From aaddf032aa6d873e2e263e23c7312fc67edc155a Mon Sep 17 00:00:00 2001
From: abe <aclaycomb@usgs.gov>
Date: Fri, 28 Oct 2016 15:32:44 -0600
Subject: [PATCH] re-added delta h, delta e, delta z

---
 .../AdjustedPhase1GenerationTool.ipynb        | 151 ++++++++----------
 1 file changed, 67 insertions(+), 84 deletions(-)

diff --git a/docs/algorithms/AdjustedPhase1GenerationTool.ipynb b/docs/algorithms/AdjustedPhase1GenerationTool.ipynb
index cdd66466e..b3aa93083 100644
--- a/docs/algorithms/AdjustedPhase1GenerationTool.ipynb
+++ b/docs/algorithms/AdjustedPhase1GenerationTool.ipynb
@@ -11,20 +11,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 109,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "C:\\Users\\aclaycomb\\AppData\\Local\\Continuum\\Anaconda2\\lib\\site-packages\\obspy\\core\\util\\deprecation_helpers.py:67: ObsPyDeprecationWarning: Module 'obspy.earthworm' is deprecated and will stop working with the next ObsPy version. Please import module 'obspy.clients.earthworm'instead.\n",
-      "  warnings.warn(msg, ObsPyDeprecationWarning)\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "%matplotlib inline\n",
     "\n",
@@ -88,7 +79,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 110,
    "metadata": {
     "collapsed": true
    },
@@ -107,7 +98,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 111,
    "metadata": {
     "collapsed": true
    },
@@ -118,7 +109,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 112,
    "metadata": {
     "collapsed": true
    },
@@ -129,7 +120,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 113,
    "metadata": {
     "collapsed": false
    },
@@ -143,7 +134,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 114,
    "metadata": {
     "collapsed": false
    },
@@ -154,7 +145,7 @@
        "-22.0"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 114,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -206,7 +197,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 115,
    "metadata": {
     "collapsed": false
    },
@@ -214,10 +205,10 @@
     {
      "data": {
       "text/plain": [
-       "[<matplotlib.lines.Line2D at 0xb4c5080>]"
+       "[<matplotlib.lines.Line2D at 0x4126b240>]"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 115,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -225,7 +216,7 @@
      "data": {
       "image/png": 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EXIkRuxzV1qsislj0UmB/5zpnJToxIhRIjGgpL/nWTS8HflP+MMbGzh2dI1mI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\nNbBkSbTOfO1aPdsZHISGBnjoITjuuPz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RSulXKQnuCl0jqNw4kzGGqaNNIZ4czP9h7B1j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\nQJvwAKDtBxep0jqhjxjVAAAAAElFTkSuQmCC\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0xa4136a0>"
+       "<matplotlib.figure.Figure at 0x3e099438>"
       ]
      },
      "metadata": {},
@@ -249,7 +240,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 116,
    "metadata": {
     "collapsed": false
    },
@@ -257,10 +248,10 @@
     {
      "data": {
       "text/plain": [
-       "[<matplotlib.lines.Line2D at 0xb8ee860>]"
+       "[<matplotlib.lines.Line2D at 0x42a48dd8>]"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 116,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -268,7 +259,7 @@
      "data": {
       "image/png": 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islhEXhWRTd52dmlvzTCS09kJ06bBqae6387OSktkGOmj3N5q8517o7rV4VNV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\nGIaRCDMYhmEYRiLMYBiGYRiJ+P+ixjOXIsDsWQAAAABJRU5ErkJggg==\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0xb6f97f0>"
+       "<matplotlib.figure.Figure at 0x429a2668>"
       ]
      },
      "metadata": {},
@@ -292,7 +283,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 117,
    "metadata": {
     "collapsed": false
    },
@@ -300,10 +291,10 @@
     {
      "data": {
       "text/plain": [
-       "[<matplotlib.lines.Line2D at 0xbc8b898>]"
+       "[<matplotlib.lines.Line2D at 0x42e27c50>]"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 117,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -311,7 +302,7 @@
      "data": {
       "image/png": 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7+11QyaLUwuy5/Z683/h+XNr2nban8evGlPcM2mVQXHj23cfczbAewxj8zcE0\nbWzioTce4vq516d9ZoDLZ17O5Fcnp7UvyOQxkzlv//MYdv8w6tbX0Uk60azN9N2pL+9seCfOSZ5Z\ndSbTxrnAh3Dodbirref2PXm/8f2krZvwmFDTxqY4aR9zNpkRRecxFVioqvcH8pyNEzbcBGzBher+\nzbs2lPhQ3cu99M7AI8ABwKfA6aq6Jsnnm/MwsiZdJFlb8Z3aWVVn8V7Te4zdZyxAXMRbePKlPx4B\nUEJJS1TXS+teammhCMJrF75GfVM9pz5+KhubNya0PCDWGko2tnHlrCu5c9GdsfORV3LH0Xe01MWD\nbzzIft/cL248qVNJJ/4x/h888tYjPLDkgZjN3sRU3yHOXzefM548I6M6qrmwBiCh9fh+4/tx0WhB\nxg0Yx6+O+BWVu1TS0NjQEqHnh6CfOP1EVny6AoDK7pW8dtFrgNOGW/T+Ii4ZdomN1ySh4M6j0Jjz\nMIqNoOPqVt6NmW/P5NCeh7L+q/VxwQTJHFww/PrDLz7kqueuYt7aeS1lX3rgpVx78LUJg+LTl06P\ne8FPHzed06pOS6skMLrXaOaeNzelzb5DDDsmn1IpbZHc8Tm+3/Gs2rCKFZ+saEk7ffDpvP7B69Su\nr01bb7WX1jLrnVlxc4MuPfBS7nn1nvhnHTeda/9xLas/c2NFfktr94rdGXb/MFatX0W/7v144HsP\n8Pslv08I0U5FMscTbEF1K+/WMr7Trbwbz6x6hl7b9+KRtx6J5NIL5jzMeRgdmMmLJse9TO8+5m5+\nOPyHCfmaNjYx7P5hvL3+bfbpvg+vXfQaFZ0r0ioJzD93Pof0PqRVG1I5oKnHT2X5x8u5deGtae+/\n46g7+PHzP271c87d71waNzby1MpY+PRNo2/i+nnXx+W78IALmfL6lIR7x+wzptUWkj8uEx7oD8/5\nWXThIlZ9uiohzNunc2nnhOi/aSdOY+Y7MyPjSMx5mPMwOjDhbpx0gpXJQqXD4z9/OvFPPPLWI1x7\n8LUZOQ6fuk/q+J+a/6G6tpo1n62hsntly1iF351XQgl/fPOPLfcM/uZgHj7xYf753j/jHKDPMfsc\nw9/fTh6UWSIlDNh5AM+Pf57D/3g4devd2jadSzvzs0N+luBQAM4cfCZ/XvbntM9x6YGXctnwyxLG\nxFZ+ujIukGDq8VO577X72jzXKF2gx7bCnIc5D6ODk08lgWxpbS5PskCFoAMEpwwwYOcBzD57Nkc8\nfAR16+v2HIwpAAAgAElEQVTYsXxH1m+MTfEav+947hl7T4vA5rw181jz2RrGDRwHEFeez/H9judv\nq/6WNtLt56N/TtPXTXGtsYkHT2T3brvHOThfvSAVyVoeQcbvO56HT3o45fVtgTkPcx6GUTSkclS+\nAwyP/fjOqLykvGVNmnTRYsHy7nvtPn7x0i9a0ny5HP/zv9j0Bb966VdU11Xz9ZavW1puX2z6IsHJ\ndSvvFpPSCY3ljNxjJPeMvSeubH9cyA8TD09uba8tD1Q1ow23ZO3rQLV3Ph1Y4m3vAku89COB13Ca\nVq/iZEv8MoYAb+KWob0zkF7ulbcKWAj0TGGDFgNz584ttAkZYXbmjmKwUbV47Hz4rw/rxDkTtfbj\n2ozvqamv0fEzxmtNfU3KPPWf1+uUmila/3l9S1rtx7UJn+Xnq6mv0S6/6KLcgHb5RZe4+1RT12cm\ntmxLvHdnxu/7TLZsnMeVwJ985xG6dhtwnXe8H7CbdzwYeD+QbxFwoHc8EydJAnAJcK93fBowPYUN\neajW3DNp0qRCm5ARZmfuKAYbVc3OtpDM4fhEyc505MN5lGTSOvGEEccCD6TI8n08iRJV/Zeqfugd\nLwO6iEgnT2G3QlVf9e55GDjROz4B8EfXngCOyMQuwzCMfNNj+x5cMOQCE5oMkZHzAH6LkxhJGHDw\nhBE/1JCirnftFFx31tc4Zd3gVNr3vTS8/XsAqtoMfCYi3TN9CMMwDGMb01rTBDgW+J13PBr4W+j6\nvcCVSe4bjBvD6O2dDwWeC1w/mNj4yVtAj8C1t4HuScpU22yzzTbbst9y3W3VqqoucBBwvIiMxRNG\nFJGHNSaMeDJuILwFr5trBk6OfY2XXA/sFci2p5cWvNbglbm9huTYcU+f22gBwzAMo0202m2lqteq\nak9V7QucjlvQ6Rzv8lHACg0o6orIDsAzOMHEVwLlfAh8LiLDRUSAc4CnvcvVwLne8anAC1v5XIZh\nGEYeyXTMIxWnEVrLA/ghsDdwvYi8LiJLRGQX79qlwIO4UN1VqjrLS38Q2MVbBOoKnLCiYRiGEVGK\napKgYRiGEQ22tuXRZkTkQRH5t4i82Uq+A0XkaxE5OZRe4rVqqgNpO4nIcyJSKyKzvS60KNo5SUTe\n99KXeOuiFMxOEVkjIv/yWoqLA+k5rc882Ri1utxBRB4XkRUiskxERnjpkfpuprEzMvUpIpWB3ovX\nReRzEbnMuxaZ+mzFzsjUp5d2pYgsFZE3RWSaiJR76VnXZ8GcBzAVODpdBhEpAX4DzE5y+XJgeSht\nIjBHVfvjxk1+GlE7Ae5Q1SHeNivJ9WzZGju3AKNV9QANrEVP7uszHzZCtOryLtxaNQNxE2Z9PfKo\nfTdT2QkRqU9VrfP+3kNw0Zr/wQXiQITqsxU7ISL1KSI9gB/hVn7dF7cMub/oXtb1WTDnoar/BDa0\nku1HuEmDHwUTJfWkxeBkwz8Sm4QYNTshzTrtbWFr7PRsSfZdyGl95slG/1rOaKudIrI9cIiqTvXK\n2ayq/pKAkflutmInRKQ+QxwJvKOq/lyxyNRnK3ZCtOqzFNhORMqArsQiXrOuz0K2PNLieckTVfU+\nEis/1aTFXVX139AS3ZWwDnpE7AT4oYi8ISIP5KLJvZV2KvC8iLwqIhcG0rdpfbbRRohOXfYBPhGR\nqV4Xxf0i8g3vWpS+m+nshOjUZ5BwcE6U6jNI0iCiKNSnFxV7O7AO5zQ+U9V/eJezrs/IOg/gTuCa\ncKKIHAv8W1XfwFVMOq++LaIB2mLnvUBfVd0f+BC4owB2Bu05yGtyjwUuFZGDU5SR7/psi41RqEuf\nMtycp3s8W78kFjmYzBnmm7bYGYX6jKsrEekEHA88nqaMQtRnJnZGpj5FZEdcC6MX0APoJiJnpiij\n9frM9azDbDbvId5McW21t70LNOEq/njgVzjPuRr4APgCeNi7ZwXwLe94N9wclMjZmWnZ28LOJPkm\nAT/OV33m2sYo1SXwLWB1IN/BeIoMEftuprQzSvUZuH48MCt0T2TqM52dUapP4BRgSiDfeGLqIVnX\nZ6FbHilbDqra19v64PruJqhqtaaftFgNnOcdn0tsEmKk7BQnEulzMrC0UHaKSFcR6ebZtR3w3YA9\n+ajPnNoYpbpU1+x/T0T8xSeOIBYsEaXvZko7o1SfgSxnkNgVFJn6TGdnxOpzHTBSRLqIiOD+7n6g\nRNb1mYk8SV4QkT/jtLJ2FpF1uF+T5TgNlvtD2TNtkt4MPCYi/wWsxan9RtHOW0Rkf1wE0Rrg4gLa\n+S3gKRFR3Pdhmqo+513LaX3mycYo1SXAZcA0rwtjNfADLz1q381UdkaqPkWkK24Q+qJQvkjVZxo7\nI1OfqrpYRJ7Arcv0tbf382ddnzZJ0DAMw8iaQndbGYZhGEWIOQ/DMAwja/LmPCSJnISI7CciC7z0\npwODoEeKyGte+qsicni+7DIMwzC2nryNeYjIamCoqm4IpC3GhVj+U0TOw8U/Xy8i++HmRHwoIoOB\n2aq6Z14MMwzDMLaafHZbJZOT6Kduaj3AHGAcgKZY9zyPthmGYUQeyVAE0cvbU0TmeD04L3gzzfNG\nPp1HUE7iAi9tmYgc7x1/H7eaYBwSv+65YRhGR6ZVEcQAtwF/UNX9gJtwwoh5I5/dVrur6gci8k3g\nedwiUR8BdwPdcZNSLlPVbwbuGQz8FThKY8vXBsu0uGLDMIw2oDlexjtvLQ9V/cDbfww8BQxXJ118\ntKoeCEwH3vHzS/J1z5OVG/lt0qRJBbfB7DQbzU6z09/yQV6cRyo5Ca8V4mvNXwf8j3e+I0nWPTcM\nwzCiSb5aHt8C/ikirwOv4ETXngPOEJFanI5Ovar+wct/KanXPTcMwzAiRl60rVT1XWD/JOmTgclJ\n0n8J/DIfthSC0aNHF9qEjDA7c0cx2AhmZ64pFjvzQVFpW4mIFpO9hmEYUUBE0GIZMDcMwzDaL+Y8\nDMMwjKwx52HklKYmWLjQ7Q3DaL+Y8zByRlMTHHIIHHqo25sDMYz2S1RUdbt7WixNIpIQjWUUB0uX\nwrJlsHkzLF/ujg3DaJ/ks+WxBRitqgeo6nAvbQpwtTrtlaeAq730r3CTBq/Koz1GnunVC8q84O/S\nUujZs7D2GIaRP6Kiqvulqi4ANubRHiPPrF0LX3tylps3w7p1hbXHMIz8ETlVXaN4qapyW6dOMHiw\n2wzDaJ/kZYa5x0EaUNUVkZXAfwF3i8j/w6nqbsrj5xvbmIoKmDkTnn0Wjj3WnRuG0T7Jm/PQgKqu\niPiqunfgadOLSD/g2GzLveGGG1qOR48e3aHlAQpNU5MbJK+qco6iqQnGjnUD5YMHw0svmQMxjEIw\nb9485s2bl9fPyIs8iYh0BUpU9QtPVfc54Ebgdc+ZlOAWOZkbEEdERM4Fhqnqj1KUa/IkEcEPyw06\niqVLXZju5s2u62r+fBg5stCWGoZRTPIk2arqIiLvArcD54rIOhEZkCfbjByQLCy3qso5krIyF3ll\n0VaG0X4xYUSjTTQ0wN57w1dfQZcu8M470KOHSz/sMHj3XejTB1580aVDYjfX1pLr8gyjvVJMLQ+j\nnZMqLHftWuc4mpvh7bedI2lqSj37PJmcSSYSJ01NMGqUK2vUKJvNbhjbGnMeRptIFZZbVeW6rHzW\nrnVdWsm6uXwHcOihMQeQqcTJokWuzOZmt1+8OP/PbBhGjHyG6hrtmIoKN0juD5gHu43KAt+qkhI3\n9lFRAQMGwIoV0L+/u8d3ABBzAF27JjoZG3Q3jOhhLQ+jzTQ1wZtvxrcOli514x8+wS6t5ub4fTIy\nlTgZMcK1csrK3H748OT5DMPID+Y8jIwJjkX4A+YXX+z2DQ0uT1UVDBwYu2fgwFgrY8UK5zhWrAA/\nBH3gQOckfAeQqcRJRQUsWOBaPwsWuDSTgjeMbYc5DyMjwmMRTzzhIq3A7WfOdMf+S33OHLctWJA8\nEuqyy+CYY9zx7NmxfNmIK1ZUxLq0fNtGjXKfa07EMPJLJCTZvWs/FZFVIrJCRL6bL7uMthEe8O7T\nx4XogtuPHRvLW1EBRxzhNt9xBLuZevWCNWtcWStWxO4BV/ZGTx5z48bY9SDhaKylS922ebPbH3OM\nrSdiGPkmEpLsIjIIJ5Q4EDgGuFdEchqTbGROQwPcf3+sKwoSWwRDh7qxjSlTYnM80hHsZvrNb+Kv\nLVmS+Ys+2ALyWxmdO8OWLbE8tp6IYeSfvE0S9GaMD1PVTwNpG1R1J+94T2C2qg4WkYmAqurN3rW/\nAzeo6qJQmTZJMM+kmvy3cKF7aTc3Oyfy0kttj4KaMweOOip27o95vPSSOx81ClaudNFZs2e7cZBe\nvdz+P/9xLYvNm2P3futb8Y6upAQGDUrdZWYYHY1imySYjST7HsB7gXvrvTSjDbRlHfG6OrjmGnjw\nweRjGbmUWx80yLUWfJqbYy2FYAtl9mw4/HA46CDo29e1Nq680jmVkpLYvUHHESwzW2z9dcPInKKT\nZDdV3fQkEyxs7dd3XZ17IfuNOpHYcf/+bp9uXke2rF0b/3IvK3MOxXdI/kD49OnONoiNg6xcCbNm\nOWdz2WWxMkpLY2Vu2eLGShYvduMurcmYNDW5aLAf/tDNiq+sdOfWajGKlW2hqouq5n0DJgE/DqX1\nA17xjicC1wSuzQJGJClHjfQsWKBaWqoKqmVlqgsXtn7P1Ve7/Mm28nLV+vrc2tjYqLrffqqdOqlW\nVanOmePSwlxxRaI9Xbqo1taqPv+86qBB7hkHDnTllJTE562ujn1WWZnbhz/Hvy6SeK9htBe8d2dO\n3+t56bYSka5+JJUnyf5dYKnXCsGTZL8O+B/vlmrgdBEpF5E+wD6ACU60gVShrum6ZM4/37U2fHbb\nLXa8aZPruspll47fipk/33VRBaOyglxySbxd4MY6jj3WjXuUlLhWyKJFrpw774zP27VrclmUIP71\n8FDamjVb/ZiG0a6JhCS7qi4HHvPSZwITPG9pZEmyUNfW9KIqK1130MSJUFvrlHDLy921Ll1i97Wm\nN5UNftdUuq4h3y5/nKNTJ+jdOxbmW1sL223nyqiogPPOS5x1XlXl7i0ri8miBPGvlwT+Ezp3hqOP\ntvEPw0hLrpsy+dywbqtWefrpxO6XBQtctw24rqJMurLq61WnTHH7ttyfaxob3efW18e6vFJ1Qy1c\n6PaNja57a+BA15VXVZU8v399n31UJ0923WLpuroMo9ggD91Wtp5HkRMeDA6Hwc6Z436BB8Nfsw1h\n9dVv23p/rmlqan3g3rfZl0QB1/qYMQM++ACOO86FICerr65dbUVEo32Rj1BdU9UtYpJFVvkzuVes\ncLpRvmBgc7OLQmpLCKtPVPx2UJYkFUHFXp+SEjj1VNed17kzrF6d/F6/K2vlyuRdXYZhmLZVURMc\nDF62zIW2gmsZ/POfbp7E0qUwd65zJsEQ1mw/Z+VK53hqa4t35vbXX8ePB912mwsRrqqKF2f08zY3\nx0QaDcOIx5xHEROMrGpuhgkTXEsE3K/lsWNjE+ty9TmtiRVGBb8FVlLiWhmdOsUvUgVw111uYHz2\nbOds/e64uXOdk1R1+3yHyxtGMWLdVkXM2rUulBbciy4Yjqoaa5WsW+dmaK9b57pjsl37IplMemta\nVoWmosI5hWefdUvhrl8P3bvDt78dq7MtW1yrasUKFy7sEw7TXbt2m5ltGEXDtlbV3V9EFvppIjLM\nS+8kIg+JyJvetcPyZVd7olevWEitiPt17c/Urqpye19O5KWXYmtfZDvYnUtpkm1FU5NreU2YAN//\nvrP500+Tj/l8+WX8+SmnxORTOneGk0/Ov72GUWzks+Xhq+puCKTdDExS1edE5BjgVuBw4EJcKNm+\n3kTCvwPD8mhb0ZBOWmPt2phAYEkJXHUV/OhHsXxhOZG2thZyKU2yrUg2OdB3gv7a5z5du8bf26OH\nG0yfOdM5oKi3sgyjEORzzEOSlL8F2ME73hEngAgwCHgBQFU/Bj7zWyUdmaYm13d/yCFuH56w5rcu\nysrcduutrg/fz5fJRLxMyWVZ24Jgy8tvjflOcPZsl5ZuCdsePeCCC8xxGEYq8inJvhr4DGgG7lfV\nKSIyAJiNcywCjFLV90TkQuBI4EygJ7AE+C9VfSpUZoea51FdDSecEDufPt0NVgdbIU1N8Ic/xIsE\nzpmTmSBgeyfdfJBM5oqkK7cj16tRfBTbPI+gqu5znqruKcDlqvpXETkFeAg4ytsPBF4F1gIv45xO\nhyY8cHvFFfDxx27+hj92UVERv2a4T1vUddsb6eaDZDJXJBlRmzBpGIVim8wwF5FJwBfAdeotBuWl\nf66qOyTJ/zJwvqquDKXrpEmTWs7buyR7Q4OLktq40XWx+OMbAJMnOy2niorkL7SlS22WdD4Iz0if\nOtX9HQwjSoQl2W+88cactzzy4jxEpCtQoqpfeKq6zwE3Ar/FiR6+KCJHAL9R1QNF5BueLV+KyFHA\nz1R1dJJyO1S3VUODWyt806b49SogfvU934EEu2H8lsfy5a5/vyO2PHJFsJtq0aJ45wFuLkhlZWFs\nM4xMKKaVBFOp6l4E3O6l/8I7B9gVWCIiy4CfAOPzZFdR8cwzsTkJzc1u8La0NHYelBgPD2gHZc/N\ncbSdsCLxoEGw007xeX7/+8LYZkSXjrAqZV7GPFT1XWD/JOkvkyQEV1XXAgPyYUsU8VeuAxdFlerF\nftxxbp6Br8U0dy68954b+6itjV99Lxlt7dc3YoRDflescKG9GwIB6NlOujTaNx1lvNHkSbYx/vjE\nUUe5bdSo1L9OKipct1VJidvvvruLopo9G+65x81DaI9fyigRXg/kP/+B+vr4PP36FcY2I5osXeo2\nX3OuWLXgWsOcxzbGl8PwWbky9uUKN3UXLXLXt2xx+8WL42dOjx3bvpvFUcFXJN60Ca6+OvH6449v\n/Wd0hG6OjkKvXi5IBdyPjmLQgmsL5jy2MVVV8aG1Awa4pq3fIjn00PStkdaWVTVyy6JFMUXiujrX\nXRhEBH7wg637jNZWejSKi6Dyg68F1x4x57GNqahwobRz5rjNnyfgrz+xebPbL14cU4YNyoUnmzlt\nFIZx41yLMNNIq1StC/tB0L7YeedYZGRzsxPkbI+Y8ygAFRVu7OKII9KPWfiOJigXblFU2xbfgZeV\nJUq6X3JJdo4jVeuiV69YFF1JiRO7vP9+F6ptFA/+j4NZs2ILp6m6/9X2iC1DGxGCy6YGZ5Abhcef\nQ9Ozp9MOa8vs8oULndNobnaO6KWXYpFw4YmH5eVufKVLF3jnHdPXKgaCEVb9+jlhzY0bo/M3LKZ5\nHplKsh/opZeJyB88SfZlIjIxX3ZFlWStDCMa+CHPPXq4v01Q2j7YFZVu0DubBbX8uT1ffeUi6ozo\nE+x6fPttF0QxZUo0HEe+KLQk+y04SfZTgXJPkv0bwHIR+bOqttOhpnj8Gcy9ekVnnXAjOcG5M8Ff\nmwO8WUorVyaP7V++PH4J3BUrYi8Vv2ts5UrYc894TbP+/fP+SEYO8McifUWH0aPb/w/AqEiyK7Cd\niJQCXYGNQGMebYsM/gvokENg770t4qaYCP7aXLHCbf6g97x5mY9b+K3Ol16CI4+Mv/boo3kx3cgx\nHXEsMp/OQ4HnReRVT3Id4ErgNhFZh2t1/NRLfwL4EvgAWAPcpqqf5dG2yOC/gJqbXTeFRdwUD8HI\nt8rKWLcUwKmnwsUXO2HLhob4yLnKSvf3DToWv0UT7s761re2zbMY2ZGsi7LY1rzZWvK5nsfuQUl2\n4DKcJPvcgCT7xap6lIgcBPw3cC6wM/ASMEZV14TKLEpV3XTrPwS7PsrKnBMxIcPiwR9M/+ij+LVX\nglx5Jdx4ozueN885Fl9yZvXq+D7xhgbo3dutGd+pk+vCaq995sVKWH5k5kw3t2Pnnd3f97jjCv83\n2xaquqhq3jdgEnAVsCGU/pm3/x1wViD9QeCUJOVosdHYqFpVpVpW5vaNjcnzLFyoWl/v9snyGNHm\n+edV3YhV4lZaqrrffu7vetdd8dcmT44vp7FRdeBAd8/AgfZdiCILFrj/Z3D7ffZRLSlRFXFpnTu7\n/+Uo4b07c/pez0u3lYh0FZFu3vF2wHeBt4AGETnMSz8CWOXdsg74TiD/SGBluNxiZO7cxMl/YYLR\nPB2p2dueCHZLDRzoBrpLvP+uoAJy797x91VUxI+NLF0Kq1a5e95+O7V0jVE4gpMAN292rcMtW2LB\nLhs3wpNPFsy8bUa+oq2+BTwlIup9xjR1EVYXAXd5A+NfEZNkvweYKiJLvfMHVXVpQqlFRlMTXH55\nfNqXXxbGFiM/BLskFyyIdWU0NbkXyD33OCfQv79LHzzYOZe6Oid2efHFLjTX78IKR+34ZYVVWsGW\nwi0U8+bFR0Xutptz/lu2xNLCPxLaJbluyuRzo8i6rZ5/PtaU9bc5cwptlZErGhtdd1RZWaxbKphe\nWqpaXu66NIJdUH435c03x3837r47/rq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Fk3sr7fQndL4qIhcG0rdpfbbRRohOXfYBPhGR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\nrkJggg==\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0xbb1ac88>"
+       "<matplotlib.figure.Figure at 0x42cbd1d0>"
       ]
      },
      "metadata": {},
@@ -342,7 +333,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 118,
    "metadata": {
     "collapsed": true
    },
@@ -359,7 +350,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 119,
    "metadata": {
     "collapsed": false
    },
@@ -382,7 +373,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 120,
    "metadata": {
     "collapsed": false
    },
@@ -400,7 +391,7 @@
        "          1.00000000e+00]])"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 120,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -425,7 +416,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 121,
    "metadata": {
     "collapsed": true
    },
@@ -436,7 +427,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 122,
    "metadata": {
     "collapsed": false
    },
@@ -467,7 +458,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 123,
    "metadata": {
     "collapsed": false
    },
@@ -485,7 +476,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 124,
    "metadata": {
     "collapsed": true
    },
@@ -496,7 +487,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 125,
    "metadata": {
     "collapsed": true
    },
@@ -507,20 +498,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 126,
    "metadata": {
     "collapsed": false
    },
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "C:\\Users\\aclaycomb\\AppData\\Local\\Continuum\\Anaconda2\\lib\\site-packages\\geomagio\\edge\\EdgeFactory.py:520: ObsPyDeprecationWarning: 'getWaveform' has been renamed to 'get_waveforms'. Use that instead.\n",
-      "  edge_channel, starttime, endtime)\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "hezf = factory.get_timeseries(observatory=obs_code,\n",
     "\n",
@@ -537,7 +519,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 127,
    "metadata": {
     "collapsed": true
    },
@@ -549,7 +531,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 128,
    "metadata": {
     "collapsed": false
    },
@@ -572,19 +554,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": 129,
    "metadata": {
     "collapsed": false,
-    "scrolled": true
+    "scrolled": false
    },
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.text.Text at 0x21eea320>"
+       "<matplotlib.text.Text at 0x4340f4e0>"
       ]
      },
-     "execution_count": 42,
+     "execution_count": 129,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -592,7 +574,7 @@
      "data": {
       "image/png": 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2dixLVq6sl86K1bwDeP6KFZw8dWqxsyHNpHskVl8lHSRGffopG7/2Wu38wpUr+aKBUT+p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\nLHefaGajgWvc/bksaatsS6t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       "text/plain": [
-       "<matplotlib.figure.Figure at 0x21da65c0>"
+       "<matplotlib.figure.Figure at 0x3dabe8d0>"
       ]
      },
      "metadata": {},
@@ -643,13 +625,13 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Plots of Raw h + Static Baseline and Adjusted X\n",
+    "## Plots of Raw h + Static Baseline, Adjusted X, and '$\\Delta h$'\n",
     "This compares the static baseline applied to the raw data with adjusted data.  These should look similar on this scale."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 57,
+   "execution_count": 130,
    "metadata": {
     "collapsed": false
    },
@@ -657,18 +639,18 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.text.Text at 0x333c4b70>"
+       "<matplotlib.text.Text at 0x43902cf8>"
       ]
      },
-     "execution_count": 57,
+     "execution_count": 130,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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ZqltlbpP7Vpp1VQHYTESt/Z4MkzycWocJCvcn+UFlgg95ko7UTPFSoluQiJrCeHu6Vgix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\nSnxERESkMJT4iIiISGH8P11BDUFCvKbWAAAAAElFTkSuQmCC\n",
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LSVbKrSgvL68V2lZZWZklaYIzadIkjBw5MttihAYbUgzDMAzDMHWc0aNHZ1uEvMfPWp9m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\nAxnUQeMrZwZFAAAAAElFTkSuQmCC\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x2f810f98>"
+       "<matplotlib.figure.Figure at 0x3d808e80>"
       ]
      },
      "metadata": {},
@@ -683,22 +665,22 @@
     "pl.subplot(1,3,2)\n",
     "pl.plot(adj[0],'c')\n",
     "pl.title('adjusted')\n",
-    "#pl.subplot(1,3,3)\n",
-    "#pl.plot(adj[0] - hezf[0].data - h_pqqm,'k')\n",
-    "#pl.title('$\\Delta h$')"
+    "pl.subplot(1,3,3)\n",
+    "pl.plot(adj[0] - hezf[0].data - h_pqqm,'k')\n",
+    "pl.title('$\\Delta h$')"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Plots of Raw e + Static Baseline and Adjusted Y\n",
-    "his compares the static baseline applied to the raw data with adjusted data.  These should look similar on this scale."
+    "## Plots of Raw e + Static Baseline, Adjusted Y, and '$\\Delta e$'\n",
+    "This compares the static baseline applied to the raw data with adjusted data.  These should look similar on this scale."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 59,
+   "execution_count": 131,
    "metadata": {
     "collapsed": false
    },
@@ -706,18 +688,18 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.text.Text at 0x35c7eba8>"
+       "<matplotlib.text.Text at 0x43e4cb70>"
       ]
      },
-     "execution_count": 59,
+     "execution_count": 131,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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4lCwdfNYBR7UiJbmv5fGluS9997Ed27//nX/7LjQq83OzQ+ciP/p27679ftiL\nL+KNU6bUfCfdMS6XQxco/MMVK/DmlAn81NoG77OP875v79ev5vPls2YZg5Sbfci8e+VK3Ll0aa5t\nlEWxeC3ArJYqdS2lV3B8A3F9yuWBbFsqLgGTjzq1m7VMnrj0AatWmWdEhZD/qaeKPw9xStIvEo6o\nbqasMTgmpcKnvvWOStbc7ds7rD37K9Ye20DQbLeoKu8/PWYgLNyxAx8JmdirAjTb9Y/TVAqOa1mX\ndBDxgSXkIKNacPr3D1c3kE3W+Llcvz5dgj5b+3ffDQwb5l9nnLlzgXHj3MvLFxbX83LRRUDGmbtB\nueuuoiXouqSJNeEAjp00Cf8WEfaybIjlGQa/8AIeEoFqFx14YE39tuDR3aLtuIVouWYq5fCXXuoY\n7NVjdwqozvHNwKdmXyls8UjqcT+8bh3uyWm69IOvvw7m07k1mBK99wWjUgqOZMKEaLttW5T+X7Jq\nVafy4zIg+rSt1hdoOZo6Qrnf3vOeKH+MJISS9+ST/sqD7nh8ZmfJGMI0irALeU8/T2vhc7leZB2q\nxyfLbQ/DCVzY0tKZG0Z89+OMCf2AaKaXXABzv27uXbPuOL5hSGe+Q8yuUveJx/zUKT+es6h8yOMW\n9XEXqWVDrSOmY27SAolEcEqt4Fx7be2AmXTfyt/loHT33cAll3T+PnBg/gs6qhacMrlD4jl08lhi\nJOlYXfsdn0y8eZ/fgw9OXri1CNK4bnfuBJpwPcRc2NHWZlxE0yVrsPp5S6DlCdQB18UFJi038TIr\ndu3SljXVY3s0fWZyNQKdJWljaytaAygndy5Zkmq/KrxLVOEYVEqt4Dz8MPCvf7mXl/f9kCHRdv78\n+jK62UIh3nRNFhzXZ043m5Hz+sEri6weMYgNw5SNWUejlEW1nZyX1mkYn/sccMQRRUtRDk6ZPNk4\nYLsoFfK2XSncH3NjswmCzgjSKC+mOuJlXjbMblgqXFc+LqrNjjE+oR/Pf6xbh1cc3y4Oeu453JZC\nOVGPOz/7TX1bre3tuVqM0lIWRTYEpVZwXDnppNrPvXpF23vvrS8bcpBsaQHkzErTLKpDDzXv//a3\nd/7/iU/U/37yycB11+n33b3bLT9QHMPkEADuilO8XIhzqatDWnB8lDmf5Qm6qusmbcbqKrJQiWSf\noEkRbkuuJ28hmU9GrS8tLhmMTTK5PI7LDJYdZnFRyVXM84zBYZr/r5w9Gx/X+LxNUiwzpXB3bLfR\nXD17NoaTjxK1AAAgAElEQVRlydwamCopNpLSKzjy7dmmyA8cWPtZ7Ru2b+9URExlfGAsGlCvvhoY\nMKD2N3UWlY2k/mL2bOCZZ/S/Pfoo8MUvJrfh054L8nq8/LJ//a7nXJ67deuA885z2yfPRU3LqBCF\njiHrKpgG6XOmT68rozvFdW/8GU+yrG+NsASpuW18pp+7KCCu1pi4LHKQSNrnkYQMxNo2xI180cyZ\nVhmc6kqxT5FM27bNqHASYSi9gjNnTrTNch9ceCFw7LHR/7b1jIYOdY9taGkBFi7sXPfJlMk4qwVS\nlUGTYV3LwoX1sSwhB7z29vzWopLnbM4cs4Knkudg3qdPfnWnhZSXdOhOmxq7oVpEFlksAxeI2U5p\n25aMnDwZQP3g7GKdMZVZ39raYdX4sQi++t2aNfo6LDfUzvZ2XBBTAPMmLomPJesPCanS5+3YgfGb\nNuHcadNwlyEIOy/OmzbNGPNVFnwVw7EbN2JByVf2Lb2CI8mS52XBgk7zvKnMc88BixZll0lVbHzu\n6c2bgS98IfpfKidqG3LaedIki2OPBe67z73tNKixKaEGXZ8g40YxfTowYkTn5z17yhubY7oOZbRE\nlYFvZRjsTI/hR+fPxy893gDUxS/TPErqPm+bNQuDJ04EANy0cGHNb9agYuVGWb17N8a6rPKbAyFv\n2XfOmYPR06fj2c2bU1mbbNjkXN/aimc2b+5IwvdySWYt7DN+PL4Si1v6m+c5uWDGDFyfcWHUvGka\nBae9Pb0LJK5kiue9ruxPf+ovk0vWXZ9B/7nngP/93+j/b34z2qopGWR9LoPVli36fXWkUSqyrPm1\nZQtgmlkrlUJptXvtNWD8+DAyuOzHWOT2jMs7fjwwY0bn5733jv6y4KtQxyFlJRwuK2tL5OBvO/3b\n2trw81WrnIJe1dvwF8oD75IHx2bBCYFPjE/HPoHedvIaoJYYgq3z4GmR90K2dcJLL2Fjays2BnxD\n+vfGjbj11Ve99tnFOabEFiKclHZRwhLTNAqOC6ZnyiX2TFUGfNtTg4zlIJ32OVdeuOrwSJPRgU5e\nyXvf61+fap3yGXT/8z+BQYPs9e63X7T91KeA0aPt9YV22eTlfpOsXx+5RENAyk4yYy3JldRbR36+\nOeWUs3NEciOftPkdq4CLm19VbFymiYdG1roxIW7nRU3n6Wq4Topz0rmoQhytvDZZlliYt2MHLoq/\n9XgwcsqUoC6r7yxfbsx9lCdlX7289ApOmvOXJgmarwUjaSpzGguOS1kpd5rn0id3yvLlyVmJ1dXW\nfSxs//yneR91FlUaZS6JFBMuAIRTJnxfrjkH7rmn87Nt0g65qOqZ4xErIE/fQRYTnW1gNE3R9sHn\nUu0jHhCToqNbzNMF167rdLGCeR6kuWUbdZs/vXEjnvLJShpjidIBsXHjMCeD68q3ixxjiVfKS2Eu\ngtIrOKplxAUXV6J0BQHAX/7iHwx8yCF2i4gag+NiEYgHECcdr+9yFL7MnJmclVi1iIaa8agqcaEH\n5j17OnMlZWXmzM7lInzw7UN27gQ+8hG3smPG+MvTVfA57U7LF3i00co5DpZp1gH8aMUK3J7gxrLJ\nu1rceL3EulKmsr6LeZoS+/m8ratln9ywAfc6LoHQyjnalJlsa2IPWYjh92SRS8S1a9m2Z4/1+F3q\nuc8Q4C1Z2NKSeikH3y7y3ykVs2aj9AqOXBPu9deB3/zGXlbef48/bi4zcqR936wWF7UeH8Up/vwn\nyZEm5s+mkPXtay7rUh/gpliq6JQXtR+MW3BCKDuLF0f3UwhOOQX4yU/890v7knTCCdG2Rw9zXS7K\n7733JrtBq8R2i4k2zaVIk923pb0dG2JxF/fpso4q9driX34vBkxTmayKQF3W5gx1fXT+fHxAs/id\n7nHe1taGa8X0Wfn7gOefx3OOliiXLiJpSvk506bVrOfVe8IE/FlJJCXPx7eWLsXnPeNfdGTJhp3W\n1Za1OzXdEzO2bUudFTokpVdw5Jv2Pfd0BgibUDt6n8y9aRQGm8tTynLyye71Wfq7Olzu5z/+US+T\nC1lmrZnQyayrQ+3HXFxU6lTuv/0N+Otf9WVDW2DTWJbTnjuZf0hZDNqbD3ygM5C9K3CvgzLR8Tnj\nm3oe3GMxAbsEIqdBrU099g2trVbF0VZXEjKuJz5wb5KxQA1woUzYvBkvKkG3cvmLXe3t+MHy5R3f\nP5PSBVgkeS+/cffKlbiDFBx39t3X/JvJ+vKxjyXvK1EzEvtiymT85je71xHP9RPiGZ49272s2p6v\ngiMDgkNw3HG1n20WnHicznPPdX5/9dVRpuirr46UY8bcF7Z89tn672xKTJpYQfX8/uY3kTXIla4c\nTxMaNeZAvfVNi24CfoOtrGXi5s1g48ZhqsXUplplRuy/f2L9WboMl30vO/jgms+HPPccrjZ0Muoj\nYap/q0FByiNpX9a6GKJYmb+sXYtPx6ZAJp0713bVcvesWoVTXnrJQ0JCpfQKjq7/WLECmDIleV/5\nlht3v/gODHPnuiUZlNbFNK4uiUsQsM808c9+Vr/vwoXRccXJGrQcKFN9Xb1ArWymhIoTJwJnn13/\n/SOPAL//ffS/TNmQpJA89FD9d7Y4m3h9aad+P/54FM9jIg+FJl5nWxtw6qnh22gGkh7VQ+P+QEGW\ny+GyrEPH7CmxfWPv3gCAXhpzpk/WYx/U+rorN2EbgAWGY9mkuFtMgas3J7h2dOc57XHq9rPmA1I/\ni+OfJhRTV8uZq7yqm+mx9esx09E8nNaqlZeLqiyUXsGRxK/fEUcAp53W+dnU+YewggwfDnz/+8nl\nZE6XLLOofFBjZnSIPrGDuXOBo46Kzl2IGLO8LcU+9b/jHcn1yPskjcXlzjvrv5OziGV9K1emn/rd\niOSGJusXEAUxNzBZbWG4BAX73NZ5PQK22Ju8ZTAGGWvKuq7g7Sujdnp4yg7n/ep6Oob6XRmmuATy\nyk+8JUOncMaUKXgwZaBhiPupLAbm0is4PopCktUDSH4TFhnTa9i+PXJv7NkTzbhyIYuCM2FCFEOi\nQ8qvWIutMkguvBBYssRtMHVJ73DAAebfvvEN4IEHkuvwxWTB8dk3lGImX6ZlH+8zm0qVwfW+ktju\nY9fjIzdXxCuGad0ub/e2U32gsrqtjFfR7XO4sBLtK24qWaaNc8xKiBqXZetcbYHfQHRWmJWON723\ngpOirtHirU9VXmzuLh9Fx6TM5aXkjsuQPXrS1q24bfHiIHI0czfRNAqOS6qF0BaFuPtj5MgoluOa\na9z2ySLLe95jngljqt82o8tWxsTw4clljj7a/NuttwJf/rJ7e3GSzuHMmdlmQYW+T0LE4Phw003p\n9wXqg7i7ErpBXx1IbMG1Pp29WlZOzbXdLueIaHkpw4Nr1+LkyZO91qRyks1hYA85iyrtvnEpZdxL\na8LD06K8wcnSMzxnA6hn6PtiPS/13O0KlLBPKlDqeZ+/YwdeTREDMN+yjzyGf27YgF/kndW0QJpG\nwRk71n/fUG+oTz0VbX1yz6SZJi7zimlc/ok4pphwJu+YD0kay9wppwDve5/7/pKs2aVVVJdX6Flq\nurYA4Mc/di+r+/4//qPzuxkzIlnImhMe9ZTKIF11unEcGecirSU7HMytPu6sjn0cZoplcd2p1p60\nyePiyoSMXYqfk/GbNuFxZQXiHR6drgwcXq0JtHy7XOlZIF1G6rl7NuGNYbrLwAFgtyGW6rgXX8Qb\nE4JO03ZpuznHh+fPz1yXuixIWbqTplFwfMrKBX51+2bpyNWlOmwTG9I8z9IiYpPR9JvuGcoy4IZQ\nAhYurJ3Z5CuLzZJjygQ8fnztAA50nrM//clcXxbWrgVuuaV2zbMkGjDT1Ug839iIEcCsWcXJ0mic\nYlocLo4sMcvDKiD3mS9ulJ6WZQjqlAuLTKbfTHsscrQGqPvrlJTehnwFMvngut27sWznztQuqqQg\n48tnzsSl4gb2CbZW63dZt6vOouX4ELsuodAzlpF6mjLY7A68EnkoBeSlrVsxZ/t29HvuOSdlvNGU\nXsExLchoI6/BQ+2PBg9OliEvt1momKSksmnqjxN/8dDFFbnEkthiqFQZHnoI+Pvf9fX94x/6fbLy\n1FPAt77lFrcUChdF3aS0ytlkso5AazJWDmk90N0u8rt/KtYDG+oAfJo6CyCGj8XDx4JzxgEHYOik\nSVjqMDVUra/NQ6Zu4txdPHMmBk+c6G3ByTIAuygephlSHz388AwtZ2ObUBAeWbcOIy0WmxnbtgV1\nH2ZF5gfyuT8aRekVHB+3qU98ShpcA1yPO65zllKRGbF9jltNSJhFgTKVmTYtmq3z2GOA7EfSKltZ\nZs4FfhnCu94VbWVM386d5tXP02I7rhD3N7mo0uHlFhLbd/bvb9zXaMFxaM9lYD9M+L9ts586FLsA\ng+iGjNpz0m3pZJHzaKeXYpFi48Z1LJ+Q9/Atz1XSKuMjJk/GhAYG0qnXYMXOnXUWJgDYwzmeF3KV\npTsprYIjrV1ZOu/QLio1BYVJtvnzOwe7H/7QvX5TfZMn1wfVhlaWpVvPp35TmfiUarXMn/4EXH45\n8MY3Jtdru36mGVG2VeFlnpxQCo4qi1yq4le/avzq57a6t2wBrr++aysxP09aOTaG7dLIUygtEj63\nkiwrF/G0teNTr6xnvTIwvqpZUVbm9JFKzJjXX3de/8hLJsValfZ2ZwBusiyKp5PJR055PV0GwrwV\nnEE9ewKwZ92W7Az9lubB2+fM0VqYxqxdi7M81z3Lm9IqOC7J9VRMA2Oojt1lyYAsU5FN+7zpTcCN\nN/rX52PlCBmk/JWvmH/LOyBXJvVTFTagU8HJS7mQ9aovrTffDNx3n75snnJIZswA7r/fXr7qyo86\n/dqGTxnbDBp1to0c9NuVwR/oHGgPElPLXeNJ2LhxHWsYfcphcbGfixkzsv53qRk/4/Iqn9O4IOQe\nvsOxPHeMMfw4Fqewu70d98eCyOIDfZJ06rR9XXsu5PXoynp12Z2ldOvEtPw81Zuk4zPdB6HjhEJQ\nWgXHB5egVFfiA6M6ULlacFxlMLnSdM9a/OXs8MPrc9kMGpROBsk55+j3PfRQ9zp07driZ5L2d7HA\n+ZznE09038cFFwVywwbg298G7rrLXCZk2/HfbPdTnM2b3ZYzaWZ0SoUrttNnyuSr28822Lu6pFo0\ng4iaNdgFp2niyuc0cUHLxZuqb06eJRrrEwD8YtUqvJaQe6fuXIq294+5nzqCjDNo9nkpOrMtcRkf\nE9asrO5Da56hhGul7iuVzPJF4JRYwWlUoLCKLUPwkUdmr9+G7Lt0Ftl4vatX1yeVyxo43KtXtJ0x\nI2or1PlX63FZUNQlhirpPOcds2KrN16/dFWr41JIGZLOhepKU7G59apCh8KgOfHvEDExalmX+tLI\n0KFsaWQxKUGhb1l5KxyvWUTONE08y/t5WvnVKfW3OyzgaFLEbDK4DIQ65bKR7Gxr67CSxO+lpxsc\n6KkqhTIeiBQcD9JYY/IO4nYZeH3kdllPy4TLs6Zan2V+HZtssv9wkf+ww/Tfx+9/tZ5Jk5LrtVnk\nkmJwbITOZOwjS1YFx8ftaluSQfd9CSc/BKWN847B2edQXbIV+6AqL7p6VUXM5X0pKfGdDlnv2ywp\n0VUFLI0Fx/RZx7sPOSSxzAYHa1Waa+zzXqrWr1sfLA2y3hs1S0tsb2/Hvs8+i7+JWXuy7GPr1+PC\nGTO8LWTWLN0Jb0zqr98RK6vH10/bU5JOpbQKTpZYjSzp/HV88IPR1idfiEub4r7o4AtfSF+/rj01\n0P0973Gv31avRMTEWffhvDNAmrH62UVZlcR+/fTfh1jKwBXZlpzYEHdt6pSIlSvDzuRS3ZWuylBJ\n+qDc6T5+fMesoTkO0zKtSfAsU8dd65UxDLY65O3h4lr7QzyxkassyjaOXLoihAXnCNFJpE30l4ae\nBoVDd12lu6ubg+n9jiFDausT24GmjtATKd9IS/oAiZR2jCVpZFY5OtpydEvIvb6ydCl+7WKqbwCl\nV3Bccgep5/8tb3Ev64K0fKh5Tmyuk7yeZx/FL4sMIeKZ5P7xOB5DXjAnWeL4uKiyZJfWIVcMV2WQ\ni1XG8/Do7odBg6Kp8qFw7Uu6sqIj3yinOGaVTUIO2EP22cdYxicGp6NMitlHad6WbY+PupikxCfI\neGd7Oxa1tGSeReWDqQ2dDHLQPlimj3cgRIZnF3zqS9P2Uxs24CcZlmcw3TtSlpmBnrEQJCo4jLGe\njLFJjLFpjLFZjLHbxffXMsZmM8baGGMjY+UHM8Z2MMamir+fxn4byRibyRibzxj7ga1dGWPis4Ch\nRM4ITTMw2vBR1E19wSOPAK++ml4G0yDto/DkrRzZkMHMtgDYUMqViaz1mlYMP+mkaCut6Fu3dlqv\n1DYbEfdy0knA008DZ54ZfZYzzCRFuKiK6k/STLt2wWfQr4vB8SgTeuHMjsFaI0s3g5XK5xxe9/LL\nGBrzR+cVvdLH442pRsERWxl47DIsJA3sofCxdtnKDjCs+TM1gwJy9tSpeFGTAydOmd6XEhUczvku\nAOdzzk8FMALApYyxUQBmAbgagC6l2ULO+Ujx97HY9z8DcCPnfBiAYYyxS0zt/s//RFtp9h81Kvlg\n8hoYZX2qOyTejrqytslKcPXVwOc/n14GWW8WBSdNuy6/Jc1SYgwQawl6yWSLwXGVzbdNF1RZpIIj\n63/nO4HTTov+V6+XSX7XbOeuivo//+lWTpJ/HFsx/ckKj7wTPvE6NgVHvURq7py40mK09jhckN0p\nLprqaovX8CfDSrY+A+9TIvA1HpfRKHyWrpDWryxZEkK539qVrQu2ltXZZpxznOEQ+Gmr8znLm1mZ\nFBuJk4uKcy5X2ekJoHv0FZ/HOV8A/b1R9x1jbACA3pzzl8RXvwNwlanNX/862sr1zt7wBhc5a7c6\n0lhw5OAk86joOOEEvSw6sizZYVKcXKxVaeKZfPaZPTu5zEUXRVuXGBmd68VVwbGR12QI1SIStwK3\nt0drViWNs1cpT8SqVdH94rK6e1oa7aIqoj9xXfAQ6BwYbIG+Lu4mFTn1WdYbd5eZ3B4ul8akkNjw\nWW9LkvcsqjSPtK5e0ww03THLAXD17t3OCQ9dZMiCz5pfB4jvXWRY39qKSQnWlyy0B1AWQ+Ok4DDG\nujHGpgF4DcCTsU7FxBBhTh7LGJNqwUAAK2JlVojvtEiLiOwDbM+jGmcVusMOnZxOtyZTHrKoz0SS\n0sJYZ2Cyi4Lje54Z83OLfPe7fvWrbUnUtkJnMpbIZIm6FB6MAYccAnzuc/Y6J06s/TxwIHDPPX5u\nzaQ2VOLnR2bgzpMi+pMLdZkfDXxLLI6oCyhW4zB83t6XyZww4vMJminako6kgM61+5EmWDrLWkMu\ne/7RU1H7mmHKeBplMSm3DmC2smUdburckQ77cERJHs9QXQe2djzqj+OrsJTJkmNO7RiDc94O4FTG\n2AEAHmGMncA5N6XAXAXgSM75RuFLf4QxdoKhrJFDD70jFqcwWvzpkas4m54/mUI/LT7BqXnHjfi4\nqEaNimJ+fGSTFrNQx+Ey28u0j07Jcl0gsrFxJdF23rxoK89hXAGS/ae06jz9tHv9uvs3ZObh+Dhx\nzDHRuRs3bhzGpXyjTaLh/clvf4sn+vYFNm2Klk8fMcJVzrrvZJZZFwVEnX0i3yblPnvHfl8lrUZK\nGZ8VskOTZZp4XV1ZhdHw5SVLOiwY8TZcXFQmZcWGqUxW99t7X3655rPLeV4llOWO+9GhnY7Zewn1\nm34dm5Bvx1Zrnv2JDScFR8I538IYGwvgrQC0HRLnvBXARvH/VMbYIgDDAKwEcESs6CDxnZZhw+6o\nSXhnuyZJg33WVdxdFBzZV5kUkKzYBn3dZ1sdOo4+OtpOmOC+j+9zfd99wFlnJZezHauc5fvkk35t\nm+rLguouk8kS3/e++qUZpHVHlj3mGP2CnDrZssjrsjSM7lyOHj0ao2MLat0ZX2AsEA3rT264AecP\nGYKnHZLE1bQttsstfsU0Qca2aeKqZSgvxSaN4pSmS0tSOnw5u0+fmoUmnRQTj/PtQp3i57ynHmm5\nsinNqkImhzSX6e0SVzm3GwbMC9RpxB40oj/R4TKLqh9jrI/4f18AFwF4RS2mlO8m/j8awFAAr3LO\nXwOwmTE2ikWvNtcDMDprfIJoVbeNbSBL8+brY8FJ487ykcG0CGlW95mc7SqT94VyUcXL7NwZzs2X\nhbzrdVnX8dhj/etNw4svmn+Tz0Kadd/SUlh/YpHpIUMukaRVnQHgEI9pxj7Ki/xNZvLNW9FxIcta\nVKHkd1FEjC6qlA/SyeLNpc7qIxWSQB2K7VyZ2pYDuEmCF2NBwWoWZBPrU64A38hcR664xOAcBmAs\nY2w6gEkA/sU5f4wxdhVjbDmAMwA8yhiT8zXOBTCTMTYVwBgAH+acbxK/fRzArwHMB7CAc/64qVGf\nAdyk4OjIEmTsYgnK24KTRYFy2ee882rL2vZRrRQubbpc1z/+MdrajvXCC5PbdpUpNLJ+3b0mJzFI\nhdK2qrok7wzxDV5os5D+JE3n+9WlS42/ydpsmYBNp9WayVh5i9etCB6CNIpHltsw1C1sUl58yyTt\nE+cgRYlNU78PLoqYPJ9Jj+48Gb+BzozXSbXfkjIQT7VQAsAPV6zQF24QiS4qzvksACM13z8C4BHN\n938B8BdDXVMAnOQiWAgLjuTAA4Esy3WkseDkNSj5xOD4KInqoJxXDI4Lr4j3ed057N8/Cio/4ADg\n8svrf7/iCuAf/6htN8vyDj7IBKq2+qWXRMqiZmV3dVGFVEpynFhRR1H9SUYvtZE0t5LLWlRZF1N0\nxWbdUL9JoySGdlHVKRcOcuuUOfn4uFjT1MByuZXLRoS6Nh0WPrG9oG9fPL1pk7asq7ISJ63b80YZ\nXJiArPfvYjkJIFrh/pO6laAbRGkzGav3rU1hSBrs4783yoKTl4vKVH+a4N1G4DOt3bSvSVnRZQP2\nqTcratzVwIHuMjTKauIiS6w/qix5mc9dBkYVl3wneT+iqrvMBZfYEJ9902BTlEw5dyYLDb5GwVEe\nQJ/rKMtKC19wC47Y2uJr5NIj8rwuc7D06fIvhaR8DqomUnBsyBgC6TJXr3VWBUfKYrPcNSrIOEsM\njq2MuoJ5KGUoS6yQ7hxKK0maZQfkUgp5XRv1HvDZVxJa8bGdD2k9FrOiK02WKc420ihOPjE4V1hc\nYFlQrQUurh7dOXQ9+lBn3+XRUtta2NKSKIMc9L+jLhAIjQVHDTIObJ3S1acqZPJdW8oyXxyjjUWi\nTF4e72aNwSkEn4FRBtX/61/R9uc/j7Zyxo3PedcpMeobuk0mH3eWD2q9WVenVrnjjtp6Qyk4qpwx\nl7DzvjZ3k4rtmnznO+YyaVBlUDM522JUfeTPy9ozdmw+9ZaR0J26qiC4IHOWqINTnC3iDUYOFn26\ne010dWaqxqqRRCoXVeBBz+R+SvpOlUWdWWVTENScQaZEglmxKStqF5AUXKzjZcMiqqHIOVQwFaVV\ncNSB0ZZhWt636hTnX/yi9ncgmwXH5qJqlAXHp36TkugSzxQKtS0107dNFp21KkQm47zch3Iskp91\nmZ1vuMFe14YNgJIWQ0sIpUdaw0bWRcRUj9AWnDQunv3ECbdZcDqWOFDqD60oqFOTdai/lGEAu/yg\ngxLLGBUczf/ymL6nsdxIbOt2AeGXavi9w+rwUvFNavkTCxbgeWEB2JPTvSQhC44H6rmSKzjrSIqN\nyargyEHf9kaeRgHxIY0FxyeOSS2TlwXHdh1V5HX1cTE2UolTg5Zd2pYLNd97r7msuuxH3rOo5GKc\nVSb0KXQx95tuVZcA0TTrEqXBp36t6yRhn9BDXneHDtwl0V+dAmmpzzRFW1dvFqQsN6muAg2uCvbm\ntjb8evVqPLlhQ4eCk5uLKqd6s9A0Co6NpAEgVByJS5CxblAOQVKQsW0f02cdav0ZFp7Vtqm6RWz9\nle5crhSp3LoZ7txGZptWFRyXayP3kdYdU9n16ztjyXTHtGGDm4w2WeRvsfxblSW0BcclrmOHcuG+\nLoKdtog3JdvgpOZYyevd2KdeXffX6Hf2ORYfN1e2pt/j/8srtMXSuS9QrvV25bpucMiX5IKstZfD\nCuk+98Wa3btx8cyZmJLCLenD3o2aOeFBl1Bw8ppFpbMMNWoWVZYYHJdBL5T86rOvWnB8XVSSNEHG\neZEUAB5Hym1S0CT9+gE33hj9v9KY79tdNpssXYHQCk67ooDo2G3omAb06AHAzYKT9+2sk/9NvXtH\nbecUTJuFB5T1qtLG4EjkMR1gUSoWK7NWvpTTgm2qghZ/POtWphdbl/v6JaHYyFXnyUVVAkIN2Orv\nzZro79ln7fWnsejoCC33N79Z+/nQQ933DbXIaZZV1W1kseDI/tR2vmXCQ0t4QBDydoGVgdCHKC0J\ntnrVN31VFtttKH+zLesQAp3VY6jwoz6oZHhOM0389ZRZcV1p8bh5defQ5VpcmdNMNpU2i9Jcp+CI\nMksd0pDLZJSPC7NvXo97+dSbiig4ScSfgTT1+rio8ppFJTG5wEIpL7KMXBzSIxO9Ex6LOlsVhizr\nizV6nTAdLkkB1frTYJs9GtpaV2aKmCZuzIPjoLTIFc3z1j19zkoZ39DjJLmoasp6uABl3E/u8VAe\nMTKyzKCePRPLqskC87qKUia5tEUZKK2CE3IQakQMTt4uKkmWGJyk7+P1f+Mb7u344DOojhpVK1Oc\npASCLm64rKiWIRfrneqiKsKq1uj6y0CowXmIXGND1mspawqI9XEvSLlnZA2GM6BzVyQlKKzZP6H+\nA3Oa5m7DJch4psghIo9pm6Vz91nQMgsdCppG/vWKr99nHSyZFPAIoQzl7aLq7RBD1ChKq+DM1a4t\nnI749cxiwbHFkskp6nlbcPLKg6PW/8lPhqnPVL8LF18cbbPG4KjfrVrlLoMLaVxUPstG5P3i3BUU\nHA2VBxwAACAASURBVB+D3zX9+hl/S5pRE8eo4Ih9bKuUS2Ta+7k+CaQ88Lm1dApZ0gBbhM3H1Gbc\nnSWnWbsoCHK4zksxkPjMnPNRkmUen4OFOT7vWVRlsvOVVsEJ+cKS1UXlEmQsyWsWlSpLlmniLhYc\n+aIa+pn2WTvQJm+SgmN76frRj9xlsJEUg3PIIeZ9ZHJK232iJg4MjZSvSyg4Hifx4XXrjL+ptdhO\nnalFn9P9Voe8L1nQDUpJrrU4ZRrMJC7nt4eH20lacPI+VpfAdUlHjJZDvT7rbmXBlCeoSEqr4JTJ\n3etiwTnrrGibt4vKJwZHldfFfaMqUKGPQw2YdZEljYLTyPtHbdOWqE/K7aK85L046GWXRduuoOAE\nS6fvMbPI9NtLHqub5hU7JGn1uPhpXFRlpSNRnosFJ2cX1UAxq05VNm2S+ShDUvoOC05O91RHhu5c\nak9HaRWcLEGkNkJacF591Vw2bwuOy3H8/ve1n33iPVymPOeNlEUuweHCjBnJZUIvbqtacB59NHkf\nqVy4KDh5KyBlepnIiz8o04vTIk/V2X36ALBbAEy/zZZryDiQt4LjE1+iGxiTZjHl7dapacujTVni\nVocp33kPkm8RMy98LCwdFhyHY5XX+ELRTl5XpGPGX4k6lNIqOD6ccUa+9bsEGcvZKo1ScFwsOCLr\ne5D688LWv9pkMOWRkQnwbM/Yu9+dLJcPprgrm9vQJVZLnpu8EvH5zA4kIuQl7esQwxGio9+T82Ch\nq11d2FGS5jZp5FDXIm5klzZfETFNuz0sOHkfi6xf3lMvSD+2BllGXhM1+D1O0lITocjbBZaGSig4\nwsJnJSmxmg2XgWDq1Ggr78m8Z1G5KCBqP+US19QoC46LK8lmCfGxGssp75K8l2qwoZZ1seCIvGvB\nyTsgvoqsFXld9jh05iFO6zOWQS4E3OOtO9Vim957pGeGsIyFbjPNwpY+SIVSnSZuyqMULyP3WWIJ\nblQTFZKLqgQMH+5e1qWD9pmWa6rfRUGYODHaerjZU8niYi1QlYDx49PXXwSvvOK/z4gR0TZ+7Gou\nmLyX0fDZp8gYHEkZrnWz0FNclDZlMNJRpo7ehNaCYyjbLLdJ6PPeYcHJ6UHkyr3kooD45Mzp2Ee2\n57GPD2TB8eD4493L2pKZSeRg4eH+7kAOAI88klz27LOj7fe+59+OjyxpFBwXGuW2yBq3Z1qLSSYm\ndAlezoopD45ESQQLIJ0FJ28rGrmo3NksTpZUcHY2uXY4RnOTmpaYyDseKBShLRR558FRXVMu0vtM\nE5fIskt9prJ6UMb7o7QKzjPPuJedMiW5jLxH01hW0kxtzgsfBefYY/3rl4NdoPXjckNJztmBS1LA\nIi04pinlOhql4DT5GF0I0kX1qMhTUyVM+m7ZXVR5tZl32jopr8vyHxJ5LSZt2eLcjlRA+uSUfLHD\nRVUiRae0Ck6gSQ8dqAnWfJDrQLmQ92DhM0186FD/+n3W3cqCSUFxxZT3THf+1XMzbVq2tiVZYnBk\njrcyKDhkwfGnjG+roTApMmm6tjINdnFsi2uqSAvO8x7KRBqksuzkohJbH5nkPrkpOOSiKo5GrZyc\n92BhevO3zdjx4cUXo23eFpwXXsi2vykeykXBmTcvW9sSqSilsYT87GfJ+0yeXFt/aEjBSc98F794\nk2JS3tJYcGyBsnmRVwzOszkFfO9SzpGL/D6LjEpsi3mGQKfgNGjYNdJlFBwZZJxlNpVLXFCZXFRp\nZDnyyGjbqEFPneHkiukZtbl+5BpwutiYLMi2pELiUtb0uZGQiyo9a3NeJbvRuNyGzaIHhx7At+T8\ntqfGQblI/x01Y6oDLoHxWSALToFIC44ufb4r++6bXCbvweKuu9zbSSOLyF9W+rd607HZLDh5WfFk\n/X//u3tZ0+c4Mjs2zaIiGsnfDHFFzeKW0wVOq/gciUuunJDkZWHxmaWVBorBKRA5uO2/f/o6XBT5\nUPEdSeRlwWmWIGOTG9mm4OTt6klTNi9F1UeWsiuzZWSQWJm5KqxyMKX6LDFRdny6AnWQPOOAA0KK\nUofL4355ijXKpIL6i9Wrvfd14QFN4GzRqk6XUXBCmOPLNBD4BLT6II/x7rv9920kphhB3fWdPz/a\npkkREJo0Lqq87rtf/Srf+qvMCoeVwIny4mNlmKoE/Jmm0YfCxcLSO0WgcKMscEUrNXG6jIIjLRJZ\n7s0yWTXytuCU3W2xYIH++yLkztJvuOzbqLgugvClv0w8VWHUtcPydlm51J5GyWrUe8zMMrxJCrqM\nguMyLTeJMis4Otat86+32d/m5XkxTSPPs00X1NhU2/3YKBcSKThEWsr0tu5DltldPiuwp8HFgpNG\nycor9qbMdBkFR/Lkk+n3LZOC8/3vJ5fxyd8jqYqC00h8+o0HHvDfN+9r0uzXnCiOdRWbTeZC3hYc\n27pSHTKk6Oi64ntMl1Fw+vbNXkeZFJy8kLGGck2nZmPZsqIlsKNalmz9VKOmcZMFh+hqZMlOrC5e\nGZpJDsHcaZSsX+UUXFxmuoyCkzVzLuC3ZEOz8uc/R9sQCmERFGGN8Olr1DxMLvKSBYcgwtIst/w+\nhsRtWQKdB/TokXpfF87MeZaZD11GwQlBBZedMVKGQW/IkKIlcMOlrznllGjbu3ft92vWmPeRilPe\nL15kwSGIcmKyNGVxk72WNrtqE0IKDqElTfxOaJpl4PWRU832bloVPc5DD/nJ40sZlNm8KTplPEGk\nwaTGSAtOz0atQeRBmUKZScEhSkuzDLy//31yGdVyUya++92iJSAIQscOw9uTtOD0z9ndlIYXcl6U\n1AdScIjS0iwKjgtpJpvktLZflySPt8reHitSE0RI5FT1PV1w6rcPpOAQpaVZXFQS01plxx+fTsF5\n5ZVs8hDZGL7ffvbf5eqtKTnRY/+3HXxwpraIarFIzHhphniaItemKrWCc8UVRUtAFEmzKTgmixNj\n6VIM0MtZsRxmWG/q2v79AWSP61nU0uJcNq9Yi2EuKwgH5LCcXCpVWxusSowLMYU5JaVWcJptgCPC\nkiYTc5GYFJxu3dJZcIj8uPjAA733uXHAAADAvmLqblaVo8Wjg2M5KTiNDlF9U07BaGeVaGoyUcv2\nAmMNSq3gEEQzYRqv0io4XWCZn8I42OHkqqb1I/fZBwCwl1A2umVUOk7zGOzzUkSyHkNZ2mv0cRDu\nFGmILrWCE9pETzGBRJ6Y7tdu3dIliSzK6tMEbv3MyOHwBmGVcUF2lrIbyTqk+nS+eXXUIdSCN3tY\nT/I6jr1SKDhnNKnV5xihaDcLxyXEsuVJ5RQcm+X5He9ILwtBpKVbN2DFiqKlcOfaa4uWID8uER2E\nfOPv52EmUy03WTtPdUi2BRLnZaEIUatPHblZolLs071JrT6Lmiylfo8Cz3OpFZylS93Lvuc90fbE\nE81lZNbrKnfgRPlotn505syiJcifbsrWaR9FsckaF6Pub5t2npsFx3AM1x96qHMdPu+heSlqaSw4\nzargNBt5xY+5UGoFZ+5c97LyHNqsPlLBMSzvEZwUcYwNRUwGKYSupGQ26n4LxQc+ULQE+SO7XJ8B\nt8M1JfaJ7+ljCZKot4XtNsktdiVDezd6uPc+IMqWyYLTlsJFUHaV6PgC3UEmijxnTdP1Js1mdHn+\n5QtSsw04oTnttGhb5AtMV7oGzXasVU650k1xM/mE5XVTFJv48JjmEqtWB5tSEeIWOlSjhJladOka\n9vMIauwhHoK8FLVtDjN1LjvooJrPK3ft8m4nL3dLqGnuJznkVurT4GBUUnAckPfVBz9oL6dTyqW1\noNkVnDPPDFOPnLxRZKbcZr0GaWi2Y62y5Z4pWx/Xhq1smlOm7mOtP8BF0SUmNNXr0prLba26AvN6\nFFwmIstj+uBhh9V89mH/nJSDfQN1Ei4K5OYGT9sucoZbqbtecR8CSO50pWITV3AuuyzayntH3puh\nzve73x2mHldCyS3rSfECE4xG3fNHHdWYdmw0m8LQbPKmwUXBUQf/jtgbTdk0nbi6h60zztu186lB\ng7zbc1EOrxOxPKrlLDQDHBIIqjFUaeJ2yp57s4wThcmCY+Doo+u/M92Tuhgc+Z3cZonBOfnk+u9M\ncXjHH+9fvwu251GNaVH6qxp8jv+Nb3Qv64N6LGedlbzP+ef7t5OX/MOHu5dtNgtOs8nrgxp743Oo\n6oAYz5OTphNXB3v5+ZIGBu91nI8U+7ooK6Gn1qtcKtxO6sCua0dVag8t0UKVOsUpTVxXGqUtb0jB\nMaC7VkkKju27LBYc3T4ma2URK0er1ufRo81lXQYwqVzmlSpi27baz8cdl7xPmsR3ebmbfRScCROy\nt3f44dnrcKWEfWQw1ABhH4tCGguLLcOuKci4Z+wBVV1qWdAO+gbLiotLzGXweF0kc9IFZofgnxs2\nAKgf2HUzpFQFp0zKgG69poEeCtjI/fcHYL6fexX41kIKjgPbt0dbV1dVHNVFFSqBoOmeyWsNIdux\nq7Loyh55ZLQ1Dfrx56lPHz/ZfFGVQN257N699nOaFy61jlCE6i9cz3Mjl9opUb8fBKb5v1uKQW4v\nZZCuCTI21DNLdlwa1H1Cx/i4YHK7ZXVRnStubKmAdMTgFJjJuM5FJbZDPdbj0nXtVwSIys86ZMg1\nvkzvc4VO1aYYHD0+FhxdDI7qmlIHdp+3cB8LTihuuilZBomLgiPLJJ3DeJlG3Zs2hUG639IoOHld\no1D1uipKeSuccaqm4MSRh7ZFrH6aahaVxTqgssUS0Gmy4OgUshDY5HaZsq5aFGwKjsn9llsmY+Wz\nTmEwKbf7ZHxbcYn/SUIrr8eDOFhkNy7jkhVkwQmISwyOLJP1Xkh6LkLX76Pg2OQxlY2vpVQGBUeV\nN42LquwWnKR6pIejkQuPdoUYHHmrp8mDoyNVkLHDNHFmKJsGm4tKrV+rDKllLPXKW0jOWMrbguNi\niVMVGxdJBjuYTkMcUVYLTpJFMj6N/pp+/TK25gcpOA7Ia+JifVBRLThpVin3sSZJhHU2NbaBRnXt\nh1Bw8nKtuWCTX8qdxmqSlwUnjRKgs8Ik1SPXo2rkUg8lfAkMhhykZcyDz6Gqg3P8cVHruUs3Q0Kt\nL+Gz2kZWbMdqclEdaRngda46iTxXvcQDqOYQsnF0irWWnBQcWVZs1XtBh6rU2SxDWdDJ0OIxndtn\nGv7DOb0tmTJxUyZjA/HzkmRRSOOiSiuLRNZ79dXp67WRxYIjP8f7WR8FJ28LjlqvTYHMIou85rZZ\nZWlIo+DoZoolHVMR6+pVWcFR8bLgWGJw1Fpsyy6Y2rZacNxE9MZUv8sx2s6d6vryOY4PeUTUX3fI\nIQDcFBzVRWVT0CQuj3mIAVwnw7yWFuf9k6bhN2L6uGlWWpFKRtMoOK7k5aKyDcDyeTzmGPf6XFAH\nURcrlUSnFOSl4PjEMklUi4SLBSeNUiHHmTRTzF3qzUrS+d2xI0w7JnQz/qqm4OhiWtLM6pmhTv2L\nYVJWRvfta95HbD93xBFa2UKTxoLjMvjbXFRq7I2LQulz9NLG4ZR0UJHFpZ06q52mEy6Di0rKYOqW\n4gkKpVLoM0vLh8+L+1lCLioPfFxU6iCdZRaVbXaWrP/ii9PXr8NnQFcHXJvFKXSMxZw5/vuMG1f7\n2SUGJ02/ryq1QJiAXds5lPdB1nqA/JMx2u7rroDPocpMwA+vXQvAngdH1mtz8ZgG/5p6UyhiJmyK\nkykGx+a+sS4toc5Y8ggy9rkm/964saZ+SVxuuUp7hxKgWDts3fUuJZ5B645zF9eITYbPOJifkxTI\nGkucKLNy92434RxRz6/aXhGUuivL6qKS5DVNPItlwad+iU1uVcHRDew+8ubtorrhhtrPPjJdd517\nO7LeeD8VYj26NNc8TRxX3theDKqC1XLhcbDyLXiNZmCoi6cR9T66fn2iXHnPMLJhch1JWdo1ZU2f\n46j5aXxcVD5uw8Pl9GgXd5mi2LhYqZY7vGHkPYDbVj2XVhgpg+k82FyNoVDdknm350KpFRxd52tS\nOm0xOHlbcPJScHzqlWU/+Unzvi4KToi4Fxdc4otMslis/nWsWRNtQwdQu1wbl/iZoq0luoD7qik4\nOtLEtshL5TKlV5Z9oyXrpypDmmnooXBxUZmUIBuqZSFUAkHJ+SLrs3y/+y9TevlYvXspn21WKpW8\n5mHYZLApbzKIO8lF1Z4x67YL6n0soRgcB+Q5u+cee7mpU+v3URUR2/184YX+MvlYWnxIE4OjunN8\nLTjq/nkNdiaLk400rqqBA6NtmplzLrLYuP767PUMGOAmT1q6ggUnTp1SofxuWy3aJ8hYdvLDLEnk\nTInndOQ1TTypPZcZRrbujinHuE5OC3TYxwXVBabb00eRTEPeMTjSgvM5JbZFh8n61Qg3UYcVqYC2\nTZRawdENzio33lhbNv52n2TB0dVpyrXiEoMT+jraBj9VHnWldJtFxMWCkzdqOy7tpnEJZkkN4FKv\nDRc5ly2z/37ssW7yEH7I28GU20X9H7B3lqYp33JwkoGdurZsM2BCPo4yuaGuficLToo3c9WC86rD\nzCCfQcnH7WQKMtaVPcDhAT9fDDZ5x+BI5c22kjlTyqrE3VyNtuCQi8oB0wA4ZEi0lQN+fAVyiU8M\njs/gGUKx0cmbRhYXZctFQZB9oM8xnX66e1mJj4tK/ZzmGhXhojKdQ591pfLOTdTVLDjycKeLGVHq\nZdRZZS4TCzpa8+Cog7/4LAcW6Uo4ObZonGpFyrszbrFo+SblxWalcrlN8o7Bqcttoymjtm2zxEkO\nMrzp1izPIesN8MDE6z1WsfqpLrU4dUqyof4aF1VOD7jJKkoKjgGX66C6neK5kdQBUU28F6//LW+p\nLaviMksrDaecYv7Np14XC45PzFDIZ0C6iXSyfP3rte0NG5YsUxrFr5EKTpKcPrKEtjypdDUFR+Iy\n4MrfTpYLGYrPLjNp5Oe9xU2gS3TXIUNCgGiSnCY+oTx4PS03bZ3yonE/mdxwNtnyjsFRLThSXp3y\n6ZPJ2EWGkDPcbDPyuivya2URW598QKExyUBrURlwGQjUcxe3wqoKiExjYTvfpt9swZhZrp/tGNXf\nfGJw0s6iUmcY+biOTNjce/JFSdYRf3FSz2+a812EguNTRi6AqvLe90bbvC04eStQZSA+qKqKzZKd\nO637bTzrLHxUmNxkx607ZabBf2/VghGXRXnrdhnAfFD3GRSbsq7KY6rfFoMzYfPmqIxNBkNchg2f\nY5VlN4jYHpvyWbe1xBDdaDOtK20HUXAsv3VX7hObLKYyDZlFZbiXyILjgOnZV10QNguOOpjqSGMd\nyJKnxcbtt0fbSy+t/03td1xk8YnBySuuyCSLj7VOV9a0vIpumngIQih+gDmI+Kij/ORJS/w+uvzy\nxrRZBuaKDIqqgqMOBH333rtuQBwlZka5xKfsFDeebjBU67W5IELgMkBKdoiO1Dbwnq6uF2Np08fa\nkSbIeI1L8LLcR3VRaZS4voZF7HSWltAKjlqfmrcnjnpeTUpye95vShoZzhYJx0jByYC8nnIA0yk4\ncivdOGksOD4uKp97yaXscceZ25a4uKhWrTL/Zqo/1ECu4qOQqZ/L4KKykUZOE0WsD9YVXFQSU6wF\noLHKiK0uJX2di0qcxP9dvrzmcxzVVaJzL2S5FHVv0jYLkfLb/TK/ggVb0KtETfDnpOA4lJH4ZEb2\nCTJ2CqB2cB25Ys0Y7aAcliEPjkTKcC4pOHbinbscnFV8LDi2laWzDJ55Wzt0qG25yCISsHpNEw+x\nyKOLa81HkSqDgmOTV7Zl6v9dZgc2SjErcoHVRmG7tXxiLeRA0yZOWvxtfruyMKIp0FJrwVG2OnlT\nuagMVqUkueKfXW4PnWxfGjwYQL31IbSCI+s/SQRv23IU+QQF+ygtQSw4liBgn3NmUjlt1sZQqG6y\nkApgWkqt4LigDnZf/Wpn4KrExboh7y9Z5uyz9b8DwLnn1taTRcFxGWCScv8AnXKry+XE63/jG6Ot\njwVrxozktpPQHeMPfxhtfQKf0yRWzKoomNKYpAnU9rk/VMU9L7paor8kq4buTVfdXtmvH87u06em\nrLowouzUvzJkiLYOoH7wl591lzzNbWBSWlzIOihJN56qvIVeHkDWq07rtk0T77gWlvNtOvq8LCFZ\nH/MkF1URFhzbzLZG0bQKjpyarA4EN94I/M//1P5mevPX3QuyzPvfH22//e3a+l3qDT0ouUzDls+3\nydIFpIvBcSGprO18pHGFye1JJyXvk1XBSdPPm87z0qXu9TdKwdHRFaw6I8XMqIMtZl1T3MiHDz8c\nz556as13Byr1yEt/sHCBqQPPj4cOxU1ijSFbkLGqgN2km5JowOfWNbnjbGXk5zbNDXOFCIpTZwD1\nDKQ9f1KcB1nb3pZOTbUsqNiUIVtZk/UrDS4Zo1drlENVBqOLqoExOKoslOjPgM8sKluMTBY3iJzl\n4pLoLzRyUUhpebFhSmjnu0J4o9xtMoA6TYyPj6sqLwXHRW5Vvlmz6mXJohyGpsqWGxU5KJ8Yy0sD\n2Kfr2k7Pccr0Q1PsiQxe/e9Bg3CMWMujzoViaWdfD/OlrZ66QVR1Z1msGx1lxHbS1q3GMup5OMyy\n+KhJNm3byuApFSnbat911jpRVheA66Ucejw4X3eYPWC6Nq9ZrF/qPaQSP0I5+y00Uoa1IuC7SNeU\npNQKjgs+A+SZZ0ZbWybj7dujrYs7xKTg+FxX2wA2cmRtfS6LbSqhANrBVC0TJ43SluY+Vme02dbO\nUj+riRttMmS1hIRUcNLUX8Q07hL0S0HRHY48rVLh6KcJNpaXTypDaSwiqltkzPDhWCRMsuqgFDoP\njsvAa7JC+MQmnWmZTWU6Dy716nhn//419ajWI5u7yaRALtMsqLnH0GFkteAYZ2dp6vVpJ9GCE/t/\ngCZIPiRfFabqMnQjTavgqJYGmwVHDui2lwc1BkcdROMDjaogqfdUqLfu//5vff06pLyqkq9TcGSw\ncZyVK93b8kV3PtQZbT7HqFNwkvZpZJCx/M1FPhNS7vjaanmR1/1bZnYqmuNbRbZiHavEQ+USryNR\nZ+zMFm9OB+29N44WgV3q4G9TcGRbeZn7TbPAXFwbPRw0+SQ3ka6sjgeHDwcAfE/MfnCZ/qwGiUtc\ncs+cJ83olnp9MO0xqGfPDoueistq80nnN36sR7msApwCH4tnoyi1gmO7d886K9raBjB5/6lLsLjE\nhKiDqC7Ngjo4p+l7bO6KNDlibEqcrGfIkPrf1OUDQvaj8fhLdfC3nTvT+ZDXYvHi5Laz5sHJYsFR\ny7zrXWHrD0XVLDY25KC0QAkKlgN52oBTlY70+qK9JzZuNNZrG5zUtrdq1pMy8UtbQJ6COvgfapk+\nL1HlPkJ0Pv8ZW3erbmp24JttQI8eeFgoPYCbS80FOQU+7SwyowyG4z+7Tx98ViymaZpF5bJWmen8\nxhXVvI3C3z3mGADkosqEHKR9LDiyzEMP1f4ex5QReMwY4PHHa/fLO17Fpx1VYZDHqlOgbJaFNMeU\nVDbuomcsUqbkLLU08VHSjbhuXfI+ReTBUduWpHGXNSLhXwn6ocKxTS9Oc3pcrDIdZZV9dMhf9vUw\nC262+aKVetWWR4gg7JqyCQOv/Hx8LB4pjYtK8qfjj08swxjD24XbylhG2fqg3hdxRYFncF26tKXu\n4xJ/ZapfKjVPn3IK7jr66MR6krjy4IONvx0k3HBl6FYsmWHKyZAhwJIlfgOxfN5clj448MBoqw6M\nLoG+tnrTlFUH/zT5ZHyXagiRnC4J6Q6Lt+cTr+LjQs46K9V0f2nc9s77+rQrZtvmSldUcI7fbz+8\nvGNHx6CimwkkT4sMIFZP046YAlHnolK2OuQ+Psnwslwqm7rjagnQIeXmylZXxqV7cVlxvK5tcf2s\nuX4MSta+3brVLUQqy9hcYD7ra6ny6mTksf8B4OIDD8QTGzfiENHhyW1PxrDLIFfS+T1fDnAZ6WVR\ntHelUPzyouksOD/+cbT1icE54gggKXBcTc4mB9wlS8z75O2i8nHfmLI0+yo4oa1S6nVRXUWhlo2Q\nv6nPr3TZhQ4y/utfo23MOl6HPLa77qqtK15nGZSLvC2RRaM7rDbFJfWgCEyL3yZThelRxmOob9By\nuQddG+pq4svOOAO3KguPqdlnbTOX0ty+cobYH4Ul5IHXXzfKa7LOWF0+HlYZH2VgsjjvPgn5uPI5\njsmCI/exKTEzpLlYQ5rHRR7T94UbR/J/69fj0wsX1nw3TCjWh/XoAT56dN33cRlsbiwge54dF1xl\naSRNp+CoiqPLoMcYoAv0d3FRfehDwJNP+svpIh8QLsuvLHvCCcllXVxUPlhmiTrLkiamJW5V4xz4\nxz+Ahx+uLSOtPaFjcD79aeCqq4ARI6LPaozq3/4GXHdd9L+ausRlmngRMThVDS5WF9s8v29ffFxc\nFNshHymncYvPh/bogdfkVMwE1JlRR+yzD76muAZUC47uscxyG1wjctGc0KtXzQBZU79iPVLbtZ0f\nn4HMxTolOUm4x1wCnOuCo11kUOS1dQ29RMf6FvHmFJdIKrwhXFRb29rQarB86CxOHb8pCl7xKkWn\nUl8GWRIVHMZYT8bYJMbYNMbYLMbY7eL7axljsxljbYyxkco+tzDGFjDGXmaMXRz7fiRjbCZjbD5j\n7AdJbcv7e8UKYNkyWYcqX21ZHXJwc+nAVQVn772Bt7xFX9b0XIcaKBYsqG3HRRmSfaguBsdlyYrX\nXqtt85xzkuXMku1YyuIzTVzdV/K2t9XLa4rB+dKX/ORU2WuvWqVJtcpceWWna9RnvS31+0a4DBur\nTBXXn0ieHjECNw0aZBz0JYcoSfoYatehunPIEJwirCR1FhDFgqOjQ8ERW51FRH0r9ulafGZCqUqK\nyy3RoeAYvn9X//64UCgGPtae8/v2dSiFmnpNn2vkUn6zWXBkycOFCfgpTZB4moHclBLANv3cHwHO\nIgAAIABJREFUq/4GPcy2O2o/0WmVwXqSKAPnfBeA8znnpwIYAeBSxtgoALMAXA1gfLw8Y+x4AO8E\ncDyASwH8lHXeWT8DcCPnfBiAYYyxS1yEHDgwcjMB9R2+ywDwwAPyWGq/dxlwfAberPeWur8a1BxH\nPRYXF9Vtt9WWdUGe97yQSopDPKQ1E7U6zV8lfh5Wr3ZXQk3XtKUF+PvfgT/8IXnfNEqK3PeRR4DJ\nk/33T9NWI/rGMvQncUb17o1PDxrUMaha86goJ+i2IUMw/U1v0tYrL7lNwekoa7CiZEXWJ2MipEUH\nMLukJHcedRT+T0kVrpaR+VT+e+BAfGnw4LrfHxg+vGNmletg/Y7+/TFQ7uNhGeLK5xq5ExQRm0tQ\n5sMZaAn887LgCFlO3X9/vMkQYJe0QrgaLxRn2c6dQeTMgkwb0DQuKs65dDb3RBSYzDnn8zjnC1B/\n3v4DwAOc8z2c8yUAFgAYxRgbAKA35/wlUe53AK7yFlh5I5fn0OaCcFnqwJTbxsUFZvs+i4vKpuCo\nuAzs0hLlE9Drc49Kl4wNNfhezkZ94gmzDCaZXBRUnSVL99lEvL6TTzbvb5PFFixuOr9SCR082C/A\nPQ2WPjEXytSf9O7eHd8bOrRjSQUdTqs5Gz67WHA6toEHBHWQ7h0zeaozgNQuYUCPHrjMMlPmbQcf\n3KHgnNa7N7561FHaIGN1hljSMR7ao0cqi4XPdG51a3NRyVit8zUuqjTE3WTnxHLs2Kxs6vmYFYsL\nUn+bookX2C7M2iHvLpu8ezk8L43CScFhjHVjjE0D8BqAJ2Odio6BAJbHPq8U3w0EEF+beoX4zoh6\nDm+7DTjjDFW2aGtTcAYMiLbPPmtrrba+Hj2AefOSy+sI5aJSFbNJk8xlk9w5cWwWHJkPJ42CoyzP\nU8fXvgZ84xu138k+12dZDp38puzUJgXHl1NPBaZM6fwslZb3vre+XZMipjuX48fXfwcUEw/TqBeu\novqTFHIC8IsfUfe1KjgObiHT8gIu9BQ3qZzybQumNeZPMcj3hSOOcFLMMp1DhzLqEg02WVRLmUt8\nkZrRWLfP/h4mcZMly3SedZ/jbBJ5kWxB1vsJ+RplUVFdrkXiasFpFyblQQBOZ4w5hLKG5847ATU9\ng03B4Rz42c+A66+PPqvxgba3bs6BYcPs8vhYe0zY+it1xW2XJRZc6pdl77/fXJ/PMRms9HXcemsU\ntB3HFg9kkimNyyerBad791pZ87KCFUmjlKqy9CdJqAN4msvosvyCHAjGb9qUogUzDMCWs8/umNL7\n0cMPx2fFAp/qMakDufy+VdOxfmnwYJwTi5OxnZc6C46DzLKMejuqK4Y/M2JEh9tNlr35iCNwj9Jx\nq0qF68D7txNPxFWiftvyBkfus482QFyHj5XORd7lSr4KW+0ZEqs7IdsukwXHKw8O53wLY2wsgLcC\nmGsothJAPHJjkPjO9L2BO7BcvLeNGzcao5WAQDnYJFlwPvKRzv9VK7QutsEloLcRLFnSOeXZRQmQ\nx6ZaLGzLJOieWVn+1Vejrcvz+OUvR0G1cW6/PVJIk7DNojIpkD4xRKFcVKp8LrP50irAt9xiXxU+\nbxgDxo0bh3HjxuXaTqP6kz333ttxwV8/7zzt3P68Vlu23arqwPvCli01n7PCUOuWOqNPH5zRpw++\nu2JFTRkA2G3IA7Pbweojy6qDra5MEtxSdolivo8rWVL6ofvth6H77YcPz59fL4vYSqVLp7x1lGUM\nV/brhxfFNfnaUUfhs4MGYdALLyQfRAriZ3mVOI/quZPbEfvvj+nbtgEATunVCzO2b+/47bpDD8Vf\nNBlQD9l7b6sbNgRq2oP4dWxEf6IjcehkjPUD0Mo538wY2xfARQC+pRaL/f93AH9gjH0fkcl4KIAX\nOeecMbZZBBS+BOB6AD8yt3wHBg2KZlCpkx0mTIhiE+LorBvqs2nLhaO6OFyWczC5hVxiLEwySg44\noH5AP/dc4Jln9OW7d4/qUq0yNgVHZ4WQz7w6g8vGFVeY20gizVT4iROT93nqKeDCC4Gf/CT6HFrB\nUZeAcInBcW37mmuA005zk8+Vn/+8VtnXET+G0aNrXyrudNFWHSiiP+nx/vdjj7hQhyRkvU1LncvB\nwWWi7jtNDFq228P22zePOgq3uKxfokFVZOKupR4iEZ460JosDLYjdlF0TErRgbEB+lIlL4OLgiqP\nUcr7t/XrE/d5fMMGAJG7b4BhHZw0CqltnzXKukBq2VP33x9Ldu7Epj17cNS++9bk6lGtXJKXR41q\n2KymdZrVxPPqT5JwOebDAIxljE0HMAnAvzjnjzHGrmKMLQdwBoBHGWP/BADO+VwAYxC9kT0G4GO8\n8+77OIBfA5gPYAHn/PE0Qp91Vv0g7ZLn5LDDksukSe0fygWh1qMOnj7ByyrxhIW27MGhXmT/4z8A\nF4V9332Bd77TnqhR/SwVVds5GDUq2maNwZFL/5hkkYp1krvTlwDZ1J3Ys6f+5SBnl1qh/Ynrod0x\nZAg+I9w5Hfs6uJsk+3Trhi8NHmzPZKwM5EdrFkH0uRRfVN/6bG0rn2cbEtq9PGoUZik+aJOiI7HN\nREtS+Ey/LlOsN++XgZUClzRXch2vvYUMlwgT+azTTsMcg599ilA6JaYoAd9H3EnRE1vVvffL447D\na2eeifVnnYU/iCSOsn2TS/SgvfdG3wwWnM97TKe9WZj/m8JFxTmfBWCk5vtHADxi2OebAL6p+X4K\ngJPq90hPUgxOnNNPjwJ1v/c94MEH9fU02kVls/bYBk8VUxlZv2vfJ8/jW94SWUHS5mHp3h0477zk\ncnvtFV2LhJQkAGrjYVTi53HduvolDtJacGT6C/X8Smu8i4KT5qV60SL/fWwkzdaKk2funbL3J5Lb\nhwzRyeFVx1ePOgoTPOJqeouL0YiBoTVmYVrx5jfj8B498Ps1a+rKHRvLmitR5fOR12dgj3NEwgrY\nLldGDv5SwZEWoRN162451Ofbvq1eq1KofL8XY9iLsY4g8jh5Bfa6KLGSN/XujRW7dpVCwSlDLh4j\nPv3JmWfWr4itm8or3+yB2gR+asyJz6we0+es9O4NnHKKPsdL0oBts1xIRV6V94ILgMsuq/0t7TG5\n7pfmfMcWK9YSn92qq7dXL38FVj0eGR8lX/J11jVTSoOktosOSi66/TzJ673FVK+Ti6rgEz6wZ89U\nMphcVC77/P/2zj3Kj6LK49+a94tJJo95JCGTkAl5kJAHCYEQkrCbCIqugogRhYS4ig9AZdk1rIss\neHBh2VXwrMtxFQRR5OUDYUGCIisouLAkEoGIPASJIYRAooaQAOn9o6pnanr6UdVd1V3dcz/nzJnf\nr3/dVbeqq6tuV926N+73NLWhss16nlBk/J1XaQY/WTZPOpZVwZGJcpxoKv00qCg420Xgvy9OnmxV\nFh2cVnBU8J+tyy4bHMQxjrAtxc89N/hY0UbGjY1cEdm4ceCYLG/UkpzKTEVjY3gQyp/+FLj22sF5\nuTTY/eY3/P988f6vIltY+XV2bvlE2eBccgmfMYqbwYlj+vSBz5JbDMISaWcQjmxvx4gUDUcnPxUl\nQ6dbikuvIcOD3b+0pmFA7O/SSjo3zsh4kAyB7ypLVMGt+yqK2WcCy5QmhwU5YruvoL1w5JHYuWQJ\nAL124SPfV1/RyIvnxLT2SD+auAODR+kVnDjSvClnMTJWzUMmmM911/FwCSEzw4PwbUPSoroca6qN\nBmM1+fhLJCr17Ss2OobJUTNZl12WfG2YDAA3cpd3okX5Q/Ov8c0HPvc54BvfGHyO6MsAACtX6smk\ng4rCHrUcN9wIK/4v589HvcLa3XKxsyfN1vK1AbsS3evTXJsm/TRLVKMDYS+yEmzOKooHA9+J5S9V\nxfoFEv+/1NcXHcdLIc+4a07t7sbZgUB14xsb+3e+RcUJi0r3qUWLMElaypODwebFS4sXRxpjF0Fp\nFZwsz0nYDI7vpC7LDI7utfv3Dz33Qx8Curri0weifeKozODoKGi2YyHFGXX78vkODn2lwl8ekh03\n5mkULi9zxqXv/z/ooAG/Sh/+8MB5L74IfOUrQ68rCr8+i5bDNGHLCnGkGYT9K4IRx1VS8gfanhhf\nK6YxoThF2YgM2eG0fDnGWt6irGof1dvUhCnNzQCA66Xo6qnyjDg+L8SmJ4ivvJw3cSK+F+K2YNC5\nirJMaW4eNGuiEiZEFdXudazUhl3oRkqr4PjE3cOkNi/3RX6b9KOOx10bFdZBF8ay7+4JkmRcq4rp\nQS4qPRUFyjfg9xWck04aaoQbVU5Tnoxl+bNuMfev7+riu8h007VN5RQczaWftJ3iYwsX4lvymqNi\n3h0xg7+K7YMuh7W1YbGB9dAoG5zD/U405FydphU3wxIk7sxgnge3tCQGWo2SM8xGSMt5X2Bmr7ux\nESeOHRsvf8oH8pKDDsIXJk1KdW0SKnfGhe6s9ApOFoLtZvNm4Nxz9a83NSDEhH4Zkk/Us3/CCYC8\ncSPtoBnngE8F1etUZnD8Z1R2DaC7jVrHN1EY/jXr18c7SAy7Rje/ohQM359R1RQcGdWljDTMbG3F\nmEDjUElrSlMTXhPxgkwSlfeD8+djvRxYTRHZqDbsvwpxnp3lPIDoLdnB88K+h2GiWT++cCEeD2wp\n19ldpyNDvwKZ4hqAx/X6J0MKTpq6iwv8mRdOKzgqsyhx/PrXevlNm8YNcFXTT3pDD/stiH/uuHGD\nYx2FneOnlRSLSX45iytHnFG2/1Kps0SlO8txxRXATAUn/f6YEYyTpYKpWRE/hp1vJxN3z310FQXJ\nMatxVOrBv9fTptmTowxktRM5ccwYTBG2EKopNdfWYm5bG8YEZnNU3t7/NsLB1xR5elCirqYGdeJm\nvxqYCr5U4c1BJYZW1DUqcZv8pvqWxsN78tixuF74hPE5MMEW5PCIaN5xTG9txfTW1kHHng/x4BzF\nxoBfHZ/XQnaNzBCGmC68b6i0wxkBw9FgWy4CpxWcrCRtevDv2YUXcgNQGRWj17Bt6Gk58MCh29yj\n0AlVEMfWrdG/BUNhqKCrTJx99tAQEzKMcYPeiy7iEa91dk/5jA8Jvxi8/n3vS05nw4b432X5faeK\nujM4l1/OPQ7PmqV2vg5Ru+l8Vq8G1q7l5w1nBef83l58XsNhXhjfmzULbeIBekVjN0BfSwu2H3VU\n7DmqswW/mDcPfyPiKMXx9J49g76PU7AD6p+5CeymiiNNKAydJaq2ujp8IMJ4MUo+E8t0gJ4CEqzv\nKN5ctgxrhNG5zhJrXspQ2P2cFPBVZDs0hAopNszmR5a377VrgVNOiU/Xbzef/3y6vE1M5acxjq2r\nC9/mrZq+itxRvnJkJk9O58QujKht73J/v3179PVR9fi+9wHHHgu87W3R16q6F4jjq1/l8n3sY8Cm\nTfyYroLT2gqccUZ2WcIIqx95Bvmaa+zkWzYuMry1dndchFxBVl85nz3wwCGzEUlLQQDwztGjcWJA\nCVKZYdkrHtY0SyhJyFKv6uzETdu3404RLiFLWmHfs8Yfe0x4f9YJVeHfl6Sc5funNEMm/r8cCPOQ\nF72NjbhZMpZ+a9ky3BLXYedEaWdw/LYZ9ZJy1VU8FlEcaQ2U77mH/7dkvzWEFSv4zh1f3quuGrrd\nOEgW49pbbgG++EX+WUeJizs3i91L8LvustmIEbwO/RnsYLqKL1WxnHjiUOUkSsFJ2V+Hcued4ceD\nJh2uGDAXgVz9toJqquSd5Zw4uftaWvAR1elfidtmz8bp0vKWt3x5rILjS3CR7zRMYMJ/zyyx7CP7\nwWmqrcXxSYaJGYiTKVktHfAGrTOI+uemscWJY5pYHgpb6sqD0fX1/VHrAa70nThmDC7LK+ZMBKVV\ncHze/nYgxMN4LCp9XNI5b77Jg1/K2DLOXLiQb5X201+1avB2YyB5F5HOb+99L5+dAfSUiayGvHHp\nyaRJ++KLgccfD7/e92JtiqlTB+dj02g3akUhuDxLCk55YIpv7/918MF45LDD7AuUM6Z26CTd97g0\nbg2JyC2z5+ij+2N0BfN5JMLOBhgaV8pHZeYsir1Ll+JkEUTWd/Rncot4GCr1X1dTg3MnTrQqRxJO\nKziqy0RJrvujWLAg2uHd+vXx18rtMcvMRRFBPXXQzVMO6qmDTrDNMJmyDOBp6jXEJ1s/vg1NlLwL\nFpib/YuSPWAHSSTguv7nKz2ynN0NDZiXwlBWJR8VTNaZja7tD8L4NyrtMBufQ8WDk2Tg3FRbO6Cs\nKNTZNGHwHTXgzmptDQ22KhMlUUNNTb8MU0U+puuzbC8JPk4rOLY5//yBoIlBHn1UPz1VR39JypMq\nJ5yQ7fqsdkZhCkha+8yHHko+x087q6IXvD44S3XqqclpLF0K/OlPaukHv99774Cdji2uvnrw9+E8\ngyNjqxqyuKUv6+CR93KfLkmLNTq+c+JQGUTbxZRq1A69e+bMwaMREc11ZFGduZFttlpse3MtkOqW\nTAHGzMyKxO2wCUtfds+fZQbna19L3loeZ1+SlyG1Cn19yef4z2QRMzhh3ouTXp6jZnBaWwccS2Yl\naolKzFgTJSCrDU5eFC/BACr1EdwRpuM7R0dh1XErEDXgNtfWDrJhSYu//V/nXnVJ9XRBxBtqUnqu\nKulOKzhZ/eBkuTbunGOOGfx9xw69/MMUZpVnJCjT2LEDW6ezKEphW6l15EqTZxAdW0LTMzimrwkq\nNibq8LTTBn8/9FDu52nx4uxpE9k7aFsKSFq5XFCIZHQGSPncVZ2d+IrK20+AeW1tWBLYBq6l4Gjk\npTKI+nnd7Qd80yBsedIk50tKTbMpHySO4LSCUyRx/UNwqTS47Typb2lsBPwwKDq7+s48EzjrLPXz\ngfA3/OCA6xvfhpF2p5kuYfno7KLK2wYnz/QAvv3c55OfBH75S67kJN2f4ezTJsiXpkzBP6Z8Q03L\n64Z2tQQHuaPa27EoJCSCTYJKk606e0PKZ3R9Pc4KRPRW4f8OOww3JHgRPSBmMH/I9+ypgM7jruMU\n0CfNIK2j4DYoLFG9FnB34Jb6HI3TfnCKRNf2JIqoduYvIWzcqC7TO97B/1RQVbaAgfhbcemo8PDD\n6dPJMgP1L/+SvFykI0vWa2wv67W26hsROxTgN3f82/EZP6iZjTwibvp9u3ZZye/GQw5BZ47BOWW+\nPGUKAHuD3K9jdiGporIT7cJJk/CRCC/QJ2us8aosUWWZUbO9/KOSftCvUrA0WWzQbEIzOBHEKbWO\nzf6GouIHR8XJalw9BNv0d7+bLI/O71GeooP5rlvHZzXS4o9Bpgx/bT/rGs5x++nujt/5VWWK7Hwv\nTNgud/vs2eiN2T0TlFzVY62NMvtptie5iE+TtvRZxehVpwuOqonm2lpMDYQXAIB7587FP2tsc0wz\niGr5wfFn7wwFH42TJSqPpEj3ri2J+pCCE0HcbESQuJlQR+87ADUvxMF+cv9+YM0aK+IMwaQfHJXr\np041c79sj6c33aR/TZYdbsOBrLd9T4TH4qaEwfr40aNjlRGX3ozzWKLyPA/LDAdl040ttmzkSONG\nxlnuo+1BWkWyow2FtcgbpxUcW8qBSroJLgkGEefdPS/HkmmWeFSeubDlON1ndeVK4D3viT/nnHPU\n8g47npWomQ355c6hccb6ElvV+Pi4cfiw5emrX2nYbCSh8kbtwu1MM6OgcsXYhgZ4y5fHnjM1IpBo\nGEUt8cg2PiaWqHRS0DlXVtCirnP4PT0Wp21wbO2iUkEn4KGv3IYNIkkKTm8vEPB8bpS4elKxUTQx\nMKr4/Vmxgvv1efJJ+zJF+cGJS9e2jc/s2ernqgQHJQb4YoHu4rM+PsE3f9tLAXHy2sxZy8FggvIz\nJG2Nc9OUMSr9vuZmbAjYE7EUebSk2Nmkk8fctjY0Moa9Gm1rdGCZ0qWZRhmawYlA1fbkpZeAOXOi\n00/KKyIArjHi8lfJO+2OJd323tEBfP/7ammaVnCivFn75z35JHD99enTV5kN1LF/TeOXy9H+xxnK\nVj1Fypsmb18xK0Ju24OvkpGx+N+laRjuLV/er+CcOX48vqm4LfLMON8fAcbU1+P1Zcvwckwk+2CX\nf4Ufj8ZxnFZw4rA9g5Oww7CfqjtUyxKGIivBexzcjm8Kf5Ytakls6lR1Pz09PcCyZQPfPc/MDia5\nv0rT9guOeec8rk7BRzX1YkIqDiZNnQWv2bZ4Mbrq67FITJHaUEZ0Brk0uec1iPY0NmJNxK6vIJ/W\n2Frvl3l0fb3yPTXhlDAPSrtEZRud4LxRMwuMDS7D5MnAzTdnly0MW3WlswX+29+2I0NUfmkJlskP\ntrlv3+DZnJ//PDqURxR//GM22aKYOJGXP9imfNragLDdtVdfDbzwwkAkdaLc+Ld+XwFRo3Uc5anS\n2dCAPy5eDAbga1u3WlmCs75EFdFJhqXl4m4jEyqlqzOgTis4K1YAEZsTCmXUqMHfg+3bb8M1NYPl\n7+sDooL/FrEcZ3KpKY/n1nbIlOCO0Xnz7OaXB7KnYwf71sqwoqPDSrrttbXYHuIN1NaySxEGubq7\nnLTztL1EpXHuxKYmnDVhAmabitWSM2Pr60Pbo6s4vUT1b/9mPyihLr//PXDllWrnys/VqlXAD39o\nRaTYvFWidKukI/OFL8SXZckSIIXz0UTq64EUns6HEFV+W7u0iOFLmsHVf2SfXbQI9wW0bBs+aMLy\njiOuREmlLULHLmqb9aDdcOL/aV1d+FxvLxotv62N0mgnKm304OZmjKyrw/Ulmwp2WsGxRZY32d7e\noYESowZGuQ2PGDF0hsAmpmZnws6ZMAF497ujr7/vPn1Pu6oYdpERiusKDs3EmCfr0oGNpYdJzc3o\nkQy4nlq0KNG24lBbD14IWbYtz8lRTtuPc9QMVFj9qEb7zoK3fDk6onZOCEZIClCSRIsOOABjGhrw\nqhwluiQMSwVHBZ12GBXLKU/3/mn6V5eiifvkMXgnlamMCo7rMhPZmdLcjHpxo6Nu968XLrSWv0lb\nDR2lICu2l8BUg23eP28eTlc0ErbNDTNn4v+i7CUCZJ3VKxJnbXDSuPbPM3+Z558PPy7P4OQ9AMXl\np2MAb9vuJUgBtpOlg2ZwzJPVTsPkLXHREDWMroRZgjD8kuXZrVi3K1JsO0c55A14VH19/2xS2FJa\nVaAZHAMcfzz/HwycqaIcfOpT5uVJQicQZ96KWR5G5VWc7fDLtGpVsXKUFVtKhammFkzH1kCkI293\nY6O20z0f27MqMmk8AesQ1c1fN3067tTx4JkzLPC/igxLBcd0X+YrMl//OnDZZXr+Wk45xYwMOmXS\nmZWRy3DBBerXpUWewSnqRbaMClAZZR4OtNTW4mHFpYA4dEId2CJL3lObmwdF6L6iry/UaZ3pZnzt\n9OlWo8gD0TLPamvDcaoOtApApa5XdXZibcKy2remT8cVfX1mhDLMsFRwbNHTA5x77sD3PJd3brtN\n7bxZs4AFC9TTlQfO887TkykNckgEW/WXpAwcc8xgx3quEaf4rVsHfPnL+clCALNbW3Fs0HeExGE6\ncT6gpkjEzThdPHlyrka8KrTV1eHGQw7p/37kiBGhTutMK3CndXdjvAlPmzG4GqYgCV9uWf5gu7p+\nxgycITmFC7s/p3Z34wiHlt9knLXBsYnpmYGo9p2nDc7RR6udp7vtXpY7j+f4rruA3bu5512b+U2e\nHB1N/dRT+V8ZmTNnaOgQwi6PGjbsDeue+pdZROcV14X9o6Ww8f1LGnHRzxPS2LZvnzF5dCnStslF\nu6pyqmV6lFbBcam9RDn6O+QQ7jdnyxb7MsTNhGZRFPxrN20CNMOopKKzc2jepmGMey+Wt/cnRTsn\nqo1D3Umh2B70btuxw3IO0dSWdKbFFmSDU1FU2rnOsm1UenffDWzerJ6OLaLka25Wv1ZWPPIiryWq\nvr7kQJ8ukVa5P/10s3IQ+ZGXAvbM66/nlFP+5OGDpkyEKThJ7WxGS8uQSOIuMywVnKQBYudO4KMf\nVU8vaganuXmoU0BbpBn0VBScvLeJyyT1R2vX2km3jKiU6WMf4/8//elo303DlbI0CdvGxm9Znhqv\nL/Dhm9jUZCXdYInKEYZSzXYoeM6Epia8XCKHf+VRxQLYfA6z2ktVyRFbnIJju0w2l6hkXFruVCGr\nvG1tFHzTZeJscGzz/s5OPLZ7d+w5WWR5dckSvKAbwdYAbyxdijpLb2vB+mAhEXFd7GLSzODIrJs4\nEZdEOYFzhGE5g2MalYH4qqvsyhAc9EwZB/t9Qt4K2sknA2vW5JNX0QpOeztw+OHq50+ZYk+W4YpL\nA5CKQaotedvr6nD51KlDjt88cyaumT498fqkbqK1thbT8oxZI1BVbtLWa1ORU90pySrxuokTjchh\nk9LO4LiEyuBfwEtLP1HyqQzsM2ealUWVG29MPiet0uXabNquXern7t4NhM20u1YmolqcVIQRXol4\ncP58zH344aLF0CJsm3jVupHyqZ0GsL1NvIgZgbjwC2kVHM8DFi+OT6OMBMvS1VWMHGloaSnWLoqw\nT9xj6f/Wa9m3y3ClQt1cImFl9dvXio6OPEWxBnWVDtDSAhx6aPrr77sPeNe7zMkj47JiY2oG59hj\ns8tSNDNnDnaSGEfRS3IuUrYqsWVPkhWXYnrllb/DXWQscdvEVUJMlKHctETlAK+8AmTZeRdm1J5F\nYZJxWcFJiwszbqa5+WZ1BYdwmw86PqVYwS7BKB11dXgtj6B6GSmrB2Yd3HwNUMDlQUlXtsZGvQjf\nKnzkI3oxsaIoysjYJlUqi09jY34uCaqIS03i5M5O3BrxBu1wt0cINi5YgM06uwYcwoWYZyYprYLj\nMq4pXyY8GRNuo3Of6J6Wjz+LGYEi/cj4PPTnPxctgtOMa2zEBEs+d2zg2HBlFFJwDOBAn2MNOZyB\na1RlFxVRPK538t/Ztg0AMKq+Hs8fcUShsvzF4vJL0Y9mmvzLvNQzqq6u0h6eS2uDk2VmA0hBAAAM\n9ElEQVSWZNYs4PbbzckSJEw2KSCrM6jUYVzbL+Nz8cADQ+N2mbJXKguuzTASyXxC6kAOLHh2YH9M\nA8raJRTdNG3k/7WDD8YUFbfxBbAjYMDpYlDQLAzLGZyLLzbrl0bFuNN3k18EJmxwqsIRRwCyH7Nv\nfhM44YTi5DFFGZVNQh2XAkXuL1qAkvHRcePw1yXbdu1Oa8tGxYYvNWpqzEbGHjMGePPN+HOKbN8m\nbHDC0qiYsk8QzrLAoS1ycY/9G9QpVIK6mho8u2hR0WJkprRLVK4h74IKPuNPPQX09uYrj8yePemv\ndejFcQguy5Y3VBfVxVu+vGgRiBiq9OjJQ9ckR5fVdCAFxwJBBcfV2EEqgyINnNWDXrKJLMTZ4GSF\nmmZ5KMPQUNolKuqks6NThy5GSC86f5co0a5UouSQDQ5RFmgGxwJVVL72V7RXq8K9qkIZioaqUJ09\nJfDSmxbdXURz29owu7W1MlutT+nqwp8qdH9LO4ND5AsNogRBAMCtO3ZYS7toNUHXp82GBQvQ09iI\nsQ0N2Lt0KbpN7l4pgGktLfhyX1/RYhijtArO2LFFSzC8cFHBqchLU+5QvRG2aCq5X4ksfmAaamqw\ndfFig9IQWSntElV7u5uDLuCuXFmoYpmGK3QvCRvcNmsWGjIqOEU3zaLzJ8xSWgXHZW67Ddi5s2gp\nzFJVGxyCAID3jhljNQTBcOCdY8YULQJBDIIUHAvMnVu0BOap6lt/a2vREhAusKanB2t6eooWgyAI\ng5CCM4xZvRpobFQ710UFJ6styebNg8M2EAQxvHGwm3OWMpjykYIzjBk3DjjnHLVzXVRwsjJtWtES\nFEMV7yWRH1dbenBmtbbibSWL2US4DSk4hBJhNjhF78YpOn+CGG785eij0SrHpTHIpoULraRLDF9I\nwSGUcPGt/8wzgQkTipaCIIYPtpQbV3CwmyMyQAoOkcjKlUBXV9FSDGXGDP5HEARBEEFIwSESWb++\naAkIgiDsk8XRH+EepOAQqVm5EmhpKVoKgiAIghgKKThEav7jP4qWgCAIgiDCKXfgEIIgCIIwBC1Q\nVQtScAiCIAiC0EI38noRkIJTcUaOLFoCwjXIjpIgiOEAKTgVJ2NwX4IgiGED6f7Vgoa/itPeXrQE\nBEEQBJE/tIuq4tx/P7B3b9FSEARBuA/N4KjTVFODd40eXbQYsZCCU3HGjy9aAsI1enqKloAg3KSn\noaFoEUpDLWP40ezZRYsRC3PRcyNjzHNRLoIoOy+/DHR0ALohhRhj8DzP/W0TAagvIVTZtm8fmmpq\nMKKO3vttk1d/QgoOQRCJkIJDEIQp8upPyMiYIAiCIIjKkajgMMYaGWO/YoxtYIxtYoxdII53MMbW\nM8Z+yxi7izE2QhzvZYy9xhh7RPz9p5TWfMbYo4yxJxljl9srFkEQLkL9CUEQeZGo4HietxfAMZ7n\nzQMwF8DbGWOHA1gH4Cee500DcA+A86TLnvI8b774+4R0/EoAH/Y872AABzPGjjVWEk3uvffeyuRD\nZXEznyqVxRTUn7idR9XyobK4m08eKC1ReZ73mvjYCL7zygPwbgDXiuPXAniPdMmQtTXGWDeAAzzP\ne0gc+lbgmlypUmOhsriZT5XKYhLqT9zNo2r5UFnczScPlBQcxlgNY2wDgBcB3C06lS7P87YBgOd5\nLwLolC6ZJKaTf8YYWyKOjQfwgnTOC+IYQRDDCOpPCILIA6X9cJ7n7QcwjzHWDuAHjLFDMNQnkv99\nK4CJnue9yhibD+CHjLGZxiQmCKLUUH9CEEQeaG8TZ4ydD+A1AH8LYLnnedvEdPHPPM+bEXL+zwD8\nHYA/yucwxlYBWOZ53sdDrqF9nQThGDa2ddruT6gvIQg3yWObeOIMDmNsDIA3PM/bxRhrBrASwCUA\nfgRgDYBLAawGcKt0/iue5+1njB0EoA/AM57n7WSM7RIGhQ8BOA3AV8LyLKO/DYIgksm7P6G+hCCG\nLypLVD0ArmWM1YDb7Nzoed4djLEHAdzEGFsL4DkAJ4vzlwK4iDG2D8B+AGd4nrdT/PZJANcAaAJw\nh+d5PzZXFIIgSgD1JwRB5IKTnowJgiAIgiAy4XmeM38AjgOwGcCTAD6rcP4EcJ8ZjwHYBOBscbwD\nwHoAvwVwF4AR0jXnAfgdgCcAvE06Ph/AoyLvy6XjDQBuENf8BXzXh608ngawQ1z7GIBFlvLZDm73\n8ASA74jjWfP5DYBt4rtcnp3ivynZdwHYB+AJ6bf/BrAXwOvgyxXtGfN5GsCbAHaDG7j6v60WdecB\n+LilsqwG8JIozx8AXGK6LADmAHhK1NceAJ839Hw8EFJfT4o2dRr1J5XsTx4RbXU3gB/ATF9yOYCr\nwPuTTVJ9/S+AnxuuI+pPKtyf5NrhJHQuNaKSegHUA9gIYHrCNd0A5orPbaLg08HX8f9BHP+sf1MB\nzASwAXxpbpLIz5/F+hWAheLzHQCOFZ8/DuA/AXwGwH0AtojjNvK4Btx52Q3i+hEW8rkGwDMAThH5\n3CgaTtZ8HhDpPyqV51IA3xb5mKqjJQD+AcBOcbwD3OB0pPh7FcCXMubzfXAndM8BuEHK5/cAfiKO\nPyvuzwzDZdkCPsiOBu9MJovf0uYTVpafijobAeAk8E5pRJb7Ij6/P1BfT4t0R/qfqT+pVH+yDnxQ\nbRD3/nmY6UvuAHAOeLt9QWpftwLYaLiOqD+pcH9SuGIjdS5HALhT+r4OCm9dgTR+CGAF+Ftbl9Rp\nbQ5LE8Cd4G813QAel46vAnCl+PxjAO8EcDeAvwKwVxw3nccx4qbVAtgunWc6n+NF4xwN/vbwI4N1\ndh24gvNjcc5mcJuL7YZkXyQ+TwbwZvAcKa2fZ80HfGB8FMBL0jlPA5gN3hldDf4Ami7LUwD+Sny/\nEsD7LZRlI4C7xOcPgL8VmShLbaC+5PvSXxbqTyrTn/wMfBt/B7iSs9dkfYl2+2epfW0G8LLBOqL+\npOL9iUvBNseDT6H5aDnuYoxNAtcsH0S007BgHlvEsTinYeMBnAHg7wG8BeANxtgoC3nUAngZwDcA\nHMAYu5Yx1mIhnw0A/h387aEDwB7P835iKJ/uwDWdnudtBV+m2mdAdv+a/QDeEvchmNYkcAXORD4A\nsEvksxLAVs/zNonjW6W0TJalBcBSYXR7LHiHYLosdwE4nDH2PIB/BR/IM5fF87y3pDyi0soL6k/s\n9ydjAHwVfObmD+AKziOG86iTrukE8CpjbJShOqL+xExZnO1PXFJwUsMYawNwC4BPeZ73F0Q7DUvD\nAeBvQBvBXcZHbTvNkgfAO6T54B3GC+BrnOtC0s2aTzu4W/xecCWnhTH2QQv5yPh1ZjLNoZkw9jnw\nB3yDyWTBd+msAJ9Otk0NgA7P844A7zhWG0zbvw9HArjd87yJ4EslJ1rIo7RQf6JMDfig2QtgnPh+\nkuE8gsj1Rf1JMsO6P3FJwdkCYKL0fYI4FgtjrA68M7rO87xbxeFtjLEu8Xs3uJGVn8eBIXlEHQf4\nW9Y7GGPPAPgugGYAVwB40WAeW8DvxR/AH6Z2ANeDd1Amy7IFPF7PM+Br5+0AbgKw2FA+Lwau2cYY\n6xH5NBiQ3f+tBkCt53mviOMTGWNrALwDwC8irkmTD4Tso8DXfs9hjD0rzj8bfPo8qt2mLcte8HVu\ngD/c+xhjow3kA3BjyVcAHAY+4MHzvFvEOXFpKeXBGKuV8kj1PBuE+hP7/ck+ADvE/fbLNsdwHm9K\nv20Dt7t4xVAdUX+SsSzO9ydJa1h5/YG/cfhGgQ3g63ozFK77FoQRmHTsUoi1P4QbozWAr1XKRk8P\nAjgcvBHcAeA4cfwTGDB6uhADRoH/ajoPAP8D4NPgRoEXiHKYLsst4DsTThX5XAPuT8REPqtF2n55\nLgXvWKOMjNPeh7Mw1CjwCQAHga9rjzRwLyaBT72HGbn5RoEjLZTlJXDHdx0i/+ctlOUJ8M5hBPhs\n3uuGyrIqor78zyOpP6lUf3Ip+C6tJnHvn4W5vuQ48Ha7BepGxtSfUH8y+HnOq8NR7JSOA9+58DsA\n6xTOPwr8rWGjqMhHRBqjwKf/fgu+XXGkdM15oqKD29YOAx+cfwfgCul4I/gsh7/V0t/WaSOP58C3\njj4OrnWPsJTPDnBL9yfAIzfXG8hnM3jHsBe88f+vaIS7xH9Tsv8J/M3Rz+d08JmjN8AfrN9DPCAZ\n8nkO/M1xP/iDe7r4bY04fx+Gbus0VZa14vhe8E5vmemygM/YPYuBbZ3nG3o+HgQwSfrNr68nUdw2\ncepP7PYnvxFteDf4y5OJvuQK8Bcjvz/ZDT578xCA+w3XEfUnFe5PyNEfQRAEQRCVwyUbHIIgCIIg\nCCOQgkMQBEEQROUgBYcgCIIgiMpBCg5BEARBEJWDFByCIAiCICoHKTgEQRAEQVQOUnAIgiAIgqgc\npOAQBEEQBFE5/h8tBWTbjbc2QAAAAABJRU5ErkJggg==\n",
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BlCENLS1oYVchhkkcIkpbBKaNwAoTwzBtklOmTsUhEyakLQZThnT89FPcs3Bh2mIwDMMw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Te+sc0VVKX4hilMaXgZpKucZTeecP4xaRJOaW+XKhGcPsKmswyu0sS5cMgQTPSsOBUWGsHCFERJ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\nUMOfl28AAAAASUVORK5CYII=\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x33b57eb8>"
+       "<matplotlib.figure.Figure at 0x43310780>"
       ]
      },
      "metadata": {},
@@ -732,21 +714,22 @@
     "pl.subplot(1,3,2)\n",
     "pl.plot(adj[1],'c')\n",
     "pl.title('adjusted')\n",
-    "#pl.subplot(1,3,3)\n",
-    "#pl.plot(adj[1] - hezf[1].data - e_pqqm,'k')\n",
-    "#pl.title('$\\Delta e$')"
+    "pl.subplot(1,3,3)\n",
+    "pl.plot(adj[1] - hezf[1].data - e_pqqm,'k')\n",
+    "pl.title('$\\Delta e$')"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Plots of Raw z + static baseline and Adjusted Z\n"
+    "## Plots of Raw z + Static Baseline, Adjusted Z, and '$\\Delta z$'\n",
+    "This compares the static baseline applied to the raw data with adjusted data.  These should look similar on this scale."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 58,
+   "execution_count": 132,
    "metadata": {
     "collapsed": false
    },
@@ -754,18 +737,18 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.text.Text at 0x33b02438>"
+       "<matplotlib.text.Text at 0x445b0e48>"
       ]
      },
-     "execution_count": 58,
+     "execution_count": 132,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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bnq8k9USh5xBz1aHWrUngI7N5xw6s3L4dAzp0cJY7ZPx4jB06FJ3qdDiNu4T6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\nfDZvzucdy6IYyorFB8jm+ak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wdB8fMXx4LqeUq2xb+aOe3rMnXh8yxPnALBrq8rH4lPmi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JoqMUz0iYipZTQt60kBBVojg6dTKWqnVUDty0agU8/XThfl6KVEMDcOqpjb/D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\nIBpICSGEEEIIIURB/gUajLbZkAcT0gAAAABJRU5ErkJggg==\n",
       "text/plain": [
-       "<matplotlib.figure.Figure at 0x32f06da0>"
+       "<matplotlib.figure.Figure at 0x4382fef0>"
       ]
      },
      "metadata": {},
@@ -780,9 +763,9 @@
     "pl.subplot(1,3,2)\n",
     "pl.plot(adj[2],'c')\n",
     "pl.title('adjusted')\n",
-    "#pl.subplot(1,3,3)\n",
-    "#pl.plot(adj[2] - hezf[2].data - z_pqqm,'k')\n",
-    "#pl.title('$\\Delta z$')"
+    "pl.subplot(1,3,3)\n",
+    "pl.plot(adj[2] - hezf[2].data - z_pqqm,'k')\n",
+    "pl.title('$\\Delta z$')"
    ]
   },
   {
-- 
GitLab