818</td>\n",
+       "      <td>0.000682</td>\n",
+       "      <td>10</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>515</th>\n",
+       "      <td>0.0, 0.0, 0.0, 0.0</td>\n",
+       "      <td>A_1, A_2, R_4, R_5</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.031250</td>\n",
+       "      <td>0.500000</td>\n",
+       "      <td>2</td>\n",
+       "      <td>70.250000</td>\n",
+       "      <td>4966</td>\n",
        "      <td>4916</td>\n",
        "      <td>0.363636</td>\n",
-       "      <td>0.000677</td>\n",
-       "      <td>0</td>\n",
+       "      <td>0.001513</td>\n",
+       "      <td>2</td>\n",
        "      <td>4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>467</th>\n",
-       "      <td>1.0, 0.0, 0.0, 1.0, 0.0</td>\n",
-       "      <td>A_0, A_1, R_2, R_4, R_5</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
+       "      <th>516</th>\n",
+       "      <td>1.0, 0.0, 1.0, 1.0</td>\n",
+       "      <td>A_1, A_2, R_2, R_3</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.004115</td>\n",
+       "      <td>0.333333</td>\n",
        "      <td>1</td>\n",
-       "      <td>61.333333</td>\n",
-       "      <td>4954</td>\n",
-       "      <td>4917</td>\n",
-       "      <td>0.454545</td>\n",
-       "      <td>0.000552</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>468</th>\n",
-       "      <td>1.0, 0.0, 0.0, 0.0, 1.0</td>\n",
-       "      <td>A_0, A_1, R_0, R_2, R_4</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>75.000000</td>\n",
-       "      <td>4917</td>\n",
-       "      <td>4917</td>\n",
-       "      <td>0.454545</td>\n",
-       "      <td>0.000675</td>\n",
+       "      <td>65.560000</td>\n",
+       "      <td>4988</td>\n",
+       "      <td>4918</td>\n",
+       "      <td>0.363636</td>\n",
+       "      <td>0.000706</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>517</th>\n",
+       "      <td>1.0, 0.0, 1.0</td>\n",
+       "      <td>A_0, A_1, R_5</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.401878</td>\n",
+       "      <td>0.833333</td>\n",
        "      <td>1</td>\n",
+       "      <td>81.920000</td>\n",
+       "      <td>4994</td>\n",
+       "      <td>4919</td>\n",
+       "      <td>0.272727</td>\n",
+       "      <td>0.000882</td>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>518</th>\n",
+       "      <td>1.0, 1.0, 1.0</td>\n",
+       "      <td>A_1, A_2, R_7</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.237305</td>\n",
+       "      <td>0.750000</td>\n",
        "      <td>1</td>\n",
+       "      <td>62.364800</td>\n",
+       "      <td>4989</td>\n",
+       "      <td>4923</td>\n",
+       "      <td>0.272727</td>\n",
+       "      <td>0.000672</td>\n",
+       "      <td>6</td>\n",
+       "      <td>8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>469</th>\n",
-       "      <td>1.0, 1.0, 1.0, 0.0, 0.0</td>\n",
-       "      <td>A_0, A_1, R_2, R_4, R_6</td>\n",
+       "      <th>519</th>\n",
+       "      <td>1.0, 1.0, 0.0, 1.0, 0.0</td>\n",
+       "      <td>A_0, A_1, A_2, R_4, R_6</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.131687</td>\n",
-       "      <td>0.666667</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>46.666667</td>\n",
-       "      <td>4918</td>\n",
-       "      <td>4918</td>\n",
+       "      <td>65.000000</td>\n",
+       "      <td>4972</td>\n",
+       "      <td>4924</td>\n",
        "      <td>0.454545</td>\n",
-       "      <td>0.000420</td>\n",
-       "      <td>2</td>\n",
+       "      <td>0.000700</td>\n",
+       "      <td>3</td>\n",
        "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>470</th>\n",
-       "      <td>1.0, 1.0, 1.0, 0.0, 1.0</td>\n",
-       "      <td>A_0, A_1, A_2, R_2, R_3</td>\n",
+       "      <th>520</th>\n",
+       "      <td>1.0, 1.0, 0.0, 1.0, 0.0, 0.0</td>\n",
+       "      <td>A_0, A_1, A_2, R_1, R_6, R_7</td>\n",
        "      <td>0.0</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>55.000000</td>\n",
-       "      <td>4927</td>\n",
-       "      <td>4927</td>\n",
+       "      <td>59.000000</td>\n",
+       "      <td>4988</td>\n",
+       "      <td>4924</td>\n",
+       "      <td>0.545455</td>\n",
+       "      <td>0.000635</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>521</th>\n",
+       "      <td>0.0, 1.0, 0.0, 1.0, 0.0</td>\n",
+       "      <td>A_1, A_2, R_1, R_3, R_4</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.004115</td>\n",
+       "      <td>0.333333</td>\n",
+       "      <td>1</td>\n",
+       "      <td>58.666667</td>\n",
+       "      <td>4981</td>\n",
+       "      <td>4926</td>\n",
        "      <td>0.454545</td>\n",
-       "      <td>0.000495</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
+       "      <td>0.000632</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>471</th>\n",
-       "      <td>1.0, 1.0</td>\n",
-       "      <td>A_2, R_5</td>\n",
+       "      <th>522</th>\n",
+       "      <td>0.0, 1.0, 1.0</td>\n",
+       "      <td>R_0, R_1, R_7</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>0.104358</td>\n",
-       "      <td>0.636364</td>\n",
+       "      <td>0.031250</td>\n",
+       "      <td>0.500000</td>\n",
        "      <td>1</td>\n",
-       "      <td>69.339809</td>\n",
-       "      <td>4989</td>\n",
-       "      <td>4929</td>\n",
-       "      <td>0.181818</td>\n",
-       "      <td>0.000618</td>\n",
-       "      <td>14</td>\n",
-       "      <td>22</td>\n",
+       "      <td>68.672320</td>\n",
+       "      <td>4994</td>\n",
+       "      <td>4927</td>\n",
+       "      <td>0.272727</td>\n",
+       "      <td>0.000728</td>\n",
+       "      <td>5</td>\n",
+       "      <td>10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>472</th>\n",
-       "      <td>0.0, 1.0, 1.0, 1.0</td>\n",
-       "      <td>A_1, A_2, R_3, R_5</td>\n",
+       "      <th>523</th>\n",
+       "      <td>0.0, 1.0, 1.0, 1.0, 1.0</td>\n",
+       "      <td>A_1, A_2, R_1, R_3, R_7</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>0.401878</td>\n",
-       "      <td>0.833333</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>77.360000</td>\n",
-       "      <td>4980</td>\n",
-       "      <td>4929</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.000696</td>\n",
-       "      <td>5</td>\n",
-       "      <td>6</td>\n",
+       "      <td>77.000000</td>\n",
+       "      <td>4982</td>\n",
+       "      <td>4927</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.000829</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>473</th>\n",
-       "      <td>0.0, 0.0, 0.0, 1.0</td>\n",
-       "      <td>A_1, A_2, R_0, R_7</td>\n",
+       "      <th>524</th>\n",
+       "      <td>0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0</td>\n",
+       "      <td>A_0, R_1, R_2, R_3, R_5, R_6, R_7</td>\n",
        "      <td>0.0</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>45.000000</td>\n",
-       "      <td>4990</td>\n",
-       "      <td>4931</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.000405</td>\n",
+       "      <td>71.000000</td>\n",
+       "      <td>4935</td>\n",
+       "      <td>4935</td>\n",
+       "      <td>0.636364</td>\n",
+       "      <td>0.000765</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>474</th>\n",
-       "      <td>0.0, 1.0, 1.0</td>\n",
-       "      <td>A_0, A_1, A_2</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.002430</td>\n",
-       "      <td>0.300000</td>\n",
+       "      <th>525</th>\n",
+       "      <td>0.0, 0.0, 0.0</td>\n",
+       "      <td>A_0, A_1, R_3</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.004115</td>\n",
+       "      <td>0.333333</td>\n",
        "      <td>1</td>\n",
-       "      <td>66.627840</td>\n",
-       "      <td>4997</td>\n",
-       "      <td>4933</td>\n",
+       "      <td>54.960000</td>\n",
+       "      <td>4977</td>\n",
+       "      <td>4936</td>\n",
        "      <td>0.272727</td>\n",
-       "      <td>0.000588</td>\n",
-       "      <td>3</td>\n",
-       "      <td>10</td>\n",
+       "      <td>0.000649</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>475</th>\n",
-       "      <td>1.0, 1.0, 0.0, 1.0</td>\n",
-       "      <td>A_1, A_2, R_3, R_7</td>\n",
+       "      <th>526</th>\n",
+       "      <td>0.0, 0.0, 1.0, 1.0</td>\n",
+       "      <td>A_2, R_1, R_4, R_6</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>0.077760</td>\n",
-       "      <td>0.600000</td>\n",
+       "      <td>0.031250</td>\n",
+       "      <td>0.500000</td>\n",
        "      <td>1</td>\n",
-       "      <td>51.000000</td>\n",
-       "      <td>4962</td>\n",
-       "      <td>4938</td>\n",
+       "      <td>52.000000</td>\n",
+       "      <td>4977</td>\n",
+       "      <td>4942</td>\n",
        "      <td>0.363636</td>\n",
-       "      <td>0.000459</td>\n",
-       "      <td>3</td>\n",
-       "      <td>5</td>\n",
+       "      <td>0.000447</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>476</th>\n",
-       "      <td>1.0, 0.0, 1.0, 1.0</td>\n",
-       "      <td>A_0, A_1, A_2, R_5</td>\n",
-       "      <td>1.0</td>\n",
+       "      <th>527</th>\n",
+       "      <td>1.0, 1.0, 1.0, 0.0</td>\n",
+       "      <td>A_0, R_0, R_4, R_7</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1.000000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>65.500000</td>\n",
-       "      <td>4983</td>\n",
-       "      <td>4941</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.000590</td>\n",
-       "      <td>2</td>\n",
        "      <td>2</td>\n",
+       "      <td>68.200000</td>\n",
+       "      <td>4947</td>\n",
+       "      <td>4944</td>\n",
+       "      <td>0.363636</td>\n",
+       "      <td>0.001469</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>477</th>\n",
-       "      <td>0.0, 1.0, 1.0, 1.0, 1.0</td>\n",
-       "      <td>A_1, R_1, R_4, R_5, R_7</td>\n",
+       "      <th>528</th>\n",
+       "      <td>1.0, 1.0, 0.0, 0.0, 1.0, 0.0</td>\n",
+       "      <td>A_0, A_1, A_2, R_0, R_3, R_6</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>0.100000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>72.446450</td>\n",
-       "      <td>4941</td>\n",
-       "      <td>4941</td>\n",
-       "      <td>0.454545</td>\n",
-       "      <td>0.000652</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>478</th>\n",
-       "      <td>0.0, 1.0, 0.0, 0.0, 0.0</td>\n",
-       "      <td>A_1, R_0, R_1, R_3, R_4</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>49.000000</td>\n",
+       "      <td>59.000000</td>\n",
        "      <td>4946</td>\n",
        "      <td>4946</td>\n",
-       "      <td>0.454545</td>\n",
-       "      <td>0.000441</td>\n",
+       "      <td>0.545455</td>\n",
+       "      <td>0.000635</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>479</th>\n",
-       "      <td>0.0, 1.0, 0.0, 1.0, 0.0</td>\n",
-       "      <td>A_0, A_2, R_1, R_5, R_7</td>\n",
+       "      <th>529</th>\n",
+       "      <td>1.0, 1.0, 1.0, 0.0, 0.0</td>\n",
+       "      <td>A_0, R_0, R_4, R_6, R_7</td>\n",
        "      <td>0.0</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>54.333333</td>\n",
-       "      <td>4997</td>\n",
-       "      <td>4946</td>\n",
+       "      <td>63.000000</td>\n",
+       "      <td>4947</td>\n",
+       "      <td>4947</td>\n",
        "      <td>0.454545</td>\n",
-       "      <td>0.000489</td>\n",
+       "      <td>0.000678</td>\n",
        "      <td>3</td>\n",
        "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>480</th>\n",
-       "      <td>0.0, 1.0, 0.0, 1.0, 1.0</td>\n",
-       "      <td>A_0, A_2, R_2, R_3, R_5</td>\n",
+       "      <th>530</th>\n",
+       "      <td>0.0, 0.0, 0.0, 0.0</td>\n",
+       "      <td>A_1, R_0, R_3, R_4</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
+       "      <td>0.100000</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>76.320000</td>\n",
-       "      <td>4947</td>\n",
-       "      <td>4947</td>\n",
-       "      <td>0.454545</td>\n",
-       "      <td>0.000697</td>\n",
+       "      <td>100.000000</td>\n",
+       "      <td>4950</td>\n",
+       "      <td>4950</td>\n",
+       "      <td>0.363636</td>\n",
+       "      <td>0.001077</td>\n",
+       "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>481</th>\n",
-       "      <td>1.0, 0.0, 1.0, 0.0</td>\n",
-       "      <td>A_2, R_1, R_3, R_5</td>\n",
+       "      <th>531</th>\n",
+       "      <td>1.0, 1.0, 0.0, 1.0, 1.0</td>\n",
+       "      <td>A_1, A_2, R_0, R_2, R_7</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.031250</td>\n",
        "      <td>0.500000</td>\n",
        "      <td>1</td>\n",
-       "      <td>62.000000</td>\n",
-       "      <td>4952</td>\n",
-       "      <td>4952</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.000558</td>\n",
+       "      <td>60.000000</td>\n",
+       "      <td>4989</td>\n",
+       "      <td>4953</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.000646</td>\n",
        "      <td>1</td>\n",
        "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>482</th>\n",
-       "      <td>0.0, 1.0, 1.0</td>\n",
-       "      <td>A_2, R_3, R_4</td>\n",
-       "      <td>1.0</td>\n",
+       "      <th>532</th>\n",
+       "      <td>0.0, 0.0, 0.0, 1.0</td>\n",
+       "      <td>A_0, R_3, R_6, R_7</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.237305</td>\n",
        "      <td>0.750000</td>\n",
        "      <td>1</td>\n",
-       "      <td>60.500000</td>\n",
-       "      <td>4995</td>\n",
-       "      <td>4954</td>\n",
-       "      <td>0.272727</td>\n",
-       "      <td>0.000545</td>\n",
+       "      <td>55.250000</td>\n",
+       "      <td>4984</td>\n",
+       "      <td>4953</td>\n",
+       "      <td>0.363636</td>\n",
+       "      <td>0.000474</td>\n",
        "      <td>3</td>\n",
        "      <td>4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>483</th>\n",
-       "      <td>1.0, 0.0, 0.0, 0.0</td>\n",
-       "      <td>A_1, A_2, R_3, R_4</td>\n",
+       "      <th>533</th>\n",
+       "      <td>0.0, 1.0, 0.0</td>\n",
+       "      <td>A_1, A_2, R_0</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>0.031250</td>\n",
-       "      <td>0.500000</td>\n",
+       "      <td>0.000129</td>\n",
+       "      <td>0.166667</td>\n",
+       "      <td>1</td>\n",
+       "      <td>48.480000</td>\n",
+       "      <td>4982</td>\n",
+       "      <td>4960</td>\n",
+       "      <td>0.272727</td>\n",
+       "      <td>0.000522</td>\n",
        "      <td>1</td>\n",
-       "      <td>72.400000</td>\n",
-       "      <td>4996</td>\n",
-       "      <td>4955</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.000648</td>\n",
-       "      <td>3</td>\n",
        "      <td>6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>484</th>\n",
-       "      <td>0.0, 0.0, 0.0, 0.0</td>\n",
-       "      <td>A_1, A_2, R_0, R_6</td>\n",
+       "      <th>534</th>\n",
+       "      <td>0.0, 0.0, 0.0, 0.0, 1.0</td>\n",
+       "      <td>A_1, A_2, R_0, R_2, R_5</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.237305</td>\n",
-       "      <td>0.750000</td>\n",
+       "      <td>0.100000</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>63.000000</td>\n",
-       "      <td>4990</td>\n",
-       "      <td>4959</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.000567</td>\n",
-       "      <td>3</td>\n",
-       "      <td>4</td>\n",
+       "      <td>74.528049</td>\n",
+       "      <td>4962</td>\n",
+       "      <td>4962</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.000803</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>485</th>\n",
-       "      <td>0.0, 1.0, 0.0, 0.0, 1.0</td>\n",
-       "      <td>A_0, A_1, A_2, R_2, R_6</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.046266</td>\n",
-       "      <td>0.857143</td>\n",
+       "      <th>535</th>\n",
+       "      <td>1.0, 0.0, 0.0, 0.0</td>\n",
+       "      <td>A_0, A_1, R_0, R_4</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.100000</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>48.984000</td>\n",
-       "      <td>4968</td>\n",
-       "      <td>4968</td>\n",
-       "      <td>0.454545</td>\n",
-       "      <td>0.000441</td>\n",
+       "      <td>77.066474</td>\n",
+       "      <td>4966</td>\n",
+       "      <td>4966</td>\n",
+       "      <td>0.363636</td>\n",
+       "      <td>0.000830</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>486</th>\n",
-       "      <td>0.0, 1.0, 1.0</td>\n",
-       "      <td>A_0, A_1, A_2</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.095367</td>\n",
-       "      <td>0.625000</td>\n",
+       "      <th>536</th>\n",
+       "      <td>0.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0</td>\n",
+       "      <td>A_1, A_2, R_0, R_1, R_2, R_3, R_6</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.100000</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>64.211200</td>\n",
-       "      <td>4989</td>\n",
+       "      <td>56.695572</td>\n",
        "      <td>4970</td>\n",
-       "      <td>0.272727</td>\n",
-       "      <td>0.000560</td>\n",
-       "      <td>5</td>\n",
-       "      <td>8</td>\n",
+       "      <td>4970</td>\n",
+       "      <td>0.636364</td>\n",
+       "      <td>0.000611</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>487</th>\n",
-       "      <td>1.0, 1.0, 1.0, 0.0, 1.0</td>\n",
-       "      <td>A_0, A_2, R_2, R_5, R_6</td>\n",
+       "      <th>537</th>\n",
+       "      <td>1.0, 0.0, 0.0, 0.0</td>\n",
+       "      <td>A_0, A_1, R_1, R_5</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
+       "      <td>0.004115</td>\n",
+       "      <td>0.333333</td>\n",
        "      <td>1</td>\n",
-       "      <td>64.000000</td>\n",
-       "      <td>4971</td>\n",
-       "      <td>4971</td>\n",
-       "      <td>0.454545</td>\n",
-       "      <td>0.000576</td>\n",
-       "      <td>0</td>\n",
+       "      <td>57.666667</td>\n",
+       "      <td>4970</td>\n",
+       "      <td>4970</td>\n",
+       "      <td>0.363636</td>\n",
+       "      <td>0.000512</td>\n",
        "      <td>1</td>\n",
+       "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>488</th>\n",
-       "      <td>1.0, 0.0, 1.0, 0.0</td>\n",
-       "      <td>A_0, A_1, A_2, R_5</td>\n",
+       "      <th>538</th>\n",
+       "      <td>1.0, 1.0, 1.0, 1.0, 1.0, 0.0</td>\n",
+       "      <td>A_2, R_1, R_3, R_5, R_6, R_7</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>0.100000</td>\n",
-       "      <td>1.000000</td>\n",
+       "      <td>0.052510</td>\n",
+       "      <td>0.879121</td>\n",
        "      <td>1</td>\n",
-       "      <td>71.816038</td>\n",
-       "      <td>4971</td>\n",
-       "      <td>4971</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.000646</td>\n",
+       "      <td>81.060258</td>\n",
+       "      <td>4978</td>\n",
+       "      <td>4978</td>\n",
+       "      <td>0.545455</td>\n",
+       "      <td>0.000873</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>489</th>\n",
-       "      <td>1.0, 1.0, 0.0, 0.0</td>\n",
-       "      <td>A_1, A_2, R_3, R_6</td>\n",
-       "      <td>1.0</td>\n",
+       "      <th>539</th>\n",
+       "      <td>0.0, 1.0, 0.0, 0.0, 0.0, 1.0</td>\n",
+       "      <td>A_1, A_2, R_1, R_2, R_5, R_6</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.100000</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>53.317578</td>\n",
-       "      <td>4977</td>\n",
-       "      <td>4977</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.000480</td>\n",
+       "      <td>54.000000</td>\n",
+       "      <td>4981</td>\n",
+       "      <td>4981</td>\n",
+       "      <td>0.545455</td>\n",
+       "      <td>0.000582</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>490</th>\n",
-       "      <td>0.0, 1.0, 1.0</td>\n",
-       "      <td>A_2, R_0, R_3</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.131687</td>\n",
-       "      <td>0.666667</td>\n",
-       "      <td>1</td>\n",
-       "      <td>66.000000</td>\n",
-       "      <td>4995</td>\n",
-       "      <td>4978</td>\n",
-       "      <td>0.272727</td>\n",
-       "      <td>0.000594</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>491</th>\n",
+       "      <th>540</th>\n",
        "      <td>0.0, 0.0, 1.0, 1.0</td>\n",
-       "      <td>A_0, A_2, R_2, R_4</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.031250</td>\n",
-       "      <td>0.500000</td>\n",
+       "      <td>A_1, R_0, R_1, R_5</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>51.000000</td>\n",
-       "      <td>4990</td>\n",
-       "      <td>4978</td>\n",
+       "      <td>84.000000</td>\n",
+       "      <td>4994</td>\n",
+       "      <td>4982</td>\n",
        "      <td>0.363636</td>\n",
-       "      <td>0.000459</td>\n",
+       "      <td>0.000905</td>\n",
+       "      <td>1</td>\n",
        "      <td>1</td>\n",
-       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>492</th>\n",
-       "      <td>0.0, 0.0, 1.0, 0.0</td>\n",
-       "      <td>A_1, A_2, R_3, R_4</td>\n",
-       "      <td>0.0</td>\n",
+       "      <th>541</th>\n",
+       "      <td>1.0, 1.0, 1.0</td>\n",
+       "      <td>A_2, R_4, R_5</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>59.000000</td>\n",
-       "      <td>4982</td>\n",
-       "      <td>4982</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.000531</td>\n",
+       "      <td>53.000000</td>\n",
+       "      <td>4985</td>\n",
+       "      <td>4985</td>\n",
+       "      <td>0.272727</td>\n",
+       "      <td>0.000571</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>493</th>\n",
-       "      <td>1.0, 0.0, 0.0</td>\n",
-       "      <td>A_1, R_2, R_6</td>\n",
+       "      <th>542</th>\n",
+       "      <td>1.0, 1.0, 0.0, 0.0</td>\n",
+       "      <td>A_0, A_1, A_2, R_7</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.004115</td>\n",
-       "      <td>0.333333</td>\n",
+       "      <td>0.100000</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>74.333333</td>\n",
-       "      <td>4999</td>\n",
+       "      <td>65.506661</td>\n",
+       "      <td>4988</td>\n",
        "      <td>4988</td>\n",
-       "      <td>0.272727</td>\n",
-       "      <td>0.000693</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>494</th>\n",
-       "      <td>0.0, 1.0, 1.0, 1.0</td>\n",
-       "      <td>A_0, A_1, A_2, R_3</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>74.500000</td>\n",
-       "      <td>4989</td>\n",
-       "      <td>4989</td>\n",
        "      <td>0.363636</td>\n",
-       "      <td>0.000693</td>\n",
+       "      <td>0.000705</td>\n",
+       "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>495</th>\n",
-       "      <td>1.0, 0.0</td>\n",
-       "      <td>A_2, R_1</td>\n",
-       "      <td>0.0</td>\n",
+       "      <th>543</th>\n",
+       "      <td>1.0, 0.0, 1.0, 1.0, 1.0</td>\n",
+       "      <td>A_0, A_2, R_1, R_4, R_6</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>0.100000</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>54.333333</td>\n",
-       "      <td>4997</td>\n",
-       "      <td>4997</td>\n",
-       "      <td>0.181818</td>\n",
-       "      <td>0.000489</td>\n",
+       "      <td>71.621120</td>\n",
+       "      <td>4994</td>\n",
+       "      <td>4994</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.000771</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>496 rows × 13 columns</p>\n",
+       "<p>544 rows × 13 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                Specified Values  \\\n",
-       "0                   1.0, 1.0, 1.0, 1.0, 1.0, 1.0   \n",
-       "1                   0.0, 0.0, 0.0, 0.0, 1.0, 1.0   \n",
-       "2                        0.0, 1.0, 1.0, 1.0, 1.0   \n",
-       "3                        0.0, 1.0, 0.0, 1.0, 0.0   \n",
-       "4                   1.0, 1.0, 0.0, 1.0, 0.0, 1.0   \n",
-       "5                   0.0, 1.0, 1.0, 0.0, 0.0, 1.0   \n",
-       "6                             1.0, 1.0, 0.0, 0.0   \n",
-       "7         0.0, 1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 0.0   \n",
-       "8                        1.0, 1.0, 0.0, 0.0, 0.0   \n",
-       "9                             1.0, 0.0, 1.0, 1.0   \n",
-       "10                  1.0, 1.0, 0.0, 0.0, 1.0, 0.0   \n",
-       "11                                      0.0, 0.0   \n",
-       "12                  1.0, 1.0, 0.0, 0.0, 0.0, 0.0   \n",
-       "13                       1.0, 1.0, 1.0, 0.0, 1.0   \n",
-       "14                            0.0, 1.0, 0.0, 1.0   \n",
-       "15                            0.0, 1.0, 0.0, 1.0   \n",
-       "16                       1.0, 1.0, 1.0, 1.0, 1.0   \n",
-       "17                            1.0, 1.0, 1.0, 1.0   \n",
-       "18                                 1.0, 1.0, 0.0   \n",
-       "19                                 1.0, 0.0, 0.0   \n",
-       "20                                 0.0, 1.0, 0.0   \n",
-       "21                            0.0, 1.0, 0.0, 0.0   \n",
-       "22                       1.0, 0.0, 1.0, 0.0, 1.0   \n",
-       "23                            1.0, 0.0, 1.0, 1.0   \n",
-       "24                            1.0, 1.0, 0.0, 0.0   \n",
-       "25   1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0   \n",
-       "26                            0.0, 0.0, 0.0, 1.0   \n",
-       "27                                      1.0, 0.0   \n",
-       "28                            0.0, 1.0, 1.0, 1.0   \n",
-       "29                       0.0, 0.0, 0.0, 0.0, 0.0   \n",
-       "..                                           ...   \n",
-       "466                           1.0, 0.0, 1.0, 1.0   \n",
-       "467                      1.0, 0.0, 0.0, 1.0, 0.0   \n",
-       "468                      1.0, 0.0, 0.0, 0.0, 1.0   \n",
-       "469                      1.0, 1.0, 1.0, 0.0, 0.0   \n",
-       "470                      1.0, 1.0, 1.0, 0.0, 1.0   \n",
-       "471                                     1.0, 1.0   \n",
-       "472                           0.0, 1.0, 1.0, 1.0   \n",
-       "473                           0.0, 0.0, 0.0, 1.0   \n",
-       "474                                0.0, 1.0, 1.0   \n",
-       "475                           1.0, 1.0, 0.0, 1.0   \n",
-       "476                           1.0, 0.0, 1.0, 1.0   \n",
-       "477                      0.0, 1.0, 1.0, 1.0, 1.0   \n",
-       "478                      0.0, 1.0, 0.0, 0.0, 0.0   \n",
-       "479                      0.0, 1.0, 0.0, 1.0, 0.0   \n",
-       "480                      0.0, 1.0, 0.0, 1.0, 1.0   \n",
-       "481                           1.0, 0.0, 1.0, 0.0   \n",
-       "482                                0.0, 1.0, 1.0   \n",
-       "483                           1.0, 0.0, 0.0, 0.0   \n",
-       "484                           0.0, 0.0, 0.0, 0.0   \n",
-       "485                      0.0, 1.0, 0.0, 0.0, 1.0   \n",
-       "486                                0.0, 1.0, 1.0   \n",
-       "487                      1.0, 1.0, 1.0, 0.0, 1.0   \n",
-       "488                           1.0, 0.0, 1.0, 0.0   \n",
-       "489                           1.0, 1.0, 0.0, 0.0   \n",
-       "490                                0.0, 1.0, 1.0   \n",
-       "491                           0.0, 0.0, 1.0, 1.0   \n",
-       "492                           0.0, 0.0, 1.0, 0.0   \n",
-       "493                                1.0, 0.0, 0.0   \n",
-       "494                           0.0, 1.0, 1.0, 1.0   \n",
-       "495                                     1.0, 0.0   \n",
+       "                           Specified Values  \\\n",
+       "0                        1.0, 1.0, 0.0, 1.0   \n",
+       "1                        1.0, 1.0, 0.0, 1.0   \n",
+       "2                        0.0, 0.0, 1.0, 0.0   \n",
+       "3                             1.0, 0.0, 0.0   \n",
+       "4                             1.0, 1.0, 0.0   \n",
+       "5                   0.0, 1.0, 1.0, 1.0, 1.0   \n",
+       "6    1.0, 1.0, 1.0, 0.0, 1.0, 0.0, 0.0, 1.0   \n",
+       "7                   0.0, 0.0, 0.0, 0.0, 0.0   \n",
+       "8                                  1.0, 1.0   \n",
+       "9                             0.0, 0.0, 1.0   \n",
+       "10                  1.0, 1.0, 1.0, 1.0, 0.0   \n",
+       "11                  1.0, 0.0, 1.0, 0.0, 1.0   \n",
+       "12                  0.0, 1.0, 0.0, 0.0, 0.0   \n",
+       "13                  1.0, 1.0, 1.0, 0.0, 1.0   \n",
+       "14                  1.0, 1.0, 0.0, 0.0, 0.0   \n",
+       "15                       1.0, 1.0, 0.0, 0.0   \n",
+       "16                            0.0, 0.0, 0.0   \n",
+       "17                            0.0, 1.0, 0.0   \n",
+       "18                       1.0, 0.0, 1.0, 1.0   \n",
+       "19                            1.0, 1.0, 1.0   \n",
+       "20                            1.0, 0.0, 0.0   \n",
+       "21                  0.0, 0.0, 1.0, 1.0, 1.0   \n",
+       "22                            1.0, 1.0, 1.0   \n",
+       "23                       0.0, 0.0, 0.0, 0.0   \n",
+       "24                  0.0, 1.0, 1.0, 1.0, 0.0   \n",
+       "25                       0.0, 0.0, 0.0, 0.0   \n",
+       "26                  1.0, 1.0, 1.0, 0.0, 1.0   \n",
+       "27                  0.0, 0.0, 0.0, 0.0, 0.0   \n",
+       "28                            1.0, 0.0, 0.0   \n",
+       "29             1.0, 0.0, 0.0, 0.0, 1.0, 1.0   \n",
+       "..                                      ...   \n",
+       "514                                0.0, 0.0   \n",
+       "515                      0.0, 0.0, 0.0, 0.0   \n",
+       "516                      1.0, 0.0, 1.0, 1.0   \n",
+       "517                           1.0, 0.0, 1.0   \n",
+       "518                           1.0, 1.0, 1.0   \n",
+       "519                 1.0, 1.0, 0.0, 1.0, 0.0   \n",
+       "520            1.0, 1.0, 0.0, 1.0, 0.0, 0.0   \n",
+       "521                 0.0, 1.0, 0.0, 1.0, 0.0   \n",
+       "522                           0.0, 1.0, 1.0   \n",
+       "523                 0.0, 1.0, 1.0, 1.0, 1.0   \n",
+       "524       0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0   \n",
+       "525                           0.0, 0.0, 0.0   \n",
+       "526                      0.0, 0.0, 1.0, 1.0   \n",
+       "527                      1.0, 1.0, 1.0, 0.0   \n",
+       "528            1.0, 1.0, 0.0, 0.0, 1.0, 0.0   \n",
+       "529                 1.0, 1.0, 1.0, 0.0, 0.0   \n",
+       "530                      0.0, 0.0, 0.0, 0.0   \n",
+       "531                 1.0, 1.0, 0.0, 1.0, 1.0   \n",
+       "532                      0.0, 0.0, 0.0, 1.0   \n",
+       "533                           0.0, 1.0, 0.0   \n",
+       "534                 0.0, 0.0, 0.0, 0.0, 1.0   \n",
+       "535                      1.0, 0.0, 0.0, 0.0   \n",
+       "536       0.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0   \n",
+       "537                      1.0, 0.0, 0.0, 0.0   \n",
+       "538            1.0, 1.0, 1.0, 1.0, 1.0, 0.0   \n",
+       "539            0.0, 1.0, 0.0, 0.0, 0.0, 1.0   \n",
+       "540                      0.0, 0.0, 1.0, 1.0   \n",
+       "541                           1.0, 1.0, 1.0   \n",
+       "542                      1.0, 1.0, 0.0, 0.0   \n",
+       "543                 1.0, 0.0, 1.0, 1.0, 1.0   \n",
        "\n",
-       "                       Specified Attribute Names  class   Fitness  Accuracy  \\\n",
-       "0                   A_2, R_0, R_1, R_3, R_5, R_7    1.0  1.000000  1.000000   \n",
-       "1                   A_2, R_0, R_1, R_2, R_4, R_7    0.0  0.104358  0.636364   \n",
-       "2                        A_0, R_0, R_2, R_4, R_6    1.0  0.229843  0.745223   \n",
-       "3                        A_1, R_0, R_1, R_3, R_4    0.0  0.092818  0.621622   \n",
-       "4                   A_0, A_1, R_0, R_1, R_3, R_6    1.0  0.232340  0.746835   \n",
-       "5                   A_1, A_2, R_0, R_1, R_2, R_3    0.0  0.201727  0.726027   \n",
-       "6                             A_1, A_2, R_3, R_6    0.0  0.234697  0.748344   \n",
-       "7         A_1, A_2, R_0, R_2, R_3, R_4, R_5, R_6    0.0  0.327680  0.800000   \n",
-       "8                        A_0, A_2, R_1, R_2, R_5    0.0  0.261500  0.764706   \n",
-       "9                             A_0, R_1, R_2, R_6    1.0  0.095687  0.625418   \n",
-       "10                  A_0, A_2, R_1, R_2, R_3, R_5    0.0  0.242486  0.753247   \n",
-       "11                                      R_1, R_6    0.0  0.093938  0.623116   \n",
-       "12                  A_0, R_0, R_2, R_3, R_4, R_5    0.0  0.248188  0.756757   \n",
-       "13                       A_2, R_2, R_3, R_6, R_7    1.0  0.231936  0.746575   \n",
-       "14                            A_2, R_1, R_4, R_5    0.0  0.100635  0.631757   \n",
-       "15                            A_0, A_2, R_0, R_3    1.0  0.234590  0.748276   \n",
-       "16                       A_0, R_0, R_2, R_4, R_6    1.0  0.245719  0.755245   \n",
-       "17                            A_1, R_2, R_3, R_5    1.0  0.224991  0.742049   \n",
-       "18                                 A_0, R_0, R_4    0.0  0.097513  0.627787   \n",
-       "19                                 A_1, R_0, R_7    0.0  0.098505  0.629060   \n",
-       "20                                 A_0, A_1, R_2    0.0  0.237305  0.750000   \n",
-       "21                            A_0, A_1, A_2, R_2    0.0  1.000000  1.000000   \n",
-       "22                       A_0, A_2, R_3, R_4, R_7    0.0  0.248496  0.756944   \n",
-       "23                            R_1, R_2, R_4, R_7    1.0  0.084825  0.610526   \n",
-       "24                            A_0, A_1, R_0, R_7    0.0  0.231936  0.746575   \n",
-       "25   A_0, A_1, A_2, R_0, R_1, R_2, R_3, R_5, R_6    1.0  0.052922  0.555556   \n",
-       "26                            A_0, A_2, R_0, R_7    0.0  0.255006  0.760870   \n",
-       "27                                      A_0, R_6    0.0  0.099786  0.630687   \n",
-       "28                            A_0, A_2, R_1, R_3    1.0  1.000000  1.000000   \n",
-       "29                       A_0, A_2, R_0, R_3, R_7    0.0  0.215549  0.735714   \n",
-       "..                                           ...    ...       ...       ...   \n",
-       "466                           A_0, A_1, R_4, R_5    0.0  0.000000  0.000000   \n",
-       "467                      A_0, A_1, R_2, R_4, R_5    1.0  1.000000  1.000000   \n",
-       "468                      A_0, A_1, R_0, R_2, R_4    1.0  1.000000  1.000000   \n",
-       "469                      A_0, A_1, R_2, R_4, R_6    0.0  0.131687  0.666667   \n",
-       "470                      A_0, A_1, A_2, R_2, R_3    0.0  1.000000  1.000000   \n",
-       "471                                     A_2, R_5    1.0  0.104358  0.636364   \n",
-       "472                           A_1, A_2, R_3, R_5    1.0  0.401878  0.833333   \n",
-       "473                           A_1, A_2, R_0, R_7    0.0  1.000000  1.000000   \n",
-       "474                                A_0, A_1, A_2    0.0  0.002430  0.300000   \n",
-       "475                           A_1, A_2, R_3, R_7    1.0  0.077760  0.600000   \n",
-       "476                           A_0, A_1, A_2, R_5    1.0  1.000000  1.000000   \n",
-       "477                      A_1, R_1, R_4, R_5, R_7    1.0  0.100000  1.000000   \n",
-       "478                      A_1, R_0, R_1, R_3, R_4    0.0  0.000000  0.000000   \n",
-       "479                      A_0, A_2, R_1, R_5, R_7    0.0  1.000000  1.000000   \n",
-       "480                      A_0, A_2, R_2, R_3, R_5    0.0  0.000000  0.000000   \n",
-       "481                           A_2, R_1, R_3, R_5    0.0  0.031250  0.500000   \n",
-       "482                                A_2, R_3, R_4    1.0  0.237305  0.750000   \n",
-       "483                           A_1, A_2, R_3, R_4    1.0  0.031250  0.500000   \n",
-       "484                           A_1, A_2, R_0, R_6    0.0  0.237305  0.750000   \n",
-       "485                      A_0, A_1, A_2, R_2, R_6    1.0  0.046266  0.857143   \n",
-       "486                                A_0, A_1, A_2    1.0  0.095367  0.625000   \n",
-       "487                      A_0, A_2, R_2, R_5, R_6    0.0  0.000000  0.000000   \n",
-       "488                           A_0, A_1, A_2, R_5    1.0  0.100000  1.000000   \n",
-       "489                           A_1, A_2, R_3, R_6    1.0  0.100000  1.000000   \n",
-       "490                                A_2, R_0, R_3    1.0  0.131687  0.666667   \n",
-       "491                           A_0, A_2, R_2, R_4    0.0  0.031250  0.500000   \n",
-       "492                           A_1, A_2, R_3, R_4    0.0  0.000000  0.000000   \n",
-       "493                                A_1, R_2, R_6    0.0  0.004115  0.333333   \n",
-       "494                           A_0, A_1, A_2, R_3    0.0  0.000000  0.000000   \n",
-       "495                                     A_2, R_1    0.0  0.100000  1.000000   \n",
+       "                  Specified Attribute Names  class   Fitness  Accuracy  \\\n",
+       "0                        A_1, R_1, R_5, R_6    1.0  0.096911  0.627010   \n",
+       "1                        A_0, A_2, R_4, R_7    1.0  0.256215  0.761589   \n",
+       "2                        A_1, A_2, R_0, R_5    1.0  0.234828  0.748428   \n",
+       "3                             A_2, R_0, R_5    0.0  0.095367  0.625000   \n",
+       "4                             R_3, R_5, R_7    1.0  0.058091  0.566007   \n",
+       "5                   A_1, A_2, R_3, R_4, R_5    1.0  0.269329  0.769231   \n",
+       "6    A_0, A_2, R_0, R_3, R_4, R_5, R_6, R_7    1.0  0.031250  0.500000   \n",
+       "7                   A_2, R_0, R_2, R_4, R_6    0.0  1.000000  1.000000   \n",
+       "8                                  R_0, R_3    1.0  0.094168  0.623420   \n",
+       "9                             A_0, A_2, R_2    1.0  0.242661  0.753356   \n",
+       "10                  A_0, A_2, R_0, R_6, R_7    0.0  0.248188  0.756757   \n",
+       "11                  A_1, A_2, R_1, R_5, R_6    1.0  0.250877  0.758389   \n",
+       "12                  A_2, R_1, R_3, R_4, R_5    0.0  0.087118  0.613793   \n",
+       "13                  A_1, A_2, R_2, R_6, R_7    1.0  0.232078  0.746667   \n",
+       "14                  A_0, R_0, R_1, R_3, R_4    0.0  0.090453  0.618421   \n",
+       "15                       A_0, R_0, R_1, R_7    0.0  0.102352  0.633898   \n",
+       "16                            A_1, A_2, R_0    0.0  0.223701  0.741197   \n",
+       "17                            A_1, R_2, R_4    0.0  0.100275  0.631304   \n",
+       "18                       A_0, R_0, R_2, R_7    1.0  0.090419  0.618375   \n",
+       "19                            A_0, A_2, R_7    1.0  0.235241  0.748691   \n",
+       "20                            A_2, R_3, R_7    0.0  0.232479  0.746924   \n",
+       "21                  A_0, A_2, R_2, R_5, R_6    1.0  0.240123  0.751773   \n",
+       "22                            A_2, R_3, R_5    1.0  0.240776  0.752182   \n",
+       "23                       A_2, R_2, R_4, R_6    0.0  0.507621  0.873188   \n",
+       "24                  A_2, R_0, R_2, R_4, R_6    1.0  0.251665  0.758865   \n",
+       "25                       A_1, R_4, R_5, R_7    0.0  0.251877  0.758993   \n",
+       "26                  A_1, R_1, R_4, R_5, R_6    1.0  0.089888  0.617647   \n",
+       "27                  R_0, R_2, R_4, R_6, R_7    0.0  0.355073  0.812950   \n",
+       "28                            R_0, R_1, R_7    0.0  0.057608  0.565062   \n",
+       "29             A_1, A_2, R_0, R_2, R_4, R_5    0.0  0.267383  0.768116   \n",
+       "..                                      ...    ...       ...       ...   \n",
+       "514                                R_0, R_4    0.0  0.052922  0.555556   \n",
+       "515                      A_1, A_2, R_4, R_5    0.0  0.031250  0.500000   \n",
+       "516                      A_1, A_2, R_2, R_3    0.0  0.004115  0.333333   \n",
+       "517                           A_0, A_1, R_5    1.0  0.401878  0.833333   \n",
+       "518                           A_1, A_2, R_7    0.0  0.237305  0.750000   \n",
+       "519                 A_0, A_1, A_2, R_4, R_6    0.0  1.000000  1.000000   \n",
+       "520            A_0, A_1, A_2, R_1, R_6, R_7    0.0  1.000000  1.000000   \n",
+       "521                 A_1, A_2, R_1, R_3, R_4    0.0  0.004115  0.333333   \n",
+       "522                           R_0, R_1, R_7    1.0  0.031250  0.500000   \n",
+       "523                 A_1, A_2, R_1, R_3, R_7    1.0  1.000000  1.000000   \n",
+       "524       A_0, R_1, R_2, R_3, R_5, R_6, R_7    0.0  1.000000  1.000000   \n",
+       "525                           A_0, A_1, R_3    1.0  0.004115  0.333333   \n",
+       "526                      A_2, R_1, R_4, R_6    1.0  0.031250  0.500000   \n",
+       "527                      A_0, R_0, R_4, R_7    0.0  1.000000  1.000000   \n",
+       "528            A_0, A_1, A_2, R_0, R_3, R_6    1.0  0.000000  0.000000   \n",
+       "529                 A_0, R_0, R_4, R_6, R_7    0.0  1.000000  1.000000   \n",
+       "530                      A_1, R_0, R_3, R_4    0.0  0.100000  1.000000   \n",
+       "531                 A_1, A_2, R_0, R_2, R_7    0.0  0.031250  0.500000   \n",
+       "532                      A_0, R_3, R_6, R_7    0.0  0.237305  0.750000   \n",
+       "533                           A_1, A_2, R_0    1.0  0.000129  0.166667   \n",
+       "534                 A_1, A_2, R_0, R_2, R_5    0.0  0.100000  1.000000   \n",
+       "535                      A_0, A_1, R_0, R_4    0.0  0.100000  1.000000   \n",
+       "536       A_1, A_2, R_0, R_1, R_2, R_3, R_6    0.0  0.100000  1.000000   \n",
+       "537                      A_0, A_1, R_1, R_5    0.0  0.004115  0.333333   \n",
+       "538            A_2, R_1, R_3, R_5, R_6, R_7    1.0  0.052510  0.879121   \n",
+       "539            A_1, A_2, R_1, R_2, R_5, R_6    0.0  0.100000  1.000000   \n",
+       "540                      A_1, R_0, R_1, R_5    1.0  1.000000  1.000000   \n",
+       "541                           A_2, R_4, R_5    1.0  0.000000  0.000000   \n",
+       "542                      A_0, A_1, A_2, R_7    0.0  0.100000  1.000000   \n",
+       "543                 A_0, A_2, R_1, R_4, R_6    1.0  0.100000  1.000000   \n",
        "\n",
        "     Numerosity  Avg Match Set Size  TimeStamp GA  Iteration Initialized  \\\n",
-       "0             2           82.999638          4970                      1   \n",
-       "1             1           66.467549          4785                     15   \n",
-       "2             1           63.732106          4978                     24   \n",
-       "3             1           64.479725          4982                     28   \n",
-       "4             2           71.254368          4996                     44   \n",
-       "5             2           54.439725          4738                     69   \n",
-       "6             1           58.840274          4977                     78   \n",
-       "7             1           65.627071          4175                     79   \n",
-       "8             1           91.886819          4952                    137   \n",
-       "9             1           70.672154          4983                    159   \n",
-       "10            1           88.551901          4952                    165   \n",
-       "11            1           51.744319          4991                    201   \n",
-       "12            1           73.213965          4999                    202   \n",
-       "13            1           69.335533          4989                    203   \n",
-       "14            1           72.898203          4869                    227   \n",
-       "15            1           65.926134          4989                    287   \n",
-       "16            1           64.227067          4962                    317   \n",
-       "17            1           56.163373          4989                    336   \n",
-       "18            1           69.625580          4999                    345   \n",
-       "19            2           60.569688          4997                    361   \n",
-       "20            3           65.966778          4988                    366   \n",
-       "21           13           57.365878          4988                    390   \n",
-       "22            1           67.844284          4982                    405   \n",
-       "23            1           63.609141          4970                    415   \n",
-       "24            1           57.260387          4991                    423   \n",
-       "25            1           50.876480          4581                    485   \n",
-       "26            2           63.294082          4990                    538   \n",
-       "27            1           59.458472          4999                    541   \n",
-       "28            8           75.513925          4980                    544   \n",
-       "29            1           62.563335          4897                    546   \n",
+       "0             1           72.555913          4913                      0   \n",
+       "1             2           73.824502          4968                      2   \n",
+       "2             1           72.940204          4964                      6   \n",
+       "3             1           55.726002          4970                     28   \n",
+       "4             1           50.199340          4985                     85   \n",
+       "5             2           90.642978          4858                     88   \n",
+       "6             1           57.657736          4312                    208   \n",
+       "7             5           96.736559          4950                    211   \n",
+       "8             1           58.887750          4985                    233   \n",
+       "9             3           72.209555          4974                    267   \n",
+       "10            2           74.527591          4944                    285   \n",
+       "11            3           66.878293          4913                    287   \n",
+       "12            1           67.400426          4916                    291   \n",
+       "13            1           74.640091          4906                    293   \n",
+       "14            1           57.602071          4889                    315   \n",
+       "15            1           58.390511          4947                    315   \n",
+       "16            1           66.685177          4966                    419   \n",
+       "17            1           67.154864          4966                    419   \n",
+       "18            1           66.661601          4994                    426   \n",
+       "19            4           62.056210          4979                    426   \n",
+       "20            2           65.339406          4999                    441   \n",
+       "21            1           87.026303          4905                    464   \n",
+       "22            2           54.757896          4985                    476   \n",
+       "23            2           83.276405          4950                    510   \n",
+       "24            1           75.456930          4945                    525   \n",
+       "25            1           66.816226          4981                    531   \n",
+       "26            1           71.093083          4851                    532   \n",
+       "27            1           74.138810          4865                    539   \n",
+       "28            1           44.052883          4999                    544   \n",
+       "29            1           65.383433          4990                    552   \n",
        "..          ...                 ...           ...                    ...   \n",
-       "466           1           75.250000          4916                   4916   \n",
-       "467           1           61.333333          4954                   4917   \n",
-       "468           1           75.000000          4917                   4917   \n",
-       "469           1           46.666667          4918                   4918   \n",
-       "470           1           55.000000          4927                   4927   \n",
-       "471           1           69.339809          4989                   4929   \n",
-       "472           1           77.360000          4980                   4929   \n",
-       "473           1           45.000000          4990                   4931   \n",
-       "474           1           66.627840          4997                   4933   \n",
-       "475           1           51.000000          4962                   4938   \n",
-       "476           1           65.500000          4983                   4941   \n",
-       "477           1           72.446450          4941                   4941   \n",
-       "478           1           49.000000          4946                   4946   \n",
-       "479           1           54.333333          4997                   4946   \n",
-       "480           1           76.320000          4947                   4947   \n",
-       "481           1           62.000000          4952                   4952   \n",
-       "482           1           60.500000          4995                   4954   \n",
-       "483           1           72.400000          4996                   4955   \n",
-       "484           1           63.000000          4990                   4959   \n",
-       "485           1           48.984000          4968                   4968   \n",
-       "486           1           64.211200          4989                   4970   \n",
-       "487           1           64.000000          4971                   4971   \n",
-       "488           1           71.816038          4971                   4971   \n",
-       "489           1           53.317578          4977                   4977   \n",
-       "490           1           66.000000          4995                   4978   \n",
-       "491           1           51.000000          4990                   4978   \n",
-       "492           1           59.000000          4982                   4982   \n",
-       "493           1           74.333333          4999                   4988   \n",
-       "494           1           74.500000          4989                   4989   \n",
-       "495           1           54.333333          4997                   4997   \n",
+       "514           1           63.346923          4988                   4916   \n",
+       "515           2           70.250000          4966                   4916   \n",
+       "516           1           65.560000          4988                   4918   \n",
+       "517           1           81.920000          4994                   4919   \n",
+       "518           1           62.364800          4989                   4923   \n",
+       "519           1           65.000000          4972                   4924   \n",
+       "520           1           59.000000          4988                   4924   \n",
+       "521           1           58.666667          4981                   4926   \n",
+       "522           1           68.672320          4994                   4927   \n",
+       "523           1           77.000000          4982                   4927   \n",
+       "524           1           71.000000          4935                   4935   \n",
+       "525           1           54.960000          4977                   4936   \n",
+       "526           1           52.000000          4977                   4942   \n",
+       "527           2           68.200000          4947                   4944   \n",
+       "528           1           59.000000          4946                   4946   \n",
+       "529           1           63.000000          4947                   4947   \n",
+       "530           1          100.000000          4950                   4950   \n",
+       "531           1           60.000000          4989                   4953   \n",
+       "532           1           55.250000          4984                   4953   \n",
+       "533           1           48.480000          4982                   4960   \n",
+       "534           1           74.528049          4962                   4962   \n",
+       "535           1           77.066474          4966                   4966   \n",
+       "536           1           56.695572          4970                   4970   \n",
+       "537           1           57.666667          4970                   4970   \n",
+       "538           1           81.060258          4978                   4978   \n",
+       "539           1           54.000000          4981                   4981   \n",
+       "540           1           84.000000          4994                   4982   \n",
+       "541           1           53.000000          4985                   4985   \n",
+       "542           1           65.506661          4988                   4988   \n",
+       "543           1           71.621120          4994                   4994   \n",
        "\n",
        "     Specificity  Deletion Probability  Correct Count  Match Count  \n",
-       "0       0.545455              0.001494             78           78  \n",
-       "1       0.545455              0.000598             49           77  \n",
-       "2       0.454545              0.000574            117          157  \n",
-       "3       0.454545              0.000580             92          148  \n",
-       "4       0.545455              0.001283             59           79  \n",
-       "5       0.545455              0.000980             53           73  \n",
-       "6       0.363636              0.000530            226          302  \n",
-       "7       0.727273              0.000591             16           20  \n",
-       "8       0.454545              0.000827            117          153  \n",
-       "9       0.363636              0.000636            187          299  \n",
-       "10      0.545455              0.000797             58           77  \n",
-       "11      0.181818              0.000466            744         1194  \n",
-       "12      0.545455              0.000657             56           74  \n",
-       "13      0.454545              0.000624            109          146  \n",
-       "14      0.363636              0.000656            187          296  \n",
-       "15      0.363636              0.000593            217          290  \n",
-       "16      0.454545              0.000578            108          143  \n",
-       "17      0.363636              0.000505            210          283  \n",
-       "18      0.272727              0.000617            366          583  \n",
-       "19      0.272727              0.013032            368          585  \n",
-       "20      0.272727              0.001740            435          580  \n",
-       "21      0.363636              0.006712            292          292  \n",
-       "22      0.454545              0.000611            109          144  \n",
-       "23      0.363636              0.000573            174          285  \n",
-       "24      0.363636              0.000515            218          292  \n",
-       "25      0.818182              0.000458              5            9  \n",
-       "26      0.363636              0.001139            210          276  \n",
-       "27      0.181818              0.000502            707         1121  \n",
-       "28      0.363636              0.005500            276          276  \n",
-       "29      0.454545              0.000563            103          140  \n",
+       "0       0.363636              0.000781            195          311  \n",
+       "1       0.363636              0.001590            230          302  \n",
+       "2       0.363636              0.000772            238          318  \n",
+       "3       0.272727              0.000600            390          624  \n",
+       "4       0.272727              0.000541            343          606  \n",
+       "5       0.454545              0.001952            120          156  \n",
+       "6       0.727273              0.000621              9           18  \n",
+       "7       0.454545              0.005209            150          150  \n",
+       "8       0.181818              0.000583            740         1187  \n",
+       "9       0.272727              0.002432            449          596  \n",
+       "10      0.454545              0.001605            112          148  \n",
+       "11      0.454545              0.002161            113          149  \n",
+       "12      0.454545              0.000726             89          145  \n",
+       "13      0.454545              0.000804            112          150  \n",
+       "14      0.454545              0.000620             94          152  \n",
+       "15      0.363636              0.000629            187          295  \n",
+       "16      0.272727              0.000718            421          568  \n",
+       "17      0.272727              0.000742            363          575  \n",
+       "18      0.363636              0.000718            175          283  \n",
+       "19      0.272727              0.002673            429          573  \n",
+       "20      0.272727              0.001576            425          569  \n",
+       "21      0.454545              0.000937            106          141  \n",
+       "22      0.272727              0.001179            431          573  \n",
+       "23      0.363636              0.001794            241          276  \n",
+       "24      0.454545              0.000813            107          141  \n",
+       "25      0.363636              0.000720            211          278  \n",
+       "26      0.454545              0.000766             84          136  \n",
+       "27      0.454545              0.000798            113          139  \n",
+       "28      0.272727              0.000501            317          561  \n",
+       "29      0.545455              0.000745             53           69  \n",
        "..           ...                   ...            ...          ...  \n",
-       "466     0.363636              0.000677              0            4  \n",
-       "467     0.454545              0.000552              3            3  \n",
-       "468     0.454545              0.000675              1            1  \n",
-       "469     0.454545              0.000420              2            3  \n",
-       "470     0.454545              0.000495              2            2  \n",
-       "471     0.181818              0.000618             14           22  \n",
-       "472     0.363636              0.000696              5            6  \n",
-       "473     0.363636              0.000405              1            1  \n",
-       "474     0.272727              0.000588              3           10  \n",
-       "475     0.363636              0.000459              3            5  \n",
-       "476     0.363636              0.000590              2            2  \n",
-       "477     0.454545              0.000652              0            0  \n",
-       "478     0.454545              0.000441              0            1  \n",
-       "479     0.454545              0.000489              3            3  \n",
-       "480     0.454545              0.000697              0            6  \n",
-       "481     0.363636              0.000558              1            2  \n",
-       "482     0.272727              0.000545              3            4  \n",
-       "483     0.363636              0.000648              3            6  \n",
-       "484     0.363636              0.000567              3            4  \n",
-       "485     0.454545              0.000441              0            0  \n",
-       "486     0.272727              0.000560              5            8  \n",
-       "487     0.454545              0.000576              0            1  \n",
-       "488     0.363636              0.000646              0            0  \n",
-       "489     0.363636              0.000480              0            0  \n",
-       "490     0.272727              0.000594              2            3  \n",
-       "491     0.363636              0.000459              1            2  \n",
-       "492     0.363636              0.000531              0            1  \n",
-       "493     0.272727              0.000693              1            3  \n",
-       "494     0.363636              0.000693              0            2  \n",
-       "495     0.181818              0.000489              0            0  \n",
+       "514     0.181818              0.000682             10           18  \n",
+       "515     0.363636              0.001513              2            4  \n",
+       "516     0.363636              0.000706              2            6  \n",
+       "517     0.272727              0.000882              5            6  \n",
+       "518     0.272727              0.000672              6            8  \n",
+       "519     0.454545              0.000700              3            3  \n",
+       "520     0.545455              0.000635              1            1  \n",
+       "521     0.454545              0.000632              1            3  \n",
+       "522     0.272727              0.000728              5           10  \n",
+       "523     0.454545              0.000829              2            2  \n",
+       "524     0.636364              0.000765              1            1  \n",
+       "525     0.272727              0.000649              2            6  \n",
+       "526     0.363636              0.000447              2            4  \n",
+       "527     0.363636              0.001469              5            5  \n",
+       "528     0.545455              0.000635              0            1  \n",
+       "529     0.454545              0.000678              3            3  \n",
+       "530     0.363636              0.001077              0            0  \n",
+       "531     0.454545              0.000646              1            2  \n",
+       "532     0.363636              0.000474              3            4  \n",
+       "533     0.272727              0.000522              1            6  \n",
+       "534     0.454545              0.000803              0            0  \n",
+       "535     0.363636              0.000830              0            0  \n",
+       "536     0.636364              0.000611              0            0  \n",
+       "537     0.363636              0.000512              1            3  \n",
+       "538     0.545455              0.000873              0            0  \n",
+       "539     0.545455              0.000582              0            0  \n",
+       "540     0.363636              0.000905              1            1  \n",
+       "541     0.272727              0.000571              0            1  \n",
+       "542     0.363636              0.000705              0            0  \n",
+       "543     0.454545              0.000771              0            0  \n",
        "\n",
-       "[496 rows x 13 columns]"
+       "[544 rows x 13 columns]"
       ]
      },
      "metadata": {},
diff --git a/defaultExportDir/fileRulePopulation.csv b/defaultExportDir/fileRulePopulation.csv
index 3d9ce0c..ff5b804 100644
--- a/defaultExportDir/fileRulePopulation.csv
+++ b/defaultExportDir/fileRulePopulation.csv
@@ -1,497 +1,545 @@
 A_0,A_1,A_2,R_0,R_1,R_2,R_3,R_4,R_5,R_6,R_7,class,Fitness,Accuracy,Numerosity,Avg Match Set Size,TimeStamp GA,Iteration Initialized,Specificity,Deletion Probability,Correct Count,Match Count
-#,#,1.0,1.0,1.0,#,1.0,#,1.0,#,1.0,1.0,1.0,1.0,2,82.9996381422645,4970,1,0.5454545454545454,0.001494050321450065,78,78
-#,#,0.0,0.0,0.0,0.0,#,1.0,#,#,1.0,0.0,0.1043582467665522,0.6363636363636364,1,66.46754928808528,4785,15,0.5454545454545454,0.0005982307007751519,49,77
-0.0,#,#,1.0,#,1.0,#,1.0,#,1.0,#,1.0,0.22984287567455908,0.7452229299363057,1,63.73210595672596,4978,24,0.45454545454545453,0.0005736107742308895,117,157
-#,0.0,#,1.0,0.0,#,1.0,0.0,#,#,#,0.0,0.09281764811892691,0.6216216216216216,1,64.47972489776117,4982,28,0.45454545454545453,0.0005803396006702366,92,148
-1.0,1.0,#,0.0,1.0,#,0.0,#,#,1.0,#,1.0,0.2323403299440141,0.7468354430379747,2,71.25436831069092,4996,44,0.5454545454545454,0.0012826274217826918,59,79
-#,0.0,1.0,1.0,0.0,0.0,1.0,#,#,#,#,0.0,0.20172747261218202,0.726027397260274,2,54.43972527649151,4738,69,0.5454545454545454,0.0009799523331605728,53,73
-#,1.0,1.0,#,#,#,0.0,#,#,0.0,#,0.0,0.23469696901276463,0.7483443708609272,1,58.84027355011244,4977,78,0.36363636363636365,0.0005295826077041061,226,302
-#,0.0,1.0,1.0,#,0.0,1.0,1.0,0.0,0.0,#,0.0,0.3276800000000001,0.8,1,65.62707054261698,4175,79,0.7272727272727273,0.0005906661043025352,16,20
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diff --git a/defaultExportDir/iterationData.csv b/defaultExportDir/iterationData.csv
index 6d9bd33..cc0b656 100644
--- a/defaultExportDir/iterationData.csv
+++ b/defaultExportDir/iterationData.csv
@@ -1,5001 +1,5001 @@
 Iteration,Accuracy (approx),Average Population Generality,Macropopulation Size,Micropopulation Size,Match Set Size,Correct Set Size,Average Iteration Age of Correct Set Classifiers,# Classifiers Subsumed in Iteration,# Crossover Operations Performed in Iteration,# Mutation Operations Performed in Iteration,# Covering Operations Performed in Iteration,# Deletion Operations Performed in Iteration,Total Global Time,Total Matching Time,Total Deletion Time,Total Subsumption Time,Total Selection Time,Total Evaluation Time
-0,,,1,1,1,1,0.0,0,0,0,1,0,0.00021505355834960938,4.601478576660156e-05,2.1457672119140625e-06,3.0994415283203125e-06,0.0,8.106231689453125e-05
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-1908,,,691,1000,49,39,1908.0,1,0,2,0,0,7.618533134460449,2.456526517868042,0.4097306728363037,0.7571194171905518,0.14338374137878418,3.8637847900390625
-1909,,,689,1000,44,23,1909.0,1,0,1,0,2,7.622964859008789,2.458418607711792,0.4114975929260254,0.757457971572876,0.14354777336120605,3.8639819622039795
-1910,,,689,1000,31,13,1897.4705882352941,0,0,0,0,0,7.625091075897217,2.4602296352386475,0.4114985466003418,0.7574906349182129,0.14354777336120605,3.8641140460968018
-1911,,,689,1000,31,23,1893.5333333333333,0,0,0,0,0,7.627408027648926,2.4621806144714355,0.4115006923675537,0.7575259208679199,0.14354777336120605,3.8642704486846924
-1912,,,689,1000,53,45,1890.120481927711,0,0,0,0,0,7.629980087280273,2.4641876220703125,0.4115028381347656,0.7575950622558594,0.14354777336120605,3.8644723892211914
-1913,,,689,1000,46,35,1895.7924528301887,0,0,0,0,0,7.6322550773620605,2.4660096168518066,0.41150474548339844,0.7576501369476318,0.14354777336120605,3.864633083343506
-1914,,,691,1000,45,22,1914.0,0,1,0,0,0,7.637837886810303,2.468104839324951,0.4132418632507324,0.7597253322601318,0.14382004737854004,3.864816904067993
-1915,,,691,1000,60,47,1896.0869565217392,0,0,0,0,0,7.6402809619903564,2.4699578285217285,0.41324281692504883,0.7597970962524414,0.14382004737854004,3.865027904510498
-1916,,,691,1000,38,16,1916.0,0,1,1,0,2,7.645764112472534,2.4717047214508057,0.4154367446899414,0.7617413997650146,0.14406085014343262,3.8651530742645264
-1917,,,692,1000,39,31,1917.0,0,1,0,0,1,7.652827978134155,2.474219560623169,0.4180479049682617,0.7640945911407471,0.1442570686340332,3.8654143810272217
-1918,,,691,1000,38,31,1918.0,0,0,1,0,2,7.6580891609191895,2.476240634918213,0.4197690486907959,0.765798807144165,0.14447808265686035,3.8656232357025146
-1919,,,689,1000,41,5,1919.0,1,0,1,0,2,7.663177251815796,2.4783616065979004,0.42188096046447754,0.766383171081543,0.14461326599121094,3.865844249725342
-1920,,,689,1000,46,34,1898.3977272727273,0,0,0,0,0,7.66560697555542,2.4802825450897217,0.42188310623168945,0.7664344310760498,0.14461326599121094,3.8660550117492676
-1921,,,689,1000,51,46,1899.3561643835617,0,0,0,0,0,7.668161869049072,2.482123613357544,0.42188501358032227,0.7665276527404785,0.14461326599121094,3.86626935005188
-1922,,,689,1000,55,23,1922.0,0,0,0,0,0,7.670743942260742,2.4840445518493652,0.4218869209289551,0.7665574550628662,0.14478707313537598,3.8664746284484863
-1923,,,689,1000,42,24,1923.0,0,1,1,0,1,7.675364017486572,2.48585844039917,0.42363691329956055,0.7676453590393066,0.14493417739868164,3.8666205406188965
-1924,,,689,1000,36,17,1905.8636363636363,0,0,0,0,0,7.677849054336548,2.4879565238952637,0.42364001274108887,0.7676692008972168,0.14493417739868164,3.8667988777160645
-1925,,,689,1000,37,29,1925.0,0,0,0,0,0,7.680179119110107,2.489771604537964,0.4236421585083008,0.7677042484283447,0.1450810432434082,3.8669347763061523
-1926,,,688,1000,46,25,1926.0,0,0,1,0,2,7.685196876525879,2.491527557373047,0.4256103038787842,0.7692539691925049,0.1452038288116455,3.867084503173828
-1927,,,688,1000,32,19,1905.84,0,0,0,0,0,7.687368154525757,2.4933505058288574,0.425612211227417,0.7692651748657227,0.1452038288116455,3.867255687713623
-1928,,,688,1000,43,30,1906.945945945946,0,0,0,0,0,7.689501047134399,2.495096445083618,0.4256131649017334,0.7693111896514893,0.1452038288116455,3.8673832416534424
-1929,,,689,1000,35,18,1929.0,0,0,1,0,1,7.694410085678101,2.496833324432373,0.4272730350494385,0.77117919921875,0.14544391632080078,3.867495059967041
-1930,,,689,1000,41,36,1930.0,0,1,1,0,1,7.699115991592407,2.4985952377319336,0.4288647174835205,0.7726585865020752,0.14561867713928223,3.8676679134368896
-1931,,,690,1000,50,19,1931.0,0,0,1,0,0,7.704252004623413,2.500704288482666,0.43044495582580566,0.7742843627929688,0.1457817554473877,3.8678839206695557
-1932,,,690,1000,29,18,1932.0,0,0,0,0,0,7.706431150436401,2.5024733543395996,0.4304468631744385,0.774294376373291,0.14589452743530273,3.868018627166748
-1933,,,690,1000,48,35,1911.5774647887324,0,0,0,0,0,7.708926200866699,2.504448413848877,0.4304497241973877,0.7743473052978516,0.14589452743530273,3.868215322494507
-1934,,,690,1000,37,29,1934.0,0,0,0,0,0,7.711319923400879,2.5063364505767822,0.4304518699645996,0.7743625640869141,0.14603972434997559,3.868363380432129
-1935,,,690,1000,27,10,1925.5,0,0,0,0,0,7.713320016860962,2.5080995559692383,0.430452823638916,0.7743685245513916,0.14603972434997559,3.868472099304199
-1936,,,690,1000,39,24,1936.0,0,0,0,0,0,7.7154700756073,2.5098204612731934,0.43045473098754883,0.7743794918060303,0.14615678787231445,3.8685877323150635
-1937,,,690,1000,33,25,1937.0,0,0,2,0,2,7.720690011978149,2.511951446533203,0.43213391304016113,0.7760839462280273,0.14631986618041992,3.868767023086548
-1938,,,691,1000,49,33,1938.0,0,0,2,0,1,7.725640058517456,2.5136826038360596,0.4338338375091553,0.7779011726379395,0.1464989185333252,3.868933916091919
-1939,,,690,1000,51,41,1939.0,0,1,0,0,2,7.730304956436157,2.5154526233673096,0.43534278869628906,0.7793030738830566,0.14670300483703613,3.8691279888153076
-1940,,,689,1000,32,18,1940.0,0,0,1,0,2,7.7353692054748535,2.5172977447509766,0.43702173233032227,0.7809150218963623,0.14684414863586426,3.869385004043579
-1941,,,689,1000,61,27,1941.0,0,0,0,0,0,7.737828969955444,2.5190978050231934,0.4370238780975342,0.7809481620788574,0.14700698852539062,3.869582176208496
-1942,,,689,1000,47,38,1926.967213114754,0,0,0,0,0,7.739988088607788,2.5208048820495605,0.4370248317718506,0.7809991836547852,0.14700698852539062,3.869722843170166
-1943,,,688,1000,48,21,1943.0,0,0,1,0,2,7.744507074356079,2.5226218700408936,0.4386577606201172,0.7820389270782471,0.14713621139526367,3.8699045181274414
-1944,,,688,1000,40,24,1944.0,0,0,1,0,1,7.749366998672485,2.5243518352508545,0.44069886207580566,0.7833163738250732,0.14725637435913086,3.870037794113159
-1945,,,688,1000,42,26,1945.0,0,1,1,0,2,7.754359006881714,2.5262229442596436,0.44236087799072266,0.7850172519683838,0.14744257926940918,3.870236873626709
-1946,,,687,1000,38,16,1946.0,0,0,1,0,2,7.759576082229614,2.5284178256988525,0.44407176971435547,0.7864632606506348,0.14760851860046387,3.8704400062561035
-1947,,,687,1000,38,26,1930.607142857143,0,0,0,0,0,7.7617058753967285,2.5301947593688965,0.4440739154815674,0.7864751815795898,0.14760851860046387,3.8705880641937256
-1948,,,688,1000,58,27,1948.0,0,0,2,0,1,7.767503976821899,2.531907081604004,0.4460480213165283,0.7894692420959473,0.14777851104736328,3.870732069015503
-1949,,,688,1000,39,31,1949.0,1,1,1,0,1,7.772586822509766,2.53393816947937,0.4478449821472168,0.790553092956543,0.14798831939697266,3.870957851409912
-1950,,,688,1000,32,22,1939.1724137931035,0,0,0,0,0,7.774919033050537,2.535884380340576,0.4478468894958496,0.7905659675598145,0.14798831939697266,3.871147632598877
-1951,,,688,1000,38,25,1951.0,0,0,0,0,0,7.777250051498413,2.537696361541748,0.4478480815887451,0.7906029224395752,0.14813661575317383,3.871286153793335
-1952,,,688,1000,36,22,1927.8372093023256,0,0,0,0,0,7.779274940490723,2.5393712520599365,0.4478492736816406,0.7906370162963867,0.14813661575317383,3.8714282512664795
-1953,,,687,1000,32,6,1953.0,1,0,2,0,2,7.784414052963257,2.54152512550354,0.4496324062347412,0.7917582988739014,0.14833641052246094,3.871636152267456
-1954,,,687,1000,46,27,1954.0,0,0,0,0,0,7.7869532108306885,2.5434114933013916,0.4496345520019531,0.7917723655700684,0.14851641654968262,3.871856212615967
-1955,,,687,1000,49,33,1930.5581395348838,0,0,0,0,0,7.7894251346588135,2.5452475547790527,0.44963645935058594,0.7918403148651123,0.14851641654968262,3.8721113204956055
-1956,,,687,1000,45,33,1956.0,0,1,1,0,2,7.79447603225708,2.5471487045288086,0.4513733386993408,0.7933835983276367,0.1487112045288086,3.8722925186157227
-1957,,,683,1000,43,27,1957.0,3,0,1,0,2,7.799961090087891,2.549395799636841,0.453310489654541,0.7941064834594727,0.14894986152648926,3.872623920440674
-1958,,,683,1000,59,35,1933.5,0,0,0,0,0,7.802527904510498,2.5514047145843506,0.45331263542175293,0.7941234111785889,0.14894986152648926,3.8728621006011963
-1959,,,683,1000,46,14,1959.0,0,0,0,0,0,7.804807186126709,2.55320143699646,0.45331478118896484,0.7941315174102783,0.1490767002105713,3.873008966445923
-1960,,,683,1000,46,26,1960.0,0,0,0,0,0,7.807498931884766,2.5552725791931152,0.45331764221191406,0.7941744327545166,0.14921975135803223,3.8732030391693115
-1961,,,683,1000,33,21,1942.2903225806451,0,0,0,0,0,7.809688091278076,2.557095527648926,0.45331859588623047,0.7942075729370117,0.14921975135803223,3.873358964920044
-1962,,,683,1000,47,46,1938.344262295082,0,0,0,0,0,7.812222242355347,2.559126377105713,0.4533214569091797,0.7942295074462891,0.14921975135803223,3.8735392093658447
-1963,,,683,1000,48,40,1940.576923076923,0,0,0,0,0,7.814924955368042,2.5613033771514893,0.4533233642578125,0.7942843437194824,0.14921975135803223,3.8737432956695557
-1964,,,683,1000,48,38,1964.0,0,1,1,0,2,7.820490121841431,2.5632412433624268,0.4550771713256836,0.796358585357666,0.14954876899719238,3.8739423751831055
-1965,,,683,1000,34,13,1965.0,0,0,0,0,0,7.823060035705566,2.5652620792388916,0.4550793170928955,0.7963664531707764,0.14972281455993652,3.8741300106048584
-1966,,,684,1000,59,56,1966.0,0,1,1,0,1,7.828471899032593,2.5671043395996094,0.4569423198699951,0.7982244491577148,0.1499466896057129,3.8742997646331787
-1967,,,684,1000,42,23,1951.3103448275863,0,0,0,0,0,7.831074953079224,2.5692431926727295,0.45694518089294434,0.7982385158538818,0.1499466896057129,3.874516725540161
-1968,,,683,1000,50,41,1968.0,1,0,1,0,1,7.8357322216033936,2.5712811946868896,0.45862722396850586,0.7986786365509033,0.1501157283782959,3.8747498989105225
-1969,,,683,1000,48,36,1947.3061224489795,0,0,0,0,0,7.83818793296814,2.5732133388519287,0.4586293697357178,0.7987003326416016,0.1501157283782959,3.8749821186065674
-1970,,,683,1000,32,17,1970.0,0,0,1,0,1,7.84284782409668,2.5750913619995117,0.46025609970092773,0.8000855445861816,0.1502528190612793,3.8751332759857178
-1971,,,683,1000,48,26,1949.7575757575758,0,0,0,0,0,7.845463991165161,2.5771584510803223,0.46025776863098145,0.8001024723052979,0.1502528190612793,3.8753631114959717
-1972,,,683,1000,41,19,1957.8484848484848,0,0,0,0,0,7.847896099090576,2.5791094303131104,0.46025991439819336,0.8001353740692139,0.1502528190612793,3.8756015300750732
-1973,,,682,1000,36,26,1973.0,1,0,2,0,2,7.852805137634277,2.5811753273010254,0.46198487281799316,0.8011164665222168,0.15040874481201172,3.8758015632629395
-1974,,,682,1000,42,35,1974.0,0,0,1,0,1,7.858096122741699,2.5831193923950195,0.4636988639831543,0.8031134605407715,0.15057873725891113,3.8759994506835938
-1975,,,682,1000,38,28,1975.0,1,0,2,0,1,7.863263845443726,2.584946393966675,0.46605682373046875,0.8038785457611084,0.15076589584350586,3.876176357269287
-1976,,,682,1000,49,35,1976.0,0,0,0,0,0,7.865821123123169,2.5867867469787598,0.46605873107910156,0.803896427154541,0.15099072456359863,3.876390218734741
-1977,,,682,1000,20,13,1969.2,0,0,0,0,0,7.868127107620239,2.5887718200683594,0.4660608768463135,0.8039062023162842,0.15099072456359863,3.876561403274536
-1978,,,682,1000,31,16,1978.0,0,0,0,0,0,7.870737075805664,2.590825080871582,0.4660630226135254,0.803917407989502,0.15117359161376953,3.876748561859131
-1979,,,682,1000,39,25,1959.060606060606,0,0,0,0,0,7.8730762004852295,2.5927510261535645,0.4660649299621582,0.8039562702178955,0.15117359161376953,3.8769192695617676
-1980,,,682,1000,53,39,1980.0,0,0,1,0,1,7.87835693359375,2.594542980194092,0.46809983253479004,0.8055891990661621,0.1513357162475586,3.8770744800567627
-1981,,,681,1000,59,49,1981.0,0,0,1,0,1,7.884181976318359,2.596702814102173,0.47025275230407715,0.8069727420806885,0.15152287483215332,3.8773064613342285
-1982,,,680,1000,42,30,1982.0,0,0,1,0,2,7.8893349170684814,2.598667860031128,0.47200489044189453,0.8084959983825684,0.15168476104736328,3.8775432109832764
-1983,,,680,1000,40,35,1983.0,0,0,0,0,0,7.891743898391724,2.60048770904541,0.47200560569763184,0.8085417747497559,0.15184998512268066,3.877697229385376
-1984,,,680,1000,46,19,1984.0,0,0,1,0,1,7.89709210395813,2.6023337841033936,0.47382068634033203,0.8107588291168213,0.15201830863952637,3.877870798110962
-1985,,,680,1000,63,35,1963.98,0,0,0,0,0,7.899665117263794,2.6043176651000977,0.47382259368896484,0.8107767105102539,0.15201830863952637,3.878117799758911
-1986,,,680,1000,24,12,1966.5,0,0,0,0,0,7.902127027511597,2.606442928314209,0.47382450103759766,0.8107857704162598,0.15201830863952637,3.8782947063446045
-1987,,,680,1000,32,22,1974.5681818181818,0,0,0,0,0,7.904519081115723,2.608445882797241,0.47382640838623047,0.8108205795288086,0.15201830863952637,3.878466844558716
-1988,,,680,1000,71,65,1972.6635514018692,0,0,0,0,0,7.906979084014893,2.6102588176727295,0.4738273620605469,0.8109016418457031,0.15201830863952637,3.8786542415618896
-1989,,,679,1000,60,11,1989.0,0,0,1,0,2,7.912374973297119,2.6120288372039795,0.4759552478790283,0.8126161098480225,0.15221452713012695,3.878807306289673
-1990,,,679,1000,41,15,1990.0,0,0,1,0,1,7.917593002319336,2.6139438152313232,0.4777820110321045,0.8143670558929443,0.15239238739013672,3.879007577896118
-1991,,,680,1000,52,33,1991.0,0,1,0,0,1,7.922775983810425,2.615886688232422,0.47945618629455566,0.8160500526428223,0.1525881290435791,3.8792335987091064
-1992,,,680,1000,43,35,1992.0,0,1,0,0,2,7.9277191162109375,2.6176397800445557,0.4812912940979004,0.8176252841949463,0.15276503562927246,3.8793818950653076
-1993,,,679,1000,49,37,1970.6727272727273,1,0,0,0,0,7.930541038513184,2.619879722595215,0.4812943935394287,0.8177120685577393,0.15276503562927246,3.8796048164367676
-1994,,,679,1000,26,15,1994.0,0,0,1,0,1,7.935596942901611,2.6217386722564697,0.48327016830444336,0.8192601203918457,0.15290093421936035,3.879751205444336
-1995,,,679,1000,49,38,1976.9344262295083,0,0,0,0,0,7.937908887863159,2.623537540435791,0.48327207565307617,0.8193120956420898,0.15290093421936035,3.879955530166626
-1996,,,680,1000,45,33,1996.0,0,1,1,0,0,7.942612171173096,2.6252553462982178,0.484882116317749,0.8207979202270508,0.15311884880065918,3.8800923824310303
-1997,,,680,1000,48,15,1997.0,0,0,0,0,0,7.945460081100464,2.62736439704895,0.48488497734069824,0.8208272457122803,0.15335798263549805,3.8803255558013916
-1998,,,679,1000,35,22,1998.0,1,0,1,0,1,7.950344085693359,2.629223585128784,0.4868810176849365,0.8217720985412598,0.1535179615020752,3.880486488342285
-1999,0.91,0.5745454545454541,679,1000,47,34,1984.1785714285713,0,0,0,0,0,7.953500032424927,2.631267547607422,0.48688316345214844,0.8218321800231934,0.1535179615020752,3.880744218826294
-2000,,,678,1000,44,31,2000.0,1,0,1,0,1,7.957683086395264,2.6330044269561768,0.4885423183441162,0.8222992420196533,0.1536729335784912,3.8814194202423096
-2001,,,678,1000,58,46,2001.0,0,1,0,0,2,7.963507175445557,2.6350574493408203,0.49030017852783203,0.8247334957122803,0.15388989448547363,3.881634473800659
-2002,,,678,1000,48,24,1981.3103448275863,0,0,0,0,0,7.965735197067261,2.636838436126709,0.49030113220214844,0.8247463703155518,0.15388989448547363,3.8818323612213135
-2003,,,678,1000,30,13,2003.0,0,0,0,0,0,7.968729019165039,2.639312505722046,0.49030399322509766,0.8247554302215576,0.15401792526245117,3.88203763961792
-2004,,,678,1000,38,23,2004.0,0,0,1,0,1,7.973428964614868,2.6411635875701904,0.49194979667663574,0.8261146545410156,0.15417790412902832,3.882187604904175
-2005,,,677,1000,46,43,2005.0,1,0,1,0,1,7.9783899784088135,2.6431233882904053,0.49369096755981445,0.8270783424377441,0.15439772605895996,3.882371664047241
-2006,,,677,1000,44,28,2006.0,0,0,1,0,1,7.9838011264801025,2.6449081897735596,0.4959142208099365,0.828636646270752,0.15456342697143555,3.8825647830963135
-2007,,,677,1000,36,14,1990.4,0,0,0,0,0,7.986181020736694,2.646893262863159,0.49591588973999023,0.8286454677581787,0.15456342697143555,3.8827688694000244
-2008,,,677,1000,36,23,1985.2558139534883,0,0,0,0,0,7.988316059112549,2.6486594676971436,0.49591708183288574,0.8286833763122559,0.15456342697143555,3.882904052734375
-2009,,,676,1000,46,42,2009.0,0,0,2,0,2,7.99346399307251,2.6504523754119873,0.4977412223815918,0.830376148223877,0.154738187789917,3.8831119537353516
-2010,,,676,1000,43,12,1989.6470588235295,0,0,0,0,0,7.995874881744385,2.6524457931518555,0.4977431297302246,0.8303840160369873,0.154738187789917,3.8833212852478027
-2011,,,676,1000,27,11,2011.0,0,1,1,0,2,8.001674175262451,2.654223680496216,0.5006668567657471,0.8317389488220215,0.15488839149475098,3.8834433555603027
-2012,,,676,1000,55,19,1991.75,0,0,0,0,0,8.003952980041504,2.656017780303955,0.5006694793701172,0.8317499160766602,0.15488839149475098,3.883666515350342
-2013,,,676,1000,48,40,2001.8533333333332,0,0,0,0,0,8.006134033203125,2.6577558517456055,0.5006704330444336,0.8318057060241699,0.15488839149475098,3.8838071823120117
-2014,,,676,1000,29,17,1996.7142857142858,0,0,0,0,0,8.008332014083862,2.659627676010132,0.5006716251373291,0.8318157196044922,0.15488839149475098,3.883960485458374
-2015,,,677,1000,48,37,2015.0,0,1,0,0,1,8.013536930084229,2.6614766120910645,0.5023255348205566,0.8338208198547363,0.15509557723999023,3.884152412414551
-2016,,,677,1000,32,20,2016.0,0,0,0,0,0,8.016303062438965,2.663485527038574,0.5023276805877686,0.8338398933410645,0.1552896499633789,3.8843884468078613
-2017,,,677,1000,37,24,2017.0,0,0,1,0,1,8.021236896514893,2.6653614044189453,0.5039780139923096,0.8354988098144531,0.15545868873596191,3.884577512741089
-2018,,,677,1000,47,23,1996.357142857143,0,0,0,0,0,8.023489952087402,2.6671671867370605,0.5039801597595215,0.8355128765106201,0.15545868873596191,3.8847365379333496
-2019,,,677,1000,32,23,2004.0,0,0,0,0,0,8.025747060775757,2.669044256210327,0.5039820671081543,0.8355438709259033,0.15545868873596191,3.884906768798828
-2020,,,677,1000,43,29,2006.8076923076924,0,0,0,0,0,8.028052806854248,2.670919418334961,0.5039839744567871,0.8355858325958252,0.15545868873596191,3.8850762844085693
-2021,,,677,1000,66,59,2021.0,0,0,0,0,0,8.030586004257202,2.672659397125244,0.5039849281311035,0.8356666564941406,0.15565061569213867,3.885249376296997
-2022,,,677,1000,52,34,2022.0,0,0,1,0,1,8.03566312789917,2.6744253635406494,0.5057380199432373,0.8369643688201904,0.15587139129638672,3.8854904174804688
-2023,,,675,1000,46,37,2023.0,1,0,1,0,2,8.040416955947876,2.6762473583221436,0.507742166519165,0.8375403881072998,0.15602731704711914,3.8856923580169678
-2024,,,677,1000,31,15,2024.0,0,1,1,0,0,8.04509711265564,2.6780405044555664,0.5093662738800049,0.8390223979949951,0.15620207786560059,3.8858675956726074
-2025,,,679,1000,53,48,2025.0,0,1,1,0,0,8.050647020339966,2.6799895763397217,0.5111043453216553,0.8411014080047607,0.15645718574523926,3.886073350906372
-2026,,,679,1000,34,32,2012.27868852459,0,0,0,0,0,8.05290412902832,2.6818087100982666,0.5111064910888672,0.8411533832550049,0.15645718574523926,3.8862619400024414
-2027,,,679,1000,56,50,2027.0,0,0,1,0,2,8.058330059051514,2.683633804321289,0.5128371715545654,0.8433494567871094,0.1566920280456543,3.8864190578460693
-2028,,,679,1000,44,39,2021.078431372549,0,0,0,0,0,8.060694932937622,2.6855227947235107,0.5128381252288818,0.843402624130249,0.1566920280456543,3.8866021633148193
-2029,,,679,1000,35,20,2014.4615384615386,0,0,0,0,0,8.062753915786743,2.6872646808624268,0.5128390789031982,0.8434123992919922,0.1566920280456543,3.8867392539978027
-2030,,,679,1000,52,35,2009.517857142857,0,0,0,0,0,8.065064191818237,2.6890838146209717,0.5128400325775146,0.8434603214263916,0.1566920280456543,3.886916399002075
-2031,,,679,1000,33,18,2031.0,0,0,0,0,0,8.067373037338257,2.6909098625183105,0.5128421783447266,0.8434712886810303,0.15682530403137207,3.8870785236358643
-2032,,,679,1000,50,48,2017.3703703703704,0,0,0,0,0,8.069904088973999,2.692884922027588,0.5128440856933594,0.8435420989990234,0.15682530403137207,3.887277364730835
-2033,,,679,1000,31,11,2022.0,0,0,0,0,0,8.072222232818604,2.694767951965332,0.5128481388092041,0.8435530662536621,0.15682530403137207,3.887477397918701
-2034,,,678,1000,37,32,2034.0,1,1,0,0,2,8.07719111442566,2.696721076965332,0.514617919921875,0.8447456359863281,0.15702342987060547,3.887676239013672
-2035,,,678,1000,41,31,2035.0,0,0,0,0,0,8.079819917678833,2.6986942291259766,0.5146210193634033,0.8447866439819336,0.15717554092407227,3.8879122734069824
-2036,,,678,1000,46,17,2036.0,0,0,0,0,0,8.08229398727417,2.700587272644043,0.5146231651306152,0.8447966575622559,0.15733647346496582,3.8881006240844727
-2037,,,678,1000,48,42,2023.2745098039215,0,0,0,0,0,8.084963083267212,2.7026612758636475,0.5146262645721436,0.8448574542999268,0.15733647346496582,3.8883140087127686
-2038,,,678,1000,34,30,2014.974358974359,0,0,0,0,0,8.087138891220093,2.7044880390167236,0.51462721824646,0.844872236251831,0.15733647346496582,3.8884623050689697
-2039,,,676,1000,39,21,2039.0,0,0,1,0,2,8.091684103012085,2.706321954727173,0.5163652896881104,0.8457660675048828,0.15747451782226562,3.888625383377075
-2040,,,676,1000,30,21,2021.4074074074074,0,0,0,0,0,8.093852043151855,2.708137035369873,0.5163674354553223,0.8457779884338379,0.15747451782226562,3.8887946605682373
-2041,,,676,1000,36,25,2016.5849056603774,0,0,0,0,0,8.096336126327515,2.7101430892944336,0.5163693428039551,0.8458189964294434,0.15747451782226562,3.8889925479888916
-2042,,,674,1000,54,32,2042.0,1,0,2,0,1,8.10155200958252,2.7119760513305664,0.5183522701263428,0.8472292423248291,0.15767335891723633,3.889173746109009
-2043,,,674,1000,49,42,2043.0,0,0,1,0,1,8.10651683807373,2.7137949466705322,0.5199611186981201,0.8489062786102295,0.15785837173461914,3.889378547668457
-2044,,,676,1000,69,52,2044.0,0,0,2,0,0,8.111721992492676,2.7156198024749756,0.5216710567474365,0.8507096767425537,0.15803766250610352,3.8895983695983887
-2045,,,677,1000,37,32,2045.0,0,0,1,0,1,8.116951942443848,2.7175397872924805,0.5234529972076416,0.852381706237793,0.1582343578338623,3.8897993564605713
-2046,,,677,1000,38,24,2042.2894736842106,0,0,0,0,0,8.11928105354309,2.71941876411438,0.5234551429748535,0.8524236679077148,0.1582343578338623,3.8900012969970703
-2047,,,677,1000,48,16,2028.2272727272727,0,0,0,0,0,8.121422052383423,2.7211906909942627,0.5234572887420654,0.8524324893951416,0.1582343578338623,3.8901524543762207
-2048,,,679,1000,35,12,2048.0,0,0,2,0,0,8.126574993133545,2.723127841949463,0.5252141952514648,0.8541538715362549,0.1584463119506836,3.8903326988220215
-2049,,,679,1000,58,54,2049.0,0,0,0,0,0,8.130534172058105,2.7260777950286865,0.5252182483673096,0.85422682762146,0.15871238708496094,3.8906030654907227
-2050,,,679,1000,36,19,2028.344827586207,0,0,0,0,0,8.134099006652832,2.7288880348205566,0.5252234935760498,0.8542976379394531,0.15871238708496094,3.8909201622009277
-2051,,,679,1000,48,36,2037.9610389610389,0,0,0,0,0,8.137972116470337,2.731957197189331,0.5252273082733154,0.8544046878814697,0.15871238708496094,3.8912642002105713
-2052,,,680,1000,33,24,2052.0,0,0,2,0,1,8.14564299583435,2.734276294708252,0.5284981727600098,0.8568365573883057,0.15900254249572754,3.891590118408203
-2053,,,680,1000,35,15,2053.0,0,0,1,0,1,8.151978015899658,2.736422300338745,0.5309543609619141,0.8587446212768555,0.1592116355895996,3.8919172286987305
-2054,,,679,1000,33,26,2036.5121951219512,1,0,0,0,0,8.15590500831604,2.739779472351074,0.5309560298919678,0.8588085174560547,0.1592116355895996,3.892210006713867
-2055,,,679,1000,34,14,2047.5625,0,0,0,0,0,8.159065961837769,2.742307424545288,0.5309662818908691,0.858818531036377,0.1592116355895996,3.8924975395202637
-2056,,,679,1000,43,14,2045.75,0,0,0,0,0,8.162384986877441,2.74511456489563,0.5309679508209229,0.8588285446166992,0.1592116355895996,3.892794370651245
-2057,,,680,1000,26,8,2057.0,0,0,1,0,1,8.169546127319336,2.7476444244384766,0.533287763595581,0.8621993064880371,0.1594066619873047,3.8930230140686035
-2058,,,680,1000,38,21,2033.4285714285713,0,0,0,0,0,8.17194414138794,2.7495875358581543,0.533289909362793,0.862231969833374,0.1594066619873047,3.8932368755340576
-2059,,,680,1000,33,20,2046.28,0,0,0,0,0,8.174144983291626,2.7514584064483643,0.5332911014556885,0.8622429370880127,0.1594066619873047,3.893383741378784
-2060,,,679,1000,42,22,2060.0,0,0,1,0,2,8.179379224777222,2.753263473510742,0.5353128910064697,0.8639030456542969,0.15960383415222168,3.8935387134552
-2061,,,678,1000,52,46,2061.0,1,1,0,0,2,8.1853768825531,2.7552764415740967,0.5376098155975342,0.8653600215911865,0.1599259376525879,3.8937714099884033
-2062,,,678,1000,33,27,2062.0,0,0,0,0,0,8.187940120697021,2.7572126388549805,0.5376126766204834,0.865375280380249,0.16009902954101562,3.894005298614502
-2063,,,678,1000,38,30,2042.7307692307693,0,0,0,0,0,8.19015097618103,2.7590126991271973,0.5376148223876953,0.8654232025146484,0.16009902954101562,3.8941614627838135
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-2065,,,678,1000,56,51,2065.0,0,1,0,0,1,8.198047876358032,2.7627346515655518,0.5394744873046875,0.8672924041748047,0.16031718254089355,3.894564390182495
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diff --git a/defaultExportDir/popData2.csv b/defaultExportDir/popData2.csv
index cc632da..f270586 100644
--- a/defaultExportDir/popData2.csv
+++ b/defaultExportDir/popData2.csv
@@ -1,497 +1,545 @@
 Specified Values,Specified Attribute Names,class,Fitness,Accuracy,Numerosity,Avg Match Set Size,TimeStamp GA,Iteration Initialized,Specificity,Deletion Probability,Correct Count,Match Count
-"1.0, 1.0, 1.0, 1.0, 1.0, 1.0","A_2, R_0, R_1, R_3, R_5, R_7",1.0,1.0,1.0,2,82.9996381422645,4970,1,0.5454545454545454,0.001494050321450065,78,78
-"0.0, 0.0, 0.0, 0.0, 1.0, 1.0","A_2, R_0, R_1, R_2, R_4, R_7",0.0,0.1043582467665522,0.6363636363636364,1,66.46754928808528,4785,15,0.5454545454545454,0.0005982307007751519,49,77
-"0.0, 1.0, 1.0, 1.0, 1.0","A_0, R_0, R_2, R_4, R_6",1.0,0.22984287567455908,0.7452229299363057,1,63.73210595672596,4978,24,0.45454545454545453,0.0005736107742308895,117,157
-"0.0, 1.0, 0.0, 1.0, 0.0","A_1, R_0, R_1, R_3, R_4",0.0,0.09281764811892691,0.6216216216216216,1,64.47972489776117,4982,28,0.45454545454545453,0.0005803396006702366,92,148
-"1.0, 1.0, 0.0, 1.0, 0.0, 1.0","A_0, A_1, R_0, R_1, R_3, R_6",1.0,0.2323403299440141,0.7468354430379747,2,71.25436831069092,4996,44,0.5454545454545454,0.0012826274217826918,59,79
-"0.0, 1.0, 1.0, 0.0, 0.0, 1.0","A_1, A_2, R_0, R_1, R_2, R_3",0.0,0.20172747261218202,0.726027397260274,2,54.43972527649151,4738,69,0.5454545454545454,0.0009799523331605728,53,73
-"1.0, 1.0, 0.0, 0.0","A_1, A_2, R_3, R_6",0.0,0.23469696901276463,0.7483443708609272,1,58.84027355011244,4977,78,0.36363636363636365,0.0005295826077041061,226,302
-"0.0, 1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 0.0","A_1, A_2, R_0, R_2, R_3, R_4, R_5, R_6",0.0,0.3276800000000001,0.8,1,65.62707054261698,4175,79,0.7272727272727273,0.0005906661043025352,16,20
-"1.0, 1.0, 0.0, 0.0, 0.0","A_0, A_2, R_1, R_2, R_5",0.0,0.26150027784488145,0.7647058823529411,1,91.88681930684712,4952,137,0.45454545454545453,0.0008270128340024196,117,153
-"1.0, 0.0, 1.0, 1.0","A_0, R_1, R_2, R_6",1.0,0.09568681324215193,0.6254180602006689,1,70.67215439008312,4983,159,0.36363636363636365,0.0006360735862672734,187,299
-"1.0, 1.0, 0.0, 0.0, 1.0, 0.0","A_0, A_2, R_1, R_2, R_3, R_5",0.0,0.24248581709132566,0.7532467532467533,1,88.55190135168041,4952,165,0.5454545454545454,0.0007969974305955628,58,77
-"0.0, 0.0","R_1, R_6",0.0,0.09393837511377089,0.6231155778894473,1,51.744318994745036,4991,201,0.18181818181818182,0.0004657165871904384,744,1194
-"1.0, 1.0, 0.0, 0.0, 0.0, 0.0","A_0, R_0, R_2, R_3, R_4, R_5",0.0,0.2481884326272296,0.7567567567567568,1,73.21396482509059,4999,202,0.5454545454545454,0.0006571821040239769,56,74
-"1.0, 1.0, 1.0, 0.0, 1.0","A_2, R_2, R_3, R_6, R_7",1.0,0.23193602552357678,0.7465753424657534,1,69.33553294791956,4989,203,0.45454545454545453,0.0006240435356548923,109,146
-"0.0, 1.0, 0.0, 1.0","A_2, R_1, R_4, R_5",0.0,0.10063509881876867,0.6317567567567568,1,72.8982033085177,4869,227,0.36363636363636365,0.0006561087886885788,187,296
-"0.0, 1.0, 0.0, 1.0","A_0, A_2, R_0, R_3",1.0,0.2345895594912797,0.7482758620689656,1,65.92613382774029,4989,287,0.36363636363636365,0.0005933577762620355,217,290
-"1.0, 1.0, 1.0, 1.0, 1.0","A_0, R_0, R_2, R_4, R_6",1.0,0.24571891564199155,0.7552447552447552,1,64.22706696840116,4962,317,0.45454545454545453,0.0005780655928008877,108,143
-"1.0, 1.0, 1.0, 1.0","A_1, R_2, R_3, R_5",1.0,0.22499055968154544,0.7420494699646644,1,56.1633730522063,4989,336,0.36363636363636365,0.0005054895867048377,210,283
-"1.0, 1.0, 0.0","A_0, R_0, R_4",0.0,0.09751303040333631,0.62778730703259,1,69.62557973700278,4999,345,0.2727272727272727,0.0006168112360423384,366,583
-"1.0, 0.0, 0.0","A_1, R_0, R_7",0.0,0.09850533741531632,0.629059829059829,2,60.569688404133615,4997,361,0.2727272727272727,0.013032009500742134,368,585
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-"1.0, 1.0, 0.0, 1.0, 0.0, 0.0, 0.0","A_2, R_0, R_1, R_2, R_3, R_5, R_7",0.0,1.0,1.0,1,79.56,4846,4214,0.6363636363636364,0.0007160672397801619,6,6
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-"1.0, 1.0, 1.0, 0.0, 1.0, 0.0","A_0, A_2, R_2, R_5, R_6, R_7",0.0,1.0,1.0,1,74.75692799999999,4859,4300,0.5454545454545454,0.0006728379473027185,13,13
-"1.0, 0.0, 0.0, 0.0, 0.0","A_2, R_4, R_5, R_6, R_7",0.0,0.1473475405306393,0.6818181818181818,1,74.18565624243081,4953,4311,0.45454545454545453,0.0006676963058923751,15,22
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-"0.0, 1.0, 1.0, 1.0, 0.0, 1.0, 0.0","A_0, A_1, A_2, R_3, R_4, R_6, R_7",1.0,1.0,1.0,1,50.0,4640,4400,0.6363636363636364,0.00045001711901719577,2,2
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-"1.0, 1.0, 1.0, 0.0, 0.0, 0.0","A_1, A_2, R_3, R_4, R_5, R_7",1.0,0.004115226337448558,0.3333333333333333,1,72.66666666666667,4920,4715,0.5454545454545454,0.0006540248796383245,1,3
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-"1.0, 1.0, 0.0, 0.0, 0.0","A_0, R_0, R_1, R_4, R_5",0.0,0.06092699470458736,0.5714285714285714,1,76.016,4982,4796,0.45454545454545453,0.000684170026384223,4,7
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-"1.0, 1.0, 1.0, 1.0","A_0, A_2, R_6, R_7",1.0,0.620921323059155,0.9090909090909091,1,64.6829568,4962,4801,0.36363636363636365,0.0005821687573729946,10,11
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-"0.0, 0.0, 1.0, 0.0, 0.0, 0.0","A_0, A_1, A_2, R_1, R_6, R_7",0.0,1.0,1.0,1,56.5,4885,4813,0.5454545454545454,0.0005085193444894311,2,2
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-"1.0, 0.0, 1.0, 1.0, 1.0","A_0, R_2, R_4, R_5, R_7",1.0,1.0,1.0,1,77.0,4912,4836,0.45454545454545453,0.0006930263632864814,2,2
-"0.0, 1.0, 1.0, 1.0","A_0, A_1, R_3, R_4",1.0,0.3276800000000001,0.8,1,63.43532799999999,4995,4837,0.36363636363636365,0.0005709396710094169,8,10
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+"1.0, 1.0, 1.0, 0.0, 1.0, 0.0, 0.0, 1.0","A_0, A_2, R_0, R_3, R_4, R_5, R_6, R_7",1.0,0.03125,0.5,1,57.657735774044156,4312,208,0.7272727272727273,0.0006209306882837455,9,18
+"0.0, 0.0, 0.0, 0.0, 0.0","A_2, R_0, R_2, R_4, R_6",0.0,1.0,1.0,5,96.73655881643215,4950,211,0.45454545454545453,0.005208901914175455,150,150
+"1.0, 1.0","R_0, R_3",1.0,0.09416835932832371,0.6234203875315922,1,58.887749590966585,4985,233,0.18181818181818182,0.0005827208566841025,740,1187
+"0.0, 0.0, 1.0","A_0, A_2, R_2",1.0,0.24266123653613067,0.7533557046979866,3,72.20955522209763,4974,267,0.2727272727272727,0.0024315445314979753,449,596
+"1.0, 1.0, 1.0, 1.0, 0.0","A_0, A_2, R_0, R_6, R_7",0.0,0.2481884326272296,0.7567567567567568,2,74.52759102135235,4944,285,0.45454545454545453,0.001605212822451836,112,148
+"1.0, 0.0, 1.0, 0.0, 1.0","A_1, A_2, R_1, R_5, R_6",1.0,0.2508770159643479,0.7583892617449665,3,66.87829262307453,4913,287,0.45454545454545453,0.002160687566665507,113,149
+"0.0, 1.0, 0.0, 0.0, 0.0","A_2, R_1, R_3, R_4, R_5",0.0,0.08711842635826984,0.6137931034482759,1,67.40042577470837,4916,291,0.45454545454545453,0.0007258521723939648,89,145
+"1.0, 1.0, 1.0, 0.0, 1.0","A_1, A_2, R_2, R_6, R_7",1.0,0.23207791712921816,0.7466666666666667,1,74.64009143353917,4906,293,0.45454545454545453,0.0008038179565187321,112,150
+"1.0, 1.0, 0.0, 0.0, 0.0","A_0, R_0, R_1, R_3, R_4",0.0,0.09045265694079177,0.618421052631579,1,57.602071005123896,4889,315,0.45454545454545453,0.0006203312203578064,94,152
+"1.0, 1.0, 0.0, 0.0","A_0, R_0, R_1, R_7",0.0,0.10235238165578144,0.6338983050847458,1,58.39051103020362,4947,315,0.36363636363636365,0.0006288221297019016,187,295
+"0.0, 0.0, 0.0","A_1, A_2, R_0",0.0,0.22370145076457015,0.7411971830985915,1,66.68517684055487,4966,419,0.2727272727272727,0.0007181494763547271,421,568
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+"1.0, 0.0, 1.0, 1.0","A_0, R_0, R_2, R_7",1.0,0.09041865985144407,0.6183745583038869,1,66.66160053070728,4994,426,0.36363636363636365,0.000717895577131937,175,283
+"1.0, 1.0, 1.0","A_0, A_2, R_7",1.0,0.23524118101521485,0.7486910994764397,4,62.05621037972607,4979,426,0.2727272727272727,0.0026731958795170366,429,573
+"1.0, 0.0, 0.0","A_2, R_3, R_7",0.0,0.23247878021565013,0.7469244288224957,2,65.33940562417101,4999,441,0.2727272727272727,0.001576064032777242,425,569
+"0.0, 0.0, 1.0, 1.0, 1.0","A_0, A_2, R_2, R_5, R_6",1.0,0.24012300134298675,0.75177304964539,1,87.0263029859889,4905,464,0.45454545454545453,0.0009372081904785081,106,141
+"1.0, 1.0, 1.0","A_2, R_3, R_5",1.0,0.2407760253377655,0.7521815008726004,2,54.75789626529551,4985,476,0.2727272727272727,0.001179403171509419,431,573
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+"0.0, 1.0, 1.0, 1.0, 0.0","A_2, R_0, R_2, R_4, R_6",1.0,0.2516652922734306,0.7588652482269503,1,75.45693018612356,4945,525,0.45454545454545453,0.0008126146989167815,107,141
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+"1.0, 1.0, 1.0, 0.0, 1.0","A_1, R_1, R_4, R_5, R_6",1.0,0.08988803537961923,0.6176470588235294,1,71.09308259713548,4851,532,0.45454545454545453,0.0007656193243912432,84,136
+"0.0, 0.0, 0.0, 0.0, 0.0","R_0, R_2, R_4, R_6, R_7",0.0,0.3550734632824669,0.8129496402877698,1,74.13880963139698,4865,539,0.45454545454545453,0.0007984195264512028,113,139
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+"1.0, 0.0, 0.0, 0.0, 1.0, 1.0","A_1, A_2, R_0, R_2, R_4, R_5",0.0,0.2673830631766959,0.7681159420289855,1,65.38343333923635,4990,552,0.5454545454545454,0.0007454919369056985,53,69
+"0.0, 0.0, 0.0, 0.0, 1.0","A_2, R_2, R_4, R_5, R_7",0.0,0.22341489409232135,0.7410071942446043,1,60.55510067017057,4886,577,0.45454545454545453,0.0006521331410857652,103,139
+"1.0, 1.0, 1.0, 0.0, 1.0, 0.0, 0.0","A_0, A_1, R_0, R_3, R_4, R_5, R_7",0.0,0.26150027784488145,0.7647058823529411,1,81.57553192680207,4813,586,0.6363636363636364,0.0008785074631602907,26,34
+"1.0, 1.0, 0.0, 0.0, 0.0","A_1, R_0, R_2, R_6, R_7",0.0,0.5182405834125324,0.8768115942028986,2,63.01291236259633,4929,618,0.45454545454545453,0.001357203869309206,121,138
+"0.0, 1.0, 0.0, 1.0","A_0, A_1, A_2, R_2",1.0,1.0,1.0,13,70.567319353193,4974,650,0.36363636363636365,0.009879444217588412,268,268
+"1.0, 0.0, 0.0, 0.0","A_0, A_1, R_3, R_4",0.0,0.2020749909155851,0.7262773722627737,1,59.75442035696709,4863,652,0.36363636363636365,0.0006435104129938915,199,274
+"0.0, 0.0, 1.0, 0.0, 0.0, 0.0","A_1, R_0, R_1, R_4, R_5, R_7",0.0,0.2373046875,0.75,1,70.0359952140174,4966,693,0.5454545454545454,0.0007542352839400563,51,68
+"0.0, 0.0, 0.0","R_3, R_6, R_7",0.0,0.15854768529020838,0.6918819188191881,1,70.05229922717942,4990,697,0.2727272727272727,0.0007544108659669702,375,542
+"0.0, 0.0, 1.0, 1.0","A_1, A_2, R_0, R_5",1.0,0.24636108264376066,0.7556390977443609,2,71.80337688825806,4977,703,0.36363636363636365,0.0016100940955452354,201,266
+"0.0, 0.0, 0.0, 0.0","A_2, R_1, R_4, R_6",0.0,0.2314600316517187,0.746268656716418,1,73.33235156208323,4950,714,0.36363636363636365,0.0008256294397934223,200,268
+0.0,R_7,0.0,0.056563065892777015,0.5629976580796253,1,51.25168707698176,4999,729,0.09090909090909091,0.0005983892768580873,1202,2135
+"1.0, 1.0","R_0, R_7",1.0,0.0970810072188979,0.6272300469483568,1,65.95223961067231,4968,739,0.18181818181818182,0.000685736155208979,668,1065
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+"1.0, 1.0","R_2, R_5",1.0,0.09572514853672281,0.6254681647940075,1,64.89868676141319,4994,760,0.18181818181818182,0.0007120991125283021,668,1068
+"1.0, 1.0, 1.0, 1.0, 0.0","A_0, R_1, R_4, R_5, R_7",1.0,0.09829259611446058,0.6287878787878788,1,82.07558596633962,4965,762,0.45454545454545453,0.0008838926711428922,83,132
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+"0.0, 0.0, 0.0","A_2, R_4, R_7",0.0,0.09482577780783383,0.6242884250474383,1,57.850991674259575,4988,785,0.2727272727272727,0.0006230119097803009,329,527
+"0.0, 0.0, 0.0, 0.0","A_1, R_1, R_4, R_5",0.0,0.5004937623620428,0.870722433460076,4,68.47779266757001,4981,785,0.36363636363636365,0.0029498184319868576,229,263
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+"1.0, 0.0, 1.0","R_1, R_2, R_6",1.0,0.05541510438990778,0.5606936416184971,1,69.85062930399921,4978,797,0.2727272727272727,0.0007522390317364837,291,519
+"0.0, 0.0, 1.0, 1.0","A_1, A_2, R_0, R_4",1.0,1.0,1.0,15,84.81405115131555,4977,832,0.36363636363636365,0.013975941771949467,260,260
+"0.0, 0.0, 1.0","A_1, A_2, R_0",1.0,0.24115445601502697,0.7524177949709865,2,71.601280420942,4977,847,0.2727272727272727,0.0015615846361630434,389,517
+"1.0, 0.0, 0.0, 1.0, 0.0","A_1, R_1, R_3, R_5, R_6",0.0,0.24650145932538278,0.7557251908396947,1,62.71274174148964,4990,862,0.45454545454545453,0.0006753693215825814,99,131
+"0.0, 0.0, 0.0","A_2, R_0, R_2",0.0,0.2373046875,0.75,2,62.37253728456899,4990,875,0.2727272727272727,0.0013896554411173187,387,516
+"0.0, 0.0, 0.0, 1.0","A_0, A_1, A_2, R_0",1.0,1.0,1.0,9,68.58042387382713,4977,881,0.36363636363636365,0.006854949505244764,258,258
+"1.0, 1.0, 1.0, 1.0","A_0, A_1, A_2, R_7",1.0,1.0,1.0,18,83.78034757105281,4979,883,0.36363636363636365,0.17796001829602584,256,256
+"0.0, 0.0, 0.0","A_1, R_1, R_4",0.0,0.2350007759531307,0.7485380116959064,2,63.1783533007097,4981,885,0.2727272727272727,0.0013778814635027694,384,513
+"1.0, 0.0, 0.0, 0.0, 1.0","A_1, A_2, R_0, R_2, R_5",0.0,0.2342067575938101,0.7480314960629921,1,65.88647067306772,4990,905,0.45454545454545453,0.0007539565241412369,95,127
+"1.0, 1.0, 0.0, 0.0","A_1, R_0, R_2, R_7",0.0,0.2342067575938101,0.7480314960629921,1,51.81234824729451,4975,926,0.36363636363636365,0.0005579802367694179,190,254
+"1.0, 0.0, 1.0, 0.0, 0.0","A_2, R_0, R_2, R_3, R_5",0.0,0.2342067575938101,0.7480314960629921,1,53.95930890088972,4970,942,0.45454545454545453,0.0005811013971559331,95,127
+"1.0, 1.0, 0.0, 1.0, 1.0","A_0, A_2, R_1, R_2, R_7",1.0,0.2373046875,0.75,1,75.84565400830596,4968,957,0.45454545454545453,0.0008168009637296406,93,124
+"0.0, 0.0, 0.0, 1.0, 1.0","A_0, R_1, R_2, R_6, R_7",0.0,0.2342067575938101,0.7480314960629921,2,49.171710088002705,4935,959,0.45454545454545453,0.0010707789244423596,95,127
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+"0.0, 0.0, 0.0, 0.0","R_2, R_3, R_5, R_7",0.0,0.25219373827800395,0.7591836734693878,1,71.89187385106942,4929,1032,0.36363636363636365,0.0007742217087277353,186,245
+"1.0, 1.0, 1.0, 0.0","A_0, A_2, R_0, R_7",0.0,0.2438596708938226,0.7540983606557377,2,68.12199709819507,4947,1032,0.36363636363636365,0.0014672459116747828,184,244
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+"0.0, 0.0, 1.0, 1.0","A_0, A_2, R_0, R_1",1.0,0.22765945697524415,0.743801652892562,1,76.5958351627202,4905,1065,0.36363636363636365,0.0008248798536529876,180,242
+"0.0, 1.0, 1.0","A_1, R_0, R_4",1.0,0.22946837189183963,0.7449799196787149,2,70.5293434876767,4977,1065,0.2727272727272727,0.0017247409269266394,371,498
+"0.0, 0.0, 0.0, 0.0","A_1, A_2, R_1, R_4",0.0,0.2373046875,0.75,1,70.383367124437,4950,1071,0.36363636363636365,0.0007859314939752387,186,248
+"0.0, 1.0, 1.0","A_1, A_2, R_5",1.0,0.2549312865909978,0.7608247422680412,1,66.0310664266387,4982,1083,0.2727272727272727,0.0007111051964489355,369,485
+"1.0, 1.0, 0.0, 1.0, 1.0, 1.0","A_1, R_0, R_2, R_5, R_6, R_7",1.0,0.0891768994341564,0.6166666666666667,1,45.88880311075694,4674,1102,0.5454545454545454,0.0004941880862568775,37,60
+"0.0, 1.0, 0.0","A_2, R_1, R_4",0.0,0.09596372468543259,0.6257796257796258,1,65.49106539559298,4988,1106,0.2727272727272727,0.0007052897892467663,301,481
+"1.0, 1.0, 1.0","R_2, R_4, R_7",1.0,0.1540207483208357,0.6878850102669405,1,67.43480629432973,4994,1123,0.2727272727272727,0.0006977776164226759,335,487
+"1.0, 0.0, 1.0, 1.0","A_1, A_2, R_1, R_6",1.0,0.23568154251864032,0.7489711934156379,4,65.16400568597473,4965,1137,0.36363636363636365,0.0028070704032143535,182,243
+"1.0, 1.0, 1.0, 0.0, 0.0, 0.0, 0.0","A_0, A_1, R_0, R_2, R_5, R_6, R_7",0.0,1.0,1.0,1,85.47676903895157,4589,1139,0.6363636363636364,0.0009205208688669985,31,31
+"0.0, 0.0, 0.0, 0.0, 1.0, 1.0","A_0, R_1, R_2, R_5, R_6, R_7",0.0,0.23020027395048778,0.7454545454545455,1,56.707732608629044,4935,1167,0.5454545454545454,0.0006106998647619087,41,55
+"0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0","A_0, A_2, R_1, R_2, R_3, R_5, R_6, R_7",0.0,1.0,1.0,2,58.38220032,4935,1174,0.7272727272727273,0.001257465259138268,13,13
+"0.0, 0.0, 0.0, 1.0, 0.0","A_1, A_2, R_2, R_4, R_6",1.0,0.23067648453224557,0.7457627118644068,1,72.01615461668932,4992,1198,0.45454545454545453,0.0007755601196157248,88,118
+"0.0, 0.0, 0.0, 1.0, 0.0","R_1, R_3, R_4, R_5, R_6",0.0,0.12606042287056482,0.6608695652173913,2,61.89283396107585,4950,1209,0.45454545454545453,0.0013432712590937257,76,115
+"1.0, 1.0, 1.0","A_2, R_5, R_7",1.0,0.23814203560001493,0.7505285412262156,1,60.076523135828886,4982,1220,0.2727272727272727,0.0006469792190004361,355,473
+"0.0, 1.0, 1.0, 1.0","A_1, A_2, R_5, R_7",1.0,0.2423968771652395,0.7531914893617021,1,67.35518276650068,4982,1223,0.36363636363636365,0.0007253649390357816,177,235
+"1.0, 1.0, 0.0","R_2, R_4, R_5",1.0,0.0569037979620364,0.5636743215031316,1,54.52127956667389,4964,1228,0.2727272727272727,0.0005930034713568721,270,479
+"0.0, 0.0, 1.0, 1.0","A_0, A_2, R_0, R_2",1.0,1.0,1.0,11,75.49496819555524,4974,1247,0.36363636363636365,0.00940215808694789,239,239
+"0.0, 0.0, 0.0, 0.0","R_1, R_3, R_4, R_7",0.0,0.22419722281449334,0.7415254237288136,1,56.537758075161456,4975,1270,0.36363636363636365,0.000608869366171566,175,236
+"1.0, 1.0, 0.0, 1.0","A_0, A_2, R_1, R_7",1.0,0.23903683114750418,0.7510917030567685,1,65.73597833821344,4979,1279,0.36363636363636365,0.0007079273184523335,172,229
+"0.0, 0.0, 0.0, 0.0, 0.0","A_2, R_2, R_3, R_4, R_6",0.0,0.5161592986198362,0.8761061946902655,1,83.01461489116485,4950,1286,0.45454545454545453,0.0008940053103019304,99,113
+"0.0, 0.0, 0.0, 1.0, 0.0","A_1, R_1, R_4, R_6, R_7",0.0,0.2546951789996305,0.7606837606837606,1,56.52268181347743,4981,1339,0.45454545454545453,0.0006087070061097542,89,117
+"0.0, 1.0, 0.0, 0.0, 0.0","A_1, A_2, R_1, R_4, R_5",0.0,1.0,1.0,8,66.74180631887592,4981,1339,0.45454545454545453,0.005750074667834746,112,112
+"1.0, 1.0","A_2, R_5",1.0,0.10322269450486132,0.6349726775956284,1,51.293255708836696,4985,1342,0.18181818181818182,0.0005523899983935872,581,915
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+1.0,R_7,1.0,0.058499938847113235,0.5668016194331984,1,63.504547527801854,4994,2016,0.09090909090909091,0.0006633330131603082,840,1482
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+"1.0, 0.0, 0.0, 0.0","R_0, R_1, R_4, R_6",0.0,0.0867926285695473,0.6133333333333333,1,64.94708928350707,4926,2658,0.36363636363636365,0.0007127506862277145,92,150
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+"1.0, 0.0, 0.0, 1.0","A_0, R_0, R_1, R_4",1.0,0.10135100721691906,0.6326530612244898,1,59.49842786073805,4992,2695,0.36363636363636365,0.0006407535652830848,93,147
+"1.0, 0.0, 0.0","A_2, R_3, R_6",0.0,0.10853622982115722,0.6413793103448275,1,56.274520784963144,4984,2702,0.2727272727272727,0.0006060344974485669,186,290
+"0.0, 1.0, 1.0, 0.0","A_0, A_1, A_2, R_3",0.0,1.0,1.0,17,61.30872852078599,4989,2702,0.36363636363636365,0.011224235538936209,146,146
+"0.0, 1.0, 1.0, 1.0, 1.0","A_1, R_1, R_2, R_4, R_5",1.0,0.5821262541771084,0.8974358974358975,1,93.01322965138286,4994,2706,0.45454545454545453,0.0010016829126496287,70,78
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+"1.0, 0.0, 0.0, 1.0, 1.0, 1.0, 0.0","A_0, A_2, R_0, R_2, R_4, R_5, R_7",1.0,0.2373046875,0.75,1,66.46251203788799,4965,2917,0.6363636363636364,0.0007157515429756165,12,16
+"1.0, 1.0, 0.0, 0.0, 0.0","A_0, A_2, R_2, R_3, R_5",0.0,0.2373046875,0.75,1,79.06184583521843,4814,2925,0.45454545454545453,0.0008514369441046508,48,64
+"1.0, 0.0, 1.0, 0.0","A_1, R_2, R_6, R_7",0.0,0.09172788574157907,0.6201550387596899,1,53.196427478215185,4975,2927,0.36363636363636365,0.0005728857348427865,80,129
+"1.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0","A_1, A_2, R_0, R_2, R_3, R_4, R_6",1.0,0.0,0.0,1,70.9645841408,2952,2952,0.6363636363636364,0.0007642354921289347,0,15
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+"1.0, 0.0, 0.0, 0.0, 0.0","A_0, A_2, R_0, R_2, R_4",0.0,0.231092867969897,0.746031746031746,1,69.13555241709388,4797,2961,0.45454545454545453,0.0007445381885174232,47,63
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+"0.0, 0.0, 0.0, 0.0, 0.0, 0.0","A_0, A_1, R_1, R_4, R_6, R_7",0.0,0.22481780895283973,0.7419354838709677,1,77.34500429305592,4857,2984,0.5454545454545454,0.0008329478448339682,23,31
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+0.0,R_4,0.0,0.054102084026610806,0.5580110497237569,1,58.76837527491564,4988,3163,0.09090909090909091,0.00632296298923904,505,905
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+"1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 0.0","A_0, A_1, A_2, R_2, R_4, R_5, R_7",1.0,0.012558674125514407,0.4166666666666667,1,53.727201279999996,4965,3289,0.6363636363636364,0.0005786017716874659,5,12
+"1.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0","A_0, A_2, R_0, R_1, R_2, R_4, R_5, R_7",1.0,0.18593443208187066,0.7142857142857143,1,70.88,4965,3289,0.7272727272727273,0.0007633245841985459,5,7
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+"1.0, 0.0, 1.0, 1.0, 0.0, 1.0","A_0, A_1, R_0, R_1, R_2, R_4",1.0,0.17256359665582893,0.7037037037037037,1,99.4362435215842,4932,3329,0.5454545454545454,0.0010708539678382987,19,27
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+"1.0, 1.0, 0.0, 1.0, 1.0","A_2, R_1, R_2, R_5, R_7",1.0,0.48533973727032975,0.8653846153846154,1,90.26799437556349,4932,3390,0.45454545454545453,0.0009721187820705937,45,52
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+"1.0, 0.0, 1.0, 1.0","A_0, R_2, R_4, R_7",1.0,0.21405831560130784,0.7346938775510204,1,68.7572434828506,4992,3474,0.36363636363636365,0.0007404640842576907,72,98
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+"1.0, 1.0, 1.0, 1.0, 1.0","A_1, A_2, R_1, R_3, R_5",1.0,0.12254594871184625,0.6571428571428571,1,72.22941104094362,4978,3989,0.45454545454545453,0.000777856731796475,23,35
+"0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0","A_0, A_1, A_2, R_3, R_4, R_5, R_7",1.0,0.095367431640625,0.625,1,50.128,4884,3991,0.6363636363636364,0.000539841065980597,5,8
+"1.0, 0.0, 1.0, 1.0","A_1, R_2, R_3, R_6",1.0,0.1031804005225954,0.6349206349206349,1,54.50509249555902,4978,3992,0.36363636363636365,0.0005869790782431698,40,63
+"0.0, 0.0, 0.0, 0.0, 1.0, 1.0","A_0, A_1, R_1, R_2, R_6, R_7",1.0,0.0009765625,0.25,1,53.85328128,4936,3993,0.5454545454545454,0.0005799595589839635,3,12
+"0.0, 1.0, 0.0, 0.0, 0.0","A_0, A_2, R_2, R_3, R_5",0.0,0.09895227559841319,0.6296296296296297,1,67.91530167713626,4935,4003,0.45454545454545453,0.0007313970007536519,17,27
+"1.0, 1.0, 0.0, 0.0","A_0, R_1, R_5, R_7",0.0,0.2107293242897699,0.7323943661971831,1,66.23108450260403,4988,4007,0.36363636363636365,0.0007132592415204428,52,71
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+"0.0, 1.0, 1.0, 1.0, 1.0","A_1, R_1, R_3, R_4, R_5",1.0,0.534824985896467,0.8823529411764706,1,94.77278018920025,4994,4044,0.45454545454545453,0.001020631955858655,30,34
+"0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0","A_1, R_0, R_1, R_2, R_3, R_4, R_5, R_6",0.0,1.0,1.0,2,103.5,4896,4048,0.7272727272727273,0.0022292351711216,2,2
+"1.0, 0.0, 0.0, 1.0, 0.0","A_1, R_1, R_3, R_4, R_6",0.0,0.3158088059220047,0.7941176470588235,1,66.81392192820383,4990,4055,0.45454545454545453,0.00071953596465181,27,34
+"0.0, 1.0, 0.0, 0.0, 0.0","A_0, A_1, R_0, R_1, R_3",0.0,0.2373046875,0.75,1,60.463910654597406,4990,4056,0.45454545454545453,0.0006874001546270504,21,28
+"1.0, 0.0, 0.0, 1.0, 0.0","A_0, A_1, R_2, R_4, R_6",1.0,0.16446348194331412,0.696969696969697,1,65.13958572920119,4992,4070,0.45454545454545453,0.0007015046161344249,23,33
+"1.0, 0.0, 1.0, 1.0, 1.0","A_1, R_0, R_1, R_3, R_6",1.0,0.22301350200402018,0.7407407407407407,1,65.37849777745194,4893,4073,0.45454545454545453,0.0007040775201960929,20,27
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+"1.0, 1.0, 0.0, 0.0, 1.0, 0.0, 1.0","A_0, A_1, A_2, R_0, R_1, R_6, R_7",0.0,1.0,1.0,1,62.0,4946,4085,0.6363636363636364,0.0006676936261330396,5,5
+"1.0, 0.0, 0.0, 0.0","A_1, R_3, R_5, R_7",0.0,0.22301350200402018,0.7407407407407407,1,79.79860859919748,4929,4094,0.36363636363636365,0.0008593713279995052,40,54
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+"1.0, 1.0, 0.0, 1.0, 0.0","A_0, A_1, A_2, R_1, R_6",0.0,1.0,1.0,3,63.86480001619723,4988,4105,0.45454545454545453,0.0020633283825036842,20,20
+"1.0, 0.0, 1.0, 1.0, 1.0","A_0, A_1, R_0, R_1, R_4",1.0,0.20346349914002398,0.7272727272727273,1,93.0593613125722,4964,4121,0.45454545454545453,0.0010021797161357425,24,33
+"1.0, 0.0, 1.0, 1.0","A_0, A_1, R_2, R_5",1.0,0.2693290743429045,0.7692307692307693,2,82.06672169376688,4994,4127,0.36363636363636365,0.0017675944191149096,40,52
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+"1.0, 1.0, 1.0, 1.0, 0.0, 0.0","A_0, A_1, R_1, R_5, R_6, R_7",0.0,1.0,1.0,1,65.4834048,4865,4152,0.5454545454545454,0.0007052072903620918,11,11
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+"0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 1.0","A_0, A_1, A_2, R_1, R_2, R_5, R_6",0.0,1.0,1.0,2,54.0,4981,4191,0.6363636363636364,0.0011630792197156175,4,4
+"1.0, 0.0, 0.0, 0.0, 0.0","A_2, R_1, R_3, R_4, R_5",0.0,0.6345375005651499,0.9130434782608695,1,81.09180867884031,4935,4191,0.45454545454545453,0.00087329812558809,21,23
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+"0.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0","A_0, A_1, R_0, R_1, R_2, R_3, R_7",1.0,1.0,1.0,1,62.519999999999996,4741,4204,0.6363636363636364,0.0006732936371909296,6,6
+"1.0, 1.0, 1.0, 1.0, 0.0, 0.0","A_0, A_1, R_4, R_5, R_6, R_7",0.0,1.0,1.0,1,62.92196864,4910,4206,0.5454545454545454,0.0006776225387850162,12,12
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+"0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0","A_0, R_0, R_1, R_2, R_4, R_6, R_7",0.0,0.2373046875,0.75,1,62.25,4935,4308,0.6363636363636364,0.0006703859391416406,3,4
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+"1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 0.0","A_0, A_1, A_2, R_1, R_4, R_6, R_7",0.0,1.0,1.0,2,64.5,4924,4374,0.6363636363636364,0.0013892335124380986,4,4
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+"0.0, 0.0, 0.0, 0.0, 0.0","A_0, A_1, R_0, R_1, R_5",0.0,1.0,1.0,2,77.49682089023898,4896,4382,0.45454545454545453,0.0016691655920640762,19,19
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+"1.0, 0.0, 0.0, 0.0","A_0, A_2, R_0, R_6",0.0,0.2373046875,0.75,1,60.91349458069055,4988,4414,0.36363636363636365,0.0006559927754357505,27,36
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+"0.0, 0.0, 1.0, 0.0, 0.0","A_1, R_1, R_3, R_4, R_5",0.0,0.48045708347045346,0.8636363636363636,2,65.7660129581282,4981,4486,0.45454545454545453,0.001416501537687906,19,22
+"0.0, 0.0, 0.0, 0.0, 0.0","A_1, R_1, R_2, R_4, R_5",0.0,0.7241964340209961,0.9375,2,76.53518166425599,4981,4486,0.45454545454545453,0.0016484533216825164,15,16
+"1.0, 0.0, 1.0, 0.0, 0.0","A_0, R_0, R_2, R_3, R_6",0.0,0.048282842081079885,0.5454545454545454,1,68.30336,4970,4490,0.45454545454545453,0.0007355760986366195,6,11
+"0.0, 1.0, 0.0, 0.0, 0.0","A_1, A_2, R_0, R_1, R_3",0.0,0.1590361251087416,0.6923076923076923,1,56.118283264,4984,4508,0.45454545454545453,0.0006043519362080843,9,13
+"1.0, 0.0, 0.0","A_2, R_5, R_7",0.0,0.2770383778382806,0.7735849056603774,1,57.56019910472696,4999,4511,0.2727272727272727,0.0006833117218441576,41,53
+"1.0, 0.0, 0.0","A_2, R_3, R_5",0.0,0.2693290743429045,0.7692307692307693,1,53.38330205209233,4999,4512,0.2727272727272727,0.0006270841504921813,40,52
+"1.0, 1.0, 0.0, 1.0","A_0, A_1, R_5, R_7",1.0,0.13168724279835387,0.6666666666666666,1,68.02543510231281,4979,4522,0.36363636363636365,0.0007325830553667903,16,24
+"0.0, 1.0, 0.0, 0.0, 1.0","A_0, A_1, A_2, R_4, R_5",1.0,0.03125,0.5,1,64.8520684544,4836,4523,0.45454545454545453,0.0006984082701378459,7,14
+"1.0, 0.0, 1.0, 0.0","A_0, A_1, A_2, R_5",0.0,1.0,1.0,3,53.24516608413292,4970,4524,0.36363636363636365,0.0017202318395211605,28,28
+"0.0, 1.0, 1.0, 1.0, 1.0","A_0, A_2, R_0, R_3, R_4",1.0,0.20346349914002398,0.7272727272727273,1,52.2032,4985,4533,0.45454545454545453,0.0005621894178023919,8,11
+"1.0, 1.0, 1.0, 1.0","A_1, R_1, R_2, R_7",1.0,0.22301350200402018,0.7407407407407407,1,69.99525407332541,4892,4533,0.36363636363636365,0.0007537965323277751,20,27
+"0.0, 1.0, 0.0, 1.0, 1.0","A_0, A_1, R_2, R_3, R_6",0.0,0.0009765625,0.25,1,47.27939584,4638,4538,0.45454545454545453,0.0005091637298353057,3,12
+"0.0, 0.0, 0.0","A_0, A_1, A_2",1.0,0.05292214940134466,0.5555555555555556,1,68.30811199354861,4977,4542,0.2727272727272727,0.008443906570646873,30,54
+"1.0, 0.0","A_1, R_3",0.0,0.1778515758282992,0.7079646017699115,1,58.985912912140165,4990,4544,0.18181818181818182,0.0006378411402265645,80,113
+"1.0, 1.0, 0.0, 1.0, 0.0, 0.0","A_0, A_2, R_0, R_3, R_6, R_7",0.0,0.07775999999999998,0.6,1,58.2,4865,4562,0.5454545454545454,0.0006267704684023049,3,5
+"1.0, 1.0, 0.0, 1.0, 0.0, 0.0","A_0, A_1, R_2, R_3, R_5, R_7",1.0,0.0003200000000000001,0.2,1,80.2,4893,4562,0.5454545454545454,0.00086369401315919,1,5
+"0.0, 0.0, 1.0, 1.0","A_1, A_2, R_0, R_1",1.0,0.2495343537242618,0.7575757575757576,1,87.7278075338089,4964,4566,0.36363636363636365,0.0009447628697572622,25,33
+"0.0, 0.0, 1.0, 1.0, 0.0, 1.0","A_1, A_2, R_0, R_4, R_6, R_7",0.0,0.0,0.0,1,91.82719999999999,4566,4566,0.5454545454545454,0.0009889102604136106,0,8
+"0.0, 0.0, 1.0, 0.0","A_0, A_2, R_2, R_5",1.0,0.1590361251087416,0.6923076923076923,1,73.27971180059448,4974,4575,0.36363636363636365,0.000789167685389081,18,26
+"0.0, 0.0, 0.0, 1.0","A_1, R_1, R_5, R_7",0.0,0.14387251916983998,0.6785714285714286,1,63.31976287558062,4970,4579,0.36363636363636365,0.0006423826917863958,19,28
+"0.0, 1.0, 0.0","A_0, A_2, R_3",0.0,0.22900814666525524,0.7446808510638298,1,52.37963864182756,4999,4591,0.2727272727272727,0.0006135732702136182,35,47
+"1.0, 0.0, 1.0, 0.0, 0.0","A_1, A_2, R_2, R_6, R_7",1.0,0.02094302882090425,0.46153846153846156,1,63.533897216,4974,4599,0.45454545454545453,0.0006842125518470141,6,13
+"0.0, 0.0, 0.0, 0.0","R_1, R_2, R_5, R_7",0.0,0.2567458542283846,0.7619047619047619,1,65.71217588100792,4981,4614,0.36363636363636365,0.0007076709837916491,16,21
+"0.0, 1.0, 1.0, 0.0","A_0, R_0, R_1, R_4",1.0,0.17831521367830508,0.7083333333333334,1,61.65397358258856,4978,4622,0.36363636363636365,0.000663967180433374,17,24
+"0.0, 0.0, 0.0, 0.0, 0.0","A_0, A_1, R_0, R_1, R_5",1.0,0.0,0.0,1,78.1693568,4623,4623,0.45454545454545453,0.0008418255047464416,0,11
+"1.0, 1.0, 1.0, 0.0, 1.0","A_2, R_1, R_2, R_6, R_7",1.0,0.13168724279835387,0.6666666666666666,1,81.90975999999999,4982,4630,0.45454545454545453,0.0008821068495175322,6,9
+"1.0, 1.0, 0.0, 1.0","A_0, A_2, R_3, R_7",1.0,0.05032843750000002,0.55,1,59.83112609991229,4932,4647,0.36363636363636365,0.0069949853862974545,11,20
+"1.0, 1.0, 0.0","A_0, R_0, R_5",0.0,0.1148279438394322,0.6486486486486487,1,73.71313590275052,4972,4654,0.2727272727272727,0.0007822937588078555,24,37
+"0.0, 1.0, 0.0, 1.0, 1.0","A_1, A_2, R_0, R_1, R_7",1.0,0.20346349914002398,0.7272727272727273,1,65.35598080000001,4982,4657,0.45454545454545453,0.00070383502919086,8,11
+"1.0, 1.0, 0.0","A_0, A_1, R_7",0.0,0.14854939011853155,0.6829268292682927,1,63.72674417104567,4988,4662,0.2727272727272727,0.0006862893693099682,28,41
+"0.0, 0.0, 0.0, 0.0, 0.0, 0.0","A_0, A_1, R_0, R_1, R_4, R_6",0.0,1.0,1.0,1,100.5,4950,4667,0.5454545454545454,0.0010823098294575884,4,4
+"0.0, 1.0, 1.0, 1.0","A_1, A_2, R_0, R_1",1.0,0.46266436603796024,0.8571428571428571,2,84.59247641718949,4932,4679,0.36363636363636365,0.0018219953975021578,18,21
+"1.0, 0.0, 0.0, 1.0, 0.0","A_1, R_2, R_3, R_4, R_7",1.0,1.859344320818706e-06,0.07142857142857142,1,75.0620992512,4788,4682,0.45454545454545453,0.0008083626650676103,1,14
+"1.0, 0.0, 1.0, 1.0, 1.0, 1.0","A_0, A_1, A_2, R_1, R_5, R_6",0.0,0.0,0.0,1,102.66936319999999,4687,4687,0.5454545454545454,0.0011056722485125491,0,11
+"0.0, 0.0, 0.0, 1.0, 0.0, 0.0","A_0, A_2, R_1, R_2, R_5, R_7",1.0,0.095367431640625,0.625,1,74.2848,4974,4688,0.5454545454545454,0.0007999917335252842,5,8
+"0.0, 1.0, 0.0, 0.0","A_0, A_1, R_2, R_3",0.0,1.0,1.0,6,55.767648384430395,4990,4698,0.36363636363636365,0.003502125261869184,31,31
+"0.0, 0.0, 0.0, 0.0","A_0, A_1, R_0, R_4",0.0,0.13168724279835387,0.6666666666666666,1,72.22336927612928,4962,4703,0.36363636363636365,0.0007777916665084568,12,18
+"0.0, 0.0, 0.0, 0.0, 0.0","A_2, R_0, R_1, R_2, R_7",0.0,0.014458261438686257,0.42857142857142855,1,60.36,4990,4707,0.45454545454545453,0.0006500320527966173,3,7
+"0.0, 0.0, 0.0","A_0, A_1, R_5",0.0,0.05843032921810699,0.5666666666666667,1,52.99876951303887,4999,4707,0.2727272727272727,0.006646661776626553,17,30
+"1.0, 1.0, 0.0, 0.0, 1.0, 1.0","A_1, A_2, R_1, R_2, R_6, R_7",1.0,0.010240000000000003,0.4,1,60.2,4829,4709,0.5454545454545454,0.0006483089724711126,2,5
+"1.0, 0.0, 0.0, 0.0","A_1, R_2, R_5, R_7",0.0,0.28462802079628785,0.7777777777777778,1,79.69728,4929,4710,0.36363636363636365,0.0008582800947764545,7,9
+"0.0, 1.0, 0.0, 0.0, 0.0, 0.0","A_0, A_2, R_1, R_3, R_4, R_7",0.0,1.0,1.0,1,68.0,4857,4710,0.5454545454545454,0.0007323091383394628,3,3
+"1.0, 0.0, 1.0, 1.0","A_0, A_2, R_4, R_6",1.0,1.0,1.0,3,71.25343179735039,4994,4718,0.36363636363636365,0.002247546876019397,17,17
+"1.0, 0.0, 1.0, 0.0, 1.0","A_1, A_2, R_1, R_6, R_7",0.0,0.5549289573066435,0.8888888888888888,1,70.10848,4946,4721,0.45454545454545453,0.0007472310139583328,8,9
+"0.0, 1.0, 1.0, 0.0, 1.0","A_1, R_0, R_1, R_3, R_4",1.0,0.3276800000000001,0.8,1,89.976832,4932,4723,0.45454545454545453,0.0009689831810652148,8,10
+"1.0, 0.0","A_0, R_6",0.0,0.08356049390158359,0.6086956521739131,1,60.258434554836626,4988,4725,0.18181818181818182,0.0006489382689196664,42,69
+"1.0, 1.0, 0.0, 0.0","A_1, R_1, R_3, R_6",0.0,1.0,1.0,1,69.78662422364161,4929,4728,0.36363636363636365,0.0007428983314904174,17,17
+"0.0, 0.0, 0.0, 0.0, 0.0, 1.0","A_0, A_1, R_0, R_1, R_4, R_5",0.0,1.0,1.0,1,87.5,4950,4730,0.5454545454545454,0.0009423095530103382,2,2
+"0.0, 0.0, 0.0, 1.0, 1.0","A_1, A_2, R_4, R_6, R_7",0.0,0.095367431640625,0.625,1,59.1168,4962,4731,0.45454545454545453,0.0006366437186674464,5,8
+"0.0, 0.0, 0.0, 0.0, 0.0, 0.0","A_1, R_1, R_2, R_3, R_4, R_5",0.0,1.0,1.0,2,90.33333333333333,4857,4733,0.5454545454545454,0.0019456448675489648,3,3
+"1.0, 1.0, 1.0, 1.0, 0.0, 0.0","A_1, A_2, R_1, R_2, R_3, R_5",0.0,0.0,0.0,1,61.0,4738,4738,0.5454545454545454,0.0006569243740986358,0,1
+"1.0, 1.0, 1.0, 0.0, 1.0","A_1, A_2, R_0, R_1, R_7",1.0,0.014458261438686257,0.42857142857142855,1,64.304,4873,4741,0.45454545454545453,0.0006925059828203061,3,7
+"1.0, 0.0, 1.0, 1.0, 1.0","A_0, A_1, A_2, R_2, R_5",0.0,0.0,0.0,1,88.07503360000001,4743,4743,0.45454545454545453,0.0009485022347769889,0,12
+"1.0, 0.0, 1.0, 1.0","A_0, A_1, R_5, R_7",1.0,0.44370531249999995,0.85,1,83.86345263953346,4994,4749,0.36363636363636365,0.0009031466579504279,17,20
+"0.0, 0.0, 1.0, 1.0, 1.0","A_1, R_0, R_1, R_4, R_7",1.0,0.18593443208187066,0.7142857142857143,1,71.712,4994,4749,0.45454545454545453,0.00077228460189117,5,7
+"1.0, 1.0, 1.0","R_1, R_4, R_5",1.0,0.3540925979614258,0.8125,1,78.37417645825693,4994,4754,0.2727272727272727,0.000858500224456893,26,32
+"0.0, 0.0, 1.0, 0.0, 0.0","A_0, R_0, R_2, R_3, R_6",0.0,1.0,1.0,1,65.128,4953,4762,0.45454545454545453,0.0007013798464966549,7,7
+"0.0, 0.0, 0.0, 0.0","A_0, R_3, R_5, R_7",0.0,0.28462802079628785,0.7777777777777778,1,60.504960000000004,4999,4767,0.36363636363636365,0.0007229528121719728,7,9
+"1.0, 0.0, 0.0, 0.0","A_2, R_3, R_5, R_7",1.0,0.00012860082304526745,0.16666666666666666,1,70.01821696,4900,4767,0.36363636363636365,0.0008510161395098312,2,12
+"1.0, 1.0, 1.0, 1.0, 1.0, 1.0","A_1, A_2, R_1, R_4, R_5, R_7",1.0,1.0,1.0,1,94.0,4892,4768,0.5454545454545454,0.0010123096912339634,2,2
+"1.0, 0.0, 0.0, 1.0","A_0, A_2, R_5, R_6",1.0,0.2693290743429045,0.7692307692307693,1,65.905615872,4964,4770,0.36363636363636365,0.0006771923200893442,10,13
+"0.0, 0.0, 0.0, 0.0, 1.0","A_0, R_1, R_2, R_3, R_6",0.0,0.3276800000000001,0.8,2,45.295808,4975,4774,0.45454545454545453,0.0009664275083264263,8,10
+"0.0, 1.0, 0.0, 0.0, 0.0, 0.0","A_0, A_1, R_1, R_2, R_3, R_5",0.0,1.0,1.0,1,54.8,4935,4774,0.5454545454545454,0.0005901550114853318,5,5
+"0.0, 1.0, 0.0","A_2, R_3, R_6",0.0,0.10737418240000002,0.64,1,67.72766399971134,4988,4786,0.2727272727272727,0.0007293762833143128,16,25
+"0.0, 1.0, 0.0, 1.0, 0.0","A_0, A_1, A_2, R_0, R_2",0.0,1.0,1.0,1,44.9168,4975,4786,0.45454545454545453,0.00048372033977891153,8,8
+"1.0, 0.0, 1.0","A_0, A_2, R_4",1.0,0.2373046875,0.75,3,69.62137877406708,4994,4788,0.2727272727272727,0.0021816369122397137,21,28
+"0.0, 0.0, 0.0, 1.0, 0.0, 0.0","A_1, A_2, R_0, R_2, R_3, R_6",0.0,0.004115226337448558,0.3333333333333333,1,88.66666666666667,4896,4791,0.5454545454545454,0.0009548736803838094,1,3
+"0.0, 0.0, 0.0, 0.0","A_0, A_1, R_0, R_1",0.0,1.0,1.0,2,68.94656,4984,4791,0.36363636363636365,0.0014850057630902964,9,9
+"1.0, 1.0, 0.0","A_1, A_2, R_3",0.0,0.620921323059155,0.9090909090909091,1,65.21048419222893,4989,4793,0.2727272727272727,0.0007022681395516225,20,22
+"1.0, 1.0, 0.0","A_2, R_0, R_5",0.0,0.3276800000000001,0.8,2,60.651189248,4999,4800,0.2727272727272727,0.0014498425734102288,12,15
+"0.0, 1.0","A_1, R_1",1.0,0.16084745180629967,0.6938775510204082,1,64.80913737642119,4994,4805,0.18181818181818182,0.0006979459345389835,34,49
+"0.0, 1.0, 1.0, 1.0","A_1, A_2, R_1, R_4",1.0,0.13168724279835387,0.6666666666666666,1,67.44916790083585,4932,4805,0.36363636363636365,0.0007263770886349243,12,18
+"1.0, 0.0, 1.0, 1.0, 1.0","A_0, A_2, R_2, R_4, R_6",1.0,1.0,1.0,3,72.896896,4994,4807,0.45454545454545453,0.0023139176767988496,10,10
+"1.0, 0.0, 1.0, 1.0","A_0, A_2, R_1, R_3",0.0,0.0063582343481257495,0.36363636363636365,1,73.04847360000001,4988,4808,0.36363636363636365,0.0007866774229268971,4,11
+"0.0, 0.0, 0.0","A_1, R_4, R_5",0.0,0.18593443208187066,0.7142857142857143,2,61.951754144147046,4981,4808,0.2727272727272727,0.0013343481087034874,15,21
+"0.0, 1.0, 1.0, 1.0","A_2, R_4, R_5, R_6",1.0,0.2693290743429045,0.7692307692307693,1,67.075145216,4994,4809,0.36363636363636365,0.0007763977186899329,10,13
+"1.0, 0.0, 1.0, 1.0, 0.0, 0.0","A_1, A_2, R_1, R_4, R_6, R_7",1.0,0.0,0.0,1,73.5,4813,4813,0.5454545454545454,0.0007915400245286841,0,2
+"0.0, 0.0, 0.0, 0.0, 0.0","A_1, R_1, R_2, R_3, R_4",0.0,0.014458261438686257,0.42857142857142855,1,65.856,4950,4814,0.45454545454545453,0.0007092198619777009,3,7
+"1.0, 1.0, 0.0, 1.0","A_2, R_5, R_6, R_7",1.0,0.03125,0.5,1,62.1608704,4982,4815,0.36363636363636365,0.000669426080015515,6,12
+"0.0, 1.0, 1.0, 1.0","A_1, A_2, R_1, R_7",1.0,0.18593443208187066,0.7142857142857143,1,68.71941939199999,4982,4818,0.36363636363636365,0.0007400567470903484,10,14
+"0.0, 1.0, 0.0, 1.0, 1.0","A_1, A_2, R_0, R_1, R_4",1.0,0.06092699470458736,0.5714285714285714,1,65.664,4900,4818,0.45454545454545453,0.0007071521655870954,4,7
+"0.0, 1.0, 0.0, 0.0, 1.0, 0.0","A_0, A_1, R_2, R_3, R_4, R_7",0.0,1.0,1.0,1,70.6,4990,4825,0.5454545454545454,0.0007603091936289128,5,5
+"1.0, 1.0, 0.0, 1.0, 1.0, 1.0","A_1, A_2, R_1, R_3, R_4, R_5",1.0,0.03125,0.5,1,53.0,4985,4829,0.5454545454545454,0.0005707703578234049,2,4
+"1.0, 1.0","A_2, R_7",1.0,0.07775999999999998,0.6,1,55.21440853730475,4982,4829,0.18181818181818182,0.0005946178814687753,27,45
+"0.0, 0.0, 0.0","A_0, A_1, R_1",0.0,0.13168724279835387,0.6666666666666666,1,52.53193998434303,4999,4832,0.2727272727272727,0.0006079905752864759,12,18
+"0.0, 1.0","A_2, R_7",0.0,0.020475569341968765,0.4594594594594595,1,66.28351328026021,4972,4834,0.18181818181818182,0.020735451377724208,17,37
+"1.0, 0.0, 1.0, 0.0","A_1, A_2, R_2, R_3",1.0,0.3276800000000001,0.8,1,61.116991999999996,4965,4836,0.36363636363636365,0.0006581842904326446,8,10
+"1.0, 0.0, 0.0, 1.0, 1.0","A_0, A_2, R_3, R_4, R_6",1.0,1.0,1.0,1,60.5,4965,4844,0.45454545454545453,0.0006515397480814338,2,2
+"1.0, 1.0, 1.0, 0.0, 1.0","A_1, A_2, R_4, R_5, R_7",1.0,0.004115226337448558,0.3333333333333333,1,69.66666666666667,4979,4851,0.45454545454545453,0.000750257891730136,1,3
+"0.0, 0.0, 0.0, 1.0","A_0, A_1, R_1, R_2",0.0,0.095367431640625,0.625,1,60.7904,4999,4853,0.36363636363636365,0.000746955321106252,5,8
+"1.0, 0.0, 0.0, 1.0, 0.0","A_0, A_2, R_0, R_4, R_7",1.0,0.13168724279835387,0.6666666666666666,1,61.97280000000001,4965,4856,0.45454545454545453,0.0006674007024777039,6,9
+"1.0, 1.0","R_4, R_5",1.0,0.05416439925154502,0.5581395348837209,1,60.32549985057106,4994,4858,0.18181818181818182,0.0006603823111046233,24,43
+"0.0, 0.0, 0.0, 0.0, 0.0","A_1, R_1, R_3, R_4, R_5",0.0,1.0,1.0,1,101.0,4896,4863,0.45454545454545453,0.0010876944554747904,1,1
+"1.0, 1.0, 1.0, 1.0, 0.0","A_0, A_1, R_1, R_5, R_7",0.0,0.03125,0.5,1,65.5,4865,4865,0.45454545454545453,0.0007053860082534532,2,4
+"1.0, 1.0, 0.0, 0.0, 0.0","A_0, A_1, R_0, R_6, R_7",0.0,1.0,1.0,2,60.44,4988,4865,0.45454545454545453,0.0013017871859187392,6,6
+"1.0, 1.0, 1.0, 1.0, 0.0","A_0, A_1, R_3, R_5, R_6",0.0,0.07775999999999998,0.6,1,73.6,4867,4867,0.45454545454545453,0.0007926169497321244,3,5
+"1.0, 1.0, 0.0, 1.0, 0.0, 0.0","A_0, A_1, A_2, R_4, R_6, R_7",0.0,1.0,1.0,1,68.0,4924,4867,0.5454545454545454,0.0007323091383394628,3,3
+"1.0, 0.0, 0.0, 1.0, 1.0","A_0, A_2, R_0, R_3, R_4",1.0,1.0,1.0,1,67.2,4994,4869,0.45454545454545453,0.0007236937367119398,5,5
+"1.0, 0.0, 0.0","A_2, R_0, R_3",0.0,0.17525145137855438,0.7058823529411765,1,51.2040701198336,4989,4871,0.2727272727272727,0.0005514295363077762,12,17
+"1.0, 1.0, 1.0, 1.0, 1.0","A_0, A_1, R_0, R_3, R_7",1.0,0.2373046875,0.75,1,85.0,4873,4873,0.45454545454545453,0.0009153864229243285,3,4
+"0.0, 0.0, 1.0, 0.0","A_1, R_1, R_3, R_4",0.0,0.07775999999999998,0.6,1,61.99488,4981,4881,0.36363636363636365,0.0006676384875626235,6,10
+"0.0, 1.0, 0.0","A_1, R_1, R_5",1.0,0.022132674897119342,0.4666666666666667,1,54.9718482944,4964,4884,0.2727272727272727,0.0005920056890794078,7,15
+"1.0, 0.0, 1.0, 0.0, 1.0","A_0, A_2, R_3, R_5, R_6",1.0,0.13168724279835387,0.6666666666666666,1,69.67999999999999,4964,4893,0.45454545454545453,0.0007280014375257011,4,6
+"0.0, 0.0, 0.0, 0.0, 0.0, 0.0","A_0, A_1, R_0, R_1, R_3, R_4",0.0,1.0,1.0,1,100.0,4950,4896,0.5454545454545454,0.0010769252034403866,1,1
+"0.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0","A_0, A_1, R_2, R_3, R_4, R_6, R_7",0.0,1.0,1.0,1,82.0,4990,4897,0.6363636363636364,0.0008830786668211169,2,2
+"0.0, 0.0, 1.0, 0.0","A_0, A_1, R_1, R_5",1.0,0.03125,0.5,1,54.5,4960,4900,0.36363636363636365,0.0005869242358750107,2,4
+"1.0, 1.0, 0.0, 0.0","A_0, A_1, R_6, R_7",0.0,1.0,1.0,1,64.344,4988,4904,0.36363636363636365,0.0006929367529016822,7,7
+"1.0, 0.0, 0.0, 0.0, 1.0","A_0, A_1, R_0, R_1, R_3",0.0,0.0,0.0,1,55.0,4909,4909,0.45454545454545453,0.0005923088618922126,0,2
+"1.0, 1.0, 1.0, 0.0, 0.0","A_0, A_1, R_4, R_6, R_7",0.0,1.0,1.0,1,67.0,4924,4910,0.45454545454545453,0.000721539886305059,4,4
+"1.0, 0.0, 0.0, 1.0, 0.0, 0.0","A_1, A_2, R_0, R_5, R_6, R_7",0.0,1.0,1.0,1,77.0,4990,4910,0.5454545454545454,0.0008292324066490976,1,1
+"1.0, 0.0, 1.0, 0.0","A_0, A_1, A_2, R_5",1.0,0.0,0.0,1,50.72,4911,4911,0.36363636363636365,0.000546216463184964,0,6
+"1.0, 1.0, 0.0, 0.0","A_2, R_1, R_3, R_5",0.0,0.401877572016461,0.8333333333333334,1,67.03999999999999,4929,4911,0.36363636363636365,0.0007219706563864351,5,6
+"0.0, 0.0","R_0, R_4",0.0,0.05292214940134466,0.5555555555555556,1,63.34692305846272,4988,4916,0.18181818181818182,0.0006821989800205747,10,18
+"0.0, 0.0, 0.0, 0.0","A_1, A_2, R_4, R_5",0.0,0.03125,0.5,2,70.25,4966,4916,0.36363636363636365,0.001513079910833743,2,4
+"1.0, 0.0, 1.0, 1.0","A_1, A_2, R_2, R_3",0.0,0.004115226337448558,0.3333333333333333,1,65.56,4988,4918,0.36363636363636365,0.0007060321633755174,2,6
+"1.0, 0.0, 1.0","A_0, A_1, R_5",1.0,0.401877572016461,0.8333333333333334,1,81.92,4994,4919,0.2727272727272727,0.0008822171266583646,5,6
+"1.0, 1.0, 1.0","A_1, A_2, R_7",0.0,0.2373046875,0.75,1,62.3648,4989,4923,0.2727272727272727,0.0006716222492751902,6,8
+"1.0, 1.0, 0.0, 1.0, 0.0","A_0, A_1, A_2, R_4, R_6",0.0,1.0,1.0,1,65.0,4972,4924,0.45454545454545453,0.0007000013822362512,3,3
+"1.0, 1.0, 0.0, 1.0, 0.0, 0.0","A_0, A_1, A_2, R_1, R_6, R_7",0.0,1.0,1.0,1,59.0,4988,4924,0.5454545454545454,0.000635385870029828,1,1
+"0.0, 1.0, 0.0, 1.0, 0.0","A_1, A_2, R_1, R_3, R_4",0.0,0.004115226337448558,0.3333333333333333,1,58.666666666666664,4981,4926,0.45454545454545453,0.0006317961193516934,1,3
+"0.0, 1.0, 1.0","R_0, R_1, R_7",1.0,0.03125,0.5,1,68.67232,4994,4927,0.2727272727272727,0.000727898052706171,5,10
+"0.0, 1.0, 1.0, 1.0, 1.0","A_1, A_2, R_1, R_3, R_7",1.0,1.0,1.0,1,77.0,4982,4927,0.45454545454545453,0.0008292324066490976,2,2
+"0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0","A_0, R_1, R_2, R_3, R_5, R_6, R_7",0.0,1.0,1.0,1,71.0,4935,4935,0.6363636363636364,0.0007646168944426744,1,1
+"0.0, 0.0, 0.0","A_0, A_1, R_3",1.0,0.004115226337448558,0.3333333333333333,1,54.96,4977,4936,0.2727272727272727,0.0006488474350728328,2,6
+"0.0, 0.0, 1.0, 1.0","A_2, R_1, R_4, R_6",1.0,0.03125,0.5,1,52.0,4977,4942,0.36363636363636365,0.0004469239594277604,2,4
+"1.0, 1.0, 1.0, 0.0","A_0, R_0, R_4, R_7",0.0,1.0,1.0,2,68.2,4947,4944,0.36363636363636365,0.0014689259774926873,5,5
+"1.0, 1.0, 0.0, 0.0, 1.0, 0.0","A_0, A_1, A_2, R_0, R_3, R_6",1.0,0.0,0.0,1,59.0,4946,4946,0.5454545454545454,0.000635385870029828,0,1
+"1.0, 1.0, 1.0, 0.0, 0.0","A_0, R_0, R_4, R_6, R_7",0.0,1.0,1.0,1,63.0,4947,4947,0.45454545454545453,0.0006784628781674435,3,3
+"0.0, 0.0, 0.0, 0.0","A_1, R_0, R_3, R_4",0.0,0.1,1.0,1,100.0,4950,4950,0.36363636363636365,0.0010769252034403866,0,0
+"1.0, 1.0, 0.0, 1.0, 1.0","A_1, A_2, R_0, R_2, R_7",0.0,0.03125,0.5,1,60.0,4989,4953,0.45454545454545453,0.0006461551220642319,1,2
+"0.0, 0.0, 0.0, 1.0","A_0, R_3, R_6, R_7",0.0,0.2373046875,0.75,1,55.25,4984,4953,0.36363636363636365,0.00047384708951377005,3,4
+"0.0, 1.0, 0.0","A_1, A_2, R_0",1.0,0.00012860082304526745,0.16666666666666666,1,48.480000000000004,4982,4960,0.2727272727272727,0.0005220933386278994,1,6
+"0.0, 0.0, 0.0, 0.0, 1.0","A_1, A_2, R_0, R_2, R_5",0.0,0.1,1.0,1,74.52804905804649,4962,4962,0.45454545454545453,0.0008026113439385182,0,0
+"1.0, 0.0, 0.0, 0.0","A_0, A_1, R_0, R_4",0.0,0.1,1.0,1,77.0664736298938,4966,4966,0.36363636363636365,0.0008299482779230657,0,0
+"0.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0","A_1, A_2, R_0, R_1, R_2, R_3, R_6",0.0,0.1,1.0,1,56.69557200645768,4970,4970,0.6363636363636364,0.0006105689041722352,0,0
+"1.0, 0.0, 0.0, 0.0","A_0, A_1, R_1, R_5",0.0,0.004115226337448558,0.3333333333333333,1,57.666666666666664,4970,4970,0.36363636363636365,0.0005115394716341836,1,3
+"1.0, 1.0, 1.0, 1.0, 1.0, 0.0","A_2, R_1, R_3, R_5, R_6, R_7",1.0,0.052510115476100974,0.8791208791208791,1,81.0602575308628,4978,4978,0.5454545454545454,0.0008729583433235454,0,0
+"0.0, 1.0, 0.0, 0.0, 0.0, 1.0","A_1, A_2, R_1, R_2, R_5, R_6",0.0,0.1,1.0,1,54.0,4981,4981,0.5454545454545454,0.0005815396098578087,0,0
+"0.0, 0.0, 1.0, 1.0","A_1, R_0, R_1, R_5",1.0,1.0,1.0,1,84.0,4994,4982,0.36363636363636365,0.0009046171708899246,1,1
+"1.0, 1.0, 1.0","A_2, R_4, R_5",1.0,0.0,0.0,1,53.0,4985,4985,0.2727272727272727,0.0005707703578234049,0,1
+"1.0, 1.0, 0.0, 0.0","A_0, A_1, A_2, R_7",0.0,0.1,1.0,1,65.506661085184,4988,4988,0.36363636363636365,0.0007054577431586224,0,0
+"1.0, 0.0, 1.0, 1.0, 1.0","A_0, A_2, R_1, R_4, R_6",1.0,0.1,1.0,1,71.62111999999999,4994,4994,0.45454545454545453,0.0007713058922662832,0,0
diff --git a/defaultExportDir/popStats.csv b/defaultExportDir/popStats.csv
index 2bebc5e..bbe3acd 100644
--- a/defaultExportDir/popStats.csv
+++ b/defaultExportDir/popStats.csv
@@ -1,3 +1,3 @@
 Label,A_0,A_1,A_2,R_0,R_1,R_2,R_3,R_4,R_5,R_6,R_7
-Specificity Sum,32,44,41,40,36,44,45,38,27,42,41
-Accuracy Sum,29.75,37.48856209150327,37.53333333333333,33.06111111111111,30.200000000000006,37.449999999999996,35.83856209150327,34.28333333333333,24.333333333333332,35.99999999999999,36.36666666666666
+Specificity Sum,27,23,30,28,22,21,12,30,40,21,33
+Accuracy Sum,18.830980130980127,15.928571428571429,21.87359307359307,20.645238095238096,15.601282051282052,12.882478632478634,10.150000000000002,22.073809523809526,24.441053391053394,13.15,20.654484404484403
diff --git a/defaultExportDir/popStats2.csv b/defaultExportDir/popStats2.csv
index 2122bf2..769e4dc 100644
--- a/defaultExportDir/popStats2.csv
+++ b/defaultExportDir/popStats2.csv
@@ -1,3 +1,3 @@
 Label,A_0,A_1,A_2,R_0,R_1,R_2,R_3,R_4,R_5,R_6,R_7
-Specificity Sum,663,624,700,251,235,294,261,309,297,255,260
-Accuracy Sum,575.1313159707595,541.9793138568352,604.1188129465457,206.7573725427697,191.08080391671004,238.6301661436595,210.8429694760327,252.6562762584559,242.4215043758794,204.59009085535783,214.1144559000315
+Specificity Sum,515,672,647,330,300,280,272,344,335,269,312
+Accuracy Sum,443.43620062753195,574.5167321078329,552.5021986120198,272.29854744540773,235.85056602519282,223.65800635648495,214.89858466233932,283.53029513419375,267.9428758012239,220.50962840666952,250.61913101493747
diff --git a/defaultExportDir/populationData.csv b/defaultExportDir/populationData.csv
index 567d474..c42e1ee 100644
--- a/defaultExportDir/populationData.csv
+++ b/defaultExportDir/populationData.csv
@@ -1,70 +1,57 @@
 A_0,A_1,A_2,R_0,R_1,R_2,R_3,R_4,R_5,R_6,R_7,class,Fitness,Accuracy,Numerosity,Avg Match Set Size,TimeStamp GA,Iteration Initialized,Specificity,Deletion Probability,Correct Count,Match Count
-#,0.0,#,1.0,0.0,0.0,1.0,#,#,#,#,0.0,0.07775999999999998,0.6,3,1.6,69,0,0.45454545454545453,,3,5
-#,#,1.0,1.0,1.0,#,1.0,#,1.0,#,1.0,1.0,1.0,1.0,1,1.0,1,1,0.5454545454545454,,1,1
-1.0,#,0.0,#,#,0.0,#,1.0,1.0,0.0,#,1.0,1.0,1.0,1,1.5,2,2,0.5454545454545454,,2,2
-0.0,1.0,0.0,#,#,0.0,1.0,#,#,#,1.0,0.0,1.0,1.0,2,3.2,85,3,0.5454545454545454,,5,5
-0.0,#,#,0.0,1.0,0.0,#,#,#,#,0.0,0.0,0.2373046875,0.75,1,1.25,53,4,0.45454545454545453,,3,4
-0.0,1.0,0.0,#,#,#,0.0,0.0,0.0,0.0,1.0,1.0,1.0,1.0,1,1.0,5,5,0.7272727272727273,,1,1
-#,0.0,1.0,0.0,0.0,0.0,#,1.0,1.0,#,1.0,0.0,1.0,1.0,1,1.0,7,7,0.7272727272727273,,1,1
-#,0.0,1.0,1.0,#,0.0,#,0.0,1.0,1.0,0.0,1.0,1.0,1.0,1,2.0,8,8,0.7272727272727273,,1,1
-0.0,0.0,#,1.0,0.0,#,#,#,#,0.0,#,0.0,0.3276800000000001,0.8,1,1.4,39,9,0.45454545454545453,,4,5
-#,#,0.0,#,0.0,1.0,0.0,0.0,#,1.0,#,0.0,0.004115226337448558,0.3333333333333333,1,1.6666666666666667,12,12,0.5454545454545454,,1,3
-#,0.0,1.0,0.0,1.0,#,1.0,1.0,#,0.0,1.0,1.0,1.0,1.0,1,1.0,13,13,0.7272727272727273,,1,1
-0.0,#,#,0.0,0.0,#,0.0,#,#,1.0,0.0,0.0,1.0,1.0,1,1.5,76,14,0.5454545454545454,,2,2
-#,#,0.0,0.0,0.0,0.0,#,1.0,#,#,1.0,0.0,1.0,1.0,2,2.5,58,15,0.5454545454545454,,2,2
-#,0.0,#,1.0,0.0,1.0,0.0,0.0,1.0,#,#,0.0,1.0,1.0,1,1.5,16,16,0.6363636363636364,,2,2
-1.0,#,0.0,1.0,#,1.0,#,1.0,#,#,0.0,1.0,0.13168724279835387,0.6666666666666666,1,1.6666666666666667,17,17,0.5454545454545454,,2,3
-#,0.0,1.0,#,1.0,1.0,#,1.0,#,0.0,#,1.0,1.0,1.0,2,1.0,46,18,0.5454545454545454,,2,2
-#,#,1.0,#,#,1.0,1.0,#,#,#,1.0,1.0,0.13168724279835387,0.6666666666666666,2,3.2,93,19,0.36363636363636365,,4,6
-#,#,1.0,#,#,0.0,0.0,1.0,#,#,#,1.0,0.07775999999999998,0.6,1,1.6,61,20,0.36363636363636365,,3,5
-0.0,#,#,#,#,0.0,0.0,1.0,#,#,0.0,0.0,1.0,1.0,1,2.5,86,21,0.45454545454545453,,2,2
-#,#,1.0,#,1.0,0.0,#,#,#,1.0,1.0,1.0,1.0,1.0,1,1.0,99,23,0.45454545454545453,,3,3
-0.0,#,#,1.0,#,1.0,#,1.0,#,1.0,#,1.0,1.0,1.0,1,1.0,24,24,0.45454545454545453,,1,1
-0.0,#,0.0,0.0,#,0.0,#,#,0.0,1.0,1.0,0.0,1.0,1.0,1,2.5,58,26,0.6363636363636364,,2,2
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diff --git a/eLCS User Guide.ipynb b/eLCS User Guide.ipynb
index 8279cfa..088f7e9 100644
--- a/eLCS User Guide.ipynb	
+++ b/eLCS User Guide.ipynb	
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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -866,8 +866,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "PRC AUC:0.9969550669868938\n",
-      "ROC AUC:0.9970827102661133\n"
+      "PRC AUC:0.9854932736645818\n",
+      "ROC AUC:0.9867277145385742\n"
      ]
     }
    ],
@@ -978,14 +978,14 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "166\n",
-      "496\n",
+      "127\n",
+      "544\n",
+      "949\n",
       "1000\n",
-      "1000\n",
-      "0.5573300573300577\n",
-      "0.6228181818181807\n",
-      "9.765310049057007\n",
-      "19.952102184295654\n"
+      "0.5965323336457361\n",
+      "0.6112727272727269\n",
+      "5.178795099258423\n",
+      "11.399261951446533\n"
      ]
     }
    ],
@@ -1103,12 +1103,12 @@
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.000215</td>\n",
-       "      <td>0.000046</td>\n",
+       "      <td>0.000238</td>\n",
        "      <td>0.000002</td>\n",
-       "      <td>0.000003</td>\n",
+       "      <td>0.000002</td>\n",
+       "      <td>0.000004</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000081</td>\n",
+       "      <td>0.000097</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
@@ -1125,12 +1125,12 @@
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.000326</td>\n",
-       "      <td>0.000071</td>\n",
-       "      <td>0.000004</td>\n",
-       "      <td>0.000005</td>\n",
+       "      <td>0.000347</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>0.000003</td>\n",
+       "      <td>0.000006</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000142</td>\n",
+       "      <td>0.000166</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
@@ -1147,12 +1147,12 @@
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.000423</td>\n",
-       "      <td>0.000097</td>\n",
-       "      <td>0.000006</td>\n",
-       "      <td>0.000006</td>\n",
+       "      <td>0.000435</td>\n",
+       "      <td>0.000010</td>\n",
+       "      <td>0.000004</td>\n",
+       "      <td>0.000007</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000191</td>\n",
+       "      <td>0.000217</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
@@ -1169,12 +1169,12 @@
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.000517</td>\n",
-       "      <td>0.000123</td>\n",
-       "      <td>0.000007</td>\n",
+       "      <td>0.000522</td>\n",
+       "      <td>0.000015</td>\n",
+       "      <td>0.000005</td>\n",
        "      <td>0.000008</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000238</td>\n",
+       "      <td>0.000265</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
@@ -1191,34 +1191,34 @@
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.000609</td>\n",
-       "      <td>0.000150</td>\n",
+       "      <td>0.000608</td>\n",
+       "      <td>0.000021</td>\n",
+       "      <td>0.000006</td>\n",
        "      <td>0.000009</td>\n",
-       "      <td>0.000010</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000283</td>\n",
+       "      <td>0.000312</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
        "      <td>5</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>6</td>\n",
-       "      <td>6</td>\n",
-       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
        "      <td>1</td>\n",
-       "      <td>5.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.000714</td>\n",
-       "      <td>0.000187</td>\n",
-       "      <td>0.000010</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.000678</td>\n",
+       "      <td>0.000032</td>\n",
+       "      <td>0.000006</td>\n",
        "      <td>0.000011</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000330</td>\n",
+       "      <td>0.000348</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
@@ -1229,18 +1229,18 @@
        "      <td>6</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
-       "      <td>4.000000</td>\n",
-       "      <td>0</td>\n",
+       "      <td>6.000000</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.000797</td>\n",
-       "      <td>0.000205</td>\n",
-       "      <td>0.000010</td>\n",
-       "      <td>0.000013</td>\n",
+       "      <td>0.000765</td>\n",
+       "      <td>0.000040</td>\n",
+       "      <td>0.000007</td>\n",
+       "      <td>0.000012</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000376</td>\n",
+       "      <td>0.000395</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7</th>\n",
@@ -1257,12 +1257,12 @@
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.000897</td>\n",
-       "      <td>0.000240</td>\n",
+       "      <td>0.000851</td>\n",
+       "      <td>0.000047</td>\n",
+       "      <td>0.000008</td>\n",
        "      <td>0.000013</td>\n",
-       "      <td>0.000015</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000420</td>\n",
+       "      <td>0.000440</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8</th>\n",
@@ -1271,7 +1271,7 @@
        "      <td>NaN</td>\n",
        "      <td>8</td>\n",
        "      <td>8</td>\n",
-       "      <td>2</td>\n",
+       "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>8.000000</td>\n",
        "      <td>0</td>\n",
@@ -1279,12 +1279,12 @@
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.001006</td>\n",
-       "      <td>0.000278</td>\n",
-       "      <td>0.000014</td>\n",
-       "      <td>0.000016</td>\n",
+       "      <td>0.000940</td>\n",
+       "      <td>0.000058</td>\n",
+       "      <td>0.000009</td>\n",
+       "      <td>0.000015</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000466</td>\n",
+       "      <td>0.000485</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9</th>\n",
@@ -1301,65 +1301,65 @@
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.001109</td>\n",
-       "      <td>0.000316</td>\n",
-       "      <td>0.000015</td>\n",
+       "      <td>0.001031</td>\n",
+       "      <td>0.000069</td>\n",
+       "      <td>0.000010</td>\n",
        "      <td>0.000017</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000511</td>\n",
+       "      <td>0.000531</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td>10</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>9</td>\n",
-       "      <td>9</td>\n",
-       "      <td>2</td>\n",
+       "      <td>10</td>\n",
+       "      <td>10</td>\n",
        "      <td>1</td>\n",
-       "      <td>2.000000</td>\n",
-       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>10.000000</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.001201</td>\n",
-       "      <td>0.000338</td>\n",
-       "      <td>0.000016</td>\n",
+       "      <td>0.001121</td>\n",
+       "      <td>0.000082</td>\n",
+       "      <td>0.000011</td>\n",
        "      <td>0.000018</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000556</td>\n",
+       "      <td>0.000577</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td>11</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>9</td>\n",
-       "      <td>9</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>9.000000</td>\n",
+       "      <td>10</td>\n",
+       "      <td>10</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1.500000</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.001293</td>\n",
-       "      <td>0.000364</td>\n",
-       "      <td>0.000017</td>\n",
-       "      <td>0.000019</td>\n",
+       "      <td>0.001210</td>\n",
+       "      <td>0.000099</td>\n",
+       "      <td>0.000012</td>\n",
+       "      <td>0.000020</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000602</td>\n",
+       "      <td>0.000624</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
        "      <td>12</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>10</td>\n",
-       "      <td>10</td>\n",
-       "      <td>1</td>\n",
+       "      <td>11</td>\n",
+       "      <td>11</td>\n",
+       "      <td>2</td>\n",
        "      <td>1</td>\n",
        "      <td>12.000000</td>\n",
        "      <td>0</td>\n",
@@ -1367,20 +1367,20 @@
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.001395</td>\n",
-       "      <td>0.000401</td>\n",
-       "      <td>0.000018</td>\n",
+       "      <td>0.001311</td>\n",
+       "      <td>0.000113</td>\n",
+       "      <td>0.000013</td>\n",
        "      <td>0.000021</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000644</td>\n",
+       "      <td>0.000674</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td>13</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>11</td>\n",
-       "      <td>11</td>\n",
+       "      <td>12</td>\n",
+       "      <td>12</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>13.000000</td>\n",
@@ -1389,12 +1389,12 @@
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.001505</td>\n",
-       "      <td>0.000448</td>\n",
-       "      <td>0.000019</td>\n",
+       "      <td>0.001407</td>\n",
+       "      <td>0.000131</td>\n",
+       "      <td>0.000014</td>\n",
        "      <td>0.000022</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000688</td>\n",
+       "      <td>0.000720</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
@@ -1405,70 +1405,70 @@
        "      <td>12</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
-       "      <td>14.000000</td>\n",
+       "      <td>12.000000</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.001616</td>\n",
-       "      <td>0.000494</td>\n",
-       "      <td>0.000020</td>\n",
-       "      <td>0.000025</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.001491</td>\n",
+       "      <td>0.000150</td>\n",
+       "      <td>0.000015</td>\n",
+       "      <td>0.000024</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000731</td>\n",
+       "      <td>0.000764</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
        "      <td>15</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>13</td>\n",
-       "      <td>13</td>\n",
+       "      <td>12</td>\n",
+       "      <td>12</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
-       "      <td>15.000000</td>\n",
+       "      <td>12.000000</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.001727</td>\n",
-       "      <td>0.000540</td>\n",
-       "      <td>0.000021</td>\n",
-       "      <td>0.000026</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.001573</td>\n",
+       "      <td>0.000166</td>\n",
+       "      <td>0.000015</td>\n",
+       "      <td>0.000025</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000774</td>\n",
+       "      <td>0.000808</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
        "      <td>16</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>14</td>\n",
-       "      <td>14</td>\n",
+       "      <td>12</td>\n",
+       "      <td>12</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
-       "      <td>16.000000</td>\n",
+       "      <td>12.000000</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.001840</td>\n",
-       "      <td>0.000589</td>\n",
-       "      <td>0.000022</td>\n",
-       "      <td>0.000027</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.001656</td>\n",
+       "      <td>0.000184</td>\n",
+       "      <td>0.000016</td>\n",
+       "      <td>0.000026</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000818</td>\n",
+       "      <td>0.000852</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17</th>\n",
        "      <td>17</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>15</td>\n",
-       "      <td>15</td>\n",
+       "      <td>13</td>\n",
+       "      <td>13</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>17.000000</td>\n",
@@ -1477,21 +1477,21 @@
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.001952</td>\n",
-       "      <td>0.000637</td>\n",
-       "      <td>0.000024</td>\n",
-       "      <td>0.000030</td>\n",
+       "      <td>0.001752</td>\n",
+       "      <td>0.000201</td>\n",
+       "      <td>0.000018</td>\n",
+       "      <td>0.000027</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000860</td>\n",
+       "      <td>0.000900</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18</th>\n",
        "      <td>18</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>16</td>\n",
-       "      <td>16</td>\n",
-       "      <td>1</td>\n",
+       "      <td>14</td>\n",
+       "      <td>14</td>\n",
+       "      <td>2</td>\n",
        "      <td>1</td>\n",
        "      <td>18.000000</td>\n",
        "      <td>0</td>\n",
@@ -1499,42 +1499,42 @@
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.002072</td>\n",
-       "      <td>0.000692</td>\n",
-       "      <td>0.000025</td>\n",
-       "      <td>0.000031</td>\n",
+       "      <td>0.001850</td>\n",
+       "      <td>0.000218</td>\n",
+       "      <td>0.000019</td>\n",
+       "      <td>0.000028</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000905</td>\n",
+       "      <td>0.000947</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19</th>\n",
        "      <td>19</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>17</td>\n",
-       "      <td>17</td>\n",
-       "      <td>1</td>\n",
+       "      <td>14</td>\n",
+       "      <td>14</td>\n",
+       "      <td>2</td>\n",
        "      <td>1</td>\n",
-       "      <td>19.000000</td>\n",
+       "      <td>6.000000</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.002201</td>\n",
-       "      <td>0.000751</td>\n",
-       "      <td>0.000026</td>\n",
-       "      <td>0.000032</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.001924</td>\n",
+       "      <td>0.000238</td>\n",
+       "      <td>0.000020</td>\n",
+       "      <td>0.000029</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.000955</td>\n",
+       "      <td>0.000976</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>20</th>\n",
        "      <td>20</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>18</td>\n",
-       "      <td>18</td>\n",
+       "      <td>15</td>\n",
+       "      <td>15</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>20.000000</td>\n",
@@ -1543,54 +1543,54 @@
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.002376</td>\n",
-       "      <td>0.000845</td>\n",
-       "      <td>0.000027</td>\n",
-       "      <td>0.000034</td>\n",
+       "      <td>0.002019</td>\n",
+       "      <td>0.000258</td>\n",
+       "      <td>0.000021</td>\n",
+       "      <td>0.000030</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.001016</td>\n",
+       "      <td>0.001021</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>21</th>\n",
        "      <td>21</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>19</td>\n",
-       "      <td>19</td>\n",
-       "      <td>2</td>\n",
+       "      <td>15</td>\n",
+       "      <td>15</td>\n",
        "      <td>1</td>\n",
-       "      <td>21.000000</td>\n",
+       "      <td>1</td>\n",
+       "      <td>18.000000</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.002502</td>\n",
-       "      <td>0.000900</td>\n",
-       "      <td>0.000029</td>\n",
-       "      <td>0.000036</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.002105</td>\n",
+       "      <td>0.000279</td>\n",
+       "      <td>0.000021</td>\n",
+       "      <td>0.000031</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.001063</td>\n",
+       "      <td>0.001066</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>22</th>\n",
        "      <td>22</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>19</td>\n",
-       "      <td>19</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>12.500000</td>\n",
+       "      <td>15</td>\n",
+       "      <td>15</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.002624</td>\n",
-       "      <td>0.000948</td>\n",
-       "      <td>0.000031</td>\n",
-       "      <td>0.000037</td>\n",
+       "      <td>0.002194</td>\n",
+       "      <td>0.000300</td>\n",
+       "      <td>0.000022</td>\n",
+       "      <td>0.000033</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.001112</td>\n",
        "    </tr>\n",
@@ -1599,9 +1599,9 @@
        "      <td>23</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>20</td>\n",
-       "      <td>20</td>\n",
-       "      <td>1</td>\n",
+       "      <td>16</td>\n",
+       "      <td>16</td>\n",
+       "      <td>2</td>\n",
        "      <td>1</td>\n",
        "      <td>23.000000</td>\n",
        "      <td>0</td>\n",
@@ -1609,20 +1609,20 @@
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.002752</td>\n",
-       "      <td>0.001011</td>\n",
-       "      <td>0.000032</td>\n",
-       "      <td>0.000040</td>\n",
+       "      <td>0.002298</td>\n",
+       "      <td>0.000320</td>\n",
+       "      <td>0.000023</td>\n",
+       "      <td>0.000034</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.001157</td>\n",
+       "      <td>0.001159</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>24</th>\n",
        "      <td>24</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>21</td>\n",
-       "      <td>21</td>\n",
+       "      <td>17</td>\n",
+       "      <td>17</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>24.000000</td>\n",
@@ -1631,42 +1631,42 @@
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.002875</td>\n",
-       "      <td>0.001070</td>\n",
-       "      <td>0.000033</td>\n",
-       "      <td>0.000041</td>\n",
+       "      <td>0.002396</td>\n",
+       "      <td>0.000341</td>\n",
+       "      <td>0.000023</td>\n",
+       "      <td>0.000035</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.001201</td>\n",
+       "      <td>0.001204</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25</th>\n",
        "      <td>25</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>21</td>\n",
-       "      <td>21</td>\n",
-       "      <td>1</td>\n",
+       "      <td>18</td>\n",
+       "      <td>18</td>\n",
+       "      <td>2</td>\n",
        "      <td>1</td>\n",
-       "      <td>17.000000</td>\n",
-       "      <td>0</td>\n",
+       "      <td>25.000000</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.002986</td>\n",
-       "      <td>0.001116</td>\n",
-       "      <td>0.000034</td>\n",
-       "      <td>0.000041</td>\n",
+       "      <td>0.002502</td>\n",
+       "      <td>0.000366</td>\n",
+       "      <td>0.000025</td>\n",
+       "      <td>0.000036</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.001245</td>\n",
+       "      <td>0.001250</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>26</th>\n",
        "      <td>26</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>22</td>\n",
-       "      <td>22</td>\n",
+       "      <td>19</td>\n",
+       "      <td>19</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>26.000000</td>\n",
@@ -1675,20 +1675,20 @@
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.003120</td>\n",
-       "      <td>0.001185</td>\n",
-       "      <td>0.000035</td>\n",
-       "      <td>0.000042</td>\n",
+       "      <td>0.002600</td>\n",
+       "      <td>0.000389</td>\n",
+       "      <td>0.000026</td>\n",
+       "      <td>0.000037</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.001290</td>\n",
+       "      <td>0.001295</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>27</th>\n",
        "      <td>27</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>23</td>\n",
-       "      <td>23</td>\n",
+       "      <td>20</td>\n",
+       "      <td>20</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>27.000000</td>\n",
@@ -1697,58 +1697,58 @@
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.003246</td>\n",
-       "      <td>0.001247</td>\n",
-       "      <td>0.000036</td>\n",
-       "      <td>0.000043</td>\n",
+       "      <td>0.002700</td>\n",
+       "      <td>0.000414</td>\n",
+       "      <td>0.000027</td>\n",
+       "      <td>0.000039</td>\n",
        "      <td>0.000000</td>\n",
-       "      <td>0.001334</td>\n",
+       "      <td>0.001340</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>28</th>\n",
        "      <td>28</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>24</td>\n",
-       "      <td>25</td>\n",
+       "      <td>21</td>\n",
+       "      <td>21</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>28.000000</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>1</td>\n",
        "      <td>0</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.003557</td>\n",
-       "      <td>0.001304</td>\n",
-       "      <td>0.000037</td>\n",
-       "      <td>0.000105</td>\n",
-       "      <td>0.000153</td>\n",
-       "      <td>0.001378</td>\n",
+       "      <td>0.002800</td>\n",
+       "      <td>0.000440</td>\n",
+       "      <td>0.000028</td>\n",
+       "      <td>0.000040</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.001384</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>29</th>\n",
        "      <td>29</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>25</td>\n",
-       "      <td>26</td>\n",
+       "      <td>21</td>\n",
+       "      <td>21</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
-       "      <td>29.000000</td>\n",
+       "      <td>20.000000</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.003702</td>\n",
-       "      <td>0.001374</td>\n",
-       "      <td>0.000038</td>\n",
-       "      <td>0.000107</td>\n",
-       "      <td>0.000153</td>\n",
-       "      <td>0.001431</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
+       "      <td>0</td>\n",
+       "      <td>0.002895</td>\n",
+       "      <td>0.000470</td>\n",
+       "      <td>0.000029</td>\n",
+       "      <td>0.000041</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.001428</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
        "      <th>...</th>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
@@ -1775,660 +1775,660 @@
        "      <td>4970</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>496</td>\n",
+       "      <td>549</td>\n",
        "      <td>1000</td>\n",
-       "      <td>36</td>\n",
-       "      <td>29</td>\n",
+       "      <td>38</td>\n",
+       "      <td>20</td>\n",
        "      <td>4970.000000</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>19.887596</td>\n",
-       "      <td>7.417656</td>\n",
-       "      <td>2.205517</td>\n",
-       "      <td>2.130389</td>\n",
-       "      <td>0.417900</td>\n",
-       "      <td>7.747638</td>\n",
+       "      <td>2</td>\n",
+       "      <td>11.352170</td>\n",
+       "      <td>3.604551</td>\n",
+       "      <td>1.640868</td>\n",
+       "      <td>0.901026</td>\n",
+       "      <td>0.125923</td>\n",
+       "      <td>4.104106</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4971</th>\n",
        "      <td>4971</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>497</td>\n",
+       "      <td>549</td>\n",
        "      <td>1000</td>\n",
-       "      <td>25</td>\n",
-       "      <td>10</td>\n",
-       "      <td>4971.000000</td>\n",
+       "      <td>28</td>\n",
+       "      <td>20</td>\n",
+       "      <td>4950.755556</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>2</td>\n",
        "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>19.890569</td>\n",
-       "      <td>7.418769</td>\n",
-       "      <td>2.206517</td>\n",
-       "      <td>2.131466</td>\n",
-       "      <td>0.418016</td>\n",
-       "      <td>7.747733</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>11.353102</td>\n",
+       "      <td>3.605256</td>\n",
+       "      <td>1.640869</td>\n",
+       "      <td>0.901050</td>\n",
+       "      <td>0.125923</td>\n",
+       "      <td>4.104193</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4972</th>\n",
        "      <td>4972</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>497</td>\n",
+       "      <td>548</td>\n",
        "      <td>1000</td>\n",
-       "      <td>30</td>\n",
-       "      <td>21</td>\n",
+       "      <td>31</td>\n",
+       "      <td>17</td>\n",
        "      <td>4972.000000</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>19.892191</td>\n",
-       "      <td>7.419932</td>\n",
-       "      <td>2.206518</td>\n",
-       "      <td>2.131490</td>\n",
-       "      <td>0.418139</td>\n",
-       "      <td>7.747851</td>\n",
+       "      <td>1</td>\n",
+       "      <td>11.355350</td>\n",
+       "      <td>3.605952</td>\n",
+       "      <td>1.641917</td>\n",
+       "      <td>0.901230</td>\n",
+       "      <td>0.125961</td>\n",
+       "      <td>4.104283</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4973</th>\n",
        "      <td>4973</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>497</td>\n",
+       "      <td>547</td>\n",
        "      <td>1000</td>\n",
-       "      <td>34</td>\n",
-       "      <td>22</td>\n",
-       "      <td>4969.254545</td>\n",
-       "      <td>0</td>\n",
+       "      <td>31</td>\n",
+       "      <td>18</td>\n",
+       "      <td>4959.916667</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>19.893593</td>\n",
-       "      <td>7.421024</td>\n",
-       "      <td>2.206519</td>\n",
-       "      <td>2.131516</td>\n",
-       "      <td>0.418139</td>\n",
-       "      <td>7.747959</td>\n",
+       "      <td>11.356298</td>\n",
+       "      <td>3.606639</td>\n",
+       "      <td>1.641919</td>\n",
+       "      <td>0.901266</td>\n",
+       "      <td>0.125961</td>\n",
+       "      <td>4.104383</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4974</th>\n",
        "      <td>4974</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>496</td>\n",
+       "      <td>547</td>\n",
        "      <td>1000</td>\n",
-       "      <td>31</td>\n",
-       "      <td>14</td>\n",
+       "      <td>38</td>\n",
+       "      <td>23</td>\n",
        "      <td>4974.000000</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>19.896153</td>\n",
-       "      <td>7.422174</td>\n",
-       "      <td>2.207498</td>\n",
-       "      <td>2.131744</td>\n",
-       "      <td>0.418229</td>\n",
-       "      <td>7.748055</td>\n",
+       "      <td>0</td>\n",
+       "      <td>11.358568</td>\n",
+       "      <td>3.607348</td>\n",
+       "      <td>1.643067</td>\n",
+       "      <td>0.901344</td>\n",
+       "      <td>0.126005</td>\n",
+       "      <td>4.104480</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4975</th>\n",
        "      <td>4975</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>495</td>\n",
+       "      <td>547</td>\n",
        "      <td>1000</td>\n",
-       "      <td>29</td>\n",
-       "      <td>25</td>\n",
+       "      <td>18</td>\n",
+       "      <td>17</td>\n",
        "      <td>4975.000000</td>\n",
-       "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>19.898878</td>\n",
-       "      <td>7.423254</td>\n",
-       "      <td>2.208558</td>\n",
-       "      <td>2.132168</td>\n",
-       "      <td>0.418340</td>\n",
-       "      <td>7.748150</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>11.359563</td>\n",
+       "      <td>3.608042</td>\n",
+       "      <td>1.643068</td>\n",
+       "      <td>0.901369</td>\n",
+       "      <td>0.126041</td>\n",
+       "      <td>4.104557</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4976</th>\n",
        "      <td>4976</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>495</td>\n",
+       "      <td>547</td>\n",
        "      <td>1000</td>\n",
+       "      <td>37</td>\n",
        "      <td>28</td>\n",
-       "      <td>14</td>\n",
-       "      <td>4964.321429</td>\n",
+       "      <td>4961.145455</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>19.900189</td>\n",
-       "      <td>7.424337</td>\n",
-       "      <td>2.208559</td>\n",
-       "      <td>2.132189</td>\n",
-       "      <td>0.418340</td>\n",
-       "      <td>7.748244</td>\n",
+       "      <td>11.360534</td>\n",
+       "      <td>3.608733</td>\n",
+       "      <td>1.643069</td>\n",
+       "      <td>0.901403</td>\n",
+       "      <td>0.126041</td>\n",
+       "      <td>4.104656</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4977</th>\n",
        "      <td>4977</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>496</td>\n",
+       "      <td>547</td>\n",
        "      <td>1000</td>\n",
-       "      <td>25</td>\n",
-       "      <td>15</td>\n",
+       "      <td>21</td>\n",
+       "      <td>14</td>\n",
        "      <td>4977.000000</td>\n",
        "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>19.903774</td>\n",
-       "      <td>7.425785</td>\n",
-       "      <td>2.209621</td>\n",
-       "      <td>2.133464</td>\n",
-       "      <td>0.418528</td>\n",
-       "      <td>7.748358</td>\n",
+       "      <td>1</td>\n",
+       "      <td>11.362857</td>\n",
+       "      <td>3.609416</td>\n",
+       "      <td>1.644111</td>\n",
+       "      <td>0.901727</td>\n",
+       "      <td>0.126074</td>\n",
+       "      <td>4.104731</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4978</th>\n",
        "      <td>4978</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>497</td>\n",
+       "      <td>548</td>\n",
        "      <td>1000</td>\n",
-       "      <td>29</td>\n",
+       "      <td>33</td>\n",
        "      <td>26</td>\n",
        "      <td>4978.000000</td>\n",
        "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
-       "      <td>19.907454</td>\n",
-       "      <td>7.426904</td>\n",
-       "      <td>2.211131</td>\n",
-       "      <td>2.134675</td>\n",
-       "      <td>0.418675</td>\n",
-       "      <td>7.748484</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>11.365286</td>\n",
+       "      <td>3.610084</td>\n",
+       "      <td>1.645202</td>\n",
+       "      <td>0.902057</td>\n",
+       "      <td>0.126126</td>\n",
+       "      <td>4.104827</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4979</th>\n",
        "      <td>4979</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>497</td>\n",
+       "      <td>546</td>\n",
        "      <td>1000</td>\n",
+       "      <td>31</td>\n",
        "      <td>22</td>\n",
-       "      <td>8</td>\n",
-       "      <td>4974.304348</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>4979.000000</td>\n",
+       "      <td>2</td>\n",
        "      <td>0</td>\n",
+       "      <td>2</td>\n",
        "      <td>0</td>\n",
-       "      <td>19.908787</td>\n",
-       "      <td>7.428002</td>\n",
-       "      <td>2.211132</td>\n",
-       "      <td>2.134689</td>\n",
-       "      <td>0.418675</td>\n",
-       "      <td>7.748606</td>\n",
+       "      <td>2</td>\n",
+       "      <td>11.367705</td>\n",
+       "      <td>3.610786</td>\n",
+       "      <td>1.646531</td>\n",
+       "      <td>0.902098</td>\n",
+       "      <td>0.126173</td>\n",
+       "      <td>4.104941</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4980</th>\n",
        "      <td>4980</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>497</td>\n",
+       "      <td>546</td>\n",
        "      <td>1000</td>\n",
-       "      <td>37</td>\n",
-       "      <td>28</td>\n",
-       "      <td>4980.000000</td>\n",
+       "      <td>44</td>\n",
+       "      <td>20</td>\n",
+       "      <td>4969.723404</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>19.910409</td>\n",
-       "      <td>7.429089</td>\n",
-       "      <td>2.211134</td>\n",
-       "      <td>2.134741</td>\n",
-       "      <td>0.418841</td>\n",
-       "      <td>7.748715</td>\n",
+       "      <td>11.368805</td>\n",
+       "      <td>3.611549</td>\n",
+       "      <td>1.646532</td>\n",
+       "      <td>0.902124</td>\n",
+       "      <td>0.126173</td>\n",
+       "      <td>4.105089</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4981</th>\n",
        "      <td>4981</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>497</td>\n",
+       "      <td>546</td>\n",
        "      <td>1000</td>\n",
        "      <td>29</td>\n",
-       "      <td>16</td>\n",
-       "      <td>4962.595745</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>4981.000000</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>19.912269</td>\n",
-       "      <td>7.430631</td>\n",
-       "      <td>2.211136</td>\n",
-       "      <td>2.134762</td>\n",
-       "      <td>0.418841</td>\n",
-       "      <td>7.748862</td>\n",
+       "      <td>1</td>\n",
+       "      <td>11.371358</td>\n",
+       "      <td>3.612267</td>\n",
+       "      <td>1.647561</td>\n",
+       "      <td>0.902583</td>\n",
+       "      <td>0.126237</td>\n",
+       "      <td>4.105181</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4982</th>\n",
        "      <td>4982</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>497</td>\n",
+       "      <td>546</td>\n",
        "      <td>1000</td>\n",
-       "      <td>40</td>\n",
-       "      <td>28</td>\n",
+       "      <td>46</td>\n",
+       "      <td>35</td>\n",
        "      <td>4982.000000</td>\n",
-       "      <td>1</td>\n",
+       "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
-       "      <td>19.915325</td>\n",
-       "      <td>7.431761</td>\n",
-       "      <td>2.212223</td>\n",
-       "      <td>2.135483</td>\n",
-       "      <td>0.419001</td>\n",
-       "      <td>7.748982</td>\n",
+       "      <td>11.373974</td>\n",
+       "      <td>3.612993</td>\n",
+       "      <td>1.648561</td>\n",
+       "      <td>0.903060</td>\n",
+       "      <td>0.126296</td>\n",
+       "      <td>4.105297</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4983</th>\n",
        "      <td>4983</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>496</td>\n",
+       "      <td>546</td>\n",
        "      <td>1000</td>\n",
+       "      <td>38</td>\n",
        "      <td>33</td>\n",
-       "      <td>14</td>\n",
-       "      <td>4983.000000</td>\n",
-       "      <td>1</td>\n",
+       "      <td>4971.290323</td>\n",
        "      <td>0</td>\n",
-       "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>19.918025</td>\n",
-       "      <td>7.432910</td>\n",
-       "      <td>2.213336</td>\n",
-       "      <td>2.135638</td>\n",
-       "      <td>0.419098</td>\n",
-       "      <td>7.749093</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>11.374962</td>\n",
+       "      <td>3.613681</td>\n",
+       "      <td>1.648562</td>\n",
+       "      <td>0.903098</td>\n",
+       "      <td>0.126296</td>\n",
+       "      <td>4.105400</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4984</th>\n",
        "      <td>4984</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>495</td>\n",
+       "      <td>546</td>\n",
        "      <td>1000</td>\n",
-       "      <td>32</td>\n",
-       "      <td>10</td>\n",
-       "      <td>4969.516129</td>\n",
-       "      <td>1</td>\n",
+       "      <td>26</td>\n",
+       "      <td>13</td>\n",
+       "      <td>4984.000000</td>\n",
+       "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>19.920104</td>\n",
-       "      <td>7.434612</td>\n",
-       "      <td>2.213338</td>\n",
-       "      <td>2.135674</td>\n",
-       "      <td>0.419098</td>\n",
-       "      <td>7.749274</td>\n",
+       "      <td>11.376032</td>\n",
+       "      <td>3.614379</td>\n",
+       "      <td>1.648563</td>\n",
+       "      <td>0.903104</td>\n",
+       "      <td>0.126343</td>\n",
+       "      <td>4.105494</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4985</th>\n",
        "      <td>4985</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>495</td>\n",
+       "      <td>547</td>\n",
        "      <td>1000</td>\n",
-       "      <td>30</td>\n",
-       "      <td>16</td>\n",
-       "      <td>4964.400000</td>\n",
-       "      <td>0</td>\n",
+       "      <td>21</td>\n",
+       "      <td>12</td>\n",
+       "      <td>4985.000000</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>19.921698</td>\n",
-       "      <td>7.435906</td>\n",
-       "      <td>2.213339</td>\n",
-       "      <td>2.135705</td>\n",
-       "      <td>0.419098</td>\n",
-       "      <td>7.749400</td>\n",
+       "      <td>11.378297</td>\n",
+       "      <td>3.615036</td>\n",
+       "      <td>1.649602</td>\n",
+       "      <td>0.903422</td>\n",
+       "      <td>0.126374</td>\n",
+       "      <td>4.105576</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4986</th>\n",
        "      <td>4986</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>495</td>\n",
+       "      <td>547</td>\n",
        "      <td>1000</td>\n",
-       "      <td>36</td>\n",
-       "      <td>32</td>\n",
-       "      <td>4976.186047</td>\n",
+       "      <td>23</td>\n",
+       "      <td>12</td>\n",
+       "      <td>4967.500000</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>19.923228</td>\n",
-       "      <td>7.437105</td>\n",
-       "      <td>2.213340</td>\n",
-       "      <td>2.135744</td>\n",
-       "      <td>0.419098</td>\n",
-       "      <td>7.749511</td>\n",
+       "      <td>11.379175</td>\n",
+       "      <td>3.615723</td>\n",
+       "      <td>1.649603</td>\n",
+       "      <td>0.903436</td>\n",
+       "      <td>0.126374</td>\n",
+       "      <td>4.105661</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4987</th>\n",
        "      <td>4987</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>495</td>\n",
+       "      <td>547</td>\n",
        "      <td>1000</td>\n",
-       "      <td>36</td>\n",
-       "      <td>29</td>\n",
-       "      <td>4965.109589</td>\n",
+       "      <td>28</td>\n",
+       "      <td>18</td>\n",
+       "      <td>4964.972973</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>19.924722</td>\n",
-       "      <td>7.438281</td>\n",
-       "      <td>2.213342</td>\n",
-       "      <td>2.135782</td>\n",
-       "      <td>0.419098</td>\n",
-       "      <td>7.749618</td>\n",
+       "      <td>11.380177</td>\n",
+       "      <td>3.616507</td>\n",
+       "      <td>1.649604</td>\n",
+       "      <td>0.903458</td>\n",
+       "      <td>0.126374</td>\n",
+       "      <td>4.105745</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4988</th>\n",
        "      <td>4988</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>496</td>\n",
+       "      <td>548</td>\n",
        "      <td>1000</td>\n",
-       "      <td>27</td>\n",
-       "      <td>21</td>\n",
+       "      <td>40</td>\n",
+       "      <td>32</td>\n",
        "      <td>4988.000000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>19.927880</td>\n",
-       "      <td>7.439438</td>\n",
-       "      <td>2.214590</td>\n",
-       "      <td>2.136453</td>\n",
-       "      <td>0.419264</td>\n",
-       "      <td>7.749711</td>\n",
+       "      <td>11.382892</td>\n",
+       "      <td>3.617230</td>\n",
+       "      <td>1.650589</td>\n",
+       "      <td>0.904094</td>\n",
+       "      <td>0.126428</td>\n",
+       "      <td>4.105840</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4989</th>\n",
        "      <td>4989</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>497</td>\n",
+       "      <td>547</td>\n",
        "      <td>1000</td>\n",
-       "      <td>35</td>\n",
-       "      <td>31</td>\n",
+       "      <td>32</td>\n",
+       "      <td>15</td>\n",
        "      <td>4989.000000</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>19.931235</td>\n",
-       "      <td>7.440703</td>\n",
-       "      <td>2.215657</td>\n",
-       "      <td>2.137390</td>\n",
-       "      <td>0.419451</td>\n",
-       "      <td>7.749870</td>\n",
+       "      <td>1</td>\n",
+       "      <td>11.385050</td>\n",
+       "      <td>3.617902</td>\n",
+       "      <td>1.651629</td>\n",
+       "      <td>0.904231</td>\n",
+       "      <td>0.126463</td>\n",
+       "      <td>4.105933</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4990</th>\n",
        "      <td>4990</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>497</td>\n",
+       "      <td>546</td>\n",
        "      <td>1000</td>\n",
-       "      <td>24</td>\n",
-       "      <td>14</td>\n",
+       "      <td>41</td>\n",
+       "      <td>39</td>\n",
        "      <td>4990.000000</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>19.932788</td>\n",
-       "      <td>7.441884</td>\n",
-       "      <td>2.215659</td>\n",
-       "      <td>2.137412</td>\n",
-       "      <td>0.419580</td>\n",
-       "      <td>7.749973</td>\n",
+       "      <td>1</td>\n",
+       "      <td>11.387414</td>\n",
+       "      <td>3.618615</td>\n",
+       "      <td>1.652727</td>\n",
+       "      <td>0.904294</td>\n",
+       "      <td>0.126546</td>\n",
+       "      <td>4.106037</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4991</th>\n",
        "      <td>4991</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>497</td>\n",
+       "      <td>546</td>\n",
        "      <td>1000</td>\n",
-       "      <td>16</td>\n",
-       "      <td>12</td>\n",
-       "      <td>4991.000000</td>\n",
+       "      <td>39</td>\n",
+       "      <td>13</td>\n",
+       "      <td>4972.555556</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>19.934493</td>\n",
-       "      <td>7.443187</td>\n",
-       "      <td>2.215662</td>\n",
-       "      <td>2.137420</td>\n",
-       "      <td>0.419731</td>\n",
-       "      <td>7.750103</td>\n",
+       "      <td>11.388374</td>\n",
+       "      <td>3.619319</td>\n",
+       "      <td>1.652728</td>\n",
+       "      <td>0.904312</td>\n",
+       "      <td>0.126546</td>\n",
+       "      <td>4.106142</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4992</th>\n",
        "      <td>4992</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>497</td>\n",
+       "      <td>544</td>\n",
        "      <td>1000</td>\n",
-       "      <td>31</td>\n",
-       "      <td>15</td>\n",
-       "      <td>4968.650000</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>32</td>\n",
+       "      <td>13</td>\n",
+       "      <td>4992.000000</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>19.936446</td>\n",
-       "      <td>7.444720</td>\n",
-       "      <td>2.215664</td>\n",
-       "      <td>2.137445</td>\n",
-       "      <td>0.419731</td>\n",
-       "      <td>7.750326</td>\n",
+       "      <td>2</td>\n",
+       "      <td>11.390573</td>\n",
+       "      <td>3.620017</td>\n",
+       "      <td>1.653792</td>\n",
+       "      <td>0.904429</td>\n",
+       "      <td>0.126579</td>\n",
+       "      <td>4.106231</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4993</th>\n",
        "      <td>4993</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>497</td>\n",
+       "      <td>544</td>\n",
        "      <td>1000</td>\n",
-       "      <td>40</td>\n",
        "      <td>28</td>\n",
-       "      <td>4980.158730</td>\n",
+       "      <td>17</td>\n",
+       "      <td>4982.512195</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>19.938189</td>\n",
-       "      <td>7.446079</td>\n",
-       "      <td>2.215666</td>\n",
-       "      <td>2.137488</td>\n",
-       "      <td>0.419731</td>\n",
-       "      <td>7.750468</td>\n",
+       "      <td>11.391491</td>\n",
+       "      <td>3.620708</td>\n",
+       "      <td>1.653793</td>\n",
+       "      <td>0.904452</td>\n",
+       "      <td>0.126579</td>\n",
+       "      <td>4.106322</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4994</th>\n",
        "      <td>4994</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>497</td>\n",
+       "      <td>544</td>\n",
        "      <td>1000</td>\n",
-       "      <td>43</td>\n",
-       "      <td>39</td>\n",
-       "      <td>4971.070588</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>42</td>\n",
+       "      <td>38</td>\n",
+       "      <td>4994.000000</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>19.939785</td>\n",
-       "      <td>7.447286</td>\n",
-       "      <td>2.215667</td>\n",
-       "      <td>2.137543</td>\n",
-       "      <td>0.419731</td>\n",
-       "      <td>7.750590</td>\n",
+       "      <td>1</td>\n",
+       "      <td>11.394187</td>\n",
+       "      <td>3.621423</td>\n",
+       "      <td>1.654827</td>\n",
+       "      <td>0.905007</td>\n",
+       "      <td>0.126641</td>\n",
+       "      <td>4.106423</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4995</th>\n",
        "      <td>4995</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>496</td>\n",
+       "      <td>544</td>\n",
        "      <td>1000</td>\n",
-       "      <td>26</td>\n",
-       "      <td>20</td>\n",
-       "      <td>4995.000000</td>\n",
+       "      <td>36</td>\n",
+       "      <td>29</td>\n",
+       "      <td>4984.242424</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>19.942743</td>\n",
-       "      <td>7.448466</td>\n",
-       "      <td>2.216898</td>\n",
-       "      <td>2.137815</td>\n",
-       "      <td>0.419860</td>\n",
-       "      <td>7.750684</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>11.395174</td>\n",
+       "      <td>3.622123</td>\n",
+       "      <td>1.654828</td>\n",
+       "      <td>0.905045</td>\n",
+       "      <td>0.126641</td>\n",
+       "      <td>4.106524</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4996</th>\n",
        "      <td>4996</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>496</td>\n",
+       "      <td>544</td>\n",
        "      <td>1000</td>\n",
-       "      <td>34</td>\n",
-       "      <td>24</td>\n",
-       "      <td>4996.000000</td>\n",
+       "      <td>31</td>\n",
+       "      <td>17</td>\n",
+       "      <td>4976.250000</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>19.944666</td>\n",
-       "      <td>7.449866</td>\n",
-       "      <td>2.216900</td>\n",
-       "      <td>2.137853</td>\n",
-       "      <td>0.419988</td>\n",
-       "      <td>7.750859</td>\n",
+       "      <td>11.396152</td>\n",
+       "      <td>3.622837</td>\n",
+       "      <td>1.654829</td>\n",
+       "      <td>0.905066</td>\n",
+       "      <td>0.126641</td>\n",
+       "      <td>4.106614</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4997</th>\n",
        "      <td>4997</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>496</td>\n",
+       "      <td>544</td>\n",
        "      <td>1000</td>\n",
-       "      <td>32</td>\n",
-       "      <td>29</td>\n",
-       "      <td>4997.000000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
+       "      <td>27</td>\n",
+       "      <td>21</td>\n",
+       "      <td>4984.634146</td>\n",
        "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>19.947925</td>\n",
-       "      <td>7.451117</td>\n",
-       "      <td>2.218084</td>\n",
-       "      <td>2.138530</td>\n",
-       "      <td>0.420158</td>\n",
-       "      <td>7.750985</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>11.397069</td>\n",
+       "      <td>3.623530</td>\n",
+       "      <td>1.654830</td>\n",
+       "      <td>0.905098</td>\n",
+       "      <td>0.126641</td>\n",
+       "      <td>4.106694</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4998</th>\n",
        "      <td>4998</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>496</td>\n",
+       "      <td>544</td>\n",
        "      <td>1000</td>\n",
-       "      <td>36</td>\n",
+       "      <td>34</td>\n",
        "      <td>24</td>\n",
-       "      <td>4978.684211</td>\n",
+       "      <td>4984.215385</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>19.949451</td>\n",
-       "      <td>7.452322</td>\n",
-       "      <td>2.218085</td>\n",
-       "      <td>2.138567</td>\n",
-       "      <td>0.420158</td>\n",
-       "      <td>7.751102</td>\n",
+       "      <td>11.398006</td>\n",
+       "      <td>3.624215</td>\n",
+       "      <td>1.654831</td>\n",
+       "      <td>0.905126</td>\n",
+       "      <td>0.126641</td>\n",
+       "      <td>4.106782</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4999</th>\n",
        "      <td>4999</td>\n",
-       "      <td>0.99</td>\n",
-       "      <td>0.622818</td>\n",
-       "      <td>496</td>\n",
+       "      <td>0.93</td>\n",
+       "      <td>0.611273</td>\n",
+       "      <td>544</td>\n",
        "      <td>1000</td>\n",
-       "      <td>41</td>\n",
-       "      <td>40</td>\n",
+       "      <td>27</td>\n",
+       "      <td>20</td>\n",
        "      <td>4999.000000</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>19.952102</td>\n",
-       "      <td>7.453722</td>\n",
-       "      <td>2.218088</td>\n",
-       "      <td>2.138641</td>\n",
-       "      <td>0.420387</td>\n",
-       "      <td>7.751290</td>\n",
+       "      <td>11.399262</td>\n",
+       "      <td>3.624880</td>\n",
+       "      <td>1.654832</td>\n",
+       "      <td>0.905134</td>\n",
+       "      <td>0.126683</td>\n",
+       "      <td>4.106861</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -2497,7 +2497,7 @@
        "4996       4996                NaN                            NaN   \n",
        "4997       4997                NaN                            NaN   \n",
        "4998       4998                NaN                            NaN   \n",
-       "4999       4999               0.99                       0.622818   \n",
+       "4999       4999               0.93                       0.611273   \n",
        "\n",
        "      Macropopulation Size  Micropopulation Size  Match Set Size  \\\n",
        "0                        1                     1               1   \n",
@@ -2505,62 +2505,62 @@
        "2                        3                     3               1   \n",
        "3                        4                     4               1   \n",
        "4                        5                     5               1   \n",
-       "5                        6                     6               1   \n",
+       "5                        5                     5               2   \n",
        "6                        6                     6               1   \n",
        "7                        7                     7               1   \n",
-       "8                        8                     8               2   \n",
+       "8                        8                     8               1   \n",
        "9                        9                     9               1   \n",
-       "10                       9                     9               2   \n",
-       "11                       9                     9               1   \n",
-       "12                      10                    10               1   \n",
-       "13                      11                    11               1   \n",
+       "10                      10                    10               1   \n",
+       "11                      10                    10               2   \n",
+       "12                      11                    11               2   \n",
+       "13                      12                    12               1   \n",
        "14                      12                    12               1   \n",
-       "15                      13                    13               1   \n",
-       "16                      14                    14               1   \n",
-       "17                      15                    15               1   \n",
-       "18                      16                    16               1   \n",
-       "19                      17                    17               1   \n",
-       "20                      18                    18               1   \n",
-       "21                      19                    19               2   \n",
-       "22                      19                    19               2   \n",
-       "23                      20                    20               1   \n",
-       "24                      21                    21               1   \n",
-       "25                      21                    21               1   \n",
-       "26                      22                    22               1   \n",
-       "27                      23                    23               1   \n",
-       "28                      24                    25               1   \n",
-       "29                      25                    26               1   \n",
+       "15                      12                    12               1   \n",
+       "16                      12                    12               1   \n",
+       "17                      13                    13               1   \n",
+       "18                      14                    14               2   \n",
+       "19                      14                    14               2   \n",
+       "20                      15                    15               1   \n",
+       "21                      15                    15               1   \n",
+       "22                      15                    15               1   \n",
+       "23                      16                    16               2   \n",
+       "24                      17                    17               1   \n",
+       "25                      18                    18               2   \n",
+       "26                      19                    19               1   \n",
+       "27                      20                    20               1   \n",
+       "28                      21                    21               1   \n",
+       "29                      21                    21               1   \n",
        "...                    ...                   ...             ...   \n",
-       "4970                   496                  1000              36   \n",
-       "4971                   497                  1000              25   \n",
-       "4972                   497                  1000              30   \n",
-       "4973                   497                  1000              34   \n",
-       "4974                   496                  1000              31   \n",
-       "4975                   495                  1000              29   \n",
-       "4976                   495                  1000              28   \n",
-       "4977                   496                  1000              25   \n",
-       "4978                   497                  1000              29   \n",
-       "4979                   497                  1000              22   \n",
-       "4980                   497                  1000              37   \n",
-       "4981                   497                  1000              29   \n",
-       "4982                   497                  1000              40   \n",
-       "4983                   496                  1000              33   \n",
-       "4984                   495                  1000              32   \n",
-       "4985                   495                  1000              30   \n",
-       "4986                   495                  1000              36   \n",
-       "4987                   495                  1000              36   \n",
-       "4988                   496                  1000              27   \n",
-       "4989                   497                  1000              35   \n",
-       "4990                   497                  1000              24   \n",
-       "4991                   497                  1000              16   \n",
-       "4992                   497                  1000              31   \n",
-       "4993                   497                  1000              40   \n",
-       "4994                   497                  1000              43   \n",
-       "4995                   496                  1000              26   \n",
-       "4996                   496                  1000              34   \n",
-       "4997                   496                  1000              32   \n",
-       "4998                   496                  1000              36   \n",
-       "4999                   496                  1000              41   \n",
+       "4970                   549                  1000              38   \n",
+       "4971                   549                  1000              28   \n",
+       "4972                   548                  1000              31   \n",
+       "4973                   547                  1000              31   \n",
+       "4974                   547                  1000              38   \n",
+       "4975                   547                  1000              18   \n",
+       "4976                   547                  1000              37   \n",
+       "4977                   547                  1000              21   \n",
+       "4978                   548                  1000              33   \n",
+       "4979                   546                  1000              31   \n",
+       "4980                   546                  1000              44   \n",
+       "4981                   546                  1000              29   \n",
+       "4982                   546                  1000              46   \n",
+       "4983                   546                  1000              38   \n",
+       "4984                   546                  1000              26   \n",
+       "4985                   547                  1000              21   \n",
+       "4986                   547                  1000              23   \n",
+       "4987                   547                  1000              28   \n",
+       "4988                   548                  1000              40   \n",
+       "4989                   547                  1000              32   \n",
+       "4990                   546                  1000              41   \n",
+       "4991                   546                  1000              39   \n",
+       "4992                   544                  1000              32   \n",
+       "4993                   544                  1000              28   \n",
+       "4994                   544                  1000              42   \n",
+       "4995                   544                  1000              36   \n",
+       "4996                   544                  1000              31   \n",
+       "4997                   544                  1000              27   \n",
+       "4998                   544                  1000              34   \n",
+       "4999                   544                  1000              27   \n",
        "\n",
        "      Correct Set Size  Average Iteration Age of Correct Set Classifiers  \\\n",
        "0                    1                                          0.000000   \n",
@@ -2568,62 +2568,62 @@
        "2                    1                                          2.000000   \n",
        "3                    1                                          3.000000   \n",
        "4                    1                                          4.000000   \n",
-       "5                    1                                          5.000000   \n",
-       "6                    1                                          4.000000   \n",
+       "5                    1                                          0.000000   \n",
+       "6                    1                                          6.000000   \n",
        "7                    1                                          7.000000   \n",
        "8                    1                                          8.000000   \n",
        "9                    1                                          9.000000   \n",
-       "10                   1                                          2.000000   \n",
-       "11                   1                                          9.000000   \n",
+       "10                   1                                         10.000000   \n",
+       "11                   2                                          1.500000   \n",
        "12                   1                                         12.000000   \n",
        "13                   1                                         13.000000   \n",
-       "14                   1                                         14.000000   \n",
-       "15                   1                                         15.000000   \n",
-       "16                   1                                         16.000000   \n",
+       "14                   1                                         12.000000   \n",
+       "15                   1                                         12.000000   \n",
+       "16                   1                                         12.000000   \n",
        "17                   1                                         17.000000   \n",
        "18                   1                                         18.000000   \n",
-       "19                   1                                         19.000000   \n",
+       "19                   1                                          6.000000   \n",
        "20                   1                                         20.000000   \n",
-       "21                   1                                         21.000000   \n",
-       "22                   2                                         12.500000   \n",
+       "21                   1                                         18.000000   \n",
+       "22                   1                                          1.000000   \n",
        "23                   1                                         23.000000   \n",
        "24                   1                                         24.000000   \n",
-       "25                   1                                         17.000000   \n",
+       "25                   1                                         25.000000   \n",
        "26                   1                                         26.000000   \n",
        "27                   1                                         27.000000   \n",
        "28                   1                                         28.000000   \n",
-       "29                   1                                         29.000000   \n",
+       "29                   1                                         20.000000   \n",
        "...                ...                                               ...   \n",
-       "4970                29                                       4970.000000   \n",
-       "4971                10                                       4971.000000   \n",
-       "4972                21                                       4972.000000   \n",
-       "4973                22                                       4969.254545   \n",
-       "4974                14                                       4974.000000   \n",
-       "4975                25                                       4975.000000   \n",
-       "4976                14                                       4964.321429   \n",
-       "4977                15                                       4977.000000   \n",
+       "4970                20                                       4970.000000   \n",
+       "4971                20                                       4950.755556   \n",
+       "4972                17                                       4972.000000   \n",
+       "4973                18                                       4959.916667   \n",
+       "4974                23                                       4974.000000   \n",
+       "4975                17                                       4975.000000   \n",
+       "4976                28                                       4961.145455   \n",
+       "4977                14                                       4977.000000   \n",
        "4978                26                                       4978.000000   \n",
-       "4979                 8                                       4974.304348   \n",
-       "4980                28                                       4980.000000   \n",
-       "4981                16                                       4962.595745   \n",
-       "4982                28                                       4982.000000   \n",
-       "4983                14                                       4983.000000   \n",
-       "4984                10                                       4969.516129   \n",
-       "4985                16                                       4964.400000   \n",
-       "4986                32                                       4976.186047   \n",
-       "4987                29                                       4965.109589   \n",
-       "4988                21                                       4988.000000   \n",
-       "4989                31                                       4989.000000   \n",
-       "4990                14                                       4990.000000   \n",
-       "4991                12                                       4991.000000   \n",
-       "4992                15                                       4968.650000   \n",
-       "4993                28                                       4980.158730   \n",
-       "4994                39                                       4971.070588   \n",
-       "4995                20                                       4995.000000   \n",
-       "4996                24                                       4996.000000   \n",
-       "4997                29                                       4997.000000   \n",
-       "4998                24                                       4978.684211   \n",
-       "4999                40                                       4999.000000   \n",
+       "4979                22                                       4979.000000   \n",
+       "4980                20                                       4969.723404   \n",
+       "4981                26                                       4981.000000   \n",
+       "4982                35                                       4982.000000   \n",
+       "4983                33                                       4971.290323   \n",
+       "4984                13                                       4984.000000   \n",
+       "4985                12                                       4985.000000   \n",
+       "4986                12                                       4967.500000   \n",
+       "4987                18                                       4964.972973   \n",
+       "4988                32                                       4988.000000   \n",
+       "4989                15                                       4989.000000   \n",
+       "4990                39                                       4990.000000   \n",
+       "4991                13                                       4972.555556   \n",
+       "4992                13                                       4992.000000   \n",
+       "4993                17                                       4982.512195   \n",
+       "4994                38                                       4994.000000   \n",
+       "4995                29                                       4984.242424   \n",
+       "4996                17                                       4976.250000   \n",
+       "4997                21                                       4984.634146   \n",
+       "4998                24                                       4984.215385   \n",
+       "4999                20                                       4999.000000   \n",
        "\n",
        "      # Classifiers Subsumed in Iteration  \\\n",
        "0                                       0   \n",
@@ -2659,32 +2659,32 @@
        "...                                   ...   \n",
        "4970                                    0   \n",
        "4971                                    0   \n",
-       "4972                                    0   \n",
-       "4973                                    0   \n",
+       "4972                                    1   \n",
+       "4973                                    1   \n",
        "4974                                    1   \n",
-       "4975                                    1   \n",
+       "4975                                    0   \n",
        "4976                                    0   \n",
        "4977                                    0   \n",
        "4978                                    0   \n",
-       "4979                                    0   \n",
+       "4979                                    2   \n",
        "4980                                    0   \n",
        "4981                                    0   \n",
-       "4982                                    1   \n",
-       "4983                                    1   \n",
-       "4984                                    1   \n",
+       "4982                                    0   \n",
+       "4983                                    0   \n",
+       "4984                                    0   \n",
        "4985                                    0   \n",
        "4986                                    0   \n",
        "4987                                    0   \n",
-       "4988                                    1   \n",
-       "4989                                    0   \n",
-       "4990                                    0   \n",
+       "4988                                    0   \n",
+       "4989                                    1   \n",
+       "4990                                    2   \n",
        "4991                                    0   \n",
-       "4992                                    0   \n",
+       "4992                                    1   \n",
        "4993                                    0   \n",
        "4994                                    0   \n",
        "4995                                    0   \n",
        "4996                                    0   \n",
-       "4997                                    1   \n",
+       "4997                                    0   \n",
        "4998                                    0   \n",
        "4999                                    0   \n",
        "\n",
@@ -2727,8 +2727,8 @@
        "4974                                              0   \n",
        "4975                                              0   \n",
        "4976                                              0   \n",
-       "4977                                              0   \n",
-       "4978                                              1   \n",
+       "4977                                              1   \n",
+       "4978                                              0   \n",
        "4979                                              0   \n",
        "4980                                              0   \n",
        "4981                                              0   \n",
@@ -2738,16 +2738,16 @@
        "4985                                              0   \n",
        "4986                                              0   \n",
        "4987                                              0   \n",
-       "4988                                              1   \n",
+       "4988                                              0   \n",
        "4989                                              0   \n",
-       "4990                                              0   \n",
+       "4990                                              1   \n",
        "4991                                              0   \n",
-       "4992                                              0   \n",
+       "4992                                              1   \n",
        "4993                                              0   \n",
        "4994                                              0   \n",
        "4995                                              0   \n",
        "4996                                              0   \n",
-       "4997                                              1   \n",
+       "4997                                              0   \n",
        "4998                                              0   \n",
        "4999                                              0   \n",
        "\n",
@@ -2780,37 +2780,37 @@
        "25                                               0   \n",
        "26                                               0   \n",
        "27                                               0   \n",
-       "28                                               1   \n",
+       "28                                               0   \n",
        "29                                               0   \n",
        "...                                            ...   \n",
        "4970                                             1   \n",
-       "4971                                             2   \n",
-       "4972                                             0   \n",
+       "4971                                             0   \n",
+       "4972                                             1   \n",
        "4973                                             0   \n",
        "4974                                             1   \n",
-       "4975                                             1   \n",
+       "4975                                             0   \n",
        "4976                                             0   \n",
-       "4977                                             2   \n",
+       "4977                                             0   \n",
        "4978                                             1   \n",
-       "4979                                             0   \n",
+       "4979                                             2   \n",
        "4980                                             0   \n",
-       "4981                                             0   \n",
+       "4981                                             1   \n",
        "4982                                             1   \n",
-       "4983                                             1   \n",
+       "4983                                             0   \n",
        "4984                                             0   \n",
-       "4985                                             0   \n",
+       "4985                                             1   \n",
        "4986                                             0   \n",
        "4987                                             0   \n",
-       "4988                                             0   \n",
-       "4989                                             2   \n",
-       "4990                                             0   \n",
+       "4988                                             1   \n",
+       "4989                                             1   \n",
+       "4990                                             1   \n",
        "4991                                             0   \n",
-       "4992                                             0   \n",
+       "4992                                             1   \n",
        "4993                                             0   \n",
-       "4994                                             0   \n",
-       "4995                                             1   \n",
+       "4994                                             1   \n",
+       "4995                                             0   \n",
        "4996                                             0   \n",
-       "4997                                             2   \n",
+       "4997                                             0   \n",
        "4998                                             0   \n",
        "4999                                             0   \n",
        "\n",
@@ -2820,31 +2820,31 @@
        "2                                                1   \n",
        "3                                                1   \n",
        "4                                                1   \n",
-       "5                                                1   \n",
-       "6                                                0   \n",
+       "5                                                0   \n",
+       "6                                                1   \n",
        "7                                                1   \n",
        "8                                                1   \n",
        "9                                                1   \n",
-       "10                                               0   \n",
+       "10                                               1   \n",
        "11                                               0   \n",
        "12                                               1   \n",
        "13                                               1   \n",
-       "14                                               1   \n",
-       "15                                               1   \n",
-       "16                                               1   \n",
+       "14                                               0   \n",
+       "15                                               0   \n",
+       "16                                               0   \n",
        "17                                               1   \n",
        "18                                               1   \n",
-       "19                                               1   \n",
+       "19                                               0   \n",
        "20                                               1   \n",
-       "21                                               1   \n",
+       "21                                               0   \n",
        "22                                               0   \n",
        "23                                               1   \n",
        "24                                               1   \n",
-       "25                                               0   \n",
+       "25                                               1   \n",
        "26                                               1   \n",
        "27                                               1   \n",
-       "28                                               0   \n",
-       "29                                               1   \n",
+       "28                                               1   \n",
+       "29                                               0   \n",
        "...                                            ...   \n",
        "4970                                             0   \n",
        "4971                                             0   \n",
@@ -2878,193 +2878,193 @@
        "4999                                             0   \n",
        "\n",
        "      # Deletion Operations Performed in Iteration  Total Global Time  \\\n",
-       "0                                                0           0.000215   \n",
-       "1                                                0           0.000326   \n",
-       "2                                                0           0.000423   \n",
-       "3                                                0           0.000517   \n",
-       "4                                                0           0.000609   \n",
-       "5                                                0           0.000714   \n",
-       "6                                                0           0.000797   \n",
-       "7                                                0           0.000897   \n",
-       "8                                                0           0.001006   \n",
-       "9                                                0           0.001109   \n",
-       "10                                               0           0.001201   \n",
-       "11                                               0           0.001293   \n",
-       "12                                               0           0.001395   \n",
-       "13                                               0           0.001505   \n",
-       "14                                               0           0.001616   \n",
-       "15                                               0           0.001727   \n",
-       "16                                               0           0.001840   \n",
-       "17                                               0           0.001952   \n",
-       "18                                               0           0.002072   \n",
-       "19                                               0           0.002201   \n",
-       "20                                               0           0.002376   \n",
-       "21                                               0           0.002502   \n",
-       "22                                               0           0.002624   \n",
-       "23                                               0           0.002752   \n",
-       "24                                               0           0.002875   \n",
-       "25                                               0           0.002986   \n",
-       "26                                               0           0.003120   \n",
-       "27                                               0           0.003246   \n",
-       "28                                               0           0.003557   \n",
-       "29                                               0           0.003702   \n",
+       "0                                                0           0.000238   \n",
+       "1                                                0           0.000347   \n",
+       "2                                                0           0.000435   \n",
+       "3                                                0           0.000522   \n",
+       "4                                                0           0.000608   \n",
+       "5                                                0           0.000678   \n",
+       "6                                                0           0.000765   \n",
+       "7                                                0           0.000851   \n",
+       "8                                                0           0.000940   \n",
+       "9                                                0           0.001031   \n",
+       "10                                               0           0.001121   \n",
+       "11                                               0           0.001210   \n",
+       "12                                               0           0.001311   \n",
+       "13                                               0           0.001407   \n",
+       "14                                               0           0.001491   \n",
+       "15                                               0           0.001573   \n",
+       "16                                               0           0.001656   \n",
+       "17                                               0           0.001752   \n",
+       "18                                               0           0.001850   \n",
+       "19                                               0           0.001924   \n",
+       "20                                               0           0.002019   \n",
+       "21                                               0           0.002105   \n",
+       "22                                               0           0.002194   \n",
+       "23                                               0           0.002298   \n",
+       "24                                               0           0.002396   \n",
+       "25                                               0           0.002502   \n",
+       "26                                               0           0.002600   \n",
+       "27                                               0           0.002700   \n",
+       "28                                               0           0.002800   \n",
+       "29                                               0           0.002895   \n",
        "...                                            ...                ...   \n",
-       "4970                                             0          19.887596   \n",
-       "4971                                             1          19.890569   \n",
-       "4972                                             0          19.892191   \n",
-       "4973                                             0          19.893593   \n",
-       "4974                                             1          19.896153   \n",
-       "4975                                             1          19.898878   \n",
-       "4976                                             0          19.900189   \n",
-       "4977                                             0          19.903774   \n",
-       "4978                                             1          19.907454   \n",
-       "4979                                             0          19.908787   \n",
-       "4980                                             0          19.910409   \n",
-       "4981                                             0          19.912269   \n",
-       "4982                                             1          19.915325   \n",
-       "4983                                             1          19.918025   \n",
-       "4984                                             0          19.920104   \n",
-       "4985                                             0          19.921698   \n",
-       "4986                                             0          19.923228   \n",
-       "4987                                             0          19.924722   \n",
-       "4988                                             0          19.927880   \n",
-       "4989                                             0          19.931235   \n",
-       "4990                                             0          19.932788   \n",
-       "4991                                             0          19.934493   \n",
-       "4992                                             0          19.936446   \n",
-       "4993                                             0          19.938189   \n",
-       "4994                                             0          19.939785   \n",
-       "4995                                             1          19.942743   \n",
-       "4996                                             0          19.944666   \n",
-       "4997                                             1          19.947925   \n",
-       "4998                                             0          19.949451   \n",
-       "4999                                             0          19.952102   \n",
+       "4970                                             2          11.352170   \n",
+       "4971                                             0          11.353102   \n",
+       "4972                                             1          11.355350   \n",
+       "4973                                             0          11.356298   \n",
+       "4974                                             0          11.358568   \n",
+       "4975                                             0          11.359563   \n",
+       "4976                                             0          11.360534   \n",
+       "4977                                             1          11.362857   \n",
+       "4978                                             0          11.365286   \n",
+       "4979                                             2          11.367705   \n",
+       "4980                                             0          11.368805   \n",
+       "4981                                             1          11.371358   \n",
+       "4982                                             1          11.373974   \n",
+       "4983                                             0          11.374962   \n",
+       "4984                                             0          11.376032   \n",
+       "4985                                             0          11.378297   \n",
+       "4986                                             0          11.379175   \n",
+       "4987                                             0          11.380177   \n",
+       "4988                                             0          11.382892   \n",
+       "4989                                             1          11.385050   \n",
+       "4990                                             1          11.387414   \n",
+       "4991                                             0          11.388374   \n",
+       "4992                                             2          11.390573   \n",
+       "4993                                             0          11.391491   \n",
+       "4994                                             1          11.394187   \n",
+       "4995                                             0          11.395174   \n",
+       "4996                                             0          11.396152   \n",
+       "4997                                             0          11.397069   \n",
+       "4998                                             0          11.398006   \n",
+       "4999                                             0          11.399262   \n",
        "\n",
        "      Total Matching Time  Total Deletion Time  Total Subsumption Time  \\\n",
-       "0                0.000046             0.000002                0.000003   \n",
-       "1                0.000071             0.000004                0.000005   \n",
-       "2                0.000097             0.000006                0.000006   \n",
-       "3                0.000123             0.000007                0.000008   \n",
-       "4                0.000150             0.000009                0.000010   \n",
-       "5                0.000187             0.000010                0.000011   \n",
-       "6                0.000205             0.000010                0.000013   \n",
-       "7                0.000240             0.000013                0.000015   \n",
-       "8                0.000278             0.000014                0.000016   \n",
-       "9                0.000316             0.000015                0.000017   \n",
-       "10               0.000338             0.000016                0.000018   \n",
-       "11               0.000364             0.000017                0.000019   \n",
-       "12               0.000401             0.000018                0.000021   \n",
-       "13               0.000448             0.000019                0.000022   \n",
-       "14               0.000494             0.000020                0.000025   \n",
-       "15               0.000540             0.000021                0.000026   \n",
-       "16               0.000589             0.000022                0.000027   \n",
-       "17               0.000637             0.000024                0.000030   \n",
-       "18               0.000692             0.000025                0.000031   \n",
-       "19               0.000751             0.000026                0.000032   \n",
-       "20               0.000845             0.000027                0.000034   \n",
-       "21               0.000900             0.000029                0.000036   \n",
-       "22               0.000948             0.000031                0.000037   \n",
-       "23               0.001011             0.000032                0.000040   \n",
-       "24               0.001070             0.000033                0.000041   \n",
-       "25               0.001116             0.000034                0.000041   \n",
-       "26               0.001185             0.000035                0.000042   \n",
-       "27               0.001247             0.000036                0.000043   \n",
-       "28               0.001304             0.000037                0.000105   \n",
-       "29               0.001374             0.000038                0.000107   \n",
+       "0                0.000002             0.000002                0.000004   \n",
+       "1                0.000006             0.000003                0.000006   \n",
+       "2                0.000010             0.000004                0.000007   \n",
+       "3                0.000015             0.000005                0.000008   \n",
+       "4                0.000021             0.000006                0.000009   \n",
+       "5                0.000032             0.000006                0.000011   \n",
+       "6                0.000040             0.000007                0.000012   \n",
+       "7                0.000047             0.000008                0.000013   \n",
+       "8                0.000058             0.000009                0.000015   \n",
+       "9                0.000069             0.000010                0.000017   \n",
+       "10               0.000082             0.000011                0.000018   \n",
+       "11               0.000099             0.000012                0.000020   \n",
+       "12               0.000113             0.000013                0.000021   \n",
+       "13               0.000131             0.000014                0.000022   \n",
+       "14               0.000150             0.000015                0.000024   \n",
+       "15               0.000166             0.000015                0.000025   \n",
+       "16               0.000184             0.000016                0.000026   \n",
+       "17               0.000201             0.000018                0.000027   \n",
+       "18               0.000218             0.000019                0.000028   \n",
+       "19               0.000238             0.000020                0.000029   \n",
+       "20               0.000258             0.000021                0.000030   \n",
+       "21               0.000279             0.000021                0.000031   \n",
+       "22               0.000300             0.000022                0.000033   \n",
+       "23               0.000320             0.000023                0.000034   \n",
+       "24               0.000341             0.000023                0.000035   \n",
+       "25               0.000366             0.000025                0.000036   \n",
+       "26               0.000389             0.000026                0.000037   \n",
+       "27               0.000414             0.000027                0.000039   \n",
+       "28               0.000440             0.000028                0.000040   \n",
+       "29               0.000470             0.000029                0.000041   \n",
        "...                   ...                  ...                     ...   \n",
-       "4970             7.417656             2.205517                2.130389   \n",
-       "4971             7.418769             2.206517                2.131466   \n",
-       "4972             7.419932             2.206518                2.131490   \n",
-       "4973             7.421024             2.206519                2.131516   \n",
-       "4974             7.422174             2.207498                2.131744   \n",
-       "4975             7.423254             2.208558                2.132168   \n",
-       "4976             7.424337             2.208559                2.132189   \n",
-       "4977             7.425785             2.209621                2.133464   \n",
-       "4978             7.426904             2.211131                2.134675   \n",
-       "4979             7.428002             2.211132                2.134689   \n",
-       "4980             7.429089             2.211134                2.134741   \n",
-       "4981             7.430631             2.211136                2.134762   \n",
-       "4982             7.431761             2.212223                2.135483   \n",
-       "4983             7.432910             2.213336                2.135638   \n",
-       "4984             7.434612             2.213338                2.135674   \n",
-       "4985             7.435906             2.213339                2.135705   \n",
-       "4986             7.437105             2.213340                2.135744   \n",
-       "4987             7.438281             2.213342                2.135782   \n",
-       "4988             7.439438             2.214590                2.136453   \n",
-       "4989             7.440703             2.215657                2.137390   \n",
-       "4990             7.441884             2.215659                2.137412   \n",
-       "4991             7.443187             2.215662                2.137420   \n",
-       "4992             7.444720             2.215664                2.137445   \n",
-       "4993             7.446079             2.215666                2.137488   \n",
-       "4994             7.447286             2.215667                2.137543   \n",
-       "4995             7.448466             2.216898                2.137815   \n",
-       "4996             7.449866             2.216900                2.137853   \n",
-       "4997             7.451117             2.218084                2.138530   \n",
-       "4998             7.452322             2.218085                2.138567   \n",
-       "4999             7.453722             2.218088                2.138641   \n",
+       "4970             3.604551             1.640868                0.901026   \n",
+       "4971             3.605256             1.640869                0.901050   \n",
+       "4972             3.605952             1.641917                0.901230   \n",
+       "4973             3.606639             1.641919                0.901266   \n",
+       "4974             3.607348             1.643067                0.901344   \n",
+       "4975             3.608042             1.643068                0.901369   \n",
+       "4976             3.608733             1.643069                0.901403   \n",
+       "4977             3.609416             1.644111                0.901727   \n",
+       "4978             3.610084             1.645202                0.902057   \n",
+       "4979             3.610786             1.646531                0.902098   \n",
+       "4980             3.611549             1.646532                0.902124   \n",
+       "4981             3.612267             1.647561                0.902583   \n",
+       "4982             3.612993             1.648561                0.903060   \n",
+       "4983             3.613681             1.648562                0.903098   \n",
+       "4984             3.614379             1.648563                0.903104   \n",
+       "4985             3.615036             1.649602                0.903422   \n",
+       "4986             3.615723             1.649603                0.903436   \n",
+       "4987             3.616507             1.649604                0.903458   \n",
+       "4988             3.617230             1.650589                0.904094   \n",
+       "4989             3.617902             1.651629                0.904231   \n",
+       "4990             3.618615             1.652727                0.904294   \n",
+       "4991             3.619319             1.652728                0.904312   \n",
+       "4992             3.620017             1.653792                0.904429   \n",
+       "4993             3.620708             1.653793                0.904452   \n",
+       "4994             3.621423             1.654827                0.905007   \n",
+       "4995             3.622123             1.654828                0.905045   \n",
+       "4996             3.622837             1.654829                0.905066   \n",
+       "4997             3.623530             1.654830                0.905098   \n",
+       "4998             3.624215             1.654831                0.905126   \n",
+       "4999             3.624880             1.654832                0.905134   \n",
        "\n",
        "      Total Selection Time  Total Evaluation Time  \n",
-       "0                 0.000000               0.000081  \n",
-       "1                 0.000000               0.000142  \n",
-       "2                 0.000000               0.000191  \n",
-       "3                 0.000000               0.000238  \n",
-       "4                 0.000000               0.000283  \n",
-       "5                 0.000000               0.000330  \n",
-       "6                 0.000000               0.000376  \n",
-       "7                 0.000000               0.000420  \n",
-       "8                 0.000000               0.000466  \n",
-       "9                 0.000000               0.000511  \n",
-       "10                0.000000               0.000556  \n",
-       "11                0.000000               0.000602  \n",
-       "12                0.000000               0.000644  \n",
-       "13                0.000000               0.000688  \n",
-       "14                0.000000               0.000731  \n",
-       "15                0.000000               0.000774  \n",
-       "16                0.000000               0.000818  \n",
-       "17                0.000000               0.000860  \n",
-       "18                0.000000               0.000905  \n",
-       "19                0.000000               0.000955  \n",
-       "20                0.000000               0.001016  \n",
-       "21                0.000000               0.001063  \n",
+       "0                 0.000000               0.000097  \n",
+       "1                 0.000000               0.000166  \n",
+       "2                 0.000000               0.000217  \n",
+       "3                 0.000000               0.000265  \n",
+       "4                 0.000000               0.000312  \n",
+       "5                 0.000000               0.000348  \n",
+       "6                 0.000000               0.000395  \n",
+       "7                 0.000000               0.000440  \n",
+       "8                 0.000000               0.000485  \n",
+       "9                 0.000000               0.000531  \n",
+       "10                0.000000               0.000577  \n",
+       "11                0.000000               0.000624  \n",
+       "12                0.000000               0.000674  \n",
+       "13                0.000000               0.000720  \n",
+       "14                0.000000               0.000764  \n",
+       "15                0.000000               0.000808  \n",
+       "16                0.000000               0.000852  \n",
+       "17                0.000000               0.000900  \n",
+       "18                0.000000               0.000947  \n",
+       "19                0.000000               0.000976  \n",
+       "20                0.000000               0.001021  \n",
+       "21                0.000000               0.001066  \n",
        "22                0.000000               0.001112  \n",
-       "23                0.000000               0.001157  \n",
-       "24                0.000000               0.001201  \n",
-       "25                0.000000               0.001245  \n",
-       "26                0.000000               0.001290  \n",
-       "27                0.000000               0.001334  \n",
-       "28                0.000153               0.001378  \n",
-       "29                0.000153               0.001431  \n",
+       "23                0.000000               0.001159  \n",
+       "24                0.000000               0.001204  \n",
+       "25                0.000000               0.001250  \n",
+       "26                0.000000               0.001295  \n",
+       "27                0.000000               0.001340  \n",
+       "28                0.000000               0.001384  \n",
+       "29                0.000000               0.001428  \n",
        "...                    ...                    ...  \n",
-       "4970              0.417900               7.747638  \n",
-       "4971              0.418016               7.747733  \n",
-       "4972              0.418139               7.747851  \n",
-       "4973              0.418139               7.747959  \n",
-       "4974              0.418229               7.748055  \n",
-       "4975              0.418340               7.748150  \n",
-       "4976              0.418340               7.748244  \n",
-       "4977              0.418528               7.748358  \n",
-       "4978              0.418675               7.748484  \n",
-       "4979              0.418675               7.748606  \n",
-       "4980              0.418841               7.748715  \n",
-       "4981              0.418841               7.748862  \n",
-       "4982              0.419001               7.748982  \n",
-       "4983              0.419098               7.749093  \n",
-       "4984              0.419098               7.749274  \n",
-       "4985              0.419098               7.749400  \n",
-       "4986              0.419098               7.749511  \n",
-       "4987              0.419098               7.749618  \n",
-       "4988              0.419264               7.749711  \n",
-       "4989              0.419451               7.749870  \n",
-       "4990              0.419580               7.749973  \n",
-       "4991              0.419731               7.750103  \n",
-       "4992              0.419731               7.750326  \n",
-       "4993              0.419731               7.750468  \n",
-       "4994              0.419731               7.750590  \n",
-       "4995              0.419860               7.750684  \n",
-       "4996              0.419988               7.750859  \n",
-       "4997              0.420158               7.750985  \n",
-       "4998              0.420158               7.751102  \n",
-       "4999              0.420387               7.751290  \n",
+       "4970              0.125923               4.104106  \n",
+       "4971              0.125923               4.104193  \n",
+       "4972              0.125961               4.104283  \n",
+       "4973              0.125961               4.104383  \n",
+       "4974              0.126005               4.104480  \n",
+       "4975              0.126041               4.104557  \n",
+       "4976              0.126041               4.104656  \n",
+       "4977              0.126074               4.104731  \n",
+       "4978              0.126126               4.104827  \n",
+       "4979              0.126173               4.104941  \n",
+       "4980              0.126173               4.105089  \n",
+       "4981              0.126237               4.105181  \n",
+       "4982              0.126296               4.105297  \n",
+       "4983              0.126296               4.105400  \n",
+       "4984              0.126343               4.105494  \n",
+       "4985              0.126374               4.105576  \n",
+       "4986              0.126374               4.105661  \n",
+       "4987              0.126374               4.105745  \n",
+       "4988              0.126428               4.105840  \n",
+       "4989              0.126463               4.105933  \n",
+       "4990              0.126546               4.106037  \n",
+       "4991              0.126546               4.106142  \n",
+       "4992              0.126579               4.106231  \n",
+       "4993              0.126579               4.106322  \n",
+       "4994              0.126641               4.106423  \n",
+       "4995              0.126641               4.106524  \n",
+       "4996              0.126641               4.106614  \n",
+       "4997              0.126641               4.106694  \n",
+       "4998              0.126641               4.106782  \n",
+       "4999              0.126683               4.106861  \n",
        "\n",
        "[5000 rows x 19 columns]"
       ]
@@ -3094,7 +3094,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -3113,7 +3113,7 @@
     },
     {
      "data": {
-      "image/png": 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+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -3125,7 +3125,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -3137,7 +3137,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -3149,7 +3149,7 @@
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -3266,10 +3266,10 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "0.641357421875\n",
-      "0.7578125\n",
-      "0.97314453125\n",
-      "0.92138671875\n",
+      "0.58349609375\n",
+      "0.71875\n",
+      "0.9462890625\n",
+      "0.97265625\n",
       "1.0\n",
       "1.0\n"
      ]
@@ -3390,158 +3390,158 @@
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>#</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.077760</td>\n",
-       "      <td>0.600000</td>\n",
+       "      <td>0.168070</td>\n",
+       "      <td>0.700000</td>\n",
        "      <td>3</td>\n",
-       "      <td>1.600000</td>\n",
-       "      <td>69</td>\n",
+       "      <td>4.880576</td>\n",
+       "      <td>83</td>\n",
        "      <td>0</td>\n",
-       "      <td>0.454545</td>\n",
+       "      <td>0.363636</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>3</td>\n",
-       "      <td>5</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1.000000</td>\n",
+       "      <td>0.052922</td>\n",
+       "      <td>0.555556</td>\n",
        "      <td>1</td>\n",
+       "      <td>4.262080</td>\n",
+       "      <td>87</td>\n",
        "      <td>1</td>\n",
-       "      <td>0.545455</td>\n",
+       "      <td>0.272727</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>9</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>1.500000</td>\n",
-       "      <td>2</td>\n",
+       "      <td>2.750000</td>\n",
+       "      <td>59</td>\n",
        "      <td>2</td>\n",
-       "      <td>0.545455</td>\n",
+       "      <td>0.363636</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
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-       "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3.200000</td>\n",
-       "      <td>85</td>\n",
+       "      <td>0.010240</td>\n",
+       "      <td>0.400000</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3.000000</td>\n",
        "      <td>3</td>\n",
-       "      <td>0.545455</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0.363636</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>5</td>\n",
+       "      <td>2</td>\n",
        "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <td>0.0</td>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.237305</td>\n",
-       "      <td>0.750000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1.250000</td>\n",
-       "      <td>53</td>\n",
+       "      <td>0.031250</td>\n",
+       "      <td>0.500000</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2.500000</td>\n",
+       "      <td>79</td>\n",
        "      <td>4</td>\n",
        "      <td>0.454545</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>3</td>\n",
+       "      <td>2</td>\n",
        "      <td>4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
+       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>0.727273</td>\n",
+       "      <td>0.185934</td>\n",
+       "      <td>0.714286</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4.328000</td>\n",
+       "      <td>81</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0.363636</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
        "      <td>1.000000</td>\n",
@@ -3550,28 +3550,28 @@
        "      <td>1.000000</td>\n",
        "      <td>7</td>\n",
        "      <td>7</td>\n",
-       "      <td>0.727273</td>\n",
+       "      <td>0.545455</td>\n",
        "      <td>NaN</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7</th>\n",
-       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>1.0</td>\n",
        "      <td>...</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>2.000000</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>8</td>\n",
        "      <td>8</td>\n",
        "      <td>0.727273</td>\n",
@@ -3581,63 +3581,87 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8</th>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000977</td>\n",
+       "      <td>0.250000</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2.856000</td>\n",
+       "      <td>42</td>\n",
+       "      <td>9</td>\n",
+       "      <td>0.363636</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.327680</td>\n",
-       "      <td>0.800000</td>\n",
+       "      <td>0.031250</td>\n",
+       "      <td>0.500000</td>\n",
        "      <td>1</td>\n",
-       "      <td>1.400000</td>\n",
-       "      <td>39</td>\n",
-       "      <td>9</td>\n",
+       "      <td>3.250000</td>\n",
+       "      <td>90</td>\n",
+       "      <td>10</td>\n",
        "      <td>0.454545</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>2</td>\n",
        "      <td>4</td>\n",
-       "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>9</th>\n",
+       "      <th>10</th>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.004115</td>\n",
-       "      <td>0.333333</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1.666667</td>\n",
-       "      <td>12</td>\n",
+       "      <td>0.212084</td>\n",
+       "      <td>0.733333</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5.616008</td>\n",
+       "      <td>73</td>\n",
        "      <td>12</td>\n",
-       "      <td>0.545455</td>\n",
+       "      <td>0.272727</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3</td>\n",
+       "      <td>11</td>\n",
+       "      <td>15</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10</th>\n",
+       "      <th>11</th>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</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>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
        "      <td>1.000000</td>\n",
@@ -3646,115 +3670,91 @@
        "      <td>1.000000</td>\n",
        "      <td>13</td>\n",
        "      <td>13</td>\n",
-       "      <td>0.727273</td>\n",
+       "      <td>0.818182</td>\n",
        "      <td>NaN</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>11</th>\n",
+       "      <th>12</th>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1.500000</td>\n",
-       "      <td>76</td>\n",
-       "      <td>14</td>\n",
-       "      <td>0.545455</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>12</th>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2.500000</td>\n",
-       "      <td>58</td>\n",
-       "      <td>15</td>\n",
-       "      <td>0.545455</td>\n",
+       "      <td>0.019404</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5.179494</td>\n",
+       "      <td>77</td>\n",
+       "      <td>17</td>\n",
+       "      <td>0.363636</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>11</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
+       "      <td>0.008417</td>\n",
+       "      <td>0.384615</td>\n",
        "      <td>1</td>\n",
-       "      <td>1.500000</td>\n",
-       "      <td>16</td>\n",
-       "      <td>16</td>\n",
-       "      <td>0.636364</td>\n",
+       "      <td>4.219886</td>\n",
+       "      <td>80</td>\n",
+       "      <td>18</td>\n",
+       "      <td>0.272727</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>13</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.131687</td>\n",
-       "      <td>0.666667</td>\n",
+       "      <td>0.168070</td>\n",
+       "      <td>0.700000</td>\n",
        "      <td>1</td>\n",
-       "      <td>1.666667</td>\n",
-       "      <td>17</td>\n",
-       "      <td>17</td>\n",
-       "      <td>0.545455</td>\n",
+       "      <td>3.518656</td>\n",
+       "      <td>90</td>\n",
+       "      <td>20</td>\n",
+       "      <td>0.272727</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
-       "      <td>#</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>#</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
@@ -3762,62 +3762,62 @@
        "      <td>...</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1.000000</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>46</td>\n",
-       "      <td>18</td>\n",
-       "      <td>0.545455</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>23</td>\n",
+       "      <td>23</td>\n",
+       "      <td>0.636364</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.131687</td>\n",
-       "      <td>0.666667</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3.200000</td>\n",
-       "      <td>93</td>\n",
-       "      <td>19</td>\n",
-       "      <td>0.363636</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>24</td>\n",
+       "      <td>24</td>\n",
+       "      <td>0.545455</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>4</td>\n",
-       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17</th>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>#</td>\n",
        "      <td>#</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>#</td>\n",
-       "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.077760</td>\n",
-       "      <td>0.600000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>1.600000</td>\n",
-       "      <td>61</td>\n",
-       "      <td>20</td>\n",
-       "      <td>0.363636</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>25</td>\n",
+       "      <td>25</td>\n",
+       "      <td>0.636364</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>3</td>\n",
-       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18</th>\n",
@@ -3826,673 +3826,651 @@
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
+       "      <td>0.159036</td>\n",
+       "      <td>0.692308</td>\n",
        "      <td>1</td>\n",
-       "      <td>2.500000</td>\n",
-       "      <td>86</td>\n",
-       "      <td>21</td>\n",
-       "      <td>0.454545</td>\n",
+       "      <td>5.407380</td>\n",
+       "      <td>77</td>\n",
+       "      <td>26</td>\n",
+       "      <td>0.272727</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
+       "      <td>9</td>\n",
+       "      <td>13</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19</th>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
+       "      <td>0.031250</td>\n",
+       "      <td>0.500000</td>\n",
        "      <td>1</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>99</td>\n",
-       "      <td>23</td>\n",
-       "      <td>0.454545</td>\n",
+       "      <td>3.794112</td>\n",
+       "      <td>63</td>\n",
+       "      <td>27</td>\n",
+       "      <td>0.363636</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>20</th>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>24</td>\n",
-       "      <td>24</td>\n",
-       "      <td>0.454545</td>\n",
+       "      <td>0.168070</td>\n",
+       "      <td>0.700000</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5.566208</td>\n",
+       "      <td>87</td>\n",
+       "      <td>28</td>\n",
+       "      <td>0.272727</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>21</th>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>1.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
+       "      <td>0.237305</td>\n",
+       "      <td>0.750000</td>\n",
        "      <td>1</td>\n",
-       "      <td>2.500000</td>\n",
-       "      <td>58</td>\n",
-       "      <td>26</td>\n",
-       "      <td>0.636364</td>\n",
+       "      <td>1.750000</td>\n",
+       "      <td>75</td>\n",
+       "      <td>30</td>\n",
+       "      <td>0.454545</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>22</th>\n",
        "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>...</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1.000000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>27</td>\n",
-       "      <td>27</td>\n",
-       "      <td>0.545455</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>59</td>\n",
+       "      <td>31</td>\n",
+       "      <td>0.454545</td>\n",
        "      <td>NaN</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>23</th>\n",
-       "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>#</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
+       "      <td>0.131687</td>\n",
+       "      <td>0.666667</td>\n",
        "      <td>1</td>\n",
-       "      <td>1.500000</td>\n",
-       "      <td>71</td>\n",
-       "      <td>28</td>\n",
-       "      <td>0.454545</td>\n",
+       "      <td>3.480000</td>\n",
+       "      <td>59</td>\n",
+       "      <td>31</td>\n",
+       "      <td>0.272727</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>24</th>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.131687</td>\n",
-       "      <td>0.666667</td>\n",
+       "      <td>0.031250</td>\n",
+       "      <td>0.500000</td>\n",
        "      <td>1</td>\n",
-       "      <td>2.333333</td>\n",
-       "      <td>86</td>\n",
-       "      <td>29</td>\n",
-       "      <td>0.454545</td>\n",
+       "      <td>3.834688</td>\n",
+       "      <td>67</td>\n",
+       "      <td>33</td>\n",
+       "      <td>0.272727</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25</th>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.237305</td>\n",
-       "      <td>0.750000</td>\n",
+       "      <td>0.010240</td>\n",
+       "      <td>0.400000</td>\n",
        "      <td>1</td>\n",
-       "      <td>2.451200</td>\n",
-       "      <td>30</td>\n",
-       "      <td>30</td>\n",
+       "      <td>5.800000</td>\n",
+       "      <td>87</td>\n",
+       "      <td>35</td>\n",
        "      <td>0.363636</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>6</td>\n",
-       "      <td>8</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>26</th>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.000320</td>\n",
-       "      <td>0.200000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>3.600000</td>\n",
-       "      <td>33</td>\n",
-       "      <td>33</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>42</td>\n",
+       "      <td>42</td>\n",
        "      <td>0.454545</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
        "      <td>1</td>\n",
-       "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>27</th>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.031250</td>\n",
-       "      <td>0.500000</td>\n",
+       "      <td>0.004115</td>\n",
+       "      <td>0.333333</td>\n",
        "      <td>1</td>\n",
-       "      <td>2.500000</td>\n",
-       "      <td>36</td>\n",
-       "      <td>36</td>\n",
-       "      <td>0.545455</td>\n",
+       "      <td>3.333333</td>\n",
+       "      <td>44</td>\n",
+       "      <td>44</td>\n",
+       "      <td>0.363636</td>\n",
        "      <td>NaN</td>\n",
        "      <td>1</td>\n",
-       "      <td>2</td>\n",
+       "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>28</th>\n",
+       "      <td>#</td>\n",
+       "      <td>#</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>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
+       "      <td>0.462664</td>\n",
+       "      <td>0.857143</td>\n",
        "      <td>1</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>37</td>\n",
-       "      <td>37</td>\n",
-       "      <td>0.636364</td>\n",
+       "      <td>4.840000</td>\n",
+       "      <td>69</td>\n",
+       "      <td>46</td>\n",
+       "      <td>0.272727</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>29</th>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.284628</td>\n",
-       "      <td>0.777778</td>\n",
+       "      <td>0.004115</td>\n",
+       "      <td>0.333333</td>\n",
        "      <td>1</td>\n",
-       "      <td>2.625280</td>\n",
-       "      <td>76</td>\n",
-       "      <td>38</td>\n",
-       "      <td>0.272727</td>\n",
+       "      <td>2.333333</td>\n",
+       "      <td>47</td>\n",
+       "      <td>47</td>\n",
+       "      <td>0.454545</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>7</td>\n",
-       "      <td>9</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>39</th>\n",
+       "      <th>30</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>52</td>\n",
-       "      <td>52</td>\n",
-       "      <td>0.545455</td>\n",
+       "      <td>0.185934</td>\n",
+       "      <td>0.714286</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4.352000</td>\n",
+       "      <td>74</td>\n",
+       "      <td>49</td>\n",
+       "      <td>0.272727</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>40</th>\n",
-       "      <td>#</td>\n",
+       "      <th>31</th>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.237305</td>\n",
-       "      <td>0.750000</td>\n",
+       "      <td>0.131687</td>\n",
+       "      <td>0.666667</td>\n",
        "      <td>1</td>\n",
-       "      <td>4.000000</td>\n",
-       "      <td>93</td>\n",
-       "      <td>54</td>\n",
-       "      <td>0.272727</td>\n",
+       "      <td>8.000000</td>\n",
+       "      <td>77</td>\n",
+       "      <td>50</td>\n",
+       "      <td>0.545455</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>2</td>\n",
        "      <td>3</td>\n",
-       "      <td>4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>41</th>\n",
+       "      <th>32</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.113428</td>\n",
-       "      <td>0.647059</td>\n",
-       "      <td>2</td>\n",
-       "      <td>4.050963</td>\n",
-       "      <td>93</td>\n",
-       "      <td>55</td>\n",
+       "      <td>0.008895</td>\n",
+       "      <td>0.388889</td>\n",
+       "      <td>1</td>\n",
+       "      <td>5.579306</td>\n",
+       "      <td>77</td>\n",
+       "      <td>50</td>\n",
        "      <td>0.181818</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>11</td>\n",
-       "      <td>17</td>\n",
+       "      <td>7</td>\n",
+       "      <td>18</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>42</th>\n",
-       "      <td>1.0</td>\n",
+       "      <th>33</th>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>56</td>\n",
-       "      <td>56</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>55</td>\n",
+       "      <td>55</td>\n",
        "      <td>0.636364</td>\n",
        "      <td>NaN</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>43</th>\n",
-       "      <td>#</td>\n",
+       "      <th>34</th>\n",
        "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.031250</td>\n",
-       "      <td>0.500000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>4.500000</td>\n",
-       "      <td>85</td>\n",
-       "      <td>58</td>\n",
-       "      <td>0.545455</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>59</td>\n",
+       "      <td>59</td>\n",
+       "      <td>0.454545</td>\n",
        "      <td>NaN</td>\n",
        "      <td>1</td>\n",
-       "      <td>2</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>44</th>\n",
-       "      <td>#</td>\n",
+       "      <th>35</th>\n",
+       "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</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>#</td>\n",
        "      <td>...</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>1.000000</td>\n",
+       "      <td>2.000000</td>\n",
        "      <td>60</td>\n",
        "      <td>60</td>\n",
-       "      <td>0.727273</td>\n",
+       "      <td>0.454545</td>\n",
        "      <td>NaN</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>45</th>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
+       "      <th>36</th>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.031250</td>\n",
-       "      <td>0.500000</td>\n",
+       "      <td>0.023730</td>\n",
+       "      <td>0.750000</td>\n",
        "      <td>1</td>\n",
-       "      <td>3.000000</td>\n",
-       "      <td>63</td>\n",
-       "      <td>63</td>\n",
-       "      <td>0.363636</td>\n",
+       "      <td>2.750000</td>\n",
+       "      <td>61</td>\n",
+       "      <td>61</td>\n",
+       "      <td>0.454545</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>46</th>\n",
+       "      <th>37</th>\n",
+       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
+       "      <td>0.131687</td>\n",
+       "      <td>0.666667</td>\n",
        "      <td>1</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>64</td>\n",
-       "      <td>64</td>\n",
-       "      <td>0.636364</td>\n",
+       "      <td>3.333333</td>\n",
+       "      <td>62</td>\n",
+       "      <td>62</td>\n",
+       "      <td>0.363636</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</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",
+       "      <th>38</th>\n",
+       "      <td>#</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>...</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>2.000000</td>\n",
-       "      <td>66</td>\n",
-       "      <td>66</td>\n",
-       "      <td>0.909091</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>70</td>\n",
+       "      <td>70</td>\n",
+       "      <td>0.545455</td>\n",
        "      <td>NaN</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>48</th>\n",
+       "      <th>39</th>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>#</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>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.007776</td>\n",
-       "      <td>0.600000</td>\n",
+       "      <td>0.031250</td>\n",
+       "      <td>0.500000</td>\n",
        "      <td>1</td>\n",
-       "      <td>1.600000</td>\n",
-       "      <td>69</td>\n",
-       "      <td>69</td>\n",
-       "      <td>0.545455</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>90</td>\n",
+       "      <td>73</td>\n",
+       "      <td>0.272727</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>49</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
+       "      <th>40</th>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>2.000000</td>\n",
-       "      <td>73</td>\n",
-       "      <td>73</td>\n",
-       "      <td>0.636364</td>\n",
+       "      <td>8.000000</td>\n",
+       "      <td>74</td>\n",
+       "      <td>74</td>\n",
+       "      <td>0.363636</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>1</td>\n",
+       "      <td>0</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>50</th>\n",
+       "      <th>41</th>\n",
+       "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>2.000000</td>\n",
-       "      <td>74</td>\n",
-       "      <td>74</td>\n",
-       "      <td>0.636364</td>\n",
+       "      <td>10.000000</td>\n",
+       "      <td>77</td>\n",
+       "      <td>77</td>\n",
+       "      <td>0.545455</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>1</td>\n",
+       "      <td>0</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>51</th>\n",
-       "      <td>#</td>\n",
+       "      <th>42</th>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.131687</td>\n",
-       "      <td>0.666667</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>1.666667</td>\n",
-       "      <td>75</td>\n",
-       "      <td>75</td>\n",
+       "      <td>7.000000</td>\n",
+       "      <td>77</td>\n",
+       "      <td>77</td>\n",
        "      <td>0.363636</td>\n",
        "      <td>NaN</td>\n",
        "      <td>2</td>\n",
-       "      <td>3</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>52</th>\n",
-       "      <td>#</td>\n",
+       "      <th>43</th>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>2.000000</td>\n",
-       "      <td>76</td>\n",
-       "      <td>76</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>79</td>\n",
+       "      <td>79</td>\n",
        "      <td>0.363636</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>0</td>\n",
+       "      <td>1</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>53</th>\n",
-       "      <td>0.0</td>\n",
+       "      <th>44</th>\n",
+       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>4.000000</td>\n",
-       "      <td>76</td>\n",
-       "      <td>76</td>\n",
-       "      <td>0.363636</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>80</td>\n",
+       "      <td>80</td>\n",
+       "      <td>0.181818</td>\n",
        "      <td>NaN</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>54</th>\n",
+       "      <th>45</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
@@ -4500,119 +4478,93 @@
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.004115</td>\n",
+       "      <td>0.000412</td>\n",
        "      <td>0.333333</td>\n",
        "      <td>1</td>\n",
-       "      <td>4.666667</td>\n",
-       "      <td>77</td>\n",
-       "      <td>77</td>\n",
+       "      <td>3.024858</td>\n",
+       "      <td>80</td>\n",
+       "      <td>80</td>\n",
        "      <td>0.272727</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>55</th>\n",
+       "      <th>46</th>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
+       "      <td>0.131687</td>\n",
+       "      <td>0.666667</td>\n",
        "      <td>1</td>\n",
-       "      <td>2.000000</td>\n",
-       "      <td>78</td>\n",
-       "      <td>78</td>\n",
-       "      <td>0.363636</td>\n",
+       "      <td>7.000000</td>\n",
+       "      <td>81</td>\n",
+       "      <td>81</td>\n",
+       "      <td>0.272727</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>3</td>\n",
+       "      <td>2</td>\n",
        "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>56</th>\n",
-       "      <td>#</td>\n",
+       "      <th>47</th>\n",
        "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</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>...</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>79</td>\n",
-       "      <td>79</td>\n",
-       "      <td>0.727273</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>57</th>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>2.000000</td>\n",
-       "      <td>80</td>\n",
-       "      <td>80</td>\n",
+       "      <td>8.000000</td>\n",
+       "      <td>83</td>\n",
+       "      <td>83</td>\n",
        "      <td>0.454545</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>1</td>\n",
+       "      <td>0</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>58</th>\n",
+       "      <th>48</th>\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>#</td>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>...</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>3.000000</td>\n",
-       "      <td>81</td>\n",
-       "      <td>81</td>\n",
-       "      <td>0.454545</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>84</td>\n",
+       "      <td>84</td>\n",
+       "      <td>0.727273</td>\n",
        "      <td>NaN</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>59</th>\n",
+       "      <th>49</th>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
@@ -4621,432 +4573,345 @@
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.000977</td>\n",
-       "      <td>0.250000</td>\n",
+       "      <td>0.010240</td>\n",
+       "      <td>0.400000</td>\n",
        "      <td>1</td>\n",
-       "      <td>4.000000</td>\n",
-       "      <td>82</td>\n",
-       "      <td>82</td>\n",
-       "      <td>0.181818</td>\n",
+       "      <td>4.600000</td>\n",
+       "      <td>85</td>\n",
+       "      <td>85</td>\n",
+       "      <td>0.272727</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>1</td>\n",
-       "      <td>4</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>60</th>\n",
-       "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>#</td>\n",
+       "      <th>50</th>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.077760</td>\n",
-       "      <td>0.600000</td>\n",
+       "      <td>0.031250</td>\n",
+       "      <td>0.500000</td>\n",
        "      <td>1</td>\n",
-       "      <td>4.800000</td>\n",
-       "      <td>93</td>\n",
-       "      <td>82</td>\n",
-       "      <td>0.272727</td>\n",
+       "      <td>6.500000</td>\n",
+       "      <td>86</td>\n",
+       "      <td>86</td>\n",
+       "      <td>0.363636</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>3</td>\n",
-       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>61</th>\n",
+       "      <th>51</th>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.051562</td>\n",
-       "      <td>0.750000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>4.500000</td>\n",
-       "      <td>85</td>\n",
-       "      <td>85</td>\n",
-       "      <td>0.454545</td>\n",
+       "      <td>8.500000</td>\n",
+       "      <td>87</td>\n",
+       "      <td>87</td>\n",
+       "      <td>0.363636</td>\n",
        "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>62</th>\n",
+       "      <th>52</th>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.013169</td>\n",
-       "      <td>0.666667</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>2.333333</td>\n",
-       "      <td>86</td>\n",
-       "      <td>86</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>87</td>\n",
+       "      <td>87</td>\n",
        "      <td>0.363636</td>\n",
        "      <td>NaN</td>\n",
        "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>63</th>\n",
-       "      <td>0.0</td>\n",
-       "      <td>#</td>\n",
+       "      <th>53</th>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
        "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.013169</td>\n",
-       "      <td>0.666667</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2.333333</td>\n",
-       "      <td>86</td>\n",
-       "      <td>86</td>\n",
-       "      <td>0.636364</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>64</th>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
-       "      <td>...</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
        "      <td>3.000000</td>\n",
-       "      <td>90</td>\n",
-       "      <td>90</td>\n",
-       "      <td>0.545455</td>\n",
+       "      <td>88</td>\n",
+       "      <td>88</td>\n",
+       "      <td>0.454545</td>\n",
        "      <td>NaN</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>65</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
+       "      <th>54</th>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.131687</td>\n",
-       "      <td>0.666667</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1.666667</td>\n",
-       "      <td>91</td>\n",
-       "      <td>91</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>66</th>\n",
-       "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3.000000</td>\n",
-       "      <td>93</td>\n",
-       "      <td>93</td>\n",
-       "      <td>0.272727</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>67</th>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>...</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
        "      <td>1.000000</td>\n",
-       "      <td>97</td>\n",
-       "      <td>97</td>\n",
-       "      <td>0.272727</td>\n",
+       "      <td>89</td>\n",
+       "      <td>89</td>\n",
+       "      <td>0.636364</td>\n",
        "      <td>NaN</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>68</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <th>55</th>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>1.0</td>\n",
        "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.100000</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>1.500000</td>\n",
-       "      <td>98</td>\n",
-       "      <td>98</td>\n",
-       "      <td>0.727273</td>\n",
+       "      <td>4.666667</td>\n",
+       "      <td>91</td>\n",
+       "      <td>91</td>\n",
+       "      <td>0.363636</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>69 rows × 22 columns</p>\n",
+       "<p>56 rows × 22 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
        "    A_0  A_1  A_2  R_0  R_1  R_2  R_3  R_4  R_5  R_6  ...   Fitness  Accuracy  \\\n",
-       "0     #  0.0    #  1.0  0.0  0.0  1.0    #    #    #  ...  0.077760  0.600000   \n",
-       "1     #    #  1.0  1.0  1.0    #  1.0    #  1.0    #  ...  1.000000  1.000000   \n",
-       "2   1.0    #  0.0    #    #  0.0    #  1.0  1.0  0.0  ...  1.000000  1.000000   \n",
-       "3   0.0  1.0  0.0    #    #  0.0  1.0    #    #    #  ...  1.000000  1.000000   \n",
-       "4   0.0    #    #  0.0  1.0  0.0    #    #    #    #  ...  0.237305  0.750000   \n",
-       "5   0.0  1.0  0.0    #    #    #  0.0  0.0  0.0  0.0  ...  1.000000  1.000000   \n",
-       "6     #  0.0  1.0  0.0  0.0  0.0    #  1.0  1.0    #  ...  1.000000  1.000000   \n",
-       "7     #  0.0  1.0  1.0    #  0.0    #  0.0  1.0  1.0  ...  1.000000  1.000000   \n",
-       "8   0.0  0.0    #  1.0  0.0    #    #    #    #  0.0  ...  0.327680  0.800000   \n",
-       "9     #    #  0.0    #  0.0  1.0  0.0  0.0    #  1.0  ...  0.004115  0.333333   \n",
-       "10    #  0.0  1.0  0.0  1.0    #  1.0  1.0    #  0.0  ...  1.000000  1.000000   \n",
-       "11  0.0    #    #  0.0  0.0    #  0.0    #    #  1.0  ...  1.000000  1.000000   \n",
-       "12    #    #  0.0  0.0  0.0  0.0    #  1.0    #    #  ...  1.000000  1.000000   \n",
-       "13    #  0.0    #  1.0  0.0  1.0  0.0  0.0  1.0    #  ...  1.000000  1.000000   \n",
-       "14  1.0    #  0.0  1.0    #  1.0    #  1.0    #    #  ...  0.131687  0.666667   \n",
-       "15    #  0.0  1.0    #  1.0  1.0    #  1.0    #  0.0  ...  1.000000  1.000000   \n",
-       "16    #    #  1.0    #    #  1.0  1.0    #    #    #  ...  0.131687  0.666667   \n",
-       "17    #    #  1.0    #    #  0.0  0.0  1.0    #    #  ...  0.077760  0.600000   \n",
-       "18  0.0    #    #    #    #  0.0  0.0  1.0    #    #  ...  1.000000  1.000000   \n",
-       "19    #    #  1.0    #  1.0  0.0    #    #    #  1.0  ...  1.000000  1.000000   \n",
-       "20  0.0    #    #  1.0    #  1.0    #  1.0    #  1.0  ...  1.000000  1.000000   \n",
-       "21  0.0    #  0.0  0.0    #  0.0    #    #  0.0  1.0  ...  1.000000  1.000000   \n",
-       "22  1.0  1.0  1.0    #    #    #  1.0    #  1.0  0.0  ...  1.000000  1.000000   \n",
-       "23    #  0.0    #  1.0  0.0    #  1.0  0.0    #    #  ...  1.000000  1.000000   \n",
-       "24    #    #    #    #  1.0    #  0.0    #  1.0  1.0  ...  0.131687  0.666667   \n",
-       "25    #    #    #  0.0  0.0    #    #  0.0    #  0.0  ...  0.237305  0.750000   \n",
-       "26  0.0  1.0    #    #    #  0.0    #    #    #  1.0  ...  0.000320  0.200000   \n",
-       "27    #  1.0    #    #  0.0  1.0    #    #  1.0  0.0  ...  0.031250  0.500000   \n",
-       "28  0.0  0.0  1.0  1.0  1.0    #    #    #  0.0  0.0  ...  1.000000  1.000000   \n",
-       "29    #  1.0    #  0.0    #    #  0.0    #    #    #  ...  0.284628  0.777778   \n",
-       "..  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...       ...       ...   \n",
-       "39    #    #    #  1.0    #  0.0  1.0  0.0    #  1.0  ...  1.000000  1.000000   \n",
-       "40    #    #  1.0    #    #  1.0  1.0    #    #    #  ...  0.237305  0.750000   \n",
-       "41    #  1.0    #    #    #    #  1.0    #    #    #  ...  0.113428  0.647059   \n",
-       "42  1.0  0.0    #  1.0  0.0    #  0.0  0.0    #  0.0  ...  1.000000  1.000000   \n",
-       "43    #  1.0  0.0  0.0    #  0.0    #  1.0    #    #  ...  0.031250  0.500000   \n",
-       "44    #  1.0  0.0    #  1.0  1.0  0.0  0.0  0.0    #  ...  1.000000  1.000000   \n",
-       "45    #    #    #    #    #    #  0.0  0.0  1.0  0.0  ...  0.031250  0.500000   \n",
-       "46    #    #    #  1.0  1.0  1.0  0.0  0.0  0.0  1.0  ...  1.000000  1.000000   \n",
-       "47  0.0  0.0  0.0  1.0  0.0    #  0.0  0.0  0.0  1.0  ...  1.000000  1.000000   \n",
-       "48    #  0.0  1.0  1.0  0.0  0.0  1.0    #    #    #  ...  0.007776  0.600000   \n",
-       "49  1.0  1.0  0.0    #    #  1.0  0.0    #    #  1.0  ...  1.000000  1.000000   \n",
-       "50  1.0    #  0.0  0.0    #  0.0  0.0  1.0    #    #  ...  1.000000  1.000000   \n",
-       "51    #  0.0    #  0.0  1.0  1.0    #    #    #    #  ...  0.131687  0.666667   \n",
-       "52    #    #    #  0.0  0.0    #  0.0    #    #  1.0  ...  0.000000  0.000000   \n",
-       "53  0.0    #    #  0.0    #    #  0.0    #    #    #  ...  1.000000  1.000000   \n",
-       "54    #    #    #  0.0    #    #    #  1.0  0.0    #  ...  0.004115  0.333333   \n",
-       "55    #  1.0  1.0    #    #    #  0.0    #    #  0.0  ...  1.000000  1.000000   \n",
-       "56    #  0.0  1.0  1.0    #  0.0  1.0  1.0  0.0  0.0  ...  1.000000  1.000000   \n",
-       "57  1.0    #  1.0  0.0    #    #    #    #  1.0  1.0  ...  1.000000  1.000000   \n",
-       "58  1.0  1.0  0.0    #    #    #  1.0    #    #    #  ...  1.000000  1.000000   \n",
-       "59    #    #    #    #    #    #  1.0    #    #  0.0  ...  0.000977  0.250000   \n",
-       "60    #  1.0    #    #    #    #  1.0  1.0    #    #  ...  0.077760  0.600000   \n",
-       "61    #  1.0  0.0  0.0    #  0.0    #    #    #    #  ...  0.051562  0.750000   \n",
-       "62    #    #    #    #  1.0    #    #    #  1.0  1.0  ...  0.013169  0.666667   \n",
-       "63  0.0    #    #  1.0  1.0    #  0.0    #  1.0  1.0  ...  0.013169  0.666667   \n",
-       "64  0.0  1.0  0.0    #  0.0  0.0    #    #    #    #  ...  1.000000  1.000000   \n",
-       "65  1.0    #    #    #    #    #  0.0    #    #  1.0  ...  0.131687  0.666667   \n",
-       "66    #  1.0    #  0.0    #    #  1.0    #    #    #  ...  0.000000  0.000000   \n",
-       "67    #    #  0.0    #    #    #    #    #  0.0    #  ...  1.000000  1.000000   \n",
-       "68  1.0  0.0  0.0    #    #  1.0    #  0.0  1.0  1.0  ...  0.100000  1.000000   \n",
+       "0     #  1.0    #    #  1.0    #    #    #  0.0  1.0  ...  0.168070  0.700000   \n",
+       "1     #    #    #    #    #  1.0    #    #  0.0    #  ...  0.052922  0.555556   \n",
+       "2   1.0    #  1.0    #    #    #    #  0.0    #    #  ...  1.000000  1.000000   \n",
+       "3     #    #  0.0  0.0    #    #    #    #    #  1.0  ...  0.010240  0.400000   \n",
+       "4   0.0  0.0  1.0  1.0    #    #    #    #  1.0    #  ...  0.031250  0.500000   \n",
+       "5     #  0.0  0.0  1.0    #    #    #    #  0.0    #  ...  0.185934  0.714286   \n",
+       "6   1.0    #  1.0    #    #  0.0    #  1.0  0.0    #  ...  1.000000  1.000000   \n",
+       "7   0.0    #  1.0  0.0  1.0    #  0.0  1.0    #  1.0  ...  1.000000  1.000000   \n",
+       "8     #    #  0.0    #    #  0.0    #  1.0    #    #  ...  0.000977  0.250000   \n",
+       "9   1.0    #    #  1.0    #    #    #    #  1.0  1.0  ...  0.031250  0.500000   \n",
+       "10    #    #    #  1.0  0.0    #    #  0.0    #    #  ...  0.212084  0.733333   \n",
+       "11    #  1.0  1.0    #  1.0  0.0  0.0  0.0  1.0  0.0  ...  1.000000  1.000000   \n",
+       "12  0.0    #  1.0    #    #    #    #    #  0.0    #  ...  0.019404  0.454545   \n",
+       "13    #    #    #    #  0.0  0.0    #    #    #    #  ...  0.008417  0.384615   \n",
+       "14  1.0    #    #  1.0    #    #    #    #    #    #  ...  0.168070  0.700000   \n",
+       "15  1.0  0.0  0.0  0.0    #  0.0    #  1.0    #  0.0  ...  1.000000  1.000000   \n",
+       "16    #    #    #  0.0  1.0  0.0  1.0  0.0  0.0    #  ...  1.000000  1.000000   \n",
+       "17    #    #    #  1.0  1.0  1.0    #  1.0  1.0  0.0  ...  1.000000  1.000000   \n",
+       "18  0.0    #    #    #    #  1.0    #    #    #    #  ...  0.159036  0.692308   \n",
+       "19    #  0.0    #  0.0    #  1.0    #  0.0    #    #  ...  0.031250  0.500000   \n",
+       "20    #    #  1.0  0.0    #    #    #    #  0.0    #  ...  0.168070  0.700000   \n",
+       "21    #    #  0.0    #  1.0    #    #  0.0    #  1.0  ...  0.237305  0.750000   \n",
+       "22  1.0    #  1.0    #  1.0    #    #  0.0    #    #  ...  1.000000  1.000000   \n",
+       "23  1.0    #  1.0    #    #    #    #  0.0    #    #  ...  0.131687  0.666667   \n",
+       "24    #  1.0    #  0.0    #    #    #  1.0    #    #  ...  0.031250  0.500000   \n",
+       "25    #  1.0    #    #  1.0    #    #    #  0.0  1.0  ...  0.010240  0.400000   \n",
+       "26    #    #  0.0    #    #  0.0    #  1.0  1.0    #  ...  0.000000  0.000000   \n",
+       "27    #    #    #  1.0  0.0    #    #  1.0  1.0    #  ...  0.004115  0.333333   \n",
+       "28    #    #  0.0    #    #    #    #  0.0  0.0    #  ...  0.462664  0.857143   \n",
+       "29    #  0.0    #    #    #    #  1.0  1.0  1.0  0.0  ...  0.004115  0.333333   \n",
+       "30  0.0    #    #    #    #    #    #    #  1.0    #  ...  0.185934  0.714286   \n",
+       "31  0.0    #  1.0    #    #  1.0    #    #  0.0  0.0  ...  0.131687  0.666667   \n",
+       "32  0.0    #    #    #    #    #    #    #    #    #  ...  0.008895  0.388889   \n",
+       "33  0.0  0.0    #  1.0  0.0    #  1.0    #  0.0    #  ...  1.000000  1.000000   \n",
+       "34  1.0  0.0  1.0  0.0    #    #    #  0.0    #    #  ...  1.000000  1.000000   \n",
+       "35  0.0  1.0  0.0    #    #    #    #  1.0  1.0    #  ...  1.000000  1.000000   \n",
+       "36    #    #  1.0  0.0    #  0.0  0.0    #  0.0    #  ...  0.023730  0.750000   \n",
+       "37    #    #    #    #  0.0    #  0.0  0.0  1.0    #  ...  0.131687  0.666667   \n",
+       "38    #  1.0    #    #  1.0  0.0    #    #  0.0  0.0  ...  1.000000  1.000000   \n",
+       "39    #    #    #  1.0    #    #    #  0.0  1.0    #  ...  0.031250  0.500000   \n",
+       "40  0.0    #    #    #    #    #    #    #  1.0  0.0  ...  0.000000  0.000000   \n",
+       "41  0.0    #  1.0    #    #  1.0    #    #  0.0  0.0  ...  0.000000  0.000000   \n",
+       "42  0.0    #    #    #    #  1.0    #    #    #  0.0  ...  1.000000  1.000000   \n",
+       "43  0.0    #  1.0  1.0    #    #    #    #  1.0    #  ...  1.000000  1.000000   \n",
+       "44    #    #    #    #    #  0.0    #    #    #    #  ...  1.000000  1.000000   \n",
+       "45  1.0    #    #    #    #  0.0    #    #    #    #  ...  0.000412  0.333333   \n",
+       "46    #  0.0    #  1.0    #    #    #    #  0.0    #  ...  0.131687  0.666667   \n",
+       "47  0.0  1.0    #    #  1.0    #    #    #  0.0  1.0  ...  0.000000  0.000000   \n",
+       "48  1.0  0.0  0.0  1.0  0.0    #  1.0  1.0    #  1.0  ...  1.000000  1.000000   \n",
+       "49    #    #    #    #    #    #  1.0    #  1.0    #  ...  0.010240  0.400000   \n",
+       "50    #    #    #  0.0  1.0  1.0    #    #    #    #  ...  0.031250  0.500000   \n",
+       "51    #  1.0    #    #  1.0  1.0    #    #  0.0    #  ...  0.000000  0.000000   \n",
+       "52    #    #    #    #    #    #    #  0.0  0.0  1.0  ...  0.000000  0.000000   \n",
+       "53    #  0.0  1.0    #    #    #  1.0  1.0  1.0    #  ...  1.000000  1.000000   \n",
+       "54    #    #  0.0  0.0    #    #  0.0  0.0  1.0  0.0  ...  1.000000  1.000000   \n",
+       "55    #  1.0    #  1.0    #    #  1.0  1.0    #    #  ...  1.000000  1.000000   \n",
        "\n",
        "    Numerosity  Avg Match Set Size  TimeStamp GA  Iteration Initialized  \\\n",
-       "0            3            1.600000            69                      0   \n",
-       "1            1            1.000000             1                      1   \n",
-       "2            1            1.500000             2                      2   \n",
-       "3            2            3.200000            85                      3   \n",
-       "4            1            1.250000            53                      4   \n",
-       "5            1            1.000000             5                      5   \n",
+       "0            3            4.880576            83                      0   \n",
+       "1            1            4.262080            87                      1   \n",
+       "2            1            2.750000            59                      2   \n",
+       "3            1            3.000000             3                      3   \n",
+       "4            2            2.500000            79                      4   \n",
+       "5            2            4.328000            81                      6   \n",
        "6            1            1.000000             7                      7   \n",
-       "7            1            2.000000             8                      8   \n",
-       "8            1            1.400000            39                      9   \n",
-       "9            1            1.666667            12                     12   \n",
-       "10           1            1.000000            13                     13   \n",
-       "11           1            1.500000            76                     14   \n",
-       "12           2            2.500000            58                     15   \n",
-       "13           1            1.500000            16                     16   \n",
-       "14           1            1.666667            17                     17   \n",
-       "15           2            1.000000            46                     18   \n",
-       "16           2            3.200000            93                     19   \n",
-       "17           1            1.600000            61                     20   \n",
-       "18           1            2.500000            86                     21   \n",
-       "19           1            1.000000            99                     23   \n",
-       "20           1            1.000000            24                     24   \n",
-       "21           1            2.500000            58                     26   \n",
-       "22           1            1.000000            27                     27   \n",
-       "23           1            1.500000            71                     28   \n",
-       "24           1            2.333333            86                     29   \n",
-       "25           1            2.451200            30                     30   \n",
-       "26           1            3.600000            33                     33   \n",
-       "27           1            2.500000            36                     36   \n",
-       "28           1            1.000000            37                     37   \n",
-       "29           1            2.625280            76                     38   \n",
-       "..         ...                 ...           ...                    ...   \n",
-       "39           1            1.000000            52                     52   \n",
-       "40           1            4.000000            93                     54   \n",
-       "41           2            4.050963            93                     55   \n",
-       "42           1            1.000000            56                     56   \n",
-       "43           1            4.500000            85                     58   \n",
-       "44           1            1.000000            60                     60   \n",
-       "45           1            3.000000            63                     63   \n",
-       "46           1            1.000000            64                     64   \n",
-       "47           1            2.000000            66                     66   \n",
-       "48           1            1.600000            69                     69   \n",
-       "49           1            2.000000            73                     73   \n",
-       "50           1            2.000000            74                     74   \n",
-       "51           1            1.666667            75                     75   \n",
-       "52           1            2.000000            76                     76   \n",
-       "53           1            4.000000            76                     76   \n",
-       "54           1            4.666667            77                     77   \n",
-       "55           1            2.000000            78                     78   \n",
-       "56           1            1.000000            79                     79   \n",
-       "57           1            2.000000            80                     80   \n",
-       "58           1            3.000000            81                     81   \n",
-       "59           1            4.000000            82                     82   \n",
-       "60           1            4.800000            93                     82   \n",
-       "61           1            4.500000            85                     85   \n",
-       "62           1            2.333333            86                     86   \n",
-       "63           1            2.333333            86                     86   \n",
-       "64           1            3.000000            90                     90   \n",
-       "65           1            1.666667            91                     91   \n",
-       "66           1            3.000000            93                     93   \n",
-       "67           1            1.000000            97                     97   \n",
-       "68           1            1.500000            98                     98   \n",
+       "7            1            1.000000             8                      8   \n",
+       "8            2            2.856000            42                      9   \n",
+       "9            1            3.250000            90                     10   \n",
+       "10           2            5.616008            73                     12   \n",
+       "11           1            1.000000            13                     13   \n",
+       "12           1            5.179494            77                     17   \n",
+       "13           1            4.219886            80                     18   \n",
+       "14           1            3.518656            90                     20   \n",
+       "15           1            2.000000            23                     23   \n",
+       "16           1            1.000000            24                     24   \n",
+       "17           1            2.000000            25                     25   \n",
+       "18           1            5.407380            77                     26   \n",
+       "19           1            3.794112            63                     27   \n",
+       "20           2            5.566208            87                     28   \n",
+       "21           1            1.750000            75                     30   \n",
+       "22           2            4.000000            59                     31   \n",
+       "23           1            3.480000            59                     31   \n",
+       "24           1            3.834688            67                     33   \n",
+       "25           1            5.800000            87                     35   \n",
+       "26           1            5.000000            42                     42   \n",
+       "27           1            3.333333            44                     44   \n",
+       "28           1            4.840000            69                     46   \n",
+       "29           1            2.333333            47                     47   \n",
+       "30           2            4.352000            74                     49   \n",
+       "31           1            8.000000            77                     50   \n",
+       "32           1            5.579306            77                     50   \n",
+       "33           1            3.000000            55                     55   \n",
+       "34           1            4.000000            59                     59   \n",
+       "35           1            2.000000            60                     60   \n",
+       "36           1            2.750000            61                     61   \n",
+       "37           1            3.333333            62                     62   \n",
+       "38           1            1.000000            70                     70   \n",
+       "39           1            4.000000            90                     73   \n",
+       "40           1            8.000000            74                     74   \n",
+       "41           1           10.000000            77                     77   \n",
+       "42           1            7.000000            77                     77   \n",
+       "43           1            6.000000            79                     79   \n",
+       "44           1            9.000000            80                     80   \n",
+       "45           1            3.024858            80                     80   \n",
+       "46           1            7.000000            81                     81   \n",
+       "47           1            8.000000            83                     83   \n",
+       "48           1            4.000000            84                     84   \n",
+       "49           1            4.600000            85                     85   \n",
+       "50           1            6.500000            86                     86   \n",
+       "51           1            8.500000            87                     87   \n",
+       "52           1            9.000000            87                     87   \n",
+       "53           1            3.000000            88                     88   \n",
+       "54           1            1.000000            89                     89   \n",
+       "55           1            4.666667            91                     91   \n",
        "\n",
        "    Specificity  Deletion Probability  Correct Count  Match Count  \n",
-       "0      0.454545                   NaN              3            5  \n",
-       "1      0.545455                   NaN              1            1  \n",
-       "2      0.545455                   NaN              2            2  \n",
-       "3      0.545455                   NaN              5            5  \n",
-       "4      0.454545                   NaN              3            4  \n",
-       "5      0.727273                   NaN              1            1  \n",
-       "6      0.727273                   NaN              1            1  \n",
+       "0      0.363636                   NaN              7           10  \n",
+       "1      0.272727                   NaN              5            9  \n",
+       "2      0.363636                   NaN              4            4  \n",
+       "3      0.363636                   NaN              2            5  \n",
+       "4      0.454545                   NaN              2            4  \n",
+       "5      0.363636                   NaN              5            7  \n",
+       "6      0.545455                   NaN              1            1  \n",
        "7      0.727273                   NaN              1            1  \n",
-       "8      0.454545                   NaN              4            5  \n",
-       "9      0.545455                   NaN              1            3  \n",
-       "10     0.727273                   NaN              1            1  \n",
-       "11     0.545455                   NaN              2            2  \n",
-       "12     0.545455                   NaN              2            2  \n",
-       "13     0.636364                   NaN              2            2  \n",
-       "14     0.545455                   NaN              2            3  \n",
-       "15     0.545455                   NaN              2            2  \n",
-       "16     0.363636                   NaN              4            6  \n",
-       "17     0.363636                   NaN              3            5  \n",
-       "18     0.454545                   NaN              2            2  \n",
-       "19     0.454545                   NaN              3            3  \n",
-       "20     0.454545                   NaN              1            1  \n",
-       "21     0.636364                   NaN              2            2  \n",
-       "22     0.545455                   NaN              1            1  \n",
-       "23     0.454545                   NaN              2            2  \n",
-       "24     0.454545                   NaN              2            3  \n",
-       "25     0.363636                   NaN              6            8  \n",
-       "26     0.454545                   NaN              1            5  \n",
-       "27     0.545455                   NaN              1            2  \n",
-       "28     0.636364                   NaN              1            1  \n",
-       "29     0.272727                   NaN              7            9  \n",
-       "..          ...                   ...            ...          ...  \n",
-       "39     0.545455                   NaN              1            1  \n",
-       "40     0.272727                   NaN              3            4  \n",
-       "41     0.181818                   NaN             11           17  \n",
-       "42     0.636364                   NaN              1            1  \n",
-       "43     0.545455                   NaN              1            2  \n",
-       "44     0.727273                   NaN              1            1  \n",
-       "45     0.363636                   NaN              1            2  \n",
-       "46     0.636364                   NaN              1            1  \n",
-       "47     0.909091                   NaN              1            1  \n",
-       "48     0.545455                   NaN              0            0  \n",
-       "49     0.636364                   NaN              1            1  \n",
-       "50     0.636364                   NaN              1            1  \n",
-       "51     0.363636                   NaN              2            3  \n",
+       "8      0.363636                   NaN              2            8  \n",
+       "9      0.454545                   NaN              2            4  \n",
+       "10     0.272727                   NaN             11           15  \n",
+       "11     0.818182                   NaN              1            1  \n",
+       "12     0.363636                   NaN              5           11  \n",
+       "13     0.272727                   NaN              5           13  \n",
+       "14     0.272727                   NaN              7           10  \n",
+       "15     0.636364                   NaN              1            1  \n",
+       "16     0.545455                   NaN              1            1  \n",
+       "17     0.636364                   NaN              1            1  \n",
+       "18     0.272727                   NaN              9           13  \n",
+       "19     0.363636                   NaN              5           10  \n",
+       "20     0.272727                   NaN              7           10  \n",
+       "21     0.454545                   NaN              3            4  \n",
+       "22     0.454545                   NaN              1            1  \n",
+       "23     0.272727                   NaN              4            6  \n",
+       "24     0.272727                   NaN              5           10  \n",
+       "25     0.363636                   NaN              2            5  \n",
+       "26     0.454545                   NaN              0            1  \n",
+       "27     0.363636                   NaN              1            3  \n",
+       "28     0.272727                   NaN              6            7  \n",
+       "29     0.454545                   NaN              1            3  \n",
+       "30     0.272727                   NaN              5            7  \n",
+       "31     0.545455                   NaN              2            3  \n",
+       "32     0.181818                   NaN              7           18  \n",
+       "33     0.636364                   NaN              1            1  \n",
+       "34     0.454545                   NaN              1            1  \n",
+       "35     0.454545                   NaN              1            1  \n",
+       "36     0.454545                   NaN              0            0  \n",
+       "37     0.363636                   NaN              2            3  \n",
+       "38     0.545455                   NaN              1            1  \n",
+       "39     0.272727                   NaN              2            4  \n",
+       "40     0.363636                   NaN              0            1  \n",
+       "41     0.545455                   NaN              0            1  \n",
+       "42     0.363636                   NaN              2            2  \n",
+       "43     0.363636                   NaN              1            1  \n",
+       "44     0.181818                   NaN              1            1  \n",
+       "45     0.272727                   NaN              0            0  \n",
+       "46     0.272727                   NaN              2            3  \n",
+       "47     0.454545                   NaN              0            1  \n",
+       "48     0.727273                   NaN              1            1  \n",
+       "49     0.272727                   NaN              2            5  \n",
+       "50     0.363636                   NaN              1            2  \n",
+       "51     0.363636                   NaN              0            2  \n",
        "52     0.363636                   NaN              0            1  \n",
-       "53     0.363636                   NaN              1            1  \n",
-       "54     0.272727                   NaN              1            3  \n",
+       "53     0.454545                   NaN              1            1  \n",
+       "54     0.636364                   NaN              1            1  \n",
        "55     0.363636                   NaN              3            3  \n",
-       "56     0.727273                   NaN              1            1  \n",
-       "57     0.454545                   NaN              1            1  \n",
-       "58     0.454545                   NaN              1            1  \n",
-       "59     0.181818                   NaN              1            4  \n",
-       "60     0.272727                   NaN              3            5  \n",
-       "61     0.454545                   NaN              0            0  \n",
-       "62     0.363636                   NaN              0            0  \n",
-       "63     0.636364                   NaN              0            0  \n",
-       "64     0.545455                   NaN              1            1  \n",
-       "65     0.363636                   NaN              2            3  \n",
-       "66     0.272727                   NaN              0            1  \n",
-       "67     0.272727                   NaN              1            1  \n",
-       "68     0.727273                   NaN              0            0  \n",
        "\n",
-       "[69 rows x 22 columns]"
+       "[56 rows x 22 columns]"
       ]
      },
      "metadata": {},
@@ -5091,45 +4956,45 @@
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>Specificity Sum</td>\n",
-       "      <td>32.00</td>\n",
-       "      <td>44.000000</td>\n",
-       "      <td>41.000000</td>\n",
+       "      <td>27.00000</td>\n",
+       "      <td>23.000000</td>\n",
+       "      <td>30.000000</td>\n",
+       "      <td>28.000000</td>\n",
+       "      <td>22.000000</td>\n",
+       "      <td>21.000000</td>\n",
+       "      <td>12.00</td>\n",
+       "      <td>30.00000</td>\n",
        "      <td>40.000000</td>\n",
-       "      <td>36.0</td>\n",
-       "      <td>44.00</td>\n",
-       "      <td>45.000000</td>\n",
-       "      <td>38.000000</td>\n",
-       "      <td>27.000000</td>\n",
-       "      <td>42.0</td>\n",
-       "      <td>41.000000</td>\n",
+       "      <td>21.00</td>\n",
+       "      <td>33.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>Accuracy Sum</td>\n",
-       "      <td>29.75</td>\n",
-       "      <td>37.488562</td>\n",
-       "      <td>37.533333</td>\n",
-       "      <td>33.061111</td>\n",
-       "      <td>30.2</td>\n",
-       "      <td>37.45</td>\n",
-       "      <td>35.838562</td>\n",
-       "      <td>34.283333</td>\n",
-       "      <td>24.333333</td>\n",
-       "      <td>36.0</td>\n",
-       "      <td>36.366667</td>\n",
+       "      <td>18.83098</td>\n",
+       "      <td>15.928571</td>\n",
+       "      <td>21.873593</td>\n",
+       "      <td>20.645238</td>\n",
+       "      <td>15.601282</td>\n",
+       "      <td>12.882479</td>\n",
+       "      <td>10.15</td>\n",
+       "      <td>22.07381</td>\n",
+       "      <td>24.441053</td>\n",
+       "      <td>13.15</td>\n",
+       "      <td>20.654484</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "             Label    A_0        A_1        A_2        R_0   R_1    R_2  \\\n",
-       "0  Specificity Sum  32.00  44.000000  41.000000  40.000000  36.0  44.00   \n",
-       "1     Accuracy Sum  29.75  37.488562  37.533333  33.061111  30.2  37.45   \n",
+       "             Label       A_0        A_1        A_2        R_0        R_1  \\\n",
+       "0  Specificity Sum  27.00000  23.000000  30.000000  28.000000  22.000000   \n",
+       "1     Accuracy Sum  18.83098  15.928571  21.873593  20.645238  15.601282   \n",
        "\n",
-       "         R_3        R_4        R_5   R_6        R_7  \n",
-       "0  45.000000  38.000000  27.000000  42.0  41.000000  \n",
-       "1  35.838562  34.283333  24.333333  36.0  36.366667  "
+       "         R_2    R_3       R_4        R_5    R_6        R_7  \n",
+       "0  21.000000  12.00  30.00000  40.000000  21.00  33.000000  \n",
+       "1  12.882479  10.15  22.07381  24.441053  13.15  20.654484  "
       ]
      },
      "metadata": {},
@@ -5205,465 +5070,465 @@
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>#</td>\n",
-       "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>2</td>\n",
-       "      <td>82.999638</td>\n",
-       "      <td>4970</td>\n",
+       "      <td>0.096911</td>\n",
+       "      <td>0.627010</td>\n",
        "      <td>1</td>\n",
-       "      <td>0.545455</td>\n",
-       "      <td>0.001494</td>\n",
-       "      <td>78</td>\n",
-       "      <td>78</td>\n",
+       "      <td>72.555913</td>\n",
+       "      <td>4913</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.363636</td>\n",
+       "      <td>0.000781</td>\n",
+       "      <td>195</td>\n",
+       "      <td>311</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.104358</td>\n",
-       "      <td>0.636364</td>\n",
-       "      <td>1</td>\n",
-       "      <td>66.467549</td>\n",
-       "      <td>4785</td>\n",
-       "      <td>15</td>\n",
-       "      <td>0.545455</td>\n",
-       "      <td>0.000598</td>\n",
-       "      <td>49</td>\n",
-       "      <td>77</td>\n",
+       "      <td>0.256215</td>\n",
+       "      <td>0.761589</td>\n",
+       "      <td>2</td>\n",
+       "      <td>73.824502</td>\n",
+       "      <td>4968</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.363636</td>\n",
+       "      <td>0.001590</td>\n",
+       "      <td>230</td>\n",
+       "      <td>302</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
+       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.229843</td>\n",
-       "      <td>0.745223</td>\n",
+       "      <td>0.234828</td>\n",
+       "      <td>0.748428</td>\n",
        "      <td>1</td>\n",
-       "      <td>63.732106</td>\n",
-       "      <td>4978</td>\n",
-       "      <td>24</td>\n",
-       "      <td>0.454545</td>\n",
-       "      <td>0.000574</td>\n",
-       "      <td>117</td>\n",
-       "      <td>157</td>\n",
+       "      <td>72.940204</td>\n",
+       "      <td>4964</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0.363636</td>\n",
+       "      <td>0.000772</td>\n",
+       "      <td>238</td>\n",
+       "      <td>318</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.092818</td>\n",
-       "      <td>0.621622</td>\n",
+       "      <td>0.095367</td>\n",
+       "      <td>0.625000</td>\n",
        "      <td>1</td>\n",
-       "      <td>64.479725</td>\n",
-       "      <td>4982</td>\n",
+       "      <td>55.726002</td>\n",
+       "      <td>4970</td>\n",
        "      <td>28</td>\n",
-       "      <td>0.454545</td>\n",
-       "      <td>0.000580</td>\n",
-       "      <td>92</td>\n",
-       "      <td>148</td>\n",
+       "      <td>0.272727</td>\n",
+       "      <td>0.000600</td>\n",
+       "      <td>390</td>\n",
+       "      <td>624</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.232340</td>\n",
-       "      <td>0.746835</td>\n",
-       "      <td>2</td>\n",
-       "      <td>71.254368</td>\n",
-       "      <td>4996</td>\n",
-       "      <td>44</td>\n",
-       "      <td>0.545455</td>\n",
-       "      <td>0.001283</td>\n",
-       "      <td>59</td>\n",
-       "      <td>79</td>\n",
+       "      <td>0.058091</td>\n",
+       "      <td>0.566007</td>\n",
+       "      <td>1</td>\n",
+       "      <td>50.199340</td>\n",
+       "      <td>4985</td>\n",
+       "      <td>85</td>\n",
+       "      <td>0.272727</td>\n",
+       "      <td>0.000541</td>\n",
+       "      <td>343</td>\n",
+       "      <td>606</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
        "      <td>#</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>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.201727</td>\n",
-       "      <td>0.726027</td>\n",
+       "      <td>0.269329</td>\n",
+       "      <td>0.769231</td>\n",
        "      <td>2</td>\n",
-       "      <td>54.439725</td>\n",
-       "      <td>4738</td>\n",
-       "      <td>69</td>\n",
-       "      <td>0.545455</td>\n",
-       "      <td>0.000980</td>\n",
-       "      <td>53</td>\n",
-       "      <td>73</td>\n",
+       "      <td>90.642978</td>\n",
+       "      <td>4858</td>\n",
+       "      <td>88</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.001952</td>\n",
+       "      <td>120</td>\n",
+       "      <td>156</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.234697</td>\n",
-       "      <td>0.748344</td>\n",
+       "      <td>0.031250</td>\n",
+       "      <td>0.500000</td>\n",
        "      <td>1</td>\n",
-       "      <td>58.840274</td>\n",
-       "      <td>4977</td>\n",
-       "      <td>78</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.000530</td>\n",
-       "      <td>226</td>\n",
-       "      <td>302</td>\n",
+       "      <td>57.657736</td>\n",
+       "      <td>4312</td>\n",
+       "      <td>208</td>\n",
+       "      <td>0.727273</td>\n",
+       "      <td>0.000621</td>\n",
+       "      <td>9</td>\n",
+       "      <td>18</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7</th>\n",
        "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.327680</td>\n",
-       "      <td>0.800000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>65.627071</td>\n",
-       "      <td>4175</td>\n",
-       "      <td>79</td>\n",
-       "      <td>0.727273</td>\n",
-       "      <td>0.000591</td>\n",
-       "      <td>16</td>\n",
-       "      <td>20</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>5</td>\n",
+       "      <td>96.736559</td>\n",
+       "      <td>4950</td>\n",
+       "      <td>211</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.005209</td>\n",
+       "      <td>150</td>\n",
+       "      <td>150</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8</th>\n",
-       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.261500</td>\n",
-       "      <td>0.764706</td>\n",
+       "      <td>0.094168</td>\n",
+       "      <td>0.623420</td>\n",
        "      <td>1</td>\n",
-       "      <td>91.886819</td>\n",
-       "      <td>4952</td>\n",
-       "      <td>137</td>\n",
-       "      <td>0.454545</td>\n",
-       "      <td>0.000827</td>\n",
-       "      <td>117</td>\n",
-       "      <td>153</td>\n",
+       "      <td>58.887750</td>\n",
+       "      <td>4985</td>\n",
+       "      <td>233</td>\n",
+       "      <td>0.181818</td>\n",
+       "      <td>0.000583</td>\n",
+       "      <td>740</td>\n",
+       "      <td>1187</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9</th>\n",
-       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.095687</td>\n",
-       "      <td>0.625418</td>\n",
-       "      <td>1</td>\n",
-       "      <td>70.672154</td>\n",
-       "      <td>4983</td>\n",
-       "      <td>159</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.000636</td>\n",
-       "      <td>187</td>\n",
-       "      <td>299</td>\n",
+       "      <td>0.242661</td>\n",
+       "      <td>0.753356</td>\n",
+       "      <td>3</td>\n",
+       "      <td>72.209555</td>\n",
+       "      <td>4974</td>\n",
+       "      <td>267</td>\n",
+       "      <td>0.272727</td>\n",
+       "      <td>0.002432</td>\n",
+       "      <td>449</td>\n",
+       "      <td>596</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.242486</td>\n",
-       "      <td>0.753247</td>\n",
-       "      <td>1</td>\n",
-       "      <td>88.551901</td>\n",
-       "      <td>4952</td>\n",
-       "      <td>165</td>\n",
-       "      <td>0.545455</td>\n",
-       "      <td>0.000797</td>\n",
-       "      <td>58</td>\n",
-       "      <td>77</td>\n",
+       "      <td>0.248188</td>\n",
+       "      <td>0.756757</td>\n",
+       "      <td>2</td>\n",
+       "      <td>74.527591</td>\n",
+       "      <td>4944</td>\n",
+       "      <td>285</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.001605</td>\n",
+       "      <td>112</td>\n",
+       "      <td>148</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
        "      <td>#</td>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.093938</td>\n",
-       "      <td>0.623116</td>\n",
-       "      <td>1</td>\n",
-       "      <td>51.744319</td>\n",
-       "      <td>4991</td>\n",
-       "      <td>201</td>\n",
-       "      <td>0.181818</td>\n",
-       "      <td>0.000466</td>\n",
-       "      <td>744</td>\n",
-       "      <td>1194</td>\n",
+       "      <td>0.250877</td>\n",
+       "      <td>0.758389</td>\n",
+       "      <td>3</td>\n",
+       "      <td>66.878293</td>\n",
+       "      <td>4913</td>\n",
+       "      <td>287</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.002161</td>\n",
+       "      <td>113</td>\n",
+       "      <td>149</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.248188</td>\n",
-       "      <td>0.756757</td>\n",
+       "      <td>0.087118</td>\n",
+       "      <td>0.613793</td>\n",
        "      <td>1</td>\n",
-       "      <td>73.213965</td>\n",
-       "      <td>4999</td>\n",
-       "      <td>202</td>\n",
-       "      <td>0.545455</td>\n",
-       "      <td>0.000657</td>\n",
-       "      <td>56</td>\n",
-       "      <td>74</td>\n",
+       "      <td>67.400426</td>\n",
+       "      <td>4916</td>\n",
+       "      <td>291</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.000726</td>\n",
+       "      <td>89</td>\n",
+       "      <td>145</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td>#</td>\n",
-       "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.231936</td>\n",
-       "      <td>0.746575</td>\n",
+       "      <td>0.232078</td>\n",
+       "      <td>0.746667</td>\n",
        "      <td>1</td>\n",
-       "      <td>69.335533</td>\n",
-       "      <td>4989</td>\n",
-       "      <td>203</td>\n",
+       "      <td>74.640091</td>\n",
+       "      <td>4906</td>\n",
+       "      <td>293</td>\n",
        "      <td>0.454545</td>\n",
-       "      <td>0.000624</td>\n",
-       "      <td>109</td>\n",
-       "      <td>146</td>\n",
+       "      <td>0.000804</td>\n",
+       "      <td>112</td>\n",
+       "      <td>150</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>#</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.100635</td>\n",
-       "      <td>0.631757</td>\n",
+       "      <td>0.090453</td>\n",
+       "      <td>0.618421</td>\n",
        "      <td>1</td>\n",
-       "      <td>72.898203</td>\n",
-       "      <td>4869</td>\n",
-       "      <td>227</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.000656</td>\n",
-       "      <td>187</td>\n",
-       "      <td>296</td>\n",
+       "      <td>57.602071</td>\n",
+       "      <td>4889</td>\n",
+       "      <td>315</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.000620</td>\n",
+       "      <td>94</td>\n",
+       "      <td>152</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
-       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.234590</td>\n",
-       "      <td>0.748276</td>\n",
+       "      <td>0.102352</td>\n",
+       "      <td>0.633898</td>\n",
        "      <td>1</td>\n",
-       "      <td>65.926134</td>\n",
-       "      <td>4989</td>\n",
-       "      <td>287</td>\n",
+       "      <td>58.390511</td>\n",
+       "      <td>4947</td>\n",
+       "      <td>315</td>\n",
        "      <td>0.363636</td>\n",
-       "      <td>0.000593</td>\n",
-       "      <td>217</td>\n",
-       "      <td>290</td>\n",
+       "      <td>0.000629</td>\n",
+       "      <td>187</td>\n",
+       "      <td>295</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
-       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.245719</td>\n",
-       "      <td>0.755245</td>\n",
+       "      <td>0.223701</td>\n",
+       "      <td>0.741197</td>\n",
        "      <td>1</td>\n",
-       "      <td>64.227067</td>\n",
-       "      <td>4962</td>\n",
-       "      <td>317</td>\n",
-       "      <td>0.454545</td>\n",
-       "      <td>0.000578</td>\n",
-       "      <td>108</td>\n",
-       "      <td>143</td>\n",
+       "      <td>66.685177</td>\n",
+       "      <td>4966</td>\n",
+       "      <td>419</td>\n",
+       "      <td>0.272727</td>\n",
+       "      <td>0.000718</td>\n",
+       "      <td>421</td>\n",
+       "      <td>568</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17</th>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.224991</td>\n",
-       "      <td>0.742049</td>\n",
+       "      <td>0.100275</td>\n",
+       "      <td>0.631304</td>\n",
        "      <td>1</td>\n",
-       "      <td>56.163373</td>\n",
-       "      <td>4989</td>\n",
-       "      <td>336</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.000505</td>\n",
-       "      <td>210</td>\n",
-       "      <td>283</td>\n",
+       "      <td>67.154864</td>\n",
+       "      <td>4966</td>\n",
+       "      <td>419</td>\n",
+       "      <td>0.272727</td>\n",
+       "      <td>0.000742</td>\n",
+       "      <td>363</td>\n",
+       "      <td>575</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18</th>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.097513</td>\n",
-       "      <td>0.627787</td>\n",
+       "      <td>0.090419</td>\n",
+       "      <td>0.618375</td>\n",
        "      <td>1</td>\n",
-       "      <td>69.625580</td>\n",
-       "      <td>4999</td>\n",
-       "      <td>345</td>\n",
-       "      <td>0.272727</td>\n",
-       "      <td>0.000617</td>\n",
-       "      <td>366</td>\n",
-       "      <td>583</td>\n",
+       "      <td>66.661601</td>\n",
+       "      <td>4994</td>\n",
+       "      <td>426</td>\n",
+       "      <td>0.363636</td>\n",
+       "      <td>0.000718</td>\n",
+       "      <td>175</td>\n",
+       "      <td>283</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19</th>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
@@ -5671,20 +5536,21 @@
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.098505</td>\n",
-       "      <td>0.629060</td>\n",
-       "      <td>2</td>\n",
-       "      <td>60.569688</td>\n",
-       "      <td>4997</td>\n",
-       "      <td>361</td>\n",
+       "      <td>0.235241</td>\n",
+       "      <td>0.748691</td>\n",
+       "      <td>4</td>\n",
+       "      <td>62.056210</td>\n",
+       "      <td>4979</td>\n",
+       "      <td>426</td>\n",
        "      <td>0.272727</td>\n",
-       "      <td>0.013032</td>\n",
-       "      <td>368</td>\n",
-       "      <td>585</td>\n",
+       "      <td>0.002673</td>\n",
+       "      <td>429</td>\n",
+       "      <td>573</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>20</th>\n",
-       "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
@@ -5693,234 +5559,233 @@
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.237305</td>\n",
-       "      <td>0.750000</td>\n",
-       "      <td>3</td>\n",
-       "      <td>65.966778</td>\n",
-       "      <td>4988</td>\n",
-       "      <td>366</td>\n",
+       "      <td>0.232479</td>\n",
+       "      <td>0.746924</td>\n",
+       "      <td>2</td>\n",
+       "      <td>65.339406</td>\n",
+       "      <td>4999</td>\n",
+       "      <td>441</td>\n",
        "      <td>0.272727</td>\n",
-       "      <td>0.001740</td>\n",
-       "      <td>435</td>\n",
-       "      <td>580</td>\n",
+       "      <td>0.001576</td>\n",
+       "      <td>425</td>\n",
+       "      <td>569</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>21</th>\n",
        "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>13</td>\n",
-       "      <td>57.365878</td>\n",
-       "      <td>4988</td>\n",
-       "      <td>390</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.006712</td>\n",
-       "      <td>292</td>\n",
-       "      <td>292</td>\n",
+       "      <td>0.240123</td>\n",
+       "      <td>0.751773</td>\n",
+       "      <td>1</td>\n",
+       "      <td>87.026303</td>\n",
+       "      <td>4905</td>\n",
+       "      <td>464</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.000937</td>\n",
+       "      <td>106</td>\n",
+       "      <td>141</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>22</th>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.248496</td>\n",
-       "      <td>0.756944</td>\n",
-       "      <td>1</td>\n",
-       "      <td>67.844284</td>\n",
-       "      <td>4982</td>\n",
-       "      <td>405</td>\n",
-       "      <td>0.454545</td>\n",
-       "      <td>0.000611</td>\n",
-       "      <td>109</td>\n",
-       "      <td>144</td>\n",
+       "      <td>0.240776</td>\n",
+       "      <td>0.752182</td>\n",
+       "      <td>2</td>\n",
+       "      <td>54.757896</td>\n",
+       "      <td>4985</td>\n",
+       "      <td>476</td>\n",
+       "      <td>0.272727</td>\n",
+       "      <td>0.001179</td>\n",
+       "      <td>431</td>\n",
+       "      <td>573</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>23</th>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.084825</td>\n",
-       "      <td>0.610526</td>\n",
-       "      <td>1</td>\n",
-       "      <td>63.609141</td>\n",
-       "      <td>4970</td>\n",
-       "      <td>415</td>\n",
+       "      <td>0.507621</td>\n",
+       "      <td>0.873188</td>\n",
+       "      <td>2</td>\n",
+       "      <td>83.276405</td>\n",
+       "      <td>4950</td>\n",
+       "      <td>510</td>\n",
        "      <td>0.363636</td>\n",
-       "      <td>0.000573</td>\n",
-       "      <td>174</td>\n",
-       "      <td>285</td>\n",
+       "      <td>0.001794</td>\n",
+       "      <td>241</td>\n",
+       "      <td>276</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>24</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.231936</td>\n",
-       "      <td>0.746575</td>\n",
+       "      <td>0.251665</td>\n",
+       "      <td>0.758865</td>\n",
        "      <td>1</td>\n",
-       "      <td>57.260387</td>\n",
-       "      <td>4991</td>\n",
-       "      <td>423</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.000515</td>\n",
-       "      <td>218</td>\n",
-       "      <td>292</td>\n",
+       "      <td>75.456930</td>\n",
+       "      <td>4945</td>\n",
+       "      <td>525</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.000813</td>\n",
+       "      <td>107</td>\n",
+       "      <td>141</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25</th>\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>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.052922</td>\n",
-       "      <td>0.555556</td>\n",
+       "      <td>0.251877</td>\n",
+       "      <td>0.758993</td>\n",
        "      <td>1</td>\n",
-       "      <td>50.876480</td>\n",
-       "      <td>4581</td>\n",
-       "      <td>485</td>\n",
-       "      <td>0.818182</td>\n",
-       "      <td>0.000458</td>\n",
-       "      <td>5</td>\n",
-       "      <td>9</td>\n",
+       "      <td>66.816226</td>\n",
+       "      <td>4981</td>\n",
+       "      <td>531</td>\n",
+       "      <td>0.363636</td>\n",
+       "      <td>0.000720</td>\n",
+       "      <td>211</td>\n",
+       "      <td>278</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>26</th>\n",
-       "      <td>0.0</td>\n",
-       "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.255006</td>\n",
-       "      <td>0.760870</td>\n",
-       "      <td>2</td>\n",
-       "      <td>63.294082</td>\n",
-       "      <td>4990</td>\n",
-       "      <td>538</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.001139</td>\n",
-       "      <td>210</td>\n",
-       "      <td>276</td>\n",
+       "      <td>0.089888</td>\n",
+       "      <td>0.617647</td>\n",
+       "      <td>1</td>\n",
+       "      <td>71.093083</td>\n",
+       "      <td>4851</td>\n",
+       "      <td>532</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.000766</td>\n",
+       "      <td>84</td>\n",
+       "      <td>136</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>27</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.099786</td>\n",
-       "      <td>0.630687</td>\n",
+       "      <td>0.355073</td>\n",
+       "      <td>0.812950</td>\n",
        "      <td>1</td>\n",
-       "      <td>59.458472</td>\n",
-       "      <td>4999</td>\n",
-       "      <td>541</td>\n",
-       "      <td>0.181818</td>\n",
-       "      <td>0.000502</td>\n",
-       "      <td>707</td>\n",
-       "      <td>1121</td>\n",
+       "      <td>74.138810</td>\n",
+       "      <td>4865</td>\n",
+       "      <td>539</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.000798</td>\n",
+       "      <td>113</td>\n",
+       "      <td>139</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>28</th>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>8</td>\n",
-       "      <td>75.513925</td>\n",
-       "      <td>4980</td>\n",
+       "      <td>0.057608</td>\n",
+       "      <td>0.565062</td>\n",
+       "      <td>1</td>\n",
+       "      <td>44.052883</td>\n",
+       "      <td>4999</td>\n",
        "      <td>544</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.005500</td>\n",
-       "      <td>276</td>\n",
-       "      <td>276</td>\n",
+       "      <td>0.272727</td>\n",
+       "      <td>0.000501</td>\n",
+       "      <td>317</td>\n",
+       "      <td>561</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>29</th>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.215549</td>\n",
-       "      <td>0.735714</td>\n",
+       "      <td>0.267383</td>\n",
+       "      <td>0.768116</td>\n",
        "      <td>1</td>\n",
-       "      <td>62.563335</td>\n",
-       "      <td>4897</td>\n",
-       "      <td>546</td>\n",
-       "      <td>0.454545</td>\n",
-       "      <td>0.000563</td>\n",
-       "      <td>103</td>\n",
-       "      <td>140</td>\n",
+       "      <td>65.383433</td>\n",
+       "      <td>4990</td>\n",
+       "      <td>552</td>\n",
+       "      <td>0.545455</td>\n",
+       "      <td>0.000745</td>\n",
+       "      <td>53</td>\n",
+       "      <td>69</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -5947,419 +5812,395 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>466</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
+       "      <th>514</th>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>...</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>75.250000</td>\n",
-       "      <td>4916</td>\n",
-       "      <td>4916</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.000677</td>\n",
-       "      <td>0</td>\n",
-       "      <td>4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>467</th>\n",
-       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
+       "      <td>0.052922</td>\n",
+       "      <td>0.555556</td>\n",
        "      <td>1</td>\n",
-       "      <td>61.333333</td>\n",
-       "      <td>4954</td>\n",
-       "      <td>4917</td>\n",
-       "      <td>0.454545</td>\n",
-       "      <td>0.000552</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
+       "      <td>63.346923</td>\n",
+       "      <td>4988</td>\n",
+       "      <td>4916</td>\n",
+       "      <td>0.181818</td>\n",
+       "      <td>0.000682</td>\n",
+       "      <td>10</td>\n",
+       "      <td>18</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>468</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <th>515</th>\n",
        "      <td>#</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>75.000000</td>\n",
-       "      <td>4917</td>\n",
-       "      <td>4917</td>\n",
-       "      <td>0.454545</td>\n",
-       "      <td>0.000675</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
+       "      <td>0.031250</td>\n",
+       "      <td>0.500000</td>\n",
+       "      <td>2</td>\n",
+       "      <td>70.250000</td>\n",
+       "      <td>4966</td>\n",
+       "      <td>4916</td>\n",
+       "      <td>0.363636</td>\n",
+       "      <td>0.001513</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>469</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
+       "      <th>516</th>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.131687</td>\n",
-       "      <td>0.666667</td>\n",
+       "      <td>0.004115</td>\n",
+       "      <td>0.333333</td>\n",
        "      <td>1</td>\n",
-       "      <td>46.666667</td>\n",
-       "      <td>4918</td>\n",
+       "      <td>65.560000</td>\n",
+       "      <td>4988</td>\n",
        "      <td>4918</td>\n",
-       "      <td>0.454545</td>\n",
-       "      <td>0.000420</td>\n",
+       "      <td>0.363636</td>\n",
+       "      <td>0.000706</td>\n",
        "      <td>2</td>\n",
-       "      <td>3</td>\n",
+       "      <td>6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>470</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
+       "      <th>517</th>\n",
        "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
+       "      <td>0.401878</td>\n",
+       "      <td>0.833333</td>\n",
        "      <td>1</td>\n",
-       "      <td>55.000000</td>\n",
-       "      <td>4927</td>\n",
-       "      <td>4927</td>\n",
-       "      <td>0.454545</td>\n",
-       "      <td>0.000495</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
+       "      <td>81.920000</td>\n",
+       "      <td>4994</td>\n",
+       "      <td>4919</td>\n",
+       "      <td>0.272727</td>\n",
+       "      <td>0.000882</td>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>471</th>\n",
-       "      <td>#</td>\n",
+       "      <th>518</th>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.104358</td>\n",
-       "      <td>0.636364</td>\n",
+       "      <td>0.237305</td>\n",
+       "      <td>0.750000</td>\n",
        "      <td>1</td>\n",
-       "      <td>69.339809</td>\n",
+       "      <td>62.364800</td>\n",
        "      <td>4989</td>\n",
-       "      <td>4929</td>\n",
-       "      <td>0.181818</td>\n",
-       "      <td>0.000618</td>\n",
-       "      <td>14</td>\n",
-       "      <td>22</td>\n",
+       "      <td>4923</td>\n",
+       "      <td>0.272727</td>\n",
+       "      <td>0.000672</td>\n",
+       "      <td>6</td>\n",
+       "      <td>8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>472</th>\n",
-       "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
+       "      <th>519</th>\n",
+       "      <td>1.0</td>\n",
        "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.401878</td>\n",
-       "      <td>0.833333</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>77.360000</td>\n",
-       "      <td>4980</td>\n",
-       "      <td>4929</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.000696</td>\n",
-       "      <td>5</td>\n",
-       "      <td>6</td>\n",
+       "      <td>65.000000</td>\n",
+       "      <td>4972</td>\n",
+       "      <td>4924</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.000700</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>473</th>\n",
-       "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <th>520</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>...</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>45.000000</td>\n",
-       "      <td>4990</td>\n",
-       "      <td>4931</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.000405</td>\n",
+       "      <td>59.000000</td>\n",
+       "      <td>4988</td>\n",
+       "      <td>4924</td>\n",
+       "      <td>0.545455</td>\n",
+       "      <td>0.000635</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>474</th>\n",
+       "      <th>521</th>\n",
+       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.002430</td>\n",
-       "      <td>0.300000</td>\n",
+       "      <td>0.004115</td>\n",
+       "      <td>0.333333</td>\n",
+       "      <td>1</td>\n",
+       "      <td>58.666667</td>\n",
+       "      <td>4981</td>\n",
+       "      <td>4926</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.000632</td>\n",
        "      <td>1</td>\n",
-       "      <td>66.627840</td>\n",
-       "      <td>4997</td>\n",
-       "      <td>4933</td>\n",
-       "      <td>0.272727</td>\n",
-       "      <td>0.000588</td>\n",
        "      <td>3</td>\n",
-       "      <td>10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>475</th>\n",
-       "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
+       "      <th>522</th>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.077760</td>\n",
-       "      <td>0.600000</td>\n",
+       "      <td>0.031250</td>\n",
+       "      <td>0.500000</td>\n",
        "      <td>1</td>\n",
-       "      <td>51.000000</td>\n",
-       "      <td>4962</td>\n",
-       "      <td>4938</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.000459</td>\n",
-       "      <td>3</td>\n",
+       "      <td>68.672320</td>\n",
+       "      <td>4994</td>\n",
+       "      <td>4927</td>\n",
+       "      <td>0.272727</td>\n",
+       "      <td>0.000728</td>\n",
        "      <td>5</td>\n",
+       "      <td>10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>476</th>\n",
-       "      <td>1.0</td>\n",
+       "      <th>523</th>\n",
+       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>#</td>\n",
        "      <td>...</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>65.500000</td>\n",
-       "      <td>4983</td>\n",
-       "      <td>4941</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.000590</td>\n",
+       "      <td>77.000000</td>\n",
+       "      <td>4982</td>\n",
+       "      <td>4927</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.000829</td>\n",
        "      <td>2</td>\n",
        "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>477</th>\n",
-       "      <td>#</td>\n",
+       "      <th>524</th>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.100000</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>72.446450</td>\n",
-       "      <td>4941</td>\n",
-       "      <td>4941</td>\n",
-       "      <td>0.454545</td>\n",
-       "      <td>0.000652</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>71.000000</td>\n",
+       "      <td>4935</td>\n",
+       "      <td>4935</td>\n",
+       "      <td>0.636364</td>\n",
+       "      <td>0.000765</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>478</th>\n",
-       "      <td>#</td>\n",
+       "      <th>525</th>\n",
        "      <td>0.0</td>\n",
-       "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>49.000000</td>\n",
-       "      <td>4946</td>\n",
-       "      <td>4946</td>\n",
-       "      <td>0.454545</td>\n",
-       "      <td>0.000441</td>\n",
-       "      <td>0</td>\n",
+       "      <td>0.004115</td>\n",
+       "      <td>0.333333</td>\n",
        "      <td>1</td>\n",
+       "      <td>54.960000</td>\n",
+       "      <td>4977</td>\n",
+       "      <td>4936</td>\n",
+       "      <td>0.272727</td>\n",
+       "      <td>0.000649</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>479</th>\n",
-       "      <td>0.0</td>\n",
+       "      <th>526</th>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
+       "      <td>0.031250</td>\n",
+       "      <td>0.500000</td>\n",
        "      <td>1</td>\n",
-       "      <td>54.333333</td>\n",
-       "      <td>4997</td>\n",
-       "      <td>4946</td>\n",
-       "      <td>0.454545</td>\n",
-       "      <td>0.000489</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
+       "      <td>52.000000</td>\n",
+       "      <td>4977</td>\n",
+       "      <td>4942</td>\n",
+       "      <td>0.363636</td>\n",
+       "      <td>0.000447</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>480</th>\n",
-       "      <td>0.0</td>\n",
-       "      <td>#</td>\n",
+       "      <th>527</th>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>76.320000</td>\n",
-       "      <td>4947</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>2</td>\n",
+       "      <td>68.200000</td>\n",
        "      <td>4947</td>\n",
-       "      <td>0.454545</td>\n",
-       "      <td>0.000697</td>\n",
-       "      <td>0</td>\n",
-       "      <td>6</td>\n",
+       "      <td>4944</td>\n",
+       "      <td>0.363636</td>\n",
+       "      <td>0.001469</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>481</th>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
+       "      <th>528</th>\n",
        "      <td>1.0</td>\n",
-       "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.031250</td>\n",
-       "      <td>0.500000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>62.000000</td>\n",
-       "      <td>4952</td>\n",
-       "      <td>4952</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.000558</td>\n",
+       "      <td>59.000000</td>\n",
+       "      <td>4946</td>\n",
+       "      <td>4946</td>\n",
+       "      <td>0.545455</td>\n",
+       "      <td>0.000635</td>\n",
+       "      <td>0</td>\n",
        "      <td>1</td>\n",
-       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>482</th>\n",
+       "      <th>529</th>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.237305</td>\n",
-       "      <td>0.750000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>60.500000</td>\n",
-       "      <td>4995</td>\n",
-       "      <td>4954</td>\n",
-       "      <td>0.272727</td>\n",
-       "      <td>0.000545</td>\n",
+       "      <td>63.000000</td>\n",
+       "      <td>4947</td>\n",
+       "      <td>4947</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.000678</td>\n",
+       "      <td>3</td>\n",
        "      <td>3</td>\n",
-       "      <td>4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>483</th>\n",
+       "      <th>530</th>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>0.0</td>\n",
@@ -6367,71 +6208,71 @@
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.031250</td>\n",
-       "      <td>0.500000</td>\n",
+       "      <td>0.100000</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>72.400000</td>\n",
-       "      <td>4996</td>\n",
-       "      <td>4955</td>\n",
+       "      <td>100.000000</td>\n",
+       "      <td>4950</td>\n",
+       "      <td>4950</td>\n",
        "      <td>0.363636</td>\n",
-       "      <td>0.000648</td>\n",
-       "      <td>3</td>\n",
-       "      <td>6</td>\n",
+       "      <td>0.001077</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>484</th>\n",
+       "      <th>531</th>\n",
        "      <td>#</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>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.237305</td>\n",
-       "      <td>0.750000</td>\n",
+       "      <td>0.031250</td>\n",
+       "      <td>0.500000</td>\n",
        "      <td>1</td>\n",
-       "      <td>63.000000</td>\n",
-       "      <td>4990</td>\n",
-       "      <td>4959</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.000567</td>\n",
-       "      <td>3</td>\n",
-       "      <td>4</td>\n",
+       "      <td>60.000000</td>\n",
+       "      <td>4989</td>\n",
+       "      <td>4953</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.000646</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>485</th>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
+       "      <th>532</th>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.046266</td>\n",
-       "      <td>0.857143</td>\n",
+       "      <td>0.237305</td>\n",
+       "      <td>0.750000</td>\n",
        "      <td>1</td>\n",
-       "      <td>48.984000</td>\n",
-       "      <td>4968</td>\n",
-       "      <td>4968</td>\n",
-       "      <td>0.454545</td>\n",
-       "      <td>0.000441</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <td>55.250000</td>\n",
+       "      <td>4984</td>\n",
+       "      <td>4953</td>\n",
+       "      <td>0.363636</td>\n",
+       "      <td>0.000474</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>486</th>\n",
+       "      <th>533</th>\n",
+       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
@@ -6439,73 +6280,73 @@
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.095367</td>\n",
-       "      <td>0.625000</td>\n",
+       "      <td>0.000129</td>\n",
+       "      <td>0.166667</td>\n",
        "      <td>1</td>\n",
-       "      <td>64.211200</td>\n",
-       "      <td>4989</td>\n",
-       "      <td>4970</td>\n",
+       "      <td>48.480000</td>\n",
+       "      <td>4982</td>\n",
+       "      <td>4960</td>\n",
        "      <td>0.272727</td>\n",
-       "      <td>0.000560</td>\n",
-       "      <td>5</td>\n",
-       "      <td>8</td>\n",
+       "      <td>0.000522</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>487</th>\n",
-       "      <td>1.0</td>\n",
-       "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
+       "      <th>534</th>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
+       "      <td>0.100000</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>64.000000</td>\n",
-       "      <td>4971</td>\n",
-       "      <td>4971</td>\n",
+       "      <td>74.528049</td>\n",
+       "      <td>4962</td>\n",
+       "      <td>4962</td>\n",
        "      <td>0.454545</td>\n",
-       "      <td>0.000576</td>\n",
+       "      <td>0.000803</td>\n",
+       "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>488</th>\n",
+       "      <th>535</th>\n",
        "      <td>1.0</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>...</td>\n",
        "      <td>0.100000</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>71.816038</td>\n",
-       "      <td>4971</td>\n",
-       "      <td>4971</td>\n",
+       "      <td>77.066474</td>\n",
+       "      <td>4966</td>\n",
+       "      <td>4966</td>\n",
        "      <td>0.363636</td>\n",
-       "      <td>0.000646</td>\n",
+       "      <td>0.000830</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>489</th>\n",
+       "      <th>536</th>\n",
        "      <td>#</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>#</td>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
@@ -6514,417 +6355,441 @@
        "      <td>0.100000</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>53.317578</td>\n",
-       "      <td>4977</td>\n",
-       "      <td>4977</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.000480</td>\n",
+       "      <td>56.695572</td>\n",
+       "      <td>4970</td>\n",
+       "      <td>4970</td>\n",
+       "      <td>0.636364</td>\n",
+       "      <td>0.000611</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>490</th>\n",
+       "      <th>537</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.131687</td>\n",
-       "      <td>0.666667</td>\n",
+       "      <td>0.004115</td>\n",
+       "      <td>0.333333</td>\n",
+       "      <td>1</td>\n",
+       "      <td>57.666667</td>\n",
+       "      <td>4970</td>\n",
+       "      <td>4970</td>\n",
+       "      <td>0.363636</td>\n",
+       "      <td>0.000512</td>\n",
        "      <td>1</td>\n",
-       "      <td>66.000000</td>\n",
-       "      <td>4995</td>\n",
-       "      <td>4978</td>\n",
-       "      <td>0.272727</td>\n",
-       "      <td>0.000594</td>\n",
-       "      <td>2</td>\n",
        "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>491</th>\n",
-       "      <td>0.0</td>\n",
-       "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
+       "      <th>538</th>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.031250</td>\n",
-       "      <td>0.500000</td>\n",
+       "      <td>0.052510</td>\n",
+       "      <td>0.879121</td>\n",
        "      <td>1</td>\n",
-       "      <td>51.000000</td>\n",
-       "      <td>4990</td>\n",
+       "      <td>81.060258</td>\n",
        "      <td>4978</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.000459</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2</td>\n",
+       "      <td>4978</td>\n",
+       "      <td>0.545455</td>\n",
+       "      <td>0.000873</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>492</th>\n",
+       "      <th>539</th>\n",
        "      <td>#</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.100000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1</td>\n",
+       "      <td>54.000000</td>\n",
+       "      <td>4981</td>\n",
+       "      <td>4981</td>\n",
+       "      <td>0.545455</td>\n",
+       "      <td>0.000582</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>540</th>\n",
+       "      <td>#</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>#</td>\n",
+       "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>59.000000</td>\n",
-       "      <td>4982</td>\n",
+       "      <td>84.000000</td>\n",
+       "      <td>4994</td>\n",
        "      <td>4982</td>\n",
        "      <td>0.363636</td>\n",
-       "      <td>0.000531</td>\n",
-       "      <td>0</td>\n",
+       "      <td>0.000905</td>\n",
+       "      <td>1</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>493</th>\n",
+       "      <th>541</th>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.004115</td>\n",
-       "      <td>0.333333</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>74.333333</td>\n",
-       "      <td>4999</td>\n",
-       "      <td>4988</td>\n",
+       "      <td>53.000000</td>\n",
+       "      <td>4985</td>\n",
+       "      <td>4985</td>\n",
        "      <td>0.272727</td>\n",
-       "      <td>0.000693</td>\n",
+       "      <td>0.000571</td>\n",
+       "      <td>0</td>\n",
        "      <td>1</td>\n",
-       "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>494</th>\n",
-       "      <td>0.0</td>\n",
+       "      <th>542</th>\n",
        "      <td>1.0</td>\n",
        "      <td>1.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
-       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
        "      <td>...</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
+       "      <td>0.100000</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>74.500000</td>\n",
-       "      <td>4989</td>\n",
-       "      <td>4989</td>\n",
+       "      <td>65.506661</td>\n",
+       "      <td>4988</td>\n",
+       "      <td>4988</td>\n",
        "      <td>0.363636</td>\n",
-       "      <td>0.000693</td>\n",
+       "      <td>0.000705</td>\n",
+       "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>495</th>\n",
-       "      <td>#</td>\n",
-       "      <td>#</td>\n",
+       "      <th>543</th>\n",
        "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>0.0</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
        "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>#</td>\n",
-       "      <td>#</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>...</td>\n",
        "      <td>0.100000</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>54.333333</td>\n",
-       "      <td>4997</td>\n",
-       "      <td>4997</td>\n",
-       "      <td>0.181818</td>\n",
-       "      <td>0.000489</td>\n",
+       "      <td>71.621120</td>\n",
+       "      <td>4994</td>\n",
+       "      <td>4994</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.000771</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>496 rows × 22 columns</p>\n",
+       "<p>544 rows × 22 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
        "     A_0  A_1  A_2  R_0  R_1  R_2  R_3  R_4  R_5  R_6  ...   Fitness  \\\n",
-       "0      #    #  1.0  1.0  1.0    #  1.0    #  1.0    #  ...  1.000000   \n",
-       "1      #    #  0.0  0.0  0.0  0.0    #  1.0    #    #  ...  0.104358   \n",
-       "2    0.0    #    #  1.0    #  1.0    #  1.0    #  1.0  ...  0.229843   \n",
-       "3      #  0.0    #  1.0  0.0    #  1.0  0.0    #    #  ...  0.092818   \n",
-       "4    1.0  1.0    #  0.0  1.0    #  0.0    #    #  1.0  ...  0.232340   \n",
-       "5      #  0.0  1.0  1.0  0.0  0.0  1.0    #    #    #  ...  0.201727   \n",
-       "6      #  1.0  1.0    #    #    #  0.0    #    #  0.0  ...  0.234697   \n",
-       "7      #  0.0  1.0  1.0    #  0.0  1.0  1.0  0.0  0.0  ...  0.327680   \n",
-       "8    1.0    #  1.0    #  0.0  0.0    #    #  0.0    #  ...  0.261500   \n",
-       "9    1.0    #    #    #  0.0  1.0    #    #    #  1.0  ...  0.095687   \n",
-       "10   1.0    #  1.0    #  0.0  0.0  1.0    #  0.0    #  ...  0.242486   \n",
-       "11     #    #    #    #  0.0    #    #    #    #  0.0  ...  0.093938   \n",
-       "12   1.0    #    #  1.0    #  0.0  0.0  0.0  0.0    #  ...  0.248188   \n",
-       "13     #    #  1.0    #    #  1.0  1.0    #    #  0.0  ...  0.231936   \n",
-       "14     #    #  0.0    #  1.0    #    #  0.0  1.0    #  ...  0.100635   \n",
-       "15   0.0    #  1.0  0.0    #    #  1.0    #    #    #  ...  0.234590   \n",
-       "16   1.0    #    #  1.0    #  1.0    #  1.0    #  1.0  ...  0.245719   \n",
-       "17     #  1.0    #    #    #  1.0  1.0    #  1.0    #  ...  0.224991   \n",
-       "18   1.0    #    #  1.0    #    #    #  0.0    #    #  ...  0.097513   \n",
-       "19     #  1.0    #  0.0    #    #    #    #    #    #  ...  0.098505   \n",
-       "20   0.0  1.0    #    #    #  0.0    #    #    #    #  ...  0.237305   \n",
-       "21   0.0  1.0  0.0    #    #  0.0    #    #    #    #  ...  1.000000   \n",
-       "22   1.0    #  0.0    #    #    #  1.0  0.0    #    #  ...  0.248496   \n",
-       "23     #    #    #    #  1.0  0.0    #  1.0    #    #  ...  0.084825   \n",
-       "24   1.0  1.0    #  0.0    #    #    #    #    #    #  ...  0.231936   \n",
-       "25   1.0  0.0  0.0  0.0  1.0  0.0  0.0    #  0.0  0.0  ...  0.052922   \n",
-       "26   0.0    #  0.0  0.0    #    #    #    #    #    #  ...  0.255006   \n",
-       "27   1.0    #    #    #    #    #    #    #    #  0.0  ...  0.099786   \n",
-       "28   0.0    #  1.0    #  1.0    #  1.0    #    #    #  ...  1.000000   \n",
-       "29   0.0    #  0.0  0.0    #    #  0.0    #    #    #  ...  0.215549   \n",
+       "0      #  1.0    #    #  1.0    #    #    #  0.0  1.0  ...  0.096911   \n",
+       "1    1.0    #  1.0    #    #    #    #  0.0    #    #  ...  0.256215   \n",
+       "2      #  0.0  0.0  1.0    #    #    #    #  0.0    #  ...  0.234828   \n",
+       "3      #    #  1.0  0.0    #    #    #    #  0.0    #  ...  0.095367   \n",
+       "4      #    #    #    #    #    #  1.0    #  1.0    #  ...  0.058091   \n",
+       "5      #  0.0  1.0    #    #    #  1.0  1.0  1.0    #  ...  0.269329   \n",
+       "6    1.0    #  1.0  1.0    #    #  0.0  1.0  0.0  0.0  ...  0.031250   \n",
+       "7      #    #  0.0  0.0    #  0.0    #  0.0    #  0.0  ...  1.000000   \n",
+       "8      #    #    #  1.0    #    #  1.0    #    #    #  ...  0.094168   \n",
+       "9    0.0    #  0.0    #    #  1.0    #    #    #    #  ...  0.242661   \n",
+       "10   1.0    #  1.0  1.0    #    #    #    #    #  1.0  ...  0.248188   \n",
+       "11     #  1.0  0.0    #  1.0    #    #    #  0.0  1.0  ...  0.250877   \n",
+       "12     #    #  0.0    #  1.0    #  0.0  0.0  0.0    #  ...  0.087118   \n",
+       "13     #  1.0  1.0    #    #  1.0    #    #    #  0.0  ...  0.232078   \n",
+       "14   1.0    #    #  1.0  0.0    #  0.0  0.0    #    #  ...  0.090453   \n",
+       "15   1.0    #    #  1.0  0.0    #    #    #    #    #  ...  0.102352   \n",
+       "16     #  0.0  0.0  0.0    #    #    #    #    #    #  ...  0.223701   \n",
+       "17     #  0.0    #    #    #  1.0    #  0.0    #    #  ...  0.100275   \n",
+       "18   1.0    #    #  0.0    #  1.0    #    #    #    #  ...  0.090419   \n",
+       "19   1.0    #  1.0    #    #    #    #    #    #    #  ...  0.235241   \n",
+       "20     #    #  1.0    #    #    #  0.0    #    #    #  ...  0.232479   \n",
+       "21   0.0    #  0.0    #    #  1.0    #    #  1.0  1.0  ...  0.240123   \n",
+       "22     #    #  1.0    #    #    #  1.0    #  1.0    #  ...  0.240776   \n",
+       "23     #    #  0.0    #    #  0.0    #  0.0    #  0.0  ...  0.507621   \n",
+       "24     #    #  0.0  1.0    #  1.0    #  1.0    #  0.0  ...  0.251665   \n",
+       "25     #  0.0    #    #    #    #    #  0.0  0.0    #  ...  0.251877   \n",
+       "26     #  1.0    #    #  1.0    #    #  1.0  0.0  1.0  ...  0.089888   \n",
+       "27     #    #    #  0.0    #  0.0    #  0.0    #  0.0  ...  0.355073   \n",
+       "28     #    #    #  1.0  0.0    #    #    #    #    #  ...  0.057608   \n",
+       "29     #  1.0  0.0  0.0    #  0.0    #  1.0  1.0    #  ...  0.267383   \n",
        "..   ...  ...  ...  ...  ...  ...  ...  ...  ...  ...  ...       ...   \n",
-       "466  1.0  0.0    #    #    #    #    #  1.0  1.0    #  ...  0.000000   \n",
-       "467  1.0  0.0    #    #    #  0.0    #  1.0  0.0    #  ...  1.000000   \n",
-       "468  1.0  0.0    #  0.0    #  0.0    #  1.0    #    #  ...  1.000000   \n",
-       "469  1.0  1.0    #    #    #  1.0    #  0.0    #  0.0  ...  0.131687   \n",
-       "470  1.0  1.0  1.0    #    #  0.0  1.0    #    #    #  ...  1.000000   \n",
-       "471    #    #  1.0    #    #    #    #    #  1.0    #  ...  0.104358   \n",
-       "472    #  0.0  1.0    #    #    #  1.0    #  1.0    #  ...  0.401878   \n",
-       "473    #  0.0  0.0  0.0    #    #    #    #    #    #  ...  1.000000   \n",
-       "474  0.0  1.0  1.0    #    #    #    #    #    #    #  ...  0.002430   \n",
-       "475    #  1.0  1.0    #    #    #  0.0    #    #    #  ...  0.077760   \n",
-       "476  1.0  0.0  1.0    #    #    #    #    #  1.0    #  ...  1.000000   \n",
-       "477    #  0.0    #    #  1.0    #    #  1.0  1.0    #  ...  0.100000   \n",
-       "478    #  0.0    #  1.0  0.0    #  0.0  0.0    #    #  ...  0.000000   \n",
-       "479  0.0    #  1.0    #  0.0    #    #    #  1.0    #  ...  1.000000   \n",
-       "480  0.0    #  1.0    #    #  0.0  1.0    #  1.0    #  ...  0.000000   \n",
-       "481    #    #  1.0    #  0.0    #  1.0    #  0.0    #  ...  0.031250   \n",
-       "482    #    #  0.0    #    #    #  1.0  1.0    #    #  ...  0.237305   \n",
-       "483    #  1.0  0.0    #    #    #  0.0  0.0    #    #  ...  0.031250   \n",
-       "484    #  0.0  0.0  0.0    #    #    #    #    #  0.0  ...  0.237305   \n",
-       "485  0.0  1.0  0.0    #    #  0.0    #    #    #  1.0  ...  0.046266   \n",
-       "486  0.0  1.0  1.0    #    #    #    #    #    #    #  ...  0.095367   \n",
-       "487  1.0    #  1.0    #    #  1.0    #    #  0.0  1.0  ...  0.000000   \n",
-       "488  1.0  0.0  1.0    #    #    #    #    #  0.0    #  ...  0.100000   \n",
-       "489    #  1.0  1.0    #    #    #  0.0    #    #  0.0  ...  0.100000   \n",
-       "490    #    #  0.0  1.0    #    #  1.0    #    #    #  ...  0.131687   \n",
-       "491  0.0    #  0.0    #    #  1.0    #  1.0    #    #  ...  0.031250   \n",
-       "492    #  0.0  0.0    #    #    #  1.0  0.0    #    #  ...  0.000000   \n",
-       "493    #  1.0    #    #    #  0.0    #    #    #  0.0  ...  0.004115   \n",
-       "494  0.0  1.0  1.0    #    #    #  1.0    #    #    #  ...  0.000000   \n",
-       "495    #    #  1.0    #  0.0    #    #    #    #    #  ...  0.100000   \n",
+       "514    #    #    #  0.0    #    #    #  0.0    #    #  ...  0.052922   \n",
+       "515    #  0.0  0.0    #    #    #    #  0.0  0.0    #  ...  0.031250   \n",
+       "516    #  1.0  0.0    #    #  1.0  1.0    #    #    #  ...  0.004115   \n",
+       "517  1.0  0.0    #    #    #    #    #    #  1.0    #  ...  0.401878   \n",
+       "518    #  1.0  1.0    #    #    #    #    #    #    #  ...  0.237305   \n",
+       "519  1.0  1.0  0.0    #    #    #    #  1.0    #  0.0  ...  1.000000   \n",
+       "520  1.0  1.0  0.0    #  1.0    #    #    #    #  0.0  ...  1.000000   \n",
+       "521    #  0.0  1.0    #  0.0    #  1.0  0.0    #    #  ...  0.004115   \n",
+       "522    #    #    #  0.0  1.0    #    #    #    #    #  ...  0.031250   \n",
+       "523    #  0.0  1.0    #  1.0    #  1.0    #    #    #  ...  1.000000   \n",
+       "524  0.0    #    #    #  0.0  0.0  0.0    #  0.0  1.0  ...  1.000000   \n",
+       "525  0.0  0.0    #    #    #    #  0.0    #    #    #  ...  0.004115   \n",
+       "526    #    #  0.0    #  0.0    #    #  1.0    #  1.0  ...  0.031250   \n",
+       "527  1.0    #    #  1.0    #    #    #  1.0    #    #  ...  1.000000   \n",
+       "528  1.0  1.0  0.0  0.0    #    #  1.0    #    #  0.0  ...  0.000000   \n",
+       "529  1.0    #    #  1.0    #    #    #  1.0    #  0.0  ...  1.000000   \n",
+       "530    #  0.0    #  0.0    #    #  0.0  0.0    #    #  ...  0.100000   \n",
+       "531    #  1.0  1.0  0.0    #  1.0    #    #    #    #  ...  0.031250   \n",
+       "532  0.0    #    #    #    #    #  0.0    #    #  0.0  ...  0.237305   \n",
+       "533    #  0.0  1.0  0.0    #    #    #    #    #    #  ...  0.000129   \n",
+       "534    #  0.0  0.0  0.0    #  0.0    #    #  1.0    #  ...  0.100000   \n",
+       "535  1.0  0.0    #  0.0    #    #    #  0.0    #    #  ...  0.100000   \n",
+       "536    #  0.0  1.0  0.0  0.0  1.0  0.0    #    #  0.0  ...  0.100000   \n",
+       "537  1.0  0.0    #    #  0.0    #    #    #  0.0    #  ...  0.004115   \n",
+       "538    #    #  1.0    #  1.0    #  1.0    #  1.0  1.0  ...  0.052510   \n",
+       "539    #  0.0  1.0    #  0.0  0.0    #    #  0.0  1.0  ...  0.100000   \n",
+       "540    #  0.0    #  0.0  1.0    #    #    #  1.0    #  ...  1.000000   \n",
+       "541    #    #  1.0    #    #    #    #  1.0  1.0    #  ...  0.000000   \n",
+       "542  1.0  1.0  0.0    #    #    #    #    #    #    #  ...  0.100000   \n",
+       "543  1.0    #  0.0    #  1.0    #    #  1.0    #  1.0  ...  0.100000   \n",
        "\n",
        "     Accuracy  Numerosity  Avg Match Set Size  TimeStamp GA  \\\n",
-       "0    1.000000           2           82.999638          4970   \n",
-       "1    0.636364           1           66.467549          4785   \n",
-       "2    0.745223           1           63.732106          4978   \n",
-       "3    0.621622           1           64.479725          4982   \n",
-       "4    0.746835           2           71.254368          4996   \n",
-       "5    0.726027           2           54.439725          4738   \n",
-       "6    0.748344           1           58.840274          4977   \n",
-       "7    0.800000           1           65.627071          4175   \n",
-       "8    0.764706           1           91.886819          4952   \n",
-       "9    0.625418           1           70.672154          4983   \n",
-       "10   0.753247           1           88.551901          4952   \n",
-       "11   0.623116           1           51.744319          4991   \n",
-       "12   0.756757           1           73.213965          4999   \n",
-       "13   0.746575           1           69.335533          4989   \n",
-       "14   0.631757           1           72.898203          4869   \n",
-       "15   0.748276           1           65.926134          4989   \n",
-       "16   0.755245           1           64.227067          4962   \n",
-       "17   0.742049           1           56.163373          4989   \n",
-       "18   0.627787           1           69.625580          4999   \n",
-       "19   0.629060           2           60.569688          4997   \n",
-       "20   0.750000           3           65.966778          4988   \n",
-       "21   1.000000          13           57.365878          4988   \n",
-       "22   0.756944           1           67.844284          4982   \n",
-       "23   0.610526           1           63.609141          4970   \n",
-       "24   0.746575           1           57.260387          4991   \n",
-       "25   0.555556           1           50.876480          4581   \n",
-       "26   0.760870           2           63.294082          4990   \n",
-       "27   0.630687           1           59.458472          4999   \n",
-       "28   1.000000           8           75.513925          4980   \n",
-       "29   0.735714           1           62.563335          4897   \n",
+       "0    0.627010           1           72.555913          4913   \n",
+       "1    0.761589           2           73.824502          4968   \n",
+       "2    0.748428           1           72.940204          4964   \n",
+       "3    0.625000           1           55.726002          4970   \n",
+       "4    0.566007           1           50.199340          4985   \n",
+       "5    0.769231           2           90.642978          4858   \n",
+       "6    0.500000           1           57.657736          4312   \n",
+       "7    1.000000           5           96.736559          4950   \n",
+       "8    0.623420           1           58.887750          4985   \n",
+       "9    0.753356           3           72.209555          4974   \n",
+       "10   0.756757           2           74.527591          4944   \n",
+       "11   0.758389           3           66.878293          4913   \n",
+       "12   0.613793           1           67.400426          4916   \n",
+       "13   0.746667           1           74.640091          4906   \n",
+       "14   0.618421           1           57.602071          4889   \n",
+       "15   0.633898           1           58.390511          4947   \n",
+       "16   0.741197           1           66.685177          4966   \n",
+       "17   0.631304           1           67.154864          4966   \n",
+       "18   0.618375           1           66.661601          4994   \n",
+       "19   0.748691           4           62.056210          4979   \n",
+       "20   0.746924           2           65.339406          4999   \n",
+       "21   0.751773           1           87.026303          4905   \n",
+       "22   0.752182           2           54.757896          4985   \n",
+       "23   0.873188           2           83.276405          4950   \n",
+       "24   0.758865           1           75.456930          4945   \n",
+       "25   0.758993           1           66.816226          4981   \n",
+       "26   0.617647           1           71.093083          4851   \n",
+       "27   0.812950           1           74.138810          4865   \n",
+       "28   0.565062           1           44.052883          4999   \n",
+       "29   0.768116           1           65.383433          4990   \n",
        "..        ...         ...                 ...           ...   \n",
-       "466  0.000000           1           75.250000          4916   \n",
-       "467  1.000000           1           61.333333          4954   \n",
-       "468  1.000000           1           75.000000          4917   \n",
-       "469  0.666667           1           46.666667          4918   \n",
-       "470  1.000000           1           55.000000          4927   \n",
-       "471  0.636364           1           69.339809          4989   \n",
-       "472  0.833333           1           77.360000          4980   \n",
-       "473  1.000000           1           45.000000          4990   \n",
-       "474  0.300000           1           66.627840          4997   \n",
-       "475  0.600000           1           51.000000          4962   \n",
-       "476  1.000000           1           65.500000          4983   \n",
-       "477  1.000000           1           72.446450          4941   \n",
-       "478  0.000000           1           49.000000          4946   \n",
-       "479  1.000000           1           54.333333          4997   \n",
-       "480  0.000000           1           76.320000          4947   \n",
-       "481  0.500000           1           62.000000          4952   \n",
-       "482  0.750000           1           60.500000          4995   \n",
-       "483  0.500000           1           72.400000          4996   \n",
-       "484  0.750000           1           63.000000          4990   \n",
-       "485  0.857143           1           48.984000          4968   \n",
-       "486  0.625000           1           64.211200          4989   \n",
-       "487  0.000000           1           64.000000          4971   \n",
-       "488  1.000000           1           71.816038          4971   \n",
-       "489  1.000000           1           53.317578          4977   \n",
-       "490  0.666667           1           66.000000          4995   \n",
-       "491  0.500000           1           51.000000          4990   \n",
-       "492  0.000000           1           59.000000          4982   \n",
-       "493  0.333333           1           74.333333          4999   \n",
-       "494  0.000000           1           74.500000          4989   \n",
-       "495  1.000000           1           54.333333          4997   \n",
+       "514  0.555556           1           63.346923          4988   \n",
+       "515  0.500000           2           70.250000          4966   \n",
+       "516  0.333333           1           65.560000          4988   \n",
+       "517  0.833333           1           81.920000          4994   \n",
+       "518  0.750000           1           62.364800          4989   \n",
+       "519  1.000000           1           65.000000          4972   \n",
+       "520  1.000000           1           59.000000          4988   \n",
+       "521  0.333333           1           58.666667          4981   \n",
+       "522  0.500000           1           68.672320          4994   \n",
+       "523  1.000000           1           77.000000          4982   \n",
+       "524  1.000000           1           71.000000          4935   \n",
+       "525  0.333333           1           54.960000          4977   \n",
+       "526  0.500000           1           52.000000          4977   \n",
+       "527  1.000000           2           68.200000          4947   \n",
+       "528  0.000000           1           59.000000          4946   \n",
+       "529  1.000000           1           63.000000          4947   \n",
+       "530  1.000000           1          100.000000          4950   \n",
+       "531  0.500000           1           60.000000          4989   \n",
+       "532  0.750000           1           55.250000          4984   \n",
+       "533  0.166667           1           48.480000          4982   \n",
+       "534  1.000000           1           74.528049          4962   \n",
+       "535  1.000000           1           77.066474          4966   \n",
+       "536  1.000000           1           56.695572          4970   \n",
+       "537  0.333333           1           57.666667          4970   \n",
+       "538  0.879121           1           81.060258          4978   \n",
+       "539  1.000000           1           54.000000          4981   \n",
+       "540  1.000000           1           84.000000          4994   \n",
+       "541  0.000000           1           53.000000          4985   \n",
+       "542  1.000000           1           65.506661          4988   \n",
+       "543  1.000000           1           71.621120          4994   \n",
        "\n",
        "     Iteration Initialized  Specificity  Deletion Probability  Correct Count  \\\n",
-       "0                        1     0.545455              0.001494             78   \n",
-       "1                       15     0.545455              0.000598             49   \n",
-       "2                       24     0.454545              0.000574            117   \n",
-       "3                       28     0.454545              0.000580             92   \n",
-       "4                       44     0.545455              0.001283             59   \n",
-       "5                       69     0.545455              0.000980             53   \n",
-       "6                       78     0.363636              0.000530            226   \n",
-       "7                       79     0.727273              0.000591             16   \n",
-       "8                      137     0.454545              0.000827            117   \n",
-       "9                      159     0.363636              0.000636            187   \n",
-       "10                     165     0.545455              0.000797             58   \n",
-       "11                     201     0.181818              0.000466            744   \n",
-       "12                     202     0.545455              0.000657             56   \n",
-       "13                     203     0.454545              0.000624            109   \n",
-       "14                     227     0.363636              0.000656            187   \n",
-       "15                     287     0.363636              0.000593            217   \n",
-       "16                     317     0.454545              0.000578            108   \n",
-       "17                     336     0.363636              0.000505            210   \n",
-       "18                     345     0.272727              0.000617            366   \n",
-       "19                     361     0.272727              0.013032            368   \n",
-       "20                     366     0.272727              0.001740            435   \n",
-       "21                     390     0.363636              0.006712            292   \n",
-       "22                     405     0.454545              0.000611            109   \n",
-       "23                     415     0.363636              0.000573            174   \n",
-       "24                     423     0.363636              0.000515            218   \n",
-       "25                     485     0.818182              0.000458              5   \n",
-       "26                     538     0.363636              0.001139            210   \n",
-       "27                     541     0.181818              0.000502            707   \n",
-       "28                     544     0.363636              0.005500            276   \n",
-       "29                     546     0.454545              0.000563            103   \n",
+       "0                        0     0.363636              0.000781            195   \n",
+       "1                        2     0.363636              0.001590            230   \n",
+       "2                        6     0.363636              0.000772            238   \n",
+       "3                       28     0.272727              0.000600            390   \n",
+       "4                       85     0.272727              0.000541            343   \n",
+       "5                       88     0.454545              0.001952            120   \n",
+       "6                      208     0.727273              0.000621              9   \n",
+       "7                      211     0.454545              0.005209            150   \n",
+       "8                      233     0.181818              0.000583            740   \n",
+       "9                      267     0.272727              0.002432            449   \n",
+       "10                     285     0.454545              0.001605            112   \n",
+       "11                     287     0.454545              0.002161            113   \n",
+       "12                     291     0.454545              0.000726             89   \n",
+       "13                     293     0.454545              0.000804            112   \n",
+       "14                     315     0.454545              0.000620             94   \n",
+       "15                     315     0.363636              0.000629            187   \n",
+       "16                     419     0.272727              0.000718            421   \n",
+       "17                     419     0.272727              0.000742            363   \n",
+       "18                     426     0.363636              0.000718            175   \n",
+       "19                     426     0.272727              0.002673            429   \n",
+       "20                     441     0.272727              0.001576            425   \n",
+       "21                     464     0.454545              0.000937            106   \n",
+       "22                     476     0.272727              0.001179            431   \n",
+       "23                     510     0.363636              0.001794            241   \n",
+       "24                     525     0.454545              0.000813            107   \n",
+       "25                     531     0.363636              0.000720            211   \n",
+       "26                     532     0.454545              0.000766             84   \n",
+       "27                     539     0.454545              0.000798            113   \n",
+       "28                     544     0.272727              0.000501            317   \n",
+       "29                     552     0.545455              0.000745             53   \n",
        "..                     ...          ...                   ...            ...   \n",
-       "466                   4916     0.363636              0.000677              0   \n",
-       "467                   4917     0.454545              0.000552              3   \n",
-       "468                   4917     0.454545              0.000675              1   \n",
-       "469                   4918     0.454545              0.000420              2   \n",
-       "470                   4927     0.454545              0.000495              2   \n",
-       "471                   4929     0.181818              0.000618             14   \n",
-       "472                   4929     0.363636              0.000696              5   \n",
-       "473                   4931     0.363636              0.000405              1   \n",
-       "474                   4933     0.272727              0.000588              3   \n",
-       "475                   4938     0.363636              0.000459              3   \n",
-       "476                   4941     0.363636              0.000590              2   \n",
-       "477                   4941     0.454545              0.000652              0   \n",
-       "478                   4946     0.454545              0.000441              0   \n",
-       "479                   4946     0.454545              0.000489              3   \n",
-       "480                   4947     0.454545              0.000697              0   \n",
-       "481                   4952     0.363636              0.000558              1   \n",
-       "482                   4954     0.272727              0.000545              3   \n",
-       "483                   4955     0.363636              0.000648              3   \n",
-       "484                   4959     0.363636              0.000567              3   \n",
-       "485                   4968     0.454545              0.000441              0   \n",
-       "486                   4970     0.272727              0.000560              5   \n",
-       "487                   4971     0.454545              0.000576              0   \n",
-       "488                   4971     0.363636              0.000646              0   \n",
-       "489                   4977     0.363636              0.000480              0   \n",
-       "490                   4978     0.272727              0.000594              2   \n",
-       "491                   4978     0.363636              0.000459              1   \n",
-       "492                   4982     0.363636              0.000531              0   \n",
-       "493                   4988     0.272727              0.000693              1   \n",
-       "494                   4989     0.363636              0.000693              0   \n",
-       "495                   4997     0.181818              0.000489              0   \n",
+       "514                   4916     0.181818              0.000682             10   \n",
+       "515                   4916     0.363636              0.001513              2   \n",
+       "516                   4918     0.363636              0.000706              2   \n",
+       "517                   4919     0.272727              0.000882              5   \n",
+       "518                   4923     0.272727              0.000672              6   \n",
+       "519                   4924     0.454545              0.000700              3   \n",
+       "520                   4924     0.545455              0.000635              1   \n",
+       "521                   4926     0.454545              0.000632              1   \n",
+       "522                   4927     0.272727              0.000728              5   \n",
+       "523                   4927     0.454545              0.000829              2   \n",
+       "524                   4935     0.636364              0.000765              1   \n",
+       "525                   4936     0.272727              0.000649              2   \n",
+       "526                   4942     0.363636              0.000447              2   \n",
+       "527                   4944     0.363636              0.001469              5   \n",
+       "528                   4946     0.545455              0.000635              0   \n",
+       "529                   4947     0.454545              0.000678              3   \n",
+       "530                   4950     0.363636              0.001077              0   \n",
+       "531                   4953     0.454545              0.000646              1   \n",
+       "532                   4953     0.363636              0.000474              3   \n",
+       "533                   4960     0.272727              0.000522              1   \n",
+       "534                   4962     0.454545              0.000803              0   \n",
+       "535                   4966     0.363636              0.000830              0   \n",
+       "536                   4970     0.636364              0.000611              0   \n",
+       "537                   4970     0.363636              0.000512              1   \n",
+       "538                   4978     0.545455              0.000873              0   \n",
+       "539                   4981     0.545455              0.000582              0   \n",
+       "540                   4982     0.363636              0.000905              1   \n",
+       "541                   4985     0.272727              0.000571              0   \n",
+       "542                   4988     0.363636              0.000705              0   \n",
+       "543                   4994     0.454545              0.000771              0   \n",
        "\n",
        "     Match Count  \n",
-       "0             78  \n",
-       "1             77  \n",
-       "2            157  \n",
-       "3            148  \n",
-       "4             79  \n",
-       "5             73  \n",
-       "6            302  \n",
-       "7             20  \n",
-       "8            153  \n",
-       "9            299  \n",
-       "10            77  \n",
-       "11          1194  \n",
-       "12            74  \n",
-       "13           146  \n",
-       "14           296  \n",
-       "15           290  \n",
-       "16           143  \n",
-       "17           283  \n",
-       "18           583  \n",
-       "19           585  \n",
-       "20           580  \n",
-       "21           292  \n",
-       "22           144  \n",
-       "23           285  \n",
-       "24           292  \n",
-       "25             9  \n",
-       "26           276  \n",
-       "27          1121  \n",
-       "28           276  \n",
-       "29           140  \n",
+       "0            311  \n",
+       "1            302  \n",
+       "2            318  \n",
+       "3            624  \n",
+       "4            606  \n",
+       "5            156  \n",
+       "6             18  \n",
+       "7            150  \n",
+       "8           1187  \n",
+       "9            596  \n",
+       "10           148  \n",
+       "11           149  \n",
+       "12           145  \n",
+       "13           150  \n",
+       "14           152  \n",
+       "15           295  \n",
+       "16           568  \n",
+       "17           575  \n",
+       "18           283  \n",
+       "19           573  \n",
+       "20           569  \n",
+       "21           141  \n",
+       "22           573  \n",
+       "23           276  \n",
+       "24           141  \n",
+       "25           278  \n",
+       "26           136  \n",
+       "27           139  \n",
+       "28           561  \n",
+       "29            69  \n",
        "..           ...  \n",
-       "466            4  \n",
-       "467            3  \n",
-       "468            1  \n",
-       "469            3  \n",
-       "470            2  \n",
-       "471           22  \n",
-       "472            6  \n",
-       "473            1  \n",
-       "474           10  \n",
-       "475            5  \n",
-       "476            2  \n",
-       "477            0  \n",
-       "478            1  \n",
-       "479            3  \n",
-       "480            6  \n",
-       "481            2  \n",
-       "482            4  \n",
-       "483            6  \n",
-       "484            4  \n",
-       "485            0  \n",
-       "486            8  \n",
-       "487            1  \n",
-       "488            0  \n",
-       "489            0  \n",
-       "490            3  \n",
-       "491            2  \n",
-       "492            1  \n",
-       "493            3  \n",
-       "494            2  \n",
-       "495            0  \n",
+       "514           18  \n",
+       "515            4  \n",
+       "516            6  \n",
+       "517            6  \n",
+       "518            8  \n",
+       "519            3  \n",
+       "520            1  \n",
+       "521            3  \n",
+       "522           10  \n",
+       "523            2  \n",
+       "524            1  \n",
+       "525            6  \n",
+       "526            4  \n",
+       "527            5  \n",
+       "528            1  \n",
+       "529            3  \n",
+       "530            0  \n",
+       "531            2  \n",
+       "532            4  \n",
+       "533            6  \n",
+       "534            0  \n",
+       "535            0  \n",
+       "536            0  \n",
+       "537            3  \n",
+       "538            0  \n",
+       "539            0  \n",
+       "540            1  \n",
+       "541            1  \n",
+       "542            0  \n",
+       "543            0  \n",
        "\n",
-       "[496 rows x 22 columns]"
+       "[544 rows x 22 columns]"
       ]
      },
      "metadata": {},
@@ -6969,32 +6834,32 @@
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>Specificity Sum</td>\n",
-       "      <td>663.000000</td>\n",
-       "      <td>624.000000</td>\n",
-       "      <td>700.000000</td>\n",
-       "      <td>251.000000</td>\n",
-       "      <td>235.000000</td>\n",
-       "      <td>294.000000</td>\n",
-       "      <td>261.000000</td>\n",
-       "      <td>309.000000</td>\n",
-       "      <td>297.000000</td>\n",
-       "      <td>255.000000</td>\n",
-       "      <td>260.000000</td>\n",
+       "      <td>515.000000</td>\n",
+       "      <td>672.000000</td>\n",
+       "      <td>647.000000</td>\n",
+       "      <td>330.000000</td>\n",
+       "      <td>300.000000</td>\n",
+       "      <td>280.000000</td>\n",
+       "      <td>272.000000</td>\n",
+       "      <td>344.000000</td>\n",
+       "      <td>335.000000</td>\n",
+       "      <td>269.000000</td>\n",
+       "      <td>312.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <td>Accuracy Sum</td>\n",
-       "      <td>575.131316</td>\n",
-       "      <td>541.979314</td>\n",
-       "      <td>604.118813</td>\n",
-       "      <td>206.757373</td>\n",
-       "      <td>191.080804</td>\n",
-       "      <td>238.630166</td>\n",
-       "      <td>210.842969</td>\n",
-       "      <td>252.656276</td>\n",
-       "      <td>242.421504</td>\n",
-       "      <td>204.590091</td>\n",
-       "      <td>214.114456</td>\n",
+       "      <td>443.436201</td>\n",
+       "      <td>574.516732</td>\n",
+       "      <td>552.502199</td>\n",
+       "      <td>272.298547</td>\n",
+       "      <td>235.850566</td>\n",
+       "      <td>223.658006</td>\n",
+       "      <td>214.898585</td>\n",
+       "      <td>283.530295</td>\n",
+       "      <td>267.942876</td>\n",
+       "      <td>220.509628</td>\n",
+       "      <td>250.619131</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
@@ -7002,16 +6867,16 @@
       ],
       "text/plain": [
        "             Label         A_0         A_1         A_2         R_0  \\\n",
-       "0  Specificity Sum  663.000000  624.000000  700.000000  251.000000   \n",
-       "1     Accuracy Sum  575.131316  541.979314  604.118813  206.757373   \n",
+       "0  Specificity Sum  515.000000  672.000000  647.000000  330.000000   \n",
+       "1     Accuracy Sum  443.436201  574.516732  552.502199  272.298547   \n",
        "\n",
        "          R_1         R_2         R_3         R_4         R_5         R_6  \\\n",
-       "0  235.000000  294.000000  261.000000  309.000000  297.000000  255.000000   \n",
-       "1  191.080804  238.630166  210.842969  252.656276  242.421504  204.590091   \n",
+       "0  300.000000  280.000000  272.000000  344.000000  335.000000  269.000000   \n",
+       "1  235.850566  223.658006  214.898585  283.530295  267.942876  220.509628   \n",
        "\n",
        "          R_7  \n",
-       "0  260.000000  \n",
-       "1  214.114456  "
+       "0  312.000000  \n",
+       "1  250.619131  "
       ]
      },
      "metadata": {},
@@ -7079,483 +6944,483 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>1.0, 1.0, 1.0, 1.0, 1.0, 1.0</td>\n",
-       "      <td>A_2, R_0, R_1, R_3, R_5, R_7</td>\n",
+       "      <td>1.0, 1.0, 0.0, 1.0</td>\n",
+       "      <td>A_1, R_1, R_5, R_6</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>2</td>\n",
-       "      <td>82.999638</td>\n",
-       "      <td>4970</td>\n",
+       "      <td>0.096911</td>\n",
+       "      <td>0.627010</td>\n",
        "      <td>1</td>\n",
-       "      <td>0.545455</td>\n",
-       "      <td>0.001494</td>\n",
-       "      <td>78</td>\n",
-       "      <td>78</td>\n",
+       "      <td>72.555913</td>\n",
+       "      <td>4913</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.363636</td>\n",
+       "      <td>0.000781</td>\n",
+       "      <td>195</td>\n",
+       "      <td>311</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>0.0, 0.0, 0.0, 0.0, 1.0, 1.0</td>\n",
-       "      <td>A_2, R_0, R_1, R_2, R_4, R_7</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.104358</td>\n",
-       "      <td>0.636364</td>\n",
-       "      <td>1</td>\n",
-       "      <td>66.467549</td>\n",
-       "      <td>4785</td>\n",
-       "      <td>15</td>\n",
-       "      <td>0.545455</td>\n",
-       "      <td>0.000598</td>\n",
-       "      <td>49</td>\n",
-       "      <td>77</td>\n",
+       "      <td>1.0, 1.0, 0.0, 1.0</td>\n",
+       "      <td>A_0, A_2, R_4, R_7</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.256215</td>\n",
+       "      <td>0.761589</td>\n",
+       "      <td>2</td>\n",
+       "      <td>73.824502</td>\n",
+       "      <td>4968</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.363636</td>\n",
+       "      <td>0.001590</td>\n",
+       "      <td>230</td>\n",
+       "      <td>302</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>0.0, 1.0, 1.0, 1.0, 1.0</td>\n",
-       "      <td>A_0, R_0, R_2, R_4, R_6</td>\n",
+       "      <td>0.0, 0.0, 1.0, 0.0</td>\n",
+       "      <td>A_1, A_2, R_0, R_5</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>0.229843</td>\n",
-       "      <td>0.745223</td>\n",
+       "      <td>0.234828</td>\n",
+       "      <td>0.748428</td>\n",
        "      <td>1</td>\n",
-       "      <td>63.732106</td>\n",
-       "      <td>4978</td>\n",
-       "      <td>24</td>\n",
-       "      <td>0.454545</td>\n",
-       "      <td>0.000574</td>\n",
-       "      <td>117</td>\n",
-       "      <td>157</td>\n",
+       "      <td>72.940204</td>\n",
+       "      <td>4964</td>\n",
+       "      <td>6</td>\n",
+       "      <td>0.363636</td>\n",
+       "      <td>0.000772</td>\n",
+       "      <td>238</td>\n",
+       "      <td>318</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>0.0, 1.0, 0.0, 1.0, 0.0</td>\n",
-       "      <td>A_1, R_0, R_1, R_3, R_4</td>\n",
+       "      <td>1.0, 0.0, 0.0</td>\n",
+       "      <td>A_2, R_0, R_5</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.092818</td>\n",
-       "      <td>0.621622</td>\n",
+       "      <td>0.095367</td>\n",
+       "      <td>0.625000</td>\n",
        "      <td>1</td>\n",
-       "      <td>64.479725</td>\n",
-       "      <td>4982</td>\n",
+       "      <td>55.726002</td>\n",
+       "      <td>4970</td>\n",
        "      <td>28</td>\n",
-       "      <td>0.454545</td>\n",
-       "      <td>0.000580</td>\n",
-       "      <td>92</td>\n",
-       "      <td>148</td>\n",
+       "      <td>0.272727</td>\n",
+       "      <td>0.000600</td>\n",
+       "      <td>390</td>\n",
+       "      <td>624</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>1.0, 1.0, 0.0, 1.0, 0.0, 1.0</td>\n",
-       "      <td>A_0, A_1, R_0, R_1, R_3, R_6</td>\n",
+       "      <td>1.0, 1.0, 0.0</td>\n",
+       "      <td>R_3, R_5, R_7</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>0.232340</td>\n",
-       "      <td>0.746835</td>\n",
-       "      <td>2</td>\n",
-       "      <td>71.254368</td>\n",
-       "      <td>4996</td>\n",
-       "      <td>44</td>\n",
-       "      <td>0.545455</td>\n",
-       "      <td>0.001283</td>\n",
-       "      <td>59</td>\n",
-       "      <td>79</td>\n",
+       "      <td>0.058091</td>\n",
+       "      <td>0.566007</td>\n",
+       "      <td>1</td>\n",
+       "      <td>50.199340</td>\n",
+       "      <td>4985</td>\n",
+       "      <td>85</td>\n",
+       "      <td>0.272727</td>\n",
+       "      <td>0.000541</td>\n",
+       "      <td>343</td>\n",
+       "      <td>606</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
-       "      <td>0.0, 1.0, 1.0, 0.0, 0.0, 1.0</td>\n",
-       "      <td>A_1, A_2, R_0, R_1, R_2, R_3</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.201727</td>\n",
-       "      <td>0.726027</td>\n",
+       "      <td>0.0, 1.0, 1.0, 1.0, 1.0</td>\n",
+       "      <td>A_1, A_2, R_3, R_4, R_5</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.269329</td>\n",
+       "      <td>0.769231</td>\n",
        "      <td>2</td>\n",
-       "      <td>54.439725</td>\n",
-       "      <td>4738</td>\n",
-       "      <td>69</td>\n",
-       "      <td>0.545455</td>\n",
-       "      <td>0.000980</td>\n",
-       "      <td>53</td>\n",
-       "      <td>73</td>\n",
+       "      <td>90.642978</td>\n",
+       "      <td>4858</td>\n",
+       "      <td>88</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.001952</td>\n",
+       "      <td>120</td>\n",
+       "      <td>156</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
-       "      <td>1.0, 1.0, 0.0, 0.0</td>\n",
-       "      <td>A_1, A_2, R_3, R_6</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.234697</td>\n",
-       "      <td>0.748344</td>\n",
+       "      <td>1.0, 1.0, 1.0, 0.0, 1.0, 0.0, 0.0, 1.0</td>\n",
+       "      <td>A_0, A_2, R_0, R_3, R_4, R_5, R_6, R_7</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.031250</td>\n",
+       "      <td>0.500000</td>\n",
        "      <td>1</td>\n",
-       "      <td>58.840274</td>\n",
-       "      <td>4977</td>\n",
-       "      <td>78</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.000530</td>\n",
-       "      <td>226</td>\n",
-       "      <td>302</td>\n",
+       "      <td>57.657736</td>\n",
+       "      <td>4312</td>\n",
+       "      <td>208</td>\n",
+       "      <td>0.727273</td>\n",
+       "      <td>0.000621</td>\n",
+       "      <td>9</td>\n",
+       "      <td>18</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7</th>\n",
-       "      <td>0.0, 1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 0.0</td>\n",
-       "      <td>A_1, A_2, R_0, R_2, R_3, R_4, R_5, R_6</td>\n",
+       "      <td>0.0, 0.0, 0.0, 0.0, 0.0</td>\n",
+       "      <td>A_2, R_0, R_2, R_4, R_6</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.327680</td>\n",
-       "      <td>0.800000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>65.627071</td>\n",
-       "      <td>4175</td>\n",
-       "      <td>79</td>\n",
-       "      <td>0.727273</td>\n",
-       "      <td>0.000591</td>\n",
-       "      <td>16</td>\n",
-       "      <td>20</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>5</td>\n",
+       "      <td>96.736559</td>\n",
+       "      <td>4950</td>\n",
+       "      <td>211</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.005209</td>\n",
+       "      <td>150</td>\n",
+       "      <td>150</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8</th>\n",
-       "      <td>1.0, 1.0, 0.0, 0.0, 0.0</td>\n",
-       "      <td>A_0, A_2, R_1, R_2, R_5</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.261500</td>\n",
-       "      <td>0.764706</td>\n",
+       "      <td>1.0, 1.0</td>\n",
+       "      <td>R_0, R_3</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.094168</td>\n",
+       "      <td>0.623420</td>\n",
        "      <td>1</td>\n",
-       "      <td>91.886819</td>\n",
-       "      <td>4952</td>\n",
-       "      <td>137</td>\n",
-       "      <td>0.454545</td>\n",
-       "      <td>0.000827</td>\n",
-       "      <td>117</td>\n",
-       "      <td>153</td>\n",
+       "      <td>58.887750</td>\n",
+       "      <td>4985</td>\n",
+       "      <td>233</td>\n",
+       "      <td>0.181818</td>\n",
+       "      <td>0.000583</td>\n",
+       "      <td>740</td>\n",
+       "      <td>1187</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9</th>\n",
-       "      <td>1.0, 0.0, 1.0, 1.0</td>\n",
-       "      <td>A_0, R_1, R_2, R_6</td>\n",
+       "      <td>0.0, 0.0, 1.0</td>\n",
+       "      <td>A_0, A_2, R_2</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>0.095687</td>\n",
-       "      <td>0.625418</td>\n",
-       "      <td>1</td>\n",
-       "      <td>70.672154</td>\n",
-       "      <td>4983</td>\n",
-       "      <td>159</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.000636</td>\n",
-       "      <td>187</td>\n",
-       "      <td>299</td>\n",
+       "      <td>0.242661</td>\n",
+       "      <td>0.753356</td>\n",
+       "      <td>3</td>\n",
+       "      <td>72.209555</td>\n",
+       "      <td>4974</td>\n",
+       "      <td>267</td>\n",
+       "      <td>0.272727</td>\n",
+       "      <td>0.002432</td>\n",
+       "      <td>449</td>\n",
+       "      <td>596</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10</th>\n",
-       "      <td>1.0, 1.0, 0.0, 0.0, 1.0, 0.0</td>\n",
-       "      <td>A_0, A_2, R_1, R_2, R_3, R_5</td>\n",
+       "      <td>1.0, 1.0, 1.0, 1.0, 0.0</td>\n",
+       "      <td>A_0, A_2, R_0, R_6, R_7</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.242486</td>\n",
-       "      <td>0.753247</td>\n",
-       "      <td>1</td>\n",
-       "      <td>88.551901</td>\n",
-       "      <td>4952</td>\n",
-       "      <td>165</td>\n",
-       "      <td>0.545455</td>\n",
-       "      <td>0.000797</td>\n",
-       "      <td>58</td>\n",
-       "      <td>77</td>\n",
+       "      <td>0.248188</td>\n",
+       "      <td>0.756757</td>\n",
+       "      <td>2</td>\n",
+       "      <td>74.527591</td>\n",
+       "      <td>4944</td>\n",
+       "      <td>285</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.001605</td>\n",
+       "      <td>112</td>\n",
+       "      <td>148</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11</th>\n",
-       "      <td>0.0, 0.0</td>\n",
-       "      <td>R_1, R_6</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.093938</td>\n",
-       "      <td>0.623116</td>\n",
-       "      <td>1</td>\n",
-       "      <td>51.744319</td>\n",
-       "      <td>4991</td>\n",
-       "      <td>201</td>\n",
-       "      <td>0.181818</td>\n",
-       "      <td>0.000466</td>\n",
-       "      <td>744</td>\n",
-       "      <td>1194</td>\n",
+       "      <td>1.0, 0.0, 1.0, 0.0, 1.0</td>\n",
+       "      <td>A_1, A_2, R_1, R_5, R_6</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.250877</td>\n",
+       "      <td>0.758389</td>\n",
+       "      <td>3</td>\n",
+       "      <td>66.878293</td>\n",
+       "      <td>4913</td>\n",
+       "      <td>287</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.002161</td>\n",
+       "      <td>113</td>\n",
+       "      <td>149</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12</th>\n",
-       "      <td>1.0, 1.0, 0.0, 0.0, 0.0, 0.0</td>\n",
-       "      <td>A_0, R_0, R_2, R_3, R_4, R_5</td>\n",
+       "      <td>0.0, 1.0, 0.0, 0.0, 0.0</td>\n",
+       "      <td>A_2, R_1, R_3, R_4, R_5</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.248188</td>\n",
-       "      <td>0.756757</td>\n",
+       "      <td>0.087118</td>\n",
+       "      <td>0.613793</td>\n",
        "      <td>1</td>\n",
-       "      <td>73.213965</td>\n",
-       "      <td>4999</td>\n",
-       "      <td>202</td>\n",
-       "      <td>0.545455</td>\n",
-       "      <td>0.000657</td>\n",
-       "      <td>56</td>\n",
-       "      <td>74</td>\n",
+       "      <td>67.400426</td>\n",
+       "      <td>4916</td>\n",
+       "      <td>291</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.000726</td>\n",
+       "      <td>89</td>\n",
+       "      <td>145</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13</th>\n",
        "      <td>1.0, 1.0, 1.0, 0.0, 1.0</td>\n",
-       "      <td>A_2, R_2, R_3, R_6, R_7</td>\n",
+       "      <td>A_1, A_2, R_2, R_6, R_7</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>0.231936</td>\n",
-       "      <td>0.746575</td>\n",
+       "      <td>0.232078</td>\n",
+       "      <td>0.746667</td>\n",
        "      <td>1</td>\n",
-       "      <td>69.335533</td>\n",
-       "      <td>4989</td>\n",
-       "      <td>203</td>\n",
+       "      <td>74.640091</td>\n",
+       "      <td>4906</td>\n",
+       "      <td>293</td>\n",
        "      <td>0.454545</td>\n",
-       "      <td>0.000624</td>\n",
-       "      <td>109</td>\n",
-       "      <td>146</td>\n",
+       "      <td>0.000804</td>\n",
+       "      <td>112</td>\n",
+       "      <td>150</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14</th>\n",
-       "      <td>0.0, 1.0, 0.0, 1.0</td>\n",
-       "      <td>A_2, R_1, R_4, R_5</td>\n",
+       "      <td>1.0, 1.0, 0.0, 0.0, 0.0</td>\n",
+       "      <td>A_0, R_0, R_1, R_3, R_4</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.100635</td>\n",
-       "      <td>0.631757</td>\n",
+       "      <td>0.090453</td>\n",
+       "      <td>0.618421</td>\n",
        "      <td>1</td>\n",
-       "      <td>72.898203</td>\n",
-       "      <td>4869</td>\n",
-       "      <td>227</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.000656</td>\n",
-       "      <td>187</td>\n",
-       "      <td>296</td>\n",
+       "      <td>57.602071</td>\n",
+       "      <td>4889</td>\n",
+       "      <td>315</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.000620</td>\n",
+       "      <td>94</td>\n",
+       "      <td>152</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15</th>\n",
-       "      <td>0.0, 1.0, 0.0, 1.0</td>\n",
-       "      <td>A_0, A_2, R_0, R_3</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.234590</td>\n",
-       "      <td>0.748276</td>\n",
+       "      <td>1.0, 1.0, 0.0, 0.0</td>\n",
+       "      <td>A_0, R_0, R_1, R_7</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.102352</td>\n",
+       "      <td>0.633898</td>\n",
        "      <td>1</td>\n",
-       "      <td>65.926134</td>\n",
-       "      <td>4989</td>\n",
-       "      <td>287</td>\n",
+       "      <td>58.390511</td>\n",
+       "      <td>4947</td>\n",
+       "      <td>315</td>\n",
        "      <td>0.363636</td>\n",
-       "      <td>0.000593</td>\n",
-       "      <td>217</td>\n",
-       "      <td>290</td>\n",
+       "      <td>0.000629</td>\n",
+       "      <td>187</td>\n",
+       "      <td>295</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16</th>\n",
-       "      <td>1.0, 1.0, 1.0, 1.0, 1.0</td>\n",
-       "      <td>A_0, R_0, R_2, R_4, R_6</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.245719</td>\n",
-       "      <td>0.755245</td>\n",
+       "      <td>0.0, 0.0, 0.0</td>\n",
+       "      <td>A_1, A_2, R_0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.223701</td>\n",
+       "      <td>0.741197</td>\n",
        "      <td>1</td>\n",
-       "      <td>64.227067</td>\n",
-       "      <td>4962</td>\n",
-       "      <td>317</td>\n",
-       "      <td>0.454545</td>\n",
-       "      <td>0.000578</td>\n",
-       "      <td>108</td>\n",
-       "      <td>143</td>\n",
+       "      <td>66.685177</td>\n",
+       "      <td>4966</td>\n",
+       "      <td>419</td>\n",
+       "      <td>0.272727</td>\n",
+       "      <td>0.000718</td>\n",
+       "      <td>421</td>\n",
+       "      <td>568</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17</th>\n",
-       "      <td>1.0, 1.0, 1.0, 1.0</td>\n",
-       "      <td>A_1, R_2, R_3, R_5</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.224991</td>\n",
-       "      <td>0.742049</td>\n",
+       "      <td>0.0, 1.0, 0.0</td>\n",
+       "      <td>A_1, R_2, R_4</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.100275</td>\n",
+       "      <td>0.631304</td>\n",
        "      <td>1</td>\n",
-       "      <td>56.163373</td>\n",
-       "      <td>4989</td>\n",
-       "      <td>336</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.000505</td>\n",
-       "      <td>210</td>\n",
-       "      <td>283</td>\n",
+       "      <td>67.154864</td>\n",
+       "      <td>4966</td>\n",
+       "      <td>419</td>\n",
+       "      <td>0.272727</td>\n",
+       "      <td>0.000742</td>\n",
+       "      <td>363</td>\n",
+       "      <td>575</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18</th>\n",
-       "      <td>1.0, 1.0, 0.0</td>\n",
-       "      <td>A_0, R_0, R_4</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.097513</td>\n",
-       "      <td>0.627787</td>\n",
+       "      <td>1.0, 0.0, 1.0, 1.0</td>\n",
+       "      <td>A_0, R_0, R_2, R_7</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.090419</td>\n",
+       "      <td>0.618375</td>\n",
        "      <td>1</td>\n",
-       "      <td>69.625580</td>\n",
-       "      <td>4999</td>\n",
-       "      <td>345</td>\n",
-       "      <td>0.272727</td>\n",
-       "      <td>0.000617</td>\n",
-       "      <td>366</td>\n",
-       "      <td>583</td>\n",
+       "      <td>66.661601</td>\n",
+       "      <td>4994</td>\n",
+       "      <td>426</td>\n",
+       "      <td>0.363636</td>\n",
+       "      <td>0.000718</td>\n",
+       "      <td>175</td>\n",
+       "      <td>283</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19</th>\n",
-       "      <td>1.0, 0.0, 0.0</td>\n",
-       "      <td>A_1, R_0, R_7</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.098505</td>\n",
-       "      <td>0.629060</td>\n",
-       "      <td>2</td>\n",
-       "      <td>60.569688</td>\n",
-       "      <td>4997</td>\n",
-       "      <td>361</td>\n",
+       "      <td>1.0, 1.0, 1.0</td>\n",
+       "      <td>A_0, A_2, R_7</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.235241</td>\n",
+       "      <td>0.748691</td>\n",
+       "      <td>4</td>\n",
+       "      <td>62.056210</td>\n",
+       "      <td>4979</td>\n",
+       "      <td>426</td>\n",
        "      <td>0.272727</td>\n",
-       "      <td>0.013032</td>\n",
-       "      <td>368</td>\n",
-       "      <td>585</td>\n",
+       "      <td>0.002673</td>\n",
+       "      <td>429</td>\n",
+       "      <td>573</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>20</th>\n",
-       "      <td>0.0, 1.0, 0.0</td>\n",
-       "      <td>A_0, A_1, R_2</td>\n",
+       "      <td>1.0, 0.0, 0.0</td>\n",
+       "      <td>A_2, R_3, R_7</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.237305</td>\n",
-       "      <td>0.750000</td>\n",
-       "      <td>3</td>\n",
-       "      <td>65.966778</td>\n",
-       "      <td>4988</td>\n",
-       "      <td>366</td>\n",
+       "      <td>0.232479</td>\n",
+       "      <td>0.746924</td>\n",
+       "      <td>2</td>\n",
+       "      <td>65.339406</td>\n",
+       "      <td>4999</td>\n",
+       "      <td>441</td>\n",
        "      <td>0.272727</td>\n",
-       "      <td>0.001740</td>\n",
-       "      <td>435</td>\n",
-       "      <td>580</td>\n",
+       "      <td>0.001576</td>\n",
+       "      <td>425</td>\n",
+       "      <td>569</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>21</th>\n",
-       "      <td>0.0, 1.0, 0.0, 0.0</td>\n",
-       "      <td>A_0, A_1, A_2, R_2</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>13</td>\n",
-       "      <td>57.365878</td>\n",
-       "      <td>4988</td>\n",
-       "      <td>390</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.006712</td>\n",
-       "      <td>292</td>\n",
-       "      <td>292</td>\n",
+       "      <td>0.0, 0.0, 1.0, 1.0, 1.0</td>\n",
+       "      <td>A_0, A_2, R_2, R_5, R_6</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.240123</td>\n",
+       "      <td>0.751773</td>\n",
+       "      <td>1</td>\n",
+       "      <td>87.026303</td>\n",
+       "      <td>4905</td>\n",
+       "      <td>464</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.000937</td>\n",
+       "      <td>106</td>\n",
+       "      <td>141</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>22</th>\n",
-       "      <td>1.0, 0.0, 1.0, 0.0, 1.0</td>\n",
-       "      <td>A_0, A_2, R_3, R_4, R_7</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.248496</td>\n",
-       "      <td>0.756944</td>\n",
-       "      <td>1</td>\n",
-       "      <td>67.844284</td>\n",
-       "      <td>4982</td>\n",
-       "      <td>405</td>\n",
-       "      <td>0.454545</td>\n",
-       "      <td>0.000611</td>\n",
-       "      <td>109</td>\n",
-       "      <td>144</td>\n",
+       "      <td>1.0, 1.0, 1.0</td>\n",
+       "      <td>A_2, R_3, R_5</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.240776</td>\n",
+       "      <td>0.752182</td>\n",
+       "      <td>2</td>\n",
+       "      <td>54.757896</td>\n",
+       "      <td>4985</td>\n",
+       "      <td>476</td>\n",
+       "      <td>0.272727</td>\n",
+       "      <td>0.001179</td>\n",
+       "      <td>431</td>\n",
+       "      <td>573</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>23</th>\n",
-       "      <td>1.0, 0.0, 1.0, 1.0</td>\n",
-       "      <td>R_1, R_2, R_4, R_7</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.084825</td>\n",
-       "      <td>0.610526</td>\n",
-       "      <td>1</td>\n",
-       "      <td>63.609141</td>\n",
-       "      <td>4970</td>\n",
-       "      <td>415</td>\n",
+       "      <td>0.0, 0.0, 0.0, 0.0</td>\n",
+       "      <td>A_2, R_2, R_4, R_6</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.507621</td>\n",
+       "      <td>0.873188</td>\n",
+       "      <td>2</td>\n",
+       "      <td>83.276405</td>\n",
+       "      <td>4950</td>\n",
+       "      <td>510</td>\n",
        "      <td>0.363636</td>\n",
-       "      <td>0.000573</td>\n",
-       "      <td>174</td>\n",
-       "      <td>285</td>\n",
+       "      <td>0.001794</td>\n",
+       "      <td>241</td>\n",
+       "      <td>276</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>24</th>\n",
-       "      <td>1.0, 1.0, 0.0, 0.0</td>\n",
-       "      <td>A_0, A_1, R_0, R_7</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.231936</td>\n",
-       "      <td>0.746575</td>\n",
+       "      <td>0.0, 1.0, 1.0, 1.0, 0.0</td>\n",
+       "      <td>A_2, R_0, R_2, R_4, R_6</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.251665</td>\n",
+       "      <td>0.758865</td>\n",
        "      <td>1</td>\n",
-       "      <td>57.260387</td>\n",
-       "      <td>4991</td>\n",
-       "      <td>423</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.000515</td>\n",
-       "      <td>218</td>\n",
-       "      <td>292</td>\n",
+       "      <td>75.456930</td>\n",
+       "      <td>4945</td>\n",
+       "      <td>525</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.000813</td>\n",
+       "      <td>107</td>\n",
+       "      <td>141</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25</th>\n",
-       "      <td>1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0</td>\n",
-       "      <td>A_0, A_1, A_2, R_0, R_1, R_2, R_3, R_5, R_6</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.052922</td>\n",
-       "      <td>0.555556</td>\n",
+       "      <td>0.0, 0.0, 0.0, 0.0</td>\n",
+       "      <td>A_1, R_4, R_5, R_7</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.251877</td>\n",
+       "      <td>0.758993</td>\n",
        "      <td>1</td>\n",
-       "      <td>50.876480</td>\n",
-       "      <td>4581</td>\n",
-       "      <td>485</td>\n",
-       "      <td>0.818182</td>\n",
-       "      <td>0.000458</td>\n",
-       "      <td>5</td>\n",
-       "      <td>9</td>\n",
+       "      <td>66.816226</td>\n",
+       "      <td>4981</td>\n",
+       "      <td>531</td>\n",
+       "      <td>0.363636</td>\n",
+       "      <td>0.000720</td>\n",
+       "      <td>211</td>\n",
+       "      <td>278</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>26</th>\n",
-       "      <td>0.0, 0.0, 0.0, 1.0</td>\n",
-       "      <td>A_0, A_2, R_0, R_7</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.255006</td>\n",
-       "      <td>0.760870</td>\n",
-       "      <td>2</td>\n",
-       "      <td>63.294082</td>\n",
-       "      <td>4990</td>\n",
-       "      <td>538</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.001139</td>\n",
-       "      <td>210</td>\n",
-       "      <td>276</td>\n",
+       "      <td>1.0, 1.0, 1.0, 0.0, 1.0</td>\n",
+       "      <td>A_1, R_1, R_4, R_5, R_6</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.089888</td>\n",
+       "      <td>0.617647</td>\n",
+       "      <td>1</td>\n",
+       "      <td>71.093083</td>\n",
+       "      <td>4851</td>\n",
+       "      <td>532</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.000766</td>\n",
+       "      <td>84</td>\n",
+       "      <td>136</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>27</th>\n",
-       "      <td>1.0, 0.0</td>\n",
-       "      <td>A_0, R_6</td>\n",
+       "      <td>0.0, 0.0, 0.0, 0.0, 0.0</td>\n",
+       "      <td>R_0, R_2, R_4, R_6, R_7</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.099786</td>\n",
-       "      <td>0.630687</td>\n",
+       "      <td>0.355073</td>\n",
+       "      <td>0.812950</td>\n",
        "      <td>1</td>\n",
-       "      <td>59.458472</td>\n",
-       "      <td>4999</td>\n",
-       "      <td>541</td>\n",
-       "      <td>0.181818</td>\n",
-       "      <td>0.000502</td>\n",
-       "      <td>707</td>\n",
-       "      <td>1121</td>\n",
+       "      <td>74.138810</td>\n",
+       "      <td>4865</td>\n",
+       "      <td>539</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.000798</td>\n",
+       "      <td>113</td>\n",
+       "      <td>139</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>28</th>\n",
-       "      <td>0.0, 1.0, 1.0, 1.0</td>\n",
-       "      <td>A_0, A_2, R_1, R_3</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>8</td>\n",
-       "      <td>75.513925</td>\n",
-       "      <td>4980</td>\n",
+       "      <td>1.0, 0.0, 0.0</td>\n",
+       "      <td>R_0, R_1, R_7</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.057608</td>\n",
+       "      <td>0.565062</td>\n",
+       "      <td>1</td>\n",
+       "      <td>44.052883</td>\n",
+       "      <td>4999</td>\n",
        "      <td>544</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.005500</td>\n",
-       "      <td>276</td>\n",
-       "      <td>276</td>\n",
+       "      <td>0.272727</td>\n",
+       "      <td>0.000501</td>\n",
+       "      <td>317</td>\n",
+       "      <td>561</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>29</th>\n",
-       "      <td>0.0, 0.0, 0.0, 0.0, 0.0</td>\n",
-       "      <td>A_0, A_2, R_0, R_3, R_7</td>\n",
+       "      <td>1.0, 0.0, 0.0, 0.0, 1.0, 1.0</td>\n",
+       "      <td>A_1, A_2, R_0, R_2, R_4, R_5</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.215549</td>\n",
-       "      <td>0.735714</td>\n",
+       "      <td>0.267383</td>\n",
+       "      <td>0.768116</td>\n",
        "      <td>1</td>\n",
-       "      <td>62.563335</td>\n",
-       "      <td>4897</td>\n",
-       "      <td>546</td>\n",
-       "      <td>0.454545</td>\n",
-       "      <td>0.000563</td>\n",
-       "      <td>103</td>\n",
-       "      <td>140</td>\n",
+       "      <td>65.383433</td>\n",
+       "      <td>4990</td>\n",
+       "      <td>552</td>\n",
+       "      <td>0.545455</td>\n",
+       "      <td>0.000745</td>\n",
+       "      <td>53</td>\n",
+       "      <td>69</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -7574,744 +7439,744 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>466</th>\n",
-       "      <td>1.0, 0.0, 1.0, 1.0</td>\n",
-       "      <td>A_0, A_1, R_4, R_5</td>\n",
+       "      <th>514</th>\n",
+       "      <td>0.0, 0.0</td>\n",
+       "      <td>R_0, R_4</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
+       "      <td>0.052922</td>\n",
+       "      <td>0.555556</td>\n",
        "      <td>1</td>\n",
-       "      <td>75.250000</td>\n",
+       "      <td>63.346923</td>\n",
+       "      <td>4988</td>\n",
        "      <td>4916</td>\n",
+       "      <td>0.181818</td>\n",
+       "      <td>0.000682</td>\n",
+       "      <td>10</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>515</th>\n",
+       "      <td>0.0, 0.0, 0.0, 0.0</td>\n",
+       "      <td>A_1, A_2, R_4, R_5</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.031250</td>\n",
+       "      <td>0.500000</td>\n",
+       "      <td>2</td>\n",
+       "      <td>70.250000</td>\n",
+       "      <td>4966</td>\n",
        "      <td>4916</td>\n",
        "      <td>0.363636</td>\n",
-       "      <td>0.000677</td>\n",
-       "      <td>0</td>\n",
+       "      <td>0.001513</td>\n",
+       "      <td>2</td>\n",
        "      <td>4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>467</th>\n",
-       "      <td>1.0, 0.0, 0.0, 1.0, 0.0</td>\n",
-       "      <td>A_0, A_1, R_2, R_4, R_5</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
+       "      <th>516</th>\n",
+       "      <td>1.0, 0.0, 1.0, 1.0</td>\n",
+       "      <td>A_1, A_2, R_2, R_3</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.004115</td>\n",
+       "      <td>0.333333</td>\n",
        "      <td>1</td>\n",
-       "      <td>61.333333</td>\n",
-       "      <td>4954</td>\n",
-       "      <td>4917</td>\n",
-       "      <td>0.454545</td>\n",
-       "      <td>0.000552</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>468</th>\n",
-       "      <td>1.0, 0.0, 0.0, 0.0, 1.0</td>\n",
-       "      <td>A_0, A_1, R_0, R_2, R_4</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>75.000000</td>\n",
-       "      <td>4917</td>\n",
-       "      <td>4917</td>\n",
-       "      <td>0.454545</td>\n",
-       "      <td>0.000675</td>\n",
+       "      <td>65.560000</td>\n",
+       "      <td>4988</td>\n",
+       "      <td>4918</td>\n",
+       "      <td>0.363636</td>\n",
+       "      <td>0.000706</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>517</th>\n",
+       "      <td>1.0, 0.0, 1.0</td>\n",
+       "      <td>A_0, A_1, R_5</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.401878</td>\n",
+       "      <td>0.833333</td>\n",
        "      <td>1</td>\n",
+       "      <td>81.920000</td>\n",
+       "      <td>4994</td>\n",
+       "      <td>4919</td>\n",
+       "      <td>0.272727</td>\n",
+       "      <td>0.000882</td>\n",
+       "      <td>5</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>518</th>\n",
+       "      <td>1.0, 1.0, 1.0</td>\n",
+       "      <td>A_1, A_2, R_7</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.237305</td>\n",
+       "      <td>0.750000</td>\n",
        "      <td>1</td>\n",
+       "      <td>62.364800</td>\n",
+       "      <td>4989</td>\n",
+       "      <td>4923</td>\n",
+       "      <td>0.272727</td>\n",
+       "      <td>0.000672</td>\n",
+       "      <td>6</td>\n",
+       "      <td>8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>469</th>\n",
-       "      <td>1.0, 1.0, 1.0, 0.0, 0.0</td>\n",
-       "      <td>A_0, A_1, R_2, R_4, R_6</td>\n",
+       "      <th>519</th>\n",
+       "      <td>1.0, 1.0, 0.0, 1.0, 0.0</td>\n",
+       "      <td>A_0, A_1, A_2, R_4, R_6</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.131687</td>\n",
-       "      <td>0.666667</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>46.666667</td>\n",
-       "      <td>4918</td>\n",
-       "      <td>4918</td>\n",
+       "      <td>65.000000</td>\n",
+       "      <td>4972</td>\n",
+       "      <td>4924</td>\n",
        "      <td>0.454545</td>\n",
-       "      <td>0.000420</td>\n",
-       "      <td>2</td>\n",
+       "      <td>0.000700</td>\n",
+       "      <td>3</td>\n",
        "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>470</th>\n",
-       "      <td>1.0, 1.0, 1.0, 0.0, 1.0</td>\n",
-       "      <td>A_0, A_1, A_2, R_2, R_3</td>\n",
+       "      <th>520</th>\n",
+       "      <td>1.0, 1.0, 0.0, 1.0, 0.0, 0.0</td>\n",
+       "      <td>A_0, A_1, A_2, R_1, R_6, R_7</td>\n",
        "      <td>0.0</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>55.000000</td>\n",
-       "      <td>4927</td>\n",
-       "      <td>4927</td>\n",
+       "      <td>59.000000</td>\n",
+       "      <td>4988</td>\n",
+       "      <td>4924</td>\n",
+       "      <td>0.545455</td>\n",
+       "      <td>0.000635</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>521</th>\n",
+       "      <td>0.0, 1.0, 0.0, 1.0, 0.0</td>\n",
+       "      <td>A_1, A_2, R_1, R_3, R_4</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.004115</td>\n",
+       "      <td>0.333333</td>\n",
+       "      <td>1</td>\n",
+       "      <td>58.666667</td>\n",
+       "      <td>4981</td>\n",
+       "      <td>4926</td>\n",
        "      <td>0.454545</td>\n",
-       "      <td>0.000495</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
+       "      <td>0.000632</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>471</th>\n",
-       "      <td>1.0, 1.0</td>\n",
-       "      <td>A_2, R_5</td>\n",
+       "      <th>522</th>\n",
+       "      <td>0.0, 1.0, 1.0</td>\n",
+       "      <td>R_0, R_1, R_7</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>0.104358</td>\n",
-       "      <td>0.636364</td>\n",
+       "      <td>0.031250</td>\n",
+       "      <td>0.500000</td>\n",
        "      <td>1</td>\n",
-       "      <td>69.339809</td>\n",
-       "      <td>4989</td>\n",
-       "      <td>4929</td>\n",
-       "      <td>0.181818</td>\n",
-       "      <td>0.000618</td>\n",
-       "      <td>14</td>\n",
-       "      <td>22</td>\n",
+       "      <td>68.672320</td>\n",
+       "      <td>4994</td>\n",
+       "      <td>4927</td>\n",
+       "      <td>0.272727</td>\n",
+       "      <td>0.000728</td>\n",
+       "      <td>5</td>\n",
+       "      <td>10</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>472</th>\n",
-       "      <td>0.0, 1.0, 1.0, 1.0</td>\n",
-       "      <td>A_1, A_2, R_3, R_5</td>\n",
+       "      <th>523</th>\n",
+       "      <td>0.0, 1.0, 1.0, 1.0, 1.0</td>\n",
+       "      <td>A_1, A_2, R_1, R_3, R_7</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>0.401878</td>\n",
-       "      <td>0.833333</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>77.360000</td>\n",
-       "      <td>4980</td>\n",
-       "      <td>4929</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.000696</td>\n",
-       "      <td>5</td>\n",
-       "      <td>6</td>\n",
+       "      <td>77.000000</td>\n",
+       "      <td>4982</td>\n",
+       "      <td>4927</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.000829</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>473</th>\n",
-       "      <td>0.0, 0.0, 0.0, 1.0</td>\n",
-       "      <td>A_1, A_2, R_0, R_7</td>\n",
+       "      <th>524</th>\n",
+       "      <td>0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0</td>\n",
+       "      <td>A_0, R_1, R_2, R_3, R_5, R_6, R_7</td>\n",
        "      <td>0.0</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>45.000000</td>\n",
-       "      <td>4990</td>\n",
-       "      <td>4931</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.000405</td>\n",
+       "      <td>71.000000</td>\n",
+       "      <td>4935</td>\n",
+       "      <td>4935</td>\n",
+       "      <td>0.636364</td>\n",
+       "      <td>0.000765</td>\n",
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>474</th>\n",
-       "      <td>0.0, 1.0, 1.0</td>\n",
-       "      <td>A_0, A_1, A_2</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.002430</td>\n",
-       "      <td>0.300000</td>\n",
+       "      <th>525</th>\n",
+       "      <td>0.0, 0.0, 0.0</td>\n",
+       "      <td>A_0, A_1, R_3</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>0.004115</td>\n",
+       "      <td>0.333333</td>\n",
        "      <td>1</td>\n",
-       "      <td>66.627840</td>\n",
-       "      <td>4997</td>\n",
-       "      <td>4933</td>\n",
+       "      <td>54.960000</td>\n",
+       "      <td>4977</td>\n",
+       "      <td>4936</td>\n",
        "      <td>0.272727</td>\n",
-       "      <td>0.000588</td>\n",
-       "      <td>3</td>\n",
-       "      <td>10</td>\n",
+       "      <td>0.000649</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>475</th>\n",
-       "      <td>1.0, 1.0, 0.0, 1.0</td>\n",
-       "      <td>A_1, A_2, R_3, R_7</td>\n",
+       "      <th>526</th>\n",
+       "      <td>0.0, 0.0, 1.0, 1.0</td>\n",
+       "      <td>A_2, R_1, R_4, R_6</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>0.077760</td>\n",
-       "      <td>0.600000</td>\n",
+       "      <td>0.031250</td>\n",
+       "      <td>0.500000</td>\n",
        "      <td>1</td>\n",
-       "      <td>51.000000</td>\n",
-       "      <td>4962</td>\n",
-       "      <td>4938</td>\n",
+       "      <td>52.000000</td>\n",
+       "      <td>4977</td>\n",
+       "      <td>4942</td>\n",
        "      <td>0.363636</td>\n",
-       "      <td>0.000459</td>\n",
-       "      <td>3</td>\n",
-       "      <td>5</td>\n",
+       "      <td>0.000447</td>\n",
+       "      <td>2</td>\n",
+       "      <td>4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>476</th>\n",
-       "      <td>1.0, 0.0, 1.0, 1.0</td>\n",
-       "      <td>A_0, A_1, A_2, R_5</td>\n",
-       "      <td>1.0</td>\n",
+       "      <th>527</th>\n",
+       "      <td>1.0, 1.0, 1.0, 0.0</td>\n",
+       "      <td>A_0, R_0, R_4, R_7</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1.000000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>65.500000</td>\n",
-       "      <td>4983</td>\n",
-       "      <td>4941</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.000590</td>\n",
-       "      <td>2</td>\n",
        "      <td>2</td>\n",
+       "      <td>68.200000</td>\n",
+       "      <td>4947</td>\n",
+       "      <td>4944</td>\n",
+       "      <td>0.363636</td>\n",
+       "      <td>0.001469</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>477</th>\n",
-       "      <td>0.0, 1.0, 1.0, 1.0, 1.0</td>\n",
-       "      <td>A_1, R_1, R_4, R_5, R_7</td>\n",
+       "      <th>528</th>\n",
+       "      <td>1.0, 1.0, 0.0, 0.0, 1.0, 0.0</td>\n",
+       "      <td>A_0, A_1, A_2, R_0, R_3, R_6</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>0.100000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>72.446450</td>\n",
-       "      <td>4941</td>\n",
-       "      <td>4941</td>\n",
-       "      <td>0.454545</td>\n",
-       "      <td>0.000652</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>478</th>\n",
-       "      <td>0.0, 1.0, 0.0, 0.0, 0.0</td>\n",
-       "      <td>A_1, R_0, R_1, R_3, R_4</td>\n",
-       "      <td>0.0</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>49.000000</td>\n",
+       "      <td>59.000000</td>\n",
        "      <td>4946</td>\n",
        "      <td>4946</td>\n",
-       "      <td>0.454545</td>\n",
-       "      <td>0.000441</td>\n",
+       "      <td>0.545455</td>\n",
+       "      <td>0.000635</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>479</th>\n",
-       "      <td>0.0, 1.0, 0.0, 1.0, 0.0</td>\n",
-       "      <td>A_0, A_2, R_1, R_5, R_7</td>\n",
+       "      <th>529</th>\n",
+       "      <td>1.0, 1.0, 1.0, 0.0, 0.0</td>\n",
+       "      <td>A_0, R_0, R_4, R_6, R_7</td>\n",
        "      <td>0.0</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>54.333333</td>\n",
-       "      <td>4997</td>\n",
-       "      <td>4946</td>\n",
+       "      <td>63.000000</td>\n",
+       "      <td>4947</td>\n",
+       "      <td>4947</td>\n",
        "      <td>0.454545</td>\n",
-       "      <td>0.000489</td>\n",
+       "      <td>0.000678</td>\n",
        "      <td>3</td>\n",
        "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>480</th>\n",
-       "      <td>0.0, 1.0, 0.0, 1.0, 1.0</td>\n",
-       "      <td>A_0, A_2, R_2, R_3, R_5</td>\n",
+       "      <th>530</th>\n",
+       "      <td>0.0, 0.0, 0.0, 0.0</td>\n",
+       "      <td>A_1, R_0, R_3, R_4</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
+       "      <td>0.100000</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>76.320000</td>\n",
-       "      <td>4947</td>\n",
-       "      <td>4947</td>\n",
-       "      <td>0.454545</td>\n",
-       "      <td>0.000697</td>\n",
+       "      <td>100.000000</td>\n",
+       "      <td>4950</td>\n",
+       "      <td>4950</td>\n",
+       "      <td>0.363636</td>\n",
+       "      <td>0.001077</td>\n",
+       "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>481</th>\n",
-       "      <td>1.0, 0.0, 1.0, 0.0</td>\n",
-       "      <td>A_2, R_1, R_3, R_5</td>\n",
+       "      <th>531</th>\n",
+       "      <td>1.0, 1.0, 0.0, 1.0, 1.0</td>\n",
+       "      <td>A_1, A_2, R_0, R_2, R_7</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.031250</td>\n",
        "      <td>0.500000</td>\n",
        "      <td>1</td>\n",
-       "      <td>62.000000</td>\n",
-       "      <td>4952</td>\n",
-       "      <td>4952</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.000558</td>\n",
+       "      <td>60.000000</td>\n",
+       "      <td>4989</td>\n",
+       "      <td>4953</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.000646</td>\n",
        "      <td>1</td>\n",
        "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>482</th>\n",
-       "      <td>0.0, 1.0, 1.0</td>\n",
-       "      <td>A_2, R_3, R_4</td>\n",
-       "      <td>1.0</td>\n",
+       "      <th>532</th>\n",
+       "      <td>0.0, 0.0, 0.0, 1.0</td>\n",
+       "      <td>A_0, R_3, R_6, R_7</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.237305</td>\n",
        "      <td>0.750000</td>\n",
        "      <td>1</td>\n",
-       "      <td>60.500000</td>\n",
-       "      <td>4995</td>\n",
-       "      <td>4954</td>\n",
-       "      <td>0.272727</td>\n",
-       "      <td>0.000545</td>\n",
+       "      <td>55.250000</td>\n",
+       "      <td>4984</td>\n",
+       "      <td>4953</td>\n",
+       "      <td>0.363636</td>\n",
+       "      <td>0.000474</td>\n",
        "      <td>3</td>\n",
        "      <td>4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>483</th>\n",
-       "      <td>1.0, 0.0, 0.0, 0.0</td>\n",
-       "      <td>A_1, A_2, R_3, R_4</td>\n",
+       "      <th>533</th>\n",
+       "      <td>0.0, 1.0, 0.0</td>\n",
+       "      <td>A_1, A_2, R_0</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>0.031250</td>\n",
-       "      <td>0.500000</td>\n",
+       "      <td>0.000129</td>\n",
+       "      <td>0.166667</td>\n",
+       "      <td>1</td>\n",
+       "      <td>48.480000</td>\n",
+       "      <td>4982</td>\n",
+       "      <td>4960</td>\n",
+       "      <td>0.272727</td>\n",
+       "      <td>0.000522</td>\n",
        "      <td>1</td>\n",
-       "      <td>72.400000</td>\n",
-       "      <td>4996</td>\n",
-       "      <td>4955</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.000648</td>\n",
-       "      <td>3</td>\n",
        "      <td>6</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>484</th>\n",
-       "      <td>0.0, 0.0, 0.0, 0.0</td>\n",
-       "      <td>A_1, A_2, R_0, R_6</td>\n",
+       "      <th>534</th>\n",
+       "      <td>0.0, 0.0, 0.0, 0.0, 1.0</td>\n",
+       "      <td>A_1, A_2, R_0, R_2, R_5</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.237305</td>\n",
-       "      <td>0.750000</td>\n",
+       "      <td>0.100000</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>63.000000</td>\n",
-       "      <td>4990</td>\n",
-       "      <td>4959</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.000567</td>\n",
-       "      <td>3</td>\n",
-       "      <td>4</td>\n",
+       "      <td>74.528049</td>\n",
+       "      <td>4962</td>\n",
+       "      <td>4962</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.000803</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>485</th>\n",
-       "      <td>0.0, 1.0, 0.0, 0.0, 1.0</td>\n",
-       "      <td>A_0, A_1, A_2, R_2, R_6</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.046266</td>\n",
-       "      <td>0.857143</td>\n",
+       "      <th>535</th>\n",
+       "      <td>1.0, 0.0, 0.0, 0.0</td>\n",
+       "      <td>A_0, A_1, R_0, R_4</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.100000</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>48.984000</td>\n",
-       "      <td>4968</td>\n",
-       "      <td>4968</td>\n",
-       "      <td>0.454545</td>\n",
-       "      <td>0.000441</td>\n",
+       "      <td>77.066474</td>\n",
+       "      <td>4966</td>\n",
+       "      <td>4966</td>\n",
+       "      <td>0.363636</td>\n",
+       "      <td>0.000830</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>486</th>\n",
-       "      <td>0.0, 1.0, 1.0</td>\n",
-       "      <td>A_0, A_1, A_2</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.095367</td>\n",
-       "      <td>0.625000</td>\n",
+       "      <th>536</th>\n",
+       "      <td>0.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0</td>\n",
+       "      <td>A_1, A_2, R_0, R_1, R_2, R_3, R_6</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.100000</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>64.211200</td>\n",
-       "      <td>4989</td>\n",
+       "      <td>56.695572</td>\n",
        "      <td>4970</td>\n",
-       "      <td>0.272727</td>\n",
-       "      <td>0.000560</td>\n",
-       "      <td>5</td>\n",
-       "      <td>8</td>\n",
+       "      <td>4970</td>\n",
+       "      <td>0.636364</td>\n",
+       "      <td>0.000611</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>487</th>\n",
-       "      <td>1.0, 1.0, 1.0, 0.0, 1.0</td>\n",
-       "      <td>A_0, A_2, R_2, R_5, R_6</td>\n",
+       "      <th>537</th>\n",
+       "      <td>1.0, 0.0, 0.0, 0.0</td>\n",
+       "      <td>A_0, A_1, R_1, R_5</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
+       "      <td>0.004115</td>\n",
+       "      <td>0.333333</td>\n",
        "      <td>1</td>\n",
-       "      <td>64.000000</td>\n",
-       "      <td>4971</td>\n",
-       "      <td>4971</td>\n",
-       "      <td>0.454545</td>\n",
-       "      <td>0.000576</td>\n",
-       "      <td>0</td>\n",
+       "      <td>57.666667</td>\n",
+       "      <td>4970</td>\n",
+       "      <td>4970</td>\n",
+       "      <td>0.363636</td>\n",
+       "      <td>0.000512</td>\n",
        "      <td>1</td>\n",
+       "      <td>3</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>488</th>\n",
-       "      <td>1.0, 0.0, 1.0, 0.0</td>\n",
-       "      <td>A_0, A_1, A_2, R_5</td>\n",
+       "      <th>538</th>\n",
+       "      <td>1.0, 1.0, 1.0, 1.0, 1.0, 0.0</td>\n",
+       "      <td>A_2, R_1, R_3, R_5, R_6, R_7</td>\n",
        "      <td>1.0</td>\n",
-       "      <td>0.100000</td>\n",
-       "      <td>1.000000</td>\n",
+       "      <td>0.052510</td>\n",
+       "      <td>0.879121</td>\n",
        "      <td>1</td>\n",
-       "      <td>71.816038</td>\n",
-       "      <td>4971</td>\n",
-       "      <td>4971</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.000646</td>\n",
+       "      <td>81.060258</td>\n",
+       "      <td>4978</td>\n",
+       "      <td>4978</td>\n",
+       "      <td>0.545455</td>\n",
+       "      <td>0.000873</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>489</th>\n",
-       "      <td>1.0, 1.0, 0.0, 0.0</td>\n",
-       "      <td>A_1, A_2, R_3, R_6</td>\n",
-       "      <td>1.0</td>\n",
+       "      <th>539</th>\n",
+       "      <td>0.0, 1.0, 0.0, 0.0, 0.0, 1.0</td>\n",
+       "      <td>A_1, A_2, R_1, R_2, R_5, R_6</td>\n",
+       "      <td>0.0</td>\n",
        "      <td>0.100000</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>53.317578</td>\n",
-       "      <td>4977</td>\n",
-       "      <td>4977</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.000480</td>\n",
+       "      <td>54.000000</td>\n",
+       "      <td>4981</td>\n",
+       "      <td>4981</td>\n",
+       "      <td>0.545455</td>\n",
+       "      <td>0.000582</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>490</th>\n",
-       "      <td>0.0, 1.0, 1.0</td>\n",
-       "      <td>A_2, R_0, R_3</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>0.131687</td>\n",
-       "      <td>0.666667</td>\n",
-       "      <td>1</td>\n",
-       "      <td>66.000000</td>\n",
-       "      <td>4995</td>\n",
-       "      <td>4978</td>\n",
-       "      <td>0.272727</td>\n",
-       "      <td>0.000594</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>491</th>\n",
+       "      <th>540</th>\n",
        "      <td>0.0, 0.0, 1.0, 1.0</td>\n",
-       "      <td>A_0, A_2, R_2, R_4</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.031250</td>\n",
-       "      <td>0.500000</td>\n",
+       "      <td>A_1, R_0, R_1, R_5</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>51.000000</td>\n",
-       "      <td>4990</td>\n",
-       "      <td>4978</td>\n",
+       "      <td>84.000000</td>\n",
+       "      <td>4994</td>\n",
+       "      <td>4982</td>\n",
        "      <td>0.363636</td>\n",
-       "      <td>0.000459</td>\n",
+       "      <td>0.000905</td>\n",
+       "      <td>1</td>\n",
        "      <td>1</td>\n",
-       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>492</th>\n",
-       "      <td>0.0, 0.0, 1.0, 0.0</td>\n",
-       "      <td>A_1, A_2, R_3, R_4</td>\n",
-       "      <td>0.0</td>\n",
+       "      <th>541</th>\n",
+       "      <td>1.0, 1.0, 1.0</td>\n",
+       "      <td>A_2, R_4, R_5</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>0.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>59.000000</td>\n",
-       "      <td>4982</td>\n",
-       "      <td>4982</td>\n",
-       "      <td>0.363636</td>\n",
-       "      <td>0.000531</td>\n",
+       "      <td>53.000000</td>\n",
+       "      <td>4985</td>\n",
+       "      <td>4985</td>\n",
+       "      <td>0.272727</td>\n",
+       "      <td>0.000571</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>493</th>\n",
-       "      <td>1.0, 0.0, 0.0</td>\n",
-       "      <td>A_1, R_2, R_6</td>\n",
+       "      <th>542</th>\n",
+       "      <td>1.0, 1.0, 0.0, 0.0</td>\n",
+       "      <td>A_0, A_1, A_2, R_7</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>0.004115</td>\n",
-       "      <td>0.333333</td>\n",
+       "      <td>0.100000</td>\n",
+       "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>74.333333</td>\n",
-       "      <td>4999</td>\n",
+       "      <td>65.506661</td>\n",
+       "      <td>4988</td>\n",
        "      <td>4988</td>\n",
-       "      <td>0.272727</td>\n",
-       "      <td>0.000693</td>\n",
-       "      <td>1</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>494</th>\n",
-       "      <td>0.0, 1.0, 1.0, 1.0</td>\n",
-       "      <td>A_0, A_1, A_2, R_3</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>1</td>\n",
-       "      <td>74.500000</td>\n",
-       "      <td>4989</td>\n",
-       "      <td>4989</td>\n",
        "      <td>0.363636</td>\n",
-       "      <td>0.000693</td>\n",
+       "      <td>0.000705</td>\n",
+       "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>2</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>495</th>\n",
-       "      <td>1.0, 0.0</td>\n",
-       "      <td>A_2, R_1</td>\n",
-       "      <td>0.0</td>\n",
+       "      <th>543</th>\n",
+       "      <td>1.0, 0.0, 1.0, 1.0, 1.0</td>\n",
+       "      <td>A_0, A_2, R_1, R_4, R_6</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>0.100000</td>\n",
        "      <td>1.000000</td>\n",
        "      <td>1</td>\n",
-       "      <td>54.333333</td>\n",
-       "      <td>4997</td>\n",
-       "      <td>4997</td>\n",
-       "      <td>0.181818</td>\n",
-       "      <td>0.000489</td>\n",
+       "      <td>71.621120</td>\n",
+       "      <td>4994</td>\n",
+       "      <td>4994</td>\n",
+       "      <td>0.454545</td>\n",
+       "      <td>0.000771</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>496 rows × 13 columns</p>\n",
+       "<p>544 rows × 13 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                Specified Values  \\\n",
-       "0                   1.0, 1.0, 1.0, 1.0, 1.0, 1.0   \n",
-       "1                   0.0, 0.0, 0.0, 0.0, 1.0, 1.0   \n",
-       "2                        0.0, 1.0, 1.0, 1.0, 1.0   \n",
-       "3                        0.0, 1.0, 0.0, 1.0, 0.0   \n",
-       "4                   1.0, 1.0, 0.0, 1.0, 0.0, 1.0   \n",
-       "5                   0.0, 1.0, 1.0, 0.0, 0.0, 1.0   \n",
-       "6                             1.0, 1.0, 0.0, 0.0   \n",
-       "7         0.0, 1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 0.0   \n",
-       "8                        1.0, 1.0, 0.0, 0.0, 0.0   \n",
-       "9                             1.0, 0.0, 1.0, 1.0   \n",
-       "10                  1.0, 1.0, 0.0, 0.0, 1.0, 0.0   \n",
-       "11                                      0.0, 0.0   \n",
-       "12                  1.0, 1.0, 0.0, 0.0, 0.0, 0.0   \n",
-       "13                       1.0, 1.0, 1.0, 0.0, 1.0   \n",
-       "14                            0.0, 1.0, 0.0, 1.0   \n",
-       "15                            0.0, 1.0, 0.0, 1.0   \n",
-       "16                       1.0, 1.0, 1.0, 1.0, 1.0   \n",
-       "17                            1.0, 1.0, 1.0, 1.0   \n",
-       "18                                 1.0, 1.0, 0.0   \n",
-       "19                                 1.0, 0.0, 0.0   \n",
-       "20                                 0.0, 1.0, 0.0   \n",
-       "21                            0.0, 1.0, 0.0, 0.0   \n",
-       "22                       1.0, 0.0, 1.0, 0.0, 1.0   \n",
-       "23                            1.0, 0.0, 1.0, 1.0   \n",
-       "24                            1.0, 1.0, 0.0, 0.0   \n",
-       "25   1.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0   \n",
-       "26                            0.0, 0.0, 0.0, 1.0   \n",
-       "27                                      1.0, 0.0   \n",
-       "28                            0.0, 1.0, 1.0, 1.0   \n",
-       "29                       0.0, 0.0, 0.0, 0.0, 0.0   \n",
-       "..                                           ...   \n",
-       "466                           1.0, 0.0, 1.0, 1.0   \n",
-       "467                      1.0, 0.0, 0.0, 1.0, 0.0   \n",
-       "468                      1.0, 0.0, 0.0, 0.0, 1.0   \n",
-       "469                      1.0, 1.0, 1.0, 0.0, 0.0   \n",
-       "470                      1.0, 1.0, 1.0, 0.0, 1.0   \n",
-       "471                                     1.0, 1.0   \n",
-       "472                           0.0, 1.0, 1.0, 1.0   \n",
-       "473                           0.0, 0.0, 0.0, 1.0   \n",
-       "474                                0.0, 1.0, 1.0   \n",
-       "475                           1.0, 1.0, 0.0, 1.0   \n",
-       "476                           1.0, 0.0, 1.0, 1.0   \n",
-       "477                      0.0, 1.0, 1.0, 1.0, 1.0   \n",
-       "478                      0.0, 1.0, 0.0, 0.0, 0.0   \n",
-       "479                      0.0, 1.0, 0.0, 1.0, 0.0   \n",
-       "480                      0.0, 1.0, 0.0, 1.0, 1.0   \n",
-       "481                           1.0, 0.0, 1.0, 0.0   \n",
-       "482                                0.0, 1.0, 1.0   \n",
-       "483                           1.0, 0.0, 0.0, 0.0   \n",
-       "484                           0.0, 0.0, 0.0, 0.0   \n",
-       "485                      0.0, 1.0, 0.0, 0.0, 1.0   \n",
-       "486                                0.0, 1.0, 1.0   \n",
-       "487                      1.0, 1.0, 1.0, 0.0, 1.0   \n",
-       "488                           1.0, 0.0, 1.0, 0.0   \n",
-       "489                           1.0, 1.0, 0.0, 0.0   \n",
-       "490                                0.0, 1.0, 1.0   \n",
-       "491                           0.0, 0.0, 1.0, 1.0   \n",
-       "492                           0.0, 0.0, 1.0, 0.0   \n",
-       "493                                1.0, 0.0, 0.0   \n",
-       "494                           0.0, 1.0, 1.0, 1.0   \n",
-       "495                                     1.0, 0.0   \n",
+       "                           Specified Values  \\\n",
+       "0                        1.0, 1.0, 0.0, 1.0   \n",
+       "1                        1.0, 1.0, 0.0, 1.0   \n",
+       "2                        0.0, 0.0, 1.0, 0.0   \n",
+       "3                             1.0, 0.0, 0.0   \n",
+       "4                             1.0, 1.0, 0.0   \n",
+       "5                   0.0, 1.0, 1.0, 1.0, 1.0   \n",
+       "6    1.0, 1.0, 1.0, 0.0, 1.0, 0.0, 0.0, 1.0   \n",
+       "7                   0.0, 0.0, 0.0, 0.0, 0.0   \n",
+       "8                                  1.0, 1.0   \n",
+       "9                             0.0, 0.0, 1.0   \n",
+       "10                  1.0, 1.0, 1.0, 1.0, 0.0   \n",
+       "11                  1.0, 0.0, 1.0, 0.0, 1.0   \n",
+       "12                  0.0, 1.0, 0.0, 0.0, 0.0   \n",
+       "13                  1.0, 1.0, 1.0, 0.0, 1.0   \n",
+       "14                  1.0, 1.0, 0.0, 0.0, 0.0   \n",
+       "15                       1.0, 1.0, 0.0, 0.0   \n",
+       "16                            0.0, 0.0, 0.0   \n",
+       "17                            0.0, 1.0, 0.0   \n",
+       "18                       1.0, 0.0, 1.0, 1.0   \n",
+       "19                            1.0, 1.0, 1.0   \n",
+       "20                            1.0, 0.0, 0.0   \n",
+       "21                  0.0, 0.0, 1.0, 1.0, 1.0   \n",
+       "22                            1.0, 1.0, 1.0   \n",
+       "23                       0.0, 0.0, 0.0, 0.0   \n",
+       "24                  0.0, 1.0, 1.0, 1.0, 0.0   \n",
+       "25                       0.0, 0.0, 0.0, 0.0   \n",
+       "26                  1.0, 1.0, 1.0, 0.0, 1.0   \n",
+       "27                  0.0, 0.0, 0.0, 0.0, 0.0   \n",
+       "28                            1.0, 0.0, 0.0   \n",
+       "29             1.0, 0.0, 0.0, 0.0, 1.0, 1.0   \n",
+       "..                                      ...   \n",
+       "514                                0.0, 0.0   \n",
+       "515                      0.0, 0.0, 0.0, 0.0   \n",
+       "516                      1.0, 0.0, 1.0, 1.0   \n",
+       "517                           1.0, 0.0, 1.0   \n",
+       "518                           1.0, 1.0, 1.0   \n",
+       "519                 1.0, 1.0, 0.0, 1.0, 0.0   \n",
+       "520            1.0, 1.0, 0.0, 1.0, 0.0, 0.0   \n",
+       "521                 0.0, 1.0, 0.0, 1.0, 0.0   \n",
+       "522                           0.0, 1.0, 1.0   \n",
+       "523                 0.0, 1.0, 1.0, 1.0, 1.0   \n",
+       "524       0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 1.0   \n",
+       "525                           0.0, 0.0, 0.0   \n",
+       "526                      0.0, 0.0, 1.0, 1.0   \n",
+       "527                      1.0, 1.0, 1.0, 0.0   \n",
+       "528            1.0, 1.0, 0.0, 0.0, 1.0, 0.0   \n",
+       "529                 1.0, 1.0, 1.0, 0.0, 0.0   \n",
+       "530                      0.0, 0.0, 0.0, 0.0   \n",
+       "531                 1.0, 1.0, 0.0, 1.0, 1.0   \n",
+       "532                      0.0, 0.0, 0.0, 1.0   \n",
+       "533                           0.0, 1.0, 0.0   \n",
+       "534                 0.0, 0.0, 0.0, 0.0, 1.0   \n",
+       "535                      1.0, 0.0, 0.0, 0.0   \n",
+       "536       0.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0   \n",
+       "537                      1.0, 0.0, 0.0, 0.0   \n",
+       "538            1.0, 1.0, 1.0, 1.0, 1.0, 0.0   \n",
+       "539            0.0, 1.0, 0.0, 0.0, 0.0, 1.0   \n",
+       "540                      0.0, 0.0, 1.0, 1.0   \n",
+       "541                           1.0, 1.0, 1.0   \n",
+       "542                      1.0, 1.0, 0.0, 0.0   \n",
+       "543                 1.0, 0.0, 1.0, 1.0, 1.0   \n",
        "\n",
-       "                       Specified Attribute Names  class   Fitness  Accuracy  \\\n",
-       "0                   A_2, R_0, R_1, R_3, R_5, R_7    1.0  1.000000  1.000000   \n",
-       "1                   A_2, R_0, R_1, R_2, R_4, R_7    0.0  0.104358  0.636364   \n",
-       "2                        A_0, R_0, R_2, R_4, R_6    1.0  0.229843  0.745223   \n",
-       "3                        A_1, R_0, R_1, R_3, R_4    0.0  0.092818  0.621622   \n",
-       "4                   A_0, A_1, R_0, R_1, R_3, R_6    1.0  0.232340  0.746835   \n",
-       "5                   A_1, A_2, R_0, R_1, R_2, R_3    0.0  0.201727  0.726027   \n",
-       "6                             A_1, A_2, R_3, R_6    0.0  0.234697  0.748344   \n",
-       "7         A_1, A_2, R_0, R_2, R_3, R_4, R_5, R_6    0.0  0.327680  0.800000   \n",
-       "8                        A_0, A_2, R_1, R_2, R_5    0.0  0.261500  0.764706   \n",
-       "9                             A_0, R_1, R_2, R_6    1.0  0.095687  0.625418   \n",
-       "10                  A_0, A_2, R_1, R_2, R_3, R_5    0.0  0.242486  0.753247   \n",
-       "11                                      R_1, R_6    0.0  0.093938  0.623116   \n",
-       "12                  A_0, R_0, R_2, R_3, R_4, R_5    0.0  0.248188  0.756757   \n",
-       "13                       A_2, R_2, R_3, R_6, R_7    1.0  0.231936  0.746575   \n",
-       "14                            A_2, R_1, R_4, R_5    0.0  0.100635  0.631757   \n",
-       "15                            A_0, A_2, R_0, R_3    1.0  0.234590  0.748276   \n",
-       "16                       A_0, R_0, R_2, R_4, R_6    1.0  0.245719  0.755245   \n",
-       "17                            A_1, R_2, R_3, R_5    1.0  0.224991  0.742049   \n",
-       "18                                 A_0, R_0, R_4    0.0  0.097513  0.627787   \n",
-       "19                                 A_1, R_0, R_7    0.0  0.098505  0.629060   \n",
-       "20                                 A_0, A_1, R_2    0.0  0.237305  0.750000   \n",
-       "21                            A_0, A_1, A_2, R_2    0.0  1.000000  1.000000   \n",
-       "22                       A_0, A_2, R_3, R_4, R_7    0.0  0.248496  0.756944   \n",
-       "23                            R_1, R_2, R_4, R_7    1.0  0.084825  0.610526   \n",
-       "24                            A_0, A_1, R_0, R_7    0.0  0.231936  0.746575   \n",
-       "25   A_0, A_1, A_2, R_0, R_1, R_2, R_3, R_5, R_6    1.0  0.052922  0.555556   \n",
-       "26                            A_0, A_2, R_0, R_7    0.0  0.255006  0.760870   \n",
-       "27                                      A_0, R_6    0.0  0.099786  0.630687   \n",
-       "28                            A_0, A_2, R_1, R_3    1.0  1.000000  1.000000   \n",
-       "29                       A_0, A_2, R_0, R_3, R_7    0.0  0.215549  0.735714   \n",
-       "..                                           ...    ...       ...       ...   \n",
-       "466                           A_0, A_1, R_4, R_5    0.0  0.000000  0.000000   \n",
-       "467                      A_0, A_1, R_2, R_4, R_5    1.0  1.000000  1.000000   \n",
-       "468                      A_0, A_1, R_0, R_2, R_4    1.0  1.000000  1.000000   \n",
-       "469                      A_0, A_1, R_2, R_4, R_6    0.0  0.131687  0.666667   \n",
-       "470                      A_0, A_1, A_2, R_2, R_3    0.0  1.000000  1.000000   \n",
-       "471                                     A_2, R_5    1.0  0.104358  0.636364   \n",
-       "472                           A_1, A_2, R_3, R_5    1.0  0.401878  0.833333   \n",
-       "473                           A_1, A_2, R_0, R_7    0.0  1.000000  1.000000   \n",
-       "474                                A_0, A_1, A_2    0.0  0.002430  0.300000   \n",
-       "475                           A_1, A_2, R_3, R_7    1.0  0.077760  0.600000   \n",
-       "476                           A_0, A_1, A_2, R_5    1.0  1.000000  1.000000   \n",
-       "477                      A_1, R_1, R_4, R_5, R_7    1.0  0.100000  1.000000   \n",
-       "478                      A_1, R_0, R_1, R_3, R_4    0.0  0.000000  0.000000   \n",
-       "479                      A_0, A_2, R_1, R_5, R_7    0.0  1.000000  1.000000   \n",
-       "480                      A_0, A_2, R_2, R_3, R_5    0.0  0.000000  0.000000   \n",
-       "481                           A_2, R_1, R_3, R_5    0.0  0.031250  0.500000   \n",
-       "482                                A_2, R_3, R_4    1.0  0.237305  0.750000   \n",
-       "483                           A_1, A_2, R_3, R_4    1.0  0.031250  0.500000   \n",
-       "484                           A_1, A_2, R_0, R_6    0.0  0.237305  0.750000   \n",
-       "485                      A_0, A_1, A_2, R_2, R_6    1.0  0.046266  0.857143   \n",
-       "486                                A_0, A_1, A_2    1.0  0.095367  0.625000   \n",
-       "487                      A_0, A_2, R_2, R_5, R_6    0.0  0.000000  0.000000   \n",
-       "488                           A_0, A_1, A_2, R_5    1.0  0.100000  1.000000   \n",
-       "489                           A_1, A_2, R_3, R_6    1.0  0.100000  1.000000   \n",
-       "490                                A_2, R_0, R_3    1.0  0.131687  0.666667   \n",
-       "491                           A_0, A_2, R_2, R_4    0.0  0.031250  0.500000   \n",
-       "492                           A_1, A_2, R_3, R_4    0.0  0.000000  0.000000   \n",
-       "493                                A_1, R_2, R_6    0.0  0.004115  0.333333   \n",
-       "494                           A_0, A_1, A_2, R_3    0.0  0.000000  0.000000   \n",
-       "495                                     A_2, R_1    0.0  0.100000  1.000000   \n",
+       "                  Specified Attribute Names  class   Fitness  Accuracy  \\\n",
+       "0                        A_1, R_1, R_5, R_6    1.0  0.096911  0.627010   \n",
+       "1                        A_0, A_2, R_4, R_7    1.0  0.256215  0.761589   \n",
+       "2                        A_1, A_2, R_0, R_5    1.0  0.234828  0.748428   \n",
+       "3                             A_2, R_0, R_5    0.0  0.095367  0.625000   \n",
+       "4                             R_3, R_5, R_7    1.0  0.058091  0.566007   \n",
+       "5                   A_1, A_2, R_3, R_4, R_5    1.0  0.269329  0.769231   \n",
+       "6    A_0, A_2, R_0, R_3, R_4, R_5, R_6, R_7    1.0  0.031250  0.500000   \n",
+       "7                   A_2, R_0, R_2, R_4, R_6    0.0  1.000000  1.000000   \n",
+       "8                                  R_0, R_3    1.0  0.094168  0.623420   \n",
+       "9                             A_0, A_2, R_2    1.0  0.242661  0.753356   \n",
+       "10                  A_0, A_2, R_0, R_6, R_7    0.0  0.248188  0.756757   \n",
+       "11                  A_1, A_2, R_1, R_5, R_6    1.0  0.250877  0.758389   \n",
+       "12                  A_2, R_1, R_3, R_4, R_5    0.0  0.087118  0.613793   \n",
+       "13                  A_1, A_2, R_2, R_6, R_7    1.0  0.232078  0.746667   \n",
+       "14                  A_0, R_0, R_1, R_3, R_4    0.0  0.090453  0.618421   \n",
+       "15                       A_0, R_0, R_1, R_7    0.0  0.102352  0.633898   \n",
+       "16                            A_1, A_2, R_0    0.0  0.223701  0.741197   \n",
+       "17                            A_1, R_2, R_4    0.0  0.100275  0.631304   \n",
+       "18                       A_0, R_0, R_2, R_7    1.0  0.090419  0.618375   \n",
+       "19                            A_0, A_2, R_7    1.0  0.235241  0.748691   \n",
+       "20                            A_2, R_3, R_7    0.0  0.232479  0.746924   \n",
+       "21                  A_0, A_2, R_2, R_5, R_6    1.0  0.240123  0.751773   \n",
+       "22                            A_2, R_3, R_5    1.0  0.240776  0.752182   \n",
+       "23                       A_2, R_2, R_4, R_6    0.0  0.507621  0.873188   \n",
+       "24                  A_2, R_0, R_2, R_4, R_6    1.0  0.251665  0.758865   \n",
+       "25                       A_1, R_4, R_5, R_7    0.0  0.251877  0.758993   \n",
+       "26                  A_1, R_1, R_4, R_5, R_6    1.0  0.089888  0.617647   \n",
+       "27                  R_0, R_2, R_4, R_6, R_7    0.0  0.355073  0.812950   \n",
+       "28                            R_0, R_1, R_7    0.0  0.057608  0.565062   \n",
+       "29             A_1, A_2, R_0, R_2, R_4, R_5    0.0  0.267383  0.768116   \n",
+       "..                                      ...    ...       ...       ...   \n",
+       "514                                R_0, R_4    0.0  0.052922  0.555556   \n",
+       "515                      A_1, A_2, R_4, R_5    0.0  0.031250  0.500000   \n",
+       "516                      A_1, A_2, R_2, R_3    0.0  0.004115  0.333333   \n",
+       "517                           A_0, A_1, R_5    1.0  0.401878  0.833333   \n",
+       "518                           A_1, A_2, R_7    0.0  0.237305  0.750000   \n",
+       "519                 A_0, A_1, A_2, R_4, R_6    0.0  1.000000  1.000000   \n",
+       "520            A_0, A_1, A_2, R_1, R_6, R_7    0.0  1.000000  1.000000   \n",
+       "521                 A_1, A_2, R_1, R_3, R_4    0.0  0.004115  0.333333   \n",
+       "522                           R_0, R_1, R_7    1.0  0.031250  0.500000   \n",
+       "523                 A_1, A_2, R_1, R_3, R_7    1.0  1.000000  1.000000   \n",
+       "524       A_0, R_1, R_2, R_3, R_5, R_6, R_7    0.0  1.000000  1.000000   \n",
+       "525                           A_0, A_1, R_3    1.0  0.004115  0.333333   \n",
+       "526                      A_2, R_1, R_4, R_6    1.0  0.031250  0.500000   \n",
+       "527                      A_0, R_0, R_4, R_7    0.0  1.000000  1.000000   \n",
+       "528            A_0, A_1, A_2, R_0, R_3, R_6    1.0  0.000000  0.000000   \n",
+       "529                 A_0, R_0, R_4, R_6, R_7    0.0  1.000000  1.000000   \n",
+       "530                      A_1, R_0, R_3, R_4    0.0  0.100000  1.000000   \n",
+       "531                 A_1, A_2, R_0, R_2, R_7    0.0  0.031250  0.500000   \n",
+       "532                      A_0, R_3, R_6, R_7    0.0  0.237305  0.750000   \n",
+       "533                           A_1, A_2, R_0    1.0  0.000129  0.166667   \n",
+       "534                 A_1, A_2, R_0, R_2, R_5    0.0  0.100000  1.000000   \n",
+       "535                      A_0, A_1, R_0, R_4    0.0  0.100000  1.000000   \n",
+       "536       A_1, A_2, R_0, R_1, R_2, R_3, R_6    0.0  0.100000  1.000000   \n",
+       "537                      A_0, A_1, R_1, R_5    0.0  0.004115  0.333333   \n",
+       "538            A_2, R_1, R_3, R_5, R_6, R_7    1.0  0.052510  0.879121   \n",
+       "539            A_1, A_2, R_1, R_2, R_5, R_6    0.0  0.100000  1.000000   \n",
+       "540                      A_1, R_0, R_1, R_5    1.0  1.000000  1.000000   \n",
+       "541                           A_2, R_4, R_5    1.0  0.000000  0.000000   \n",
+       "542                      A_0, A_1, A_2, R_7    0.0  0.100000  1.000000   \n",
+       "543                 A_0, A_2, R_1, R_4, R_6    1.0  0.100000  1.000000   \n",
        "\n",
        "     Numerosity  Avg Match Set Size  TimeStamp GA  Iteration Initialized  \\\n",
-       "0             2           82.999638          4970                      1   \n",
-       "1             1           66.467549          4785                     15   \n",
-       "2             1           63.732106          4978                     24   \n",
-       "3             1           64.479725          4982                     28   \n",
-       "4             2           71.254368          4996                     44   \n",
-       "5             2           54.439725          4738                     69   \n",
-       "6             1           58.840274          4977                     78   \n",
-       "7             1           65.627071          4175                     79   \n",
-       "8             1           91.886819          4952                    137   \n",
-       "9             1           70.672154          4983                    159   \n",
-       "10            1           88.551901          4952                    165   \n",
-       "11            1           51.744319          4991                    201   \n",
-       "12            1           73.213965          4999                    202   \n",
-       "13            1           69.335533          4989                    203   \n",
-       "14            1           72.898203          4869                    227   \n",
-       "15            1           65.926134          4989                    287   \n",
-       "16            1           64.227067          4962                    317   \n",
-       "17            1           56.163373          4989                    336   \n",
-       "18            1           69.625580          4999                    345   \n",
-       "19            2           60.569688          4997                    361   \n",
-       "20            3           65.966778          4988                    366   \n",
-       "21           13           57.365878          4988                    390   \n",
-       "22            1           67.844284          4982                    405   \n",
-       "23            1           63.609141          4970                    415   \n",
-       "24            1           57.260387          4991                    423   \n",
-       "25            1           50.876480          4581                    485   \n",
-       "26            2           63.294082          4990                    538   \n",
-       "27            1           59.458472          4999                    541   \n",
-       "28            8           75.513925          4980                    544   \n",
-       "29            1           62.563335          4897                    546   \n",
+       "0             1           72.555913          4913                      0   \n",
+       "1             2           73.824502          4968                      2   \n",
+       "2             1           72.940204          4964                      6   \n",
+       "3             1           55.726002          4970                     28   \n",
+       "4             1           50.199340          4985                     85   \n",
+       "5             2           90.642978          4858                     88   \n",
+       "6             1           57.657736          4312                    208   \n",
+       "7             5           96.736559          4950                    211   \n",
+       "8             1           58.887750          4985                    233   \n",
+       "9             3           72.209555          4974                    267   \n",
+       "10            2           74.527591          4944                    285   \n",
+       "11            3           66.878293          4913                    287   \n",
+       "12            1           67.400426          4916                    291   \n",
+       "13            1           74.640091          4906                    293   \n",
+       "14            1           57.602071          4889                    315   \n",
+       "15            1           58.390511          4947                    315   \n",
+       "16            1           66.685177          4966                    419   \n",
+       "17            1           67.154864          4966                    419   \n",
+       "18            1           66.661601          4994                    426   \n",
+       "19            4           62.056210          4979                    426   \n",
+       "20            2           65.339406          4999                    441   \n",
+       "21            1           87.026303          4905                    464   \n",
+       "22            2           54.757896          4985                    476   \n",
+       "23            2           83.276405          4950                    510   \n",
+       "24            1           75.456930          4945                    525   \n",
+       "25            1           66.816226          4981                    531   \n",
+       "26            1           71.093083          4851                    532   \n",
+       "27            1           74.138810          4865                    539   \n",
+       "28            1           44.052883          4999                    544   \n",
+       "29            1           65.383433          4990                    552   \n",
        "..          ...                 ...           ...                    ...   \n",
-       "466           1           75.250000          4916                   4916   \n",
-       "467           1           61.333333          4954                   4917   \n",
-       "468           1           75.000000          4917                   4917   \n",
-       "469           1           46.666667          4918                   4918   \n",
-       "470           1           55.000000          4927                   4927   \n",
-       "471           1           69.339809          4989                   4929   \n",
-       "472           1           77.360000          4980                   4929   \n",
-       "473           1           45.000000          4990                   4931   \n",
-       "474           1           66.627840          4997                   4933   \n",
-       "475           1           51.000000          4962                   4938   \n",
-       "476           1           65.500000          4983                   4941   \n",
-       "477           1           72.446450          4941                   4941   \n",
-       "478           1           49.000000          4946                   4946   \n",
-       "479           1           54.333333          4997                   4946   \n",
-       "480           1           76.320000          4947                   4947   \n",
-       "481           1           62.000000          4952                   4952   \n",
-       "482           1           60.500000          4995                   4954   \n",
-       "483           1           72.400000          4996                   4955   \n",
-       "484           1           63.000000          4990                   4959   \n",
-       "485           1           48.984000          4968                   4968   \n",
-       "486           1           64.211200          4989                   4970   \n",
-       "487           1           64.000000          4971                   4971   \n",
-       "488           1           71.816038          4971                   4971   \n",
-       "489           1           53.317578          4977                   4977   \n",
-       "490           1           66.000000          4995                   4978   \n",
-       "491           1           51.000000          4990                   4978   \n",
-       "492           1           59.000000          4982                   4982   \n",
-       "493           1           74.333333          4999                   4988   \n",
-       "494           1           74.500000          4989                   4989   \n",
-       "495           1           54.333333          4997                   4997   \n",
+       "514           1           63.346923          4988                   4916   \n",
+       "515           2           70.250000          4966                   4916   \n",
+       "516           1           65.560000          4988                   4918   \n",
+       "517           1           81.920000          4994                   4919   \n",
+       "518           1           62.364800          4989                   4923   \n",
+       "519           1           65.000000          4972                   4924   \n",
+       "520           1           59.000000          4988                   4924   \n",
+       "521           1           58.666667          4981                   4926   \n",
+       "522           1           68.672320          4994                   4927   \n",
+       "523           1           77.000000          4982                   4927   \n",
+       "524           1           71.000000          4935                   4935   \n",
+       "525           1           54.960000          4977                   4936   \n",
+       "526           1           52.000000          4977                   4942   \n",
+       "527           2           68.200000          4947                   4944   \n",
+       "528           1           59.000000          4946                   4946   \n",
+       "529           1           63.000000          4947                   4947   \n",
+       "530           1          100.000000          4950                   4950   \n",
+       "531           1           60.000000          4989                   4953   \n",
+       "532           1           55.250000          4984                   4953   \n",
+       "533           1           48.480000          4982                   4960   \n",
+       "534           1           74.528049          4962                   4962   \n",
+       "535           1           77.066474          4966                   4966   \n",
+       "536           1           56.695572          4970                   4970   \n",
+       "537           1           57.666667          4970                   4970   \n",
+       "538           1           81.060258          4978                   4978   \n",
+       "539           1           54.000000          4981                   4981   \n",
+       "540           1           84.000000          4994                   4982   \n",
+       "541           1           53.000000          4985                   4985   \n",
+       "542           1           65.506661          4988                   4988   \n",
+       "543           1           71.621120          4994                   4994   \n",
        "\n",
        "     Specificity  Deletion Probability  Correct Count  Match Count  \n",
-       "0       0.545455              0.001494             78           78  \n",
-       "1       0.545455              0.000598             49           77  \n",
-       "2       0.454545              0.000574            117          157  \n",
-       "3       0.454545              0.000580             92          148  \n",
-       "4       0.545455              0.001283             59           79  \n",
-       "5       0.545455              0.000980             53           73  \n",
-       "6       0.363636              0.000530            226          302  \n",
-       "7       0.727273              0.000591             16           20  \n",
-       "8       0.454545              0.000827            117          153  \n",
-       "9       0.363636              0.000636            187          299  \n",
-       "10      0.545455              0.000797             58           77  \n",
-       "11      0.181818              0.000466            744         1194  \n",
-       "12      0.545455              0.000657             56           74  \n",
-       "13      0.454545              0.000624            109          146  \n",
-       "14      0.363636              0.000656            187          296  \n",
-       "15      0.363636              0.000593            217          290  \n",
-       "16      0.454545              0.000578            108          143  \n",
-       "17      0.363636              0.000505            210          283  \n",
-       "18      0.272727              0.000617            366          583  \n",
-       "19      0.272727              0.013032            368          585  \n",
-       "20      0.272727              0.001740            435          580  \n",
-       "21      0.363636              0.006712            292          292  \n",
-       "22      0.454545              0.000611            109          144  \n",
-       "23      0.363636              0.000573            174          285  \n",
-       "24      0.363636              0.000515            218          292  \n",
-       "25      0.818182              0.000458              5            9  \n",
-       "26      0.363636              0.001139            210          276  \n",
-       "27      0.181818              0.000502            707         1121  \n",
-       "28      0.363636              0.005500            276          276  \n",
-       "29      0.454545              0.000563            103          140  \n",
+       "0       0.363636              0.000781            195          311  \n",
+       "1       0.363636              0.001590            230          302  \n",
+       "2       0.363636              0.000772            238          318  \n",
+       "3       0.272727              0.000600            390          624  \n",
+       "4       0.272727              0.000541            343          606  \n",
+       "5       0.454545              0.001952            120          156  \n",
+       "6       0.727273              0.000621              9           18  \n",
+       "7       0.454545              0.005209            150          150  \n",
+       "8       0.181818              0.000583            740         1187  \n",
+       "9       0.272727              0.002432            449          596  \n",
+       "10      0.454545              0.001605            112          148  \n",
+       "11      0.454545              0.002161            113          149  \n",
+       "12      0.454545              0.000726             89          145  \n",
+       "13      0.454545              0.000804            112          150  \n",
+       "14      0.454545              0.000620             94          152  \n",
+       "15      0.363636              0.000629            187          295  \n",
+       "16      0.272727              0.000718            421          568  \n",
+       "17      0.272727              0.000742            363          575  \n",
+       "18      0.363636              0.000718            175          283  \n",
+       "19      0.272727              0.002673            429          573  \n",
+       "20      0.272727              0.001576            425          569  \n",
+       "21      0.454545              0.000937            106          141  \n",
+       "22      0.272727              0.001179            431          573  \n",
+       "23      0.363636              0.001794            241          276  \n",
+       "24      0.454545              0.000813            107          141  \n",
+       "25      0.363636              0.000720            211          278  \n",
+       "26      0.454545              0.000766             84          136  \n",
+       "27      0.454545              0.000798            113          139  \n",
+       "28      0.272727              0.000501            317          561  \n",
+       "29      0.545455              0.000745             53           69  \n",
        "..           ...                   ...            ...          ...  \n",
-       "466     0.363636              0.000677              0            4  \n",
-       "467     0.454545              0.000552              3            3  \n",
-       "468     0.454545              0.000675              1            1  \n",
-       "469     0.454545              0.000420              2            3  \n",
-       "470     0.454545              0.000495              2            2  \n",
-       "471     0.181818              0.000618             14           22  \n",
-       "472     0.363636              0.000696              5            6  \n",
-       "473     0.363636              0.000405              1            1  \n",
-       "474     0.272727              0.000588              3           10  \n",
-       "475     0.363636              0.000459              3            5  \n",
-       "476     0.363636              0.000590              2            2  \n",
-       "477     0.454545              0.000652              0            0  \n",
-       "478     0.454545              0.000441              0            1  \n",
-       "479     0.454545              0.000489              3            3  \n",
-       "480     0.454545              0.000697              0            6  \n",
-       "481     0.363636              0.000558              1            2  \n",
-       "482     0.272727              0.000545              3            4  \n",
-       "483     0.363636              0.000648              3            6  \n",
-       "484     0.363636              0.000567              3            4  \n",
-       "485     0.454545              0.000441              0            0  \n",
-       "486     0.272727              0.000560              5            8  \n",
-       "487     0.454545              0.000576              0            1  \n",
-       "488     0.363636              0.000646              0            0  \n",
-       "489     0.363636              0.000480              0            0  \n",
-       "490     0.272727              0.000594              2            3  \n",
-       "491     0.363636              0.000459              1            2  \n",
-       "492     0.363636              0.000531              0            1  \n",
-       "493     0.272727              0.000693              1            3  \n",
-       "494     0.363636              0.000693              0            2  \n",
-       "495     0.181818              0.000489              0            0  \n",
+       "514     0.181818              0.000682             10           18  \n",
+       "515     0.363636              0.001513              2            4  \n",
+       "516     0.363636              0.000706              2            6  \n",
+       "517     0.272727              0.000882              5            6  \n",
+       "518     0.272727              0.000672              6            8  \n",
+       "519     0.454545              0.000700              3            3  \n",
+       "520     0.545455              0.000635              1            1  \n",
+       "521     0.454545              0.000632              1            3  \n",
+       "522     0.272727              0.000728              5           10  \n",
+       "523     0.454545              0.000829              2            2  \n",
+       "524     0.636364              0.000765              1            1  \n",
+       "525     0.272727              0.000649              2            6  \n",
+       "526     0.363636              0.000447              2            4  \n",
+       "527     0.363636              0.001469              5            5  \n",
+       "528     0.545455              0.000635              0            1  \n",
+       "529     0.454545              0.000678              3            3  \n",
+       "530     0.363636              0.001077              0            0  \n",
+       "531     0.454545              0.000646              1            2  \n",
+       "532     0.363636              0.000474              3            4  \n",
+       "533     0.272727              0.000522              1            6  \n",
+       "534     0.454545              0.000803              0            0  \n",
+       "535     0.363636              0.000830              0            0  \n",
+       "536     0.636364              0.000611              0            0  \n",
+       "537     0.363636              0.000512              1            3  \n",
+       "538     0.545455              0.000873              0            0  \n",
+       "539     0.545455              0.000582              0            0  \n",
+       "540     0.363636              0.000905              1            1  \n",
+       "541     0.272727              0.000571              0            1  \n",
+       "542     0.363636              0.000705              0            0  \n",
+       "543     0.454545              0.000771              0            0  \n",
        "\n",
-       "[496 rows x 13 columns]"
+       "[544 rows x 13 columns]"
       ]
      },
      "metadata": {},
diff --git a/setup.py b/setup.py
index 4015a70..9ad43ca 100644
--- a/setup.py
+++ b/setup.py
@@ -6,14 +6,14 @@
 setup(
   name = 'scikit-eLCS',
   packages = ['skeLCS'],
-  version = '1.0.7',
+  version = '1.0.8',
   license='License :: OSI Approved :: GNU General Public License v3 (GPLv3)',
   description = 'Educational Learning Classifier System',
   long_description_content_type="text/markdown",
   author = 'Robert Zhang, Ryan J. Urbanowicz',
   author_email = 'robertzh@seas.upenn.edu,ryanurb@upenn.edu',
   url = 'https://github.com/UrbsLab/scikit-eLCS',
-  download_url = 'https://github.com/UrbsLab/scikit-eLCS/archive/v_1.0.7.tar.gz',
+  download_url = 'https://github.com/UrbsLab/scikit-eLCS/archive/v_1.0.8.tar.gz',
   keywords = ['machine learning','data analysis','data science','learning classifier systems'],
   install_requires=['numpy','pandas','scikit-learn'],
   classifiers=[
diff --git a/skeLCS/Classifier.py b/skeLCS/Classifier.py
index f8790d4..b446c27 100644
--- a/skeLCS/Classifier.py
+++ b/skeLCS/Classifier.py
@@ -56,7 +56,7 @@ def classifierCovering(self, elcs, setSize, exploreIter, state, phenotype):
 
         while len(self.specifiedAttList) < 1:
             for attRef in range(len(state)):
-                if random.random() < elcs.p_spec and not(np.isnan(state[attRef])):
+                if random.random() < elcs.p_spec and not(state[attRef] == None):
                     self.specifiedAttList.append(attRef)
                     self.buildMatch(elcs, attRef, state)  # Add classifierConditionElement
 
@@ -103,14 +103,14 @@ def match(self, state, elcs):
             if attributeInfoType:
                 instanceValue = state[specifiedIndex]
                 if elcs.matchForMissingness:
-                    if np.isnan(instanceValue):
+                    if instanceValue == None:
                         pass
                     elif self.condition[i][0] < instanceValue < self.condition[i][1]:
                         pass
                     else:
                         return False
                 else:
-                    if np.isnan(instanceValue):
+                    if instanceValue == None:
                         return False
                     elif self.condition[i][0] < instanceValue < self.condition[i][1]:
                         pass
@@ -121,14 +121,14 @@ def match(self, state, elcs):
             else:
                 stateRep = state[specifiedIndex]
                 if elcs.matchForMissingness:
-                    if stateRep == self.condition[i] or np.isnan(stateRep):
+                    if stateRep == self.condition[i] or stateRep == None:
                         pass
                     else:
                         return False
                 else:
                     if stateRep == self.condition[i]:
                         pass
-                    elif np.isnan(stateRep):
+                    elif stateRep == None:
                         return False
                     else:
                         return False
@@ -322,7 +322,7 @@ def Mutation(self, elcs, state, phenotype):
             else:
                 attributeInfoValue = elcs.env.formatData.attributeInfoContinuous[attRef]
 
-            if random.random() < elcs.upsilon and not(np.isnan(state[attRef])):
+            if random.random() < elcs.upsilon and not(state[attRef] == None):
                 # Mutation
                 if attRef not in self.specifiedAttList:
                     self.specifiedAttList.append(attRef)
diff --git a/skeLCS/ClassifierSet.py b/skeLCS/ClassifierSet.py
index 0169e5d..0f44ff4 100644
--- a/skeLCS/ClassifierSet.py
+++ b/skeLCS/ClassifierSet.py
@@ -24,6 +24,8 @@ def makeMatchSet(self,state_phenotype,exploreIter,elcs):
         setNumerositySum = 0
 
         #Matching
+        if not elcs.hasTrained:
+            elcs.timer.startTimeMatching()
         for i in range(len(self.popSet)):
             cl = self.popSet[i]
             if cl.match(state,elcs):
@@ -37,6 +39,8 @@ def makeMatchSet(self,state_phenotype,exploreIter,elcs):
                 else:
                     if float(cl.phenotype[0]) <= float(phenotype) <= float(cl.phenotype[1]):
                         doCovering = False
+        if not elcs.hasTrained:
+            elcs.timer.stopTimeMatching()
 
         #Covering
         while doCovering:
@@ -152,6 +156,9 @@ def runGA(self,elcs,exploreIter,state,phenotype):
             clP1 = selectList[0]
             clP2 = selectList[1]
 
+        if not elcs.hasTrained:
+            elcs.timer.stopTimeSelection()
+
         #Initialize Offspring
         cl1 = Classifier(elcs,clP1,exploreIter)
         if clP2 == None:
@@ -176,8 +183,6 @@ def runGA(self,elcs,exploreIter,state,phenotype):
         #Mutation Operator
         nowchanged = cl1.Mutation(elcs,state,phenotype)
         howaboutnow = cl2.Mutation(elcs,state,phenotype)
-        if not elcs.hasTrained:
-            elcs.timer.stopTimeSelection()
 
         #Add offspring to population
         if changed or nowchanged or howaboutnow:
@@ -187,11 +192,8 @@ def runGA(self,elcs,exploreIter,state,phenotype):
                 elcs.trackingObj.mutationCount += 1
             if changed:
                 elcs.trackingObj.crossOverCount += 1
-            if not elcs.hasTrained:
-                elcs.timer.startTimeSubsumption()
+
             self.insertDiscoveredClassifiers(elcs,cl1, cl2, clP1, clP2, exploreIter)  # Subsumption
-            if not elcs.hasTrained:
-                elcs.timer.stopTimeSubsumption()
 
     def getIterStampAverage(self):
         sumCl = 0.0
diff --git a/skeLCS/DataManagement.py b/skeLCS/DataManagement.py
index 5d248c2..b403a40 100644
--- a/skeLCS/DataManagement.py
+++ b/skeLCS/DataManagement.py
@@ -144,6 +144,12 @@ def formatData(self,features,phenotypes,elcs):
         np.random.shuffle(formatted)
         shuffledFeatures = formatted[:,:-1].tolist()
         shuffledLabels = formatted[:,self.numAttributes].tolist()
+        for i in range(len(shuffledFeatures)):
+            for j in range(len(shuffledFeatures[i])):
+                if np.isnan(shuffledFeatures[i][j]):
+                    shuffledFeatures[i][j] = None
+            if np.isnan(shuffledLabels[i]):
+                shuffledLabels[i] = None
         return [shuffledFeatures,shuffledLabels]
 
 class AttributeInfoDiscreteElement():
diff --git a/skeLCS/eLCS.py b/skeLCS/eLCS.py
index 3313e11..d47eb8e 100644
--- a/skeLCS/eLCS.py
+++ b/skeLCS/eLCS.py
@@ -502,11 +502,7 @@ def runIteration(self,state_phenotype,exploreIter):
         self.trackingObj.resetAll()
 
         #Form [M]
-        if not self.hasTrained:
-            self.timer.startTimeMatching()
         self.population.makeMatchSet(state_phenotype,exploreIter,self)
-        if not self.hasTrained:
-            self.timer.stopTimeMatching()
 
         if self.evalWhileFit:
             #Make a Prediction