{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "# Investigating Gas and Stellar Kinematics using Marvin"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "We're going to study a galaxy (8711-6102) with an inner gas disk that is rotating faster than the stellar disk."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import copy\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.style.use('seaborn-darkgrid')\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "## 1. Get the Halpha velocity and stellar velocity maps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# For Marvin team\n",
    "# from marvin import config\n",
    "# config.forceDbOff()\n",
    "\n",
    "from marvin.tools.maps import Maps\n",
    "maps = Maps(plateifu='8711-6102')\n",
    "havel = maps['emline_gvel_ha_6564']\n",
    "stvel = maps['stellar_vel']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "## 2. Create a map of the difference between the Halpha and stellar velocities"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "Hint: copy one of the maps and modify the `value`, `mask`, and `property_name` attributes. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING: divide by zero encountered in true_divide\n"
     ]
    }
   ],
   "source": [
    "diff = copy.deepcopy(stvel)\n",
    "diff.value = havel.value - stvel.value\n",
    "diff.ivar = 1. / ((1. / havel.ivar) + (1. / stvel.ivar))\n",
    "diff.mask = havel.mask | stvel.mask\n",
    "diff.property_name = 'Ha vel - stellar vel'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "## 3. Plot the difference map using the Marvin Maps `plot` function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(<matplotlib.figure.Figure at 0x11009ceb8>,\n",
       " <matplotlib.axes._subplots.AxesSubplot at 0x11005b7b8>)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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yBIWFJa4eeXl58PHxKeeT5iE3szfvwjOVAbtnsK8Cm0hqtRqrV69GWFgYBgwY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\nE1agDMMwZvL/AeIlM5OO/gnmAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11009ceb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "diff.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Bonus: plot Halpha velocity, stellar velocity, and difference maps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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CqNTOH4HbRWS51zzsnLvTOfeIiPwvcKGIdAObiOqsrgJ+XdYTrGOKzb5r9tGZ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\niqIoiqIobc7/BwEtLJvmik3NAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10fcaa978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import marvin.utils.plot.map as mapplot\n",
    "fig, axes = plt.subplots(1, 3, figsize=(15, 4))\n",
    "for ax, map_ in zip(axes, [havel, stvel, diff]):\n",
    "    mapplot.plot(dapmap=map_, fig=fig, ax=ax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "## 4. Stack spectra in inner gas disk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def stack_spectra(ind):\n",
    "    # get a list of spaxels by passing a list of x-indices and a list of y-indices\n",
    "    spaxels = maps.getSpaxel(x=ind[0], y=ind[1], xyorig='lower')\n",
    "\n",
    "    # copy the first spaxel so that the stack is a Marvin Spaxel object\n",
    "    stack = copy.deepcopy(spaxels[0])\n",
    "    \n",
    "    # overwrite the flux with the mean flux of the spectra in the stack (but keep the other meta-data)\n",
    "    stack.spectrum.flux = np.mean([sp.spectrum.flux for sp in spaxels], axis=0)\n",
    "\n",
    "    return stack"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Stack spectra with (Halpha vel - stellar vel) between -70 and -40\n",
    "ind_neg = np.where((diff.value > -70) & (diff.value < -40))\n",
    "stack_neg = stack_spectra(ind_neg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Stack spectra with (Halpha vel - stellar vel) between 40 and 70\n",
    "ind_pos = np.where((diff.value > 40) & (diff.value < 70))\n",
    "stack_pos = stack_spectra(ind_pos)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "## 5. Plot stacked spectra from red and blue sides using Marvin Spectrum `plot` functionality"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "source": [
    "Hint: divide the Halpha spectrum flux by 2 to get similar normalizations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# adjust continuum normalization for ease of by-eye comparison\n",
    "stack_pos_adjusted = copy.deepcopy(stack_pos)\n",
    "stack_pos_adjusted.spectrum.flux /= 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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zvRonCIKQke0oqDrNmJVHvhtfb2rixRnGIHTiypqMVsfBzx1F8Zwntsl3tkXj\nLKvO34H/tublmeu4f9wy/CSI6wo4i5gXcmxQJ6ypy8+sksurW/jBc7MAGD27CgUdf/2qtO2swWLQ\nZwxHq+qN81m0sZnfjlnMvKoGYgmdp6caCSru/ngp5z451d5/VmXuWfa2Ct2qnxjzXB6pr7L/7v/x\n9dunTTmibTYTo3hZk7KIkMwiIiWhSr5mB+0mqQlVnFgZobe0OPpwWzxncnvMjr9pHf95+WUAzvdP\n4Yi2SQD0+/JOdH/Q8d162veEVn7keUwvV0ef4/0ccAi9XN6UeocRd9fVEiWNlGQ+pnmokNLFybc8\nerd3hWwxd3M0TfurpmkXAH8ABgJPq6r6xnZrnSAIQgZy6XPjCZ3PtOq05Qld59JnZ3bqbmm94DK9\nY/w1mrWlveyYkeNtt6/u0NgeZfHGps43zMCoqWv5z3hjYHvrO4t4dlrmTGq+ti3d/h6L/05ezYNf\nruSKF2Zv9bEKgfZonKKgEbgfUOLECKDrum2568t17vK1Hlxta9IFs7R2gfFHigiIxROc9NBEPvl6\nM6a2c8UbhQI+rhs9j8cnukXh5ubksaesrmNLS2Z3z21FaI2RvXNzQ2oa+mSduHyN7bxh9FwAlER6\n36o4hMwHizbmdsBEqhWzEMVd5t9NVV3mSbGE+XtzPXN6sl5bclFuz4LlhvzX4HNp64q+Hm1b7t5f\nuJFj75+Q9qz3/+intEfj3Pm+u/SCoqSfn1OsBxxWXOfy5g7v92/cTDITSySoeHSPLGfkpkofknll\nd38v+dnldUpnde4OVVV1P03TNmua9qymaVcAD2+ntgmCIHhgJVTpvNddXt3C7z74mvEralzL26Jx\nVtW2ugaFXsTNr4h6xT4AgRrzJZfy4ljf4J0cIBceHr+Kn7zcPQeJ9Q3tVJuDUevcXplVxbTVddl2\nS+OLZVv4cNEmErrO/PXp2cucPDVlLW/P3wDAb8cs9tymsq4tz7KbZqchi+g/9eFJ9qRAAN3I0KYn\n+kTM3dq6NlbVZK5rla/i7qY3DUEXT+hcWvU3APSU4c2mZqOK0x/GLrFdswLEzP8T9j1/YcY6z+8o\nDRmCvr4tag+Se4r+n9wAeEwUuIo99+5z9vWmJpfbXELXWVffloy18hxMJ5fd/fHStLW6l3BLibnr\nyNAX5zPOs0p9N7wwfU3G/ZLZMh3Psn3fnZa7zp+FTU0dnPjQxMwb6HFaY0ZLp60x3hf3fb487T6u\nqGll3FIZUPmFAAAgAElEQVT3hKmXq6PP8XyGEo5zdrwHXprp7eZsnbdXltrWDIIQYLM+MOM6K0tn\nV9EL1I0zW8zdHzGyZb6squrjqqpaz+dd26NhgiAI2ciluKg1ef/rdxe5lrdFzbo4nQzSrMFsJnFn\nf09KW7oaK+Ak6vFCq2uNcMzI8Z3ue8HT01lkWv3aosmX6y/eWpBhD+9Z8Ls/1rjrY40pq+q49tW5\n1LZGqKxr49T/THJt9/5C9+z758u2UN3sLoUaT+hcPGrGVlkze4oac2baeb8Wb2zijMcyxzE5b49f\nSRDDD+iEffmXvfDsx6fwyixvseLF90bN4NLn0nOmNZp1rHpS3A168UQCG2flvoOug55wWd/bonGi\nGK5l68xBdELXqW+NctXLc+3trPi6GSs3AxAk5rLQAfzp7ANcn289bRgAv3v/ay55dkbu7dwaUgSc\nK3NkLz9nP35pDm/MTRYWf3/hRi56ZkbSotSdlP0eLpeWFce6FtF4fk4wXFLzmOtz5YIvOPFBM/Ok\n415d8PR05qxr4LGJq4gn9KzZG+0JMce1TKb0d24Yd+0zf30jd76/mNdmV9nL6zqZyFT0BPUpmyzd\n3Exr1P2c1Zp9pnOyzudVt9AhioJx54RRcttMk2hWeYiYx72+5qXMv71sCVWC9LzFPZ/IZrn7jqZp\nJ2madhzQDDxqLi9Em7ggCH2EZCmEzgc3vgzxGVYWvI5YgnFatT14TSVmvkgjcZ1YQveYSbQ+u9vy\n1fKtd3d0YlnGrMH1PZ8uZcmm7K6bFz+T/hKcV9XAMSPHdyqMf6mM5q+BUbREjOs0ZsFGPli0kdao\ne3A2ryrdqvedJ6e5XEEt4bQ1rqY9ga7rfPuJqbRH45z00ETW1BoDEEssLEpp76RVtdz9seZa5idu\nW+6CSrLOXXVzB58v27bPQK5scYjr2tYoWo5JULK5G1rPUqwH4wn9jWsIrp+ecf3D41dx6zsLAWiv\nmkfFY3sy6JnD2OIQZa2ROFHFEHf1bcaz+vHXmznz8SkMa1/ETrgt2JYr7S5KLWUY9//h7x3Kq5ft\nz3fV/gwdnIzhqegXBmBVbSvrGztsa/iWlohrIiVnom0MeOPc7NtktM7p2zUW6JiR4/nk681pyx/6\naiVtUeN5t9zfLbHir1tmb2f1W5NXZv9NJHTS+uJIzCoxYvb7jiFo5YZNbK7bTnGQ2Yinvz+GT7yO\nSNzbrf+VWet4dlolzR0xV1bJVCwL1vwNyd9wPJ4gtuhdDm53TIQ4RPPijU1c++pcxi3dwidLkha2\nXCYcY7phnbYmPyvr29NiITc0Gv3L7e8tpvHJ0whsmpO2TX1b1CVafbFmGnTjt5SLgFg653Pmhn9K\nLJZ+XTfUZ3FjzSJpQnrUs55lXyXbmdr3QNO0O4D+qqreQcF6oAqC0JfINebOi0ueNawTje0x7vzg\na96Z7x3/4bTc/XT0XEY8MIGvljtcPDMUG3a+VFNZVt1MbUsEXdc9sw9+uGhT2rKXZhrWl6aOGG/P\nW897Czby0debeW7aWo4ZOd7T5dHr1K8bPQ+AqZ24aV7JR/woMM4eEFQ3Rxg1Ld2FJpphsP/YxNX2\n3x0xY+Bxz6fLcigp0TMs39KSdo2sgZeVia6x3RhEWlbaqxyusYs2NvGrtxfygePeVFDHUGUDMQKg\n64QUK9FBnFFT12Z0Uc1GQtc5ZuT4tOd2/vrGnDJVVjW0cc6T01zLysKZZ7OdtGcQKH//bCkN9rXp\n4dd/lmQZCzY0MnGlUWvu/c+MxA7+jnr7+QK49Z2FtMSMYY1lAf/zR4Ygfzt8F/8MPuU6ppUE5/+C\no3ki+AAAx+8ziOM/OIX+n97E8F3L7G2P32cgfl+yfb94awEXPD2dc56Yyl9SRH8u+Fo3E9w8L+s2\n945byutzqtJX6GxTt8yVNS2engFz1zXwj88MkbY0Q8KkW95eyF8+Xsq0NYbIsjLI9pvyd44b+SVP\nTFrN8Q9MYObaeqauyi7u/CTY6/nD6PflnfayaCyzRfzgt46n8qnL05Zvb5RYuitzzJpkaI3asXMW\nX5rvkMb2WNbU/LotaJMkEnHWzXgzZcNkTFuVw+2zKJgc4sdba1hddEXW8+ivGBbtZLhCumVxQ6Nx\n/PEratg3tpySmQ8TiLonwqINGylJJJ+XFVWbaMISd8nj/dD/P892nBSZyAClhbI1H6etW1x0Tcb2\nx7NIxyAROghmXJ+ZwpQ82cTda6qqTldVdZD5+RrgDOD4nm+WIAiCN1b3nS2Gqz0a5+OvN/PfKcl4\nBq/tJ68yBouZLFmWpS4ST7Bwg/ECe266YZX6ctkWVtc0WwdP2/eYkePteLVVNa124eQrXpjNb96a\nz8zKen74opGEZF19G4s2NLrauLqmldnrjAGTNah+avIa/jFuOQBvz9vAKNNClsusbH1rUljd8vZC\n8y+Ff3y2jO+PSlr55lU1YL3Q/vKJERfzusP9StuUfGlXZsme6LSOWmxq6si0+Tbn5ZnrbMFy+fOz\nmFvVyANfrrCtLNb/1jlc86rhttceTb+W14+em7bsH8Gn+YMyypjt1hMElTgRgsxcU8ub8wxLa02O\nyTfmrGtgXX0br86qcrUNDGF67atzuTmDa+3Nby6wt7cen7Zo3HY5Dgd85jqdRyasSvsdnPHoZOav\nb6TFo9xHJJZwTXy093CsmRe6rqPrup0ERdd1qpuTA9jWaJyd+oUAWFrdQmPUON+4rqSVMPHbaeR1\n12eAYSVtvPqTo4z1sTYCm+dRrhu/3+G7luFTlDTRbcVPjVu6hacmr8kar5h6TpX1nf8W/MS59/MV\nacsVEt2qbZaJhrakOHhz7npufN0Qne8u2GB7DWxpidi/aedEwJx1DUxdk5wscg7eVxZdybhphjX2\nD2OX0BZxT+7MXdeQ1ocEY02El4+xP0eibrdM5x0oUqLsEcucMGpbcs0rczNPsHh5kZgNvfCZ6XZJ\nAydhIqxaV8lOpZkFR8yjTEI8Hk+fuHM8Cy2ROPsr6xiqbGAnxXh+v1pew8j3Oy+ZMdAsCF5Z18YZ\nBwxhfOhXDFDc7vTWRKN9Hqs/5aB1r7iW7R5fx0A9aVEdRCONeqn5Kdn4g3zZ792wSb/qtM1fHvBn\n++/9dirPuF1IjxB3SJ542Z6dHhsKNllm1myZDwA/ABrMzx2app0NZJf+giAI24FsbpmTV9fxx7FL\nXG6EXkaHsiLDqpE6aLOEmeXzH4kl11uD5TvGLOY52/3QWJ9qmfrYdGW69LmZvDYnKZA2N3XQ0pFs\n20XPzOCqV+ba1iSAm96cz89emw8kBZJTZLXHErb7jNfAPJUzH/d+uc+tamBNXZtRrL01ynWj52V1\nnbnyJUOQbmnuYMGGzK6WlhgZv6LWXmadxzEjx/PpknQ3r23Jg1+tZP76Rnsg2hqJ88qsKt4yhZe1\n3BJ1YFgw/jB2if05Ke7TH55dQ8bAPmrG3BUpMdoI8+y01fY2335iqj2BcN/ny2lq905Zfv1r8/jz\nR5o9GeC8n5c/b7hf1bamWz2b2mNMXVNHnbnOel7rWqN20oPlWwyrzLQ1dTw/vdK2wgFMWllLQ3uM\na1+d62qbJVqc4mivgcXdcz/sAm0ewvrt+Rs49v4J7NWxDNBpiyZcsbKtkTjqTv3oZ7pVGjGQkEDh\n1IfdMaKW8LCe7x/4v7DXDelfxn5DSu3P/tZN3LPiIoYp63nu/J0JVk5k9K6vZ2z7f6es8YxX9GJW\nZYMdB6ttauC2dxaS0HVWp4jDTFadeesaeGf++rTlSlutx9be6LrO01PW8N/Jq3nHFHCRWIJZlfXM\nrDTctz9cnPyNjl28mQufnk5C1zk5JfbWSaqbYRjj2axpibisQBXU8dPX5nHxqOzxi7bAMfv71KQr\nAb3nvQESus6CDY0ZrZdepQisq9ASibsmD/dX1vED/xf8IfAS3xv/TdSdijN+b0ub8Tu8MfB+8rjx\nRHriGce7sGb1PD4L/4Yvwr/m57VGcqHb31vkKkfQGQ3tMe6P/4O9fNXsotR0un1Cye4dcIJ/MdMS\nB+b8/V0hNjh5XJ/Pn3G7EFH799R4xoPU/jiz2G3UM9+TQiGrA6qmaauAw1RVfcux7N0eb5UgCEIG\nrAFattwOVsd26r6D7WXNHTGaO2KuWednTVfDJyev4Z/jljkPwaqaFn77vuFa50yoEvInu82kFTHB\nPz5bxpkpiTicL/WmjuQAIJbQPROnOAfPqQkesrHAFAUK8PKPjsx5P3DHJVoCsLPCtaNnV6W5/zk5\nUlnKqg2buX70XO79fLm93Dko//2HS7x2JaHrLK/2Tr6ibWrmCzOWLRpPpInyT5dsdrmXBfyKLbit\ngdlDX63k9TnrbTdMJ1atNIvvjZphWjLdvH7V0QwMmoLKjLkLKzFa9FDagPyWtxfSHo3z2pz1LDbj\nJP/6iZZmVZq/vpF1Zt211HWri66ggnrX9dN13RZw1nLLTbaxPWq7I05eZVhVLPe6ZdXNTFhRwwvT\nK/nVOwvt4zmtL38cu4RXZq1zTQgcvecAVpriY01tqyuZxuXPz9omNeCsyYIXZ1Ry/P3j2dIS4WvT\nUvxA4684ybeQ6uYO1/PZGo2zj7KBhUXXAY6YXI8pCh8J9q8otbc5wedwnfWHPdt0y8EdDH7+WMKr\nPmL/9vlbfY5g/M6tTJ2zV21mwspaxizYyCUp4tDKwJoaD1nV0MazU1a7DxqPMGTUYfhrk/2Y85lK\nZdzSLTw5eQ1PTVnLR+YkVEN71OV6mkpDe4x7/5f8Pb9x1dFMuuUkAE7f30hDn+rG50xy4fxtzCi6\nCYBHgw9S+egZKd+UbEM0ZlnudOd/9kSIdR17krGLDXfsTG7+XuVPnBYfp7X8hsAY/hV8yn4+izPr\nEbY0povJeCKW9mwn4nFemrmO295ZyJ2V19nLOzra7P4r2MXrVF5lTHzsorhd+EOki+mor6jT49Xr\n/QDvmnhbw67lSSHm9xvP2pohp6VtF9IjyefPEU4Q96X/7hspTVtWaGTLlnmgqqpvArcBf9l+TRIE\nQeicbG6ZiilYnAlQ3py7nu8/O5NfmjPmi8JXc7EvKQSswamVSOOeT5fZrpgRh7gLB3y2QLTr+yQS\ntvuSE8tKBOkDA0swOgVgprinzrhjzGIj9g7Yf4jxsnvpR0fyk2M7dz3xGstZL+Dd+hcxYp/09NIj\nvzBcxfqblk8fCQYbTh4csXs5b4fv4qbAe8xJSbgSiSfSUoFvbGxnnFZNezTOxsZ2np9eyeUveGdN\nvOfTpfzGjGU776np3P/FCmpaIrb7qiUYrev41fIaznvKcAtzxgHe+/lyrn6l83IT6xvamb4mKVq+\nd/iu/HTEXgwdXELQTO8dx2/E3BGjTQ97JkiwLB3t0TjReIIxCzfx3sKNTF3ttrQsrW7hrsBzHPjJ\n99KO0V9pZqPp1jppZS1r6tr4uynYhr51OsTabPfdtR7uslbWu2emruW2dxfx8AR3PbcPF23ipGFG\nFMb89Y08OclwabZKAJyhDrHv3Suzqvi3Y5C/fEsLM9Zuvbizfq+z1zUQ1+GcJ6a6fjeDaUgTOm2R\nOP19SRfHCtNF82T/Qk71uWPafOi8eOWRHLPXAAACSnLAG9wwHaJtEHM/nxes+L2xvnIiA9rX2klY\nLP59/sGe56LrOi9Mr2Rjo/t4Yxdv4rZ3k5aUgDlYfmj8SsAt7K1n6clJq13HUNDxOWqLLd/SYluP\nBr16ur382lfn8psxi1m0Ifk7jMUT3P2xxu8+cNcqA5iwooY569InM5ysdFgX9xlcQijg4/ObTrCv\ng09xP//WOew9sNhz0uhM3yyOJGWix5H634q5i0SN62Qd4VrT4u7XYz1aZqW5I2aXbXhs4mrv7/KI\nPe6nNzPE7BN1xzPcETImHCOm6C3KIu7qG9PvhWHJdHfaizbU89BXK5mw0t2fRAlQY1r1i5XcJwuP\nVdKfDYtDlVU8fsG+7jYp3hMjTiyXyM4mDrPRriRF5EuxbxnH8ynU7HIKAD6/cTFTy6CA8Rxaz6Il\nxmuunMTiEQ+lbWsllilkslnuDgT2BMYA22a6ShAEYSvJJVumZYxyWtx8ikJNS4S19cZgq1Tp4Hhf\n8iUW8Bnd4UqPlP1WLBQY4s4arCetBG6+65vCgYo7nsAp4nQ96ULnTFLhFe9lZazMlZ0e35uJF/tR\nByicXP1y9o0VJUNGUaNN6xva+WXgbY7L8LLfa2AJM359Cq8cOIVZRTfy+lVH8/fzjEFekUfq6Vve\nXsgFT7szIj49dS13fvA1J/9nEj97bZ5LhGXink+WUtMS4fW563ngyxX87LX5LhFQ5RAhmfBytbRw\nCt4ZDovUobuWcf0J+wBQETFiT+JKAF1PEFKitJNuuXNy+3uL+fkbxuv0/i9WcPNbC+2aUhYn+xZQ\nXmdMQDxsDvjBGM5VN3cwf30jv3pnoW3BBBgSraJt8wr7efeyiloWzNSx6YXDd+HIPfqzpSXCuQfv\nzCmmtdtyaW6JxHn7xPUMja+xrc+Wdafew1V0a4gldGLxhJ04BdyTIv2VFh6dsIrdy5ODvNZogtKA\ncd67U03Yn7x5h4aMyZX7LjgEAJ+iU7pkNKVmoolgilALbp5DYIu7bIpFoH4Ffj3G3somTh42yF5e\nbk5wvHn10fZkB8Ca2jYenrCKu1KSrViZZK3vfnbScvZQNtNsumk7xet5fsNyWlnfxt8+ddeFc04i\nXP78LCIR78F7TUuEq16ZSyyh0xFLMOLBia7EQE7+MW657TFgWeRSmb2ugSuO2p2nLzvcXlZW5LTO\nuR+wAHHuu+Bg7rvwEM/fRkiJp2Ux1FMsd8eMHM+01YZ7YEw33KctkR0k1mktzu4yeVUtpz8y2f7c\n0BZlfWN6DdMnJyxPWwZwV/A5ABKOa2JNPFoTaOEsOqKpKf28EnqCREqfbV2L1HpzET1glxsoJvd4\n59fDf8247u3wXZzzyXGu5CyJHHJg5rJNZ9T5KwBo1cPsvcfegNEvrjzCiLvz+834RY93WgAjeU3L\nsb+mY+hZRpv67008NCBtW5cAzaPSNl0hW8zdu8BZwMFAF4rPCIIg9BxJV0jjZeuclbaw3NSqGtq5\n9thd8ROn2LRAOMZ+FCvJF17AHLD288guuMQRSO+VCdOv6PZga1+likdCD/OHwIsAdnZNpxVxeXWz\n7ULnFKDtMSN+yMnVL6cn8+iM8lgtFU+pnLHhCf4v8KrL2lBOM9cEPrE/13lksHS+3Ease4rH9/6S\nG0/ch0OVlbaFDqB/sXGtDhtgDPqHDipi1zojhiY1xuOAiqSri48EeysbWbSh0b7uAJscrqheSWKs\nd/Z7CzcSNG+kdT8qHe5nl5lxak6r44xfn8L5h+6cdsxUjlSW8nXZL+zPliXjb+ceyAWRD/HVr3JZ\nd6IE0HWdoB6ljbBrAHv9iL3Tjj83xZr5izfdiVKsdN4/f2N+WkHtm96Yz79Hj+FK/2e2CLYGdL8e\nPZlfjp7GA8FH7e3/HXiSQbi/z8qEd9zexqDmN9/aj0ElxqCof3GAG0/ax7W9QoIjZ93O3nP/RV1r\nhFg8YYu7l7pQQy+VSCzpVnv9a4aFbW5VIzNT3DvdliydtXVtDCpN/kYf+molIbOO1qSiWygOJkfL\nltg6dT9DsBbRQdkXd+BrNcTNMMVtbR/w7qUMfOuCrO3eT6li5IWHcKZawQlDBzKkNIRfgd37F9Hc\nESOh6yzZ1MQlz80k6FdYsqnZTqYEUBIy2mT9Po72aUwMJxNHbHYkHfqW37Au17ZGeXdBMrGNgp5m\nIV6ywTvezorV/MWb8/losVvUWX3hz1Pu+dOnxAgpUfYa6B17dOiu5Ry+e3/PdXcFX3B/BwlO3W8I\n+wwq4ZCdSlzrHvn+cADacFt+/O3JOK+/fGxMLCXM/rKlI84PnpvJiqIfAYYQTC3R0h1ufGM+syrr\nXfdqbopL9uG790/zPAD4ZIl3tuVyMw60xlGe5PKYEdlk9bGnL78nY5ui7ekxzYl4PM0yZfU5VjkP\nixh+27p/6SHpImZb0daS3doLUBw2+phU2dV4xoM5f8+k8nPNY+iEzNh3RVFQzFAJn+mWqStGH1BN\nsv8PEsOv6LQe/Sv04sH0dTqLuWvQNO1u4NTt1B5BEPKUtmic2tYIC9Y38q6HC+L2JqHrPPDVSq56\nZW5ajJIlDN5bsJGrVtzCu6X/pNW0gDlj2ZwDpKYOw72ns4LlTpwiaDfFsKT8L3wHACf5FwE6t79n\nWAICPoWVNUmroNXGTxyJRd6Yu56igLtb3thkDCaeuPQwfnbC3px3iFugPPfDIxyfTEtiIGnZuCHw\nPq+Hkp71/xcYzZ8Cz9ufU6/d+Ev7EVLcy8r0Zq45fi8+CP+Be4Kj7OVHB1YatbpMlzBf0zqCZiHq\nZCyMzjBlPXsPSg7sbvCP4avwbby3cCN+xyyr00rTadHdlM8/MjOPOplilnx44+qjAWyrVCb2GljM\nN3wrCEdqeeOqo12D27MO3IlBk/9Mybyn8LUmrWYRJQR6goAeRQmWMLDIaNmfzj6AM9SKrN/nZBdq\n0MI/tj8n3RyNa+IjQVyH2wOvc0/wWXu7kHmdfeZ1vsifTHZxaeArXvlWggm/PNFetrq2jQsO3YV7\nLziEO8/Yj6DfZ1s69x9cyn6O2m7/u2kEMw4xMhf6wyUMLg1RWd9uP6MVpaGM53PMyPFMN62Sizc2\ncVpKcpMTH5rI01PWEI0nbAEdT+jc/FYyDnB10RW0NSQnU47ZawAN7TEGlyQzDPpIQCQ5+TLYkX3w\n+nbjWS3/wLiu3/AZllCrBEG5klt2y9hAo6B5IlDKLYfGURSFv3/3IB66eDh7Dyph6m2nEPD7KAr6\naY3EWW/WAttzQDHFQT+vzKqyLXYlttXQuG9DFPfA+FPNnWjox0ftlpaF8/bT92UfxS0orOQbmZhV\n2eCqPzmkNMTkW08G4LT9hjDq8m8A8NY1x3DG9B9T8cS+vHXNMYAh8EN+hUu+sZtxHTxiz0qm3ceD\nwUc43ed2d3ZOdnz7oCGudd8ZZwwt27OkqPc5nn8L58SRjmJP5q2sael2oqaZa+u54fX5jHhwIh99\nbcXYubep6BfyrAeZyVpfbmaa9PK+uNoxwZaJoEeJhdaOaFq8uY8E71x7jF3KwKI4nBTNJ+7ZeVxc\nd9mZzhP5fGMPQ2g572Nkt+PQg/0y7ZJGXLHCAHSsN4COYrtjJt0yjXUL/AcxKW5Y7UPESOhK1nIr\nFrv1T16rnnT57Uk6reinqurPgK9UVV2squrXqqp2vXiPIAgFzx8+XMLZj0/lmlfn8rfPlnW+Q0+j\n63aGvxdnVPL4xGQMUbuj9tWeLfMZHl/EE5PWpB3C2c1XNbTzyIRVdubBXHDuH/YINK9wWLneX7jJ\nlbCjpsXY/p/jki49YxZu4jct9/JS8G/2slhCx68Ys8bXjdjbZVk5SFnDaW8dZH/uh2m9SnElOcq3\njH2VKk4Z2p8rAp9nPaeKlXb+LG4NvAFAcNMciBuDGufA6oiOGQQ3z6Nk/jMAFC19B11Jury9+aPh\nXOybwOfh211CaQ+/IVzemb+RASXpA7tDdilzlU1oi8bTRKjTrXLEPgMzpukPB3zsM6iEwKY5nLfk\n13zxixPsmCsnZx9YwX0XHMIvT9gVgGNGH8DaujaKAj5eP72N0ommQI5H8LVVU+833RfjfiKxGL5E\nhIP22pWfjzAGwKfuN5jd+xexz6Bi7j5H5dUfH8Xfzs2cMe6HQ1sJKzF26+f207rqaKM9Fx5ifF+q\nICkz77k/RZBbA/NdB5RSFPRz35k78/r+X9jXpDjo5+LDjbZa127v/11N+VijjtRFh+1CeVGQAbWG\naA6v+oQjfCvoiMXtODynldtrCLS61mjb4o1NnhldNzd3uOtGmuzuGFwFOpJCerdmQ/jtVJK8RiuL\nruSCxLjkzimDsZN8Cwivyf7MQ1LA2Z8HJ2Pp4gONGCO9eBDDQpmtFC2ROKc/MtmO+YwldLa0RHh4\nwioem7iautYICR1+cMRu9u/oXL87MVFqzc2fHbdr2veUTf83z4XudS3b1NB5HcT1jR2cMNQYZIcC\nPnyKwj++exB7Dypm+G7lTLvt5DRr3a9P35dVRVeyqOxm/rj7XPrTzKDGxYRWfgyRpJgoXvQyF/on\nk8rIC1TjDz2BLyWrpK/dEAUxMmdb9KGzCzV2/6qjuJKDxPHZE2WPjF+VMVFTNlJdo+8zy0843bNP\nGjaIwaUhtngkusok7vpjXB+vd0MulCrpsbO/HbOQDY3uNlx06E4Mq5/EmMv3cS0POSYKlah3kqps\n1F/0ludyXXFLh2zxfKNi36b60s9sK7FzQrTh/NGg5B7flkxardsiTVEUFPMYiuK23ClKMn1LEZEM\nrqHpy5rONSbPrMy7hUgu5dpvAS4GRmDUuBvRoy0SBCEvqW52++znUlutJ0kAxeYs+NNT19pFtps7\nYizdnP4i209JdyFT0Nl3SAm3n24M3l6YsY5R09aikOAi3wQAzvVNZWzIKKq7O9V8z0zCEibC7wMv\n2cc6w5duORruW8n+5vda7o+DaORIZSkvzKi0XQudHBGZwUn+RRy9p+H2FI3rxPWkC1UoUo+qrKWi\n2MeNwQ9d+w4w6xQFatOLKv8vfAe/DL3vWtbUEaOpI8Yd39yXvx5YxXn7l6L7DWtMRPdzc+C95LUy\nrSPDK5JiTC92J1spnXYv/ab+EwC/kuCQJfdxf+gJAP449yTu+tbuAFx4uPF/ER1E4wkuOmwX13F2\nLQ9z3eh5NLRFuemN+Vz23Ex+8vLsNKvmzmXGzLRlkbvt9GSg/zd2N2oelZhuegPfPI/wmv/RLxwg\nltC50DeRQyuSM9v3nHsQQweX2C5+Fu2xBPtteI+Sef8FoPjr0Qx88zwGxA1R0mHG2fn1GL5wP4rM\nhBL9Kz9j4NR7eOPqY/jOwTuzX0UpZx24E3eeuT+p/PiYPfmhubgoZaB0S/gD4w8zJbwl4A9XlnOw\nstSuJ/0AACAASURBVJqZRTca15tkivT3rjvWHqTrig9/7TK+P+FbHFtpFPHuV+QeTN9xXDl3nD6M\nUOVX+OuW88j3h/OLk4caKx0D8r3ZyGdaNY+aLqHO0h8d0URGq0mmzLZjFm7iTkdijz8GXyJMhAcu\nOjR53OY6O+bziKbPKQr42LPM/RwM2TzR+W2udc8UP+z95SkE6oyYtniJYRmvP/9l6i56m9Yjf07b\n8KsAiO5+PMULnye0Ivm7UyJNDHj7IvzVizjXtKpPNS3GqYltznp8KrPXNXDh8F1ti50z7ndAcfpE\nx27PDWe4stK1zBdJd9d7afpq12fNdCW//oS9+dkJSffg359piNiw6cr27fI1BBrXUvHoHkb8bcrE\nkOU2HWzfQvn/fsWnh37Bt+f+lP4fXUfFUypF80dBpAVfW7q7OsDQefdS9tnNVDy2F/2m/sNzm12V\nzJafCqWOqUU3c4o/6b4ccoi7gUozFRsN8V5iTjosMzPjjlm40a7Nl41U1+iAT6E9Grdd6W8+PMhD\n3yqnol+Y6hRx1x6NE1S834VDfZs4RFlNSRfi3Zx47fdz/5g0kVIer6X/h1dRMvtR13Kf414q0dys\n1E5iQw6mbchhactbj7wp52NU6UOg4iBbxJU7Bas/mFNM27kdxmSnZUn1OaIyFcWH3yyBoFilEGzx\nqdhbhonaLu8uPCx58cEqjWc9xhJ/z5Rv2B7kIu7mA5Wmi2aDpmmdO9cKgtDnOemhifz5oyWsqe36\nS2NrsLLE6YmEZ/zbvZ8v5+35GwilCKdx4d84PhnHOMc/A13HVZagtjXKLtTxQOhxAK7w/4+DfYbV\n74k9P2ekKVb2UKpdL6o7g6+Sar8YFbqPz1zfC3cFn+ft8F3muaS/WKx4isuP2sNe5vcpdiD+4IX/\n5ZPw/zGx4l+c7zMGtd/yzcJPnPePN6yXpdP+nXZcgKPXPOH6bJUDOGHoIH60+g4erryA0NovASPR\ngdOFJrzyIwB2qZ1mC9aDh2R2yzsjuBB/w2rXsh/PPJ83fnw4+AxxMTN8I7WtUVec4Wn7DbYzlj4/\nvZLpa+tZ39jB6tq2tHhIazBcamYl2K28yI4xKwuZg1K/QmBzMieYr7GSU4a08mDoMfZjLauLrmCE\nbxGDRx2BEmmmZPYj9rZ/HvAxAPFitzuZkw6CFCkxdH8Y3RfCb9bdGjT+t4YgTMm+eNHwXWwXuCcu\nNQZOFw7fhXCLkfzF3+K23AycdT8AZ7Z9AOioQwyr1ugDpzA2/Dt7u8eDydiV3crDtgVrwAc/Irzi\nA9cxLeELgK7znc+/yc9nnAZAoGEVIwY0UF5kxsg4xN3trSN5YYYxiTJ0UAkPfpUUHS/PWpfFamLW\ngczBKl5GG0MHl3DtsYZV8frAh7zmSPAw4RfHEtLTXRCjOxslQJwuswDheHaLVsz8vTWdfi+NZz2O\nHjaujV5SQWy3Y2kZ8Tuie5xI9U3raDvocgBKp91HxaN7UP7Bjxny1EEEN8ygSHuTA83n2CotAHDr\nacMA47m22KV5IY+F/uNqxzX+j7j0G7tx2G7uQsxKIsI75fcz49enZDyH964a7hICx4wczyuz1uFX\n4KdHDeG6EXvzyY3Hc9DO/ditfgafhe5gcL8QJOIMfPtC25Vaad2C0p60YoWXvc9pK9yCrDzkwxdL\n9ntlE/5ExVNqxrYFN0ynaOk7Gdd3xgDcE3U6Cvd8e5hr2X5VxvEtcfe7D74moev89ZOlvGfGKjZ3\nxJibIRNocdDHkXskYwhrW6Oc/J9JrDCTa121+jYGv3gCO/ULuUpLbGmJcPJ/JnlmyLX4MPw7vjks\nc2r99gMuSls2UzFiEQ/1rUpbd2ngq7RlRcuMSbjw6nGu5dbkJ4AS8y6JkUrDd0ZRfcMq6i4Zix4q\nY/3ZL6VtoxelZ1DOxKlmiYyM7pB6LgnDrOzXxicfCft9CEl3THxut8yioN+O9Q4rUVcR887o2P98\n4oq/YKuY53KmnwMrVVX9XFXVL1RV7dS/QVVVn6qqT6iqOkVV1S9VVd3PY5sKVVWXqqpaZH5WVFWt\nMrf/UlVV7ykeQRC2C58v2+JKAqJ4dM5jF2+2Swt44bTuXfvqXKoacnvB5EImX/ixZuFdr/Za7Ksk\na3TFEjp7bBnPtf7kbLzfnIkNEOPggcbfp/nmMrz6PbLx+5N38lx+2GAFa4DrdCmyrs/VxyVLFlgv\nIFd8mK4z8NVvUfHoHpRVfgZAeHMytuWZ0EjuPTHIwDnpaZ1bh303a5sBBq7/0v47UOftcht2DNA+\nC/+GSbecRHlD5pTZ5Yl6QmvdAxFfRwPDStrtmmL9lHbqWqMMLkmKxKP3HGDXEnxxptvaOmFlLX88\ny7A8nDh0EGcfWMFhu5VTEjRE34lNHzK76AYO2rkfL244lwOUSgI+xXY1BBj84ghuXXIJAHe1GskM\nXg39DV9bNaUT/+z6vqvbX6CcFiq+HkUmInqAEiVqWDz9QYLEOG6v/vjMQXK/yaYwMZ9XRVEYvls5\nE355IkftabiHlhcFXIOvdn8ZAP/9QTIj4X4bP2DGOVtsS1qoxh0h0U9pt93DlEgjg59N1jssWvii\n/ffiY8dx/oeHUTz7UULLP0DpMFxkFYcILfr6NQLrpxtudwlDkDWeaVjABtHEsMEldhKLT5dsZg+l\n2k7a85lWbRfjvvfz5bRG4jw1xYj1OvPxKa6EFV7s71vHkCf354bjDXHXhnsCQelowNeW7soZ2edM\nIPPzaxEb6B6O1GIM6tsPvJSO/c8Dj5plFnrJENd3ON09S+Y9xc1TjuMmf7IU8IMXHWpPoJw4NJlh\ns3/C7QYI8Kfgi9xc8hnPXJZuKVGCRVkHmYeOPZeXitxummMXb+bM8GIqnlLxNVYyqCTEC1ceycAx\nl7G/r4p/nqviazb6wUCtYbUMVX6Jr3ULibBxTco/vZGDNrqFWfFi7wy8HUPPpnnE7zO2sbukWrJ1\noNjvfoas14zVbxzUOIGdHzP61EbTcjd6dhU/fc1dGgNgU1MHCgojLzzEtfyI3cuZsroOP3FKosb9\nOqVfFXOqGmyL9XLTQujL8swA7LLWUYQ8JcYsEU53EbfEyTG+pWnrIBmHuGnw8Vm/d++BRXx05TDe\nuPJgSme63w1Np/7d9XnmIXcZfyh+8AeJ7WQ+hx6vUT3gnWgn6ulea2YHzfA+VhKdJ8OxLJXqzv2S\nR7RNd0mLnfW/5Tbq9/kY6Hi3eIq7TkLwClPa5SbufgZcCtwI3GD+3xkXAkWapo0A/g8Y6VypqurZ\nwKeA0xdnX2C2pmmnmf/uzOF7BEHAnXFxS0vElXYfjKQZVnHn1kjcJdoy8dsxi5mzLpm5zhl/YMXc\nAJ7FuMFII33SQ0l3qfnrGxmz0DsFdy7ouu4KTHeeYplp0bEScvhIoAUuS0sNbdGfFuLle9Ool7C2\nrpVLVvyGPwaTgxZ1gNE1ltCOYrqN3B543XUMr1T/1832FlJjWi7nOz4jtkYdknwx/uCI3ex23xp4\nk3JaXDWexu36JGEiHMhq29UyUO920bI4eZ8yOoae7VqWCPYjsufJntuDMSg6Ypdi9vnipxm3sQit\nn+r6XLphsj1jDOmD5kz0G/97ihYYMQ3r9CHUtUYYaMbd7TOomEsOGcBvY4+n1ROz2NzcwV4Dizl+\n7zJ+osIb5Q9xyhwju+Wukw1L1gtXGsJmsNLI+sYOont6Wz0s10qLoiVGjGHtZckZ8IFKugscQOx8\nw7Ibx0dQ7wB/CN0XomjdeB4/syy5YTxG2Sc/p+KxPSERM9zfmtZTEjEsTDN+fQqD6+agdCSzWoZ0\nwwqz3xD3jH9xtN62pFmizImdpOPpQ1xucv7WpCWpZL4hVPtN+Qf9P7mB4vnPkkrR168x8J2LKV7w\nLP4W4zcb2fMUqkJD2VmpY/hu5Vx8YCkHK6v5/YdLmBi+hcv9htD53Qdfu4px/+il2S73zRU1rdz1\nkdvC9/ZPkoLmd0cqKLE2yj+7GUgW8rYY9PIpFC/ysCYES9KWeVF/wevUfT852I7jo/rnlfasf7bB\nZrxfevwbQOthycmD7w8whN/fv3sQJw4bZMcafvugnWwrnoc3NgBlk+5CaUt3UVTiUeP5yYC/cS2D\n9fT9nsCYvPASvAOUZsKrPgWwrdX9JvyZ0il/z8laUXvFV8TL96Lt4CuoveJLGr/zDB37Gf1fs56e\nvCM65NC0ZbmQ2s+WhQMcMNAtItbUtbGsutnO4nqAnoyvHjXVmFiwrP5WnLbFSzPXcdFhu9IvHOBo\nRyzuXecYLnm3Bd6gOGGIuD3fO48T9ixlklmqw0r+87sz3JbEbOihlAQiPqPviw0+mNhAwze7s1pw\nlqWwPZScAKz50dS07Yoqv+SgN4/nmDe/0XnDAsaEW2o8nU9Jlwl6oJi6i99latAtLqt9yQRSc082\n+hn7Uc802Zro3HJnid1SM+OmT9FRzGUKCn6zjJFi/m95vxy8S7nncdx0lmClMOVdLuJuHTBDc5DD\nPicBHwNomjYVODplfQI4A1wpdo4Cdjetg2NVVc1s5xeEAuHmNxekCa2e4IQHJzJhhTFQPeeJqbyT\nks3SyhR5wVPTOPXhSYx4YAK3vrOw03iEr5bXsMWMtbMKegf9CruUJ2OVIhli75zuK1a8nvWidRKL\nJ4wC3J1cpzELN3Law8mAfZ0E4YCPYYNL7Ppb1jWwBgTTwr9wHSNsLi9ROkgUDaRcaeVPgRdJ5daI\n4b64i1LHgCajyzvUt9pe7yPBh+H0WWolnjm2wmrTkJDx/8+O353bv7kff//uQVx+1B7cEnibE30L\nCQaTcTf71X3FrkoNh/tWZDyuRTDRhhJvJ+Fwmam5fgmRAy7MuM+iDY3sX9o9t9rgJsNy2HTqP2j4\nzijqrviS5pPuAqD6pnW07+stdMMrP8YXbaF52Hep1ctYsKGJQWGdBcPf4s0fDKVow1S+E/2UU3ze\n5VUVPc5bVx/N/7N33uFxlNf+/8zMNq3aSrLci2xsjxvY2BhsMDYG0w0ECBiwTSe0FAhpNzfl5oZc\nQhKSkPwIhDQggQQSEiChhhZK6CWhbgDjCsayurZP+f0xZWd2Z1crWbYlPJ/n0aPdqe/MTnnPe875\nnrODj9D028WE1/+dkduM/MjsuAONhcxrabX0CDF6iLx9h+e2nCgNU9FNj4XaNIPkvAsBGCsY15QW\nMTwviQWfpfPEO9H3XgVgh+zqUoiq124y8voe/y+U+smkZqxCyHQReddQnGy+vgWAplv2p+mmBTRf\nNx6p9Q0a/nISkf8Y4gU6AoKW48wFY1z1w8wDsz1LQrY43PBHwZ/1eZyFVL/wQ9f35NwLbGPQyp8E\nQAzS3DyG/z1kBBcdOInLt3/DFRZaSlSiMO9szW9f5l7Tu251Umc/ly8FMCViPGfC7xtqgsta3Aau\nV74ZGB693sVf9ZwHkDjgywDo1SNRRjkVZt0Kej3Lv0f3imIPOACBKnoP/Jpjm1+kbc1TJBzTRoSN\nYzo+8UearxvPivCbjKoNEwlKnLFgPM9ctsTzt7MIbn2xaFqpfLZSrHaEdAMImW5C6x8hdmf+WVD1\n719T4/BUZ8cfjJjpIrzhEbRqdw5sIT0Hfxu1YS/a1/6T3uXfQzUHdrS6CWw//01P46Tn8J8UTauE\nwya7jaHm2gg1gcLtC/z19Y9sm/TyoHEvWXmnz65vtwdAX97cxepbXiJlep670zmmNhsDA58/JG+k\njawJ8fNTZ3POWHetzH2Cm+lK51zKvnJzZQMLAL2HXO2eYMn3i+XFiZxYJXw0Ib+OVju2z32rdZNQ\n6lvMnbjvV8Hcv5h058162WTKiFkoY/YjU1C8/CNxNC/OM45P8sh/88TD65nYz3gePKEa4anW+XBF\n41ifBcFuu5XXZxmogYDkOgCv8Nlypp2OMFxtu4qMuzDwL1mWf2/+3VbBOnWAM7hZlWXZvgrj8fjf\n4/F4YVzFh8BV8Xh8OfB/QPHQnI/PMELXdZ7d0OEqUr0zcdb5+u7D73L1w++g6zqLfvgET5hGjyXR\nDfDUuvYiiW0Ly9C6/ZUP+O7D77oMr5yqEw7kPXfJnMrLmztZeM0TbOlK2YacMyTz6XXFo8qW8Zcx\nX7pOtcONHSmX1w/cJQwAUlmVjKLZoThWWwBGRYxtjRTc3o06ktyyZl8WjQmiR4xR2nMDD9jzq02x\nijmqUb7gofCXi9ptLFdedtwLKyQkqhiPxov26kRqe4szHt6XaX816vd8d6VMJGe22fQgVJMmVIHa\nmpBNQC5N99G/oGf5D/LTg8UhNImYobC5LalSI5Q+lrYzn6P1Qu8CvdXPXU1y3oWk56wlaxaFTc1Z\nS/tpjwAQbDWMMz1gdHxsw8skoCv2eZx/+xxq37mTppsXEn7X8KpYye+WsIzFV15ZSu2jV3gIBOSv\n0Yjp2VkpPcurkQs92989YzUAXcfeTNuap9CiI0FT6T7UCDRJHPR1AL4RMOp2tZ/xOG1rnia56Evk\nxh5gb+dXytHGBzGEanacQlueRm2cTkY+idDGxzz3b9F4h+FttT1y6CCF+NyCaqQ2t4er5qn/QcgY\n14/g0SmaKPbPCLBQYlPIjdkfMAwWL3QpiBZpRK7NMUrZQuhDdzF675Cscuisi6xhvLANZ65QaLO7\nZEJYL63El5lytP1ZUJJFXrfMpMMASO19NnpBLzU1c5XZCvf03PiDyMgnl9xnevYakvMvpXfJt0ju\n9zm0+haQQnSc+gAdJ91Fbfu/ePbscYQ2GQMOi0PruXdNXujHEiYpRf3957u+bz/nlRJLluazyya7\nvINCup36e8+yDUelUSZkhpRaRq9aOw7VNOp6Dv0+PcuL83ZTc84CDCOuFFbOYiFq3UTX98ykQys6\nlvmji/N6awrCp3UgKIlksmkaHHUdJVHg/EUTeWVzlz0A+IW73+A/rQk2mkquyaxKNCghJj5i1gbj\nXr/wwEkEJJHFiceIbjPyEa1r7dyNXyaZVe1SLV86bKorL7Ucz0y5nGzLYe62i87C29YzzLvPkCLC\nNj3G5LAxwKE5DEIEkc4Tbi+7/8SiL5GZery5C/c+sppIduIy1BGzXNNFMf9+/feym2m9eIO9jHXv\ntJ1tDkg4QiQl02jN33alwjI9zl3BvfrVw/NKtprtsbOWFZGkgrBMZ8ymg1IDUOUZntZdJU/jgeS+\ndQOOuBTEeDze19X/IhgxJfF4/ClZlsfKsizE43H7zNbUhA1L3GfASJJILFb5KJPPwLFG9qprI56F\nsctx4e9e4lMHT2HBpOLE5VK/YSgcdE1/ZkMHd7/diqrDVQ97d9Cj1WHPbTkNs3+814Yecqu4OR93\nOVVnc69hfHzily8woaGKRz+/DNHMg2rNakwclX8cxGJRQyHxmif45doF/M30MgrhILE6I5zn+Q96\nyCiaq221UfdL/j9mvoPiaEx9bQRJFLjjnH2gONqMOiHBYnkUB//luxAoVsLab2yIf3xQvF4h4yLl\na7ABqId/B+nvee+e9ZoR60ZB21uuYsmBNiN3rToatMNUYiGj89Eo9Ljy9EpRHcohJT+ketQEkJeg\nTJjl+dtqExbRvvhKqu9YgYJIQyhvOKrLv4neOIXAnUYnrm6CESakzfwE4lt3FW0r3DCKoGsfUWgy\nr1n5aHjh52j7nIb08q8Rzv4b+nX7InQani7p8K9Tvc7t3RO0HJH4n4C8jHhDTQT3WCGE//Nngkvc\nRsj6yGowB9lr/5GP6k+GmoiMaEFIdyK0v2cfZ9WBnyOnXkPUVAeVGicgbvkn0fp6qhzHNFPchDr9\nWOrHuL0hkjmo8H8nL4C/ghAbh7biSvi10WkNagnEmcsQ7y4tQa5XNSCkivOvBDVD0y37ox75/aJ5\npTxXfaG1LENcXyzGoKz8Kfrc1Ui/NjqdsRH5UC/n7x5rjCHV1BMI5tAjxR2eQAXXqBMrb2gs7nHe\nQs9VQCvtWQ6Mngnr7kevGUNwwWrEdY+450/YFzY8QuD4HxL6pyE4Y98TJ10P37kdEPr5TozC0UYe\npctvEdsfuo0c0VEPfwp99FzYbAyCVD93NfrIWWj7nIGw4aniTZahfuykvhcqoLGhmstXTAfDvqT2\nyW+45ovVDYibjDC+8FhTPTMoIuSMZ2pNYxPstRplVAuBP5wKQO6CpwiMnEXuyP8hGq4jWianufDp\nqO73KWIjGtHFgN2ZD9aPJndZnOCPywdpReNug0WSRKRtrxYtVxMNMe+tq/hh5D572u8vWMST77Ty\nxDvbaSqoydij6cRiURRgREOUppuMdrzzbXMgMptAzBrvJvXI7yHudz58p5Go2oUmiqQFkVlj6rhg\n8SiCP9i/7DFYBIOSfa1pEw9C3Pg0kagx+CYFJAT7FvI+twmhiqRQzSjRMGClYP6YYrEoxA6Hu0EJ\n1hLI9aAecTXapIMI/mIJANGGEQi9RohutMrdJxGCAYS1f6Gw6lwokH8/zJo8Br3R0bU3r4G6cVPM\nryLRqPEOr6s3PO7BkNEvCYaK+0CxWBShqTjUORIxjmtMfRX0wuxJjfZ0QRBA1wmZfZLa2gihBqPV\n1rm07IRQSIJs3jgV0Yru9c5qt/fRahfAFkGgqio0LPvMlfQ464D94vH4N2VZfgD4UQXrPA0cB9wh\ny/IioLTiQp5vAm3A92RZnouh0Ol6g/T2DkxO1idPLBals3PXqhvuqVjhim3tCRQPiWsw5KqdSoEA\n7cksj8ZbeTTeysSGKrtelUXhb2gVAO5JZGjvyHcks4rGhm3lleK6elJ0dhY/3ArzErZuz2/n4hk5\nHtzqDrXqTeTvze5Ujs7OJN29hlfmmJ8anZmx9RE+6ErT0ZGwa7ud/9t83bet23uJaMY5S5jbcx5n\nrqAQ7EfdxvZ/kvka/yOcwPP6THp7M0aB3aR3B7iWFJ2dSZrVLHxUHPa3aet2JEorI1rsE8tCccqT\ni57oVJyp8mHBeElmqifhnY4Oyd5EflTsVsN70ECxcZecdyHRV38OQGK/zyF1byLX2U5Nzwd00gw9\nCtTuA+b5+/HoX/CdrUZeXfuRvybbbnZadInpCeM8dB11I9m9jgHAypywzn9w2mnE3rqLzOQj7XA5\ngEzHRyRKPU8Wfo3QiP3JthyGsOCL6J1JmlJddrelS2tgtNDBgU1J8LB/fhL6f9yTPpCmquLXlKAp\nSE9UNu6YqRpDduGXyI07kOCWf6KM3Ac9VGufG3NMkWhoJNVAR/NSe551HrJiDb0FxxmLRRGBnNnF\nz0bH01M13V4n3bQPiR6FZsc6mclHEtzyDGLW6JylZp5O9GUjlLL7iOsJrX8IxICd+yc9+EVyzXsT\nbK3kFeomvddKIqZKZufxfyA3YQlS+zs0/n45Pct/gBZpIPLmbXRPOhE6kzRkU4hAZ1eK2Mi5pPY5\nj4x8ErHOLQQ/fIHO7gzVehhh48tkAqMd17bxmv7f4M28Htybl9Pe4WGPffpAlv8/I6xaQuW9yFoA\nZjXoUOaVpKV7S4YYpbMa1UD3Qd8kG54MU1cTCo2h/gHDW9vTuIDoxEPo6kxSlc5Rg/uZ0gw01YQH\n7Z0oZAKMAFRdJEeV6z4Xtr2J8NQPEZQ0HSffTcOdJ6ALkqcH1qLt7BfROpOEj/gZdQ9d4prXetE6\nmm8wOtW55n1sTzlA94a3+PSTB7mW7z7iOqqfvRqpeyNabzsi0H7a31EbZ9AMZFNJQoKEAHSpdegJ\nHZoOJHzoNdQ9egWdoRbzvghCurwwVmFXuHvCUSidScQzn6PppgUAZLIqvblq1/3hhdDjTjEQWt9C\nqW8h4Aht1RHo7E0TU9whhVJOoVqEDzqSBIHzF03kl2ZqwMW3vcILVyylJ5lDdaQnJF7/O+F191H1\n2s1kxy9BAhK5AJnOpN3W9u4U67Z201gVQPjNUSXb3nHyPVQ/exWhLc8AkMupxvsH6J16EnUbnyad\nUanGqHQiqCoByhTO1mHs6DEETDElZ+lI6xoWzv03ykdvMvre02iferoRFnnxBsTujWj1LVT/5zGi\nQKo36TLk5BHVnvdBJpnGip3o6UmhOJaxIlOtY9J1nazZqEzarPVoHnMuV3ydd3YmYeQyAhf+i4af\n58WjEpEJ1JF34CV6s4wAMhnVOB5ds7eX6M2QCWdoAjJZo/+QM/te2ayCqOi2JJOOQFfBMSaTxXaF\nfR50SKWyQ7bP3NxcW3JeJWGZ3wKsoPxVGEZYX/wFSMuy/E8MY/ByWZY/L8vy8WXW+S6wTJblf5j7\nO7uC/fj4DFmsXLtSgiPJrMqa37pro/VmFI68Pp8YbeWr/OQf69jU4f1CtcIxFVV3GWWKqhcVpC1E\n1XQ2dqRsyWcw1O8Ovc5djPZdx/wvrz+LR9On4vTfOT191uFmFPdxpzNppokf8MbWHv5seevQmC4Y\n0uppj4e/E0l0j2Za32Zl/80RkjHan1ZUJFEgmMmHgWYmH4keMEYTb1m8nYY/GKp6Sv3kon3U6T12\nwVlLWr0QLVTH9zpLh1VZWPlbFhGyNNeEisoDOAm0vmHnqwS3G6Gh36j6I2FBIbHgM7SvfoL2Mx5H\ni+a7RGr9ZLRwPZG3bjdGxaXiMKbLTj6a9lMNo0wPRomEzeR5MUANSRILL7cNO4CuI90lE3LjD6Lt\nrOfRqvJeHT1QZeeleSIIZKccCWLAMKbA9gxAXljg+uTlJTfx8Ckx1s4IMEPYyOzRtUU5E5nJRxpt\nH5MPk+w96JuoNXkDo6HrdbSqRhAEcuMPsttSiB4yw8kcwhwXqGaeVrj0S1RtlMmN2pfcGGMQJi2f\nTGL/K+xwt/ZVhmhFz7Kr6FnxY8RsN1qwhkzLEaSnn2Rso2YcmWnH0XP4T+k5zD1+Wi4/S4s0kJ5x\nStH05LwL6TnqBnRTlTQ3YYnZ1mlGPuSs08hOOZLulTfnV1LynZzOU+4lIxtt6zzpL7ReZOZ8BqJU\nvXYzsbtX2ct+b2U+ZOrYULEaoYUzemEUeW+lpVhaCqnTLQffefxtedEHKyzN+h+sQhmdT/HP4QBY\nVQAAIABJREFUTTiYruPKZ3gExEq6QZVhXdNaVRMoaXqWf4/UrDPs+WK6HUFJojTPQa0Z58ptS867\nkK5jb3blqlrznfcdQNuap+37XGmYTu/Sb7vmN/3ObdgBZPY6lq5jb6bzuN/la/o1zTTui1H7ooyc\ni6CahcKr8sqeubEHlHwWVopmCtFo1aOK5vUs639wWKDgGTo+VkVXWkGTioVcmquN2nRpRWVcLMLd\n57u9bKmcSiybNyBjd6+i6jXjvghtNr2s5jXStsYIGdayCVp7M4ypUu2oCy+U0fPRg/lnh+uNaIVj\nWm8yQbTFu5yoev69pwPBj15CNAuSW8IhvQd+Pb9MVSPhqhp7m8a+JLTYZMNaMgdQC0sQiKJ3VJxL\nUKXA6EwXvON1QUSw8t2sdAnBmlfC0ysI4LjeADLTTqD1onX2vgUxX7Dc2qCVf2cIqpghoHZYpjdh\noX/RBVDG0B7iVOK5y1m17eLxeJcsy33qlsbjcQ1DWdNJUQGceDze4vjcARxbQXt8fIYFqvlQKCX9\n/YW7jc773+OtHC4bnXXVwxB8tzXBb1/cTFVQ4oIDPUJ0zFU+7E6z4mfGCOEY2oim02SUicXLO7jk\nj3mPgFVHqVCMBeCKu94omnac+AzfuPwrHPvzZ+2CuWAYtaqmc+tLbhn7M4X7uSz0W1puy3e85wjr\n+Wv4a7SkbyOVKx8P/6PH3SqRzqT9gKmsmMiqzA5sJnZXPmQv/P6DqHWTkLo3UPdyPqm/+6ifE9r4\nGDXP5DsXd4W/wfz0DWiRBhKLv0LsrlPRqkYgpgxlQ7VmjJG0bXpeWi98h+afFxelbr3ofdAVUnuf\nRWDrKwRb/02D0MMLyidhE+ixFoTO9UXrRf9lFJlWGmVbHXOEuo0DxgTQg9WoMWOkPlU3keykw4yO\n4ojZSJ3v2bWqSqE2z2b7BW8ZnqGQ0enPaCK1WjdaxK32VpQ3IwhoNWPJTlhKYNu/yU1YQmLxV13K\nnpWgh2rzdbQEkZe1qcwXvUOGAab+1TA4HwjDnYv+xavvbUJ/P4qgGCOpan0Lyf2vgP2voPk6I2wy\ntffZpOZdgJBsZcRvDOEMLdLkvQMnUrF3/QsrD4D7HYZfAa2XGtd4p0N9sadAjEMdMYvEws+TmX6i\n3fnXw/V0H2uoyW0/59W8cWJtY9lVdmipHom5olI7TrmXhj8ar8ruI35GbsLBtqfPxnz26FKorMiP\nE0EtE2psGokoxSPYR0Tyr/Zjcg8SCnxIhiC31H6KQOd7jBHaeFrb214mSpr9mrKe3lqL3Ig55CYc\nTPSV6xE0d7tyE5ay/RKj6LYtQiHmf7tCtb++KNnpHAiCSPeKnxDa8AhitgstVIdSkMMEgBSmY5WR\n61v/t7NQGqfZOZ7ZlsMI/Xquq9xDoRKoVp9/D2hVDZ4DOk6s61RtnIbaOI3O4251DRBZ12/1c1fb\nwkH5fbXQ+cl7+jrykigN02zjzotKr89CEvt/AbV+EnV//wySKHDvGx9xXI07CiX0/kMsvO9cngDO\nUx4iHJAYWx8hHBDtAcm0ojH/kU+Wbn/TTDsfVaufhCKGmdTzMv/ZtpTjtcf7bqjkuLcdhoJu/mb2\n9Sq4jTgANTqKeG+EWYIRyi4KuAxAa93UvE+591numjaNuqJctxL3jeAaVHX3T8bURQoiWATbEBZM\nsRfB9iGVvi+LWisIIIVsA050iKcUCrToomCHyFuGpbcqZv8ZrO3sDip5Cj4vy/Jtsix/RpblW4D+\nZ/f6+OyBWANkbYniTtPPnnqfFzYaT8Wv/i0/8vfchuL8m9NvMTrtOjqfufM1/uev7vpWliDJX9/I\nlxm4NfQdHgl/kT+96p1A9qXAH1gleQs9vLjJ6EmOj0X41rJ8iGJN2D2yZ0nENwdSPPKffOHgRFYl\nrRSPAVliJRYHia8xxVFv7tF3trPwmifY1pOxH6le587CqSAZROXqwI3M2HwHi6RiQd+Ok+8mO3GZ\ne2IgYot9qNH8iPLZgQcMj4f5ItYi+QC03mVX2YYeAB4jxcb0oKGst/Q7JA78b7RgNY04QkUdnfnU\nrNOLVs+Od4+8L2q9w92Bk0KojdNQRhoFwfVg6SK5TmyvleNFHlO2F6vjlRitzE5dSeeqBwx1wH52\nosEokNt+2t9pvdjorCR1ozOWmnU63abHKtOyguTcT6EVGFSHbvoJn58nooVraT/NqPWX3NejMo9p\npOnRZrLjjTIQlRTdTU/7hEsJEWBE8zhj/RIiEZWS3P/zLgl0u4YURu00PeKudZWevcb+7FRiTM06\n3VaE6138VXIly1yYv18/fqPcuMXkRpaXTHerTBpYpRIAxujbWBt4mPMD9xMJiFwTvIFbQ1dx0zH1\noGZYHzmDNyPn8sUlfagxrriWxIH/jS70kWMvWkqDjuX6fV0ObgdOD9cTeeduwuseQKubSHrOWbSd\n9UKRN1yPNKBHGuj85D30HuqqFlXkKbOeU4mFxV5uQVNtD06l5DyEMwA6TrmfjlMf8FijfwQdai4d\nZzxWNHgB+cG53Kj5FZdRcZJtWYFaawi7WJ3whOYeoKl31LdsT+aIBIzzFHOkSSSzKqDTfWheNTY1\nYxVK/WR0QaLjtL+jOcRgAlqGy9q+yZauFPW1hRlqxWhVJQJPree5y1gxa2Ga/ztWPeAaxKyPBEnP\nONX+bhsf/RigsMOATePO9vyXqkPnsu3c74UZo93RKUbLTQNLLDRaS7dRLOE9F03DMmAVKRccyrb2\nP8E2/oTCfem6a7etevFzXOjz3hmenruSR2UVF4/H458B7sAIo/5TPB7/7C5qm4/PsEbVdJrp4Eu3\nFRtRv3luk+c6/31vkYPb5hfPbOTZ9R08/Ja7Vlwy6zakRtJhq0RucIRyBlBoEQyv3CWBe7hEKi7I\n7SzbcIDwJmc9dwQXH9TCqNow0aC7ozW3Pk1w89Pcm15btB3FQyH0Av1Pru+3hq7i2pCRbzRbWM8f\nXjbUMJ7d0GF7PZ3lFIq2F7iPWjNZp4cqVgUeZ1bbfURF94ikFqxBj45Aibk7ELoUtkfEtZoxdgjb\nZwN3GWGc5svP6bXJTlhqL5c44IuuN59SYxgChYplufEHkZr/aVbJIbM91eDw2ilNM13Lp2ecQsbx\nArePo6qM98lsRzkpeCeWx0NApzbX6jGyvnNeaMqYhUYomNkZ37fF6OSnZ5xKzgyn6136fyQO+prt\nnbNoeONXNPzxGKTER6hNM2m9dLNdVBogOf+SImPP3oaHV64QPTqC1L7ugBPNDBfSwoWdmIHTdvaL\ndK/oQxZeEEjOvwQ9ECU39gCS+15E74Ffo3f59+3R+vTMVUWrdR9hlUIwfr+ulb/tU0HPomfFj+k8\n5W9ll8lMP5HWSzfTevH6fFOz3Z7LioJABuO8H/LosTTfkFeMHPeYO3+s7czn7d8fQG0yRTbM67r7\niOtQa92CNsZ80f2/8LOTUuFVg+m5AzTHQIDSPMf0eo8hO+Uoulf8uMjIqwRr8MbzHKiZIu+mFT7Y\nX9TGaRVJ6vdFUKz8nCqj59NxxuP290qMy9zIufa5hXynvkfzvs9zBNjek2ZE8h2qn7mKG1cZ+V26\nrpPKKUhKksy0fNZQ72HX0HHGY0akQwEvLrmZtyWZjmSOWkklN2o+HScVi011nmiUY0jNXk1q5mmu\nedmxBxgDc2Bfr7ogFJUn0KPNRIL561kQBHqWf88OZbWM1X5hjTqbyrK9B33D3H8JA8txfxSVuCi4\nd3Qhb3BaYZ5CBYMnpW5Bq0VB0zOn6x5hmYJg1+AV+hjYeVUrjrIp37D+LT6UKHcmbpJl+XZZli8C\nXozH41fH4/GB++Z9fPYwHn93Oy9ELuX5yKVc+eB/yi67pcttxFwRuIN3wsVGE+Qfam9/ZHiCCuvM\nPR+51FPe/t3ImTwevsL+7hVy0JHMK2M1i8b2G6JBcqrGmcJ93BXKexFOTt5O7WNfsr9Xk2KMqXxX\nSZF0J/eGv8oayfDGfPvB/9BlFj3uKajDd4joVkm7PGAYjFUYoT2CmrONOyt3JT3bkLwvLB6rRRrB\nHBHvPuL/uTuFUtge4bTqxnWtvAWkEKIpRZ+e7pZLt7xJXp1LLVJP+L17AUjufwXaAmNEefs5r+ZD\n3kzS005AaZ5D64XvoMTy4ZKVeJ9S8y/pcxkAvaqJN6sPQABqstuKjDtl5FzSculQpcFCiphhioEo\nWn0LHSf9xehcCmLF8uIWicVfJXGgu/ag1LWhxNIVEqgyBgdKhGUOBK16NHiUpygksegrbL/A8NIn\nDvxa3vC0DZr8YEtq77PJjdmfTMsKY4IVEj56PrnxxflXO4zDExN+p3iQCKBJb6NH9z5O0WEQtq1+\n0mVQdJxyb35Bq26VFC5R7NgMzXJ5rk159rX/9FjeaxODq8BtXStq3ST3s0AMkJE/SXaqd/3Hgq0U\nbLPa3kYhgpJGqxmLLhqDR+lpJ6DVT7IHoYYLPUu/AxhlOZw5s9vPNfI4rTIN2QnLSFlF483fbkbn\n4zTT4flO61l6JRlCdHW1s/SJTxJ9+TpmPraWp8KfJZNJGSVVBBECEVov2ZTPLxUDrvxbC6F+HA1a\nO52pHHW5VrITl6GMcZdyfjq8zC6Xoo6YRe+hP3DN7zrxznz+odNzZ4VTO37+CfUFv6MYID3H6BuM\nqh3Ab2zVydSsd30+588LweVVK2/cQT5sMl97zlyzTG5rKaPMnWsHOU2zjVCnj04oNDJL7qn/DE+/\nXRnjLh6PnwacCWwAviLL8t2yLF9pql/6+Pj0wS0v5L1zd7++teyyn/jlC/zg0Xzu0WcCdxEUvNNb\nt3an0XSdtb97hY96Mtz4TOkOrIDG5xqec02zCnl7PbRyjvxAK7QmQoZEVuVs9Y/ME915b1J3ft9/\nGnULz0Q+AxSHl36qIFdwplDc5iuD+doFP3nCEFFwCrVIAtwUctdeWjDTKGdwVsAwrERdocpMmlaa\n56BWj7JzWZxCGmrNGAhW2Z47PRyzRzIBpM51dv0hK59BKxDi0OoKCgWXCd1TG/OiE6m9z0FbcSU9\ny3/g8jxZWCFYBKryo7se+3eS2vtcOk/8U8n5XnwYmkyIHKFcV1HokB5poGfFj/u1vYFgCd1oNaNB\nEFDGLOxjDUjO/VSfy1jkRs4lM6W0ml0l6FVNOxyWOSAE0bMzbxsjjnm9S6+k86Q/QzBKz7Lvkpp7\n3k5v3vYL3iY1ew3Bbd4iKrf2nMPh0sue85xoMVPYyOygOa95u7MbqCqqYedcxyWSY3b+ikKNS7gH\nCvPZdhQ9Ynh5exf/Vx9LlttIgXFXpo2CkkarHsX2i9eVXGY4oFrXQTBK+1nP2yIhuhmxYP2ePYf9\nMF+H0Pyt1ehIXohcar/bnKT3Pps2rYYxQj6HMbTlGcYL20m1bWIvcatR4xLMXK/yBpNUO5oGvYOu\nVIa6jtdQPEKZR9T0HSlgYQ8cCSJ41WEbgKCHHigzeGSHZZr/7fuiby+gWluYw19wTwlCcQ5hBZ7x\nUktYXkPLaDe6AwXbdXnt3csX4nkmHe17OrqC7We7n1nCMBVUKftrxuPxTDwevz8ej386Ho+fANwO\nHLJLWubjM8zZ1OldHPrDbu/pt79i5J/tI7znOd/JGx8aXrVCAZYJNe6H2kg6uTx1rasG1XPhS703\nqqlc+9g79tegOdJ25pNLEJQUNZq5z+hIu1NuL4vCzK58Da1v3p/Pe2umg0sm5Y3bfYV3WCiWDj8F\nI28PIG2KrNz35kd41YKfWud+Gao6VInmiKQYoP3svMiI03NnvaR004OiSyGS+15I0vSOCFqO3PiD\n6Dj1fnLjD6J91UO2Cl92/JKybfcaMVdrHIagFDRGX2eZoTrmy9YOn3OEEDrV5ZwqgEUEq8iN7d+4\nm45Ao9BNNhizwyR3NWLKUDXVC0QcvLDywQqLAJej++hf0n3E9QNrnElqzloUh3G+uxEUw8tfKs8y\nPWeNK0doZ6GHashM/0Sfy1l5Ue2rnyDjUGQtxqNDZt4beqiG3Oj5KE3FtSkBlziInadXYe5d4bNs\nR9FChnFXSpW1MgoedmKInkOu9vZe9iFIsv28/pfRGBIUGgVWfqXD02p9Vk3l4/FsI7X3WUWb6qCW\n6YGPiqYnWtczL7iZ3NjK6tQBRCJREnoVjUKC0PbXyDnyZy0m9aFSbaHWjMnnggtifjDDtVT/jQu1\ncXrJ0FzdvD7zapnmeS7pWTPm/3vhDz1Cdovv2boq4/0n2KH/leTcec9riLgNxZyqF4XiehuPQonP\n5ckRRK8eaX/XiwNRhw19Pv1kWV4hy/JRsiwfA9wNeCcL+fj4uFgkvuk5/cWN5Quk3RPOyxrXmDll\nYbI0kA9lusf0BFrhj1fO6+G64I/57BK3Nylk1lb7d/gCe1pMMGTqNETWR86gliSSAHX3X8DnN+Zz\njk7v+ZX9+e3IObwRNcJMBCVNZupxrv3EyKtlfjtgqAAGUbg5+F2uDV5H7C/5EMa/hL/JgSXOTSEZ\nU5jl9y9t8ZwvJre5jKlO6hitG4InQs6ds+XqbAWNDp3tJZNCJBd92VCABLLjDgRBRGk2VP7UEbPy\nL5Eydakykw5DGTGzaHq5DqSQNX4Pr/C5xP5fINNyuLngIOcGIVIrpBDKyPzvbOyyECWOTWmaSftp\nj9B60XtG6Cze56n0DoIV5duVI7XvRbb3YCigVo9Gie016NfDQKhkQCGx0CgbogVr6D7qRgB6F32l\naDnP0XYzB0kZOZfuo270yMcSaL1kkztk2SsPj9LGMOW8HAPB8kZH+6rg1g8EgfTs1UXKkqkZq8h4\nlMIASBzwJRIHfLGicO7Bx8z5PPamkktofbarMJ/L8lg7xXPcHfwlvEJqH8NrrdZOoNsUqtmmx5il\nv2uEygKqOfjR1dlKcyjbL0M8EhTZqseYFulCyPbYz4bM5CMdjfU2CQont5/1giMkPi+o4rYoBmZe\nOBVVnSQWfZG2tc/mw969PGAuyhhnResINNVYxp3bMCunPFkYVmkh2cduhWXqRe3xyulzaJL2S/Fy\narPHM2KYeu4qKYXwHeAM4DrgQAxxlVt3ZqN8fD4OzBbc9Zle3tzJhbcbhWYPE1/igsB9nJb9uteq\nNlcGf81luU8Tj5wNQEv6NiCfG/e3N7YSqwqy5u0LQYLeF9x5ehdLhsR1VCge3Z0YC0E31Au99OhR\nwusfYpbjWd2sukc6rRh9MduNkHUXCd9LzKterg08zFXKGTTQwzLp32zSijs5tSWqFleRJmUWhT5b\nepC0cgmPv7Pdpb7mWv6tP9Bz8LepfdI4jz16xDZonQnygEMZcyTZsYvNaaZhaOcHGCcgM/1Ez/0B\n+YR0D1x1w5yYHb70tBOKN1dgOLhqQQUidB91g20ADiY6UEcCqWo3hByadB37m7Lz9VCtLa6h1be4\nhDz2VPTqkXSs/kffC+4iWi/dTGDrSzTcWXxtQz6szuk59zR8vPqOVjfNKzzVXqgwNMz67+54pmet\nJjfuQNc09egfkqj1KFWwIwgCif2vQB2AAqRNiQ6loLif472HXeO5HEBq3zI1KHc2ZvuzVg5oAcl9\nzjMEqTzWsXH8ron9PofSvA+hD5/zDMOz/ovoqNWjaVvztBHqbQ78iZMP4aKNP0SJzqd97dOg5uj+\nxWH0dncwIphBC7nVassRCUhs0BuYFtiGLlTZ7ek+5ld2OZZSlDUTBCEvcutY0qo9OGgEqtDqxpOZ\ndjxCpgs7b7UvX4+X8Vdw7wmO5SSzBER5D5uBWGqe7g4dndRYDesLBVXKN7tPHBtoqg7jriq6+wfQ\nBkolcQtJ4CNAicfjWxm++YU+PjuFr937lu1B+85D/+GOVwwvUxp3eF5rTz4fYKX0LIvEtxjhLGAF\nFN5eU4TimnMA0ZAxevmb5zbRmco//GsS613LnRF4tGS7g2a+3B2h/7Wn5fTS4XlVSr6tekEJgNXS\nw67vU4UtTK82wseqPAzLmcEPaa9xh7pt0Zt4K3Iuj4S+QIQs/xO8BSWb4ov3vEl7MldUwNoiO2k5\nXcfexNNjz0PLpdGR6D7i+uLOlfnSaT/nZVILPm1ME0t4dTyKyVqkFlzqKUleDstz13vId4vmZWac\nwvYLjDDV1ks3o9UUhL5IYVdR4cFDoFZIoQf7lvPeWWj1LWj1LZ7z2k99kO4jf+aeWK6T77PbUEYv\nsHPMuo7+hctTrTTOMNRGHdNUh1BQX5SrW9evGnVS0JX7CqDNP9tQXRxkkgsv77P23IAYYE24oYYa\nm+y6HgxKdy2TB3yR3DhjQM4lgGMZhM5Q+GDU8Fo5ps0/aCUCet5bKAV5KzwXJdVJvZiuuJQMgCQK\ntFPLOLaVXG9AwXyCYNewc64tOEvveKwzUHJjF9FzxHX5+6vUs7WcceYxzTIShaJQ//577vLvYWP+\niJpwXrDFnpNfV7cNVSvKxv07HDSljwgMz3YMT5OnEuOuB3gAuEOW5UuBbTu3ST4+w4sH326lJ20Y\nWHe9tpWbnzcil5sbjNj2f2tGPoAoCghoLBdfIWImfr8YuZgmh4EXwp1TMU5wP9j3EgzDsTf+MEeL\nhlCKROkwwdawOzQjO644pG2s0G7n5GmI5medN7VJ9C7Oqw9OVvK5gOkZn3TlnkUKEtlrhBSThK2e\nxwQQCyhUjZntmrZRMzxWe4kfEjXVL+Vt9wHQGNY5R7rf8xi1+hayLSvYUjefIDkCgoouFb+ovDqJ\nXhL3mSlHk5203HNfANlJhxqFs/uDlS/ilawvCEVKnrsGjQPEt3fTvvtGbZ5dLIrhM2TJTD2OzOQj\nyU45mo5P3kvb2mfZfs4raHXjaTv/DbtT1nrp5hLCOcUdq9TeZ9thdl7oVcWCREhhshOWFU8fRuTG\nHoDq9OBbVKKAORzCyLwM377abYX3OYw7S9G4e8W1pKeVzv+0nvPOAb+MVIuY6aZaSPf7GZjWQ8T0\nrjJG4QBEUBDt9VzGnabkC8vvFEeSJUpU/hx4hzd6eM0tL6pZmy7vuXMvaqtLQ0kjVSgw7swduNdx\n5Ovp9jXivb1AnyU6ClU3heFq25Wtc9difjwF+FQ8Hr8F+AewptQ6Pj57Grr5QnKqOlpevF7VeIHt\nI77P3sI6OpI5pgof8JvQ96knH2b3UuRi9h1nhMYVGklNgjv80cpt+0nw/3F96FoAaiiuBWclUzfq\nHXaeAVBSGOLt8NkAaAi8GzmT9ZHVSKhkJx3iuXxu4iF0HWdEZz+nzWB8gREao5f/UQy1xTrBCMHU\nHC9CI1fBnXNRZZZvSBDhjL2M87By8/cBaMht5evB8tHg7VmRMDnqwwIIxcad2jQDxUy8t9CjzUWh\nft1H/6LYezYItF66eeeM5g+QmGL8Zjsm/ODjY6DVTaT7GCNPV22S0erGo5fJO+tZ/oOS8yx6l15J\nYsk3PedtP+fVotxfAASRruOHd+ZIasGnXWJQ9vS9z6J99RNl1y2sD7k70EM15T2uFZVpKOyIewh/\nmIqPelUTPcu/X/LcWAqmTlXgbKCWQLabMDmQ+ieqkyFIvd49uANjQj7nzmlPtJ/+yKAUli+9X+Nf\n6QiOAgETB8UGn9P4ctamg0JzQ20qzk0v3oEVlunI37M8dx7F0QPWtaE72tWHd7Pc7CGQ1jxgynnu\nLpNl+W7gW0CjLMtCPB5/PR6PfzziAnx8BsgHXWnue9PIR7MMuVROsw299mSOtb99mQ1d+XDJv4a/\nhtT2NvWmcTYm6I7sDgfMos7iu5RjhNDF+sgZNAjG+hIqdUICreDBrNVPIjdiDlK2m7SpaJdr3htl\n9Hx0KUxy7vmu5QOCYZyqjkdCY5UEQoDkPHfuRs6SKhclOj/xR3ojYxkrtrtEEupN0Zb/BPMP8Ozk\nI+wRVAHdlejfsd8XGCEYgjHVpPnCls+69plViofPUnPOdH1/dF03IRQCuuqp/qjVjKFjzZNF0/fU\nUD/rt1Zrx+3mlvjsiaRnnEL7qofyE/rZk9KjI4Z372sgSKE+Q1rFVFvZ+buCjlPup33NUyXnew0o\n9RXKmJfYd4ZlOqJWglWlz41lTDoMzlywlqDSS0TIofdz0C1NH567UoIq5VxvDrVMwbG6Vt9SprD8\nYFz/fXjuyoZluk0It7hJoRetXFtLzLPLNTiXc3sCLSNPE4OMnWgMXpe8kvpU1ixeUx+mrrtyde4u\nM8sf3AwsBv4sy/JNsiyftsta5+MzBPn1cxttqX+rFEEyq5A1tfpnC+t5oPt4RDQ6Gufb66167wtM\nEoyo5heybg/S3I4HGEcrN4euLrvv0YK7ftwS8XVOlp6EQATNDFHqPegbAAS3vw5AeuYqwAgnzEw/\nke0XvUdy4eV2kW8nmuNBFwvpIEokDvyaa5nM9JPsz7lxi1las8UwWgMRWi/dzA3KSmIkyAhhXokc\nYC8rKGnazn+DrKmw5xQSEUbPK/L+AbQGDCUxRfWQAC94gU5ubjDqHOkK+h5qsPUHzewk9beEgo/P\noCBKhgqtzR5mqO0E0lOPJzOlXLmJXYNWO7ZkOY6OU+8vKbTiJDtpOZmWIxxTrN78DpRt0fIDrmqw\nlrDaS4hcXlirQjIEqSvruRuIQSDmc8wquBW0qiaUEYMnBtR33mEFOXdC8TzrNd2v/Nh8qwo2LDiK\nmLuNzraL37fD+PWi9QfG8DTrDPrsAcXj8beAtwBkWY4BO1YR1sfnY8TFfzTUL3syCsmswl7CFu4N\nG3L6c8V1ROpGQLu5sK6zrLETekEU3I+N/8pey385IkO6V1xL3cOfA2CekPfmHSc941pvvvgOnwv8\nGVL5UBer6LaFNUrqlNHWw/Wk5l1A5L2/uZbVHOM9kpIy8hus4sJihNTSb5GZ6jYKpWSrsU1z/116\nDfVCLyE9S6R+lJG1C/Z21NgU+ODZfOFY8BQ1UMUQHZJhACpKrmgoqlAW/Lwl0wjdqaBr6h7rjesX\nVk2likKkfHx2Lqk5Z9oS9T4Do6dQgGgIYpWXKaJgsE6NTaH72F87FzD+OYwEZdS+KGtHpOASAAAg\nAElEQVT+WvG+BS3v6VNDtVRpvYQI9T8sUw9Sr5XLuStFGXPBEZY5e3Rtn+oWbef+i8C2f/Vz/x5I\nYXqWfqdMrdNynrcSobMOrCNujA4gJaGg0LouCPZny7gTnB0DTy9hH2GZrsZ6/D7DIYfVg0rq3L0j\ny/I6WZbXAS8D35Jl+WFZluf3ta6Pz8cR62HwUU+G1z/sQRY2srkjRUcqR9AhbnJc8AUCyfwTel1o\nGsf3/gGAGO5cukIy8sl2p/uu8Dfs6fuJ/3Et97nAn/PtUjOeYR96qJbcyHlkxx/smq6MmE1qjrvg\nq9NzJ+R6XUaSJOikZ69GLxAh6T78p8Z+zNCWBGGWi68ioLNs9l5F7Qlsf8PYl8O404PRouUkLUtQ\nNfLwcjkPOWjFXQy+qb6OiJBFREX3yLnzKcB6ae2mAuY+Pk6yU1fSe2jfeXg+PjaCiD6p8rqXSkM+\nbFML1VFLkpCe6/cAV4YgdeWMu4EYBIJgrxeOVpoHPQjebkEg7VH43dUu3Gls+XmFYZkuKRhjPfP/\n+FiZepIlBVWs/pRHDp1nKYQCtcziLRZNcS9b+LsN32iCStQyHwU+BcwEzgVeAK4CfrIT2+XjMyR5\nbn0Hr24x1C07zVpzD4a/grzxd6y66SVXztoE/UOC214lLRsFvLf15g2UFdIr5EbMJjP5SLp0t2HT\ncfI9AGy/6D3X9HeDcp/tcz5cEws+Y3wQA3Se8jdyEwsU5AIREouNPLmnVEO5UkWkK2SotAlKqqKO\nvx0aYr4gT1kwGVncbEwLG2ErWrie9HTjPATN0UancedVSDgbrCegZxhFOzPFDXRGJ/PEwXfkj++A\nL9J9xPX2dy0SI0YvAS2zw4Wr9wQky3tcRvjAx8fHZ0gQjNJx4p/7Xq4ErZdsIrvXsfZ3LVRHnZAg\nSLbfOXcZQkTIFImQZCYdVna9uki595JDUKVSkatdmHPqVSy8kJpwoMj4snokaomSN+XI7HUs2QlL\n8waYkM+581Th3OHT4ZVzNzyp5K0+PR6PPxyPxzPxePxxYEw8Hn8EShSd8vH5OKDmqPnZNN7b7i4e\n/ek7X2N9u6FOqThG5w7dbHivgh6y/4JiLF+ohJlc+Hm6j/kVQoHXShmdd4qrNWPsz6P3O4n+kJp3\nIV1H/7LsMla9un0mG6IaOqKrnU4PWGEYpI1p1FkvyEnN+YKwlpev++hfkp1yJABdR/0cMHIG8hLP\nAh2nPsD2816n9dLNtK1+kucX/oyQluEHwRv4QfDnqMEaZs6Ya29bi00mM82hlieFSRGmPvMhemj3\nFeYeLuw92hh11sKVF/D18fHx2Tn03Y1Wxu4/8M0XFtyO1FNLioCeg37m3M2YYOZ2hdyeu+6VNxsf\nSnju9moqjlDJNygvqKKHK3t/9Vl4fDCpQFBlQkPxIK1lmCmj5/PcaXE2aaUVdAtJLryMruNvKwi3\nLPTYlQ4FLdlu52zXil6/2/A07yq5MrKyLF8ky/I+sixfBGRkWV5ABfl6Pj7DFUFJUqWneGmT4aXT\ndZ1bX9xMSDIeBdWk+Nydr3FL8CrXeofuVVw3TWmcYawjuMMIrUK/1aHS3rEOh5qcHij9Ymhb8zRK\nw3TUaL42kh6JkZ3SR4qsFKT1onXUbTT2M1LoJKT0kJpp6CZVIvVsJ6PbimTGOeo84Xa79IIz7EW1\nyhEEIigj97GnK81z0COGoaHFJpOpGUdQz4eaBgJB8AjfdNJLhCq127N+nY+bgOm502KT+1jSx8fH\nZyezi3ObhHAN1aQJapl+h2Uet5+hAj2ode4Eke6jf0HXMb8hN2pBZSv10yjdEUIBD3OhAs+h82cV\nEPiAPgqJe+Lw3DnLIgCCy8AsX+eu70Ls7t/tY1nnzsEZwHTgamAKsBYYiRGi6ePzsWRDm+GxC4nG\nnf1RT4Yf/2MdgiBwoPg6b0TO45jcgyyVXnOtd8b2HxdtK7nwcm5s+Qk1pMmQD//QzVBEKflRyXY4\nywVYoYt6jbuwc2bSoWj1k+g8+S90nP5wP47SpCAkRdAUxITZpkAFieaisb5uhkIKOcNTqdZNgEAV\n7aufcBlxatNM2tb+EwShbEK6HogQJmOLvIiSEfKxvqF0jkVjtdFePepR3NjHje4HX/j4+AwVdm0v\nOhIKkCFIWOnut3Gnme/l0rXhShxLWWNIIDfhYLKTDycjn0TrJZv6bIfaMJX2M/7R53KDweg6r5y5\nvssbFJ4JTR+At9HpubPVMq1Zxfl4Ax4nKFjP8BMOT+uuEu/bT+Px+BkF0+7fGY3x8dkdbOlK0Vwd\ntkem3m9LcsnvX+LFCITFfB07AFHLckPwRwBcFfxV0bbGpt9xfddCdSAIqFIV1aRQkCj3GknNWFU0\nTa2bRPdRNyB1vm98P+HnBG49gcR+l1H94o9JLvw8QJHQyY7gFRaiNEzzXrhAoSo3Zj/S8idtKeyi\n2kOCkJ9XPYpSCIEIETJ5kRdT3OWdEUfQ0vG05zqBcDXs/hq+w4Th+dLy8fHx2VHCAYkkYRpyXST6\n6QGzjbtQf9Uyy1BUVqCyBDK1oVi0bNdRRi3TzrnLT8soKpX5lErtR0CtGY3UvcH22HmXrhucXETd\nqMg7KNva1VRylsNmSGZEluWQLMsD0DP18Rm6fOKXL3DjMxsA2NCe5NSbXiRg5s7Jvc8C1kMJJuof\nUCekKt52x+mPACAGw0wSt1FNip5Dvgu48wdyI2bTevEGeg+7pmgb7WufRmne2/b06aPm0HrpZrKT\nlhvbGTWvX8c7YPrw9FiKl2rTDHpWFHswvUgs+i/aVz/hOU8KhNB0EclM782HpZZ+2PY3MX6PxiEL\n7uPj47MnEQmIpAgjav1Xy7QiakrmKw/IdTTUlRk9ctv68ESC27hL5lTaGEA+vGM/3cfexPZzXrG3\n71k43Zqm6wXt7iv/zqsUQv+bOxSoSFAFuBuj1l0ceHuntsjHZzfQljBERHJmUfKAYHR8a1+9DoCM\nYhgY/X38aqYgSiCUD2lIz15D66Wb7e+pOWeSmn9Jn8qUVo4eYUNJSxm9gO0XDM7t2H1YBcZYGeMu\nue/FAyuoGqwq9uyZSKJAmhAhS6QmZBp3ZV6c6dmrSc69oP/t2AMRfE0sHx+fIYJLPXkXMLouTEov\nyBevEEuwS4+WEgcZSCmEYahaXK7NBWqZAPLIGl7f+5u0nfncAPcnoIdq0aPNtr2ne+Tc9ef0u8I6\nC/o4Ayu8PjSopIj53gCyLDcB7fF4fJjasT4+3iwW32Bl693ANYjmvWwZFIKSoTejkFWNm35UtYSH\nICZJPcyh4ssATEn/jmcn3cjIj/IeKUU0Xh53qgeztGDd3mX/V2FLneGJhjFaieBJJVhCJgBa1Qhy\n45cQ/PBF9zJlxEwSB/73oLTDiSgIpAgTEcxjLSMoY5Gec+agt+Nji++58/HxGSIoo+bRWlD+Z2cy\npama2KhGaN3Sb88dgoAuBlFrxw1ae9S6CYO2rV2FGvMICS0YfHV+rQ4FuHD57AEMKxYXJxdsQRWP\nUFB7mrstJVNLyux1uBo8fRp3siwvBX4GSMAfZVneEI/Hi5ONfHx2FDWD1PEe6kA8QDvA+dJ9HNb9\nCg9v+QaRgOE9C5jFyLfpMVo3dSKZVl9A8H4sZQnw65BRgPfG0/al5p2J4NBJyUiGETaqfuDGWG7s\nQrqOvZm+TZz+ozuKlXcd+xuUUfuSnnW6Pa39tIfd4i67AEkUSOtBGsyC76JleQ/j0bQhxS5Wp/Px\n8fEpS3+NrB3FioYR+y/+vv3i90vP7Oezdft5rw/aQO1Ow+O9m5l+Iq1Tj3Mto1Vbgm99FRQfwL4d\nbRAommTjPv3GAq0XvQdiX/VvPercDdP3ZCV+4CuBpcBW4P+AS3Zqi3z2WKpe/QWNtx+xw9t5dn07\nb27tqXh50RxHOv8P/+Km5zcCEDSNu/f10Vz31Hpe3GiURJBKjDmFHO68uePqSRz8v2w//w17mioZ\nYZkLJu5ATTEpTLalfJHUHdk2QOfK36KMLM7hU5tmoJURP9kZBETDczdS6ATyI3TD9Fk7BPHDMn18\nfPZc9AJZ/cGivwqLeiQ2IANztyMIILkNJq1uPK2Xbi4Il9zhHRX8J18Koa/lLKSwdxipc1qh13HI\n50GWppKzr8Xj8XZAj8fjaaDyXrOPTz8QM12Dsp3P3Pk6n73TKFGwrSdDOlc+/MxpsPVkDCPNKkZ+\nduAhcqrGrS9tQkCz1TMLCZthkrkxpkiKFHKpV1prCUM0FE6tHQ9AbtyiIeMZq68KkiJEVDCKp4tD\no1kfH/xSCD4+Pnsy/kBhP+jvC9hYflDeMh5GWT4sU3ROBGCis5h6v/oze1YR83dlWb4KaJJl+SvA\nhp3cJp+PMa990M0JvyiRTKtmB20/iimMcuyNz/GDR404/sgbt4KSLlq21lS/PFV6jLXdNwLYapkA\nd6Qv4tqmu3k/soazMr8DIFPtjrXXEdgujaanr/w5fWgad1rNWOODOHTUJusiAVddwPyY3PB82A41\nBN+48/Hx2YMR1MxO2vLH8R3VT+POoxTCQNEFybVNr/04iUXNfkN/w3w+RmFBlRh3F2EYdE8BCcCX\novMZMP/6oJsPuo0HqqrpKGq+g2k9aIXk9h3ej3WPzhA2Mrb9nwDUPv5lIm/eVrSs5aW7UPobK1N3\nGdOEvBE2lm3smzXERfbjTQBCmXZ7/kur3mCz3swIdSt6qNazPcfPMeLQtZLqWrsZUTIUPPtQ7NyV\niIKQVzMDhr5U9DDDN+58fHz2ZLTcztnux8dGGDimR60xOggDxqKxLZehaHvsPEod9MNb5y6l8PEp\nhVCJWqYC3LAL2uKzB+AMrfvaX1/j5Xc38uAVKwEQTM9d1Zu/J7nfZ/q/cV2n4Q8rgG/YhScfCH8F\n2uH1ntNpBmqf/Abpfc51rWYVyQ4LxoP+puDVHCL9y7XMxNw61/fc2AMQsj0Et76EGAjRIhrqKaUU\nJeurguZ6i/p/XHswKdNzp1U1kxu/BBjecfBDCt+48/Hx2YPZ1SJhexbGe3r6yBp2OCbLw3MneBly\nQpmcuwEzPK27YZjB6TOcER034rz1P+eXkbtpxaz5ZnnucokBbfu5DW2sbI9zV+jrzBPX5bcLbGxP\nMAforJpYtJ5l3I0XDI9hoWHnRddxv0NItVPzz28DENfGI4ub0YOlFa/aVz2E2jSjP4e0x5M2jbu2\ns57d9Upq/UBpmL67m9B/fOPOx8dnD6Zn+ffZOZ334WkQlKUib5iHZ20wcvgt4861fY997iiegirD\n87cchlUTfYYzTs/dKDrcMxVrfKe40/mnVz/gsj+/zh2vfFBy2/EPDVXFeaLhZTv11/ncvmpT0Ond\nphWudXRdR+/nbfDhTCMyWa9qpOewHzGqNkwIM7xDKi21q46YNTwLle5GMrp5Pl25gEPvYZtY9MXd\n3YT+4xt3Pj4+ezBa3QS0uuIB3x3Gf7YOrhfNrlg++OfVbXu6+xbDOUaopOdOluV/AufH4/E3+7tR\nWZZFjNp4c4GMuZ13C5ZpBp4G9onH42lZlquA3wEjMRQ5z4rH46393bfP0MZSOOpJK9RHwzj99Vs7\numkBulNZ0lmF6pBxeX7QlebqR4zL5+n32zl137F88/63CUki/31E3mOiKe7q4ps7EmCWsbn49y/y\nZgTe/6iNkdcfQNXFhuGXUTTbcwewhVGMMwvUta39J5nb1zA26w7JDIajrkdAUBJ5UZ/Cdr2BlgGe\nFx9vtAHE0O8ehnr7ivEFVXx8fHx8dg6D/050vrOECgRbKhJfc6XcFXjuBGHYaqyUcyM0AL+SZflb\nsix7q0SU5hNAJB6PLwa+AlzjnCnL8pHAQ8Box+SLgdfi8fjBwC3A1/q5T59hgGTeSO9tT2AKWiKY\nJRA0xQjLvOe1Dznkp4YIyofdaU745fMAnCvdz4+C1wFw35vbeOCtbQB0pnIoqoZWkBwtkRdFiZhW\nZCT9ERO1LfZNnFE0VMdt0KPlPUR6IMoDM75bdAyR7nVF0z6b+wyrsl+v5BT49IP+elV3H8PPuPNH\nl318fHx2AjvNIhhG75mdMiDrPK9lBn498/AGY5/Dh3I9pw+Bg4Eu4AVZln8uy/InZFnep4LtLgEe\nAIjH488C+xXM14AVQLvXOsD95nyfjxlju15mfeQMsqpGRE8CMOKXswlueQZJN4yzI8UXWCi8DRjG\nncXp0qOcKD0NgIDG24HTQM1x+M+e4RfPbEBT3Z67a4LX25+jgrGd46RnAVj162e45rH3SCuaa+Rn\ngrDN/qwHoxy+6ADe1ia4titqxenBkYCIrg+jB+8wQRtOL7PhxhAty+Hj4+MzXEnOvYDU3PN2zsZ3\nZwRLBfv29qINonHk4bkbTIO32NM3fPsf5QRVBFMp84eyLP8Uw9haAZwHHNfHduswjEILVZblgLk9\n4vH43wFkWS61Tg9QTwE1NWECgaEj1T4ckSSRWMxb0XFn8tCbH3Hp71/h1uBPQYJwJEhWiNjza3If\nkjLz1iaJ2/hj+H/JZY+gpibv3B1nCp7EYlECZl5eR9dH7C+8RS5RRXWVO9/tWOl5+3M1hnHXodfS\nIPQwq/tJ3m07hnA0RMrx0FLIX1+xEY1kVWjDvd1QUCRYcA7/9umDUDV9l5zb3fUb7g4aqsOQwXW8\nQTNcdyidg+qaCNF+tGco/IbCkstQP3h5t7djuDIUfkOfHcP/DYc/Q+43XHk1QcCrRVVVQcI70FZR\nEHbbsdbUVKH3se9QSCpqX3V1uM93oyS5/UyljrE6GrS3pUeC+WWDVa7lImGjjxAMSmAOupfaZqot\nv24w6L6WBFEgHA4MreurQsoZd69aH+LxeA7Dm3Z/hdvtBpyhnKJl2FW4Ti3QWbhAb+/OKji55xCL\nRensTO7y/f57g+GkrRWMfXd1dLKBaRzBIwAE7v0sQmSqa53sq3+md2y+bEFUMH7/zs4komncnXvT\nszwV/jbPbj2C9+dcVnL/p0r/MLaBUbB8lfQY12pH0dqeoEZwhm/mQzs7u9Komm4X0n7roOuY+fSl\n5MRqegvOYb0kgCTsknO7u37D3cHiT36F7g8PI+M43lzWeJQMlXPQDCQSWbL9aM+Q+A1HH2b87e52\nDFOGxG/os0P4v+HwZ7j8hs1AKpUjNcC2NgOaru+WY20GenvT5MrsuxnIZlV6HMs0A4nedJ/vxlgs\n6goj9DpGY1spe1uptNkP6EpCQHctl07nqAZyOQV0nXCJbWIel0Uuq9DtWE7XdNLp3JC9vpqbS2fM\nlTTu4vH45Tuwz6cxvHt3yLK8CHitwnWOAZ4Hjgae3IH9+wwxrBD0Woyb5ORHiuu99SaT7kBhLcf1\nT623v76utTBHXM9z993IUaLhxQuaeXWLeh8isK10mYHzAsa4RFgwHggtwkec1XsjivZdQqJmC3Ra\nte4sRAG7kHawdhQAiaVXVnDEPoOBFptMJjZ5dzejb4a84IuPj4+Pj88wxhWWaX8qXq4/RczLqGUO\nZ3ZWnbu/AIebipsCcI4sy58H3o3H4/eUWOd64GZZlp/C0FA8Yye1zWc3oOo6fwh9m8lmsW8vwrgN\nKyWT5NUt3ayPGJfCH5RDmCOuZ+X7/8tKU/fEKZqy37qfVNyeCWIrE1J385h2lW0gOrlxwg84ESOu\nO4Fh3MXGTGX9uXGqQ9UV78dn8Bma6lW+cefj4+Pj8zFlgAOYwiC+sAVHnrhnEfOBbTX/0aOtgkdp\nruFAuVII/wZGFEwWAD0ej48tt9F4PK4BFxVMfttjuRbH5yRwSh/t9Rmm/O3ZV/l65K2yy4QKvGav\ndkZoqAragymnBR4vWmelKZDSX3K6RFBQUTWdIMURwycef5r9OaGbMdligOqIb9j5+Pj4+Pj4+OxS\nnArPlQqq7IDxN5xLIZTz3J0E/B5YGo/HU7uoPcMWRdNZ/KMneeGKpbu7KUOS5yKf7nOZUYI7zXLB\ntjuY17DIralawGWBP/e7LZouEDTz7JQSxp2ThFksTxdLFyj32XUM02etj4+Pj4/PxxdPQ2onqWV6\nfCpeXu/TuBOc64sfH8HGkqUQzKLj1wLLd11zhi+KOjxdt+RSBLc8s1N3oQ9w6KMm20p6q9vhm9W9\nb77tel3F2xWFfHtUVSVgGneKEPJcvkHoMT5IvnE3FBiSAZB+zp2Pj4+Pz8eWgb7jKu//Jfc5j+0X\nlInwcvQlw8HBNcQ21S+kZ5m7rvFwfquXrRAcj8d/F4/H79tVjfHZ9VS98Ttid+3caNjH3m0b8Lo3\nBH/k+q6VuGRvVw/xnP53dQEt6Vt5q6BWnYWuZh2eO+9bWbJiriVv48/Hx7u+j4+Pj4+Pz/BnwO+4\n/gzuiwH0UGkFSKfnLmyVRSs7sNr3vq16eW3VMnpVY8Haw/e9Xta4cyLL8rU7syE+u4ldUMi4J53r\ne6ECvp87lSfVOdQLbgnaiOC9rW7dOxfuC9KXMUpTlrjUlTQBs3i6aC7Su+grrkXqw8P3BvfZRfie\nOx8fHx+fjysDfscNpqBKpTl3QonPpdFLLDbQyLPdTcXGHbD3TmvFx4Dh+fPvGmQlXjRtq95Qdp3p\nsxaQNlUqK+EhbT/Xd9W8UxuiRiil5rjBt4XyXjxdydhhmdaDQxm9wLWtAyZUHvLps6fiG3c+Pj4+\nPnsyO/s96Ex/KqeW2f8euXfLh+97vT/GXWKnteJjwDA17ncJo7Y+UjTtwVEXur7/MPdJ1/f66ig1\npOjWq1iW+SFrs4Y37bPZS+1lbhr/f/bn9/Ux/EY5kn8deTfvnfc+ndQAeZf7a0wjGYhxWfYSfjbx\np/kdKRkCuhmWaRp3uuQ2KnsP+jpdR/+yP4fss4eh1k/a3U3w8fHx8fEZWgxm51jz0rbYQQOsL8EV\nfXjqaZQ07mRZdh1xPB4/zpzu92I+VuzkkQldQ21b55rUcewtbKqa5Zq2SW92fRcDYRZLb1InpMjo\nQZ7U9gHgBS1fqPz16sUAnJ79bwC+pZyFOHI2AVGkyRRBWT61CQBtxVVcN/ce7tKWMG/6lPx+cr0E\nUOg4+R46T77baHIg4mqLVt9CdspRAzt+n0FnqA2ktF66Ga2+ZXc3w8fHx8fHZyexC8Iy+3y5O8My\nrf9lwjJ1fVjnze0I5Tx3trtFluXvO6b/Zuc1Z/iiD9PAzEBb+dpzO8p7j9zIzK5/uKYpE5fyyge9\nrmlLpo50fReDefGSI/eeaH+2yhIAjKw1PGwSGjeumgtAbSRAQMzfzBcvmczv1s7nMHkUwYCxzYMm\n55Nml/7rcqNNo+ejjJpnTJQqDwf18fHx8fHx8dmZpGecSnrW6t3djPLs5FIIWu34QdtWJeiCMEx7\n9uWNO+evtKDEdB8Ta8BhqCZfSu3vuAtAmkTif9qx7bbFIVs6Ynfz1g+KJ4oBPuwxQiFvUI4DYMXM\nce5FHAbWoimjqQ5JtKRvo5tqWtK30ZK+jTMXGrlzIhpVQeNSjgYlApL7EpVH1iCJAqv2HcttZ84H\noHPcoQDUpt3ty0w+ErV2bJ/H7ePj4+Pj4/P/27vzODnqOv/jr+prjsxkcl8QEgjkSwhHgADhisgp\nl1zuLgIiIOCB4sHuirrq6uK6rDe/RWCViKyAKyKrIhEiu4Rwe3AnfCEJgSBH7mMy09NX/f6o6mum\nu6cnMz3T1Xk/Hw9IddW3q77dVd/p+tT3kuGw/YTv0nXYZ0Y6G5XV8P53/cdfJzHj+IG/sd+BYMoP\nzOKUXBsM1fa5K/x89Rm91Il6/XLG3fVeYquGflaLcT8/gbYnv1l2u+MPQblkwod5adzJufXZueb2\nOuZCVn7oJRIz3suO+Z8GYPO5/1NUcxeJNZPK5L/ZY/Yax+0XHUzYr6ELkWHCqBgTRsVwHIdQmcIc\nCYfYZ6LXF++N4/+TTlr7pNl22q0Qaanqs4uIiIg0vJ0dLXOobop7TzA+DDfbLo1Zc+eWWZYSsg8s\nfr9i3chmpIJQYltN9uv0VNiv411ie+42jWcmnZdb3dk0FYD5MyfQMboDoi3E55wPQGbUZDIFtWcz\nJ4wmWTBJfGs0zJzJ+blQZkyawIS2JhZ/bEHVeY6GHNro6j+hiIiIiFQW5CmByuW9Tlvj9adScHeo\nMeZxY8wTvZYPGaa8BUq2z91XF/cd9r9uZGozp13zK7/Kv0gnaX7x9tzLbGfWcHMHx8/KT3/wrbPm\nMi9+C+nx+QFSsoEgOLS15mvVxrRGyZQpXxsvfopPXnDBgPMcCeUv/UfGnlchpYiIiIgM3EgHR/2M\nhhngeLSSSIVtBw5bLhpAPQf3G3ckmAiQSdXsGFu7k3S0RIlsepn2pV+kZ9bpuC3jc9sjLaOJTj+M\nbSd50xDsP200/3jG4b32kp+3ZMro4iaTJ86eSCzicP/y4prRTHtxX72s/04dx9gDz+DgMvkt7JfX\nHKrjkyciIiIyona2WWa93181ZnRXNriz1r4+nBkJunq+fu9f/i77Ak4Ng7uelNdscls8xVhgwqKD\nWH/Vm7SmvSkJ0nscA+EoPbPPASAScjjJFE9/kC9jDk44WrTpm2fOAeD+5euqeg70+dSVfHnC7PLB\nXcGImi3hYM5jsqsK6si0IiIiu5aR+L0euoDNDeg8d2WDO2PMyeW2WWsfrE12gqvp3T9yuLOCp905\nI52VPmJhvwliJlGzY4TdBNDEhq4khRMhbuyMA9Dc3Hfwkj6yzTIdwAlXTFqVCuU7Es43y4w6wSy8\nIiIiIjVXd+0XKwWNBdv6m6S84tZqx5ysP5VyfgVwC3A+8MGC/84fhnwFzh73/y2/aPqXPuu7Emk6\ne4a4xszNMPHG6uf7iEb80xyKVk44CE58q7fQqwpzu//Zw5Fq5o4rGJLWL5AbDrlmp/PUnSjfxzDs\nwL8kvTljnLr7oyWVqeZORESk3jkj2aytimO7/QZ/wbzfqNTn7nxgKXC9tbaORwmpP6mMm2v2d/nP\nn2V7PMVvrzxi6A6QrSZ2MwWDkJQ3Kts0kiGoDSsn6c11F0739Nl0e+okTq0igD5IZXsAACAASURB\nVHIL+txlRaYfTnInsvPV983mmL3Gl93uOA7mtM/BkjtYGTX07v0nIiIiIoNRo5ZRFQO3oXlg7wb4\nuX/ZyMBamwYuBmLl0khpR35vWW75jc3dvLO9b8AzKNngzh/9srMnxeau8k0u2zLeVAXbu+ODO26v\nPnsdd52Uz1LSm1bg3XXFk4JHSLPW7dW3rhynoOYuK9T3+UOoigJ3xtwpjGmpXFN50O5j2S++iBVT\nzqkuf1InAvwXV0REJEC6D/gwqXGmipT189u89bSf0HnMV/pN11+O63k8jUrKBnfGmOOstauttS+U\n216zXEllbrro30/c/Txn/ujpkklf29jF/73ijTAZdns1Dy1x1UbWPUdoxzt91sdeW8LEm2bmXjc/\n/xNim1bkXu/7uzMBWPzca7l1oe1vESVFsmIFcQG/FtItKG6Z1uLA8CcXzOOa986qbn/9iIZCdNFM\nUyS47apFREREaqVz4TcgWsW4CaXUKjrqpzVYYs+TyHTMHMB++u6vfkLVgat01/19Y8w/ltnmANcD\n84Y+S8E2y/krq9zSw/MXcuKbaV5+J92HXNVv2nTG5esPWL52qj8nXLaw+DV3727vyY1WmdXxmwvZ\nMf/T3P/L+/hBeJH3trTXwPHld7eTTiWZO6ml6D1diTQz7j6d5JRD2XLer72VqTjhrWsIb13j5bt7\nI27LeLpXL6Odvg6e3ASbvOVQfBOxgQR32aIU8pqPrv/E2j4FeP+po6vcV/9aYt5xTt9v8pDtU0RE\nRKSvIIcLdWaog8YSp8YN8PmqVGXxDMUDqfQeVOWZmucuKNL5JpEPNf0DrcT59Qtvs7U7WfbSaFq9\nmLYnvlnV7ruT6aL53Ry/Wabj19yVGhAktnYpY+89l9Odx3LrssHd5T9/jq57Lmf87fl+gONuO5RF\nT73hvUjlm2+2vPBTxv38xFyQNWHRQUTefYY3Nnf3zWgmze5t8GTGGzHUdUJESfGZ4/ftm7aU7OfI\njZpZ24IVCTn88ZqFtDdXG3xKfQhoOwkREZFdSn3/XlczGkQQVZrn7tLhzEiQTbx5r6LXITJc9+Cr\n7Eiky8YnXYkU7cATazZx5MxxAzugH9y9+NZm2joiFS/Ow0L5sXDiiR42dnr9//Z3XiMU35TbFt7x\nLie8fYv/AfpeFm2P/nM+7dY1RHo38QSc5A5GJdbnX6cTRJ000VjTwAZFqWKQGBERERGpYyMeGw2m\nksAJ7Ly6uoseAa7r8uSazQAsXblxJ3bg1dh97lcv8A+/Xs5J7uOsab6ANRu7sgco+bY/rHib47/3\nCHuzlj1C6/tsnxv/k7dQMMdceMuqvjtyImRKTKsQ3rKaBe/8F8tDXsdbN9XNOeFHafrr49V9rlyN\nnS5LKW/6mJ1s+y8iIiLDqN6DI8f/f+kgMKhTIeguepCcxPaS61c3XcicdfcBMI5thLatzW17a1uc\nWWvvBmDZqo186b78wCSHfecR3txS3OSxT+2fH7yFyZDMZNjHfR2Av7nND84ypevJoqTpSqT5duiG\nktubElu8hYKau5bld/ZJ54YjJBP5ppsrMnt4+Ux5+Z4+cRyPZQ4gk/BqCVMT55Y8Xl/eB3WHYgJz\naVh7jGvpP5GIiIgMn3qcM7i/PPnbS/Wvc2nA0TKzjDEfK1iOGGO+XdssBUt2oJFCDhByXE5efR0h\nXBbFvsX4/zoytz2dgf1D3vvWdSZ40K4n47osXbkBgK3dpYMz17/K0mmvSWSIDKm0i9NrHpGv/e7F\nku+P4NX4xSg9qXpbjzdKZvTt0iNv5j9ghJ54N89n9gSgJ9u61++rF3PSdBMlk4qz0t2N5G5HV95f\nbr9957kTERERkSCqTXQUim+uyX4LlRrPIiiqqblbYIy5wxgzD1gGbKtxngKlv1qmC5wH6aCz+D0l\nHgW8vqmbv//18tLH8JNn3/X7FV4QtpuzgdnpVwk73paJbPaCxFfXldgLjHO2sZfzVlUjAIU3vlx2\n23//5pfEnBTXp85nbvxWFqVOA7w+dwCbW/Yk7kbJJLuJkoZw5fnmslzULFOqENAnaSIiIruUAVV9\nVZ82OXU+3ft9cOD56aVcc8z89mDq9y7aWnsJkAD+DNxqrf16rTMVKCUi+8I2ulOdDYT812PuPh2A\nKS/+MLc9QooOOtn7kY8S8WvUyj0tyPi7jfd4NXs3xm7g9sy1uf3fEL2RVNrN7ae3M8JP8b9Nf88Y\np7Pk9qLPkC4/KfqVkd8RI0m328RX3n8ov8kcxbOZvQj1bGFTbBp2wskkiZJJdBNx0rgl+ueVPmi2\n5k7NMkVERESCrTZPY1NTDqXzvd8qfcQhqnFr1KkQADDG3Al0AEcBHzHGfKHmuQqQ0I6+tWS9O2Bm\ng6/ouucA2P2F7+e23RT9Ps81X8m4t/6PNrw+a3f++U0+d2++aWXGdYmSYupN0wH4y5te37ioH8Qt\nTHkDlhwZXs6Ee8/KNb8sp7/tAC0v/KTi9na66SFKe5MXiM0Lrab94WvJECLkQMKJkUrGvZq7EqNv\nltZrKgQRERERCYDiYCjTMp7UpIFMh11/wVSplnZBUM1d9KPW2nOttU8BC4GJNc5ToMTeXNZn3aNN\nny567Tj5i2PDjuIasZPCfyl63USCB15ez7LV+WkKXDcfyKXTaV56ywvuskFa4ciXTeue8QKqSnku\nU7NXqPnlu3PL2b51hcY4nSSI0horDtwyhAiHHBJOE+lknAip6mvucuqvgEsd0eUhIiJS1zZe9hyp\nyQMJ7mqhnxuGkD9aZoPdV1RTpfKiMWZhwev/qVVmAqlEE8J2Jz/a5WXOb1nnjsm9XrPoQuaUCak/\nHH6Qz0bv4bH0XJZmDsSLpb0nB8ubLwNgys0zOD98FgBjnB0l9xNxKgd3rU5Pxe1ZruuyKjOVZZkD\nODD0WtG2ic5WEkTYb3IbHQWTgG+OZ3hnWw+t6Qjx7i4mkKKnyj53OY1WykRERERkeA36fjLTf5I6\nVE1w93H/XweYC6wBHqn0BmNMCPghcBDQA1xurV1ZsP0K4KNACrjOWnufMWYc8AqQbY94r7X2B9V/\nlJFRzbD9k5wtueVTQ0+UTbd36K8AHB1+iSYnP2Jm2+r7itIZZy2V3B37Wr95ynohegBnbv8CLzd9\nmGYnyf86R3C8+xQAK97tZCZpUmUuk063BcdxuO3Cg+EOb12GEK9u2MFMHN55cxUzSRMfaJ87kUqC\n2UpCREREyqqvH/cg35H2G9xZa3PD0RhjYsAvqtjv2UCztfZIY8wC4DvAWf4+pgBXA/OBZuBRY8wS\n4BDgLmvtpwb8KUZSaOgG/xhFfu64FPn9RjrfKD5kPwVgckEw2Z81084GC81+MPmt6Mc5PuEFd+1b\nXiLqpEi5pasatzHKy1/I4Z+Sl/KlKX8ivX47n164J8f96jfQCUki1fe5izSz4bLnq867iIiIiDSC\n4Q/uKgVwruM07jx3vUSAvapIdwzwewBr7ZN4gVzW4cBj1toea+1WYCVwIHAocKgxZqkx5m5jzNQB\n5m1kDOHIjseHn80tz3XWEN6ymgk/3AMnU9zM8rCQHbJjrt9W3LRzxbYYW91WAA556ANESZP2A829\n4j/j0PhNubR7TuwAvOCuhyjJrs100cR+U9pZ0uJNjxAmDQPoc+e2jBvU5xERERGRgBnRSKp0mBfU\n2rt+q1SMMW/jhdOOn76appKjga0Fr9PGmIi1NlVi23a80ThfBv5srf2DMeZC4P8BHyjcaVtbE5FI\nfQ2TH2qJ1WS/7U43mYc/h+NmaIoWX16jna4hO05LU/ElsPfENj6y4e/5ZZM340WUFOvxgrgMITb6\nywC/u/pYANLRCAk3Qqx7Hd3uvowdO4pn29/DnPCbTO5czpixo4YsvwLhcIgxY1pHOhsjxhnVBBDo\n72BXP4eNQOcw+HQOgy9I57ClNUZTQPK6M2JN0Z06F+GwV8/U1BQhOgTfT0tzNPc9h2Ne5UK5fLnd\nLQBEouE+aUKhEOFY3/VBUE2zzJ2pQdsGtBe8DvmBXalt7cAW4CkgG7XcC/SZT6+zs7qBQIZTazxJ\nrUKXzKY1hICeeLzoCxvagxR3Fv3iiXtz2V3bc68jpDn4+As5bMlBfd66ZYt3unoSaZJEaCbBe8LP\ns35LFwliNCc20e200LNl6IJR8f5IbdmFv9Omrh5GQ6C/g139HDYCncPg0zkMvqCcw4lAd1eC7gDk\ndWdMBBKJFNt34vONGdPq3ev2JNkxyO9nItAdT+a+5/ZEimbK3y/s2O51h0olM33SZDIumUSqbq+v\niRPLRwZlgztjzF2UaQBrrb2gn2M+BpwJ/MLvc/dCwbangW8YY5qBJmAO3iAqPwXuwevTdwLepOkB\nULtK2y1dCSY4sGFbFxMG+N5UtI1Isv/Jyved3IZT0KXPGxU2/5mipJk9ZRzrGVt2H62xMFPHdkBB\nC08nHKU5vZ0upzmw1dpSpwLaBl5ERETKGJFmmeXvUF2cwN5vVKq5u3kQ+70XOMkY8zjeN3epMeZz\nwEpr7W+MMTcAy/D6/H3JWhs3xlwLLDLGfAIvTLh8EMdvCNl57B5d+S77VjsPePa9VQR2ANMPO4fQ\nn17KvR7Vq5lmk5Mk4xSv+/fk33H2+LVF4Z4b9tJ8I3MJVwKEY7Smt7E5PJ3mgWVdRERERHYhTi0i\nqUGMwu4Q2NiuYnB3rLX2OgBjzFRr7dvV7tRamwE+1mv1ywXbfwT8qNd7XgPeW+0xdgXZeewujyzu\nN+3i5tM4NX7/gPZ/c+oMzmsZz/fO3R9+562bOa6V0+dOhlX5dFPHtHLC7Ak89MoGAH6YPou//buj\nivaVDnl9D+Ou1yfSicQI4RJ3mhXciYiIiDS0ALbTcnr924sb0HnuKo2WeXzB8h21zkhQperkvP81\nPH1A6efGb+X9V/0HAEfOLB6hcnxrfnTLv4an0xwN829n7gfAxLYYT372WEbFip8LuP6ImGn/eYHj\nB3s9oZYB5UtEREREgiXTXL77TnVGoJ6sQs2eG+C5lysFd06ZZSmwasOO/hMNg+zUA709n9mz5Pod\nNBON5AO0TyY+xUcTnwEg5DhckPgiAE6q+POFHYdwqO/l4PrB3MLZU7z3RbwRDRMK7kREREQa1saL\nn2LHgs8Pbif1OKlcHWapGpWCO7fMshRI18nFmHYifP3AR4rWnd7zDa5IXANA0uk9ZUNxgLaYozj8\nxIsAeODldTyVmQNAtGV0UbpYpPQl44a9/U8f76V3Il5NnmruREREZFcX5Jqg/mTad4NIPXbCGcx3\nHtzzVanP3aEFA6LsV7DsWmuPqvC+XUq9nPqLDpvOine2F617yc3X2r04+j0cvHVJ2fc/+dljc8tv\nb+sBf+Jyp3lMLrK/8+JDaGsqfclkm2Vm/w1FvGAvEQre/CBS7+rjgYqIiIgMkTqpLClWj3nqX6Xg\n7sBhy0WAuXUS3u0/pZ1V6/NNKDdeuIzworWkXZgXv4UT955RMbgrK5SfNH6fiW1lk2WbZToh75IK\nqVmmiIiIiFRlBKdCaLBa1bLBnbX29eHMiPTvpcwM5oaKT8vM+J0APB4LEwl7F2di2gIyY/YkHHqT\ndNplC+10u16N2gZ3NG10VzzOF07ah28uedV74YQrps1y/Jq6bPNMJ+wdr9Wtz8kfRURERIaLU5c1\nU3WkBt9PfxUwlWO6mkzOMCwq9bmTqgzfqb86+Um+m/wAUDxQyujmCNFwiEltXm1Z1/yrAUhl8nlL\n+sN6fir5KQ7ruYlfX3542eMcvFtHbtkJVRfcZWLtfnrvkor6fe4yoWjZ94iIiIiI1GMTyKAG5AOc\nGlt6G85mmavc3Xgi401JEI42489xznWn7wvACbMn8Or0VYxp9YK8BTPHEnIcHl29iWycl3AjbKeV\naR3lO75GCkbDHL/+CdZXkbdQzGuyGXK9TEX9gVdSfQZyERERERGpgcLquH5v0R3//yUSOlCPAWc1\nVHM3SM4QtNNdlZnKhxLX5l7fmz66bNoX3D35XvI8tjr52rVYOJTLSzawA/jBuQfwvXP2B+CjR83g\n+SNu4Fl3737zU2qqg/40R708ZC+oVNqrKVy+oWfA+xKpKKBP0kRERKSc4f9tLxnUNQDV3NWBzyY/\nwfPuLC5KfIEIKWY46zgn/FhRmtczkwCI08QP0udxcGuYtes2VX2M9uYI4+efS3rpI/2m3ZngriXq\nNd/sGe01F13uj9zZ46rmTkRERHZtjTwVwpAYqge3O7GfUu+olwETd4Zq7gZpMCf/ycxcAJ53ZwHw\naOYAHs4czFvu+KJ0m9w2zk58Pff67kvmE3da2EAHB0xtZ9b4Uf0eq6nM/HSlhHfiI8WTaWbG7yQ1\negYAF87fHYAjZk0e+M5EKlLNnYiISGMZgZq7ULZZZoltw5uVIaXgbhjckjq9z7p/S57PdekPlUy/\nJDOff05enE+b+iCbyU8mPnN8a+7BxKILDmZMa+VBSx799DG5+el2H9P/1ATRcP6ySIzdp9/0kG/i\n3BrzavCyTUUn7tZ/M1ARERERkUEbwhpSN6DdQBTc1dBv0wuAvrV7J/dcz6L0qazI7MFR8RsA+MUl\n84vSJMgHbGnXC5gumr873z93/wHno7DW7n37T2H+9I4KqaGjJcqNHzgAgOTeZ1R1jOaIl8fRzZHc\nMQ+I/5htM04bcH5FREREGkWmeSypSfNGOhv1rSZx1CACvQA3o1Wfu0FyC+aB+6s7nt2cjbnXm9x2\nf6n4AnnFne6tdeEtJgCw5/jWojQhMrnltB+DHzFjDAtmjgPg1P0mMam9iYH6/CmGLVv6n3vu8Blj\n/axXF/9n59jL1vqFQw7baSUygOagIiIiIo1m40deGOks1D2n4L536HZaZYBWNplq7nZJhbVyv0wv\nzC13uzEy/tdbeGm8EZkJwHF7j694yYQLLvIjTv4QD358AUdkAy7ggkN35ztnzx1U3qtSbXAXKk4X\n8gtU7/UigxXUeWdERESkHvWN7jSgyq6sIPgpnMt+E+0FwV3+Arln7k3euoL70w8cNBUonl/uddcb\nHfO4nu+QCTcxtjU2JNMuDETXvI8S3+esqtJGeo3Ckh1xM7ITI2+KiIiIyC6kHh/c1mOeqqDgbpAK\nAzcHmBm/kxN6vsXfJb7CGKfTX19wcRQ04wQIOfD5E71BS/71jDm59f969adY8eGVrHGn1i7z/dhx\n9JfJdMysKu1uo4snRQ87Cu5EREREpBojMFpmhVvUIN+9qs/dIBX2ucsGcavc3QA4L7wMgNFNYUj7\nafwryQXOO2hqUfDz3n0mMGdyGyve7SQaDjGhrThgqmdHzBzLsqvzk69na+52Zs48EREREdmFDFkt\nmVNmucQhK2wPcrNMBXeDVHjyy10I7c0R2AEb3NEkQ/lBUK49se80A6Wu7aDUCjdH84FuNqZTzZ0M\nvYAUCBERERlmQ3eP4AT0fkPB3SAV1twl3dJfZ8r/muf33MxVjrdcbu6ML58ym7e39QxxLodfNqiL\nhNXyV0REREQqGYFmmdlKmVKDBzpOYCpXelNwN0hvjj0yt5wiXDJNV2gU8+K3APQ7KMrsSW3MntQ2\ndBkcIblmmaq4kyEX0L+2IiIiUtoINMvsf6qEYN5vqFplkHY0T8ktP+PuXbRtq+vNXdcWC7MFb867\n7GU0ZXT1/emC2G/NcRz+eM3CYR/hU0RERESCpt4CqeDev6rmbohsdtt4IlM879ynk5/ktti/M641\nmlvnOPCHTxxJa6x0LV9viz44jzlT2vtPKCIiIiIiVcnWP5QL4+ot3KyWgrsaejgzr+T6jpZoyfWl\nHDBt9FBlR0RERERk1zDI1mNBHVBFzTKHSLUXgJopigxSUHs4i4iISGkj8tuen56slKDebii4GyK9\ng7vD9hjDlPamEulERERERCRvJEbLLP637/ZgRndqljkElqQPZb1b3Hwy5MBNf3sg3AHd4fw2VdyJ\nDFYw/9iKiIhIGfVWTVZqeoSAUHA3BK5IXpNb/siCPbj1yTfYd3I7u49pYePFT/Pi8iTw+shlUERE\nRESkTg1dLZmmQlBwN8Rmjmvlyc8eS3b2gkz7NHDWAnDm3MksnDV+BHMnIiIiIlJvhiqQKtjPIJvL\n1VtlYrUU3NVA73npstfGV95nhj8zIiIiIiL1bCQjqQbrM1WT4M4YEwJ+CBwE9ACXW2tXFmy/Avgo\nkAKus9beZ4yZANwJtABvAZdaa7tqkb9aaqzLQ6QOBfRJmoiIiNTaQO7EK6R1IKg3HLXqLXg20Gyt\nPRK4FvhOdoMxZgpwNXA0cArwTWNME/AV4E5r7bHAM3jBn4iIiIiINLQRGC3TKT9ephvg6ppaBXfH\nAL8HsNY+Ccwv2HY48Ji1tsdauxVYCRxY+B5gMXBijfJWU8GM8UVERERERsiQNcss3M/gArRw59vE\nu7YPLjsjwHFr0MbVGPNj4B5r7WL/9RvAXtbalDHmIuAAa+3n/W23A7cDN/vru40xewG3W2uPGfLM\niYiIiIiINKBa1dxtA9oLj2OtTZXZ1g5s6bU+u05ERERERESqUKvg7jHgNABjzALghYJtTwPHGmOa\njTEdwBzgxcL3AKcCy2qUNxERERERkYZTq2aZ2dEyD8Rr8HopXuC20lr7G3+0zCvxgst/tdbeY4yZ\nDPwUr9ZuA3CBtXbHkGdORERERESkAdUkuJORYYyZBPwZOAlvmonb8HqWvghcZa3NGGO+Cpzub/+M\ntfZpY8zepdIO/yfYtRlj/oLXPBngNeAW4Ad45+pBa+3Xyk0z4teQF6Ud9g8gGGO+ALwfiOGdp6Wo\nHAaGMeYS4BL/ZTMwDzgOlcPAMMZE8R4UzwTSwBXo9zBQ/BHUfwLshfebeBUwHpXDQDDGHAFcb609\nrlx5GkjZK5V22D9UwNSqWaYMM/8H7Rag21/1XeCf/KklHOAsY8whwHuAI4DzgRvLpR3OvAsYY5oB\nx1p7nP/fpXiDDF2AN5LsEcaYgyk/zUiptDKMjDHHAUfhTfPyHmA6KoeBYq29LVsG8R6UXY3KYdCc\nBkSstUcBXwe+gcph0FwBdFprFwCfAv4DlcNAMMb8I/BjvIdjMMiyVyGtVKDgrnF8G+8P2lv+60Px\nag0gP7XEMXhPsVxr7RtAxBgzsUxaGV4HAa3GmAeNMf9rjFkINFlrV1lrXeAB8uewaJoRY8zoMmll\neJ2C17/4XuC3wH2oHAaSMWY+MBf4OSqHQfMKXpkKAaOBJCqHQbMf3nePtdYCh6FyGBSrgHMLXg+2\n7JVLKxUouGsAflOi9dbaBwpWO/4fNoDtQAfeD93WgjTZ9aXSyvDqwgvQTwE+htckpatge7lzmPbX\nbSuRVobXBLw5Pf8G7xzegTdSsMph8HwR+Brly5bKYf3qxGuS+TLwI+AG9HsYNM8CZxhjHL+JZQfe\nec1SOaxT1tp78B6oZA227JVLKxUouGsMlwEnGWMexusjcjswqWB7qekmCtdnSqyT4fUK8DP/6dQr\neH/MxhVsL3cOQyXW6RyOjI3AA9bahP+0OU7xj5DKYQAYY8YAxlr7f1Q3dQ+oHNaTz+KVw9l4LSJ+\nitcHNkvlsP4twjs/y4BzgOeAUQXbVQ6Do1R5GkjZ0/ncCQruGoC1dqG19j1+P5FngYuBxX4fIMhP\nLfEYcIoxJmSM2QOvVmED8EyJtDK8LsPvL2CMmQa0AjuMMbOMMQ5ejV72HBZNM2Kt3QYkSqSV4fUo\n8D7/afM0vJuRh1QOA2ch8BBAhbKlcli/NpN/0r8JiFK6bKkc1q/DgIestccAd+M9/FQ5DKbBlr1y\naaWCyEhnQGrmGuBHxpgYsAL4pbU2bYxZBjyBF9hfVS7tSGR4F3crcJsx5lG8kaIuw3uKdQcQxmtz\n/pQx5o94tbSPk59mBPLNAHNph/sD7Oqstff5fSWfJl++XkPlMGgMsLrgdZ+ypXJY174HLPLLWAyv\nie2fUDkMkleBfzHGfAmvluYjwB6oHAbRoO5FK6SVCjQVgoiIiIiISANQs0wREREREZEGoOBORERE\nRESkASi4ExERERERaQAK7kRERERERBqAgjsREREREZEGoOBORERERESkASi4ExERERERaQAK7kRE\nROqQMeZyY8wLxphL+08tIiKi4E5ERKRenQccD/zNSGdERESCITLSGRAREdmVGWNmAisAa62dV7Dp\nKWAd8M8FaVuAJ4D9gGnW2g3Dl1MREal3qrkTEZG6Z4x5yBhzuL8cM8ZsNcb8Q8H2h40x88rvoapj\nXGKM+bfB5tXfV7Mx5vIB7HdVr8AOoA1YBnRkV1hru/10bw1FPkVEpLEouBMRkSBYAhzrLx8LPACc\nBl4gBcwAnhuZrJU0Bbh8Z99sjAkB5wIXA+cYY8JDlTEREWlcapYpIiJBsAT4MvAdvKDux8D1xpgO\n4BBgKdBujPkxMAaYBtxorb3JGPMr4AfW2qXGmPn+fj4A3Azsg/eg85+yBzLGRHtvs9Y+bIy5xD92\nKzALuB74b+B2/3hrgYXW2mnAl4D9jDFfAd4AFhhjHgQmAjdZa/+zn897PPCctXaNMeY5//WSnfvq\nRERkV6GaOxERCYJngH2NMQ6wEC+Y+wNwInAc8Htgb+Dn1tqTgZOBz/nv/RHwYX/5Uv/15cAGa+1C\n4CzgxoJjVdrWYa09A3g/cC1wJfCatfZovL5xk/103wCWW2u/7r9OAqcA5wCfqeLzXgjc5S/f5b8W\nERGpSMGdiIjUPWttBq/Z5fuAd6y1PcBi4GjgGOBB4F3gbGPMz/Bq4qL+2x8ADjfGjMNr0rkYOAA4\nzRjzMHAPXkuWCX76PtuMMdltz/r/rgWagTnA434eXwbWl/kIf7HWusA7eDV/ZfmDppwFfNsYswb4\nFnCWv15ERKQsBXciIhIUS4Av4gVnAI/iNckMWWs3AdcAT1hrLwLuBhzIBYZ3AzcB/2OtTQMvA3dZ\na48DTvW3b/L3W2mb2ytPLwJHAhhjZpEPEDMU/8b2fl8l7wcWW2v3sNbOfvx29QAAASlJREFUtNbu\nAfwWOHMA+xARkV2QgjsREQmKJXi1dPcDWGsTwBa8JprgBUBXGWOW4jV9TBljmvxti/AGKFnkv74F\nr5nnUryat9fxArKS2/wAsZRbgZnGmEfwmmXG/fXrgJgx5vqd+JwXAvf2WncvcNFO7EtERHYhjusO\n5GGiiIiIZBljjgLarLUPGmP2AX5vrZ01wH3MBO6z1u4/gPesAeZrnjsRESmkmjsREZGdtxr4gjHm\nMeAO4Kqd2Eca6DDGPNtfQmNMi58uSr6mUUREBFDNnYiIiIiISENQzZ2IiIiIiEgDUHAnIiIiIiLS\nABTciYiIiIiINAAFdyIiIiIiIg1AwZ2IiIiIiEgDUHAnIiIiIiLSABTciYiIiIiINAAFdyIiIiIi\nIg3g/wOFYr8D1GltngAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11dcb6f28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(15, 4))\n",
    "ax, fig = stack_pos_adjusted.spectrum.plot(figure=fig, return_figure=True)\n",
    "ax, fig = stack_neg.spectrum.plot(figure=fig, return_figure=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 0.12)"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ALK/ycHAggvX4ZjKLLidTuY5g9z4uX1zCru4gWU3H2v0s6forUX1Ncy4NDSYy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\nx1GhmuoCO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wuzXNuCXLKESM2lqfLQ0awjzhYuqLKzt91Drz9CfyBCy0CA5ZVjZ0xGegmO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\nJEmSVGNMBCVJkiSpxpgISpIkSVKN+f+dXzKHIrdAYgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1104f6e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# zoom in on calcium H and K lines\n",
    "fig = plt.figure(figsize=(15, 4))\n",
    "ax, fig = stack_pos_adjusted.spectrum.plot(figure=fig, return_figure=True)\n",
    "ax, fig = stack_neg.spectrum.plot(figure=fig, return_figure=True)\n",
    "ax.set_xlim([4050, 4400])\n",
    "ax.set_ylim([0., 0.12])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.13, 0.27)"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Z3VKXlD+DZL22EqHrm9x0fZNXYWFO7J1ciDYieDqwBngL2EFk/UC3HgPOa28s4wE+boz5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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11df5ada0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# zoom in on Halpha line\n",
    "fig = plt.figure(figsize=(15, 4))\n",
    "ax, fig = stack_pos_adjusted.spectrum.plot(figure=fig, return_figure=True)\n",
    "ax, fig = stack_neg.spectrum.plot(figure=fig, return_figure=True)\n",
    "ax.set_xlim([6850, 7200])\n",
    "ax.set_ylim([0.13, 0.27])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
