From 4f6c9dd8d8ffb463a445032afe36b6f12717077c Mon Sep 17 00:00:00 2001
From: Alexander Hess <alexander@webartifex.biz>
Date: Wed, 5 Sep 2018 11:24:17 +0200
Subject: [PATCH] Delete ordinal variables associated with useless nominal
 variables

---
 3_descriptive_visualizations.ipynb            |  156 +-
 ...clean_with_transformations_and_factors.csv | 5768 ++++++++---------
 2 files changed, 2950 insertions(+), 2974 deletions(-)

diff --git a/3_descriptive_visualizations.ipynb b/3_descriptive_visualizations.ipynb
index 8bf50be..c820ae4 100644
--- a/3_descriptive_visualizations.ipynb
+++ b/3_descriptive_visualizations.ipynb
@@ -27,7 +27,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "2018-09-05 00:46:53 CEST\n",
+      "2018-09-05 11:46:32 CEST\n",
       "\n",
       "CPython 3.6.5\n",
       "IPython 6.5.0\n",
@@ -411,9 +411,9 @@
        "      <td>0.0</td>\n",
        "      <td>Pave</td>\n",
        "      <td>7</td>\n",
-       "      <td>2.0</td>\n",
+       "      <td>2</td>\n",
        "      <td>1080.0</td>\n",
-       "      <td>272.0</td>\n",
+       "      <td>272</td>\n",
        "      <td>AllPub</td>\n",
        "      <td>210.0</td>\n",
        "      <td>1960</td>\n",
@@ -496,9 +496,9 @@
        "      <td>120.0</td>\n",
        "      <td>Pave</td>\n",
        "      <td>5</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>1</td>\n",
        "      <td>882.0</td>\n",
-       "      <td>260.0</td>\n",
+       "      <td>260</td>\n",
        "      <td>AllPub</td>\n",
        "      <td>140.0</td>\n",
        "      <td>1961</td>\n",
@@ -581,9 +581,9 @@
        "      <td>0.0</td>\n",
        "      <td>Pave</td>\n",
        "      <td>6</td>\n",
-       "      <td>1.5</td>\n",
+       "      <td>1</td>\n",
        "      <td>1329.0</td>\n",
-       "      <td>429.0</td>\n",
+       "      <td>429</td>\n",
        "      <td>AllPub</td>\n",
        "      <td>393.0</td>\n",
        "      <td>1958</td>\n",
@@ -666,9 +666,9 @@
        "      <td>0.0</td>\n",
        "      <td>Pave</td>\n",
        "      <td>8</td>\n",
-       "      <td>3.5</td>\n",
+       "      <td>3</td>\n",
        "      <td>2110.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
        "      <td>AllPub</td>\n",
        "      <td>0.0</td>\n",
        "      <td>1968</td>\n",
@@ -751,9 +751,9 @@
        "      <td>0.0</td>\n",
        "      <td>Pave</td>\n",
        "      <td>6</td>\n",
-       "      <td>2.5</td>\n",
+       "      <td>2</td>\n",
        "      <td>928.0</td>\n",
-       "      <td>246.0</td>\n",
+       "      <td>246</td>\n",
        "      <td>AllPub</td>\n",
        "      <td>212.0</td>\n",
        "      <td>1997</td>\n",
@@ -889,11 +889,11 @@
        "\n",
        "                 TotRms AbvGrd  Total Bath  Total Bsmt SF  Total Porch SF  \\\n",
        "Order PID                                                                   \n",
-       "1     526301100              7         2.0         1080.0           272.0   \n",
-       "2     526350040              5         1.0          882.0           260.0   \n",
-       "3     526351010              6         1.5         1329.0           429.0   \n",
-       "4     526353030              8         3.5         2110.0             0.0   \n",
-       "5     527105010              6         2.5          928.0           246.0   \n",
+       "1     526301100              7           2         1080.0             272   \n",
+       "2     526350040              5           1          882.0             260   \n",
+       "3     526351010              6           1         1329.0             429   \n",
+       "4     526353030              8           3         2110.0               0   \n",
+       "5     527105010              6           2          928.0             246   \n",
        "\n",
        "                Utilities  Wood Deck SF  Year Built  Year Remod/Add  Yr Sold  \\\n",
        "Order PID                                                                      \n",
@@ -2521,7 +2521,10 @@
    "outputs": [],
    "source": [
     "del df[\"Exterior 1st\"]\n",
-    "del df[\"Exterior 2nd\"]"
+    "del df[\"Exterior 2nd\"]\n",
+    "# Also discard the associated ordinal variables.\n",
+    "del df[\"Exter Cond\"]\n",
+    "del df[\"Exter Qual\"]"
    ]
   },
   {
@@ -2803,7 +2806,9 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "del df[\"Heating\"]"
+    "del df[\"Heating\"]\n",
+    "# Also discard the associated ordinal variable.\n",
+    "del df[\"Heating QC\"]"
    ]
   },
   {
@@ -3840,7 +3845,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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/oK6Y2+dH4fcaY7GhRp4Z0xm1SuzLEZqfCCqC0Eixh6aaANKizKc9oACEmbV8cnc/vsst5pqerY+pviwCinC6iKAiCI2UHGFi8f2DqHX7SGmhM0n0GjVdEmx0SbCduLEgNCMRVAShkawGrciOF4RDxJhYEARBaDIiqAiCIAhNRgQVQRAEock025rKlVdeicUSKEWRkJDAuHHjePrpp1Gr1WRlZTFp0iRkWeaJJ55gx44d6HQ6nnrqKZKSktiwYUOj2goCBLLJ7W4fZr36jDpxURDOZc3yL83tDpQSnz17dvDaFVdcwWuvvUbr1q2544472Lp1KwUFBXg8HubNm8eGDRt49tlnefPNN5k+fXqj2nbo0KE5XpZwFql1eVm4roAPcvYxcUg6g9tGsfVADamRFlqF6pu0xH1VnYf8ijpUkkTrcCOhRl2T3VsQzjbNElS2b9+O0+nklltuwefzMXnyZDweD4mJiQBkZWWxYsUKSktLGThwIADdunVjy5Yt2O32RrcVQUWo8/iZ/vlWAA7UuJj+eS7fbClGr1Hx88NDm/QY3ZV7yrl7zjoA/nNLbwa3iWqyewvC2aZZ1lQMBgO33nor7733HjNmzODRRx/FaPw9QcxsNlNbW4vdbg9OkQGo1epjrp1KW0HQqCR6JoUBkBRh4kB1oP6V2yfj8ctN8hwVDjd7Su20ibHSOT4UgIKKuia5tyCcrZplpJKSkkJSUhKSJJGSkoLVaqWqqir4fYfDQUhICC6XC4fDEbwuyzIWi+Woa6fSVhAiLHpmXd8Th8dHiFFL19Y2/vHdDga3jcJmbHxOid3l5eXFO5n9Sx5RFj2zb+vN3NX7ubhTqybovSCcvZplpPLJJ5/w7LPPAnDw4EGcTicmk4n8/HwURSE7O5vMzEx69OjBsmXLANiwYQNt2rTBYrGg1Wob1VYQACKtepIizISZdCRHmHlpXDeu6pFASBMEFZdPZtXecgBK7W4MGjV/v6w9EQ2tQnmSFEWhuNrJzztKKKkVp0YKZ65mGalcffXVPProo0yYMAFJknjmmWdQqVQ89NBD+P1+srKy6Nq1K507dyYnJ4fx48ejKArPPPMMADNmzGhUW0E4Hm0DStgfjywrVDu96LWq4C4ym1HLc1d14e+LtpCVEUmoUXvK92+IUrubka/nUFrrpn2slTm39mm2ACYIjSEpiqKcuNm5Y8yYMSxcuLCluyGcZk6vH7UkodOc3Bu/LCtsL67h74u20Cs5nDsHpxFuDuzu8vtlqpxejFp1sx98VVztZMBzP+GXFUKNWhbfP6h5S+z7feB3g65lapkJZ56GvneK5EfhnHewxsXDCzYy85ttVDjcJ37AEaqcXh77bAvr8quYtWwPlXWe4PfUahURFv1pOUkxxKjl3ZsyuaRTK/57S2/CzM1Ya6yuAlbNgk9vhfJdzfc8wjlJZIQJZ7wap5eCKicOt4/0KAth5obngciywmtLdvLlpgMA9EuN4MKOJ15Mr3F68fpljFo1PZPC2LC/ilCjFksLHcVr0mkY2jaa/mkR6Jswx+a4nBXw/WOBr+vKYcI8MIU373MK5wwRVIQz3s4SO1e9uQKAZ8d0ZnzvxAY/VqWSaNcqsCNQkiAhzHTCx5Tb3fztsy3kV9Tx6oTuTByaxoTeiVgNGiLMOjw+PwWVTjYWVNE/LZKY03jSY7MHFACtGbQm8NZBRBtQi2ROoeFEUBHOeAeqncGv95U76ml5fJd1jqVLQigWvaZB6xC/Hazl29xiAF74bjuvjOtOevTvi+LF1S4uezUbp9dPj0Qb796USbj59+8rikJprRuvX0anURFp0bfIwV2nzBQBE1dDdQFEZoDecuLHCMIhIqgIZ7z+aRHcNTiVyjovt2alnPTjw8y6k5oySww3Y9apcXj8DGsXfczivqwouH1+AGpcPv6YS1la62bRhkLSoixEmHU4vX7iQ42om3F3WJPS6MDWOvCfIJwkEVSEM164Wc9DF7VFUaDC4eGn7SV0iAtptmmn6BA9Sx4agscnE2LUoFYdPcqwGbXMvrUP3245wK1ZqURajg5YLq/MwPRI8iqcjHv7F+JtRj68vQ+xoUYE4VwngopwVtCoVJTWuvhkbQG9ksPZdqAGjUpqcK5GhcPDV5uKqPP4ubpnQr2P06pV9QYsk17DgPRIBqRHHvf7VoMGSYJP1+3E7ZPZU+Zgd4lDBBXhvNDgoLJv3z7y8vJo27YtMTExZ9ccsXBOUBTQa1SMnbWSDrEhvPeXhldPWLG7jMf/lwuAJEncMSj1uO1c3sC0lkF7cgviXr+fSocXCJSIMWhVXN83kaU7SogJMZARI9YlhPNDg4LKnDlzWLx4MdXV1YwePZr8/HymTZvW3H0ThGMsXFcIwNYDNdR5/PW2tbt81Hl9mHSao4KESXf8gFFW6+aZb7ahkiSmXtKOyJPIWN950MFVb65Ap1Hxv4kDSI400zslnOwpw1BJEGU9fTvEBKElNWjl8KuvvuKDDz7AarXyl7/8hY0bNzZ3vwQBCGzv/Wl7CfnldZj1au4anIZGJZGZHEZoPTW8qp1e/rtyH5e/ms1Hq/LpGh/Kezdl8vq13bm0c+xxH/PpugIWrivkk7UFfLmx6KT6+fnGQkw6NSM6xAR3qBm1GmJCDPUGlDK7m+JqF3a396SeTxDOVA0aqSiKgiRJwSkvnU7sWxeaX43Ty98+28K3ub+fgzK8fTQrpg5DrZaIMP/5SMLl9fP8dzsAmPnNNkZ3i2N4+5h6n69NjDX4dXq0tZ6Wxxqb2ZpLOsXy8Zp88srrqKzzEGaq/99Jaa2L8W+vYk+ZnRev7sLIrvEnXUZGEM40DQoql19+Oddddx1FRUXcfvvtXHDBBc3dL0HA65eDOSpun4zXL2PWazA3IKtdo5YYkBZBzu5yBmVEoWnAdt6eSWF8f/8gJDjpnWWtQgy8tHhTMHO/e6LthEGlwuFld6kdgDm/5DOsXQw6zcl9YPP7ZZxeP0bdsbvUBKElNCioXH/99fTt25edO3eSmppK27Ztm7tfgkCERc+rE7rzj+9/Y3DbqJMqWR9h1vPPCd1xevyYdOpgEUgIlG6RFeWYQBNi1J5yWXyNWkW0NTBykiQaVM4lwqKjR5KN3MIa7hmahsVwcpsD6tw+ftlTzr9X7OO2gan0Sg7DqBMbOoWW1aDfwPnz57N3716mTJnCLbfcwqhRoxg9enRz900QCDVquWdIGlaDBs0fPom7vX5qXD6MOhUW/bHB4HgL7RUON/9dmUdxtYsHL2zTZAvoOo2KSUPT6ZcWSXyY8ajM/ZJaFzsP2kmLstAq9PfrkRY979yQiV9RsOg1aNUnF1Rq3T7umL0Wn6zwy54KsqcMFUFFaHENmsCdO3cuDz74IACzZs1i7ty5zdopQQDw+GTW7Ktg6Y5SbvpgNaW1v1cYdvv85Owq45q3VvDqD7uodHjqudPvNuyv4pUfdvLxmv28tmQXsnxqJz+4vX72lTlYsu0g5fZAv8ItekZ0iKFDbEhwpFJmd3Pje6u57t1VXPFG9lGvAQKjsWirIXhOy8lQSRIJYYHcl8QIEyox/SWcARr0m6xSqdBoAk21Wq3IURGanN8vU+f1Y9Kqg+VMqp1e/rehiDK7mxeu7orT6wu2r3F6+fuiLRRVu3h7+R6u65vYoFIsR45MEsKMx7wRl9ndbNxfRUaMlVYhenR/UsCxss7DRa8sw+2TubxLLDPHdMZq0CLLCvkVdXy56QAXdYwhxKilsNJ56N4e/KcYxI7/WvTMv7Mf+RV1JEWYTmoL9Mmq8/iQkDD+yXZsQTisQUFl+PDhXHvttXTp0oXc3FyGDRvW3P0SziNOr49f9lTwfvZebhmQQp/UcEw6DRsLqoIL37N/yeOJUR2Dj9Fr1AxqE8XHa/aTHGGi3OHBoFWfcIE9OcLE1/cOpLrOE6xefFh1nYcpn2zix+0lGLQqlj40lFahv7+Jev0ylQ4PapWET1Zw+wJFvw5Uu6jz+LAatJQ73FwzayWltW7e+nk3Sx8azL9v6cVbP+/h2t6J9W6DPhXRIYbmPawLKKlx8eSXWzHr1Dx88cnl7wjnnwYFlXvuuYehQ4eyd+9eRo8eTbt27Zq7X8J5pNbp447//orXr7Bydzk5U4dh0mlIi7SgVUt4/Qr9UyPQqCS2HaihzO6mY1woj1zclhv7JVHt9PHAvA1ck9maiUPT630uq0FLh9jjv7H7ZIXimsD57y6vjMcfmH4LNWqJtxnZXWrn5g/WEGsz8N5NvfjHNV1YvrOcG/sl8V3uQcZ0j+fIcYgEyAr0TArn1fGhGLSqkxrlVzo85BbVEGbWkhhuwmo4tt/VdV72lTtwef20aWU94Y6zU/GfFfuCwb1XSgRX90xo8ucQzh31BpUFCxZwzTXX8I9//CP4j2H79u18/fXXPPDAA6elg8K5T6WSSAw3sbvUQWK4CfWh37VYm4FljwzF7ZUJM+nIK6/jkn8uB+CBERlMGprB3jIH1737CwrQKzmsUf2IsOh549oevPzDb1zQPobCSicT3vkFgGUPD+FfS3dT7vBQ7fRid/voHG+ja2sbb/y0i5xd5VzcsRWRFj0L7urHN5sPcEGHmOCuM71GRandjaKAzaQ94bkoiqIw/9f9zPxmOwBfTs6iU3zoMe22F9cw7u1AH5+7qjPjejX8rJmGah/3+4guLUocLyzUr96g0qpV4IS8pKQk1Ce5M6W8vJwxY8bw/vvvo9FomDp1KpIkkZGRwfTp01GpVLz++ussXboUjUbDY489RpcuXcjLy2t0W+HsEmnR8/Edfdlf4aR1uInIQ1tzDVp1sAhjud3NwUOjCIDCSid+RaFtKyvLpwwDRSG0kZ/SKxweQGH6yI5Y9WpmfLk1+L0yu5uxPRP4PreYmwck89n6Ql5fsguzTs3Hd/Sje2sbZr0GlUoiOcLM3UPSOVDlZHep/VBZGIkr3sjB4fbx4W19yEyu/yRFRYGCyrrg3w9vBvijo34mVc7jtmmsgRlRfHffQHRqNZFWkfgs1K/eoDJw4EAAvv76a95///0G39Tr9TJt2jQMhsBc78yZM7nvvvvo06cP06ZN48cffyQuLo7Vq1ezYMECDhw4wOTJk/n0008b3XbEiBGN+HEILSXKWn85k8o6D3UeP38dnk5JjZv7LshAq1ahVR9/O/HJcnn9vJe9hzd+2o1Zp2bJQ0P467AMXF4/rUKMJEdaMGhUrJgaWE+8f36gVJHD4wcJuiXaKLO70WkCfSqpcbFgbQEvLf6NMd3jGdwm6lDQgvm/7qdHYli9u7VUKonJwzOQZWhlM9A5wXbcdgPSI5k8LJ0ap48b+yY3+udwPKFGbZOvBQnnrgatqYSEhPDjjz+SnJwcHAmkpPz5YUnPPfcc48eP5+233wYgNzeX3r17AzBo0CBycnJISUkhKysLSZKIi4vD7/dTUVHR6LYiqJwZXF4/Plk5JgmwtNbN2rxK2sVaiQs1oNOosbu9lNS4Mek0hJu1yEqguKPd7cVq0LGlqIoOsaG8uXQXSRGBQo3mJt6F5PbKrM2rBAKBosLhoX1sCM9c2QWVKlB6HwJl7wH+74pOPLpwE53iQqlxernu3VWYdGqWPDiEVqEGvH6FT9YWAPBdbjEPjGhDUoSJqjovf+mf3KDtv9FWAzNGd0SF9KftIyx67r+gDQoKajFKF84ADQoq5eXl/Pvf/w7+XZIk/vvf/x637cKFCwkPD2fgwIHBoHK4dhiA2WymtrYWu92Ozfb7p6/D1xvbVmhaxdVO3vp5Dz2TwhiUEdmgKaZyu5uXf/iNgzVunryiY3AKq9Lh4b5568nZVU6IQcPi+wfz8ZrdAHRtbWPSR+v4/r5BeGWFC176mX9d14Mnv1zL/gon0dbAFNkXG4u4sEMrrMamnYYJMWoOBYrNdE0IDe4i+7NaXGlRZt65MROvX+GG91YB4PT6kSSFgzUutGqJOwelMu3zXLon2jDp1XxyV38URTkqu/9ENA0IFIGAI7b5C2eGEwYVu93O22+/jdHYsAOGPv30UyRJYuXKlWzbto0pU6ZQUVER/L7D4SAkJASLxYLD4TjqutVqPWpN5FTaCk2n1uVl6sLNLN1Ryr9X7GPJg4MbFFTW769izi9MK2mAAAAgAElEQVT5AISbtDwzpjNqlQqfrFBWG5gC6p5o48vNRXywYh9jM1ujVUssuieLapeXGqcPr1/BqNVQYQ+0r3Z6Mes13HtBm+Dz2N1e1JKqUbkTlQ4PLp8fnUZFerSFd27KxKBRnTAzXZIkbCYdiqLwr+t68Nn6Qka0j6as1sPVb61Eq5b4+t6BrJw6DI1aOuoMe0E4l9X7MWjOnDmMGjWKK664guXLlzfohh9++CFz5sxh9uzZtG/fnueee45BgwaxalXg09yyZcvIzMykR48eZGdnI8syRUVFyLJMeHg4HTp0aFRboemoJAnbobl0lfTnn9r/KCncxOHZms7xtuC0TKRFx1s39OSqHvFMGppBhFnPuzdmUlztYu7q/XhlmWve+gVJgumXdyDeZmT2bX0Y3S2eObf2OWpev7jayX0fb+Cpr7Yes4hd4fBwoNpJheP4i9uHVdV5eOG7HfSbuYSHF2yi4lBl4T8GlP0Vdfx90WaW7ijB7vId9T1Jkggz6egcH0qpPbDu4zxUPmbJthKiQwxnXEDx+QPFOQWhOdT7cezLL7/k22+/xW6388gjjwQX7k/WlClTePzxx3nppZdITU3loosuQq1Wk5mZybhx45BlOXjoV2PbCk3HrNfw98s7MLRdNBkxDc+BiLcZ+fnhodjdPmKPqHUlywqRVh3TR3bA7VNo08rC/DUFfH7o7JKUSDM9k8J4++c9/N+VnXj2623sKnXw6CXt6J5oo7LOS43LS5hRyys/7OSHbSUADGkbzYgOgbL2VXUenvt2G/PWFHBB+2iev7rrUdNNHl/ghEYZBY1KCq57LNlegsd37Bttud3N3R+uZUthDR+uyid7yjAsBg2VDg/bDtQQZdWzYX8VD3+yCYDXr+3O4DZR7CqxM6x99Cn81JtXud3Nm0t34/T4uX9Em+BOO0FoKvUGFZ1Oh06nIzw8HK/35A8Rmj17dvDrOXPmHPP9yZMnM3ny5KOupaSkNLqt0HQiLXqu6Bbf4PaHp5NMOjWtw03B605PoKKu0+snMdyMTqNCp5bocEQOROf4UEKMGrq1DmPqp5sZ3j6ahHAz7yzfS3q0hb99tpnbBqaSHm2lc0IoH6/Zj0qCpIjfn8fjl/l0beB0yB+2leD2HX06ZF55HSNfz8bnV5h7e1+mj2zPjC+2MaZH/DFHCPv8Mj5ZCSYd6tSqYA7Nt7nFPLpwMwMzIhncJuqI1+nnlfFd8fmVM/K0x592lPJu9l4AokP13Du8zQkeIQgnp8FV7BSl6WoWCeemaqeXl3/4jf+uzGNgegSvjO9OuFnHgWoXW4tqiLDoyLDquXvOOjYXVjN5WDrX9k5kyYODURQIN+voFB/K6DdyKKl18/NvpXx//yDGZSaQV+7gkYvbszi3mI9X5zNpWAbf3jsQs15z1EjEoFEzcWg6by7dzdjMBAx/SDJcva8ClzcwIvlmywHuv6ANIzq2QqdWYTs0ElOUQP2uT9cV0jclnCdGdmBzYQ3dWtsIMwUCTPGhc15+2VPOk6M64vUraNUSw9vHEGbSUevykltUTUmNm66tQ8+YKbB42++BLilCJDIKTa/eoLJr1y4efPBBFEUJfn3YP/7xj2bvnHB2cXv9wemk5bvKcftkyh1u8svr0GlUzFmZx8Rh6WwurAZg0YZCMpPC6NL69wOtFIeb1CgzJbVuoix63F4/r/64k+kjO3KwxsXa/Cr6pISzu9RBr+QwIv5QhyrEqOXWrBSu65t4VKA4bFBGFB3jQnB5/VzZPQFJCmzdPVKZ3c2176yisMrJ21oVs2/tg9+vkB5tCba5oW8ytS4fFoMWrUaF0+OjXaKNw0e0FFY6uezVbADuHZ7BvcMzzogqwh3iQvnqr1m4fTKpkSKoCE2v3qDyyiuvBL8eP358s3dGOLsZdWomD0vnlR92MqpbHAatmjK7mzvm/IpKknjnxsxDn+ajyd5Zxi0DUlAAWf59LSPcrOf1a3uQV15HmEnLXz9ez5bCGm7ql8zj/9vC9uJaftpRwg8PDMbzJ4vNIUYtIRw/WS/EqOGZKzuhVqloFaLHcpx6WiBxeGOhSpJQSdA37egM+Eirnr9f1oEal5cxb+awpzSQ/Z49ZSihRh1Vzt+niw9UB7L/VWfAtt9AIuOx5V4EoanUG1QOJxb6/X4WLlxIUVERffv2JSMj47R0Tji7WA1aru+bxFU9E4KjhP+u3EeNM7Bjau2+Sron2nhiZEckKXBeikGjwu1TKKt1BxeNIy16TDo1JTVupl7cnue/247VqCE92sL24lqseg06jYT50C4tv6xQbncjH6qr9ce1kSOFGnUkhCk8+812Kus8PH1l52MqG0dZ9cy9vS/fbilmYEYUEWYdKhX8d+U+Smvd3NQ/mUiLPjjySIu0sqe0jgizDt2hoUqbGCuPXdqOvPI67h0eyP5vSi6vH7vbh1mnEeXohTNKg9ZUpk2bRnR0NCtWrKBz585MmTKFd955p7n7JpyFrAbtUdV0L+8Sx/s5e1FLEn3TwtlaVEOczYhVr0HWKazcU86kj9bTOtzEJ3f1Cy5ur82r5OYP1hBm0rHwnv6EGrXMGNWRv/RPJt5mJMqqDx4HfKDaycjXsrG7fXx0W196pdRfV2vlnnIWHJqmSwjbfVRJfUVRKKl1IyFxVY8ETDo1eq2an3eUMO1/uUDgDf2xS9sHc1Wevaozk6vSiQkxBMvCh5t13DEoDVlWmnzay+H28V1uMW/8tJvr+yZyVc8EQo474hKE069BH5/y8/O599570ev1DBs2TGSuCw2WEmHihwcGM/vWPjzz9XYe+2wLv+wpRwHW7Ktkzi/5yEpgV9aB6kBxRI9PZt6a/fhkhVK7m10ldkKMWiIsejKTw4m1GY86X37D/ioq67x4/QoL1u4/4WmOKZFmDleg75N6dAAqrnZx+WvZZD2/hB+3l/D15mKq6zyYjyg3E2o6+qC6CIueLgk2YkIMxwSQ5lhHcXh8TPl0E7tL7cz4Yit1bv+JHyQIp0mDRiqHa21BIMNeVAIWGkqtVhFtNVBd52VvqYPkCBMD0iPx+GVm/5LHhN6JrM2rJD3aQtyhci46jYo7BqWSvauMGKuBDnEhFFTUsamwmp5JYUdNVx2sdtExLpS0KDOVdV5uHpCCSiVR4fCwpbAKq0FLWpSFkCMSJ5MjzCx7eCiyouD3K+woriHcrCPKauC3EnvwyN8vNxYxvndrat0+4mwG5t7ehwqHl35pEcd9rWV2N7/uq6BNjJV4mxF9PdNwjaFRSfRODidndzkd40LQqFt+rUYQDmtQULnvvvuYMGECpaWljBs3jscee6y5+yWcY1KjLHx9b6AoaKRFT1Wdh6QIEz/tKGHBXf2IthqOSsRrHxvC9/cPQiVJoMCFr2VT7fTSPtbKnFv7EGHRU2Z38/ay3VyT2Zr3buqFTqMi5tA9/rehkBlfBErXf3JXv2Cp+eo6L3UeH0admjqPjx93lPBB9l7G9EzgtqwUYkMN9E4JZ2+pg7uHpBFm1jLsxZ8DQfCWXlzWJfa4r6+kxsXfFm1m8dYSdGoVyx4ZQqvQhpU2OlnhZj3/nNAdu8uHWa8RJzEKZ5QGBZXevXvz3XffUVFRQVhYmDijXjhpapV0VDKgzaTjoQvb4vbJ6DSqY7L1tYdGOBBYM3G4A4v9FQ4P8qGcKZWkMKpbHKPeyMbrV3j/pl7E2QJv5Aerfz9n5HDJeYfbx39W7uWlxTvpFB/CrOt78uJ3O3D7ZF5fsovxvVoTadHx9OhOqCQJs17Nqr0V6DUqOsWHUun0sqWwmt8O1jIoIyoYBMvtblbtKafcHtjx5fHLeP0Ny+uqqvNQZvdg1AZ+BiZ9w1LHIi16EUyEM1K9v8Hjxo370wDy8ccfN0uHhHOP0+Oj2ulDrQp8ylYfWmc4Moek2unF7fNj1WuP2c0UatTy31t6s3B9IbcPTCHEoGXbgWpUkkSFw8v7N/XmrjlrWbazlKHtAqVRbh2YilcOVAQ+PEqp8/iZ/2tggX5LYQ0KMKhNJIu3ltC9tQ1FUahweJnxxVbat7Jy99B0hrSJZuE9/Vm6o4SuCTaGvrgUWYFRXeOYOaYzZr0Gt0/mn0t28fxVXZi7Op/BbaIafP7I97kHeeTTTahVEt/eO5CMGGtjf9yC0KLqDSovvfTS6eqHcI7y+WVqnN5gleHFuQfpmRxG1BFTXRUOD//4fgffbCnm0UvbkRJhIiHMFJw+Muk09E+PpG9qBCqVREmNC58M17yVg8srM7JrLFMvacfQtlGU1br4ZW8FXRJCmXpxO7RHFMG0GNTcd0EGjy/KZXCbSCodbh65uB1/HdYGvyxTUefh5cU7yd5Vxpp9FfxlQDJbimqw6DWU1roprQ1sWwaocQXqkJn1GoxaNX1Swnl4wUb+dll7+qZFYDqiKGVZrRun149JrybiiMx6WVZYmxdYq/TLCnvLHCKoCGe9eoNKfHyg5lNeXh7ffvttsP5XSUkJTz75ZPP3TjgjVTjcuLwyeo3qmIz2P7Z7c+luqp1e7hycxpcbihjeIYZHPtnAy+O6B0cqdR4fH64KlMp//psdPDGqIw9/spkFd/U7aorn8E4qlUrC55eD5VYKKpw8dmk0Rq2aW/69hnX5VcHTG49c1DdqNVzSKZZBbaKocXqprPPik31EW/Us2VHKvlIHneJCWLqjlKt7xvOfFXm8vXwPAN/cO5CdB2t449oerN5XwZXd4njzp1387fIOhJl1PHJRW9x+GaNWfXRAsbu59T9r2FhQzeVdYnlqdKfg61apJO69oA0Ha9xEW/X0TApriv89gtCiGjSB++CDDzJixAjWrVtHdHQ0dXV1J36QcE6qrPMw/X9b+WJTESPax/Dc1V2Oe+iU0+Mje2cZ7ywPFC+0GXVc1SMetUoi3mbCd8S2X41KxWf39GdtXiV7yhzsKrVTWff72skfRVr0+P0y00d24Jc95Uy9uD2xoUaKq11MHp7B/9YX8fnGQvyyQoXDzecbilCrVFzWJZZwsw5ZUXhv+V5mLdtD39RwXhrbjYs7tsIny6DAxZ1iibbqeebrbcHnLKx00jkhDK0k8e2WA9z6n1+5vm8SapVEaa2LgzVuWoUYgjk6Xr9MnduH2yezsSBQluZ4lZDjbEZeu7Y7apV0VDAShLNVg36LTSYTd955J/v27WPmzJlce+21zd0v4Qzl9cl8uTlQqn7xtoM8dZxSKRUON//O3kf/jMjgtZQoMyW1LlKiLEwalo5GJfF9bjFxNiPvLd/LZxsKubFfEhOHpLFofRHzbu9LeD2l9mNCjdzYN4nxvRMxatWU293M+CKX1XsrmDGqIzcPSCLUqGXhugKeOLQLzKxXM6ZHAk6Pn/m/7gfglz0VVNV5iLUZibIGpttibUaqHG4evLAtFr2G+DAj1U4va/dV0DslnEcubsdvB2uJsugpq/Uw4Z1f2FvmoHN8KP++uRdGrZqc3YGAOn1kByYOTePTtYXcd0HGUfkuh1lF4qJwDmlQwokkSZSWluJwOKirqxMjlfOYQatm0tB0jFo1dwxMRX9ozaLO46O01sXSHSUUVbnonRpOqFHLgrv68e+be9E3NZyEcBO1Li8SsC6/io9W52M1aPhsQ6BU/Zxf8pAkifgwIwadmiqnl282HyC3qJoyu+uYvtS4fOwrc1BU5aTa6eWbLcWUOzy8tmQX8WEmDBrVUTkch/tq0mm4e0gaGpXExZ1aseOgPXj4VnG1k/V5lWTvKuelxb9x68AUJAneXLqL9nEhXPpqNi//8BtFVU5GvZGD1y+zrzxwKulvB2vxKwp2t4+756xj9d4Krnwjhxv7JfP55AFc0S3+uEHlVNW4vGwqqGLx1oPBHW6C0NIa9Bs+adIkfvjhB4YNG8bQoUMZM2ZMc/dLOEOFGLXcPjCVG/omodeqCTVqKbe7+WHbQXYU1/J+zj4kCb6anEWoUcsH2Xu5oEM0E95eRb/UCMb0jEdRAEVh6sXtWJtXycgusXyx6QDX90lixe4yHlqwibsHp1JZ5w2emfLjg0NQSW7CzXqqnR48PpmPVu/n5cW/odeoWPLgYFIizewtczCqWxwmnZoyh4dwk57/u6ITeo1EZnI4tS4vxTUuLu7Uin6pEazLr+LNn3fx77/05mCNi+veXc1zV3Vm8sfrURRYubuc+Xf1ZWSXOG76YA12t4+vNh1g8rAMPrmrH1q1xKvju/PRqjxmjumC2yujVkmMzUzAJ8O1fVrjlxViQgzBXW9NpbDSyajXcwCYPCyd+y9oc0ZUQhbOb/UGldzcXP72t7+xYMECKisrmT59OjabTRzbe54LMWqPylBfs6+C3w7aKTmUia4oUOHwYtFruHVgCo98soniGhefbSjk7qFpHKh00i42hJxdZaRFWbi8Syx3D0lDr1Fxz4frAFCrVJQdOiZYVuBgjQtF0aNTq5i7ej9VdR52ltgBcPtkyuwe/nVtDzSawBHIJp0Gp8fPw59sJDXKQoRZx7D20eRX1DHmXyt476ZMokMM9E+LoE9qODe+v4r3/9KL1uFGNKrAEcFmvZp7Bqdj1KjRaFT0S43gQJWTScPS+WbzAV74fgevTejOhR2iGZAewfxfC3j2m+2kRVmYd0dfthXXcPWbK7EaNHwxOYuEMBNNqeaISsilte4zphKycH6rN6g8//zzPPvss2i1Wl555RXeffddkpKSuO222xg+fPjp6qNwhqmu81Lp9GA4lLTYPjaEV3/cyTNXdsakU9M+NoQ4m4HHPttCqFHDC9d0ZeRr2cSGGnB7/aTFWLhz9lo2F1Zj0WuYc1tvfLLCq9/9xrNXdeHj1flkpUdydWYC0VY9GTFWthfXsqvETrtWVmqcXr7PPcgL13TF7ZVJizYjKwqXvLocgB8eGMS+8jq2Hajhq78OZOG6AkZ3iyfcpGfj/mqu7B7P4m0l/GfFPgDm3dmXslo3sgxXdIuj1O7my0lZePwy0z/PZV1+JVMvacdDF7Vh8vB0quu8XPTKMhQFFvxawJA2Ubi9MovWB6bxdpfa8fplFq4rxCcrVNZ52VxQ3eRBpU2MlekjO5BXXsfEoWlNXglZEE5FvUFFlmXatWvHwYMHcTqddOwYqOZ6otpffr+fv//97+zduxdJkpgxYwZ6vZ6pU6ciSRIZGRlMnz4dlUrF66+/ztKlS9FoNDz22GN06dKFvLy8RrcVmoeiKHyXW8wjn24iwWZkwV392Li/in+O745Bo+buwakYdGr+9dNusneVATCoTTRf/TULWYbpn2/hxWu6UuUMrAE4vX5sRh0oCo9d2g6LXsvMMV2ocHi4Y/avPH91F15bsosthTW8cW13XF4/43u35rP1hSxaX8BLY7uiVkn8a+luIHDkryRJXPPWSgBGdankrxeks7PUjtWopVtrGx6fzHe5B4Ovye2VuX9EW1bvq+CRQ2fNf3JnPxas3c/Pv5UCMKJDDBd2bIUsK/hlhQV39ee95Xu4eUAKJp0GtUpi8rAMpny6iZ5JYWjVh+qX7Swj3KyjRzNsFw4z67h5QAqKoogqF8IZo96gotEEvr18+XL69esHgNfrxeFw1HvTn376CQhk3a9atYqXX34ZRVG477776NOnD9OmTePHH38kLi6O1atXs2DBAg4cOMDkyZP59NNPmTlzZqPajhgxoil+NsJx+GSF7F1ldIwL4eWx3Xj4k41k7ypHr1Hx88NDiTDocLh93DwghREdWjHzm23E24xc/+5q3rqhJw9c2JZQo5b3b+rFe9l7GdEhhtyianolhxN9RE6JRi0xID2S+WvyuWdIGjsP2pn40XpGtI/myh7xzL61DzajNlgq5Z4habRtZSUx3IhOrWLh3f2xmbS4vTJVdV7unbuevw7PYFyv1mwqrOKeoWlYDBqy0iPomhBK35RwPllXEHx+p89Pj6Qw5v1agFolkXLolMSCKidXvpGD2ycz/86+pEdbUKkk9Bo1vZPD+Pa+gUBgU0BqpIlP7u5HUZWT0loXYSYdOk3DP/A4vT52FNtZsauMK7vHE2s7fi0xEVCEM0m9QaVfv36MHz+e4uJi3nzzTfLz83nyySe59NJL673pBRdcwJAhQwAoKioiJCSEFStWBA/9GjRoEDk5OaSkpJCVFSgyGBcXF6yGnJub26i2Iqg0H61axYMXtsHh9rG9uIakCDM7S+ykRVmQFQW3X+bb3GIe/18u8TYj8+/qxyuLf6NjfAg6tYTHp7D1QA2frCvkgnZRvL5kF+v3VzHzyk6YDRp0ahV9UyOwmXTcOTiVWqePnSV2Js1dD8AN/ZJ45uvtLN9ZypIHhwSDSoRFz9jM1gBk7yzlQLWLrzcX89OOEi7sEMNjl7ZnX7kDrVoCJCZ9uI6Jw9LRa9Q8+dVW7hmczqWdY/HLCipJIincxJ5SO/Pu6EuszUikJbC9efnOUsoP7bT6bH0hf7usAwDlDjdfbCriyS8DuS0L7+5PUoSJS/+5HIfHj16jYvkjQ48KnCdS5fBy9Zsr8MkK3289yHs3ZdabbHqyZFmhxuXFoFXXe7CZIJyMeoPKHXfcwfDhw7FYLMTExJCfn8+4ceMa9Kat0WiYMmUKixcv5tVXXyUnJyf4icpsNlNbW4vdbsdmswUfc/j6kcP5U2krNK+kCDMbCypJDDdRXOPiw9v6cKDaxYMLNvLIhW34avMBAAqrnJTWuvnr8HT2ldXhVwLH80aYdewttVMcF8L6/VUAmPUa3l62hy2FNfxv4gBsJh0WvZYap49f91Uw/86+eP0Kfllmxs7SQ5sBPCQfcc76gWonOw/W8tn6QMn6n3aUAIF8mgdGtGFEhxjW7KvE7fUz69DRxoOe/wlZCZxKueCuftzQLxlFUfj7os18uGo/iWEmZlzRgcTwGAAGZkQRadHh9spc1SMh+Ny7SuwUVv2+7bmwyklKpJkwsw6Hx0mIUYtPVqh1eRuel9KMAxC/X2ZbcS1PfJ7LkLZRXN836ahabIJwqk64pTgtLS34dWJiIomJiQ2++XPPPcdDDz3E2LFjcbvdwesOh4OQkBAsFstRU2kOhwOr1XrUmsiptBWaTpndzcrd5aRHW0gKNwWr6EZbDIx6PYdSu5t2raxM/HA9tW4fL3z/G5OHZbC9eB1tYqzEhOiRCBSPvOatFbi8Mk+O6khSuIkYq4EPb+uDVi3h8spsKawBAoHnsFCjluEdYth9sIbuieHUun2M7BJHRrQlOCUFgUrBd89Zh8Pt44lRHdl+oJZbs5KZt6aAW7JSMOnVuHx+5q3ZT2ZyGP9bX8jYXq0x6TTY3T7CzToOFxaWJIkb+6Vg0WsZ0jaKg7VuiqtdxIToSbAZ+ebeQSgohJsCU30FlXW0CjUwsmssNU4voUYt/dMiCDPrWHBnP9bmV9I63MQds3/lxr7JXNk9HpUqsMOtPjaTloX39GfF7nKu6BbXpKOUSqeXB+dvZMfBWn7Nq2Rk1zgRVIQm0Swr2osWLWLWrFkAGI1GJEmiU6dOrFq1CoBly5aRmZlJjx49yM7ORpZlioqKkGWZ8PBwOnTo0Ki2wsmrcLgprHRS4Tgi+Lt9PPXlVibPXc9lry6n1v37Fla1WgqUNQEcbj8ZMRYA8ivqSIow8tqE7lzZPZ4Jb/+CyytTWecJ1urK2V3O5OHphJq0JEeYyIix0DEuhKdHd+LfN/ciMfz3tQOX10+N00uvlEhibUZiQw08fnl7bs1KJuwP5WF8sszOEjtvLd3F4LZR/KV/Mt/fP4jMJBuzft6NRqViSNtoFq0vIsysQ62S+HzSAF4e141pIzuy+dCoyeX1s7/czrV9Ernu3VXc9/EGnv1mO2V2DyqVRJRVT7TVgEatorLOwyX/XM6kj9YjITH1knY8fFHbYACItRlp18rKtW//QqhRS+eEUA7UOPlwVT4rd5fh9Pr+9P+JUauhS4KNuwanEdvEZ7PoNSo6J4QCEGbSiukvock0S7GhCy+8kEcffZTrrrsOn8/HY489RlpaGo8//jgvvfQSqampXHTRRajVajIzMxk3bhyyLDNt2jQApkyZ0qi2wsmpdHh4dOFmvss9yAXto3n+6q6HPrkrVNUFAsn4XonsK6vjk18LuL5vEiF6LZ9PHECt24dKBS+N7Ua5w0201YBaBQ8t2MjBGndgDUMKHOE7skssBZVO7h2ezvs5+/hL/xRcXj8qlUS4Scd1fZMAqHZ6yCt3YNapmf5FLl9tKsagVbH0oSEUVrmY+ukm+qSG88CINoQfqvobatLy2vjuLNpQRO+UcD7I3sumwmoevrAtN76/BoCb+qfw+KItePwymwuryUwO49p3VjGySyyKolB7KKu+zuMjPSYEt08OViWudnqRlWNL0ri9gTa5RTW88sNOXp3Q7ZgTH20mHVnpEdwxOI2xb63E5fPzr+t68uw325l1Q0+MoZrg89pdPjRq1XHrqTUlq0HLo5e049asFCLMuiYdBQnnN+n/2Tvv8KjqtP1/5syZ3tJ7L6SRACEEQg0ooFQFxIZiRxHEvq6u7dW194pdkUVRFhQVRSz0Kr2XkN7bJNPbOb8/JmZl1f3tu6vv4jqf6+K6CHM4OZmZnHu+3+d57luWf8a177+UadOmsXz58v/0ZZxWtHS7KX3o696vt915Rq+7b2OXi5fXVnDZ0DQmPb+BLxaMZOmOWkZkR7O5oo3NFe3cNLYPT685xsg+0VxYmowA1He5+cu2Gs7IjcHlCxBr0hJpVKNSKrhp6R7cfolxeTFM7p+E1eklMVyHXq3EH5Cp63TxwKeHGJwRQf/kMK5etBOAdbeVc+/Kg2THGBnZJ5qMKANhehXbTnagVglkRBk5UNfFrtrgds7SHTVcWJrK2c8G51eWXVvGI18c4buqTvrEGrltfE7vuVffOIIIvRqvJGN3+5i3ZDdXjUhHpRTYXdPJNSMziexZ3fxQNLpcPtYebWFndSdzy7OIs/x0Ib7L5Qu2YvYUDgoAACAASURBVPe0LF9UmgLI3HhmH2LMWjz+AGsONXPLB3sZlBbOM+cPOCUJM0SI/zT/7L0zZIsaAq1KyQ1nZPPWxkouHZqKVvW3XdF4i477pxTQ1O1mUlECWys7eHFtBeW5MTz3zQkAHv78MNOLk6hotffWFMJ0KsJ0Iku/q+W2HmPGmk4nzV1unruwmA3HW8mOMfHlwSYeW32U8wclc+vYbLrcfu7++AD76rr4rrqTL28aycTCOErSIhAFBZcOSSU5Qs89Hx/k8fOKONZsJyvGyN5aK6PfXsvD0wo5Z0Aie2u7mD00HY8vwCfzh9Nm85AZY2ThrIFYnT5MWpFV+xswaUQuHpJClFHN6oPN3LniAIlhOl68aADnvLSZtbeVkxapR6GAe1YeRBQU3Do+p9eS36JTMbV/IlP6JfzD1l6LTsWI7Cj6xBqxuf3MGpJKhEHVex6b28/zX5/A45fYeKIdm8cXEpUQv0lCohKix88rnVmDU9CqlKdYsEDQ7h4ZrivPosvp5YM5ZcSbtVh0KrpcPgoTLcSZtZT3iUanFmixefD4pZ5OquC8hQxc+sZ2pvRP4HCTjVfXB3NKFl1RSpRRzc7qTjwBGY9PIi/ezL66Lsy6YItxtElLSrie1zac5O3N1Uzpl8B9U/L582eH+fxAE3FmLR9eW4bHL6FVKbnlg72kROhpsDqZNSSVaJOWDrsHSZLRiQJRMcH6z4yByUwsTECrUmJz+1jRMxFfb3XR7fZzZl4MsgxLtteSEqFn2c7gHEt+vJlLh6b1Pj/t9mC+jE4t9G7HAdBVB8igNoEuDK1KySPTi0CGhDDtKYVxg0bJhaXJ3PfJIXJiTRg1IefiEL9NQqISAgjusf9Uq2uD1cXjq4+yYnc9l5WlMKssjakvbKJvopnPbhhOl8uHoIDqdgdmjci6E23c8uFeoo0a3rp8EJOf38i1ozKZXpyEX5LRiAJdP/CsCsgyRYlhzBmVgaCAQ41dXD4sjWtGZqAVlTi9fs7pn0CkUc1V737Xe01KQcH++mBOSVO3G1+PBX9imI7zS5LxBiQ2nWin1eZBKSg42mzryZtXMn1gIl5/MGTs+7kRm9vHFcPTOdFiJy/eTHaskfumFLD9ZAcqpYK8+L8lMmZEG3F5/XS7/UiyzO0f7mXDiXam9Evg/qkFhOvV0N0A718E7Sfg/MWQNpItFe293mZzyzO5/azc3nPqVCLTBiYxvm8cKqUQyp8P8ZslJCohfpZOp5cGq4vPDwTnTgZnRLH+WBsOb4BtlZ28tbGS+WOy+XhvPbtqrOTEWdCrlCy+cjD767qot7qw6FSsPtjMhMJ4Fl9Zyt5aK9OKk9CrlaRE6MmMMjC+byxrj7UwuyyNfknhtNk9fHu0hdc2VFLeJ5pzBiRi1qn4w1m57Kuzcuu4HMJ0Kp44rx8PrzrM2PxY1EqBTX8YjVKpYKQumvIn1gLBbrRFV5ayp9bKM18dB4LdTsUp4Xy6t4FpxUnEmLUYNCIxJg2vzy4hXK+mtdtNUXI4lgIVo3NjEAT4YsEIFAoFMWYNa4+28tjqI7x00UA2VbQDsGp/I3+alBd88toroHEvKNVwZBXE9z9FKBJ+ovZi1qowh7JVQvzGCYlKiJ9FAI422ZhbnsXrG0+SEW0g3qIlO8aIyxfgwsGpNNvc3LsyGII1OieGg41dvLWxivMHJXNW31hkGW44I4tIo5qTrXbKMqP4aE897fagYJ2ZF0NpeiTDs6I40NCF1ycxIDWcqxcF44XXHmvlprF9EBQKDtRbyY83Y9SKtNm9fLavnrsn5aMVBWweP+e+tAlZhq9uHoVZJ9Lt8pMepUeBTJRRg1JQcHbfOLJijCiAsQVxOLwBWm0e9tVZCcjBldS17+7iuvJMipLDT1m9WXTB7aoulw+7x88dZ+dxtNnGx9cPY/Zb27l6RAa674v4kRmQUEzb2a+wqVlFtlVJZoyWj68fht3jJz8+NE8V4r+TUPdXiF7sbh8un0SYXkSlDN4cW7vdHGu2kxShQyMKvL2pitx4M4lhOrpdXmIsOs59cRN+SWbVDcOZ8NzG3vNt+sPonuK1zCvrK3tdgT+aOxRfQMaoFdGplNyxfB/J4XouKUtl68l2JhUlsGhLFa+uP8nMkmQWnJGNX5J7LFbgoc+OcPO4PjTb3BxvtpMYpuVAQzdPfnkMgAfPKaAkNYKTrQ4GpoVzx7J9XDA4hYwoA18cbKK+08W1ozJZubeB/XVdnJEXwx3L9wPw5Hn9qGxzcElZ6in59j/EH5DYVdPJzFe2AnDTmdnMHpqGKCgw/kCEmq1OHlh1hE/3NaIUFKy/rZzEX9ipOESI/ytC3V8h/ld0OLw8veYYmyvaeWpmP+IsGpzeAG6fREGimTC9mi6nl9L0CHLjzSiAP357nDC9ms8XjGBffRd6tcg5/ROo6XBy18Q8FAoFe2o7MahFrM4fJBMqFNy+bA+jc2No7HKz9WQHW+lgRHYUb22qYmhmFBMK47m0xzLlxqV72FbZwbQBidwyrg93TcylzuriUEM3dZ0uhmdGEmPW8tHuoNX8kIwoHlp1mDPzYthf38W3x1o50Wbn7kn5vcLTcxm4/QFa7X8b+HT7Alw1Ip0wvRpfIIDdHcCgEU8xgvT4A3S5fIzOiWFIRgQRBjVGjYj4A+v5NruHijYn5TkxfFfV2VP3+V19fgvxOyUkKiGA4KfvTSfauHZUJpFGNbUdLs57ZQuyDI/NKGJiYTzHmu2kRupRKsDpC/DguX052eLA6w8wLDMSlzfA6JwYChLNXPha0OXg/auH8NgXR7h3SgGRBjU5cSYsWpHKdif53R76JYfx+YEmNKJAWpQBh8ePSqlApxI53mxDq1ayrbIDgFUHGrl1fA4ffFfHt0dbuGVcDgXxZgRBgUpQ8NiMfhjUSlQKmFQUT59YI+EGNWF6Fe6eWZnvie+pafx1Zz23jsvBF5CRZZmsWCNST8fapuPtvPjtCS4anMJZfeN6t8IEhYKkMB0XlCazcG0F0wcmUtfpJNaiRacSe5/PtzZX4QtIvHNFKVVt9l99oDFEiNOBkKj8zul2+dhS0c531Z28c0Updyzfx5Jt1Vw2LJ3vN0b31XUxKjuKaJMaUVDw1uYqPt3XyLzRWZRlRqIRFdR3uvAGJCra7FR3OGntSYFcdaCRuaOzuP+TA2hEkbrDLYzIjqZ/chg7qzu4cWw2JanhWHQiBo3Ip/NH8Nm+eqb0T+RIkw2tSsmswSl8ur+R68sz8fgDPLkmuNr400cHeGN2CVsq2ijvE4NZp8IXkLlt2V4Gp0eSHmVAFARW3TACjz+ALyCzct4wOh3eYPBXYzdL5wwhyqTGoBI41mLH65MwaUXa7B7mvbcLt09id62VEdnRvaKiU4tY9Gpue3Ur3W4/u2utfDinDI1K2Tsdv/pgM2sOBTNb+iVZmD8mC1H581YokiQjyfIpq50QIX6LhETld067w8ucxTtRKODsvnFsOtGOKChIidBz0eBk2u0+ZhQn8sbGSmYOSkYQBBauC86YPPrFEd66bBCxZi2SDEnhOgakhGPSiLy6PvjWGpsXi0kncqLFSUVrMP73TxPzWDirGH9Apt7q4uHPD/PEef35ZG8j/ZLDOLc4CVERTGHssHsZkR3FnFEZPS3JSqKNGlrtHvommNGplPRNDEOlErh92T4ON9p47sL+NFndnPvSZvRqJV8sGMkFr25FLQqolQJ/6UmazI0z0dDpoqrNwYSiBM6SZaJNGmxuP8eabBQkWNhZ3UlmtAHxB9nvHXYPsixTmGhhU0U7KRF6nD4/P6xOFiZZUCiC0coDUyP+oaB0OLws3VFDVZuDm8fl/GwtJ0SI3wIhUfkd4/D4USsV5MebONRoQyMKZEYbqGh1sL/OymVD01ixq4E5i3dSlhHJ/rouBmdEkhNrQkbmxjOziTZpOdFi57WNldw5IZcbluymf0oYr88uIcGi5e6PDzJnZDrPXtCfhesqGJcfy+qDTRxrtjM6N4YXvjnBm5eV8NxXJ1i6sxZJlvn2lnJMWiWH67qZt2QXz144gAiDmiijhna7m4/mDaXL6cesFfnj8v2cmR/LwUYF15Vn8aeP9vPO5mrKMiOBoHu8hMxzFwxg0ZYqLh6cQnO3lzuW7yPeouX+KX15Z3MVr2/cTk6siUVXliLJMrd+uI9nLugPQGa0oXe6vcPh4WSbgye+PMofzsrlbpUSUSng9QcI0/+tSJ8Ta2TD7aOR5GAL8z/iRIuNR784CoBPknlkWtGPwrysTi8qpYBBE/qVDXF6E3qH/k7pcHh49IujnGy18/xFxbR2e4gP0/LOFaU0d7vZdKKdXdVWMqINTOmXwOXD0mnpdiMAb8wuQZJlFq4/yeYT7Vw8JJXLhqZhc/koSrKw4XgbNR1OHptexJaKdgwaJWcXxnPBoGRWH2zi3a3BduGLBqcwNj8Gm9tPSXo45xYn8tqGCtSiQGWbkziLhkvLUtl0oo23NlWhVgqsWjCCbqef1m43E54LGkW6fAGGZ0fx5sYqLh+WRoRBQ368mfx4Ew9NK+L5r4/T3O3msRn9qO908er6kxxutHG40cb5g7rZU9sJwNFmGx6/hEkjUp4bzSVvbGNueSaFiZbe583tk3hrUxVbT3Zw7kubefvyQZTnxPzo+TVoVBj+yan48B9M1ieF6/j7HbDqdge3LdtHaqSeO87KDZk/hjitCYnK74xul4/9dV34JYmlO2pJDNPh9UvUdDgJN6hYvqueM/Nj8fol+ieHoVcrKUkLZ+oLmxiVE01hohlRKVCQYCY1Qk9pegT1nU6e/PIYr1wykPlnZHPL+BxiTBp2VHXwwbVlGDRKBBScbLP31iWuG5UBQGK4nk6nl/tWHmRcQRz3TC5g+subaexyMzAlnPun5vPE6mANxRuQqOt0khFtIEtvYkRWJEea7Fw5PJ23Nldx1fB0RvSJDq7ARIF3Lh/M3noraw438/qlgzjU2E1RooUxeTF8tr8RvVpJRpSBy4dnUNV+gDG5MRg1SsINau6akMdt43PQiqfa1hjUSoZnRfHZ/kYMaiWZ0cZ/+zWJt+j4YsEIWu0eChIsp+SsuH0BHv78CNsrO9je0wFXFhKVEKcxIVH5ndHu8HLFOztYOqcMjSgwZ1QGd390gO+qO9GIAu9fM4RrF+9kav9EbB4fEUY1Xx5s4onzikgM1/HmxkpmDUll+stbcPkC9Euy8MJFxcwakkJlmwOjRiRMp2LEY98iy8GZlEdWHWFvnZUnzuvHzJIkziqIxaxTM/rJtQDcPj6X+6cW8Pn+JhweP03dwQTFijY7erXIfVMK+J9PD5EZbcQXkGju8uDw+Lj9rFycvgDhOjV3T8zD65fYW2vF7vHzxoZK3rishMxoA1cPywBkEsN0jHjsW+aOzuLrm0ehVyvRq5UkRegYlDriFN+znwussujVnJkfw7Cs0ahFBRHGf7+jy6gVyY03k/sTj6mUCganR/BFT4dcUmjOJcRpTkhUfmcICvD4JZ7/5jifzB+ORhR4b3twO8oXkIg0avjrtUNR9Ph5vb2pkin9ErnwtWCh+y9XDcHp8ePt8dqyewJ4/RKjcmJosLq55M3tvH15KbIMSkFBQIavjwRjfZ9ec4xnLxhAc7cHrVpEluGpmf3odHo52mjj3sn5fHmwmadn9mfZzjouLUvl8dVHuXdSPndNyMUnyfgDMga1iF6j5Kp3vqOxy825/RO5cHBy7zDiHWfnEm3W4AvItNo8TC9J4q1NlcRZtHj8Ek+vOUZzt5s/np37t44u1am/Cl3OYCDXT/mhRZv+7wrpSkHg3AGJjOoTjV4t/n/rMyFC/KcJicrvjAiDmo/mDkUtKhEFBa02Dy9cWMy7W6sZnhWF1x9gybYabG4/c0ZmkJ9gYfnuejp7wrr21nYyOCOSd68s5cuDTVw8OJVnvjpGaqQehyeA0xvA5Q3w7S2jUIsCCoWC5AgdtR0uJvVL4N2tVbyxsYonZhTx+uwSFMDNH+wFggI1Z1QGNrePM/NieGNjJcdb7ARkmXHPbEAB+CWZpXOGYFCLzCxJ5tmvjzMwNYy6Tlfvz9hq83DBoGS+q+7gpqV7WX7dUJZsr+HdKwZTlhmJze1jRnESLm/gJ0WjscvFrR/uxagRefCcQqL/wxb0YXp1KOo3xG+GkKj8zjBpVSRH6mm0uulweOl0ejFqlcwfk8WOqg66XT7G5MZyvMVGbaeLvDgzaZEGFm+tJsqoYWBaBOct3EJalJ4nZvRDkmFSvwSyYozIssy5xcH5ksve3k64Xs1frhrMa5eUoFUpUSiCKZOTixL4dH8jVw5Pp8H6NzEIN6jw+gPMWbyT5y4YgFmvYlBqBOuPtzJ/TBaLtlRzwaBkatod5MabuaAkmQmFcYTrVXj8MteOysDm9nP1iHSsTi+Xvx0s5H9ztIXrR2fxxxX7uXtiHjq1kj21wSaEn+LNjVVsOhE0iTwzL5bzSpJ//RcmRIj/EkKi8jvE7ZW46PWtdLv83DkhF5vbR0pEgGsX72LdbeUs31DJ4q3VAHx8/TCsDg/LrxuKLyCxt6aT+WOycfn8NHa5+HhPI6sPNnHjmX3YU2ulX7KFtUdbkeXg/MWxZhtrj7Zy67g+1HW6uPj1bQgK+OyGEbi8AYwakVcvGUiLzcPonGjcfok2m5fzX9nK3ZPyUIsKVu5toG9CGE/N7EdunJnKNgcCCly+AC+vraCi1c4fz85lRnESYXoVnx9oYmBqOC9dPJBnvzpOrElDnEXLk+f1I6Zn1dEn1vSTqxSAwekRvLbhJEpBQX5C0PjR6vTil2QiDep/GMYVIsTvnZCo/M5o7nZR2+mk2xXMY994vI0R2VEkhRuIMKhps3twef29x/sDElFGDUu217C31sqTM/sxb8luIo1qJvSNZ+mOWrwBiae/Osa9k/N5c2Ml904u4EB9F0nhOjKijfSJNSEKAgcbuxGVCi4tS+PDnXW8uv4kWTFGHplWyMo9DQxICeNoz5S7yxfAoBZxeSVuGRu0UYk2qlm5t56HVh0B4C9XDeb60VnYPH4i9CpmvbGdx2YU8eBnhxmVE82z5/fnnsn5PPnlUbac7GD5dUN781P+ESVpYay9tRyVKBCuU9Fm83DTB3to6fbw8qxiMn6Bjq8QIf5b+cVFxefzceedd1JfX4/X6+W6664jKyuLO+64A4VCQXZ2Nvfeey+CIPDCCy+wdu1aRFHkzjvvpKioiOrq6n/72BA/jcPjx+4OoBEFJvSN40SrnTvOzkUUFLh8Ep/MG0ZAkrlsaBrRJg1J4XosOhU+SeaGMdnsqOrg5bUVHGmyAbC71sro3GhWH2xmXH5ssJZRmozL6+cvVw1GAWyt7MDp9VHeJ4YRWVEUXz0EgAVL9wBwosVOmF7NXZPykAISfZPCWH2gCZUokNdjD3/j0j00drmZXpyI+IPXt6nLjUGjZNHmKkZkR/PyxcWoRYHZQ9OYMzIDq9PHwYZu/nh2HqJSgSzLHG+2Ea5XEfUzxXaPP8C++m6eXH2UKf0TmVmSyO7aTjYcbwPg2a+P88R5/VCF7FRChPhJfnFRWblyJWFhYTz++ONYrVbOOecccnNzufHGGxk8eDD33HMPX3/9NQkJCWzfvp0PP/yQxsZG5s+fz1//+lcefvjhf+vYsWPH/tI/0mlPu93DphNtRJu05CeYenM//h6n109AllAKMGtIKimRetptHhwBmYAs4/YF0IhK9Bol0wYkYvP4mfTCRhIsOt65opSBqWHIwF931aNTKUmO0HPJkFSuGJ5OgkWLLyBT3e4k0qihy+XD4fUxIiuKw03deAMSK/c0smR7DUuuGhycRv/oAMOzo9CpBI402nqjiS8enIJKVNDp9BGQJF6fXcLLays4u28cufFmPP4A0SYNxSlhPL3mGE5fgJoOB0MzI4kP03HnBDMdDg9z/7KL4tRw4swa3H6Jy9/agVoUeO/qIeg1Inr1j9/+nQ4fN72/h3aHl711XZxdGEdOnBm9WonTG+CsgjgEoLLNztaTHYzqE01CmO5XeV3tHj+7qjv56nAzVw3PICXyX2sntjq97K2z4vAEelyVQ3MuIX49fnFROeussxg/fjwAsiyjVCo5ePAgpaWlAIwcOZJNmzaRnp7O8OHDUSgUJCQkEAgE6Ojo+LeP/b2JiiTJvL25iue/OQEE50L6p/y0qBi1YjBLXVQSYVDw9aFmmro9jC2IoaPbS7xFyyVvbgdgyVWDeXLNMdw+iZNtDk622ekbZ2ZAchgr5g5FrxapaLFh0asRFQqUgoL7PznEV4dbsOhUrJg7lJQIPa+sq+DC0hTcfokR2VFcPDiZxi43tR0OHjinLzXtTvwBmcvf3kG0UcN71wzhwVWHGZoZyeD0SASFgBzwc92oTML0KmRZ5q6JeTi9AQ43dhNl0nDF8HQqWu29eStBFGhUAmf3jWPRlmpMWhG/JOP3BthTayUn7sdbWHa3n+ZuN0VJYXx7tIXkCB0qQSDaKPLtreX4AxJmnYo2h5fJz2/C7vGTGW1g6TVlvTYuvyRWp5fZb21HluG7qk4WXVn6L8UM762zMvvNYNPCvZPzuXxY+i99qSFC9PKLr+ENBgNGoxG73c4NN9zAjTfeiCzLvcVNg8GAzWbDbrdjNBpP+X82m+3fPvb3hoyM3ROsgaiVAi6f9JPHOTx+bG4/NR1OXtlwkote20aMRUusWU2D1c3aY62s2F1PZZuDyjYH64+3cMGgFFRKBQkWLQkWHV5ZRlCAWhRos3nonxLO7cv2MX3hFhq73JxsdQD05NYrsLt99Ik14fFLzH9vN29uqqTL5Sc+TMf6423M/csuHl19BL8ko1DA+IJYXlp7gm+PtJAWaeCsZ9Yz5sl1tDu9RJnUVLc7Gf7YWsY/vQGnJ8DrGytp6nbj9kq0dnu49cN9VLcHryHCoObZ8/sjKgV21XRyzoBE0iL1FCSYGZsfi1b1489TTq+f2W9uY/bQVN6/ZggfzCkj2qTB5Q0QkOSg95ZaRCMK3DMpn1mDU3D7Asj8OjkpAUlG3bPNZtKK/KvtAS5voPfv379XQoT4tfhVCvWNjY1cf/31XHTRRUyePJnHH3+89zGHw4HZbMZoNOJwOE75d5PJdEpN5F859veGUhC4vjyLSUXxqEUlkQY1Xn8AtaikudtNdbuDxDA9Tq8fp8ePSSuyuMd766FVh1l85WCmvrgJs1bFQ+cWohEFFAromxhGrFnLlzeNpLrdybwluxmaGUlJajhFyWF4fBIdDi/1PS3By76r4+nz+/PMV8cZlhWJAnjyy2PcM6WAp9cc4+Fphbh9wcCr6nYHj03vx/s7qilJi0CnFnhgal/C9SqOt9hJCNOxv74LR8/NsN7qItasxagV+WDOEKa/vIWALPHA1L6IggK1UmDJ9lqONHVz78cHef6iAZi0KmItOkRR4LbxORyos7L4qsHoVMqf9c5SCgrKc2N4es0xRCW8eskgulxe9tZ2cdU732HUinw6bxhHmu28s6WK8QWxLJ1TRuSvtJ3kD0gsurKUA/VdjM6J+Zc9v0rTI3lgagFdLh8Xlqb8wlcZIsSp/OIrlba2Nq644gpuu+02ZsyYAUB+fj7btgVDm9avX09JSQnFxcVs3LgRSZJoaGhAkiQiIiL+7WN/j1h0KjadaGfy8xsZ8+RaWm0e2uwe5ry7E6UgMPOVLRxq7MakUxFl1JDaszc/PDMKUVAwJD2Cmg4nXx5q4utbRvHljSOpbnOwo7KDEy0OLntrB0ebbRi1IkkROv64fB8zFm5GpRQYlx9LjEnDqJwYzFqRCYVxJIbpUCoVXFuehS8QYHZZGn9cvp9L3tjO/Pd2E23SEpACTClKCE7jP76WEy12hmREcsGgZO6ckMvY/Fj6JVkYlBZOXryZ8c+sZ+JzG2m0urnxjGxEQWDqC5sY9/R6ajudXFiazOIrBzMoPbz30z1ApEHD1P6JXD48g6Rw/T+8MSsFBdMGJDF7aBovXjQQm9uPPyCzcm8D3kBQRNsdXu5asZ+DDd08teY4AILw67QYx5i1RBjUlKZFnGI6+b8lwqDmkrI05o3JDplR/iO6G+DwSuiq/3XO72iFziqwt/w65z9N+MVXKgsXLqS7u5uXXnqJl156CYC77rqLBx98kKeeeoqMjAzGjx+PUqmkpKSE888/H0mSuOeeewD4wx/+wN133/0vH/t7wusP0OEIFrM1PVbpbp9Ec7eH5AgdolLBwYYu/nh2Lku217C/vosEi5aHpxWiFZVY9CocHj+3n5XLLeNyMGhEvH4Jh8dPtFnLXSv28/C0It6/ZggNVhcmbTAEa2PPYOCNS3fz+qUlePwST355lIcbunlqZj8yogzB7BOVwMjH1vLFgpG9WSpHmrrx+iWueHsnr88u4f3ttfgCwbrQjIFJTH1xE5/NH8bXB5t57sIBuHwBdtdYkXp2mHbVdDJ3dCYr9zTg8gVXMqv2N2F1evl0XyNPz+yH1eUj4PCiViow61SoxZ/PMvkhJ1rsXNpTU7q+PJPqDicmjcjFg1NYc6iZCIMag0akKCmMWUMslGVEIigUp2zD/pKYtKqfnaUJ8Qtjb4E3x4O1BkzxMGc9GH/sPv0v42yHlTfA0VWQNAgufA8M0b/c+U8jFLIs/66Cs6dNm8by5cv/05fxi3C82cbkFzbiD8gsuXoIH35Xi6hUsOCMbKKMGo422bDoVchycH++rtPJnSsOUNPhBODrW0YhAnVdLl5aW8EdZ+VyyZvbsTp9PD6jiNx4E4s2V7On1spD0woxakQMaiWPfH4Em8fP2PxYNEoBq9PLmflxdLl8bK5oZ3BGBN8eaeGMvBgWba5m7ugstld2sGJ3PVeNSKeixc6Ta45x1fB0ynNjuOSNbeTEmrh/SgHnv7qVly4upjjFQkuXF5NWRKdR8uBnh+l2+bhvSgF/XnWYeaOzuPvjAzg8V+UP8AAAIABJREFUAR6fUcSC9/eQHWvkgal9OW/hFuwePwtnFZMSYfinu6Y2HG/lkjeConL5sDQ6HT5W7W9k4x9G4w1IiIICSZbxBWTWHW3lnpUHiTFp+HT+8H9q/iXEaYytGZ4fAF4HiBpYsA9Mcb/s+Z8pgEDQ7oibD4M54Zc7//8B/+y9MzT8+Btm68l23D2F+dUHG7ltfA7dLh9KQUGHw0u0ScNLayt4e3MVZRmRPDq9kPljsvifTw4xPDsKvUqJJMPuGivn9E+kze7F2uPx9eWhZsbkRlPb6eREq53zFm7h4+uH0dTlYu7oLNYda2FYVhSbTrRxqMlGQ7eHRVuqkGV4dHoRaw41s2hLNX+9rowtFW1sr+pgXH4sHQ4P3S4fZRmRTCiK51B9F3+9diixZg2vrKvgmhEZFCVZaHf4CDcGu726XT7O7Z9AQaIFX0AmM8qIWhR487JBSJJMTYeDcQWxXDAomY3H23pdjj/d18i5AxL/aVHpm2DhkemFNHe7mVgYz4L393D3pHx8AekUd+Aul49VBxoBaLF5aLF5QqLyW0cXDpeuhO2vQMmVoAv7Zc+v1sPZj8OGJ2HgZaD673WbDonKb5gz8mJ5f0ctbp/ExMIE3P4AGpXAU2uO8d72Wr5YMILlu+sA2HKyHbdfIilCxxc3jcTu9vPc18cx61S8sv4kggK+vbWcIRkR1HW6+NPEPLZXdnLewGRuHtsHg0bErFVh1IpMeHYDHr/E8l0NLLpiEHFmLX0TLUiSRLRRQ0GCmaFZUeypCYZfjcmNYfnueg432nj90hJK0iSST3YQY9QQnRONyxdA7HEEHlcQy+3L9mH3+LlvcgFPrTlGUZKFmSXJuHwBVMqgXb8/IIEMcRYdjV1umrrcXLt4Jy9fPJAooxqHJ8Ckongy/87fq9Xmxu4JYNaKP1lfKO8Tg14t0G73cv3oLJBl9H+XtmjUiNw2Pod5S3aTF28m3hISlN88ohqSSiBhAAj/3Hbp/wqNCYpmQs4EUBtA89/ryhASld8okiRj1oq8fmlJT3a7gNcvoVDAe9trgeBqY97oLJ788hgTCuPRq5R41CLNXS66XD7CDSokGcw6kYfPLUKSZZ46rx+gYH99F9f9ZRcAD0wtoL7TxYCUcPommok2aqizupB7toL6JpjxBwLEW3QMTg8aQHY6vDx34QDuW3mQKKOGly8uDm67KeDcFzfj8gVYsr2GR6cXcrjRxsg+0cwoSUItKtlc0c5dE/N44NND7K61svFEG5P7JTDxuQ2olALLrhuKXiUgyaBQQFqkgfKcaPITzMSaNXy+YAS+gIxWJZwy6Ndq83Dha9s40WJnbF4sj51X1FsAd3j8vLy2glc3nCTapOGLBSMoy4xEp1KiVZ16k1EKCoqSLHx8/bCglUvIQfi/h19DUL5HbQj++S8nJCq/QQIBicNNNj7aU8/onBjuWL6P/slh3Dy2DyqlwGMzCrG5/SSH68lPMDOqTzS7a6zUdThJiTJw8wd7aLN7eXhaISqlggmF8Tz55VHWHWtjaGYkT5zXD5f/b7MN3W4/5xYnceuHe7ioNDjDselEG4PSI5j33i7+fE4hEQYVk4riabN7eawnb93tCzBjYBK5cWbUgoL0SAN+WcYvSb2Pa1VKMqKN+CWZOLMWq8vHnWfnUpBg5mSrg921VgxqJUqFAkkOZsEcbOhi7ZFWhmRGEmPSMKEwnvMHBVtl2+we/AEZvVr5I7t4X0DiREuwYWBbZTs+f/A6ZFmm2+1jYGoYwxoj2XSinW63j/Sov32a9PoDCIKi1yZGpVQSo3WDzw4BCyhDBfUQpznOjqBoai3//2P/DUKicprz/eCaTq1ElmU6HF4Cksz2yg5mFCex/lgr5w5I5OM9DbR0e7h92T7eunwQDo8fo1bktg/3oREFHjinLypBwdbKDrae7ABgybYarh+diUEtsv54G4PTI7h2VCYBSWZoRiT3Tc7H5QswrTiJx744ym3jc1m+q573d9TwyPQiZFnmQH03Xn8AlVKNxyeh1yiD4VySTFK4jsQwHRpRIMD3SY5Kllw1hNUHm7iwNIUDdVZy4s3oVAIf7qxjdJ9oziqM508r9jNvTDYXDEomomf2pijJQpRRQ0aUkXWKVmxuH01WF4PSwvH6JVRKgeuX7GJHVSdzRmYwb0zWKd1TBrWSP5yVw1931XPruD6YdMG3/8k2B7d8sJe0KAP/M6Uv9VYXlh9ECDd1uXlo1WEyow1cWpZGuEENzk7abA5abD6iI1VEm/UhYQlx+mKtgeXXgC4CJj8Lxl+v8ywkKqcZDVYXXx9uZlhWFCatikc/P4xfhrsm5NJm9/DAp4cpTY9genESNrePmk4ndR0unrtgAKKgoLrDyfLd9Vw1PJ2F6yrYcjLY/vvJ3gZ2Vndw58R89GolLl+A0TnRvL+9loGp4dw/pYBBqeHYPAGau91EGzUcaOjC5vYzNi+WswtjcfkCfLQn2MP/6OdHmDMqnadm9iM5Qo/LF2DRlmpGZkfz5U0jqWixoxQUzHxlKx/PG8bSHdVML05m4foKmrrcPH9hMdsr20mM0KNRCfgCMst31TEuP5ZX1p9k/fE21h9v495J+fRNtGDSirw+eyBev0x1u4NrR2XS2OVClult982JM7OjKljHWbazjitHpGPSquhweGnqdhOuVzFrcArnDUzGpBPRiEocHj9//uwwe2qt7Km1Mi4/lpQIXe+2mTcQ4P3tNXyyrwFZhrLMKErTI+jwwLyPatha2UlSuI4V1w4m2hISlRCnIbIcbBCo2RL8unAG9J32q327kKicRrTZPMx6fRsn2xxcPSKdxDAdy3YFb+LZMUbO7hvHPZPy+a66A0mWqWh19E7HG7UiRYkWNKJAaVoEn+5tpCwjkoXrgrkgBQlm3ttRQ0u3m4/mDkOrVlLV6iDGrCUj2sDQzEjqrS6uemcHHr/EoitKUSkFVh9sZkBKOAOSLSSG6zGolSSE6Zg/JovkCD1ZMSZ2VnVi1olMLIxHBjSiwNGmbp5cc5wEi5YwnYrZQ9M50mjj6uEZbK/s4JHPj7BybwMAy+cOZUtFEzlxJlpsHkZkRfHWpiqUgoLMGCMf7aknL97EkIxIOh1eZFnuFZTv6z539GyZTe2fwOqDTcwfk4VBLeL1B1i8tYqn1hxHIwp8e2v5KQaQGlFgWFYU3xxpQa9WkhimQ+iZOWl3eFh9oIl4i5anZvbnq0PNxFu0NHW5EAQ1h3rcmus6Xfh/2h3nHyJJMq0923UmrYhZFxKlEL8CCgVkjoGdbwdX07H5v+q3C4nKaYSEjMcfHGS8qDSFuh+kIqZFGrhp6R5cvgAvXFSMVhTIiTOhUirwBWQKkyycOyCRsswo6jqdxJg1ZMca+ermkWhEJav2NTKpMIGUCD0vr6ugX1IYKmUwn354ViRuf3DIsNsd9IZac6iZBIuOggQzZxXEIcsyb2+qZOmcMoxakbmLdyEqFbx0cTFRJg3bKztod3h5Y2Mllw1N5ZqRmUzql4C2xy5mzuKdNHd7SI3U89wFA9hZY+392fRqJbFmDeeXJOHySxxvsvHtreU4PH4Wb62mPCcGUYCWbg8H6q3kJVh4Zd1JLh7yN8uRgCRj0am5f0oBd5ydiyxDRYud1YeamFiYwJubqrA6fXQ4vKeIiqgUmF6cyJicaFAo6HJ5SQwPFlNX7Krnwc8OA/DyxcXcODabM59ahyTLfHhtGW/NLuHhz48ysyQR4884Q/8jWmweJjy3gQ6Hl0enFzKtOClkqR/i1yGjHBbsBaU62D79KxISldOIaKOGxVcN5osDTYBMaoSej64fhkYU2F7Zzt66LgA6nV66XT7WHWvhm1vKkWQZsccqxKITEQUDggDdLh9Hmmx0ufy4AxKT+8Vzz8qDfH24hcXUsOqG4Txzfj9u+XAvyLDwkoGkRuoxaUUuKE1Gr1GSE2fiynd28Pblpby+sYqqdicZ0UYONXYD8OneBpptHgoTLeyv72JgahhT+ycy+om1ePwSj80ooiwjgk5HcP6l1eYh0qjmTxPz6BNrIDfOgkEtkhtnRiK4crhjxX7Soww8cE5f5o/JRkZmT00nz39zggfO6UuMSUNShJYR2dE8eE5fXN4A5wxIxKxTYXV6ef7rEyzZXsMfzsrh/J4o4EemFbKn1nqKoLTbPXQ4vJh1KlIjDT12Kz/dnaMUFBys68LTsyRZd7SVeaOzeH12CXq1iFr834tBg9VFh8MLwGf7GplYGB8SlRC/DlrLr16g/56QqJxGKBQK0qMMnDcwCW9Awu0L4PL4iTMZsOjURBjUDM+KoqXbQ0KYjp3VVvrEmljw/h60KiWf3TCc48125izeiUkjsnLecF7fUMkfJ+Rx49I9DE4PJ6KnI0pQgEEjsqWijcONwW2cT/Y28O4VpXS7/Xx5sJmJRfG8tLaCcL0ahQKuGZHBzpoORufE8ObGSgSFgiGZkfgDMmadCqcnQE68kaYud+/Nd+vJdoZkRPD67BKW7axj9tBUNKJAt9vPjIHJdDm9fHu0hWNNNvonhzE6N5o/TcjjpXUVrD/aSrxFS4RRw7z3gqFez3x1nAl947hvcl8ijRpmDUklEJBod3ppt3uQkflwZy1zyzPRq0VuW7aPy4am0S/ZQnlOTG97sN3t48kvj7Jkey0RBjWfLxhB7N8NME4rTkSvFjFolAxKi8DlC1CQYCYgyUwfmIRSKfyow+x/Q0qknlF9oqhodXDr+KBNTogQv3VC7+LTCI/PT4vNS5fLx8xXthCQZP5yVSmeQIDKNjsfzinD6vSiUQnsq+uiPCea3dVBXyynN8D+ui4ONnQjy8E24OMtNoZkROAPSLx6yUAWrqtgbnkWo/pEkxKpRysKlKRFYtSIuH0BChMtuP0S01/ejMcvsepAIwtnDaS5y82TXx5lwRnZXFCajFalZO1t5QSkYCjXX7ZVM7c8i2W76rh7Yh4Z0QbG5sXQavdyyZBUApLM898cJyfOjEWrYvHWap79+gTxFi1LrxnCqD7R7KzupMPpxeEJcGZ+LH3iTHQ4vIQb1Ji1qt6QrIGp4Th9AWRZprbDiUGjpLnbwxVv7yDGpOGVS0q4blQmI7KjmfnqFmQZDjd288n84djcfrz+YCaK2y+xq2cLrsPhPcUe/nu0opLh2ZE0WF1IskxCmI5FV5Qiw7+Ua/L3RBk1PHP+AHySRIRe/av4h4UI8X9NSFROE1q73XQ6vbTbvSgFWDanjDCDmiXba5BlmYtKU2jscmPSilh0Kvolh+EPBG3b+sSZ+OC7OgamRpAZY2D1wSZizVry4s0UJlo42mTjYEM3qw82s+F4G4uuKCVcr+a76k4i9Go+XzAcX0Dm5XUVXDgohUCPe6PXL9FgdTHzla1EGdXMH5ON1y+x4Xgbb26s5J0rSnsNGGs6nMwanEpAhgtf28rCWQOJ6BGEFbvr2VHVyY6qTs4dkMiWimBHWmOXG5vHzyOfH2HD8TY+3tPAqD7RrNjdwMJ1FQA8MaOIjGwDX9w4EkmSMMp2DGolb+yo5Ykvj3HDGVlUtTlp7HLT2OXmQEMXV4/MwOb2kximo67TRZ9YE5Isc/4rW+ibaOHeyfmohGA96JsjzZi0Kiz6HxfJO5xeyh9fiyTDzIFJ3De14Bd3+Q03hAYnQ/x3EdrAPU3wSRIHG7v5/GATEUYt726r5vMDjbz47QkCUnBy/epF3zHxuY3UW13Ud7qY+uImpr64CZNWxTUj09lyohWDWuTx8/px18Q8BIUCUVCQF2emKMmCKCiYNzqL5bvrGfHYtyzaUo0nICEKQVuSNpsXs05kydVDmFueyauXlPB9/tRD5xby7pZq2uxeilPDueGMTESlAoM6uJ2UFK7rrcec0z+Re1cepMHqRqGA8pxo5o3O4qmZ/UgM07LgzD5kRBmYWZKMPyCTYAnWOURBgV4tkhj2t22ohHAdj35xFJCJVliJ+nwOuhWXMTNHJFyvYtvJDqb2T0BQBCMAcuNMmLQqEsJ0LJ87lJXzhvHixcU89NlhTrY5WLm3gaZuN39edQib24/bJ6ERlT8ZgOX2BXrdkVvsnl6xDREixM8TWqmcBkiSjCTDLR/s5bZxOTy++iiNXS4GpUUwf0wWMSYtmyva6Owxe9x6sqP3Zg5wvMWG1enl/EEpKIAog5ownQqfJOGXgq3HkQY1a24eiUopcNYzGwDYVtnBg+f0xRuQcHh83D+1gHFPryM1wsCVI9LpdHpJjzbwzS2j0IhCULwWfYdKFFh2bRlalcAXNwZt7TOiDHx7pIWMaANKQeCCQSm8s7mKuybmce5LmynLjKSu08mgtHCSwnW8cVkJNrcfo0bk5rF9GFcQS2KYDrUoMK4gltz4YC78lop2Vuyupywjgun+z+DkWgDCjy7lzLyzEQQFRUlhbLpjDAqCItrZs20WY9ISY9Li8QUYmBbBmsMtRBrUmLQqEsP0LNtZy7s9LdnLriujJDXilNclyqjh8RlF7K6xMv+MrJANfYgQ/wShlcp/GEmS6XB6UaAg0qihpsPBiOwo9tV1EaZXMa04iT+vOkR+vJk+sUaijGpGZUcxvm8cFwxKZmZJMlP7J3LJkFRu/XAv1R0u1GKw5iITtDa5fdk+Vu5twB+QUQBzRmWgUyk5f1AyalFgZ3UnkUYNjVYXbp/E0WYbK/c0YOzJV1EqFDi9Ab492oLN46fD4WXNoWYUKNhc0UZKhB5JlhmaGUW7w0e3y8sjnx+hND0CrUqJSSvy9eEWNKISl09i6oubsLn9nGixY3P7UQjw1eFmBAXc8/EBVuxqQKkAjzfAE6uPct/kfIZmRhFIHBS0mVAo8CSWcV5JEreM7UO0SUOkQc2e2k5GPv4tC5buodPpxe0L0OX0IShgXH4sK+YO5b2rh6BRKhhXEHdKp5Va+PGvQphezXklyTx4Tl/iLbofPR4iRIgfE8pT+Q/h9PrZU2vlrzvrmDUklXC9ii6Xn3qri6JECz5JwqgO3oTvWrGf2k4X908pICvGiFqpQJbhZLuTDcdaAUiNMuDw+Klud3Dp0DQE4NEvjjK7LI3XNp7kjNwY7lxxgEiDmg/mlOHxB7DoVEx5YRPtDi/9kiy8eHEx726t5kB9F/dNLqChy0VyuB6vP4DN48ekUTHzlS2ISoE3ZpcQZ9awrbKThz8/zNj8WAalRZAXZ0KrVuLzB/20kGXiLDocXn9QyF7ZQp3VzRcLRmDSimhVAqBg9YEmPthZx57aYPF82bVlmHUioiDw9uYqFm2p5uFJGczsawRZps6lwWAKI8oUrHG02z3MemMbhxtt3Ds5n+HZUfx1Zz17aju5f0pfXvzmOCv3Be3qN9w+mlmvb+PP5xZyuKmbPrEm+idbsPwLsyYhQvxeCOWpnMZ0uXx0u3xc8sZ2ApLMphPtvHVZSdDwsNlG/2QLAT/UdLowaUXmjMrEqFURbVTz2b4GdBqR/slhGDRKLixNQSUqcHokDjRYGZASDrKMoSc1UK9RMiIriq+PBCNM2x1eWu1uoo1amm0e9GolD00bSJRRg83tI9ak4eJpRXQ6PBxrsvHnzw5zwxnZ9E+2oFQoWDlvOE6vH51aSU2niz9/dphWu4fFW2s4d0AiNk+A8c9uQJbhprHZ5MWZiDFrcbj9dDp9WPRqynNi8EsSalEg0qglIMmM6BPN1soO9tRae3Lk1WhEAbdPoqUnH+WPn56kvHAM8WE6Uv9ufkuvUTKzJJk3NlaSHK6jzebtLfbfuWI/14/OZOW+RqKNGkRBQYxZw+Vvb2d4VhTTBiSGBCVEiF+IkKj8B9hfayUxQsdLFxfzxOqjqJQCNZ1OilPC6XKZUSoE1EqZlHA9L62t4K3NVQA8NqOIzSfb2VLRwTe3jALgzQ2VXDMqA71ayY6qTp5ecxy1KPD6pSVIskx9p4uxBbH0Tw7jUEM3KRF6MqKMrDnUzOEmG+9eOZhr3v2OEy12Xr1kIAUJFvwBCbWo5M+rjgDB7bMVc4fSYvNg0qoI16s4b+EWLi1LY1RONMt21pEbZ8Lnl3B4A8hycIgx1qQlI9qIUoA3NlWRFK7l5rHBIv3Zz23gvikFXDAoBaWgIPn/tXfnYVGW6wPHv++szMIAwyKbiLjigopLLojaya3UykqtDqZppmXl6Vcqlmlmttl2tOPJ9tT0mGudc8ysNHMvDRM0cEEQEBCGbWZg1vf3xyBmapliKuf5XBeXzjvPDO8zjnPP+yz3bdYzc0g8d3SOJsasQylJzPn8ED/llfPCHQnYnR5C/bVoL1AaWKdWMTwxmlsSIjhcZMWoVWHUqrA63HSIDqBDdCBbnuiLXqOsTcXfmayiKpoE6zFqr2C6c0H4HyOCylVg1Km46587MWpVvD+mKzq1Eq8sY3d6CPP3w+p0M+Tv24iPMDGpbxwf7DiOWinRLtLEu98dY8m4bqxPKyBQr2Z8chxuL9icLpbuysErg1opUVhZw6q9eazel8eWJ/qSVVTFUzfH43R7cXu9JLcMZdnuXAoTIvDK8OHYbsSGGPhgWzYbMwr5dGIPWjYyklVkpWtsELkWO2H+fhSUVWN3uNFrlKzZl8dzt7VlQnJc7fyLL5X9I39pzk2tG7EuLZ8dR0uZPrg1T93SmmqXF49X5tZ/bMddW8Gx2uFGo1agVChwe2WmrtqP3enmndFd+SKjEIA3NmXx1r2J501nD1Bmc5JeUIFCkmgTaaJNhIkDeeV8PrkXdpeHcJMfwUbtWcuB1UqJzKIq5v7nII/3b0VSi5Bz6qYIgvDHXbGgsn//fubPn8+SJUvIyclh+vTpSJJEixYtmDVrFgqFgoULF7JlyxZUKhUzZswgISGhXtpe61btzasr3VtS5SCvrBpJkmnRyERBuR1/Pw3VLg/7csuIDTbw+SNJeL0ye3PKWP5Adz7amcPfvz4MwKK/JtKpcSCfpeXz4h0JrNmXx7heTdldm51Yp1aiViro0DiQnFI7nWICmbBkLzUuL8/f1o5os543RnZk4tK9FFc6eGNURzJOVrI5s5iPxnbD5nSTU2pn5voMVJLE0vHd0KgULJ/QnczCKhqbDbjcHtbsy6N/m0ZszTrF2B6xfHu4hA+2HwcgSK9myk0t6PPKFl4c3p7PJyfhkWX255YT4q9h4eYjDIgPJyE6gNTB8bz59WEam/WEm/worKxhcPtwzAbNBT/0vz18iikrfDvuF6d0ZkDbcBIaB/LetmN8daiYl4YnYDacvbnQ6nDz7OcHAZi6+ie+eKy3CCqCUA+uyCfwO++8w9NPP43D4QDghRdeYMqUKXzyySfIsszXX39NRkYGe/bs4dNPP+W1117j2WefrZe214PhidFoVQpeH9mRbzKLWbYnl4hAPY38tTg9oFYquK1jJB2iA1AqJIYu2Matb23nzdpA4pvc9nG5vby+KYtOMUF8mVHIHYnRdGwcSJ9WYSy4uxOfT07iYEE5gXoNbSJMuDy+GihHiq1MXLoXtSRxqjawOT1e1v2YT2JMIJ2bmHF5vejUShSSxPO3tWPx6M5UOdxUu7zMWHOAMR98z+A3tlJZ42b+l1kcLrbyz2+PsTmziLiQMzm0mof5UreM6NKYqhoP4z/6gW8OFdOtaTAPL/uR1XvzeXDpXk5ZHezOLmXFhO4s3Xmc10d2ZOWDPejTMvQ3P/DLavNnAXW5tI6esrHgm6McOlnF/C8zsTncZz1Go1LWnWP3OPMl5e4SBOFcV+RKJSYmhgULFjB16lQAMjIy6NatGwDJycls376dpk2bkpSUhCRJREZG4vF4sFgsl922f//+V6JL9cLrlal2eWgTbuLbJ/tRVePikeU/Ar76JAvv6cRTaw/g8cqM692UJwa0QqGA+3o24etDxcwe1oYTFjutGvnz6l0JtVl13fyQU8boHrHMGtoW3ypZmRCjBrNejQw43FBcVUN6XgW9W4ZyT7cYNh3ylRp2ejy0jvCnSbCewooaxvSMpWUjf5bsPM7CLUdZ/3BPvvm5iCW7cjFolHz2SBIapUR+bQZlm9NTN+TWLjKApeNvIMSoIS23nC8e6021y4PZoKHM5mRcUlNueu1bXB6Zuf85xC3tIwg2+oaz/NQKvF6Z5XtOMKZnUyKDdNz9zi5UColNj/f5zdd1WIdIyu0ulArf0mHwbcYMNmgotTkZkhCJ9ldBKdRfy4oHu2OrrVd/OTm8BEE444oElYEDB5KXl1d3W5bluqEHg8FAVVUVVquVwMDAujanj19u22uVtcZFWl4F72/L5r4eTejcJAhZlgmoLRbVOTYIWYbOTcxszixmw4FCRnZpjCRJ3NejCaN7xLLnmIUSq5On1qbzXG3KkE0Hi1h4TyLhJi1z/n2QxmY9QxMikQEJ2HSwkM/2n+T9MV3JK7NTVFHDnZ2jGJIQgdmgIXVtOi/fkcCScTeglHz7Tj7Zk8v4pKYs25NLekElB2sTTtqcHmqcHpQSvD6yIwu+OULflqEE6tVsfbIfQbVDVG6Pb8J+/4lyvMikrkkH4Jv/60O3WDMHT1bSPjoAjVrB6yM6sju7lNgQA69vysJs0KDTKBnUNoIeccHoNb6d878l2Kjlb/1bnnUs1Hi6Vr0Xf536rD0pp6ocVDt9lTGbhjT8muGC8Gf6UybqfznPYbPZMJlMGI1GbDbbWcf9/f0vu+21qMblpsTqZNyHvgJYW7NO8e3Ufsxef4D/Ptqb7FI7LcKMSMg8M7QNM25ujVIh4af2VSasrHZjd3kI9dfQLiqAwe3C+TKjiBeGt+OnvHKeXneAebe35+Z2EUQG6sgvr2bMB98D8P6YLvipVVisDsb0iqOosgaXx0t5tYvZn2fQq3kIS3blsDGjkEl9m/Hkqp8AXwbjfq3DCPBTM/e2tsz9zyESogL5ubCKiAA/WjYy8ki/5lidbvz9VIT5n0mtolIq6BIbhFqpYOHmI3XHMwureG1EByx2FxXVLhRIBPlr6NVy75i0AAAXQklEQVQ8hIMFlUzq24wQo5aPd2QzIbkZzcP8L/k1Vygkwn6VdRh8AeXed3eRVWTljsQonhnaRiwnFoR69KcMJLdp04bdu3cDsHXrVrp06UJiYiLbtm3D6/VSUFCA1+vFbDZfdttrRanVQVFlDVXVLoorHZwosxMd5NuVHRHohyzL9GvdiGc/P8g/Nh/hcJGVaavT2Ztj4atDxdz46rccyK+g1OZk3n8P8c7WY4QH+OGnkhiaEMmYnrG8uukwb20+yt6cco4U2/j7N0fQa5X8XFvrBOBgQSX+OhXfHj6F1ysTqFPzj82+DME2hy+V+5bMU1TWuAk36Tg9l9063J/UQa3p0DgQi83FC8Pb45Vlpq7+CYVC4mRFDalrD/DPLUfrKiVabA6Kq2rweGVC/f0I1GsYnxTHqK6NeTA5jtYRJk5W1DD4ze8YtXgXq/f5rmYD9RqahxmxOz3M+88hgo1a9JorM2nucHvIKrICsCXzVF2KfkEQ6sefcqUybdo0Zs6cyWuvvUZcXBwDBw5EqVTSpUsXRo4cidfr5ZlnnqmXtteCEquDh5btZU92Ga+N6EB0kI5TVTW8d19XDuRX0DhIxwfbj3NnYhQf78xhYp9mTF/zE3ll1WzOLGbNpJ4A2JxuVAqJqYNasyfbQpnNRYnVQWyIHhkY0zOWfTllxATrCTZqyLXYMGpVDO0QScZJXwr82ztFMXNdBt9kFtOzWQgvf/EzM25pQ4XdyZJx3SiurCH15tbMWHuAgjI7XzyWjNXh4oTFzvFSO4+vTON4qZ22kSbm35VA7xYhBOnVvPtdNj/VFg374biFzk2CmLh0H8VVNbz91860CDOiVikJD/BjxuB4PtiRzfof84iPPFMoKLvERlW1i1X78iiq9M3nzL29HX5qJcYrlGfLqFXxYHIc/zlwkumDWuPvJ1bVC0J9EmlaroDcUhvJr2yha2wQM4e0IdigweZ0o9eoWLEnl+1HS7mnWwwxQTr0fmryy+ws3ZXDtiOlBOnVfP6Ib9e6Xu2rKPj8fw+xPq0Ak07FZw8nkfL+buwOD8vG31BXHjerqJLYYCMV1Q5sTi87j5YiSdA11swXGSf5LO0kqyb25Na3ttE+KoC37klk8dajaFRKJvaNo9zuwk+lZOexUiID/VArFUQF6un98jd4azczLnvgBkxaFRGBOr75uZjHVqShVSnY9HgyWYVWxn/8AwBDEyKYPexMmvgSq4PR7+1h3vD2WGwOdh61UGpzMHVgK3Itdka8vQuAlO4xzBrWFlU9Lgsvqqzhwx3HSYwJ4oamZkw6NdYaF9Uub22aGLGMWBAuhkjTchUZ/VTc17MJd3SKJuW9PQQbNKx48AbyymrIK6shdXBrGpn8qKpxE2xQY9abSB0cT3apjeZhRtQKCbvTy4E8Cz2bBXM67jcPNbLtSAknLL6VVyu+P0GTYD3f/FzMiK6NeXVjJn1bhRFoUHNT7Sqo4soaHunXgof7tuD1TZl4ZWgbaeJwcRUzh7ZFAgorarjpta08dUs8p6ocvPxFJg/3a0ZssG8Py79+OMGorjF8sjuXzjFB3NvdRL9WYWyb1g+VQkGQXo2EhMlPRZXDTd9WYUi/SCYfYtTy0f3dqHZ5GPn2DoYkRBIfbsJPpUSvOfMWDDZqUZw3Cf2lqapxMX31ATZn+lLUbHmyLyadGqOfGuO50y2CINQDEVTqmdXhpqC8hsSYIMwGDW6Pl2MlNixWF399dzd2p4cN6Sf56P5ujFq8i08f7IFCghB/LcWVNcSFGKlxe/nru7uxOtwMbhvOM0Pb0KKRPx2iA4gK1BOgU1Pj8nBrx0jiQgwcOWWl0u5k1rA2KCQJi83J8EU7kGVYPakn6Scr+WR3LlMHtuK+Xk3x16ow/WJFlEIhoVRIvLThZ+bd3o71k3sRoFPXTdZ3jTXzwfZsyu0uBrT1BSuTTo1Jd2aIKjLAjw1TkrHVuFErJQx+5y7htTncLB3fnV1HSxnaIZJAgwaFQmLtQz0pqXLQOdZcWye+fkgSGGpTsCgkX70WQRCuLBFU6lm1083UVfs5eLKKu7s1ZsbN8by/PRu9VoXZoMHurCZQr8ZZO0GcVVzFJ7tzMevVTOrbnB9yLPRpGYq1drNeVrEVu9PNXZ2jUSkkrA43G6f0Rgaqql3kl1fjr1VzvNSGpJCIDTHwbdYpaly+59+cWcwdidG88+0xnlqbzj/uTSTAT43pF8t0A3Vq1j/ci4yCCvq1DiP0Fyu5/GsTUz7UrzkKSTorkJzm8ng5XmJj17FSBrYLJ9SoPW9pXINWRddYM11jz9QtMenUviSYl8HmcGN3ejDVLs8+zahVM3toW3q3CCE+wkSQ2IsiCFecCCqXqcTqwOZwY/JTUVHt5uOdx/lb/1Z8kX6ScruLQe3CualNI7QqBSsf7MFPJ8ppGxXA6n15TEyOIzpQx8+FVYQatUQG6ahxe9GqFLw5qiNfZhSR0qMJr2/KYkr/lpyw2FEpJNpHB7J6Xz7P/fsgN7cPp21kAK9szATg348k0btFKCt/yMMrywxuF0FFtZPHB7QkxqwnMlCH8hff2EutDqwON41MWtpFxVywn7+1OdBic3LbW9uxOT38Y8tRPpvc66zAdCWV2518vPM4634s4MlBrejbKhSd+szbOsRfy8iuF+6XIAj1SwSVy1Bqc/DIJ/vYeczCB2O6MvvzDHJK7SzZlcPnk5MIMmgI0KnZc9zCYyvS6NksmGduacW8DVloVUqSW4ZQWFFNj7hg/m9AS6ICdQT6qSi1u7gh1syBvApmrkvncLGVxwe0wumWeeu7owxPjCK31Ldvx6hVc8JirzunU1UONmUU8sSAlrQK90eSZG57awcOt5cQo4b/Pta7bk9Jmd1J6poDfHmwiHZRJj4c242QS6zBfnq1h1c+ve3yz2F3enhtky99TeqaA3w5JfmsoCIIwp9L/O+7DB6PzK5sC+D7tn56b4VaqSBIr6GRyY8ym5OXv8jkVJWD9WkFvDA0jgf7NGPFnlxiQwz4+wXSu2UYAA6XB3ttXq1ezUPoEhvE7mwLzw5rQ3m1C4VC4oecMqKC/JhxcxuqXR5ig/UMT4zC45UJNmoI1KsZ1zuOUpuDXcdK6dEsBK1agcPtRadRnjWB7vJ42XrYV+QrPb8Sl+fS9myYDWrWPtSTLzOKGNoxkhDjnzfMpFYqaB5m5EixlZ7NgkUOL0G4ykRQuQz+fioW3ZPI8xsOATLv3deV7w6fokusGbPRN/eg0ygZ1iGStBPlRAXqsHq1tDTLjO4Ryy0LvuOjsd18Vzgldt4e3Zlyu5Pd2RZ2Z1t48Y52vHVPJ/zUCjxemdxSG/f3iuWB3nHsPFrCbZ2iaBdpwqTTMOWmFryyMYujp6ws/OYIx0t9Vy/bpvZj/UO92JVtIbllKKH+Z65EDBoVz9/Wjje/PsKILtG/u+HQ4/Fy3GJn08EiBrYNp4lZj0IhoVYqaRVuolX4n5/RINRfy/IHbsDm8OAvcngJwlUngsolOllRzXvfZXNDXDCrJvbwVVnUqM4Zv/dTK7mzcxSD2oXjcHl8u8/Vfhw5VYROraSo0kF6vm8H/OKtx5g1tA1qpYTHKxMdZECvVWJzeFApFAxsG8FtnaJZ+X0uU1cfAOC1ER18WY/VSsrsTgoraujVPITjpblEB+mQgaahRpqGGs/pg0Gr4uaECJJbhqHXKDFof/vtUGpzcvtb26mscbN46zE2Tkk+K0hdLaH+foReekYXQRDqkQgqf4TbASotFXYnT3y6n+1HSnl3WzZbp/ajkebCL6XLIzN5+T725ZTTs1kwC+9JpGN0IO2iTMQG64kM8NUNuatzNIE6Dese7uVbaeWnIsToR8iv4sHp+QutSoG2Ng1+iFHLGyM74vJ4kSQYl9QUnVpJ4O8kY9SpVXVzEKVWB0qF9Jvf9k9vlZVlGZn/qX2zgiBcBBFULobHBSf3w44F0HkM2oiuGGu/1Str93j8FrdXZl9OOQC7jpXi9ngJM/nxxshOyMCah3ri8coYtSq2ZJ3isdqCU3d3a8y829ufszy3fxvfii/wLcm1O9zotSqCDGeCwR/95p5bamPSsn0E6tW8MbLTea9Agg0a1j7ciy/SC7m5fTjBhqt/lSIIwrVFBJWLYbfAktvBUQk//xu/KenMva09/eMbER9pIkinpsTq4L1t2Zj81NwUH0aIUVv3Ia9TK3lmSBs+2nmcCb3j0NduyAvUayiqrGFDeiFdY82YDRo6Ng7EqFVR7fIwNCHyvPs9zAYNXx0qYuqqn1BIsOGxZFqFX/r4jyzLLPr2KBkFvmG4nUdLGNYx6px2ytpJ8ck3Nr/k3yUIQsMmgsrFkCTwD/cFFUMISApC/bXc2aVxXZMFm4+waMtRAIKNGqIDdfRsHgL4riZGdWvM0A6RGLRnUpOU2Zw8svxH9mRbUCkkvpvWj6hAHV//Xx+8skzABZIqer0yabm+Kx+vDNmltssKKpIkcVN8I1Z8fwKNUkHbqIDff5AgCMJ5iKByMYxhcN/ncPInCG/nu/0rvywk5e+nwvOrPJ16jeqsPFfgmxtx1y7j9coysuyrRdLoPHVAfkmhkHjkL80prKwh1Kila5PL25EOcENTM9um3ohSIf1uUSxBEIQLEUHlYvmH+34u4M7OjYkNNuCnVhKgUxNj1v/uU5oNGt66J5EV35+gV/MQAs6TAuVCIgJ0/H1UR5QKCd1vLBK4WL4kiyKYCIJweURQqSdmg4YBbS8cdC4kIlB3TinciyWCgCAI1xqx/fha4PWCy/777QRBEK5xIqhcbQ4rZG6A1eMhf69v+TK+Sfz3tmXz4oZDlFgdV/kkBUEQLo4Y/rraaipg5V9B9sKJ3TBxO/iHk3ainOf+fRAAj1dmxs3x511eLAiCcC257q9UTtesHzlyJCkpKeTk5FztU/pjFErfMmWAwBhQ+OK8SXd2RUQRUARBuB5c91cqX331FU6nk3/961+kpaXx4osvsmjRoqt9WhfP2AgmfAslWRAWXxdgmof6s2piD8psTjr/oqiVIAjCtey6Dyp79+6ld+/eAHTs2JH09PSrfEZ/kCSBKdL38wsBejVdRDARBOE6c90Pf1mtVozGMxkXlUolbrf7Kp6RIAjC/67rPqgYjUZsNlvdba/Xi0p13V+ACYIgXJeu+6CSmJjI1q1bAUhLS6Nly0vbSCgIgiBcvuv+K33//v3Zvn07o0aNQpZl5s2bd7VPSRAE4X/WdR9UFAoFc+bMudqnIQiCINAAhr8EQRCEa4cIKoIgCEK9ue6Hv/6o/Px8hg8ffrVPQxAE4bqSn59/Ue0kWf5VNSlBEARBuERi+EsQBEGoNyKoCIIgCPVGBBVBEASh3oigIgiCINQbEVQEQRCEevM/t6T4erR//37mz5/PkiVLyMnJYfr06UiSRIsWLZg1axYKhYKFCxeyZcsWVCoVM2bMICEh4YJtryUul4sZM2aQn5+P0+lk0qRJNG/evEH1EcDj8fD000+TnZ2NJEk8++yzaLXaBtdPgNLSUoYPH87777+PSqVqkH28/fbb67KjR0dHM3LkSJ5//nmUSiVJSUlMnjwZr9fL7NmzyczMRKPRMHfuXJo0aUJaWto5bRsUWbimLV68WB4yZIh81113ybIsyw8++KC8a9cuWZZleebMmfKXX34pp6enyykpKbLX65Xz8/Pl4cOHX7DttWbVqlXy3LlzZVmW5bKyMrlPnz4Nro+yLMubNm2Sp0+fLsuyLO/atUueOHFig+yn0+mUH3roIXnAgAHykSNHGmQfa2pq5FtvvfWsY8OGDZNzcnJkr9crjx8/Xs7IyJA3btwoT5s2TZZlWf7xxx/liRMnXrBtQ3Jtfg0Q6sTExLBgwYK62xkZGXTr1g2A5ORkduzYwd69e0lKSkKSJCIjI/F4PFgslvO2vdYMGjSIxx57DABZllEqlQ2ujwA33XQTzz33HAAFBQWYTKYG2c+XXnqJUaNGERYWBjS89yvAzz//THV1Nffffz+jR4/m+++/x+l0EhMTgyRJJCUl1fXz1wUErVbreds2JCKoXOMGDhx4Vn0YWZbr6tUbDAaqqqrOKVR2+vj52l5rDAYDRqMRq9XKo48+ypQpUxpcH09TqVRMmzaN5557jqFDhza4fq5Zswaz2Vz3QQoN7/0K4Ofnx7hx43jvvfd49tlnSU1NRafT1d1/oX4qlcoL9r0hEUHlOvPLMWabzYbJZDqnUJnNZsPf3/+8ba9FJ0+eZPTo0dx6660MHTq0QfbxtJdeeomNGzcyc+ZMHA5H3fGG0M/Vq1ezY8cOUlJSOHToENOmTcNisdTd3xD6CNC0aVOGDRuGJEk0bdoUf39/ysvL6+6/UD+9Xu95+36t9vNSiaBynWnTpg27d+8GYOvWrXTp0oXExES2bduG1+uloKAAr9eL2Ww+b9trTUlJCffffz9PPvkkd955J9Dw+giwbt063n77bQB0Oh2SJNGuXbsG1c9ly5axdOlSlixZQnx8PC+99BLJyckNqo8Aq1at4sUXXwSgqKiI6upq9Ho9ubm5yLLMtm3b6vr56wKCRqMRtVp9TtuGROT+ug7k5eXx+OOPs3LlSrKzs5k5cyYul4u4uDjmzp2LUqlkwYIFbN26Fa/XS2pqKl26dLlg22vJ3Llz2bBhA3FxcXXHnnrqKebOndtg+ghgt9tJTU2lpKQEt9vNAw88QLNmzRrUv+UvpaSkMHv2bBQKRYPro9PpJDU1lYKCAiRJ4oknnkChUDBv3jw8Hg9JSUn87W9/q1v9lZWVVVdAsFmzZqSlpZ3TtiERQUUQBEGoN2L4SxAEQag3IqgIgiAI9UYEFUEQBKHeiKAiCIIg1BsRVARBEIR6I4KKIFykEydO8OijjzJixAhGjx7NhAkTOHz48G8+Zs2aNcyfP/+c438kiWBRUREdOnRgw4YNf/icBeHPJoKKIFyE6upqJk2axNixY1m5ciUff/wxkydPZs6cOZf0fAsXLrzotmvWrCElJYVPPvnkkn6XIPyZRFARhIuwefNmunfvTqdOneqOJSQk8PHHHwMwffp0Jk6cyKhRo6ioqPjd5+vVqxcWi4XBgwdzeqvYnDlz2LRp01ntZFlm/fr13H///bhcLrKysgBfoLn33nu5++672blzJxs2bGDkyJHcfffddVdGhYWFTJw4kbFjxzJkyBC++uqrenktBOG3iKAiCBchLy+PmJiYutuTJk0iJSWFQYMGUVhYCED37t1ZsWIFAQEBF/WcZrOZVq1a8cMPP+B0Otm9ezf9+vU7q83OnTtp2bIlZrOZO+64g2XLltXdZzKZWL58OfHx8SxYsIAPP/yQ5cuXU1RUxPbt2zl27Bhjx47lgw8+YM6cOWc9VhCuFFGkSxAuQnh4OOnp6XW3Fy1aBMCIESNwu92AL9HgHzVixAjWrl3LqVOnuPHGG8/KSA2wcuVK8vLyGDduHC6Xi8zMTJ544omzfl9ubi4Wi4UJEyYAviSFubm5dOnShUWLFrFq1SokSao7T0G4kkRQEYSL8Je//IV33nmHtLQ0OnbsCEBOTg6FhYV16dpP//lH9OjRg1deeYWioiJmzZp11n0Wi4X9+/fz1Vdf1eXAevrpp1m7di1Go7Euq290dDQRERG8//77qNVq1qxZQ3x8PG+++SZ33XUXffr0YfXq1axdu/ZyXgJBuCgiqAjCRTAYDCxatIhXX32V+fPn43a7USqVpKamEhUV9ZuPXbdu3VmFmJYsWVL3d0mSGDhwIDt27DhreA1g/fr1DBgw4KykiiNGjGDq1Kk88MADdcfMZjNjxowhJSUFj8dDVFQUgwcPZtCgQbz88sssXryY8PBwysrKLvdlEITfJRJKCoIgCPVGTNQLgiAI9UYEFUEQBKHeiKAiCIIg1BsRVARBEIR6I4KKIAiCUG9EUBEEQRDqjQgqgiAIQr0RQUUQBEGoN/8PdHmaXP/5ip8AAAAASUVORK5CYII=\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -3923,7 +3928,7 @@
     {
      "data": {
       "text/plain": [
-       "(2883, 107)"
+       "(2883, 104)"
       ]
      },
      "execution_count": 111,
@@ -3978,8 +3983,6 @@
        "      <th>BsmtFin Type 2</th>\n",
        "      <th>Electrical</th>\n",
        "      <th>Enclosed Porch</th>\n",
-       "      <th>Exter Cond</th>\n",
-       "      <th>Exter Qual</th>\n",
        "      <th>Fence</th>\n",
        "      <th>Fireplace Qu</th>\n",
        "      <th>Fireplaces</th>\n",
@@ -3992,7 +3995,6 @@
        "      <th>Garage Qual</th>\n",
        "      <th>Gr Liv Area</th>\n",
        "      <th>Half Bath</th>\n",
-       "      <th>Heating QC</th>\n",
        "      <th>Kitchen AbvGr</th>\n",
        "      <th>Kitchen Qual</th>\n",
        "      <th>Land Slope</th>\n",
@@ -4177,9 +4179,6 @@
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
@@ -4202,8 +4201,6 @@
        "      <td>Unf</td>\n",
        "      <td>SBrkr</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>TA</td>\n",
-       "      <td>TA</td>\n",
        "      <td>NA</td>\n",
        "      <td>Gd</td>\n",
        "      <td>2</td>\n",
@@ -4216,7 +4213,6 @@
        "      <td>TA</td>\n",
        "      <td>1656.0</td>\n",
        "      <td>0</td>\n",
-       "      <td>Fa</td>\n",
        "      <td>1</td>\n",
        "      <td>TA</td>\n",
        "      <td>Gtl</td>\n",
@@ -4234,9 +4230,9 @@
        "      <td>NA</td>\n",
        "      <td>0.0</td>\n",
        "      <td>7</td>\n",
-       "      <td>2.0</td>\n",
+       "      <td>2</td>\n",
        "      <td>1080.0</td>\n",
-       "      <td>272.0</td>\n",
+       "      <td>272</td>\n",
        "      <td>AllPub</td>\n",
        "      <td>210.0</td>\n",
        "      <td>0</td>\n",
@@ -4313,8 +4309,6 @@
        "      <td>LwQ</td>\n",
        "      <td>SBrkr</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>TA</td>\n",
-       "      <td>TA</td>\n",
        "      <td>MnPrv</td>\n",
        "      <td>NA</td>\n",
        "      <td>0</td>\n",
@@ -4327,7 +4321,6 @@
        "      <td>TA</td>\n",
        "      <td>896.0</td>\n",
        "      <td>0</td>\n",
-       "      <td>TA</td>\n",
        "      <td>1</td>\n",
        "      <td>TA</td>\n",
        "      <td>Gtl</td>\n",
@@ -4345,9 +4338,9 @@
        "      <td>NA</td>\n",
        "      <td>120.0</td>\n",
        "      <td>5</td>\n",
-       "      <td>1.0</td>\n",
+       "      <td>1</td>\n",
        "      <td>882.0</td>\n",
-       "      <td>260.0</td>\n",
+       "      <td>260</td>\n",
        "      <td>AllPub</td>\n",
        "      <td>140.0</td>\n",
        "      <td>0</td>\n",
@@ -4424,8 +4417,6 @@
        "      <td>Unf</td>\n",
        "      <td>SBrkr</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>TA</td>\n",
-       "      <td>TA</td>\n",
        "      <td>NA</td>\n",
        "      <td>NA</td>\n",
        "      <td>0</td>\n",
@@ -4438,7 +4429,6 @@
        "      <td>TA</td>\n",
        "      <td>1329.0</td>\n",
        "      <td>1</td>\n",
-       "      <td>TA</td>\n",
        "      <td>1</td>\n",
        "      <td>Gd</td>\n",
        "      <td>Gtl</td>\n",
@@ -4456,9 +4446,9 @@
        "      <td>NA</td>\n",
        "      <td>0.0</td>\n",
        "      <td>6</td>\n",
-       "      <td>1.5</td>\n",
+       "      <td>1</td>\n",
        "      <td>1329.0</td>\n",
-       "      <td>429.0</td>\n",
+       "      <td>429</td>\n",
        "      <td>AllPub</td>\n",
        "      <td>393.0</td>\n",
        "      <td>0</td>\n",
@@ -4535,8 +4525,6 @@
        "      <td>Unf</td>\n",
        "      <td>SBrkr</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>TA</td>\n",
-       "      <td>Gd</td>\n",
        "      <td>NA</td>\n",
        "      <td>TA</td>\n",
        "      <td>2</td>\n",
@@ -4549,7 +4537,6 @@
        "      <td>TA</td>\n",
        "      <td>2110.0</td>\n",
        "      <td>1</td>\n",
-       "      <td>Ex</td>\n",
        "      <td>1</td>\n",
        "      <td>Ex</td>\n",
        "      <td>Gtl</td>\n",
@@ -4567,9 +4554,9 @@
        "      <td>NA</td>\n",
        "      <td>0.0</td>\n",
        "      <td>8</td>\n",
-       "      <td>3.5</td>\n",
+       "      <td>3</td>\n",
        "      <td>2110.0</td>\n",
-       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
        "      <td>AllPub</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0</td>\n",
@@ -4646,8 +4633,6 @@
        "      <td>Unf</td>\n",
        "      <td>SBrkr</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>TA</td>\n",
-       "      <td>TA</td>\n",
        "      <td>MnPrv</td>\n",
        "      <td>TA</td>\n",
        "      <td>1</td>\n",
@@ -4660,7 +4645,6 @@
        "      <td>TA</td>\n",
        "      <td>1629.0</td>\n",
        "      <td>1</td>\n",
-       "      <td>Gd</td>\n",
        "      <td>1</td>\n",
        "      <td>TA</td>\n",
        "      <td>Gtl</td>\n",
@@ -4678,9 +4662,9 @@
        "      <td>NA</td>\n",
        "      <td>0.0</td>\n",
        "      <td>6</td>\n",
-       "      <td>2.5</td>\n",
+       "      <td>2</td>\n",
        "      <td>928.0</td>\n",
-       "      <td>246.0</td>\n",
+       "      <td>246</td>\n",
        "      <td>AllPub</td>\n",
        "      <td>212.0</td>\n",
        "      <td>0</td>\n",
@@ -4767,37 +4751,29 @@
        "4     526353030       1045.0        1065.0           0.0            ALQ   \n",
        "5     527105010        137.0         791.0           0.0            GLQ   \n",
        "\n",
-       "                BsmtFin Type 2 Electrical  Enclosed Porch Exter Cond  \\\n",
-       "Order PID                                                              \n",
-       "1     526301100            Unf      SBrkr             0.0         TA   \n",
-       "2     526350040            LwQ      SBrkr             0.0         TA   \n",
-       "3     526351010            Unf      SBrkr             0.0         TA   \n",
-       "4     526353030            Unf      SBrkr             0.0         TA   \n",
-       "5     527105010            Unf      SBrkr             0.0         TA   \n",
+       "                BsmtFin Type 2 Electrical  Enclosed Porch  Fence Fireplace Qu  \\\n",
+       "Order PID                                                                       \n",
+       "1     526301100            Unf      SBrkr             0.0     NA           Gd   \n",
+       "2     526350040            LwQ      SBrkr             0.0  MnPrv           NA   \n",
+       "3     526351010            Unf      SBrkr             0.0     NA           NA   \n",
+       "4     526353030            Unf      SBrkr             0.0     NA           TA   \n",
+       "5     527105010            Unf      SBrkr             0.0  MnPrv           TA   \n",
        "\n",
-       "                Exter Qual  Fence Fireplace Qu  Fireplaces  Full Bath  \\\n",
-       "Order PID                                                               \n",
-       "1     526301100         TA     NA           Gd           2          1   \n",
-       "2     526350040         TA  MnPrv           NA           0          1   \n",
-       "3     526351010         TA     NA           NA           0          1   \n",
-       "4     526353030         Gd     NA           TA           2          2   \n",
-       "5     527105010         TA  MnPrv           TA           1          2   \n",
+       "                 Fireplaces  Full Bath Functional  Garage Area  Garage Cars  \\\n",
+       "Order PID                                                                     \n",
+       "1     526301100           2          1        Typ        528.0            2   \n",
+       "2     526350040           0          1        Typ        730.0            1   \n",
+       "3     526351010           0          1        Typ        312.0            1   \n",
+       "4     526353030           2          2        Typ        522.0            2   \n",
+       "5     527105010           1          2        Typ        482.0            2   \n",
        "\n",
-       "                Functional  Garage Area  Garage Cars Garage Cond  \\\n",
-       "Order PID                                                          \n",
-       "1     526301100        Typ        528.0            2          TA   \n",
-       "2     526350040        Typ        730.0            1          TA   \n",
-       "3     526351010        Typ        312.0            1          TA   \n",
-       "4     526353030        Typ        522.0            2          TA   \n",
-       "5     527105010        Typ        482.0            2          TA   \n",
-       "\n",
-       "                Garage Finish Garage Qual  Gr Liv Area  Half Bath Heating QC  \\\n",
-       "Order PID                                                                      \n",
-       "1     526301100           Fin          TA       1656.0          0         Fa   \n",
-       "2     526350040           Unf          TA        896.0          0         TA   \n",
-       "3     526351010           Unf          TA       1329.0          1         TA   \n",
-       "4     526353030           Fin          TA       2110.0          1         Ex   \n",
-       "5     527105010           Fin          TA       1629.0          1         Gd   \n",
+       "                Garage Cond Garage Finish Garage Qual  Gr Liv Area  Half Bath  \\\n",
+       "Order PID                                                                       \n",
+       "1     526301100          TA           Fin          TA       1656.0          0   \n",
+       "2     526350040          TA           Unf          TA        896.0          0   \n",
+       "3     526351010          TA           Unf          TA       1329.0          1   \n",
+       "4     526353030          TA           Fin          TA       2110.0          1   \n",
+       "5     527105010          TA           Fin          TA       1629.0          1   \n",
        "\n",
        "                 Kitchen AbvGr Kitchen Qual Land Slope  Lot Area Lot Shape  \\\n",
        "Order PID                                                                    \n",
@@ -4825,19 +4801,19 @@
        "\n",
        "                 Pool Area Pool QC  Screen Porch  TotRms AbvGrd  Total Bath  \\\n",
        "Order PID                                                                     \n",
-       "1     526301100        0.0      NA           0.0              7         2.0   \n",
-       "2     526350040        0.0      NA         120.0              5         1.0   \n",
-       "3     526351010        0.0      NA           0.0              6         1.5   \n",
-       "4     526353030        0.0      NA           0.0              8         3.5   \n",
-       "5     527105010        0.0      NA           0.0              6         2.5   \n",
+       "1     526301100        0.0      NA           0.0              7           2   \n",
+       "2     526350040        0.0      NA         120.0              5           1   \n",
+       "3     526351010        0.0      NA           0.0              6           1   \n",
+       "4     526353030        0.0      NA           0.0              8           3   \n",
+       "5     527105010        0.0      NA           0.0              6           2   \n",
        "\n",
        "                 Total Bsmt SF  Total Porch SF Utilities  Wood Deck SF  \\\n",
        "Order PID                                                                \n",
-       "1     526301100         1080.0           272.0    AllPub         210.0   \n",
-       "2     526350040          882.0           260.0    AllPub         140.0   \n",
-       "3     526351010         1329.0           429.0    AllPub         393.0   \n",
-       "4     526353030         2110.0             0.0    AllPub           0.0   \n",
-       "5     527105010          928.0           246.0    AllPub         212.0   \n",
+       "1     526301100         1080.0             272    AllPub         210.0   \n",
+       "2     526350040          882.0             260    AllPub         140.0   \n",
+       "3     526351010         1329.0             429    AllPub         393.0   \n",
+       "4     526353030         2110.0               0    AllPub           0.0   \n",
+       "5     527105010          928.0             246    AllPub         212.0   \n",
        "\n",
        "                 abnormal_sale  air_cond  build_type_1Fam  build_type_2Fam  \\\n",
        "Order PID                                                                    \n",
diff --git a/data/data_clean_with_transformations_and_factors.csv b/data/data_clean_with_transformations_and_factors.csv
index 5468029..fa22013 100644
--- a/data/data_clean_with_transformations_and_factors.csv
+++ b/data/data_clean_with_transformations_and_factors.csv
@@ -1,2884 +1,2884 @@
-Order,PID,1st Flr SF,2nd Flr SF,3Ssn Porch,Bedroom AbvGr,Bsmt Cond,Bsmt Exposure,Bsmt Full Bath,Bsmt Half Bath,Bsmt Qual,Bsmt Unf SF,BsmtFin SF 1,BsmtFin SF 2,BsmtFin Type 1,BsmtFin Type 2,Electrical,Enclosed Porch,Exter Cond,Exter Qual,Fence,Fireplace Qu,Fireplaces,Full Bath,Functional,Garage Area,Garage Cars,Garage Cond,Garage Finish,Garage Qual,Gr Liv Area,Half Bath,Heating QC,Kitchen AbvGr,Kitchen Qual,Land Slope,Lot Area,Lot Shape,Low Qual Fin SF,Mas Vnr Area,Misc Val,Mo Sold,Open Porch SF,Overall Cond,Overall Qual,Paved Drive,Pool Area,Pool QC,Screen Porch,TotRms AbvGrd,Total Bath,Total Bsmt SF,Total Porch SF,Utilities,Wood Deck SF,abnormal_sale,air_cond,build_type_1Fam,build_type_2Fam,build_type_Twnhs,found_BrkTil,found_CBlock,found_PConc,has 2nd Flr,has Bsmt,has Fireplace,has Garage,has Pool,has Porch,major_street,new_home,nhood_Blmngtn,nhood_Blueste,nhood_BrDale,nhood_BrkSide,nhood_ClearCr,nhood_CollgCr,nhood_Crawfor,nhood_Edwards,nhood_Gilbert,nhood_Greens,nhood_GrnHill,nhood_IDOTRR,nhood_Landmrk,nhood_MeadowV,nhood_Mitchel,nhood_NPkVill,nhood_NWAmes,nhood_Names,nhood_NoRidge,nhood_NridgHt,nhood_OldTown,nhood_SWISU,nhood_Sawyer,nhood_SawyerW,nhood_Somerst,nhood_StoneBr,nhood_Timber,nhood_Veenker,park,partial_sale,railway,recently_built,recently_remodeled,remodeled,years_since_built,years_since_remodeled,SalePrice,SalePrice (box-cox-0.0)
-1,526301100,1656.0,0.0,0.0,3,Gd,Gd,1,0,TA,441.0,639.0,0.0,BLQ,Unf,SBrkr,0.0,TA,TA,NA,Gd,2,1,Typ,528.0,2,TA,Fin,TA,1656.0,0,Fa,1,TA,Gtl,31770.0,IR1,0.0,112.0,0.0,5,62.0,5,6,P,0.0,NA,0.0,7,2.0,1080.0,272.0,AllPub,210.0,0,1,1,0,0,0,1,0,0,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,50,50,215000.0,12.2783933071098
-2,526350040,896.0,0.0,0.0,2,TA,No,0,0,TA,270.0,468.0,144.0,Rec,LwQ,SBrkr,0.0,TA,TA,MnPrv,NA,0,1,Typ,730.0,1,TA,Unf,TA,896.0,0,TA,1,TA,Gtl,11622.0,Reg,0.0,0.0,0.0,6,0.0,6,5,Y,0.0,NA,120.0,5,1.0,882.0,260.0,AllPub,140.0,0,1,1,0,0,0,1,0,0,1,0,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,49,49,105000.0,11.56171562913966
-3,526351010,1329.0,0.0,0.0,3,TA,No,0,0,TA,406.0,923.0,0.0,ALQ,Unf,SBrkr,0.0,TA,TA,NA,NA,0,1,Typ,312.0,1,TA,Unf,TA,1329.0,1,TA,1,Gd,Gtl,14267.0,IR1,0.0,108.0,12500.0,6,36.0,6,6,Y,0.0,NA,0.0,6,1.5,1329.0,429.0,AllPub,393.0,0,1,1,0,0,0,1,0,0,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,52,52,172000.0,12.05524975579559
-4,526353030,2110.0,0.0,0.0,3,TA,No,1,0,TA,1045.0,1065.0,0.0,ALQ,Unf,SBrkr,0.0,TA,Gd,NA,TA,2,2,Typ,522.0,2,TA,Fin,TA,2110.0,1,Ex,1,Ex,Gtl,11160.0,Reg,0.0,0.0,0.0,4,0.0,5,7,Y,0.0,NA,0.0,8,3.5,2110.0,0.0,AllPub,0.0,0,1,1,0,0,0,1,0,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,42,42,244000.0,12.404923504275338
-5,527105010,928.0,701.0,0.0,3,TA,No,0,0,Gd,137.0,791.0,0.0,GLQ,Unf,SBrkr,0.0,TA,TA,MnPrv,TA,1,2,Typ,482.0,2,TA,Fin,TA,1629.0,1,Gd,1,TA,Gtl,13830.0,IR1,0.0,0.0,0.0,3,34.0,5,5,Y,0.0,NA,0.0,6,2.5,928.0,246.0,AllPub,212.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,13,12,189900.0,12.154252896800378
-6,527105030,926.0,678.0,0.0,3,TA,No,0,0,TA,324.0,602.0,0.0,GLQ,Unf,SBrkr,0.0,TA,TA,NA,Gd,1,2,Typ,470.0,2,TA,Fin,TA,1604.0,1,Ex,1,Gd,Gtl,9978.0,IR1,0.0,20.0,0.0,6,36.0,6,6,Y,0.0,NA,0.0,7,2.5,926.0,396.0,AllPub,360.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,12,12,195500.0,12.183315658407558
-7,527127150,1338.0,0.0,0.0,2,TA,Mn,1,0,Gd,722.0,616.0,0.0,GLQ,Unf,SBrkr,170.0,TA,Gd,NA,NA,0,2,Typ,582.0,2,TA,Fin,TA,1338.0,0,Ex,1,Gd,Gtl,4920.0,Reg,0.0,0.0,0.0,4,0.0,5,8,Y,0.0,NA,0.0,6,3.0,1338.0,170.0,AllPub,0.0,0,1,0,0,1,0,0,1,0,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,1,0,9,9,213500.0,12.271392111650817
-8,527145080,1280.0,0.0,0.0,2,TA,No,0,0,Gd,1017.0,263.0,0.0,ALQ,Unf,SBrkr,0.0,TA,Gd,NA,NA,0,2,Typ,506.0,2,TA,RFn,TA,1280.0,0,Ex,1,Gd,Gtl,5005.0,IR1,0.0,0.0,0.0,1,82.0,5,8,Y,0.0,NA,144.0,5,2.0,1280.0,226.0,AllPub,0.0,0,1,0,0,1,0,0,1,0,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,18,18,191500.0,12.162643087602838
-9,527146030,1616.0,0.0,0.0,2,TA,No,1,0,Gd,415.0,1180.0,0.0,GLQ,Unf,SBrkr,0.0,TA,Gd,NA,TA,1,2,Typ,608.0,2,TA,RFn,TA,1616.0,0,Ex,1,Gd,Gtl,5389.0,IR1,0.0,0.0,0.0,3,152.0,5,8,Y,0.0,NA,0.0,5,3.0,1595.0,389.0,AllPub,237.0,0,1,0,0,1,0,0,1,0,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,15,14,236500.0,12.373703486914124
-10,527162130,1028.0,776.0,0.0,3,TA,No,0,0,TA,994.0,0.0,0.0,Unf,Unf,SBrkr,0.0,TA,TA,NA,TA,1,2,Typ,442.0,2,TA,Fin,TA,1804.0,1,Gd,1,Gd,Gtl,7500.0,Reg,0.0,0.0,0.0,6,60.0,5,7,Y,0.0,NA,0.0,7,2.5,994.0,200.0,AllPub,140.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,11,11,189000.0,12.14950229404178
-11,527163010,763.0,892.0,0.0,3,TA,No,0,0,Gd,763.0,0.0,0.0,Unf,Unf,SBrkr,0.0,TA,TA,NA,TA,1,2,Typ,440.0,2,TA,Fin,TA,1655.0,1,Gd,1,TA,Gtl,10000.0,IR1,0.0,0.0,0.0,4,84.0,5,6,Y,0.0,NA,0.0,7,2.5,763.0,241.0,AllPub,157.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,17,16,175900.0,12.077670930725649
-12,527165230,1187.0,0.0,0.0,3,TA,No,1,0,Gd,233.0,935.0,0.0,ALQ,Unf,SBrkr,0.0,Gd,TA,GdPrv,NA,0,2,Typ,420.0,2,TA,Fin,TA,1187.0,0,Ex,1,TA,Gtl,7980.0,IR1,0.0,0.0,500.0,3,21.0,7,6,Y,0.0,NA,0.0,6,3.0,1168.0,504.0,AllPub,483.0,0,1,1,0,0,0,0,1,0,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,18,3,185000.0,12.128111104060462
-13,527166040,789.0,676.0,0.0,3,TA,No,0,0,Gd,789.0,0.0,0.0,Unf,Unf,SBrkr,0.0,TA,TA,NA,Gd,1,2,Typ,393.0,2,TA,Fin,TA,1465.0,1,Gd,1,TA,Gtl,8402.0,IR1,0.0,0.0,0.0,5,75.0,5,6,Y,0.0,NA,0.0,7,2.5,789.0,75.0,AllPub,0.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,12,12,180400.0,12.10293188661066
-14,527180040,1341.0,0.0,0.0,2,TA,Gd,1,0,Gd,663.0,637.0,0.0,GLQ,Unf,SBrkr,0.0,TA,TA,NA,Po,1,1,Typ,506.0,2,TA,Unf,TA,1341.0,1,Gd,1,Gd,Gtl,10176.0,Reg,0.0,0.0,0.0,2,0.0,5,7,Y,0.0,NA,0.0,5,2.5,1300.0,192.0,AllPub,192.0,0,1,1,0,0,0,0,1,0,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,20,20,171500.0,12.052338545588132
-15,527182190,1502.0,0.0,0.0,1,TA,Av,1,0,Gd,0.0,368.0,1120.0,GLQ,BLQ,SBrkr,0.0,TA,Gd,NA,NA,0,1,Typ,528.0,2,TA,RFn,TA,1502.0,1,TA,1,Gd,Gtl,6820.0,IR1,0.0,0.0,0.0,6,54.0,5,8,Y,0.0,NA,140.0,4,2.5,1488.0,194.0,AllPub,0.0,0,1,0,0,1,0,0,1,0,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,25,25,212000.0,12.26434155365415
-17,527225035,1080.0,672.0,0.0,4,TA,Av,0,0,Gd,132.0,427.0,0.0,GLQ,Unf,SBrkr,0.0,TA,Gd,NA,NA,0,2,Typ,492.0,2,TA,RFn,TA,1752.0,0,Gd,1,TA,Mod,12134.0,IR1,0.0,0.0,0.0,6,12.0,7,8,Y,0.0,NA,0.0,8,2.0,559.0,337.0,AllPub,325.0,0,1,1,0,0,0,0,0,1,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,22,5,164000.0,12.007621706806335
-18,527258010,1856.0,0.0,0.0,1,TA,Av,1,0,Ex,411.0,1445.0,0.0,GLQ,Unf,SBrkr,0.0,TA,Gd,NA,Ex,1,1,Typ,834.0,3,TA,Fin,TA,1856.0,1,Ex,1,Ex,Gtl,11394.0,Reg,0.0,350.0,0.0,6,0.0,2,9,Y,0.0,NA,0.0,8,2.5,1856.0,113.0,AllPub,113.0,0,1,1,0,0,0,0,1,0,1,1,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,1,1,0,0,0,394432.0,12.885202034321916
-19,527276150,864.0,0.0,0.0,2,TA,No,0,0,TA,744.0,120.0,0.0,LwQ,Unf,SBrkr,0.0,TA,TA,NA,NA,0,1,Typ,400.0,2,TA,Unf,TA,864.0,0,Ex,1,TA,Gtl,19138.0,Reg,0.0,0.0,0.0,6,0.0,5,4,Y,0.0,NA,0.0,4,1.0,864.0,0.0,AllPub,0.0,0,1,1,0,0,0,1,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,59,59,141000.0,11.856515169360305
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-21,527358140,1844.0,0.0,0.0,3,TA,No,0,0,Gd,1139.0,705.0,0.0,BLQ,Unf,SBrkr,0.0,TA,TA,MnPrv,TA,1,2,Typ,546.0,2,TA,RFn,TA,1844.0,0,Ex,1,TA,Gtl,11751.0,IR1,0.0,480.0,0.0,1,122.0,6,6,Y,0.0,NA,0.0,7,2.0,1844.0,122.0,AllPub,0.0,0,1,1,0,0,0,1,0,0,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,33,33,190000.0,12.154779351142624
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-1167,533213120,757.0,792.0,0.0,3,TA,No,1,0,Gd,194.0,550.0,0.0,GLQ,Unf,SBrkr,0.0,TA,TA,NA,NA,0,2,Typ,440.0,2,TA,Unf,TA,1549.0,1,Gd,1,TA,Gtl,2280.0,Reg,0.0,216.0,0.0,4,32.0,5,6,Y,0.0,NA,0.0,6,3.5,744.0,32.0,AllPub,0.0,0,1,0,0,1,0,0,1,1,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,1,0,9,9,172900.0,12.060468671671382
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-1641,527252070,1419.0,0.0,0.0,2,TA,Av,1,0,Gd,474.0,945.0,0.0,GLQ,Unf,SBrkr,0.0,TA,Gd,NA,Gd,1,2,Typ,567.0,2,TA,RFn,TA,1419.0,0,Ex,1,Gd,Gtl,8089.0,Reg,0.0,0.0,0.0,10,0.0,6,8,Y,0.0,NA,0.0,7,3.0,1419.0,140.0,AllPub,140.0,0,1,1,0,0,0,0,1,0,1,1,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,1,1,0,0,0,392000.0,12.8790171187726
-1642,527256030,2234.0,0.0,0.0,1,Gd,Gd,1,0,Ex,662.0,1558.0,0.0,GLQ,Unf,SBrkr,0.0,TA,Gd,NA,Gd,1,1,Typ,724.0,2,TA,RFn,TA,2234.0,1,Ex,1,Gd,Gtl,14082.0,IR1,0.0,945.0,0.0,1,80.0,5,8,Y,0.0,NA,0.0,7,2.5,2220.0,470.0,AllPub,390.0,0,1,1,0,0,0,0,1,0,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,1,0,1,1,441929.0,12.998904514672732
-1643,527256040,2042.0,0.0,0.0,3,TA,Gd,1,0,Ex,590.0,1152.0,0.0,GLQ,Unf,SBrkr,0.0,TA,Ex,NA,Gd,1,2,Typ,724.0,3,TA,Fin,TA,2042.0,0,Ex,1,Ex,Gtl,13870.0,IR1,0.0,250.0,0.0,10,52.0,5,10,Y,0.0,NA,174.0,8,3.0,1742.0,466.0,AllPub,240.0,0,1,1,0,0,0,0,1,0,1,1,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,1,0,1,1,1,1,0,455000.0,13.028052697933088
-1644,527301080,1440.0,0.0,0.0,3,TA,No,0,0,Gd,762.0,678.0,0.0,BLQ,Unf,SBrkr,99.0,Gd,Gd,NA,TA,1,2,Typ,467.0,2,TA,Fin,TA,1440.0,0,Ex,1,Gd,Gtl,12546.0,IR1,0.0,310.0,0.0,4,0.0,7,6,Y,0.0,NA,0.0,7,2.0,1440.0,99.0,AllPub,0.0,0,1,1,0,0,0,1,0,0,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,26,26,182900.0,12.116694834378958
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-1646,527302020,1140.0,728.0,0.0,3,TA,No,0,0,Gd,585.0,0.0,0.0,Unf,Unf,SBrkr,0.0,TA,TA,NA,TA,1,3,Typ,477.0,2,TA,Fin,TA,1868.0,1,Ex,1,TA,Gtl,12090.0,Reg,0.0,74.0,0.0,1,112.0,7,6,Y,0.0,NA,147.0,7,3.5,585.0,527.0,AllPub,268.0,1,1,1,0,0,0,1,0,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,23,4,178000.0,12.089538829274222
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-1711,528168040,1234.0,1140.0,0.0,4,TA,No,0,0,Gd,1181.0,0.0,0.0,Unf,Unf,SBrkr,0.0,TA,Gd,NA,Gd,1,2,Typ,656.0,3,TA,Fin,TA,2374.0,1,Ex,1,Ex,Gtl,11999.0,Reg,0.0,340.0,0.0,5,100.0,5,8,Y,0.0,NA,0.0,10,2.5,1181.0,204.0,AllPub,104.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,1,1,4,3,285000.0,12.560244459250788
-1712,528172030,895.0,923.0,0.0,3,TA,Av,1,0,Ex,226.0,669.0,0.0,GLQ,Unf,SBrkr,0.0,TA,Gd,NA,Gd,1,2,Typ,774.0,3,TA,Fin,TA,1818.0,1,Ex,1,Ex,Gtl,12568.0,Reg,0.0,246.0,0.0,8,104.0,5,8,Y,0.0,NA,0.0,8,3.5,895.0,300.0,AllPub,196.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,1,0,0,0,281500.0,12.547887726561882
-1713,528172050,1614.0,0.0,0.0,3,TA,Mn,1,0,Gd,436.0,1178.0,0.0,GLQ,Unf,SBrkr,0.0,TA,Gd,NA,NA,0,2,Typ,878.0,3,TA,RFn,TA,1614.0,0,Ex,1,Gd,Gtl,9926.0,IR1,0.0,210.0,0.0,5,38.0,5,7,Y,0.0,NA,0.0,7,3.0,1614.0,138.0,AllPub,100.0,0,1,1,0,0,0,0,1,0,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,1,1,2,1,245700.0,12.41186655850927
-1714,528172070,1721.0,0.0,0.0,3,TA,No,1,0,Gd,1602.0,119.0,0.0,GLQ,Unf,SBrkr,0.0,TA,Gd,NA,NA,0,2,Typ,554.0,2,TA,RFn,TA,1721.0,0,Ex,1,Gd,Gtl,9254.0,IR1,0.0,210.0,0.0,1,27.0,5,8,Y,0.0,NA,0.0,7,3.0,1721.0,195.0,AllPub,168.0,0,1,1,0,0,0,0,1,0,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,1,0,2,2,232698.0,12.35749675449625
-1715,528172075,1298.0,530.0,0.0,3,TA,No,0,0,Gd,1298.0,0.0,0.0,Unf,Unf,SBrkr,0.0,TA,Gd,NA,NA,0,2,Typ,876.0,3,TA,RFn,TA,1828.0,1,Ex,1,Gd,Gtl,10732.0,IR1,0.0,0.0,0.0,2,40.0,5,8,Y,0.0,NA,0.0,7,2.5,1298.0,40.0,AllPub,0.0,0,1,1,0,0,0,0,1,1,1,0,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,1,1,1,0,250000.0,12.429216196844383
-1716,528174010,1362.0,0.0,0.0,2,TA,Av,0,0,Gd,1342.0,20.0,0.0,ALQ,Unf,SBrkr,0.0,TA,Gd,NA,Gd,1,2,Typ,460.0,2,TA,RFn,TA,1362.0,0,Ex,1,Gd,Gtl,7577.0,IR1,0.0,256.0,0.0,6,28.0,5,6,Y,0.0,NA,0.0,6,2.0,1362.0,220.0,AllPub,192.0,0,1,0,0,1,0,0,1,0,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,1,1,2,1,194700.0,12.17921519136029
-1717,528174020,1302.0,0.0,0.0,1,TA,Av,1,0,Gd,436.0,866.0,0.0,ALQ,Unf,SBrkr,0.0,TA,Gd,NA,Gd,1,1,Typ,631.0,2,TA,RFn,TA,1302.0,1,Ex,1,Gd,Gtl,3901.0,Reg,0.0,182.0,0.0,8,50.0,5,6,Y,0.0,NA,0.0,5,2.5,1302.0,160.0,AllPub,110.0,0,1,0,0,1,0,0,1,0,1,1,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,1,1,2,1,204000.0,12.225875272826354
-1718,528174030,1302.0,0.0,0.0,1,TA,Av,1,0,Gd,272.0,1030.0,0.0,ALQ,Unf,SBrkr,0.0,TA,Gd,NA,Gd,1,1,Typ,631.0,2,TA,RFn,TA,1302.0,1,Ex,1,Gd,Gtl,3903.0,Reg,0.0,182.0,0.0,5,50.0,5,6,Y,0.0,NA,0.0,5,2.5,1302.0,160.0,AllPub,110.0,0,1,0,0,1,0,0,1,0,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,1,1,2,1,200000.0,12.206072645530174
-1719,528174040,1362.0,0.0,0.0,2,TA,Av,1,0,Gd,600.0,762.0,0.0,ALQ,Unf,SBrkr,0.0,TA,Gd,NA,Gd,1,2,Typ,460.0,2,TA,RFn,TA,1362.0,0,Ex,1,Gd,Gtl,6289.0,IR1,0.0,256.0,0.0,6,28.0,5,6,Y,0.0,NA,0.0,6,3.0,1362.0,220.0,AllPub,192.0,0,1,0,0,1,0,0,1,0,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,1,1,2,1,207000.0,12.240474072247506
-1720,528181060,1554.0,0.0,0.0,2,Gd,Mn,0,0,Gd,1530.0,24.0,0.0,GLQ,Unf,SBrkr,0.0,TA,Gd,NA,Gd,1,2,Typ,627.0,2,TA,RFn,TA,1554.0,0,Ex,1,Gd,Gtl,4590.0,Reg,0.0,108.0,0.0,8,73.0,5,8,Y,0.0,NA,0.0,6,2.0,1554.0,229.0,AllPub,156.0,0,1,0,0,1,0,0,1,0,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,1,0,1,1,209500.0,12.25247901834433
-1721,528181070,1554.0,0.0,0.0,2,Gd,Mn,0,0,Gd,1530.0,24.0,0.0,GLQ,Unf,SBrkr,0.0,TA,Gd,NA,Gd,1,2,Typ,627.0,2,TA,RFn,TA,1554.0,0,Ex,1,Gd,Gtl,4590.0,Reg,0.0,108.0,0.0,5,73.0,5,8,Y,0.0,NA,0.0,6,2.0,1554.0,229.0,AllPub,156.0,0,1,0,0,1,0,0,1,0,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,1,0,1,1,209500.0,12.25247901834433
-1722,528181080,1370.0,0.0,0.0,2,Gd,Mn,0,0,Gd,1346.0,24.0,0.0,GLQ,Unf,SBrkr,0.0,TA,Gd,NA,Gd,1,2,Typ,484.0,2,TA,RFn,TA,1370.0,0,Ex,1,Gd,Gtl,6442.0,IR1,0.0,178.0,0.0,10,49.0,5,8,Y,0.0,NA,0.0,6,2.0,1370.0,169.0,AllPub,120.0,0,1,0,0,1,0,0,1,0,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,1,0,1,1,202500.0,12.218495165528731
-1723,528186050,1577.0,0.0,0.0,2,TA,No,1,0,Ex,729.0,848.0,0.0,GLQ,Unf,SBrkr,0.0,TA,Ex,NA,Gd,1,2,Typ,564.0,2,TA,RFn,TA,1577.0,0,Ex,1,Ex,Gtl,7841.0,IR1,0.0,394.0,0.0,5,39.0,5,9,Y,0.0,NA,0.0,6,3.0,1577.0,242.0,AllPub,203.0,0,1,0,0,1,0,0,1,0,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,1,0,2,2,280000.0,12.542544882151386
-1724,528186090,1561.0,0.0,0.0,2,TA,No,1,0,Ex,408.0,1153.0,0.0,GLQ,Unf,SBrkr,0.0,TA,Ex,NA,Gd,1,2,Typ,556.0,2,TA,Fin,TA,1561.0,0,Ex,1,Ex,Gtl,7313.0,Reg,0.0,246.0,0.0,8,47.0,5,9,Y,0.0,NA,0.0,6,3.0,1561.0,250.0,AllPub,203.0,0,1,0,0,1,0,0,1,0,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,1,0,2,2,277500.0,12.533576212168626
-1725,528186120,1869.0,0.0,0.0,2,TA,No,0,0,Ex,1869.0,0.0,0.0,Unf,Unf,SBrkr,0.0,TA,Ex,NA,Gd,1,2,Typ,617.0,2,TA,RFn,TA,1869.0,0,Ex,1,Ex,Gtl,7820.0,IR1,0.0,362.0,0.0,12,54.0,5,9,Y,0.0,NA,0.0,6,2.0,1869.0,264.0,AllPub,210.0,0,1,0,0,1,0,0,1,0,1,1,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,1,0,0,0,318061.0,12.669998467265833
-1726,528186190,1324.0,0.0,0.0,2,TA,No,0,0,Gd,1300.0,24.0,0.0,GLQ,Unf,SBrkr,0.0,TA,Gd,NA,Gd,1,2,Typ,550.0,2,TA,Fin,TA,1324.0,0,Ex,1,Gd,Gtl,6240.0,Reg,0.0,176.0,0.0,9,38.0,5,8,Y,0.0,NA,0.0,6,2.0,1324.0,38.0,AllPub,0.0,0,1,0,0,1,0,0,1,0,1,1,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,1,0,1,1,221370.0,12.307590788720521
-1727,528188160,1405.0,0.0,0.0,2,TA,No,1,0,Gd,405.0,1000.0,0.0,GLQ,Unf,SBrkr,0.0,TA,Gd,NA,Gd,1,2,Typ,478.0,2,TA,RFn,TA,1405.0,0,Ex,1,Gd,Gtl,3242.0,Reg,0.0,235.0,0.0,3,36.0,5,7,Y,0.0,NA,0.0,6,3.0,1405.0,172.0,AllPub,136.0,0,1,0,0,1,0,0,1,0,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,1,0,4,4,200000.0,12.206072645530174
-1729,528218020,768.0,768.0,0.0,3,TA,No,0,0,Gd,768.0,0.0,0.0,Unf,Unf,SBrkr,0.0,TA,Gd,NA,Gd,1,2,Typ,400.0,2,TA,Fin,TA,1536.0,1,Ex,1,Gd,Gtl,10237.0,Reg,0.0,0.0,0.0,6,38.0,5,6,Y,0.0,NA,0.0,6,2.5,768.0,138.0,AllPub,100.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,2,1,176000.0,12.078239274020289
-1730,528218050,783.0,701.0,0.0,3,TA,No,0,0,Gd,783.0,0.0,0.0,Unf,Unf,SBrkr,0.0,TA,Gd,NA,Gd,1,2,Typ,393.0,2,TA,Fin,TA,1484.0,1,Ex,1,Gd,Gtl,10237.0,Reg,0.0,0.0,0.0,7,72.0,5,6,Y,0.0,NA,0.0,8,2.5,783.0,72.0,AllPub,0.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,2,0,178900.0,12.09458226949681
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-1732,528221030,738.0,757.0,0.0,3,TA,No,0,0,Gd,738.0,0.0,0.0,Unf,Unf,SBrkr,0.0,TA,Gd,NA,Gd,1,2,Typ,440.0,2,TA,RFn,TA,1495.0,1,Ex,1,Gd,Gtl,8857.0,IR1,0.0,0.0,0.0,3,30.0,5,6,Y,0.0,NA,0.0,7,2.5,738.0,130.0,AllPub,100.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,1,0,1,1,171925.0,12.054813614188037
-1733,528221040,698.0,1048.0,0.0,3,TA,No,1,0,Gd,698.0,0.0,0.0,Unf,Unf,SBrkr,0.0,TA,Gd,NA,Gd,1,2,Typ,350.0,3,TA,Unf,TA,1746.0,1,Ex,1,Gd,Gtl,9729.0,IR1,0.0,0.0,0.0,6,34.0,5,6,Y,0.0,NA,0.0,6,3.5,698.0,34.0,AllPub,0.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,1,1,1,0,198444.0,12.198262223438197
-1734,528221050,1326.0,0.0,0.0,3,TA,Av,1,0,Gd,408.0,918.0,0.0,GLQ,Unf,SBrkr,0.0,TA,TA,NA,NA,0,2,Typ,388.0,2,TA,Fin,TA,1326.0,0,Ex,1,Gd,Gtl,12216.0,IR1,0.0,0.0,2000.0,6,23.0,5,6,Y,0.0,NA,0.0,6,3.0,1326.0,143.0,AllPub,120.0,0,1,1,0,0,0,0,1,0,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,2,2,203000.0,12.220961258023925
-1735,528221090,728.0,728.0,0.0,3,TA,Av,0,0,Gd,728.0,0.0,0.0,Unf,Unf,SBrkr,0.0,TA,Gd,NA,Gd,1,2,Typ,400.0,2,TA,Fin,TA,1456.0,1,Ex,1,Gd,Gtl,9018.0,IR1,0.0,0.0,0.0,7,24.0,5,7,Y,0.0,NA,0.0,8,2.5,728.0,124.0,AllPub,100.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,1,0,0,0,179540.0,12.09815330331068
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-1955,535403030,952.0,0.0,0.0,3,TA,Mn,1,0,TA,0.0,952.0,0.0,Rec,Unf,SBrkr,0.0,TA,TA,NA,NA,0,1,Typ,288.0,1,TA,Unf,TA,952.0,0,Gd,1,TA,Gtl,8300.0,IR1,0.0,86.0,0.0,8,0.0,6,6,Y,0.0,NA,0.0,5,2.0,952.0,0.0,AllPub,0.0,0,1,1,0,0,0,1,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,39,39,128500.0,11.763684183317412
-1956,535426130,1040.0,1040.0,0.0,5,TA,Av,0,1,Gd,390.0,650.0,0.0,Rec,Unf,SBrkr,0.0,TA,TA,NA,TA,2,1,Typ,504.0,2,TA,Unf,TA,2080.0,2,TA,1,Fa,Sev,11606.0,IR1,0.0,192.0,0.0,9,0.0,5,5,Y,0.0,NA,0.0,9,2.5,1040.0,335.0,AllPub,335.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,38,38,135000.0,11.813030057420567
-1957,535450190,672.0,252.0,0.0,3,TA,Mn,0,0,TA,672.0,0.0,0.0,Unf,Unf,SBrkr,0.0,Gd,TA,MnPrv,Po,1,1,Typ,576.0,2,TA,Unf,TA,924.0,0,Ex,1,TA,Gtl,8064.0,Reg,0.0,0.0,2000.0,7,0.0,7,5,Y,0.0,NA,0.0,6,1.0,672.0,0.0,AllPub,0.0,0,1,1,0,0,0,1,0,1,1,1,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,58,1,122900.0,11.719126295554126
-1958,535450220,1082.0,0.0,0.0,2,Fa,No,0,0,TA,746.0,336.0,0.0,BLQ,Unf,SBrkr,0.0,TA,TA,NA,Gd,1,1,Typ,240.0,1,TA,Unf,TA,1082.0,0,TA,1,TA,Gtl,11664.0,Reg,0.0,206.0,0.0,11,130.0,5,6,Y,0.0,NA,0.0,5,1.0,1082.0,130.0,AllPub,0.0,0,1,1,0,0,0,1,0,0,1,1,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,59,57,119200.0,11.688558033613386
-1959,535450310,1168.0,678.0,0.0,3,TA,Mn,0,0,TA,844.0,196.0,0.0,Rec,Unf,SBrkr,0.0,TA,TA,GdWo,Gd,1,2,Typ,315.0,1,TA,Unf,TA,1846.0,0,Ex,1,TA,Gtl,10496.0,Reg,0.0,320.0,0.0,1,0.0,6,6,Y,0.0,NA,0.0,7,2.0,1040.0,0.0,AllPub,0.0,0,1,1,0,0,0,1,0,1,1,1,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,58,57,143000.0,11.870599909242044
-1960,535451040,988.0,0.0,0.0,3,TA,No,0,0,TA,246.0,534.0,96.0,BLQ,Rec,SBrkr,0.0,TA,TA,NA,NA,0,1,Typ,276.0,1,TA,Unf,TA,988.0,0,TA,1,TA,Gtl,7200.0,Reg,0.0,0.0,0.0,5,80.0,7,5,Y,0.0,NA,0.0,6,1.0,876.0,80.0,AllPub,0.0,0,1,1,0,0,0,1,0,0,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,57,57,119000.0,11.686878772093667
-1961,535451100,1238.0,0.0,0.0,3,TA,No,0,0,TA,432.0,432.0,0.0,LwQ,Unf,FuseA,0.0,TA,TA,NA,TA,1,1,Min2,357.0,1,TA,Unf,TA,1238.0,1,Fa,1,TA,Gtl,7200.0,Reg,0.0,0.0,0.0,11,171.0,3,5,Y,0.0,NA,0.0,6,1.5,864.0,171.0,AllPub,0.0,0,1,1,0,0,0,1,0,0,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,57,57,102000.0,11.532728092266408
-1962,535451110,864.0,0.0,0.0,3,TA,No,1,0,TA,317.0,398.0,149.0,ALQ,BLQ,SBrkr,0.0,TA,TA,NA,NA,0,1,Typ,720.0,2,TA,RFn,TA,864.0,0,Gd,1,Gd,Gtl,7200.0,Reg,0.0,0.0,0.0,7,0.0,8,5,Y,0.0,NA,0.0,5,2.0,864.0,194.0,AllPub,194.0,0,1,1,0,0,0,1,0,0,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,57,5,129000.0,11.76756768334381
-1963,535452060,1134.0,0.0,0.0,2,TA,No,0,0,TA,422.0,588.0,0.0,Rec,Unf,SBrkr,0.0,TA,TA,MnWw,NA,0,1,Typ,254.0,1,TA,RFn,TA,1134.0,0,Ex,1,TA,Gtl,7000.0,Reg,0.0,45.0,0.0,4,16.0,7,5,Y,0.0,NA,0.0,6,1.0,1010.0,16.0,AllPub,0.0,0,1,1,0,0,0,1,0,0,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,47,5,135000.0,11.813030057420567
-1964,535453080,1040.0,0.0,0.0,3,TA,No,1,0,TA,466.0,574.0,0.0,GLQ,Unf,SBrkr,0.0,TA,TA,NA,NA,0,1,Typ,286.0,1,TA,RFn,TA,1040.0,0,Ex,1,Gd,Gtl,7500.0,Reg,0.0,0.0,0.0,7,0.0,7,5,Y,0.0,NA,0.0,6,2.0,1040.0,0.0,AllPub,0.0,0,1,1,0,0,0,1,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,48,4,152000.0,11.931635799828413
-1965,535453150,1170.0,0.0,0.0,3,TA,No,0,1,TA,545.0,625.0,0.0,Rec,Unf,SBrkr,0.0,TA,TA,NA,TA,1,1,Typ,338.0,1,TA,RFn,TA,1170.0,0,TA,1,TA,Gtl,7315.0,Reg,0.0,0.0,0.0,3,0.0,6,5,Y,0.0,NA,225.0,6,1.5,1170.0,225.0,AllPub,0.0,0,1,1,0,0,0,1,0,0,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,49,49,140000.0,11.84939770159144
-1966,535453180,1242.0,0.0,0.0,3,TA,No,1,0,TA,503.0,739.0,0.0,Rec,Unf,FuseA,0.0,TA,TA,NA,NA,0,1,Typ,324.0,1,TA,RFn,TA,1242.0,1,Gd,1,TA,Gtl,7903.0,Reg,0.0,0.0,0.0,5,0.0,5,5,Y,0.0,NA,0.0,6,2.5,1242.0,0.0,AllPub,0.0,0,1,1,0,0,0,1,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,47,47,152000.0,11.931635799828413
-1967,535457020,1377.0,0.0,0.0,3,TA,No,1,0,TA,125.0,1098.0,154.0,BLQ,Rec,SBrkr,0.0,TA,TA,MnPrv,TA,2,1,Typ,351.0,1,TA,Unf,TA,1377.0,0,TA,1,TA,Gtl,8000.0,Reg,0.0,0.0,0.0,11,0.0,5,5,Y,0.0,NA,0.0,6,2.0,1377.0,0.0,AllPub,0.0,0,1,1,0,0,0,1,0,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,47,47,156500.0,11.960811288962345
-1968,535457040,1800.0,0.0,0.0,6,TA,No,0,0,TA,1800.0,0.0,0.0,Unf,Unf,SBrkr,0.0,TA,TA,NA,NA,0,2,Typ,0.0,0,NA,NA,NA,1800.0,0,Ex,2,TA,Gtl,8000.0,Reg,0.0,0.0,0.0,7,0.0,4,5,Y,0.0,NA,0.0,10,2.0,1800.0,0.0,AllPub,0.0,0,0,0,1,0,0,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,46,46,141000.0,11.856515169360305
-1969,535457050,925.0,0.0,0.0,3,NA,NA,0,0,NA,0.0,0.0,0.0,NA,NA,SBrkr,0.0,TA,TA,NA,NA,0,1,Typ,300.0,1,TA,Fin,TA,925.0,0,Gd,1,TA,Gtl,7000.0,Reg,0.0,0.0,0.0,7,0.0,6,5,Y,0.0,NA,0.0,7,1.0,0.0,0.0,AllPub,0.0,0,1,1,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,46,46,99000.0,11.502875129116727
-1970,535476360,1020.0,831.0,0.0,3,TA,Gd,0,0,TA,169.0,536.0,117.0,BLQ,Rec,SBrkr,0.0,TA,TA,MnWw,Fa,1,2,Typ,440.0,2,TA,RFn,TA,1851.0,1,Gd,1,Gd,Mod,9760.0,Reg,0.0,340.0,0.0,7,42.0,8,6,Y,0.0,NA,0.0,7,2.5,822.0,281.0,AllPub,239.0,0,1,1,0,0,0,1,0,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,43,14,187000.0,12.138863895836725
-1971,535477130,876.0,936.0,0.0,4,TA,No,0,0,TA,324.0,540.0,0.0,ALQ,Unf,SBrkr,0.0,TA,TA,NA,TA,1,2,Typ,264.0,1,TA,RFn,TA,1812.0,0,TA,1,TA,Gtl,7590.0,Reg,0.0,288.0,0.0,7,168.0,5,5,Y,0.0,NA,0.0,8,2.0,864.0,168.0,AllPub,0.0,0,1,1,0,0,0,1,0,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,45,45,169500.0,12.040608205802641
-1972,535477180,864.0,0.0,0.0,2,TA,No,0,0,TA,312.0,110.0,442.0,ALQ,BLQ,SBrkr,0.0,TA,TA,NA,NA,0,1,Typ,294.0,1,TA,Unf,TA,864.0,0,Gd,1,TA,Gtl,6600.0,Reg,0.0,0.0,0.0,12,0.0,5,5,Y,0.0,NA,0.0,5,1.0,864.0,58.0,AllPub,58.0,0,1,1,0,0,0,1,0,0,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,45,45,125500.0,11.740061037553975
-1973,535478040,936.0,0.0,0.0,3,TA,Av,1,0,TA,162.0,734.0,0.0,ALQ,Unf,SBrkr,160.0,TA,TA,NA,Po,1,1,Typ,288.0,1,TA,RFn,TA,936.0,0,TA,1,TA,Gtl,6760.0,Reg,0.0,0.0,0.0,10,90.0,5,5,Y,0.0,NA,0.0,6,2.0,896.0,274.0,AllPub,24.0,0,1,1,0,0,0,1,0,0,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,45,45,130000.0,11.77528972943772
-1974,902100010,960.0,0.0,0.0,2,TA,No,0,0,TA,850.0,0.0,0.0,Unf,Unf,SBrkr,116.0,Gd,Gd,NA,NA,0,1,Typ,576.0,2,TA,RFn,TA,960.0,0,TA,1,TA,Gtl,6978.0,Reg,0.0,0.0,0.0,4,0.0,7,5,Y,0.0,NA,0.0,5,1.0,850.0,116.0,AllPub,0.0,0,1,1,0,0,1,0,0,0,1,0,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,81,27,103000.0,11.542484267211773
-1975,902105110,768.0,664.0,0.0,2,Fa,No,0,0,Fa,264.0,0.0,0.0,Unf,Unf,SBrkr,112.0,Gd,TA,GdPrv,NA,0,2,Typ,360.0,2,Gd,Unf,TA,1432.0,0,Ex,1,TA,Gtl,9600.0,Reg,0.0,0.0,0.0,5,0.0,7,5,Y,0.0,NA,0.0,7,2.0,264.0,382.0,AllPub,270.0,1,1,1,0,0,1,0,0,1,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,1,97,5,132000.0,11.790557201568507
-1976,902106070,866.0,430.0,0.0,3,TA,No,0,0,TA,569.0,276.0,0.0,Rec,Unf,SBrkr,175.0,TA,TA,NA,NA,0,1,Typ,576.0,2,TA,Unf,TA,1296.0,0,TA,1,TA,Gtl,6000.0,Reg,0.0,0.0,0.0,7,0.0,6,6,Y,0.0,NA,0.0,6,1.0,845.0,175.0,AllPub,0.0,0,1,1,0,0,1,0,0,1,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,80,57,127500.0,11.755871643580617
-1977,902106120,1022.0,0.0,0.0,2,Fa,No,1,0,Fa,240.0,782.0,0.0,LwQ,Unf,FuseF,20.0,TA,TA,MnPrv,Gd,1,1,Typ,184.0,1,Fa,Unf,TA,1022.0,0,TA,1,Fa,Gtl,4480.0,Reg,0.0,0.0,0.0,2,122.0,5,5,N,0.0,NA,0.0,4,2.0,1022.0,142.0,AllPub,0.0,0,0,1,0,0,0,0,1,0,1,1,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,85,57,89500.0,11.401993904262946
-1978,902107050,936.0,0.0,0.0,2,TA,Gd,1,0,Gd,0.0,936.0,0.0,GLQ,Unf,SBrkr,0.0,TA,TA,NA,NA,0,1,Typ,672.0,2,TA,Unf,TA,936.0,0,TA,1,TA,Gtl,7200.0,Reg,0.0,180.0,0.0,8,0.0,5,5,Y,0.0,NA,0.0,4,2.0,936.0,49.0,AllPub,49.0,0,1,0,1,0,0,1,0,0,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,27,27,140000.0,11.84939770159144
-1979,902110010,967.0,0.0,0.0,2,TA,No,0,0,TA,967.0,0.0,0.0,Unf,Unf,SBrkr,26.0,TA,TA,NA,Gd,1,1,Typ,180.0,1,TA,Unf,Fa,967.0,0,Gd,1,TA,Gtl,3153.0,Reg,0.0,0.0,0.0,7,0.0,6,5,N,0.0,NA,0.0,5,1.0,967.0,26.0,AllPub,0.0,0,1,1,0,0,1,0,0,0,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,87,17,99900.0,11.511924964636645
-1980,902125120,1047.0,0.0,0.0,2,TA,No,0,0,Fa,641.0,0.0,0.0,Unf,Unf,SBrkr,0.0,TA,TA,NA,NA,0,1,Typ,273.0,1,Fa,Unf,Fa,1047.0,0,Gd,1,TA,Gtl,10800.0,Reg,0.0,0.0,450.0,8,0.0,7,4,N,0.0,NA,0.0,6,1.0,641.0,0.0,AllPub,0.0,0,1,1,0,0,1,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,122,12,100000.0,11.512925464970229
-1981,902128160,1072.0,0.0,0.0,2,TA,No,0,0,TA,808.0,0.0,0.0,Unf,Unf,SBrkr,0.0,TA,TA,NA,Gd,2,1,Typ,379.0,2,TA,Unf,TA,1072.0,0,Ex,1,TA,Gtl,7200.0,Reg,0.0,279.0,0.0,5,0.0,8,5,Y,0.0,NA,0.0,5,1.0,808.0,0.0,AllPub,0.0,0,1,1,0,0,0,1,0,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,67,57,130000.0,11.77528972943772
-1982,902201090,680.0,494.0,0.0,2,Fa,No,0,0,TA,550.0,130.0,0.0,BLQ,Unf,SBrkr,40.0,TA,TA,MnPrv,Gd,1,1,Typ,576.0,2,TA,Unf,TA,1174.0,0,Ex,1,Gd,Gtl,9000.0,Reg,0.0,0.0,0.0,6,26.0,8,5,Y,0.0,NA,0.0,6,1.0,680.0,182.0,AllPub,116.0,0,1,1,0,0,1,0,0,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,1,107,1,135000.0,11.813030057420567
-1983,902201130,679.0,504.0,0.0,2,TA,No,0,0,TA,318.0,331.0,0.0,ALQ,Unf,SBrkr,0.0,Gd,TA,NA,NA,0,1,Typ,308.0,1,TA,Unf,TA,1183.0,1,Ex,1,TA,Gtl,6000.0,Reg,0.0,0.0,0.0,6,176.0,7,3,Y,0.0,NA,0.0,6,1.5,649.0,176.0,AllPub,0.0,0,1,1,0,0,0,1,0,1,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,1,59,5,120000.0,11.695247021764184
-1984,902202070,1131.0,0.0,0.0,2,TA,No,0,0,Fa,739.0,168.0,0.0,Rec,Unf,SBrkr,0.0,TA,TA,MnPrv,NA,0,1,Typ,672.0,2,TA,Unf,TA,1131.0,0,TA,1,TA,Gtl,5925.0,Reg,0.0,435.0,0.0,3,72.0,7,4,Y,0.0,NA,0.0,7,1.0,907.0,72.0,AllPub,0.0,0,1,1,0,0,1,0,0,0,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,1,70,7,89471.0,11.401669829409995
-1985,902205020,761.0,380.0,0.0,3,TA,No,0,0,Fa,0.0,122.0,448.0,LwQ,Rec,SBrkr,96.0,TA,TA,NA,NA,0,1,Typ,252.0,1,Fa,Unf,Fa,1141.0,0,Gd,1,TA,Gtl,5925.0,Reg,0.0,0.0,0.0,5,0.0,6,4,Y,0.0,NA,0.0,6,1.0,570.0,96.0,AllPub,0.0,0,0,1,0,0,1,0,0,1,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,107,57,85000.0,11.350406535472453
-1986,902205130,960.0,0.0,0.0,2,TA,No,0,0,TA,710.0,250.0,0.0,ALQ,Unf,FuseA,168.0,TA,TA,NA,NA,0,1,Typ,308.0,1,TA,Unf,TA,960.0,0,Gd,1,Fa,Gtl,6000.0,Reg,0.0,0.0,0.0,7,0.0,4,4,Y,0.0,NA,0.0,5,1.0,960.0,168.0,AllPub,0.0,0,1,1,0,0,0,0,1,0,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,87,57,108500.0,11.594505451962652
-1987,902206270,1156.0,642.0,0.0,4,TA,No,0,0,TA,1075.0,0.0,0.0,Unf,Unf,SBrkr,160.0,TA,TA,MnPrv,NA,0,2,Typ,342.0,2,TA,Unf,TA,1798.0,1,Ex,1,TA,Gtl,9639.0,Reg,0.0,0.0,0.0,5,0.0,8,4,N,0.0,NA,0.0,7,2.5,1075.0,160.0,AllPub,0.0,0,1,1,0,0,0,0,1,1,1,0,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,107,57,137000.0,11.827736204810263
-1988,902207010,866.0,0.0,0.0,2,TA,No,0,0,TA,357.0,329.0,0.0,ALQ,Unf,SBrkr,0.0,Gd,TA,NA,NA,0,1,Typ,0.0,0,NA,NA,NA,866.0,0,Gd,1,Gd,Gtl,3880.0,Reg,0.0,0.0,0.0,8,42.0,9,5,Y,0.0,NA,0.0,4,1.0,686.0,100.0,AllPub,58.0,0,1,1,0,0,0,1,0,0,1,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,1,62,10,110500.0,11.612770799939945
-1989,902207150,968.0,0.0,0.0,2,TA,No,0,0,TA,968.0,0.0,0.0,Unf,Unf,SBrkr,184.0,TA,Gd,NA,NA,0,1,Typ,480.0,2,TA,Unf,Fa,968.0,0,TA,1,TA,Gtl,8520.0,Reg,0.0,0.0,0.0,7,0.0,6,5,N,0.0,NA,0.0,5,1.0,968.0,184.0,AllPub,0.0,0,1,1,0,0,0,1,0,0,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,1,84,1,100000.0,11.512925464970229
-1990,902300020,909.0,863.0,0.0,3,TA,No,0,0,TA,725.0,0.0,0.0,Unf,Unf,SBrkr,0.0,Gd,Gd,MnPrv,NA,0,2,Typ,816.0,2,TA,Unf,TA,1772.0,1,Ex,1,Gd,Gtl,10337.0,IR1,0.0,0.0,0.0,5,0.0,9,8,Y,0.0,NA,0.0,7,2.5,725.0,0.0,AllPub,0.0,0,0,1,0,0,1,0,0,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,1,97,8,184900.0,12.127570417375216
-1991,902300040,914.0,728.0,0.0,4,TA,No,0,1,TA,322.0,196.0,210.0,LwQ,Rec,SBrkr,0.0,TA,TA,NA,Gd,1,1,Typ,374.0,1,TA,Unf,TA,1642.0,1,TA,1,TA,Gtl,9863.0,Reg,0.0,0.0,0.0,3,0.0,6,6,Y,0.0,NA,0.0,9,2.0,728.0,0.0,AllPub,0.0,1,1,1,0,0,1,0,0,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,80,57,145000.0,11.884489021402711
-1992,902301030,842.0,630.0,0.0,3,TA,Mn,0,0,TA,702.0,0.0,0.0,Unf,Unf,SBrkr,84.0,TA,TA,GdWo,NA,0,1,Typ,250.0,1,Fa,Unf,TA,1472.0,0,Gd,1,Gd,Gtl,9600.0,Reg,0.0,0.0,0.0,7,0.0,8,5,P,0.0,NA,0.0,6,1.0,702.0,84.0,AllPub,0.0,0,1,1,0,0,0,0,1,1,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,82,13,125000.0,11.736069016284437
-1993,902301130,616.0,616.0,0.0,3,TA,No,0,0,TA,448.0,168.0,0.0,BLQ,Unf,SBrkr,143.0,TA,TA,NA,NA,0,1,Typ,480.0,2,Fa,Unf,Fa,1232.0,0,Ex,1,TA,Gtl,4571.0,Reg,0.0,0.0,0.0,6,0.0,7,5,Y,0.0,NA,0.0,6,1.0,616.0,423.0,AllPub,280.0,0,1,1,0,0,1,0,0,1,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,97,57,114000.0,11.643953727376633
-1994,902302150,1422.0,915.0,0.0,5,TA,No,0,0,TA,662.0,0.0,0.0,Unf,Unf,SBrkr,0.0,TA,TA,NA,NA,0,2,Min2,560.0,2,TA,Unf,TA,2337.0,0,TA,2,TA,Gtl,13600.0,Reg,0.0,0.0,0.0,9,57.0,5,5,Y,0.0,NA,0.0,10,2.0,662.0,57.0,AllPub,0.0,0,0,0,1,0,1,0,0,1,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,107,57,90000.0,11.407564949312402
-1995,902303100,991.0,659.0,0.0,3,Gd,No,0,0,Gd,667.0,259.0,0.0,BLQ,Unf,SBrkr,0.0,TA,TA,NA,NA,0,2,Typ,468.0,2,TA,Unf,TA,1650.0,0,TA,1,TA,Gtl,8398.0,Reg,0.0,0.0,0.0,11,103.0,8,6,N,0.0,NA,0.0,6,2.0,926.0,231.0,AllPub,128.0,0,1,1,0,0,0,1,0,1,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,97,17,144100.0,11.878262781987614
-1996,902304040,1178.0,1032.0,0.0,5,TA,Mn,0,0,TA,1008.0,0.0,0.0,Unf,Unf,SBrkr,0.0,TA,TA,NA,NA,0,2,Typ,205.0,1,TA,Unf,Fa,2210.0,0,TA,1,Fa,Gtl,9900.0,Reg,0.0,0.0,0.0,5,48.0,4,6,N,0.0,NA,0.0,8,2.0,1008.0,48.0,AllPub,0.0,0,1,1,0,0,1,0,0,1,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,127,57,117500.0,11.67419361256635
-1997,902305010,687.0,671.0,0.0,3,Fa,No,0,0,TA,371.0,316.0,0.0,Rec,Unf,SBrkr,0.0,Gd,TA,MnPrv,Gd,1,1,Typ,336.0,1,TA,Unf,TA,1358.0,1,Gd,1,Gd,Gtl,3600.0,Reg,0.0,0.0,0.0,7,32.0,7,5,Y,0.0,NA,0.0,6,1.5,687.0,32.0,AllPub,0.0,0,1,1,0,0,1,0,0,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,1,1,77,2,124500.0,11.732060994886899
-1998,902330090,1312.0,1142.0,0.0,3,TA,No,0,0,TA,819.0,0.0,0.0,Unf,Unf,FuseA,150.0,Gd,TA,MnPrv,Gd,1,2,Typ,576.0,2,TA,Unf,TA,2454.0,0,TA,1,TA,Gtl,13500.0,Reg,0.0,0.0,0.0,2,148.0,8,7,N,0.0,NA,0.0,8,2.0,819.0,298.0,AllPub,0.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,128,20,185000.0,12.128111104060462
-1999,902332030,1260.0,1031.0,0.0,4,Fa,Mn,0,1,TA,168.0,1046.0,0.0,Rec,Unf,SBrkr,0.0,TA,TA,NA,Gd,1,2,Typ,506.0,2,TA,Unf,TA,2291.0,0,Ex,2,TA,Gtl,7200.0,Reg,0.0,0.0,0.0,11,0.0,6,6,Y,0.0,NA,99.0,9,2.5,1214.0,99.0,AllPub,0.0,0,0,0,1,0,1,0,0,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,1,97,9,133900.0,11.804848531679264
-2000,902401030,1149.0,467.0,0.0,3,TA,Mn,0,0,TA,779.0,370.0,0.0,LwQ,Unf,FuseA,183.0,Gd,TA,NA,NA,0,2,Typ,216.0,1,TA,Unf,TA,1616.0,0,Gd,1,Gd,Gtl,5400.0,Reg,0.0,0.0,0.0,10,0.0,7,6,Y,0.0,NA,0.0,5,2.0,1149.0,183.0,AllPub,0.0,0,1,1,0,0,1,0,0,1,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,1,81,3,152000.0,11.931635799828413
-2001,902404010,1559.0,0.0,0.0,2,TA,No,1,0,TA,1221.0,338.0,0.0,Rec,Unf,SBrkr,230.0,TA,TA,GdWo,NA,0,1,Min2,812.0,2,TA,Unf,TA,1559.0,0,Gd,1,TA,Gtl,8100.0,Reg,0.0,0.0,0.0,6,116.0,6,5,Y,0.0,NA,0.0,5,2.0,1559.0,346.0,AllPub,0.0,0,1,1,0,0,1,0,0,0,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,59,34,153500.0,11.941455846009388
-2002,902408080,1576.0,978.0,0.0,3,TA,No,0,0,TA,718.0,0.0,0.0,Unf,Unf,SBrkr,143.0,Gd,TA,NA,NA,0,1,Typ,704.0,2,TA,Unf,TA,2554.0,1,Ex,1,TA,Gtl,10800.0,Reg,0.0,0.0,0.0,7,48.0,8,7,P,0.0,NA,0.0,8,1.5,718.0,191.0,AllPub,0.0,0,1,1,0,0,1,0,0,1,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,1,117,9,159500.0,11.979799201207037
-2003,902427040,912.0,336.0,0.0,2,TA,No,0,0,TA,588.0,324.0,0.0,LwQ,Unf,FuseA,192.0,TA,TA,NA,NA,0,1,Typ,160.0,1,Fa,Unf,Fa,1248.0,0,Gd,1,TA,Gtl,9439.0,Reg,0.0,0.0,0.0,3,0.0,5,5,Y,0.0,NA,0.0,6,1.0,912.0,192.0,AllPub,0.0,0,1,1,0,0,0,1,0,1,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,77,57,87000.0,11.37366339763672
-2004,902427140,968.0,0.0,0.0,2,NA,NA,0,0,NA,0.0,0.0,0.0,NA,NA,SBrkr,0.0,TA,TA,NA,NA,0,1,Typ,331.0,1,TA,Unf,Fa,968.0,0,Gd,1,TA,Gtl,8626.0,Reg,0.0,1.0,0.0,5,0.0,6,4,Y,0.0,NA,0.0,5,1.0,0.0,0.0,AllPub,0.0,0,1,1,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,51,51,104500.0,11.556942350387002
-2005,902427180,1382.0,0.0,0.0,1,NA,NA,0,0,NA,0.0,0.0,0.0,NA,NA,SBrkr,0.0,TA,TA,NA,TA,1,2,Mod,384.0,1,TA,RFn,TA,1382.0,0,Ex,1,TA,Gtl,11800.0,Reg,0.0,0.0,0.0,5,40.0,7,4,Y,0.0,NA,0.0,6,2.0,0.0,40.0,AllPub,0.0,0,1,1,0,0,0,0,0,0,0,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,1,58,5,110000.0,11.608235644774552
-2006,903201090,916.0,144.0,0.0,1,TA,No,1,0,TA,212.0,317.0,227.0,LwQ,Rec,FuseA,0.0,Gd,TA,NA,Gd,1,1,Mod,308.0,1,TA,Unf,Fa,1060.0,0,TA,1,TA,Mod,6854.0,Reg,0.0,0.0,0.0,8,65.0,7,5,Y,0.0,NA,150.0,6,2.0,756.0,215.0,AllPub,0.0,0,0,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,82,13,136500.0,11.824079893607152
-2007,903204030,910.0,525.0,0.0,3,TA,No,1,0,Fa,0.0,910.0,0.0,Rec,Unf,SBrkr,0.0,TA,TA,NA,NA,0,1,Typ,308.0,1,TA,Unf,TA,1435.0,0,TA,1,TA,Gtl,8674.0,Reg,0.0,0.0,0.0,3,33.0,6,5,Y,0.0,NA,0.0,6,2.0,910.0,33.0,AllPub,0.0,0,1,1,0,0,0,1,0,1,1,0,1,0,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,57,57,128250.0,11.761736763033015
-2008,903205085,1167.0,0.0,0.0,3,TA,No,0,0,TA,270.0,645.0,0.0,BLQ,Unf,SBrkr,216.0,Fa,TA,NA,Gd,1,1,Maj1,495.0,2,TA,Unf,TA,1167.0,0,TA,1,TA,Gtl,8731.0,IR1,0.0,0.0,0.0,5,0.0,5,5,Y,0.0,NA,126.0,6,1.0,915.0,342.0,AllPub,0.0,0,1,1,0,0,1,0,0,0,1,1,1,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,87,57,144000.0,11.877568578558138
-2009,903206170,915.0,720.0,144.0,3,TA,No,0,0,Gd,765.0,300.0,0.0,Rec,Unf,FuseA,0.0,TA,TA,NA,Gd,1,1,Typ,440.0,2,TA,Unf,TA,1635.0,1,Ex,1,TA,Gtl,8737.0,IR1,0.0,0.0,0.0,5,38.0,7,6,Y,0.0,NA,0.0,6,1.5,1065.0,182.0,AllPub,0.0,0,1,1,0,0,1,0,0,1,1,1,1,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,84,57,210000.0,12.254862809699606
-2010,903225040,728.0,546.0,0.0,3,TA,No,0,0,TA,422.0,306.0,0.0,Rec,Unf,SBrkr,192.0,Gd,TA,NA,NA,0,2,Typ,224.0,1,TA,Unf,Fa,1274.0,0,Ex,1,TA,Gtl,6125.0,Reg,0.0,0.0,0.0,3,0.0,7,5,Y,0.0,NA,0.0,6,2.0,728.0,192.0,AllPub,0.0,0,1,1,0,0,0,1,0,1,1,0,1,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,68,9,135000.0,11.813030057420567
-2011,903227140,608.0,624.0,0.0,3,TA,Mn,0,0,TA,324.0,276.0,0.0,Rec,Unf,SBrkr,0.0,TA,TA,GdWo,TA,2,1,Typ,217.0,1,TA,Unf,TA,1232.0,1,Ex,1,TA,Gtl,6000.0,Reg,0.0,0.0,0.0,2,0.0,6,6,Y,0.0,NA,0.0,6,1.5,600.0,0.0,AllPub,0.0,0,1,1,0,0,0,1,0,1,1,1,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,68,57,128000.0,11.759785542901755
-2012,903228080,869.0,349.0,0.0,3,Gd,No,0,1,TA,360.0,375.0,0.0,ALQ,Unf,SBrkr,0.0,Gd,TA,NA,Gd,1,1,Typ,440.0,2,TA,Unf,TA,1218.0,0,Ex,1,TA,Gtl,6000.0,Reg,0.0,0.0,0.0,3,0.0,6,6,Y,0.0,NA,0.0,6,1.5,735.0,0.0,AllPub,0.0,0,1,1,0,0,1,0,0,1,1,1,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,66,57,131000.0,11.782952602183288
-2013,903231050,884.0,0.0,0.0,2,TA,No,0,0,TA,884.0,0.0,0.0,Unf,Unf,SBrkr,136.0,TA,Gd,MnPrv,NA,0,1,Typ,240.0,1,TA,Unf,TA,884.0,0,Ex,1,TA,Gtl,6120.0,Reg,0.0,0.0,0.0,7,0.0,7,5,Y,0.0,NA,0.0,5,1.0,884.0,136.0,AllPub,0.0,0,1,1,0,0,1,0,0,0,1,0,1,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,68,57,113000.0,11.635143097694478
-2014,903231090,861.0,548.0,0.0,3,TA,No,1,0,TA,809.0,52.0,0.0,LwQ,Unf,SBrkr,84.0,TA,TA,NA,Gd,1,1,Typ,528.0,2,TA,Unf,TA,1409.0,1,Gd,1,TA,Gtl,6240.0,Reg,0.0,0.0,0.0,3,0.0,5,6,Y,0.0,NA,0.0,6,2.5,861.0,309.0,AllPub,225.0,0,1,1,0,0,1,0,0,1,1,1,1,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,69,57,126000.0,11.744037185933616
-2015,903231180,899.0,423.0,0.0,4,TA,No,1,0,TA,624.0,48.0,0.0,Rec,Unf,SBrkr,0.0,Gd,TA,MnPrv,NA,0,1,Typ,280.0,1,TA,Unf,TA,1322.0,0,Ex,1,TA,Gtl,6240.0,Reg,0.0,0.0,0.0,7,0.0,8,5,Y,0.0,NA,0.0,7,2.0,672.0,0.0,AllPub,0.0,0,1,1,0,0,1,0,0,1,1,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,68,55,132000.0,11.790557201568507
-2016,903232100,1014.0,412.0,0.0,3,TA,No,0,0,TA,966.0,0.0,0.0,Unf,Unf,SBrkr,96.0,TA,TA,GdPrv,Gd,1,1,Typ,230.0,1,TA,Unf,Fa,1426.0,0,Ex,1,TA,Gtl,6240.0,Reg,0.0,0.0,0.0,7,0.0,7,5,Y,0.0,NA,0.0,6,1.0,966.0,270.0,AllPub,174.0,0,1,1,0,0,1,0,0,1,1,1,1,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,77,15,131750.0,11.788661466403608
-2017,903233030,903.0,378.0,0.0,2,TA,No,1,0,TA,405.0,351.0,0.0,ALQ,Unf,FuseA,0.0,TA,TA,NA,NA,0,1,Typ,379.0,2,TA,Unf,TA,1281.0,0,Gd,1,Gd,Gtl,6120.0,Reg,0.0,0.0,0.0,8,0.0,6,5,Y,0.0,NA,0.0,6,2.0,756.0,25.0,AllPub,25.0,0,1,1,0,0,1,0,0,1,1,0,1,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,81,57,132500.0,11.794337924408413
-2018,903233050,939.0,574.0,0.0,4,TA,Mn,0,0,TA,939.0,0.0,0.0,Unf,Unf,SBrkr,150.0,TA,TA,NA,NA,0,1,Typ,180.0,1,Fa,Unf,Fa,1513.0,1,Ex,1,TA,Gtl,6120.0,Reg,0.0,0.0,0.0,5,0.0,8,5,N,0.0,NA,0.0,8,1.5,939.0,174.0,AllPub,24.0,0,1,1,0,0,1,0,0,1,1,0,1,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,87,3,137500.0,11.831379196088763
-2019,903233140,854.0,0.0,0.0,2,TA,No,0,0,TA,832.0,0.0,0.0,Unf,Unf,FuseA,0.0,TA,TA,GdPrv,NA,0,1,Typ,576.0,2,TA,Unf,TA,854.0,0,Ex,1,TA,Gtl,6120.0,Reg,0.0,0.0,0.0,7,112.0,8,7,Y,0.0,NA,0.0,5,1.0,832.0,160.0,AllPub,48.0,0,1,1,0,0,1,0,0,0,1,0,1,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,78,6,132000.0,11.790557201568507
-2020,903233180,959.0,408.0,0.0,3,Fa,No,0,0,TA,459.0,425.0,0.0,LwQ,Unf,FuseA,0.0,TA,TA,NA,Gd,1,1,Typ,560.0,1,TA,Unf,TA,1367.0,0,TA,1,TA,Gtl,6240.0,Reg,0.0,0.0,0.0,11,0.0,6,6,Y,0.0,NA,120.0,6,1.0,884.0,120.0,AllPub,0.0,0,1,1,0,0,1,0,0,1,1,1,1,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,76,57,127500.0,11.755871643580617
-2021,903234160,986.0,0.0,0.0,2,TA,No,0,0,TA,960.0,0.0,0.0,Unf,Unf,SBrkr,0.0,TA,TA,NA,Gd,1,1,Typ,180.0,1,TA,Unf,TA,986.0,0,TA,1,TA,Gtl,6180.0,Reg,0.0,0.0,0.0,5,128.0,5,6,Y,0.0,NA,0.0,5,1.0,960.0,128.0,AllPub,0.0,0,0,1,0,0,1,0,0,0,1,1,1,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,81,57,102000.0,11.532728092266408
-2022,903236130,1100.0,1164.0,0.0,4,TA,No,0,0,TA,1100.0,0.0,0.0,Unf,Unf,FuseA,0.0,Gd,TA,MnPrv,NA,0,2,Typ,408.0,1,TA,Unf,TA,2264.0,1,Ex,1,TA,Gtl,7755.0,Reg,0.0,0.0,0.0,5,152.0,8,6,Y,0.0,NA,0.0,8,2.5,1100.0,152.0,AllPub,0.0,0,1,1,0,0,0,1,0,1,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,89,12,200000.0,12.206072645530174
-2023,903400040,1060.0,764.0,0.0,3,TA,No,0,0,TA,764.0,0.0,0.0,Unf,Unf,FuseA,126.0,TA,TA,GdPrv,Gd,1,1,Typ,520.0,2,TA,Unf,TA,1824.0,0,Ex,1,TA,Gtl,13515.0,Reg,0.0,0.0,0.0,7,0.0,6,6,N,0.0,NA,0.0,8,1.0,764.0,126.0,AllPub,0.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,88,57,180500.0,12.103486056755072
-2024,903401070,752.0,624.0,0.0,3,TA,No,0,0,TA,768.0,0.0,0.0,Unf,Unf,SBrkr,144.0,Gd,TA,NA,NA,0,1,Typ,576.0,2,TA,Unf,TA,1376.0,0,Ex,1,Gd,Gtl,8850.0,Reg,0.0,0.0,0.0,2,54.0,7,6,P,0.0,NA,0.0,7,1.0,768.0,198.0,AllPub,0.0,0,1,1,0,0,0,0,1,1,1,0,1,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,87,57,165000.0,12.013700752882718
-2025,903425270,960.0,356.0,0.0,4,TA,No,0,0,Fa,750.0,0.0,0.0,Unf,Unf,SBrkr,0.0,TA,TA,NA,NA,0,1,Typ,576.0,2,TA,Unf,TA,1316.0,0,TA,1,TA,Gtl,8550.0,Reg,0.0,0.0,0.0,10,0.0,5,5,Y,0.0,NA,0.0,7,1.0,750.0,0.0,AllPub,0.0,0,1,1,0,0,0,0,1,1,1,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,81,57,90000.0,11.407564949312402
-2026,903425280,698.0,698.0,0.0,3,TA,No,0,0,TA,698.0,0.0,0.0,Unf,Unf,FuseA,0.0,TA,TA,NA,NA,0,1,Typ,384.0,1,TA,Unf,TA,1396.0,0,Ex,1,TA,Gtl,8730.0,Reg,0.0,0.0,0.0,7,0.0,7,6,Y,0.0,NA,259.0,7,1.0,698.0,259.0,AllPub,0.0,0,1,1,0,0,1,0,0,1,1,0,1,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,1,92,4,153575.0,11.941944326032129
-2027,903426010,672.0,672.0,0.0,3,TA,No,1,0,TA,336.0,336.0,0.0,Rec,Unf,FuseA,70.0,TA,TA,GdPrv,Gd,1,1,Typ,456.0,2,TA,Unf,TA,1344.0,1,Gd,1,Gd,Gtl,5700.0,IR1,0.0,0.0,0.0,9,0.0,6,7,Y,0.0,NA,0.0,6,2.5,672.0,70.0,AllPub,0.0,0,0,1,0,0,1,0,0,1,1,1,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,78,17,140000.0,11.84939770159144
-2028,903427040,1664.0,862.0,0.0,5,TA,No,0,0,TA,0.0,168.0,546.0,Rec,LwQ,SBrkr,0.0,Gd,TA,GdWo,Gd,1,2,Typ,216.0,1,TA,Unf,TA,2526.0,0,TA,1,Gd,Gtl,8520.0,Reg,0.0,0.0,0.0,8,15.0,7,6,Y,0.0,NA,0.0,10,2.0,714.0,103.0,AllPub,88.0,0,0,1,0,0,1,0,0,1,1,1,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,91,57,136000.0,11.820410164718188
-2029,903430040,933.0,240.0,0.0,3,TA,No,0,0,TA,592.0,0.0,0.0,Unf,Unf,FuseA,77.0,TA,TA,MnPrv,NA,0,2,Typ,240.0,1,Fa,Unf,TA,1173.0,0,TA,1,TA,Gtl,5680.0,Reg,0.0,0.0,0.0,9,25.0,4,5,Y,0.0,NA,0.0,7,2.0,592.0,102.0,AllPub,0.0,0,0,1,0,0,0,1,0,1,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,106,57,113000.0,11.635143097694478
-2030,903430050,969.0,245.0,0.0,2,TA,No,0,0,TA,969.0,0.0,0.0,Unf,Unf,FuseA,77.0,TA,TA,MnPrv,NA,0,1,Typ,216.0,1,TA,Unf,TA,1214.0,0,TA,1,TA,Gtl,5680.0,Reg,0.0,0.0,0.0,9,0.0,3,5,N,0.0,NA,0.0,6,1.0,969.0,77.0,AllPub,0.0,0,0,1,0,0,0,1,0,1,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,106,57,117000.0,11.669929213779893
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-2254,914478020,918.0,0.0,0.0,3,TA,Av,0,1,TA,98.0,224.0,530.0,Rec,GLQ,SBrkr,0.0,TA,TA,NA,NA,0,1,Typ,360.0,1,TA,Unf,TA,918.0,0,TA,0,TA,Gtl,8750.0,IR1,0.0,50.0,0.0,3,84.0,6,7,Y,0.0,NA,0.0,4,1.5,852.0,276.0,AllPub,192.0,0,1,1,0,0,0,1,0,0,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,32,32,148000.0,11.904967552746252
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-2259,916326090,2279.0,0.0,0.0,4,TA,No,0,0,TA,585.0,0.0,0.0,Unf,Unf,SBrkr,0.0,Gd,TA,GdPrv,Gd,1,2,Typ,461.0,2,TA,RFn,TA,2279.0,1,Gd,1,Gd,Gtl,19958.0,Reg,0.0,1224.0,0.0,7,0.0,8,6,Y,0.0,NA,138.0,7,2.5,585.0,412.0,AllPub,274.0,0,1,1,0,0,0,1,0,0,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,49,12,257000.0,12.456831363877356
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-2415,528218140,879.0,984.0,0.0,4,TA,Av,0,0,Gd,879.0,0.0,0.0,Unf,Unf,SBrkr,0.0,TA,Gd,NA,Gd,1,2,Typ,660.0,3,TA,Fin,TA,1863.0,1,Ex,1,Gd,Gtl,14054.0,IR1,0.0,0.0,0.0,11,17.0,5,7,Y,0.0,NA,0.0,9,2.5,879.0,117.0,AllPub,100.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,1,0,0,0,219210.0,12.297785453453374
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-2419,528222020,738.0,754.0,0.0,3,TA,No,0,0,Gd,738.0,0.0,0.0,Unf,Unf,SBrkr,0.0,TA,Gd,NA,NA,0,2,Typ,440.0,2,TA,Fin,TA,1492.0,1,Ex,1,Gd,Gtl,9073.0,IR1,0.0,0.0,0.0,10,32.0,5,7,Y,0.0,NA,0.0,8,2.5,738.0,132.0,AllPub,100.0,0,1,1,0,0,0,0,1,1,1,0,1,0,1,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,1,0,0,0,185101.0,12.128656901032139
-2420,528228280,1364.0,0.0,0.0,2,TA,Av,1,0,Gd,767.0,453.0,0.0,GLQ,Unf,SBrkr,0.0,TA,Gd,NA,Gd,1,2,Typ,437.0,2,TA,Fin,TA,1364.0,0,Ex,1,Gd,Gtl,3087.0,Reg,0.0,14.0,0.0,11,16.0,5,7,Y,0.0,NA,0.0,6,3.0,1220.0,116.0,AllPub,100.0,0,1,0,0,1,0,0,1,0,1,1,1,0,1,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,1,0,0,0,210250.0,12.256052577835195
-2421,528228325,1557.0,0.0,0.0,2,TA,Gd,0,0,Gd,1374.0,0.0,0.0,Unf,Unf,SBrkr,0.0,TA,Gd,NA,TA,1,2,Typ,420.0,2,TA,Fin,TA,1557.0,0,Ex,1,Gd,Gtl,3196.0,Reg,0.0,18.0,0.0,10,20.0,5,7,Y,0.0,NA,0.0,7,2.0,1374.0,163.0,AllPub,143.0,0,1,0,0,1,0,0,1,0,1,1,1,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,3,2,234000.0,12.363076394339839
-2422,528228340,1456.0,0.0,0.0,2,TA,Gd,0,0,Gd,1273.0,0.0,0.0,Unf,Unf,SBrkr,0.0,TA,Gd,NA,TA,1,2,Typ,400.0,2,TA,Fin,TA,1456.0,0,Ex,1,Gd,Gtl,3196.0,Reg,0.0,40.0,0.0,5,20.0,5,8,Y,0.0,NA,0.0,7,2.0,1273.0,163.0,AllPub,143.0,0,1,0,0,1,0,0,1,0,1,1,1,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,3,3,215000.0,12.2783933071098
-2423,528228360,1511.0,0.0,0.0,2,TA,Av,1,0,Gd,330.0,1038.0,0.0,GLQ,Unf,SBrkr,0.0,TA,Gd,NA,TA,1,2,Typ,398.0,2,TA,Fin,TA,1511.0,0,Ex,1,Gd,Gtl,2938.0,Reg,0.0,40.0,0.0,5,30.0,5,7,Y,0.0,NA,0.0,5,3.0,1368.0,160.0,AllPub,130.0,0,1,0,0,1,0,0,1,0,1,1,1,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,4,4,246990.0,12.417103128960582
-2424,528228415,1414.0,0.0,0.0,2,TA,No,0,0,Gd,1375.0,0.0,0.0,Unf,Unf,SBrkr,0.0,TA,Gd,NA,TA,1,2,Typ,398.0,2,TA,Fin,TA,1414.0,0,Ex,1,Gd,Gtl,3072.0,Reg,0.0,18.0,0.0,5,20.0,5,7,Y,0.0,NA,0.0,6,2.0,1375.0,164.0,AllPub,144.0,0,1,0,0,1,0,0,1,0,1,1,1,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,2,2,178740.0,12.093687514935382
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-2428,528228565,1506.0,0.0,0.0,2,TA,Gd,0,0,Gd,1346.0,16.0,0.0,GLQ,Unf,SBrkr,0.0,TA,Gd,NA,Gd,1,2,Typ,440.0,2,TA,Fin,TA,1506.0,0,Ex,1,Gd,Gtl,3013.0,Reg,0.0,145.0,0.0,4,20.0,5,7,Y,0.0,NA,0.0,6,2.0,1362.0,162.0,AllPub,142.0,0,1,0,0,1,0,0,1,0,1,1,1,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,1,1,213490.0,12.27134527214637
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-2431,528231050,734.0,1104.0,0.0,4,Gd,Av,0,0,Gd,732.0,0.0,0.0,Unf,Unf,SBrkr,0.0,TA,Gd,NA,Gd,1,2,Typ,372.0,2,TA,Fin,TA,1838.0,1,Ex,1,TA,Gtl,21930.0,IR3,0.0,0.0,0.0,7,40.0,5,5,Y,0.0,NA,0.0,7,2.5,732.0,140.0,AllPub,100.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,0,1,1,192140.0,12.16597955196373
-2432,528235050,807.0,702.0,0.0,3,TA,No,1,0,Gd,326.0,457.0,0.0,GLQ,Unf,SBrkr,0.0,TA,Gd,NA,Gd,1,2,Typ,393.0,2,TA,Fin,TA,1509.0,1,Ex,1,Gd,Gtl,7861.0,IR1,0.0,0.0,0.0,6,75.0,5,6,Y,0.0,NA,0.0,7,3.5,783.0,175.0,AllPub,100.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,4,3,183200.0,12.118333731222167
-2433,528235130,707.0,707.0,0.0,3,Gd,Av,0,0,Ex,707.0,0.0,0.0,Unf,Unf,SBrkr,0.0,TA,Gd,NA,Gd,1,2,Typ,403.0,2,TA,Fin,TA,1414.0,1,Ex,1,Gd,Gtl,9056.0,IR1,0.0,0.0,0.0,10,35.0,5,8,Y,0.0,NA,0.0,6,2.5,707.0,135.0,AllPub,100.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,2,2,178000.0,12.089538829274222
-2434,528235190,848.0,750.0,0.0,3,TA,Av,0,0,Gd,848.0,0.0,0.0,Unf,Unf,SBrkr,0.0,TA,Gd,NA,Gd,1,2,Typ,433.0,2,TA,Fin,TA,1598.0,1,Ex,1,Gd,Gtl,9171.0,IR1,0.0,0.0,0.0,7,48.0,5,7,Y,0.0,NA,0.0,7,2.5,848.0,148.0,AllPub,100.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,2,1,201490.0,12.213495031345811
-2435,528240080,1454.0,482.0,0.0,3,TA,No,0,0,Gd,1406.0,0.0,0.0,Unf,Unf,SBrkr,0.0,TA,Gd,NA,TA,1,2,Typ,504.0,2,TA,RFn,TA,1936.0,1,Ex,1,Gd,Gtl,11194.0,IR1,0.0,40.0,0.0,11,124.0,5,8,Y,0.0,NA,0.0,7,2.5,1406.0,312.0,AllPub,188.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,6,6,230500.0,12.348006141418841
-2436,528250060,807.0,702.0,0.0,3,TA,No,0,0,Gd,783.0,0.0,0.0,Unf,Unf,SBrkr,0.0,TA,Gd,NA,Gd,1,2,Typ,393.0,2,TA,Fin,TA,1509.0,1,Ex,1,Gd,Gtl,7875.0,Reg,0.0,0.0,0.0,7,75.0,5,7,Y,0.0,NA,0.0,8,2.5,783.0,75.0,AllPub,0.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,3,3,180000.0,12.100712129872347
-2437,528275060,953.0,711.0,0.0,3,TA,No,0,0,Gd,953.0,0.0,0.0,Unf,Unf,SBrkr,0.0,TA,TA,NA,TA,1,2,Typ,460.0,2,TA,RFn,TA,1664.0,1,Ex,1,TA,Gtl,8121.0,IR1,0.0,0.0,0.0,1,40.0,5,6,Y,0.0,NA,0.0,7,2.5,953.0,140.0,AllPub,100.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,6,6,172400.0,12.05757263721173
-2438,528275080,1008.0,881.0,0.0,3,TA,No,0,0,Gd,250.0,732.0,0.0,ALQ,Unf,SBrkr,0.0,TA,TA,NA,TA,1,2,Typ,431.0,2,TA,Fin,TA,1889.0,1,Ex,1,TA,Gtl,8658.0,IR1,0.0,0.0,0.0,4,0.0,5,6,Y,0.0,NA,0.0,9,2.5,982.0,0.0,AllPub,0.0,0,1,1,0,0,0,0,1,1,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,6,6,215000.0,12.2783933071098
-2439,528280100,956.0,930.0,0.0,4,TA,No,0,0,Gd,930.0,0.0,0.0,Unf,Unf,SBrkr,0.0,TA,Gd,NA,TA,1,2,Typ,431.0,2,TA,Fin,TA,1886.0,1,Gd,1,Gd,Gtl,11214.0,IR1,0.0,0.0,0.0,7,0.0,5,7,Y,0.0,NA,0.0,10,2.5,930.0,89.0,AllPub,89.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,8,7,199900.0,12.205572520488492
-2440,528290140,959.0,712.0,0.0,3,TA,No,1,0,Gd,173.0,786.0,0.0,GLQ,Unf,SBrkr,0.0,TA,TA,NA,TA,1,2,Typ,472.0,2,TA,Fin,TA,1671.0,1,Ex,1,TA,Gtl,10852.0,IR1,0.0,0.0,0.0,2,38.0,5,6,Y,0.0,NA,0.0,7,3.5,959.0,38.0,AllPub,0.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,0,6,6,173000.0,12.061046873479915
-2441,528292080,1082.0,1240.0,0.0,4,TA,No,0,0,Gd,1035.0,0.0,0.0,Unf,Unf,SBrkr,0.0,TA,Gd,NA,NA,0,3,Typ,617.0,3,TA,RFn,TA,2322.0,1,Gd,1,Gd,Gtl,12104.0,IR1,0.0,0.0,0.0,8,45.0,5,7,Y,0.0,NA,0.0,8,3.5,1035.0,445.0,AllPub,400.0,0,1,1,0,0,0,0,1,1,1,0,1,0,1,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,1,0,0,0,287602.0,12.569332858907769
-2442,528294070,1005.0,1286.0,0.0,4,TA,No,0,0,Gd,975.0,0.0,0.0,Unf,Unf,SBrkr,0.0,TA,Gd,NA,TA,1,2,Typ,429.0,2,TA,Fin,TA,2291.0,1,Ex,1,Gd,Gtl,8738.0,IR1,0.0,302.0,0.0,2,0.0,5,7,Y,0.0,NA,0.0,8,2.5,975.0,192.0,AllPub,192.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,7,7,230000.0,12.345834587905333
-2443,528315030,1407.0,985.0,0.0,3,TA,No,1,0,Gd,322.0,1074.0,0.0,GLQ,Unf,SBrkr,0.0,TA,Gd,NA,TA,1,2,Typ,870.0,3,TA,Fin,TA,2392.0,1,Ex,1,Gd,Gtl,9452.0,Reg,0.0,423.0,0.0,6,70.0,5,8,Y,0.0,NA,0.0,7,3.5,1396.0,70.0,AllPub,0.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,9,8,348000.0,12.759957758756611
-2444,528315070,1079.0,897.0,0.0,3,TA,No,1,0,Gd,253.0,791.0,0.0,GLQ,Unf,SBrkr,0.0,TA,Gd,NA,Ex,1,2,Typ,885.0,3,TA,Fin,TA,1976.0,1,Ex,1,Gd,Gtl,9660.0,IR1,0.0,242.0,0.0,2,31.0,5,8,Y,0.0,NA,0.0,7,3.5,1044.0,241.0,AllPub,210.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,8,8,286000.0,12.56374708980199
-2445,528315080,1205.0,1029.0,0.0,3,TA,Mn,1,0,Gd,655.0,505.0,0.0,GLQ,Unf,SBrkr,0.0,TA,Gd,NA,TA,1,2,Typ,768.0,3,TA,RFn,TA,2234.0,1,Ex,1,Gd,Gtl,9545.0,Reg,0.0,322.0,0.0,6,50.0,5,8,Y,0.0,NA,0.0,7,3.5,1160.0,50.0,AllPub,0.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,6,6,300000.0,12.611537753638338
-2446,528320060,1831.0,1796.0,0.0,4,TA,Gd,1,0,Ex,543.0,1387.0,0.0,GLQ,Unf,SBrkr,0.0,Gd,Gd,NA,TA,1,3,Typ,807.0,3,TA,Fin,TA,3627.0,1,Ex,1,Gd,Gtl,35760.0,IR1,0.0,1378.0,0.0,7,76.0,5,10,Y,0.0,NA,0.0,10,4.5,1930.0,437.0,AllPub,361.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,11,10,625000.0,13.345506928718539
-2447,528327010,1540.0,1315.0,0.0,4,TA,Av,1,0,Ex,358.0,1182.0,0.0,GLQ,Unf,SBrkr,0.0,TA,Gd,NA,TA,1,2,Typ,774.0,3,TA,RFn,TA,2855.0,1,Ex,1,Ex,Gtl,9233.0,IR1,0.0,877.0,0.0,3,55.0,5,9,Y,0.0,NA,0.0,9,3.5,1540.0,302.0,AllPub,247.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,6,6,405000.0,12.911642346088676
-2448,528344060,1086.0,838.0,0.0,3,TA,Av,1,0,Gd,130.0,956.0,0.0,GLQ,Unf,SBrkr,0.0,TA,Gd,NA,TA,1,2,Typ,592.0,2,TA,RFn,TA,1924.0,1,Ex,1,Gd,Gtl,12011.0,IR1,0.0,530.0,0.0,6,75.0,5,8,Y,0.0,NA,374.0,7,3.5,1086.0,657.0,AllPub,208.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,8,8,280000.0,12.542544882151386
-2449,528348010,1165.0,1098.0,0.0,4,TA,No,0,0,Gd,1141.0,0.0,0.0,Unf,Unf,SBrkr,0.0,TA,Gd,NA,TA,1,2,Typ,420.0,2,TA,Fin,TA,2263.0,1,Gd,1,Gd,Gtl,12090.0,Reg,0.0,650.0,0.0,7,123.0,5,8,Y,0.0,NA,0.0,10,2.5,1141.0,267.0,AllPub,144.0,1,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,8,8,258000.0,12.460714863903755
-2450,528358030,1358.0,1368.0,0.0,4,TA,No,0,0,Gd,815.0,527.0,0.0,ALQ,Unf,SBrkr,168.0,TA,Gd,NA,Ex,1,2,Typ,725.0,3,TA,RFn,TA,2726.0,1,Ex,1,Gd,Gtl,10019.0,IR1,0.0,397.0,0.0,6,169.0,5,8,Y,0.0,NA,0.0,9,2.5,1342.0,644.0,AllPub,307.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,11,11,350000.0,12.765688433465597
-2451,528360050,1933.0,1567.0,0.0,4,TA,Gd,1,0,Ex,48.0,292.0,1393.0,Rec,GLQ,SBrkr,0.0,Gd,Gd,NA,TA,1,3,Typ,959.0,3,TA,RFn,TA,3500.0,1,Ex,1,Ex,Gtl,17242.0,IR1,0.0,738.0,0.0,5,86.0,5,9,Y,0.0,NA,210.0,11,4.5,1733.0,1166.0,AllPub,870.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,13,12,584500.0,13.27851205989426
-2452,528363070,1305.0,1189.0,0.0,4,TA,Gd,1,0,Gd,742.0,380.0,168.0,GLQ,BLQ,SBrkr,0.0,TA,Gd,GdPrv,TA,1,2,Typ,803.0,3,TA,Fin,TA,2494.0,1,Ex,1,Gd,Gtl,10236.0,IR1,0.0,501.0,0.0,6,95.0,5,8,Y,0.0,NA,0.0,9,3.5,1290.0,295.0,AllPub,200.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,12,11,321000.0,12.679196402112153
-2453,528365090,1203.0,1323.0,0.0,4,TA,No,1,0,Gd,425.0,740.0,0.0,GLQ,Unf,SBrkr,0.0,TA,Gd,NA,TA,1,2,Typ,844.0,3,TA,RFn,TA,2526.0,1,Ex,1,Gd,Gtl,10120.0,Reg,0.0,391.0,0.0,12,78.0,5,8,Y,0.0,NA,0.0,8,3.5,1165.0,387.0,AllPub,309.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,12,12,290000.0,12.577636201962656
-2454,528366040,1565.0,1234.0,0.0,3,TA,No,1,0,Gd,0.0,247.0,1039.0,LwQ,GLQ,SBrkr,0.0,TA,Gd,NA,TA,1,2,Typ,704.0,3,TA,Fin,TA,2799.0,1,Ex,1,Gd,Gtl,12585.0,IR1,0.0,420.0,0.0,10,136.0,5,8,Y,0.0,NA,0.0,8,3.5,1286.0,568.0,AllPub,432.0,0,1,1,0,0,0,0,1,1,1,1,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,13,13,315000.0,12.66032791780777
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