Created
October 2, 2012 21:43
-
-
Save stephenpascoe/3823500 to your computer and use it in GitHub Desktop.
Example of using esgf-pyclient to find and plot ESGF data.
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| { | |
| "metadata": { | |
| "name": "esgf-pyclient-hadcm3-annotated" | |
| }, | |
| "nbformat": 3, | |
| "nbformat_minor": 0, | |
| "worksheets": [ | |
| { | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "#Example of using esgf-pyclient to plot via OPeNDAP\n", | |
| "\n", | |
| "First import the required modules and select the CEDA ESGF-index node's search service." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "from pyesgf.search import SearchConnection\n", | |
| "from netCDF4 import Dataset\n", | |
| "from mpl_toolkits.basemap import Basemap\n", | |
| "\n", | |
| "CEDA_SERVICE = 'http://esgf-index1.ceda.ac.uk/esg-search/search'" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [], | |
| "prompt_number": 2 | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "Let's ask the question \"How many datasets from the HadCM3 decadal2000 simulations do we have at daily time frequency?\"" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "conn = SearchConnection(CEDA_SERVICE, distrib=False)\n", | |
| "\n", | |
| "ctx = conn.new_context()\n", | |
| "ctx = ctx.constrain(project='CMIP5', model='HadCM3', experiment='decadal2000', time_frequency='day')\n", | |
| "print 'Hits:', ctx.hit_count\n", | |
| "print 'Realms:', ctx.facet_counts['realm']\n", | |
| "print 'Ensembles:', ctx.facet_counts['ensemble']" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "stream": "stdout", | |
| "text": [ | |
| "Hits: " | |
| ] | |
| }, | |
| { | |
| "output_type": "stream", | |
| "stream": "stdout", | |
| "text": [ | |
| "40\n", | |
| "Realms: {u'atmos': 20, u'ocean': 20}\n", | |
| "Ensembles: {u'r4i2p1': 2, u'r2i2p1': 2, u'r5i2p1': 2, u'r10i2p1': 2, u'r3i2p1': 2, u'r9i2p1': 2, u'r7i2p1': 2, u'r5i3p1': 2, u'r8i3p1': 2, u'r3i3p1': 2, u'r6i3p1': 2, u'r9i3p1': 2, u'r1i2p1': 2, u'r7i3p1': 2, u'r8i2p1': 2, u'r6i2p1': 2, u'r4i3p1': 2, u'r1i3p1': 2, u'r10i3p1': 2, u'r2i3p1': 2}\n" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 3 | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "We have 40 datasets. We've also asked which realms they are in and what ensembles are available. Next select a realm and ensemble and confirm we have a single dataset." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "ctx = ctx.constrain(realm='ocean', ensemble='r1i2p1')\n", | |
| "ctx.hit_count" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "output_type": "pyout", | |
| "prompt_number": 4, | |
| "text": [ | |
| "1" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 4 | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "Next we drill-down to find an OPeNDAP URL for one of the dataset's aggregations. There is some inside knowledge here as the first aggregation does not have an OPeNDAP endpoint." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "result = ctx.search()[0]\n", | |
| "agg_ctx = result.aggregation_context()\n", | |
| "agg = agg_ctx.search()[1]\n", | |
| "print agg.opendap_url" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "stream": "stdout", | |
| "text": [ | |
| "http://cmip-dn1.badc.rl.ac.uk/thredds/dodsC/cmip5.output1.MOHC.HadCM3.decadal2000.day.ocean.day.r1i2p1.tos.20110708.aggregation.1\n" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 5 | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "We now open the dataset using netCDF4-python, select the variable \"tos\" and confirm it's shape." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "d = Dataset(agg.opendap_url)\n", | |
| "tos = d.variables['tos']\n", | |
| "print tos.shape" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "stream": "stdout", | |
| "text": [ | |
| "(3660, 144, 288)\n" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 6 | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "We can plot the first timeslice of this dataset. Better plotting is possible but imshow() gives you a quick look." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "b = Basemap()\n", | |
| "b.imshow(tos[0])" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "output_type": "pyout", | |
| "prompt_number": 7, | |
| "text": [ | |
| "<matplotlib.image.AxesImage at 0x7f89443d0850>" | |
| ] | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "png": "iVBORw0KGgoAAAANSUhEUgAAAV0AAAC1CAYAAAD86CzsAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsvXm0Z1dV7/tZu/l1p63mVJOqpE5SqaogCaAxJHgRriiC\nXgh2jyGgQ+HmPd/w1XgCV57yHDj0+pT7lDckQ/OulwiIghqwufdFxCtEVHppcwOYkJxUKlWVpOqc\nak73a/fe6/2x1tx7/nb9fqepJtVw5hh7/H67X3s13zXXd841l7HWWjZkQzZkQzbkWZHgUidgQzZk\nQzbk20k2QHdDNmRDNuRZlA3Q3ZAN2ZANeRZlA3Q3ZEM2ZEOeRdkA3Q3ZkA3ZkGdRopVOGmOerXRs\nyIZsyIZcVTLMMWxF0HXyH8uPArIh1xrWpzyv9KyrUcJLnYANWbNkuPr5bEiAazsbcvXIrw49swbQ\nLYPoShXxXED320XWmzcbcmnkUikBhg3g/faQNYBuWQwXTmO7kM8a9vxB8u0E9peTWC583ktHdqGe\nnV6AZ6xXNurjucuFrFPPjlK0Rk23DF6DwGzYh1/KCjUI0C2DG9Za0rme796QQiSPUi5Ofhmchnol\nUVW6LoVc/lquK7cXvWiCa68dWffdX/jCKQ4fbqsj6//erVtjXvayraWj51fmp093+PjHZ9WRtQLv\noPSv7ZvWALqjuEoh4DtIOx1W4VN13ALJmhI1WM61seqMkGdEA9KyWqMNGFwgV1pjf7blfMt9NbkU\nmun5SsCVx++7MvzTP/0xpqd3rfvue+75GAcPfsHvGc5lkP0jP7KTe+/96XXft5IsLi4zPv47fk/q\n0mrAOwgDBSPl/HBZw5dvA6pqq/jbdO+swVX2RaNMcQWWAG2gQ38jFIPFoEqoAW1Qwx2mtepMkU+U\nNMkzBQzKx9crGoyHpedKlnL56HKQb5fvHlSdpIFdTODdkIsv58BE9kmgnnG5afX629aSNqnvGmPC\n0u9wMSsFvHEuYx8Han6rAw2/VSmAt/wIq34tGAthBiaDnjTiDAfAHQrQToEu0FO/AtxlQCsbHuSc\ngKdR10la5B1yrXQGqX9Xoq47Kzfo7wGHURRlcFnNQ0M/99m0mK9VJD2mtM+A4ytV2LV+19U+cpCO\n6vIBnle9aooPfOC1a7p2YmKcMFw/99lud2g2W+u+T0u1WmFkpHFezyiLtZbTp+cHnjt6dI7nP/++\nIXeKYicgW8FhYuy315+Py9gm/7AGMOJ/axCEEAX9Sm8ZlwRDtEIc+OOZhSwBK4ArF3dxQCwgKJqy\nPEDzgvJguVc/S28doOWfjUpEoP7rxA9qEOUh4aDOJqM/S+X9K1VS3XmI1riSDDMcrLchrBXY1sLn\nr3R8redFyoB0tY0cpPwuH9DdsaPO5s2TF/UdtVqVWq16Ud9xLmKMGfrtcRwPukNtZcCtUTACw2UN\noFv3DxPQrbuXhRRYXPNPknqU0K9UJupYX+KlV9CSUYBtqv5npXNaKyyDstZc5XrJoIDB3I0YY+SZ\n8l8DvL4+4uxeRT9TjuuOoSxyPsv33/GOA9x6684B18J73vN1/vZvTwx4l34WQ86XZaXh/qXUNMvf\nYUv/L7eRwHrkcnMLO7+8TNOUBx+cGXhuy5Yx9uwZXI8vZ5mdPcWRI86wdvjwydJZAVpR1mIcDgjg\n6m24rAF0BVVr/iWBe1/FHxrxW9Wnowcs4ujbHgVT0KUA4kGSj1Ll4YLSArQayTUoay1Zg66mJ3oU\nvOQgIJLMtGorAzul/5oSEO1Mn9eadBmYDf2gXNz3pjfdzvT0NQPSCEePznvQHTSs0M+W34j+hl7u\nRMogZgdcd6lFjy4ulvfDsyW6zMqjtUsh55eXzWabW2+9Xx0p7Bt33bWde+/9yfN6/qWQD3/4ixw8\n+CUKWlAP40McBgqtUPf7FQrl9EKArtkMxnMVJigU1FEc2I5SULwxBc51KJgCwcxhdKAeuecacQo0\nKRA8pUDyMhgLSOoXSCLKLy9zrIMSphNYpjD0ubIRrewG5GRyMuD220cHfLh2pXJSrw8fmlx77QSv\neMXUwHMPPbTIU0/1KCqH5pz0+0TDFY3fDjk3jF/W37lao73QgFLuQK4kkU6urHWcr4HqfGT93Gya\npqSp+4YzZxZx7RH6FRdYXOzR7XYHPeIsieP4Mgw5oJWWyG8CsOJQMEKhjDboB97hsnqJx+P94F7x\nzx/3m9AYckzokTPAAnACOAI8jcNQLfI8oUUSCurVQmHxFApCrOAZrrAFVAXpNTWgDWSraUhl7wvo\npz0Gndd8iqQ19u8VoHPA9RM/sY177/2xFd6/Nrnzzju48847Bp67556/5+DBr/o97b2hG7lu9D36\nZa2eFwkFtbIaDXGhXaP0yOFK84a4EnxxV5c/+IMHOHjwyxTtUCAkpKg/Iffdd4b77nsvBWDJFqr/\nAAmHDr2I6enLjYoQ7bKqfmVIL/9r6r9ou6KBDpc1aLr0Oxfo0X1LpaGOA9nTOO23jgPh0KdjGw50\ntQIleGpx+DkLLAO2i9NqZRNwlf9CHWhNVnselA1uw3r0lUBGN+pBgC08sWyiOVYpAFnue7Z8MoXm\n0By2pFVrtPq7wwHHdMdRFt3ZlF3Gymm52N+tv0/z4xfrvZIva/EyKft1DwPclfL6chVRhgqQPRtQ\n5Zs04IqWqLdhlN+lkgAHpoZCw4wo7FkCrKLRjqr/FdZSlqu7jI3Z/nkRsolWLQBfp3BuGMEBrtAN\nTRxAC78L/RRtC5jHAfYpIEkoEHzZPyChH3AT+o1lZR/cMhUwSARYh/vp3n//i7jtthsAOHJkjttu\ne8Cf0ZkS8MpXjvBHf/SDA99Sr1cZHx8deO5CSbPZYnGxPJRYXd75zn/i7rufpMhXKPLDMnxSyGqu\nZPrcxZCVaI5BzusX4n3SmQ0DXQH/tTnJF8813H//D3DbbXvXnap3vvMT3H33YGPWYHFKwv33vzSv\n1/V6bc31U9ezI0dmue22/0qh8WpKS2wzFYoOWMBCA0WF171ukZtucm3pO7+zwatffdM6vufCyj33\nfJyDBx+kn6cVbVbSrTe5xhvpA+P+ds15uIzVOdu1UEbSkqfSaXk7W14/6xT0QRWHmcsU1GzH/1/G\nUbeiCedaYhlYy54M2v1GftfSawqo6GsHuWsF3HzzbrZv3wJAoyE9YBmILLt3V/PrLoU0GnUajfq6\n79u3bysu81sUnZuAB1w4i7sGwTKvfi7eEmXDpPxqINbgJ/+1AVTXo9WeL/t6FKOfISLHh+Wb1Nl+\nYHb1rDzFdXXZt2/TOu9weXGu79P1zLUHKdeyK5xun3pihBijJB8z/uzPRJsMuOuuBV796nUn6wJK\niANXoRc0lxurTdMNsbte4+IKdPbqoDtKgTGh+pX3aopD8i6i8GzwdevmiTne/m9Pn01VaEbAl9H7\n3pvxwAMVHCJ3ORtsdSWXxA3ibYdpaIOeA2C4+eaYt799b74/NTWRn63VqnzoQ88fmE17924eePxy\nl5e//AY+9KEaRSFcLHcx1xjf975HeeCBefoNmGvhZ1fyqCj7OkM/8Eml1dZnQ+FeY7n55ipvf/t3\nrJh2kfe970keeKBJ4ZYj3jGoXxlal0Xyt9whnFvH9vKX38SHPjS4s33f+77BAw+cOqfnrkVcexhk\nYzAcOTLPL//yI35fFBpxb2rj8kHoQ7HKi9b27EmaZjz88OF8/4tfPEUBdBFOcxylT3s0oxCMQbUK\nldhpt9DfnywOf+fqoDvF2dRMGXDrwASOUpC6IwY9T1ndcc08r//Bfau+DuD0qS/zwAPQr+F26acS\nYJDGWciwIab2dNAanXveHXdM8PrXf8/AdMVxNPTclSr79+9m//7dz9r7Tp9OeOCBxynKU4amZdDS\nUvZOGdS5am1XjolftrYCCxdWo7ARBNxxxxivf/1L1vgNn+eBB05T0F0t+j1rBEgHTXvVHJ18e4Vz\nBd39+/ewf/+eIels+XSuhQpav7j28L0Dzy0uLvPLv/wtv6eVHLHN9HBlIDYFAbj1U2TnI81mi5tv\n/jiuvHycmXCrS5upw6ZRGB33k7kiqI/C2AQ06jBhoe7zVNu72sCTw9+5OuhOqyuFTmjQTy2MAZtg\ndKzLc+3p4t66T8gSTE+ufWbRtm0Vbr+9xdkeCSkzM5a5uUF+qppigNFReO5zh/WaYgTQWo//3On1\nR1DakLXLtm1j3H77FIVnifDIUj/K1AP0UwCDzmvppxJmZjLm5jTojuE0hBr79s2zeXMPiJieXjvn\nvm3bKLffLo7pGbDktw6FRqcNRKH61a5IXX+sRrVaWfP715fOCc6eqAPV6qDZVqtLlmVk2eD8D8Mw\nd/0Kw4Dbbx/Pz83M9JibkxGBtL1RXHlsxrk9NXD5eGHFWpu7uZVlebnl03A9VPZDZRTGIgh82b0Y\n+C68zd5irrcEz8kwk13sSIrtVsiWAjht4CRwHDgKPDDwdcBaDGk/bwtOVnhjMdCDy7sxd+6N1cd5\n7yuvH/6yNfrirZAk7r7707zlLaeHnC34jze+MeK97/2+Nb2vLJefz+DVIyuV7cUQV1/mcIDTwAGu\nG8o++ug4e/fuyK+9EPXzfORC17vV0nku7/vDP/wHfumXHpInUHgsGL761Tu57rodA999990P8Ja3\nHKIgPuvAFuAa/+v40bvueoJ7712/QXElWVpqsmfPfcBuimH6LDBLkjRYWJgGboXbY7jFwI24vuEY\nsAd4ib9lpEdjyyLjEwtU6GCNYTkdYeHpKZInK/AUzjX2GeCd52NIG/XpFO8IcQcDp6SIl0QLwtBe\nkIqz0jPiuKzdloNOOPU7DDsb4HkZyrNdJm7+/CTFkEw4uoAoOrf0XCn16mKks9NJOXXK0u8u6d6T\nZQXIlN/tykGMTmPAVr9tJudzA3NRvP2stZw680LYfa1L75xxcV929mA6hLEK7I7hBcbRqaNgJhKC\nRpfMhNS2t4irPTJriCtdTJBiMVgMYZgS1DuYiRC7HDqngFXi+qwOultweVp1icknRAS40ZHQZuLW\nNkS63R733HMo33/Tm3YxMbH+ofzP/MwLuPPO5RWucIU9MnL5BdfYkAsjri59in5/0LInCkDIRz4S\nAtdS+Flqy/mZZy3NV6q4vJaxsuEjHzlGYfDSMx9XM4CJ/2uNgk7wQ2ThtCP4p69s5nf/y7fyu970\nul1MjK+OEy6dX6Fw8SqoxmNPpVC/Hv5dHRrGuaca3NyBaygmdU3CX4w9xguv2eTu9/2GsUDb8O7T\nR/njvZuwBGRkZIRkNsBEKVQzaITuk8rzjkqyNtANcPV1EthkIfYf1DPFxIYOK1JtnU6Pt751v9sJ\n4Ed/dPacQHd0dITR0Q3e9dtZOp0ub32rpS8AU25UlU0AWU/b9NeJ988VNSHh0ojL64c5e7KDnvyy\nlokwEY7aKc/s8u5WACk8+q+beOuvbsoDav3oK2fXBLqdTpe3/uIu2D4G1VGwFjIDqYFeCptj2Ikr\n+20UmCbAOwpkcOuOCa6dGuz6eeMzJ2jOjxPEPaIoIc0CrAnIktBp6WLvWsUZZ3XQnfRXjQOb4Dnm\nJG8NToI1hZ+453z3j/eruvPzS8zOOa10eTnh3nuP5ue2bHn2LOYbcjXKHopGXMz5LzQuacwhGNO/\n+InYJjYwF3DGsccff3rgORdpS3w/y77H2ggd8NnPHiZJnMFqfLzBtm1lN0rxqRKqwQ+ZdV+Z4BwY\npFhXEI0vh480YXQa9pr+iWEZ0PV1YsE/X7ysOup/I8WQ8fmTJ0nFqGvBZgYMGGP5SrvC8slxgmpC\nVO8S1zpYa7AWiDOoWxg1q3pdrg66Y0DNuooaGv7N8jx33XFg1dsAPnjfMQ7+nwcghLteN8O9796/\npvs2ZENWFkMx/VK0rkF+1x5wxW9cdAKZTbkhgLPg79v3efpd2fTkhvIEDB0usHD3e8MbngAOARl3\n3TXKvfe+Rt2jZ/T5SFlB1b1PcDhSjxs0V6kkH/zTYxz8pQNFuIMtOJq4Q79Lq8yMbfmkNynwX2K+\n2JSglvDvJ7YTkBGQESaW049tgzrEO5ZJJ7ZAKyTrhGSpIR5t0u1FhFFKVulhR/xIIFy5N18ddDcD\nEwksGzgdrc93WWYCGuhmps/VxBhzxRgkNuTcxVo71IpbrgMrXaul0+nhQFfUIfH31TO9vIixvBz8\n6fwWMbjiRed1p9OloGR0MKNhtIHzt63VUq69VvLfUvRqKRMT1b723mrFuNHJZmArmKB/5S/9K3Od\nDLRayVAXtVbHFLOJpdjFpX+ZAt/HKMpe2ChxoLA4DTitkEYVmkmjn5PtAk3oJSNFn1GBJKlwJpsi\naLTJMuNG/nEGIxlEK6voa6AXMmhF0DbrH5KFOPXdwoc/cR2fefFCHvTrn+5P2bXr0k2b3ZBnR5rN\nNs9//hKuxvp5+L4jfu1rZvmt3yomzHzwgw/x678u4eoU1yfiG1anFVBM1QRF0ioxxT069rNgxKWM\nqHgZyAc/+CV+/dePA4ZOJ6awmA+a2aknGhXA+trXdnj/+1868Plnziyyf/97/F7I8ePX0D8TcJcD\nTJltK5qu7jNTeNnrxxipLRS2Upk0GcDxM9PFZDGDK9dFCsO/ALlMWuggbtHungwHztA/WbEcRK+L\nCwMD/aFsk4CsE+OWIrMQWIgTb3kbLqtXvScCl0eiLaxHhAvOoN2LmJmbzKf395LZVW7ekKtBsswy\nMzOCaw0W6IGpgRlh9nv6I/MvLITMzOyEuAGxcdqozFDWk6m0UiUMg1Ugq6MMikYj09RjilDL38YD\nrYWFlJmZGi4z9fTbspYmgCuoV4wuKpWMIBg89I3jiJkZifgW4QpzjjxGtp2HhQnYug3G4gLktGME\n8Exn1M3wEtGB+0SpE0pCv65wHy5A17u2YilifXdwdegU/Zq3cMyZep90DgmOv41TSEMIMsI4BWPJ\n0jCvisNkddCV6W3eRexTvU2857Pfci/WvHoABzZVeOlzpot7pYykFzLFczbkypJer8f73/9V+gOB\nlKe0QjnmwdGjBtiFBOb4sz87zG23bQKaLC/XeM97CvegD394AqIajBk3JDyJU8CW6A+poGPXSBAr\nwQZReEUjKs/+ldFaD9513zzPu7400UbiLImBWLQfGX2r+t73X8dd8s85MFXhpS+YXiVnL4381E89\nl1e+0gUIOHx4ge//fh0URc/+05SNRh6JnTBYRkbqPPbYnX7PqF/D4cPzfP/3dyCZg/kGdMehGrrT\n0tFKZyrab3nGv+4HdMwdo47r83rWf5eirKQDbqtP07FttDOMuM2OZI5KiFPCsEeWBHzw5FFu2zwJ\nBg63l/n+oTmz1ihjkgADj2Sb+bkzm4tZj9I71eGupRle+hx1b4BrPGN+/xhFuX0baxlXorTbXX7u\n5xq4Yc8WXKFKrdTGFw+6cQD1GKIIaj0I3dTKO160hek9bvWLxcUmz3/+LvcC0VyFXRjzjxqnXxHT\nqyBpV9FyA9TXiteYjsKXwj2fvRE+Q4Etoi21/X2bcTYkaYTaiC/zcGQoi8oG/5y7ts/w0hesN6ef\nHZmYGGNiwjXMbdsmcaqeJF4CTEH/OFsmIEm0veH+8kEQsHfvYA+lbdsmcCOfZb9ogS08DmR9gi5F\n3x6W/pdjBWmA1ce0w4XuJHXMK+FppZ8RcFWrkxFSxJeZzJynQ5ARxAlhpUeYhtxR3cT0tm3u+5ZX\njh+xOug26F8qSKvtwF2VGZ47kUIA2+qGI8/M5bd+80To7t8O+649zc+/ejbXIjZN7lr11RtyaWVx\ncZkzZ9xc+MOHF3D+g20cEtaByBlENCBK7JIRYDPs2+fL3Vf6TZtK5S51SVx3ZA3UAAd40nFDfwPS\n2m25Ay+fL0fn07Veh3KQEd0ERYiGunqOaLRa4dPasG7cIRyOqhw5Ppe/Z+fWSaLo8iOTq9WY3/1d\n0fh1BwrHjmW86107yLWroArG9zbm3CKYufedwWX4M3z4Iy0+9zm/LqDwqR36IynqMtQ2P9Fu9SSt\nMuhCAZ7l6/RkVpmsqOfRSLk3/LlaBqGjEoIoJQgywjhZV5ye1WuATO4Qi94E7gXeEfhXDowzvcNr\nLstNxt/T8DF4LcxtcUrRJLz0llO8+ZUbLmNXkvzxHz/EwYMShrEGXEfBGcWFO1ZhW3HbCK6ejMJL\n7zjFm/+3FcpdjCkTFA1MNJ46rt5pAJUN+hUA3bh06FbtnxuoY4OiCGb0x3+O6F8sAgoKVP5rWkEr\nJjF8PNzNdf9IvsDJoR+aZXrn4DXuLqVUKjFvfvMtA88tLjZ517s8EW4qEAZqnsS5Belx7yvcTuPa\nI3zuyxRMhjKW9QVqEy0Y+mMgld20bWk/pL/sBcC1u7Bw/3qZM5lTY3AcbgVMmGGCDIPBGIsxK4Uc\nHSyrgu5W02Qpq9DOIu9SlzLRaEPNQGAJlU+aMbD1QNMPy7qwGMJ8CBmMVp/dQCcbcv5Sq9XYurUB\nQJIYzpyRsbRHMamoUjllRCphDsRbQIl2CUvTzN3X8QdGKBpMnQIEob/BlEE4oh9M9T2ah0XdJ+fL\n56qlc/KMlP4VZ0TT0t8n+wIODZ8P3miTZFnf918JLpPGwNatngQN2yy1K7TbUdExXQCpjRm27m+C\nhYSAM2dqftkuCgpAlzH0l1t5tELpOkmr3K8jJMrISlzPZLFdWQItAiKLqSQQp8T1DpVqlzDNGGul\nxKaH7QaEQeFlsFqxrhplrJckvOtLM7w92k9lc4ufTh7jD24ogj2HQZBXHmst6RCfusCYoZbODbk8\nxYXxc9Vjbm6enTvFEjEJ1ah/xWmtSYrGUIG7Xj7Dve/Ymz/zI/c/yu/80TiksHwm5JuPbHX3HaDg\nU6VGiqfBoBmoasLZWUNF3UD17CTdaOFs0IWzQVobcPQ5vTBsXf2XDkE0KdGMu7CXM2wOOhDDa6rz\n/MqLLv+RnwuLWLTpd/3eDG//7f0wDne9YYZ7f3XvCnevTfrq2ckFdr5ik4vWJaMc7YFSHuVIuesF\nbuWcLhvdOeuZ4TJxZpwCeCWwV8NiGgmV0SbVRpsgzMgyVxlee+w4/3n6ufk3lHEwCIJzjzIWhSFj\nFUu8pU190yJjJ7pE4WDnX2PM0HMbcuVJEAR5WNGRETWNazQsQFB40vIsUQmV26FPTpzK+OJD24sV\nn3UDaVOAozhBlON7y/FMXSegKNZoLbIYtKRX7pPry5ZxvbCD9lqQX23hloareUcN9tLgvevRTDDJ\nTGDBGJ6/eOHjxl4MMcYQKWf/sTG7llXG1yX99axacPtS9gKMmn7SoxgpG83Pam1W/pfLT3PF0L+i\nDTgNt9ojrncI49RTCU5q1q6IgyvJmlj91+3dyfctnsIsWiY3Ta/llg25GmVz7JzEx9QxqbRlYPQG\n8M9+eYIP/dWjOe/5158cLcA0wtkHGrhZQdJ4BIyh3z1MfoW3KwOuAHIZfAU8JYZ2OaZ3mWLQ7xHN\nOS791/vDjmmPOumYIguZ5bNmgg89+KhLk4HXPGcXo40Gl7u87sd28n0vftoZRSfWuz7bGiUlD0CT\nG2Zr9Huf6E6uDLwy/Vev36gVhHJZ6evqwHgGYxlBPSGME6IoJQ56YCyZcZHFvjRe5c+/9a9kqaZX\nLcbADfWVe6RV6YVnO+j0hlyesrjYZPw5DQe64gkk8ZRlOqU2OinXqRz0NO8mCwcsUwz/ZHiuq9wg\n96AyRRCUtvIQVBvU5BjquL6u7PM7CFQ1f1xV5/SQtfzOOCWIU8Jqj8BkmK4hiFOSUzG9xRqPT5/M\nDdLfzrK41GT83zScAV6vHi6AKLPBRBPWfrxSTlX6yyMubVrL1fdUgZrFjPYIGgkmSgmjhMZoi0bY\nJDAZGQGpDUmts1Ul3QibGcIgIQgyTGB53ZHT3H3jd51HEPMN2RAR4b4kgIiEspNaJFqJDoWgedPy\nDB9pNHLfSpqn1hr1fjDgXFmTRV1bBtbysLTs4aCnhlZL1+tGq6/PAdpPDQ3dMDWqOSNMHPcIA+fr\nuVQfJzlaPZtbvoTSbLVYWHYTH+rVChNj5x9KtdlqsdAcPJlianKcUA/VR4DrcdTUAq6uSflILAWJ\nFFeO36A7Pq0RS8dephlC62kECxWLiVPCWpewkmBMRhhmuZdCTI+AjMwEJCYkCCxRlBCSEpJisCSE\nxKvM/toA3Q1ZmxichnvM7zcp/BnBAZ3wsgJeMguxPItMtNkORSMYBjraCFb2udQabdlBXmubZaAs\na8Bl4B10nT6njTiBOt7XoC1EGUQpJkwJKy4oTJYFhKTUwxbNZITOUoPMXl4G5vd/7kkOPuRcuu7a\nM8O9P3L+xrL3f+5JDh4+UHRcY7iJESfh0L+bZfoapeVfi1syp40bWQlWx+QhZvNp3ToufQRUfSfX\nV74Wo0c1+Wb9lhJUe4RhShgmRHFCHCWYwIFtEGSEpMT0qNAlJCUlxGKI6RHTI/SVvUdMZZUe9LIB\n3bXSGCuR1OVnXAkuOZezlPMzqFtHCWyFrGIKn0lZgFT/FyPIsPVIy36TMNibAHWNaK8CtsP8cctg\nqQF3WGSrMgDrIeggcF4JuEM/L7/SIwgzwshlQtKt0OtAmKWMVJZphMvMV8fJxi6bZuhkK/AqP1RZ\nSi6Mm1sF2IGslFTQUb6eFO+wcANu6+GWMltw1zCKm58zTqHxapfFKINqlyBMCSKvoQaZB9OzvaqM\nsQT+eBilxEGXyKREOO1VJCQhJCOmR5UOsQpD5sC4i/GcWIWIeKUldLhMQLfVbvOLc/+MxRDRIyEm\nJKHmP7BKh543Mf7CyA8wtWlwdLJ/fvzLfLw6wyk2cXNzGz+//zKdg3mFyP0PPs7vf7IKx+EltzVp\n/bfr83O//YFDvOND+x0wTVBMnRWwFV9VWSBXg+9KM8rK0zpR/7W1WmssZUNKGQiFxxsEmPpc+fxK\n5zSX7LUlogwTZm6mUpgSRm4LwgyDJU1DjLE04iYjLFMNOgSbM46bHW6J78tFEqAZQAp/sXgdh//y\nGMQwetNp/vO2XWzfVA5OvgapA1tTgtEOcbWHtZC0Y7Ina7zmG4bt3zwGISwkMewbgWlcPu/GhRww\nOKAdtzDJnoKtAAAgAElEQVTeozbWpDrSoRJ3iU2PiITYOGNXYJxmGpASkLnJcz4Z7khIRoA1xpsd\nAkLjQFUA12DJ/F0acCt03TO9uKclxCTE9MgIqLNy/lwWoJtmKd/cnRBgiUhIyajQZYRl6rgK6j4r\nojPbGfqcuWSJk3uP0WOWuZnLa8h2JcpRenzilj3YnRF7xmaoVOL83KZR28+dCiCKligGNVm6RDu6\naxqg7HVT5mwpXat9Zsu+msM00bIhTDqGsnFMc3+as9UabJRB6MCVwFmrBWSDKM21pyAUDSslMK7H\nyWxARMposEiVjtOmQrALMYyssrDWsyhhLWFy13FGzRKjyRKP7q0TBgl7thyme2brOT0zrveob1ug\nm8QQZ1SrPeoTLYLxBQ71Ir7VGyPpVkgWKq4DF5vACLApJZ5oUx9vUq10qUVNRqNFRsJlqsYBoRvi\nu3x2QOhWghBnFreuWUCPiB4xKZEPVR5400NGRILxS07KwpMS0Fze4VZHC0gJqdIhJSTylTwkpeKB\neSVZE+geO/EkRxcOYbAEPkHCabxg163U647YS5KEB5/4J6wfPzx31x3U62tzg9nNMTICDJaQlCod\nGiw7jcDzKEuM5mr8INnCHN/Nl3mUfWt654b0S5Ik/M3/eCJ3b/pYJSS8PiGpR2cH/Y5wDUJ+pVhk\n+qQ2rolIiD3oB1c9R17LIM8FuW7NQ33OdhESLwltaMmNYc6wQphhIuumfYaWIHJz7IModWAbZASB\nH5oGCaEp9gPjrNiByYhML2/EGSExPUZoUqNNj9hpTZcZp/sTu3Zxx+I8ASGGMSwGk8WEx29i+7a1\nxcBOkoS/e+JbvnPJeHD8FPvGlkmSiCwICKOUatghqvbIsoB2WmMxmWB+dBOL0QRpWoHUYGoJjU0L\nbJo4yWT1DHXTYpQlxlikTisHw4gk1zodhmQ+3/FHHch2ielQJSH25q/Arerrrxd8ceVV4JF+T4+Y\nqacneWP6ogFfbpmYGOOtK+TNmkD3m6e/xtcPfIwKXap0yAhYYpQmDa6bvZ5ddRfEpNNt8y83fpDN\nnCIhYtfsvjWD7hZO0vVciPQYDZqMspyr9RW6K1LUMQkLjPNI+znc0LpIPoRXsbQ6XX701I2wCcLN\nXaqblonaXdKR6KxJDtRw3J+ExBMtVAwcZdAVLVdGZmWjF+q41nDLxzWvuxLXqr0O+qzVKL7WgSuR\nxcQWE1nnBB+mGE8LBEFKGDiNNYoS53VARqDm3UvTdcm0/r9rtqIFyZC26uu1aEkBGdSGEd+XRrZO\nTLJ1YvK8ntHqdnjbjW2mOcxOniYg4w5SojjJwaxGm4iELDA0gwZn4klOVrcyV5ui3R6lnVQJKz02\njZxkqjrLOAvUaTPCEjXafXSAbJLfouWmhP4qB7IdKnSo0qPimVqnPGoNN8tLUeiF1NMLbQIsbWrs\nbk7xHXtvPKe8WSO9YHMeI/G3RCRU6fD04jFGqk7VObl4nDONCXZzlCVGObH4JI3qKGCJ4yqN+mDX\nkziKuPXRG0mVauN6mCS3DgaeYxnZMdx9Zbx2M9GjW7ils4293ZCFhZNYz+xMjIz2u6VsCADtTodm\np4MFjs3Pw7YGxCmjk6eo1DuklYiwkhCY0hKndWA/jm8T8BPnddF0hcstz/Qp0wECvkJXDNN85V6p\nJitRChU8qHqXoAiM12JNaDEVi/GeBSZ0ABsGKXGll4NsGKSEJvWDSeEJMz+M7QdZo/ZN3znXbmRk\nWKVDnRYxPW/p7mIqPbd67RUunU6bVscNiY4vnmRP40m2cZw9HGaCeaq0qdKh6hUoGa4nRLSp0qTB\nYjDO/Og4S6NjzDNOSMqY12xrtKjRyamZwHOvotkWZUMOngkRPSr0hJ70KpwDXaf9isgIPvWkghNH\nMVQ9XLu3mD5ed72yJtCt02YbJ+hSwXq3iIiECeb51A3v52OMMs4CO8efYprQq/SGf73hd5hlji3M\n0Zm5kzv2/vbA51crVX5630+c80eI3LLnZm7hZgCazUVscysf2/KD/N/2bfzFyZvYM7XtvN9xtcmf\nPPEIb91yLSSG0W0psW0T1ZtMjx2iGnXoUmWpMUL9dL82Fk+kTL76NFkckLQjbM9gxiy2Z8iSgCx1\nm00MtmMKwJWptx6obaDQNTX98XLlhiFUhAltH61gItvHv5ow8fxrmnOsQZgSCdcaZkRhj9gkvinZ\nnBsUrUmMKhp4B8mw45oDTAn9c53WlBEwxuLQe680+coTf8WhA3/BHFtpjde5iZ1s4hRTzDLKsh8p\nt2nQJPZ5K+DlcCWiRZ0mDZqM0Kbm+VQH1DFdKh6oA5VngercJC8lzxPP4XZzh6+YDjXP6xakAkCP\nSh/oCiUEMMoiNQ+6ANF5lNmaQFcSJhVIfNVu4HGeyzeYZYrjbGeBCWJ6XMNTOVktfMlqDsMXXCzE\n37CMfc8CzebI1aBIXBTp9WKopVwzcowd5hnmrj3FVk6w33yLcRZZZoTD7KHG9r77rh0/xFv3vZ8F\nM84hez1t6jRYpkWdk2zmFFtYYoxWVqPTqpImDi2zNMD69Uys3wfI0hC6MaQlfjNywCnrThnjeFaA\nMMwIosQZs4LM7zv3oCAshpxFM3JuRGKB1ue1FhvTJVIO79CvtQ4TrTXJ9cINSqMXjjDwjvTLjGBD\nU3DdV7CkRIyxyBSzJERcyxEqdBljMddsK7mmenZeunyq5FuPOM/HYsSb5dcKWMo18isGskR1n/3A\n67Tc1OvH8tumlj9XtF7xmhphmYiEzgUIrbYq6N7/xK9S3/Eg13ogTYgISUiIaVPDApOcpkabU2wm\nICMlYpxFLIYxFonpYXb+I1944n+lQ4VxFmlSp0WNFg1Gurfxfftfs1pS1i3BVMbO4Gn2jT5K0B0c\nxf5qlHanzbue/htP+ke0qfvRScqt3VF+fP/35teOxMtc31jkGnOMW/g6XRNT98PA1z75BvZud7zV\n/KZ57n/iV+kSs4lT9HY8xf6gxTKjTJoznGGCKl0sxg8VR2hRpxtUSEYiejby9cfpOAkRXVv1TSmm\nY6v0bCU/n+UNwjjDlG8KAda5BeGG/vnw3nj7tMkITeqBNc2bkDRWAT2t0QZeq41VMw3yX+WjWjLi\nuoYZ5NqQiDRceW+PmNgTCi7oWJJfV6FDFCS8uX2E3U88SpcKd3SrvGn/8y5G1big0u60+MrTv0hI\nypZ/mGfq5keYYs65xxGyhTkMUKWjOrReTguUJSOkQjfvBhPCXIvVnSM4ugaEzskU8BZuYfIMoRdS\nwhzMBXQTT2Jqb4QCtB0dUaXDJk4T0WOJURIi6itELW93hi9jBGsA3QenmzTYxSYajOHWVBphmTZV\nYnp5okJSGjSp0GWUJZYZyT+sS4WgsUR9+h8IqdBggSoh4wS0qDM/UwEuAuhWLZs5zXeE3yTgpRf8\n+ZerJGnKg9NNbuQxANq+c+tQ5dhM//z+no2ZSo/wiuC/8918iWfYQYUec2xlU32SWtUF70jThGjz\np5jmKJu7p1zl7Ia0TY3ZeAvzTPoO15V3hyot6nSokARxXtk7ntVrU6VNjY5n6VrU/DWFFqKH5EA+\nrBQg1ceNAldtxRadWvQh4WKFOohI+v4X7kaF9iRP0SIarHC1mbfwaSOMjA4d6FbokmAx+UjRYBlj\niepIl2D8aRaDRY6xi9GZHRehVlx4SdOU8NrPsP/wIcb3LpFMBKSHQ2iBjQzJiFt41FjrNuMMlrZm\n6dYDulElpwAKLwIHmREJNU/r6FGH5mwFcANrCazzMcsCTQSFZxnSRNuVOiYAnBDR9fSClGuHKgZL\nlY53X21Ro52X4TBJ0pWph1VB987DP+uptIJHCbwrhsHytP0gI9OfQPzVKnSZ9OsVt6jnlTb0FhXj\nG2ZhEewSjH2Ohx//B5ex1mL9rBdjLY3aNVyz6+bVknmWVGsNjvApsqMBb6DB1M5zcOi+gmUXT7Gd\n43nFsd7jZGEs4UuPfzHX7o5UnuGAeZJbkm+w69gIO/g1EE2lb5UDy95khp3Jcaq9HklsSMKQdlDH\nkDJCM29A3XwQqf1OhJXrPy7Aq7WPQscMVOMqAFVrrRpwi/1soFaqNdIybxugYb7/fjGeFM8K0MNS\nEO2qSLMe/iZE+fAYyK3uAtVT8Sy7OUpIykI6Ri+59sJVhIsqllEWGW8vEU5mhN0MksRz9Y4pygLT\nF9nNRoYkCjGmoCsLPrbI95CU0KaEmdsC6/IqUJNIQn9MQB0gCQOywHeIQUAShqQmUppuAbqurhb7\nbo6A60QTorxOVehSp8UYizRoAobm2Dd4+PFPIn4qN1xzO7Wac52tV1eOMrYq6D5vz8qA133ky0zy\nQWd5ZIyQlDptUk8rhCTUaVOh21dBA9WIdk79C3byJwkqPcaXlrBBgA0NgU04evhNwHtWS+ZZEoYh\ne/Z+z7rvuxrEYNnOcWq0qfiZNHWaLDPCsW0pf7ftPjZzim2cYDvbmKbJ1OIcdu7F7Lv1u4c8E/Ys\nHyVKLEEK3SimHVVpmjqpr7AgMW5cByxNqB8y3XGDJfKgV6etfANMH0AWvJ3okv3calkrHca9CjMr\n+aMBNqCYveSep+/rpxAEULVxDOh7WqaAV+4VhaRQQPANuscE84yxyCJjLDMCnK1ZX45igKl0FpNa\nFw1Mon/VwIZgI+WC7LHSGoNNDVEHgiChQpZ3bzJWAIiyhMBmBJnFpBaTuck4gTLIBrqYvSthFGRk\nfqJOFgUkcUASBiRBRBJEvvtLcu1XuncZ8RQcvHNfDcho0GSceUZZIvGjNbvtYXrb/hdX52zG/Nwn\nqdX2AKzqJXXeM9Ia1Zs4/dgbXKWLlpm47qOEQUrd+yKKby+4Hr+SdWmZWt7gAILUMtZuczyeJGxD\nlS5ZZOjGIWmw4ea1XonCmOseu5kabRq0YNNX2LLlMZqM+Mpk2MRp53HC04zaJbZ15uh1ZlleXhj4\nzIX5Y2wPHeDSA1s3uUFCpkiKBbpHx/+KNuv8IuW367VaGQLqoXqmABr6DSagQVdpRKsAbv99UB6A\nCmCLDiu+m7JpIBUNXNyRxFgszPDZUO7eJEFSpOtwBhqTv7tDlTNM0g2rtOtNFpeX8nQ36iOXzaor\nvW6XbtdxlgunjrHJLmGOWxcToYErlnkXXM01XQ+pedS5FKK08JsWMcWlQL+3i1X36/Cgcr2aOBOG\nbnMeLBlRnJHEkMQJvThyQWwUIVS8LsxHIilhH600wTyTzNOwTTd6N5bO4nZax78bCVdQ2za65jw8\nb9DdO/0S4CWAc9MKWu+hVa9QMSE9UyGyCRXbJTUBgc1otFuk1ZDYdolsCsZgrKVbMVSzHlnVknUh\niQyL9TrNoL5yAjbkLKlWq7zhxn+f73/5kQ+wefMnSThDiwZBljLFHLuyo6RBSGx7jJtl4p3/jV53\ngmoLTkxOUM3atEwdm0RsT+fo1aF6BliCWtShF4aElZSK7fpYoyE9E5Eab8TwdUD8IvVQrtAUHVj1\n74f5MB0KrwANuKItim650kxFTT+InA24hWgtthidhcoiLpbvXh8d0vMulWKOc2Dsvi2m12fgCcgY\nZyHnd8WHdytzPHad5af4KAd4hE2c4mdmf5Frpi4PQ/DjX72XA82DcBRGHseFYKzh4mzI4sDlKHCo\n4+Vwi3JcQLfcZ6bq+DDnkXIsDxXCMcz8o00GNiGrhGRBf0cO0KWS1wfpYHve/CmTWUaTJULjY2qc\nuJUX3viWNeZav1zw2AvVlovZl0YBmWiqScBIu0MWQlIJaaRNktBVyko3pdLKMC2omyXMUReGLb3G\nEtQKP74NOXep0mZq+TRxkrKtMkfjmIvlGpzMSHeAnYSwZQlmoXoISGCrWcAElrGw64ZyCVRjYA7o\nQDwJm7a2sJUWpkc+OcL6GKe2AknN0KrFNOMGLWq5H2SSA1oxNC+G5Eb972+1JgfY4X6xIvr8ahqw\naLOSFvfbD/4CxL3c+0IMMO6/C9aUkhAS5dbvmMwDqvajEKCuevrHYPOpwRPMk2Fo0WCSM9TPmn99\niaWKmxCT4CKBVSmiyelJLwKsckz6NfGrhv4JM2VQTdWvCkCGXjNPZNAMRQXUEoepW8mIs56zGRmh\njlwXKG6EjgBz8FsnYISMHTzDWG+RaqdHL65SibqrxldYSS4o6Nbro7S8h4NJYVS1i9RndOjTWvF+\niRnQloUMwcXK9NLownN3rz2Jh77+APaZP4VRSEa/l/03/+y5fMZVJ3GSEtmEpA6VtEs8kmEjMLNg\nZnBDw4AidmkXgjELiZ/F5eMX2BvATACHgKrXIEN/v28wxje4JHZ8nsTRiOn6oXgxSVaknw81fSBY\nFu0atLJoV6/+fRDtWUB+EBfbz9EmhIR+2GmIc35ZvkTS6zw4gvxbQ1IyXBQDea+8R8YA7l6bG2uc\nz+gyDZokRDzQfS/jj48S0WVr8hxu3/8jq379RZM2cAKYx035nsbVmxr9KzhIAbkwwv1r20EBuJo+\n0KL9lgcNYgR4dTQ6fW6IZpyZAKsqTzHjvPBaCTHEJARewwU3iadTj0lMkI/ZzlUuKOgaY2g01s5t\nXGjpPv0wBz71PujBzPMD2ABdJ8aCyVyH1wuZmxhl8+FFzDMWs4xrQCFwBmcQkZi4UiOrQAOn0cbA\nTlxFl+VTZNVbmW2GM3jE1hL2UiqBBG4w2ACywLcjI/890AZFuL2VjEkrUQllscbkW2Y0XWFKIFto\ntv3eu5HXfi0pNr9H0xXCA0PBB+pZUpofLjwbnEQelJ2m3Mt9eCt0cyNjfdfhHLzPzFjgEoJul6Ke\nVHHxbis4ekE4WgnnWYT4KkBXpMzVlot0pSIW7VmH9NQi2rA8KoDMOOB0nlF6UkVKlHfLxfGKj5Fb\np0VARieoMtLuUA+6TFTP0PbK5bnIZRHa8YJJglvZoAmj2x/iiW/+cx4seeeBF1KtXcAlTK8kySCa\ntZgO2NgSZSnmy8BJigZjcZHEGhQaiLY8pzhw9gsp5se69Gslfqgns3vDzF+oVo7IAm/VNs7KLffZ\nwORgvAZVNn9e37tLwXJsYMgCD/bG/aYmBANpEDrNB4P2Fw28VuuyxQFl6Lk+PdNMuFh31qGM0BVl\nbb0MunJMLOZgPVmR5aBepcNmTjHCMhKshdFv8PgTnyboZpDBzutfSHUVF6VBcur4Uyw881h/uEwt\nGvQM+fp31Sf/0Wm2veIY4zhNN1PXSqettVj9TDvgWFnKFIKeBi7TxSX98p6wdNxvUv7GFn40Uc7h\npnkdkDKJbEI16VLr9bCBZblS5/ATv0mt8l1kgeG6xrn7Ul9doAuu9x2F7dUvwAMvdRXkJMy+7RBT\nu6cvceIukXQgegY3NGykTD6zDI8BUzg6J8MtvyNrULXotxan/nxIsbS6Mlbkotc/kwZjzz4WlA0f\n+P+BLf5rOncQAMsxDRr6uZKuwJJ51yVrnBtTFqZkBpIoJAsDMhNgAtGvixdHCijdpxhsHsWqUM8E\naN0QtdCey5x08Yxik6mtMlk18No0WMZZYIIFqnRIiBixS0xufoLJ9l8z/rU25hnL7MQhpnZOD8ig\nlWX2S3/NgS8cdOU9iutsJV+dWcb9VnAdaxO3UsOiPyfbOMXKDmlpCyiWbIKiTsHqYKsBVmu0+ln6\nvNQZzSd7/tgat2EgsBmZNQSmmBWX+VFERM91pjajlnRotDpUFi1pFdqTVaa2/gTbpvasNYuHylUF\nuvHWfRy66fUu80dw3FMEbIPNKsKZtZZ2e7CBIgwjKpWVl9u43KX8febUM3CEIibuLI4amMatunoC\nB6RjuAZmcACtNV49HBTNVhtFRPOF/pUf9H+thepIYeXjZZ5OX6MbmJwrDzV15LIQgtKKEja0ZCGE\naUIaGpI49M8VLVblZf7aYmJG6J3oxRtZG98KxzVxDztbtBucjtMqM+JE2xpjgaqnGYy1NHottiyc\nIT4JPAk8Bs0Dx2hNuEBOYbSOuiuAOIejC2SJeEPhVRDh6kkTB8xCKcT+WOyfEeDqS+j3ZWFS6Ody\ntVFskOiyLXsj6P5r0Aoi5fCdGqz96MpH4nSTKbA5txuQEdmEMEtd72zcaDDoGehaAgOhTS+YSf+q\nAt0bbvtBuO0HV72utbxE4/8ad+AzhltuZhMQw8zkXex9w70XOaUXV1rNJRofG4ejbn//Mq7ByPI5\nNZzx62s4bXcEVzlbuIra8ddqvk1bmsVwK9Zp6AddONuNB/WrQVfOl7UbfU9Z64k4G3R149OAXqEY\ndko0MvHlBCyWSFZ2iN0LZIgvtELqHxDk5MMgv2G5IsT29Uz9It4Zcm/Fz1SLfDysyBtzYrqOz6VF\nxXappl1qy13iWeAJ4GngBOy5+8UONE/CzEvvYu+vr7HudoFlXF3Q5Rv645J/KY7Dn/d5ewKn2bb8\nb8N/atUfEy63R78HQqrOlUWXrQC3LmPU+ZT+jrXsnjaElgoTMNb7aacZQWRJwsIAWut2iNspUQfa\n9QrLozU645bN2RLdOmQX0E/6qgLddckRSP4Zwh9wjbDP8no1yBLwSuCzwBdxXHeEWxzwxRQAVcdp\nO/M4rXcZmVaW8+G5liKNKFHX6LqoqYRBvpMaQPW9kbq23IjK9+pGtdK8mdxBfvCWVCCNcDOW4ogk\ncIFRJCJYeaIDkJMHeqWtlJTAJ0RmnrmsGO6BoTOsiKdVaLuxj4lVp02t16bSTYi7lrBrHcjtxHUm\nk8BTOO2uxfBFQAeJlH1IsZJGDwfGbYqRTg1HKWzFjZaa6v4e8GXIPRhaFP5ZlqItlcFTd4riaVAG\nXk1fabogoH+Z9Vjt63vkGV7DjVKwGcQ9H6UssKRhQuZHcdWWxZwGcwLq1R5cC60tFQig0oKt7UVO\nXqBQhZc9xHQ7HZ78f345t6Bve907GJ+8AHEULIR3gLkOp+k2gQWYiv+Ox/7hLfAM8Axse+M7GD+X\nhfieZTn88KfoPfpXdJ+EdOYEt9wCPITTZuvAj+O0+cdwmu0CxXLpCa4BncE1HO1yI0YRDbraGl3G\nlTLQDtovDxkHAfIw4B20ybBS0qzTLyL7vmGHnmu0gQWTYmODNW5RVKdtOkrBeIcvRyQUwVDEpzgk\nxOZuX4VHhJwvONp+MbnhTJaC6eagKyBc77WotROiRYtpg9FD9KYvryUKkFyPF9MiDrC3UgSilw62\ng6sf4qHS8dc+AYf+w8eZeo6bKr7wzFGu+Z9vcc9oUvC4XRyyJP49Au4CnFIf5HtCdVwMcJEqPz1P\nWPv/CrhqsNZeE/75mpnS+R8Yb2ALvTmh477DtCzpZMThzo9Q3fR7+T1bRsbXkcHD5bIH3aTbZezu\ndzM1DcGNMPvqX4DzBV0DfCe5T2kODD0Ynz3K+Ofe7cDnIZj9n34BrgDQbT/1Pzjw4LvpfQ16x3Cr\nqH4F1zAN2AfdxIVgAscHdnBa7Ryuscpqvtp3Ug87y3ycNAiNJ2VOVmu0evivARjOHi7qa2Aw0Opr\neqV9vYKvDFWlrL3F3cR+yNm1RHFGVOmRBglJkJAGLliKNc7IlppgIODmq8qC+t/voeBMb/0qucue\n1E8i7uXz9SLbo5ImTrNNUsJmStS0mEUckFn/ewqYofAi6LF+TVe4+gaFG1gdp4AsUdBLHZ9vx91t\no7tuZNQv5ROEYf81mdo6vhwWKDp27TYmdoJBI5ySIeys+lK2Lcgx6XQ0GMtzRfx7jQXjgdpUcZ3G\naf+cMcgahrS1ndGx81u2aJBc9qALvhfSls8LIdfgKsYSLsOrOH53AQdK48AEnPrKR2kvvRAs1Man\n1uwBcWb2BIvHDg9M8/bveB6V6vqDIZ85eYLF2QHPTKHyr5+BIxAbiK/333Aa2Oy/8Slcae/xx+Fs\nL4XydEvtvTDMj1I3Il3Jy/zroE2u7ZWOJ6VrykAsXKMc0xquNDABgXLdyci1KgOEGWAtobVkAURh\nShoa0ijw7mZuKkZqimgNAqw6DoMsC6W1XfJXFj2TNsi56MJdKmnPTZdPUuJOStTOCDq+fJr+t0PB\nwx7HAa+4bWnD1Rol7UDnKahOwOyeF7Bw52/k+Rz/03/huoW/cXl8kgLsgVOf+SjtAy9035X2SP7j\n/fgwEn2SnDjMgfsPFp2BNqahjukOHvopJD1Sgv76iDpWNuL2OLvzR52X+uyplcDi2sRx8tGfDcx6\ns3TNcvmDroGpHThQvJCrmqQUgNumcI+Z8OczYBwO/ONB+DzQgpnpu5h689oMFcf/+0c48HsHiwJf\nwlXOHsx+9BBT102vO8nHv/oRDnzloEuvwTWELs4g2MMN5QwOaGcp+K4WmO1gKu5/rtV2OXtue7lC\nD7M4m9L/MuhKZdfDxzKQBhQNtqzBlmkGAUtJZ9n1SLsOSaOD/gaflf6n6t4AF7XKW7cDm5EGxq0E\nbAxBYEmNW+FXfHuDPrDFUw3indBPKYiTWB5a22bEaY+KTYi6CWEvI+xA2MYBbPm3iSvfBRwQysrK\nixTTctchWQ+SZ6C6ExZe+N3sffGr8nOPPHkYvvI3rn4sqjLowIH3HMwpjZkfvou9/2lwe2guLcJH\nDrod0Xq1dqo5X9Qx2eS6Mm0kHW5Zsy6PivRITM5JvRGbhIv9VMSNEE+OELhueN6dr1z2oBuEEU++\n5FUuc8YhbrXodjr+XEgUre0T0jQlTVxJNhdO0ZD52UL6++hZ+WwsPUxq+m09/tCiiY1RuOH4Am6f\nmqW7fee6vyHXOIQ7y3AGsCX/K1xahgPbOVxlkuur/hmLFEPtcvSmQe8snxNNFs72ONCNQI7LO9LS\n8Yh+UC43Lq3xhupa4e50Z1Ge4aTd3LT2JMDbU8/LwPg8CiNcdCxjyYxzLct8erMwIPWbmznnHOoz\nI4Y276NrCt/ePMtsRmgdQRFlKXHSI+6mxB0wXQqAFZBtUWi4y7gyFoBdUtefJAeL8ORC3jYA4koF\nYwab8+t793Dy1a/i5FZIpwasUiHtQ8qrTTEarADzEJ7pf5+W5rxvYxWKtiUdna4r0M/B6s5RKIMy\nreomE2kAACAASURBVCTGuvLoB/W/7H6GzzOhyqQOiOJykkIhaULUTqhUL84aSpc96Nbqda77/fvz\n/W/8v/dQe/N3cMrC4z97Fy+/d22a52N//wcc+MZByGDrKRznKSBVpeCSpDcWHk0a/hjOV3GtEuEo\nigoOsGXSQRWu/YUX5s+e+aG72Psf1+jmM4+zIG+l8Jes4yqnOKkv+2844a854+8VrlMs3VLyq/lO\nDhMNuvr+slYxaPKEXFd2Mys/X3Oz5QZW1o41kEsj01SHiH5nVDru02j8vaFxm3yTjTLSIHPO9t73\n03owzj8xCPoX25TPTTKCNCPuWcKuB9qUgjbQgNtVvwK+PiZG3znR2Hw9mP77D8MNH8Z23Khm9nOH\nmNozPTB7977sVfCyVw08Rws3Upr0z5Zpv7sp2ksXpj/xYfi3H3b7C0U6CGFr6P9X6e90xVNBTzMX\nKbsKDuLxhWoa4hrWN3qB/hFAQpFv0qmIAVIme8y7dwQnLMG1F2fB0MsedMvStbCYFIbVNcsIhZFg\nB0UmS+8rmS89rgzhy/zjmhOKAz6hK076//JMqUDxwLsHS4Rz4ZEpuRbnnSANcQxnGDmJyxzRCEQz\nqvtrWhTDPT1MFy1TNONhFbvMl2n/Sq2NijYujQwGNyboz9tBXhFyfJhmozUa7furZZABRlMglNKp\ntSUcUIYDgML63sQA1gfb7gMZgNRiPP9qpOELJysgqgFVAFmAoo0rNzknz4hx4DiCc/lr495zPsHJ\nxnHcv8WB5mlc3TmJq39N/103UdRpKTMNiGOczTdLfYs5W1sV7wUpky4FrSQiXhFQtF1dVwfVWz1a\nkzbv6ZI87fKcGtCArGLySS8XWq440K2GMFGDdsKK63J2ux0Of/433fA6g01zH3WVZ5liyCsNVQ8z\ndIFKw9CgMux9nQ6H3/Obuea46bMfdY1hEtdgZDhfoRjmp7D10Md59P2/6h8CO3/yrbl1uCx7XvEm\n5r/3tQAsnjjC7ntudfytNnYkcOQlP8z4r/xRft/sPb/FjX/+bvf+eX9QHNkFqLTxTIbkysUK6AdC\nXbF1RddGD9nXHO4wDUYs1rIv/2N1rKzxDAJWebc2AGoOVw9tdeehfxnwO3i3/1jm+OC+9+m0CJAI\ntdGhH0C7atPHe6Vzcly78EHRKXugW777lziz50BRnto/VjrcEILn3Mre7yvWKNzzijcx/2Jfz545\nwu633eo6c6kPdXJwyhuh5tRlX5gH3TlLXnTVvZoa0hSUptGkvERLlenF8tyyJ4QtPVd3uJIfIhn9\nHV0LKp0etWwwdXK+csWBbhjC6ATYzmBlSCTpddn30G/AVyl4IdEiJJRklT4AzCu4ALI0EKkAK5gz\nk16XfR/6jcJ9BhwNIMMYcU2Tfdz+xMnDTHz0N9z7ZmH2h940FHRr9Tq1utPv42rNaRzC7XV9muvQ\n3XoNE1uL9c2eue7GojfXDVXzamXD1KBvLRuttNFskBGtDKCDwFaANR5ybhB3V9aONKiL6PIqA7QG\noDJQrGSyXu1cGeB1Q5df2YTn1OCqAVbO90r39dT1GcXQOFHvNkAM05/+MHxK5YF8pygAfvLDzA/f\nBQp0a7V6vt5XXK0VEyEM/WA3TAnRgKcpH8lryR/x3+1RlLPMbpP6XAZQsbvoDkSAOSz9lr1xtPuj\npEWPbIVeaEL0rZS4lsK+Id94HnLFge7ky17Boan7SC1s3n1937mF0ydZmn0KUmgdP8zeGeBxXCFJ\nxdENQowD2sgilbdKUcl9g2489TBPPfxQXqBT+w4Q67nuGf2O+jJ0FBFg0eAnlbesVa5FBHShDxAb\nTz3MU//6UF5R4+kbeew/3eeS+PST7H/X24qGMKjXl3RRyptB2kwZgLUWqkF3kNuXBtYyTaD/a01J\na9JlENSGGS1lQNZSznNNuZTFlv7r/TJvqS3lurGXgbd8TINrOuT+Xun5Os1SFlqLlDyQfSkLD9qN\nmYd56hsP5fkwdWOpXo9T0G0divLRHYsoE5pakY6+PONQNEsBTwmuI/9r/rwoL6L0SAcTq+eXQVcZ\nR/vKRL5d2n/Z+KqnLS9CcBiCa87F2LG6XHGgu33vjWzfe+PAc0//y59z4P87iP0m2CXgDlwBTFBk\nsDayyHBCRLtICe3QIS/YnQ9/Gt78vHza7OwnSoYKqSQCKNIoRMuV4ZJQFTJkkkqz3lDECUVIPQnR\nmMLORz4Nb3weLIFdgLlPFelsLi7Cb7+t0Di0BiQAXM6nsiW4rM3Kflw6VjZ+DAJTrf0MSof2eihx\nrH1pXGnYsxrols+tpeMrgy4UoFjWeIcBZ/n4IBCGfqCQfNJaHepXi9YS5b8cF+Duwc4vfhpe9bx8\n5Dd7f+HSaIEnluG6HRDIlGAN6uM+bUU8qf7OQMBMtGSZiLPsnzWKa2NCMYm9QWv7msPvUkzoEC1a\n8kg05bJ2XHaDlHTJO8plleEMg4OXCzxvueJAdyUJJ3fw9E0vJo3APLrErvRrsJ0iE2W+udYMtLak\nhyIWVzG6FEMfqaijDHQIz4N+1Cg0OO2SJu8Q9zFdGfQsmiGSZRlZ5hLYXlqkIZVEay4yVPINKysb\nVAxFGD89PJdvFi1C0g39xjLZ15qqnK+o6+R4+RoNcFIO0oD0sE+DiebuytyryFq02WGEbPm+Vcph\nqCasAVYa/ErA2lX36U0PjVHPK49CxDtEA2pZBml8ZRuGlLcPgNNZOEPi3Ss7rRZ/t/Rifvi7IN4F\n48e/xUjvBIxApz7Oqd3e3WzUpSVflSHBBcgH5/2Qkbu9RaeWmDr9tf4OpIcbufVwbVWUlZD+OtWl\nGB0KNSXfJnVXi+Z0JT+01izGc3n/k+QdWvD0cp4PAGEYDnXBW49cVaC794U/Bi/8MQCaiwvw+sn+\nRi1AIlqEBjpt7ICiVxYuS47JNTUGN0zRYjVnKuAj5SfTFXVDEA5rhRHNY3/5h0z/yX8AA2NZVrjo\niPfFAA+XcJB3hKRDGykkDyR/dDrKgKmBUGu14gSvgbZbumbQfHlKzxUtlwHnYDBQno+2u14pd866\nQ9XaktS9QQa18nVZaV+X5UqUx3pF01oCalUKV6Ap2HHwRWRhBDU49eKf4uf+/p/z2x/9r7/P/j/8\n32EBjt3541z/o+9ddxKaSwvw+UmnJT+Os30IoDYolB0JKSn1c9yfk/qref21frfkvYCu2G0sRbjT\npjs+/fX76P3i/c5QfRjOfOjrbL12z7q/tyxXFejqXsgEgYvGdJKigciwQoOKZLhoGAIwcp0Adhkc\nTnF2Q4jUM8rAoofIkhatZcel/QFi0x6V9lKRZuGltbeB/lZZCaLvIRRLqyjqpA8UZPgJZ2tRZcu/\ndtnR36npB+l05H5xKxqm0WpwlPO6YZXLYy1yLgqKpGMlo6KWsreEXKe1rKx0TPI3UP+tep5+7mpS\nBms4uxMLS9doSsdTVNFS29X7Gpgk6WtXdiGAQ9BtQfvJc9P8TBDAXorynsMB7wjOP3g38DDOtVPT\nBPMuTSyp7yrbF3T9L3PwIhp4Rdtv+ucL3RiCWcqonFly7egMzh3wAshVBbpnyRO4nlIDAfTzOrqC\nS2XU1k8BKdEK8b/bYPGPf43T088FA8HJp7ixxtkcZrkioJ4r75CZWQks/smvcfr65/Zzrj5A9ORn\n/rLoBKRj0EYCPTyVKcCD6ok0fjFKCAjqCi5SHpaXh/saJAcZv/SwsHxO0wS6Q1oLBzuorZd5e/nW\n85FBWvcgzbPc4Q17bxkIyt8y6H+5g5G6qOuzXF/2KND1TOqGfocGfYOrD6O4OleDLYc/ybf+6Hfy\nIX3j1pdx6hNHscC1DU3krl1q9RFO/cLRfP/Ue9/JjQ/fU8R2PkERtlIm9AQUgXOks7ecXWf1iC2l\nvyNEnZORheSJ9s6QPNH0yyA68Rzl6gZdyUxxSRHKQCgAOBu0oABdfVx6QNEGY7jhkx/ot8gOm30l\n+2Ww1Y3Xc2w3/O0HCoOczBxbpPCmkOGgpL2nfnuQdiFJIKhALK5Bg/JFXJXWW6GkoWvA1UA4yI1r\nENhqsCkb1UzpXFlWOmc5+1vKADnsvvUqMsPuWe1Z+vt0JzGsDMrHyxqeFl13RcqGpUGjBzkuHbBv\nC5NPzzD5vv/DaZjA7MsPsfmaXUMSujYJgoDN24tnzF73HEczbMGB7iMU8RBC3CSLEQZrsmUFQXPi\nQiMOa3u6/Un9k9jCclyUIpkEcgFkVdB9ZuZbfRWkOjbBpm3bL8zbL7AszZ/h/6fuzYNvy676vs8+\nw733N7+h3+tRrR6kbiQwEAkJM5UjMTikUrapMmVDJUwWZVwhAadIlYu4gFSZVByIFSyIXZmjqCqM\nRaEippwQgjAylg0oKAKkllrd/dTq7tev3/Qb7u8O55ydP/ZeZ6+zfufce1+/7kasqlv33jPus4fv\nWuu71t7n+MbL4OH0xed4VIJmMqgFgLWFYNNJIFmRAiBynG60KWc7vgSSrPUg19f3sa7mAjiEz37b\nD9E8+RXh2Oc/zxP/5MfTdGUIdIFT5xzD9AQ+/30/hPvSr8A3UF35PG/+yR+nuADOw61/9bvUixC1\nOX3+OR61/GEfUK0Sy61a0LRWsAAvdAGYnuP1PRzDgNTH69ry6etscl4zsG/o3tYDGDrePoM+X8Du\nTgDfWstDbrQVDci2/0m/lH42ogtEDjgHt/74d6mr0JfGuwecv3T3WLD/1e/lqXv+pwCsNz/Po7/9\n45QPxTLomaIiOiaiLVzUsTojQdM08uy2nrTBIN6ZzP504fetT/4u9XIBDYz3h3FQgt1D4rwfXg7d\nOYf/SyTzvoKn3/M+Hv/7X5yvs/n0L/8cT37oBxPZLjN0rHbTwTMbbRYAEjej4SwoaX5Wc3FCE0gw\nSbummsawmtYReKprcO0jKr3r+Ijtd+8ngPekmUAC/Idw9Tq4p57h8iPxvKMjFvfsc3AxnrYEp4Gu\nVGXQYq2Gvt9wFhwtL2uBdOgY13ONPmCCLqjre1vF50jAIdftA/ih69j9FqS92W4HvS23vacFauHE\n7wQ8+xS4/LfpUfY63hyrAVfKK/9L0ut4TgmWqKN9Vc/T73wfj/9nry0WTI+O4J37bH0HuBcJa41k\nBLpBlJNVFPqjgRW640yDrT5f6l/6oOTa60CzTKa6CbwET3/L+3j8vxheYW1nb58haF1PL+yQTPYc\nsmbWQXLn3GuSRvGaiCfNztKBHkhUg3Q0rf10hxtSUtbq0uAyZOXoBrdaVmcNOAKA9g0QbZm7tG05\n3ub2I4/ADGZHsFt20xRGYqnovFHUtaSDanpEP7vlboekTxlJ2eU+1uW1QKktPV3Pcq5st8Co84Bl\nm55KnJuPXFdnUGRmn75+n+iglq5X2b5pNF1kiJ7oyUTpKCd9T9t2NptC79N0k24rbeFZ5enVudIn\nV0yJvxtxecbJt789vBXom2D3n73A5PBWeOvJy/H+0rf1JBEZSzZvWepSKxM4WzfWIpbJIDJHRJaA\nzYHLkJWzQYt2OZ+tfMb1oCtLs8XrP/z7v8jRt/9OO8CqD3yUiw88tPYyb4hIh5AZLjUhzaRPu4mV\nIQu/yEDR+0SGrC75ra06bQUPXdMGXeScvvQu6Qxyj/h8n3/Pt/Poz/zPQDBArMznsCX8bh4tXV1G\nGTR9Fq/0inWAOxTw0padnbIrYi1IfYymJIZmswm3bbeJlWJnQcl+e69Vz2FFU1HaK+qLlPeBaV8W\nwlDga+gcZ47tEx0IhrPWnr6uBXhH6odyvARBZbtMZJgM3P8uZLK1zeQffLL9/9T0H/Hkr/1IWo/6\nIimGodcPqQkBQLVuNahy67HZpxj7DB5t/UKHlnz4yi9y9J/+Toi3CDDHvpAvFqyS9aCrTXcgdwsO\nTq60QHytfp1U3quRjDRBYU5ohCnpjafmWVrr14rmjKCr9WHYshVaYqhB+7714OhLg9KDrknH+XG5\n0sPIY+fKc8JrSeQzFFnXz6dBashys7wtdBet0deQbfba2sq0U4HXTR3OODsD0B6Tq2tY3thayLp8\n8u17toloz0HnjWoQluNrOgO2A9Z61pn1jEQhy/9KnW/ftrtU54uHp6P31ruzHokWbeEKTSeTbGSt\nDxljr7Gc6dPnJvAoYQzPCXTHlBDYkhRNSLPbYtZFW8diEZfquzL7CrXP0hYiehw4yJsFBy9cSV41\ndNtvhawHXVleTUf2pcP/GePtcrngmV/5H9rK2v/YzyctLB3dTg3s43espWtFBqa2EoZkqMKHztFc\nr+X8IHUKKeOQ62mkqsBXAXA9hDcex47j+9otPp+TzA498DQNMKELtpo3tYvbSFtYa1OOc+oYbdla\n67UPTC1t0LdPrDYN8La8lmKQfGntdUh/ivua2B7Oh9/5AuoRZA14BdZNAXkNVQ55A00GrolVnUG+\nhMaR3ljR5wF59VuAWMci9EQL/VtPNbZrOdi1H/o8MG2tL2lfZvrZ7/4FDr7kXeDhnp09Xm9Z3oKT\nq7DzdkLFbROs2RFpZmhJ8GhlGr2sLS1tPSVkQNwggLVOu5T1VyRTSAcXLfWoFab8z8w5fZ6jkfWg\nqxP+rdtzJ28ffR1kOZ/zxC/9h6FDSIR/i6SdC7q5fZrHsYS8iAY/XcnrXG0tfe5lX0NowJVvc16z\niANVW2ligayQRQ2nwhO7AKbxBQdhkBOuaQ2LLIfGRzwSWkRb+DLOtPUoYNZnrQp4CbDqpRql90mW\niQVszamVZh8kbk+DqpynXWFREH0gm/Xs19NP9X5Fl7hYBhfPc2I5Sp26tM05wvTY+N0ATeaonYOm\ngSzDeek2jqzx1HlGVnu8c9B4XONDe3iPx+Hq8N/V/gy3my/Ae3BLwhsxhHJrCCAjCzFJNo+89FKo\nSA3ICzqAf/C2d2/8nsDXQrKSMKtSlJ7klt+KZd4lLZwj62VfoNvHDgmTLxrCuxFPSf32hADSt+N1\nNKYJrSLYYvP6Haledc7vmrG5HnS3OatBxb2R2VBvoJwcHzG9fSP8vvocj5wngaEMMAFd6Fqo2nrw\nnAU5DZZWyfRZoUOiQV3EUgeNOU4aVUk5HvOZf/CBFhj3Pvzz3P+HH+16Hj1Sjsdc+8cf4LoLg2/r\nV36eyx/7KPjwP3MBLPKcdrBD2N7UAXSbBTz7H3w/9ZfGufUvPs9b/uk/JDvfc0NRUFLXOal+tZcg\nytu62HrOvA6KyPnaw7CWBXStaT3VWyuEPqDVwSNIixRp2kKeRTj5MuqguM/F47O4aIsj3SevwJdQ\n1FDH85osWMNZDYstRzmHZelwjQ+v+ckczhNA1zdUeU5eh1df4iGvG5osADOA8+FcpyirfBnu4TQI\naGAV0JUpsAKswpHqxXgktfCElK74BsrBu7+BKwcfSG0mXusM9j7x89xffbQ7voXi2iJNEMoJ4HyB\nEJDTU9XHcXtGyJAQQBYreJcEyAKwkMBf1nSZkupqDe2yHnTH5mbWzXmD5fnf/CBP/vPwwsdLov1E\nE+mBbgeLDHDNv6wLnggwaG7X8rJDYoHBBkA0xxrL2JjylKMRT/7AD7b/P1067v/ER/FrPIxyNOIv\n/KA6b+TY+qOP4puIaR6KCLoQjC18sMiqOoDvbAl7P/yjnTS0w3/0DzlYKAoCuta31voySKSshfq2\nwCcLy1s+WI7X4Jmb305dU1u6mnLQFmtfgC3ruY7819OX7XPoe9myxv7nokLJRrELZKGeM+/xy5py\nCX7ZBKvVNzS5o8kcuauiAnAUyzr2F0e+bDr9sMkcWe3Iap/6VR2LpI0L7SqLW5yn67AkgKpwm/r4\nJcl13yTg+BrKg2/9cnhrzzvcgE/juP8jH01jX4BQjC5R4ML1amoBEkjLM2vKUdNr0h/0mJVjpC61\nwl8zPteD7lASfbx5vVx08tFe9/Qx0WJSYbpjafNfD9ycZD3pKKYG0T7ROZSQrC/YiDDvcMeWQhBr\nTL0pYHkD6sWK+nTBgmkqqGfLwTzAM49xuuDwCLICdndhJB0s1kteg28CGFdNyHy4Vqc3DQGQZfzR\n3gN8+QiKEiazW5TLaXrGvvVbNaDptnB0wUlvz8x+u88GxDTQrrqm5n+H9unz9PHObLvT8yC8idkF\n+kb2jeK+caYA0/nwEWMha9LAdqRZiS2l4FN/auw+Uh8XRdi3spmASJ9bnBHc74sEaukNBt2VcrLN\n7RceCN6X9Lu4POWEW5SH0wDEO4QpxQ8R1naQ9wo2hBiFbLvBWePtKO67RTIipC6FWz4k4YpeIGtA\n1oOurCcgS63pV4jswNYPfQvXtw/Aw42v/Tae+Ls/sfaSdyWScSAdTfJYJVCgwVS7porzakHYUgtD\nlruuROnU9h1jfaKtYk0HNGZf3D/aha2/+y1c3zsABze+4dt44u/8RHva4hSOD2FvDx75vV/i+rd/\nPAwIGyASAIoK8+JHrjDage03Absw+xMY35M4Xqo4zsv4JpbbsOfhpnrure1tvv7ZK+3/z/63P82T\n/+TvJc5L3r02M2WwPWwIQFdtu5N9msaRe6GO2aQsss8CrgXbwhxvLW4b2Ov7YP7re2pPS57Del+b\neJw2QCaSmWPs8VaxWIrsz1ie+Pe/h+Y7v6t332d/86d58g/+XsKr86S3TmgvCbVNXqIJydjS8QZI\ny7VCN9gqFrDNi+6R9aBrUVsAKw83P5g/13JBt6fvXnu5uxYZyGIhijuhZ5FAV+vLf215up5tFnj7\n8ipruoNgqNN7OoB65nhN0Yh7P4Xtjz/HjRk0JeQPd+uz3IXRASwXUMyn7P3OJxifh9kJFAXUkY8d\nT8Ix4xHUFdy6Bn4CzREsr0fAldX5ifUUrW4XNf1Lx1CqZ3fOkedp1M2LXQ6PYF8CaxLMFLAXgOqr\nG+0tbQKgGsStBcyac/osZ7t/CMz1eRpwrYLLeo7bJAujz2K217WurVYM0LWCRbSHZukwPR7kW6eW\n2X2Rs/aX4fjcGD/li0Zsn+zIeDfFozLSLE6tfKW+44pq7WLqMiYFZ+Qbtc/RXQhL+r3GhgHZbEaa\nXltWRzS11vWsflPkaynSycQ9mJI0krbyhiwCTZXYPEnUtwVdrfFEdMduzHYN6pZe0NdWGjdrYKcB\nX0B57V/ymV//YMuTbv3Gr+BqyEeEb8Kz51PISkIqWDzWxWUdlycwcVBegOwclDcDzUBG0tTissbf\nbgz7Jbzwv/9jDt/+lQCM3vQW3vyOr20f79G/+Z0cf+M3MnUw/cJzPPbT/07gZlXGRAcMbN3YutOA\nkqlt0AWezGzXx20C2Pa4zByz6r8u29C99KcPeCWjQ/PGlroQ4LWWr72flLHmbL3Zge/Mt7Zmpaya\nq6wJIHQS9rkb4M41awHli0ps9ozOxZVnhoBxnoAlWqFJXWtuX/dZwRjxenXWx5pirZYLJO5R+Ax5\ni6m21nQC+Osp8pByr514f3ndMyTuSjICtMUL/dasBWWdXWAzDaz4nmug/lvQFfC2NMOY8OLN+H/v\nyp9wz099dzjnBJavBEDMdsNzFeNwvTLmzro64l0BxYQQVXdQjiA/D+yG/21Ct7hTAtaksu1vw/7/\n/X74SPj/9HveBwp0986fZ+98SGWY3v9gsCRkkWl5PvE8+upmSKy3oa3lPlcbc6zs09kr1hIcsmzl\nvDuhNfQxmTpfjAILuPo59X21Ve3Vf319Dcb6OewzyPFWqWvRsQXpn0LbST0bwJ93Xij4RS6i0HTq\noa4/PWGnoDthRM6HpJi8+UA3QF+r77tOGbtIsnIFdGc92yST4PUWqcBx/BZSfIfOSyTbVzzrpGc5\nv1HfffSCtkSt+6VTm1C/h64l52qrW//uewGhzvkTaaCUBHBxheSdUjHa3ObzEn7jYLQdj5fp3Fuk\n1dAw5ZU2LGN9SifdgzGf58a1F88+O3B89QoPSzrRzbhRT4zQCudOpc97XGXJWc6zD3hkIOngqj6/\nz9IVxW25Vgtucm25lv5YJay9RP1cGsytJdyXkdEHxFIuS0dIuawXpq1A6PaVPajud5xuTTh5/pMU\nWSA1R6Mtdvf631z9Zy6iLMSrENCVoK/0bcEGrSzhbP8SsQaY9G873lfIetA9oDuzRaxesXYl789x\n9i0Fr4fIA4srIAAx5my+pp6NpEEXupSA7vwCPhpoG7MNzr7SZgiodcPalctkwNQkbdvHI+vyimKr\n4zMLUGo+ScBBPiN1jrhZsmyddDav/ss73nbi/3146PSfw888EMp+kzTQK7ggXoXm1XVq1p1kfFjR\nICfSByR9520i0l5yPT1gNIjqcmt3Xrv7Ivp6Q/eU9heryPZB2a8pM/3fTvqwVhx0g0Wo35a/tSDi\n6CgHD8yznN2jEy7f+muMTirqSxmf/dz38+S7/umKB/0iEKkrwYO+lD+d6me9GNv3rMerjSXpS3dt\n6YpW0FaYNLIETsTCfCM4XeGUxRITEBJgkYqDbmcUxSAgIDPVZFBDFyA012stUJtuo11ifZ61WG0D\nebUNhgFXA4GAtCgcTevIcdI2kLwSsWYEIGShDqWc/DijHseKHEE+XuDKJhz7AkHRHhO8n/PxvuLt\nTEmLTotlLcpm9fofZy0D655r4LHyaoBczoOzdVeo3wJqlhbRAKnLZJXdkAiI63xSua4Ap/3YhXz6\ngnGrgF4rKqv4pQ/KzDXxZg+BG+Buwc7VCm5UYdw9BIejHW5e2F9xwzdWbPqky5oUPBOAlfiUXiNE\nDDWdkaCpHjFEztyQs1ggn7vO090jpV1IQA3OdghtUb2eskXgmSENej1fXlt3Dd1XPEOyknVF94l2\ns7RbKAAiM3ykXuTY2vzWwGz5Y0tnyH2t+2dFFIA8p1xXAFBTF9Dl5LVlpt8XN4Vn3/vtvOnn/rf2\nNp/5xf+KJz7697teREOYSlkBVwkgLINY3t6i30QhloSUW/NjVoa42k1FA8mdUBk6CDW0XQevVlm5\nm4hu71UiFITUr/4v5dP0g01h02UdEh1vmJOoqxEBtB4kjKErBCC+Fo4/2Dvhgr+9wUO8MTKfOsKE\nMwAAIABJREFUz7jxx/8uPAWM4QH/qbBD+sKEoESEDRGjxZOC8OI9a8Unx1qFr/FBvnWywQrZbBqw\npBSJlpBgjLiiMh34jQikLQnu7ZJQiVI+4TplkW95U65+wSJ0XbM+LabdOvmvaQeVIdCr5Sx3Z8EV\nzgKvvr49RwO55gMFLPXSm9JR5LdYUWLlV+AX0DSQ28kMNTR7exRqXV6/dS4Btawq9RDJ0zhPskLl\nrcTSR+SZ9PRmzYVaF1q7c1bkHqzYr+t26DpDSgy6g2oowGX3a0Drm+mmAVGvS6EzGLTFpbeN1HHa\nyi3U9cqe6+Xgc2gyaHLwDnzm8LmjyUJhm8zhfJw67AHvyZoGGigWnnwGTr+QVXtqjvD69fMFs+M3\nwsraTJq64oHrvx3KKoaANkxkVp2tX1Fc2iK2lM0Qz2u5eqHu7hp0ZSUfPSkCknUJyYx/I+gFAaf4\nqhqOad3mp77rv2fniXeBg9mt53j8qb/aTztIxVekqXvalRS3wg5eHUyzwNu34IUFVfscutEw15Bz\n9bY+kNfHSe6ynkWYE+aOx+u89FVfT/2TP5sWulEd6dy5C3Skoc1GePGBr6f5/p9twWfxuz/No4sP\nhYwFCVoeE2IA+nmlM9pnF7G8mbbkpG5sZ7fAaet3yFIesrD1Ph1E06IzA2yWgPzWvKq1PjVo6o9d\nAKig6/6OzLlyfHn2t88D0DYF1LmjyR11ltFkGY3LqLMcj6NyEY0Bj8N7yH1NQU1eN5R1HaYV4yma\nhvK4wZ0j0Ew1cB7mWyNOT9+oHNENRcavrMwn7SlGgHi4fTQNnFWENkCZtdUWRCl6p42huwbdPULD\n61WJPMm9FlB7o0BXBqkEek4JfOIpnP8L38SlNz0CwPTkMfgkaeELba1IQ2hOx7qSOoAi21dZplIv\nel1TDZ66/FYERPoAdWhZPvno+0tnkcVMIp+7PAQ3hcLB9C1fwuNf/hWD1dsRTxsond7zJTz+tnTe\np5/7i/DSh8KfGSmL5IC06r4jrbYv/KWujyFw08DWF8haRT9s6rrb62jQ7TtOjtX7rQVsQVcDsQZV\nbZ32ga4FV9k2MtujtdaUUI8cTeGo8owmc1RZTp3lVC6ndgU1OQ1Z/Di8y+IjObxzOBoKaoq8omBJ\nQUXuG4q6pskqxvfX7cSZ5b05R+MdZmxtWNFvoEiMSedCi9KXt2PbgO9I7Vdt4V1QYgC+cGHZzhVZ\nDVntcTr9ckDWgm6zB5mkaMmKRNqVFe0xFAR6rUV41YJkhd+m34rRaT4imfmU5r8FZw3GfRaaBmDo\nvhjPBs6kTENBIW3Rag5drFfhZWWb5pX1izQbgjI6Bubw7Df8dapHniAvIPvyr+q5cb9svfUdPPWX\nfzR0qLeY80Tp5QTANUDQPqNsE55Q51JLP7KWrv5sItb6WNPpWxGFpc8dEpvVIN/63rptbUBXg7Gm\nHTQV0Qe8pfotgc88/W4KqEpYjhzLsqTOMmoKlpTU5FQUVHRBNz2u6/x2eAoqRiwYsaBwS6qiYbFT\nwOUF/sDRkHF7d5cXtu/l9mjOrdvX22rb3z03PEPsjRDhpI9J9SsgKwCr+6SuZ2g5XV+ET+NCvQLU\nRaw3l+rNmw6a100AXg+rOuFa0F3sZ5QzT7b0UIObk/jQWHifuVDxtzcdJXchAj4Sua8J1lTfcmqS\n/K8j0n38jE1x0t+F+q2tHN23NOD3pY1pXnYVOa+pApu/uzAfiTTrpfnGqrxyjwzO/ec/1XoAdyIP\nf+XXwFd+Tf9OUQo6yCbrmmrqSawHCVJoK1cHvXS9oPbJsatkXbBoSDTorgJraz0PWTyW/7NK3FrC\n0uf0UoMaaDXAWnoi0glVCVXhqPOsA7gVeQdoawK1sKTEE8BTg0dDhsOT0UTQnVOyDGc7z+ygoiJn\nyYhXuIer3MvyTZ/i9/jrXOVeRix4z7Wf4f5Lb9qs7l8POSC9MUbqDhK1IAG1PmVH+PaZomcyR124\nUG9lEZZBdS4swYmjMVFUV0Y/wnvSqzbOylrQPdkdMxovKaqaYuEpJagCbQbA7GLOfC9n/rk3AHRz\nAsieEDqiAO6QlaLz8rTlank3nbeXq/O0i2it4HWP25ffK6IpCxF9rM6JFlAq6b7duAKukywscd/F\nCpVjXg+RaK1YCmMC6M5ILzPV04ut6LQwW5d9bvuqul7XFna/bgtvPnJ/7Z3cCWUhbaO5aeg+gw7m\naiUp5+uMFqG6JIgl9WI9uHhhAdiGLFq4wdJdMGr31WcANwC0gHUobs2YBWNmjFiywwkTTtnjEIAt\nTsmpeYV7yKk5YveM5feGyyuk4L72uDQ940iGQkGiREdQjaAuCDRNkQfPoa2bgsZlrYKSus6oachx\nMfjggdzV3B3ossO8qMnyhmzkKbYqtvZmTGYBLaoSmrFnwYip21lztTuX+eyUqx/6DngRuAD3ffbj\nobNOCMAL3QirlpxkFQtwiqsxZH3oAaFdQGO5eDWIvAuuSJ+4hvSmBk01CPhbZWGtYxus05aZzEo7\nJuVM6+DThDQh4zWWt3zL32b+3r8FwOGNq1z68CMhm0Qm02QE8M3U/75gmUgfsFp+d9PzRGy7wXBe\nrwVWawWvA93G/O7L7dVBOv1fprVbK1inQOrgWg5eACJ3NHlGk+UtQIQukLdgWqtKqwnWcOJ3s1hV\nDUXU0GIlzxjH8+c0ZMwZc8qCMXPuba6yvZzyoH+B+8YvMXdjrjT/Mc9euURDxmT21XzVE9+zptJe\nYzkgpLTtkaxaWdhJ3pumAVdnfBTBwm0Kx7LMqfIEuNpTiOFGBb6JGwvbXITeYVkLukfsUbqKwgU9\nSOapXYavG5yHxaTkaLTDdXeBk3al49dO6qri4X/5ayFD4mnSAJAsiucJlbfH2cGnX9EMyVKQTgyJ\n39HAbCKbbeqNoyXTm8LFbS7RK1GaLAQpnPdkPq3qn9Xy2hUfz+sW12cZrvHhuNqT1ZDVpFeuCJ+u\nsxqkzEeEgCKq/HuctaReI8nzgjwP3Wdn/0Iq2634vUc386Uv4t+5oCmn5XU1564zBiyo9l1ziJfX\nYoFVlJeNFQyBr07rE26enm/LAUOXwtIemNBFus+qftrkQdlLdgIE8CRaXq6FhqwtXobH07QcLtBy\nvuEx8hZUwDPHM2MSrxss4D2O2HNHHJb7jPyCc+4mO4dLDs/fYDkKjXHt6dceC9bKIaHPSb1JEF1A\nVvhcTe24ALh1HONNFrI8ancWcMVz0NshZoDEGm+i0lslG4DuPqOo3Tyn5K5mlk9gaxkKUjpm2Ygp\n2yw3SIZ4VVISBrNO8ZrDSw9/DYsffn9befXVpzm8+ieQQz29whMSSNMDT8BUg25fSo6k3+QBYOss\ngqsLeY6B28kCeEaOR6R2eQRd0HCcN6HrZ15M3+5j1i5vgTprGrIGiqYmqxryhScTJQL4hrBaWNz2\n1KUPMLn/XWfrzsF999x/x1V+JzKebHPlm/5VLBg0/9/7eaT6haQMJQ4Qy9MLkn0Wax/FYLNMVgFv\n3zmE357ghbTSF4jts1j7gBjOTorRGSk6k0WLVR46jqBpLwW6vuymhdVF3gGJZIXlEQyyjmUWdEni\neeUjwBsAJZwHwYlexMESgBoWjDh1W+SuZsSCe7nKqDymzjJO2Imf1x90r730HIev/HEY+9MrPLEV\n6+sCwQCRJQKmpNloEltQFm5VBsCti4y6yGgM4Naxvnz8JOomV4Cb6rRZY+VsZOlKRHOLMXNmlNmS\n8WTeEu/H7HKTcyxfr5yxbQLoXoolnofPycNfyuPv+Or2sE//+s/x5Cd+EO4nJO7r9QV0CklflFlF\nlX0MUtS5dOyMqsgTp5Nl0dWQhhBXI0gbpBD6If7IcrE+fAvGGpSbWCh9TN5U5E1DMWoom0DSN86B\n94wnFUV8Tcv5J/89Lt33yGta7ZtKnuc8/DbVDi9/A7z8C6HdZABAF3htQNNmAlhe1ypO235Z8EI6\nWWCqnYOHEt1AZfW6VWbJUHDNpJo579vjXPRM2okH4pHItfroDUuh9GQ2+Fzc3xjkKRxVnlMVBZUL\nvO2yBU75LUG1sF9AYUHZoRiqSEWkLAcX+zVkpp9mNMwjPyyQXbJktjVhzojbHHCDC+S8/m8KvvH0\nr/Pk4geTR3eZ4FXFF1P6CfhdcBn4OLPWS7YVUqeOqggbqjJnmRVULu8opSrWaR23VbFetRWsgVdj\nQZ+sBd1TtvA4MhpKloxYMOGUHaZscYrDc5tzXOMy+eul3eaEJPzHCRV2k1C5Bz3HiqUhhLlELvt4\nWm1JqAGdABdqIdXzouXIhDNLFkSyDEIRElrYRhA3zUVzSf/X1nILxhnkWUNWBM6t7fy+oSmm7E6X\nIaPki0kEWOLLAJtdyGQ1NNkP/Rxtn/stoixWL5SPWCxOvJC437nwEkgBWhei0ZvInQSEnPftSyIh\n8PdZ48ma0IYBhAMou8a3wDsI9spq91lMX8pdsG6zaATkOU2escxKBZh5TBOTLNuCSgGutmQlYKat\ntmBEJAtP6iDREk3b97Sll1Nzk/OcshV53wlVa+G8tuK95+Tkdqu0stmVUE9j8NuQZWG8sgPshLry\nBbAb+gI7sX/E5m1cNKDy+KxZ1+Kv2u9uQG3JqA04ivKS+npNQFdQXCKgU7Yp2aYhp4y0w4gFOTKx\n/jUWR3h98sfAfythcW7hOO3tdoE3k/gbiWJqvlYCZSodx+sAReFYFsGFq/OMOs+pstCBRbNVHa5n\nhaUb6y+4Jzk5VRvptGR7Qd0CeqbAGIh1S+vAhDSeBjeC7YND8sBjfPHIiFD3y6C4FvdkTG42CXSH\nAGcgKOZxrSUrUuWpjXAELyRLNE+dh4Obto1oo87rpO7tx0PnddsKuu3kgLwO7VdUVczjDHy9vWIW\n66WJ8QN5vibP2lSlOksBMu3+Jgs3AKoGXMnZbchaK7d7fvcDXfAQjzY4DQ0leWtLexwzJtTkFFQs\nKZgzxr0OoHt6eszu4fkQvwDeehEooL7gqPZhNIeTgxLXNPgsKKfK5XjFs0pqHNAxlCC1u7SeznfW\ndWzHt/5Iva6S9Xm6cbpG02rCgpp95kyYMWGbKcfsMmf8+pALnrDC1QxO31JQ1g3lyw18jrTAikhG\nsIh3CCT6Ad2sBEhkeuRxKxMFroqcZTYKQ8blLForQRog61R8o4ZYf/FDdw3AmWooi5auj25aWCnz\nLOgK4IZzGtX0weo93crYPt40n+kNkhK4BM05mG8X3Jjs88DiJtWOpyljXrfw4vl6RV1nWWuxgnjq\n0dJwuWqLrvKroxVo81HvVO7kvORgKqWZV2Q0FHlN5psWwDLTtgkMVj+flEf6YQLMbp5uF3iL9ngN\nvBp8F4w6/zU3WSjFLzEesaF3OSajoaJgxhanTMhfj/iOYME+nQkjy52Sw50JW5MZJ8V26zUuScYS\ndD3QIdF1rUFW6lfqVK7XbY+k4FfJRjWj7CsgaL4lBUfsMWOCx7HNFHffR/jY5z7NC9xPTcE3Xvxe\nzh9cWHP1s/LMU/8X/ukPwVUoZ6+wfR6oIK9qshd8qOwvh/vch/ncry7ap7j35KOBR9wjrCYkidDG\nZatKnR5SsMzKEIiIH3HZdJBBOLHwO+3XfI6uK9F9XdANksXwhiNp3oymbcAU8qCzL2uHWsWYBblr\nuDU6YLRzuHY5uTdUMmAKy3nB4fYOSzemOuc43RmHYAUBRGWgyvOJSN3JNm/eMJ28B+nwZ2dbyT7J\nSZWgknYDN5FXA9QCoNJ2EJSnI0w0kP0anLueTxq6uo+lMeiwqV+JHshaQE3gW3RcZAFk+7+KvGWl\n6AfxEHJV5ib20ToaDIfss8MJJUsOuM2IBRnHd1RnG4kD7iWAbxzz8+2c490Rp27CPB/Ht1vQPret\nozSyupLHPpjGbarzs8otJ+WG6CBlUu6rZC3oBlchmeMCPE1snJIFE+ZsM4WdKdcfe5lr3OBF7udr\nrp1yftMKVbL4zFM8+W8+GKzVipCP+9egPPW4GSFQNoGdGy/z2NYH0/TSPWguQHUpo9rJKOsquJ6Z\nw+dZm3lQ5xm1C2k2i6ykcmdTQbQVIMGIxGVlbadNQ8u12jVVerKE9aCSo+U4hyenRvL+9Cx5AdqG\nXIFuzYJlKI/L8bsF45tfRPxCTmiLrYx5NuaQPbb2psyLMY1LA0CUt3R4PRh0/QhsilgQ8mpQ6Y8N\ndMhHrnEWTB028qzTgdK2DDuwulbrWU+lWyrftmVSBf0B1q4bm/pZbZ7bZiRoLles3BSJz9s+nSy4\nFLNIs9lkPGS4WAZRHkUbXqo6pVtSsqSkXAM8r0qkC5Twqf23UGQLXNEwzUM+sXO+BUgpne0DwsVa\nkf6WqZ6o69lig5AtfYB716C7bIm4IBYOQkM0UZcu8DgucY2ju4le5gR+dklIdr4cPn4H3AHJmt0h\nAPAS6hFUOznL3Zzldk5dZGRVKHu7wlJM7ZL0Gt0xdUfTnfMsj1u0bot2L6Tyddpco64BqUFkQAoY\nB6qgQfhePTxk2PjYyNLRCyo8jjljqrLk3i8izG2xzIdnnjHhVnnQunoWGJNl0S9iV0AXjGzgp+/a\n2gLWAc9k+XYHioU/bRlLG9jjQxkT6DpTmlAlTed3+J/yBGzph0TuJ+CR4C5Zu4FCGKGDahY8KrVd\ne3X6vwBXy5NHi7dkScMUh29nuuU07D31Xdw/ehuejL2de9b1ko3k2vUXuXH0DEVTUU+f4aGHRoxY\ncGXyAAf5TcJsuL0zQKmNKE0vJADut0h1X5NQt1y3UdyuVtgWaO8adPsshWSBNC0oLSnZ4pQtpoxY\nBLphRedZKQcEoP0UIV/264FjOL5/wmingtLR7OVkF2vqg5zitOZ0p2Q5yWNEN7oUpeZbUpfW7ldy\nwwpVod2ggm+Hh6OiNJZD3g4h7Th6UkNp6iHNWEn1KAO2jtasdH2Hjxkj8/b4nLrl1BoyxszJ2zmi\nXxziCxfdU9cGco7ZxdHlwTxnZ+/09TXNj/a5fw2rgTe1Xxd87XH2/ppSk7bU5QzX0pMSkshV5XcC\n4O6d5Txt9drn1R6RiI4heHUHGa86VUzGA2D6bNcyTp6cTpPSzywzu4OBVceg2Qk7lCx53/lv4cFL\nD27QQzaXz73ym4yf/Ekuza6zd3rC9KDkeDEOgTIKFow5Yo+cpi2rNaDk2YUWtNapFq0coavkrSLX\n52ujYB3urQVdSSfRHIZ1y1zUoSVLHME6foEH1iK+iPee09m0TaNx0xfgGkyLLY7ftcP5R69zeGmP\nWTkmP7+kyTKqPAfnqSgodyumbBMmFYVFOYasICHIG1LgwLpausHsM+jOuqBU3JjmE/uDN3Jcd193\nIHcbPFi6E+btvpIlW5yywwk1GQc0zJlsrN6krvukyAtGo7sPh1Zlxnw/p1oUnLDDKVvUZNFCyts+\npUFHpFF9TADVWhGifLTHULX90rWDz7a9nJ+i1F1OXrdV0/YDd6adhgasXB+6AKkHciIrAo1kj7EU\nQ0aaPbbOArZWnTYOxGnui0WcNUAS5xuuHVSFjI5TtmNaGMyY8CL3c5sDvm/Adb8bKeO6D00Jx9mE\n3FVcG1+iZMERe5xGU0+3q+arUx9Kz971QbQ4A7qJWz9LJ3TjAtr00l5Pn2yUpxtu3+XAbKcSvVhE\nW/BOrNzp6QlP5+/kS//Z0+QHNU+cAg/B01/7CL//8L/F3/i1X+Vff987eNf1T/DywT2U4xlbixkv\nju9jl2Ne5oCSBQtGbdKydIqkzbuBFwHNZTxH5+dp/qYb3kgDrSGPyXLj1kqwdRSOc2fuq6+3KkiT\n0TBmxpQUOZ4wQ1zykiVH+DA9+w7q+pe238cpk5hvWHCOW+xwwujp9/Btj//wxtcaktw3lKdLTpfb\nnLBDQ8Yp28wjgEi9atDRol1oT8aSUQtUS0pmjKPymcXjikHQ7Qt2Vu3+s/vkXO0ZtZkEBsz7RPhP\nrUwkaCrSp2yEbujUowFre05fvfVZtBqA9HPrczQtoSdSiCqYscWIBee4xYgFDs+YOXsccZuDu6MT\nV0hGQ+MdnOTs3J5z9U0HeDJucIEp220qq4CrPHtfbCY8u+bArUGVdzyUIRGvQvP4yUwL+LdK1oLu\ny1yON0quS4IwAduKMXNq8nZVotHatxEmcXjedvNz5F+o4TECp3sO3nbhM1yc3+Aj3/MXOTe+ySfu\ne5I8qwNh7oPF9DKX24rsCwLoTtXHXy1NJ9OZCZAaybqbdQekk3Wsz9H1ls7rt3SDduy6NQU1JVuU\nLAjpxVW8jo/WSM4+R0iQY1OpyTlhJy7gN4lANuHSa2SpVK5gvjOmWgRq4YDbcZq4XUREOM66U3fy\n/A1Zq2QCjVJzyhZzRhyyb6w4p/pBspC77qBOI0uB4S5YBeDuUkaZadNkl66b8imiAbS7fdgqsumC\n9nyhJESGFMRQ/7PniSGiF3WR/QtKbnKe61xkn0POcxOHj2li45jF9NrLlB22Tkte4hI/+8BfZRzv\n5nGULKNSLs94MFbZpjZ2sdZSSDNJ8ujDv6To+hRtyp+vWzJHEGaVrAXdQ/Y7BZCQU8kSSccex0WP\nw2SJoAUvcp3/c/4hDj4bzl8wZospNRkXuckWJ2zXM8bzBeX0Go/MK3gnvPLwPjuzGVssWJ7LqQ8a\nHp48x9M8Rpkv08O7FEgJ7mqq7LTNdabr2QRnTS3ozqmBUjde111J95ffcq+zbmrWMxicafCuiJMt\nU7BFsQkYnLIV86MnVOT8P/P/kZ3P3tN2kj6utCHntDiheSSjoGZOyqpYUnL18rP80mf/O7Y4YcGY\n917+Ds7t33n+SUZN2VScX97midOneXnrYodbtLSNBGsr1R1rwmwnSUk8Zjey6aHFGrIIvElBCv+p\n14zVgKmVrt6erB7X9qMh2iFZwOkcLX3b+gBTxCrb4ToVtWHP7RdLqWljYejYNHbOpkQuKJkzYs6Y\nEfNosGjf1r6T6dXJfDHnf7nyYe7hOvsc4u751xTjHZ4ZP8RRvsM5bnLKhIacafSi0jg8C7hirWsP\nyHo3ti7sp0+SwRlwsFKgu649N1p7ISNELLeZMo7TIsaxCTRdX7Jkl2MmzLjADZqHnm8DPUtGbHFK\nRs0FrnPe32JveczWdMHotsffhNM3l4zLBcWyhgKKpmJnNmMxKTnPTaZss4jLzUGXU9EWSbJaC2PF\npumQ8q1zGbV13G20bnRYrqln+sgCz/q8Llh3Z/roBu2nGIITI55ETljf9BYz8tbihUu8wpg584di\n2ky8sngaoUOEgEfIid0m499mSYnDs8UpB9xmmxP8XsYze9d4mCs0OKbX/grnXkXS35IR08kW42zJ\ncbHNbQ44ZjcsE6roGBGxamWbbweIj5NzQgZEyZJ9DuMMyIbDeM2QBx2u0OBYthN6sk77WZdbW7J9\nnHw/7dC1klNrJdC2A/VsbDsFZ1JgMBw5JH0WlOaHu8d6EkOslcuwotdGRXjG7ngKJtVIeWYNC8aE\nfN18rXW3qVTVkltv+V3u5VOMucEp2zzHm7nJOS5xjZucb5WxDhYGg0fGZ9f4qelXONqrCvXWxLpI\nWzWXL7UpY7KMaZs5YTZpphYGWiUbracr/I0GCYmv1yzJKQnTAwPST5ixzZSSJRNOmUTXUKzikgXb\n/pQsq2kK185/dKeecbbg+P4dFsWIejtn6rZ4hQMkUjqPoNvnImlLVSpPrB9NH6Skq7O5jBoMNWBq\n0BXey3LBAUySq6ZpiQS63X3aLeobECmboUZewJI6jOcm5wHXpu7I8eKJuDgAAw9Me62KkhELdjhh\nwYgx+y2YTJgxYs4f3vwEN05v4fAcTM7z0OWHevtIXdd86gt/2t57Nv44jctYZgVHZQikyRTyk0gz\naF5R0uWsh2DXDCiiPbHHEQ1hfdeQFZGCF01r6XaB9mySu1bQRac9NEBpS9ibbdJHugr0rKWrRWBZ\nQ/Eq0JVj5CkswNoMYimhb+/UDa6tkj7+U/q9pEmm8oR+WLJkyjbz9kVjdy5Xb97g+aMb5NQcLq5y\n4S3XGbHgOR5ppxgvY3+9zbm2HwifK5+0rWyBN2FV8lBEZJv0ndQ2qXY15on3KVgmNKpMWJJ67zei\nkqwF3SlhWl1A8qYNkollJ8nRYcD7GFGccD4GZ6TzjuILvSRXcO4m5FlNWdQUeVhtfTKdc/tgzIuP\n3stRttfyRSFpSipVrMtuzmT/QOmuCtT3GhOp2nDFqgPmIec2gYEArlhri7jwhXZZNadsaQlInGLb\noX0st496VC8w4MH7QNjnLp7h1PB3NSfZruoMVXvlRWwbj0MySyxH2JAxY9yCtQTnvsCDTJjxa088\nzYRPss2Utz79GO+7/F29fWQ2P+W3H34/JUsucp17ucrJ7W3yrOGQA25zQE7dAlxSVnqlq7M8YkXB\nKOZ+S8efM6JgqwUh8CTaKG8HaF8wpbttOJdTu+QWaK0FnHjdVMbNeN5+wkH3vzTu/CDo2itaKqOv\nzPo+2urWNJhsk+Ok/sQrcVFxbHEax/w2q5TNKvmtlz/F//rky1ziGo/yDPdT8hL38we8ky1OOc8N\nKkpucKFNPwTaQLh865x77bkK8FpaSMamGGb2mXU9CdefQquJxxW/WUcBVsla0L3pz1NQseuO2eGk\npRca1Ri6c0sKxyEH7HEYX/Mxa61gF2F34cbkrsZNGuYPTBg/MG/dh+tcZMpWtMwqZLpsX8BLg6t2\nF6XCuhZuyj3U7qJlcUTkvtqSlefrm1RhLSs9WGufouKNzxPgxmWxmjr890384MBDHffnYdkq6Qng\nIM9rijLVq8fhXbCAccn6czEXL3Oe3CU7T9qyfRcWIbtA88iSsnMhHzGb9y9ndvvkFg9uf4EbnOcq\n9/I8D3H14F7GzPhT3s5NzvMAL5DRtPUzZ8yMrVYZSvpeqHffWq878fUge1cvsj+bUFBRlydUD3wW\nh+eEnUg7JYtHB+yGQFfSoizdk9ouga3ldpOC15ZQ3rZZLx9osLIFQZ/+p+1iTYaptm3f8007AAAg\nAElEQVQmshMKJfVv6QsJbH18XYxcVz2D71p5tr+vsoR1LKNwFVO3zRF77HEUvM9m/eLdbZm8Z75I\ngfZZfZsHFy9wbnSTA25zylabhnbIPte4xIwxU3Zay1dTB31prLauRSUFEepA8/66/QtlECku33fb\nM7dnu+Dtr0sicN77wbpyznFh+QUA8qxi5OZsMWOHE865mxxwyBan7eIXAf1DME27+Tl1m2YinFxG\nE93NwPMdsccOJ0wjYM/btKDTjpVWRkdHHha6aWHCR2m6QQa0dkfS4jUDS1sRAkI+dvoyzgqTRZq1\n1Wzvl0j9CLwKXOs6p6lkW9oO0NR5e6wfeP+P79tXZ2GtwMzjnCcrGrK8Js/Dwq5Z1pDnDXl87VKe\nRTvPdfM5xPYLz7to1dMWU/Y4IlEPC3Y4ZsKcZazTC9zkHq7xBR7iFucYM2dJyRXehCfjy/gk57iF\nx3HKJHK8u20ARlvakxihHkV6as6YH772t9rE+5PpMe/f/glyao7ZZcYkTsvZZh4td/FKhtIBbZTe\neiSbB9PUAju1shJN29ZV3gJkOCBal3UA3qbJ06A2IzLLG5xrcJkPylcMnjrDe8gyT5ZF19jJus2m\n3/ig2O9IBgzXvKgZlQsmbkZOzdRtc3K8wyenDY9cvrz2ssfTE94xeprPXX2cey++xOFT97C9e8KX\nPvb/8jb+lG2mvMADbRznJue5xTmO2Y1UlXq5pk9AOrToVJ90CaPQE2qXxWlHYypfhLFaZ2R5Q1Nn\nrWFkx217zcyTuWAcHe9eZgha11q6t65eiI8EOBnMFUVeMR7NW60aBnZNWYaurnkS7fIIgAHMGXHa\nbDNdbLFYjijziqrJqeoSDxRFxWi0JM/rcH3qmOQ0j0C/JKc5k+Yl9woDr2wnS1TkVL6gakqqqmC5\niBM/mmjtZg3OhWcBKEdLnPO4zFO4qk3ZWsSAWd1kNE3eHVx13rFeWhCN+5sqp47gGqzaaO3UmdQy\nbVvJ+n7txeM2KyHpFVzgBmsHDT6wbvFwlzXIeoKuqMnyCMARnPO8jm0bQFm7s0UEQpkCKm+Lbcjb\nANejPMO9vMQtzvES95FTs88hl7nGCzxATdYCYshtTqs/2SBasLhpXcqcums1El6MWJNRsKSJlq5Y\nzNp6Pjvx5exKW9ra7aSb+az1OgSw2oHnM5omtq8C26bJum0rUmVhnUsXG0wsw8q0Z98bJpRd4NRC\nvNry0tvJ/VnA9KozbCqugbzHVc4aXByTNI5iaxHLstqt1uV+9l98CfWVkquzN9N8IWP+jpKb955n\neyfEgr6Bf8FneGvMlgi86YKSQ/aZLrZZLEqWixH1osTXWRgXdR46/7qEkJxQR3l4gaHDk42WjLYW\n5GWN9y7gw3xEtQwQ6aynGaWp8zB2PdBkOB8NoBWyFnSbK3GGkoPwfjSonGfuPKeiXSEsyp95spEn\nyxsoQ8M7RyiEen1JVvjwjqc6o15kNIucpnI450PjeRfPDSa7i7/JPFnZkE8qiu05o8kpRVmHgaDc\nOUe4Tt3kVHVBVZU0yxJf5fjK4ZcZvnY0SxfKVanadOByD3ksZ2ygbFxR7Mwox0tc7mmajMV8RLUo\nOoOr7QA+ufneuwiqsXS1g8YFcK3jvWvX31FkYEkmSt+glPZpRya9718jK0JbFNDkoWwu97giDCKX\n12StNVxRlBVlWVFkFQtGrW0v05DFORuxiBbImOtc5GUuc4lrAFzlMrfZ5wYXOyk+C0YxAh24tzD7\nLnhKHsdbrhzwd859a1v+P7z9NL9x648YMWeWH/LKY+EttNe4xO3oGclaA+LZzCK499EK7bcvgmus\nwLWKL8VrmmDdNKIYEW8EaD0Oh68i6MpCuJ5u28rbfDvuqUsL7ndn4Jx9D5tLn47OVf2g03WGnbfN\nxRFWBXecXbe6CH2ozhoYNdSnk7B969bg5f7Nlaf5P16esjiZ8BI5y/ljcAPqUQETeHT3Gd47+S3e\ny2/hcTzLI8wZccQuR+xxzB6363PcOL7I4nCX5jijmTr8LIOFC+u0CODKGJGy2/LLcq/t+AY3aqj2\nGtxWE9bVrjKa0wy/kDHl0xDTa4vIPYOlE8Z6c5egy3NpILevO4m7On1DCqNf9JiRFg/X5ZBOIZ2x\nMvttqpt0LnkF+ZbHbdfkWxVZ0eCttRAL2dSh0ppZBos8gGtFaKAl6VUq+o270sHjy+qQBc4nDctz\nIxYHNW47gvoip1lkdF4FLGWRbZlXlqx6ttb07dnWJ15990dggkhRdGfLCG0nbZgnUPZRWVI0kHtc\nEYG4rMjHFeV4QVEuGRUFTT5H5rg3uMjTh/SdBSOO2ItWZsFVfy/XuciJ22bGFld4GEnpksAlhNlh\nRQTyEKhoWNAwWe5wQeUIH794i99/8ikkV9yxwy7HpCyEYKVK0HQW13tOFq3i25uCqi5Y1gV1U1BX\nwY30jcPXufJAgnJu6Zwm0AYBXGMbN6TKFADVylG/Tl3vCw+f/lvgpWe7BZA+iy7F9LrHNj3bVkkG\nZK57PdleuPiK8wyyJnDFJcTJq73yh7dm/JfFW5iXW+mFkTnhDTA34NYnL/Kxi1/HFx57EJd5Xnjl\nzdy4cYHT+RaL5ZjZbMz0ZIfTm1s0JyXMIC5C3a1T+1YSGcO6TmRb4dp1tf0op97Pw0Jbo3idGemF\nq8SxIngmol9E2o7j1RpvPeg+T+KiBrRs52EEePXLHjNznFxLdzgLRHC2Q8obCcYOXxZURZHA25Yn\n+KehYaakDi4gq0G3JlSuzKaNoJs0IjDOaPZHNJeBi/H57OvSbdkhgJw3x9kBpst+h7Rb5zpSdhFp\nXfWusLadtGQO8rx9VZEvgLKgGdfUoxH5ZEm9NYMJTPIZkoUga1c1ZJyyxXUuMmPCvJ5w5Pdosozc\n11S+4PPNm6LL7ijyikk+b0NfjjC99zufgi/J9gOl4Uo+8fxzbQjkqdFtFpQ00ZptyDhmt/0sWtIj\ncHJTtpk1Y5ZNGYDVZ9RNTuMDvdMsA9h6Adza4atMAWqWBpC0rfQPC6a6HX3P/j4Qtvv6jAzbp+0Y\n7Du30650x5mAxibSZyHKtoL0KnOysG1CeMPLgFTLgnmzFe6/JLzz8BrwCvAyvPzSfbx8fBn39q8j\nKxrqa+NwzJwwNk+B4/jRY1eLVQ76k6vtLeiSwH9MWLVwNz6LIxlntTpXvUW4Fa1QN4gmrgfdF0mg\na7Us6uayXxp2RAIu21mkAmyn6QNOXbEj0mt25BrywHb5AbGipcEskOu3turXmcvbhov4ra33m/Fa\nFaGBynj+gtA5+ipdnlsDuy6LBkv9WSXrjtFaXbtY0jb2tey6bVtFk+HLjHpU0oxL6u0cdnLcliPP\nl1DAOJuzxSkFVbvwyY3mAjfn55k340AzEXjsab0DdeBB86JmNFpQ5nP289sUZc1tv89fOX+ZN1+6\nF4Cj6QmPF9cpiyX72SHnOc8BYRKEvKkk5I+WbTqhpIstmxGzZsJyWbZWbF1nNHXg330Vebgqh2XW\nVb62L2mgVBTZGRDV/bimC7r6TcF6cOp9njsauK1sNqEtyTqlrvugBRf5L+NBXnXuIWaErpaGYADd\nJLz55XPAS3HfFPiDDP+pjFquKd6yjNFlvI81YKzhgimLVTYCvGIkyuu7xJOW55IyS3/Qnq/gWp/h\nuKYe1oPuNbpuN/RrFC3aQuzjVXLOavy+0ljQtQ+r6QHd6aUipIGUi9CWRWuvmlDhFwlvEZ6TaA89\nqE6BG6S3DMvrgk4JnaY2x1t3xAKvPF8fb7ZKVlksqywUbcGvanndfjn4MqcebXM83uZ4d598e8H2\n3gl+nFFkFdtuxowxT/uLvLy4zPHJPst5GZW1D656lcMsNp6Had7gJhWHuwc8fPE5jtjn5nzOA8sQ\nZD2czrgxv4etnSlMHEVRt8GiY/ZY+JKpD1kktVMpX01BtShZzAuaKm8zQjwk7r3KQ2BrkSVLylJN\nti9h/ltgRZ2nlbrdvsoS1ve00qdk11m6m15Hi+aDh4BXjJ8xyRVf9+aSBWGMnABXCLhySuhjjTrm\nhFAnYnmW8TnmnLVwVykcu08/l31GjSviocs2PUY1ZTqiiyN9XuyAbAa60CWn9YC3pL3eL/v6gEBE\nP5QFEgu6ffu0lSrlrM0+oRasxQdhQfQDwqLoY0KjH5IoiYLw6vc9EtgfEfge3Sh9z9D33LpcejD3\nWVdDMqTohgaUbgcDqJ2IrFVwhfnOAVdQjwqOim2Otu/hyjbR+/Bw4gK/PiMMEAGFnC64ZIDL8IxY\nXCj4fPkmJrszvm4y4dzJFxhR8/zVR6hfyTl22xwf3MOLBw+RbS3I8ibQAnWOn4+C+x9T4/AuAOrc\nnW13TXNpD+iUBLy230hZ+3hU20Z2ex8Ys8H+oT4/1JdWDXJbxk3ohVXjWfaLOz6O+8eENl9VloJE\nD7yJQB0cEyxd6ZvLuG1BANw9Av8rMSHrkawaJ0PP3odJFrMsbyvb9ZvD9Tl9lOEKWQ+6R+ZCfQ23\nbrAPHWOjjM5sXycCsFaspStl13yOaGsIjTmNx2ckrSyUwZzQGc4RXoq3RbCK5dhlLPsifveVyQKa\nuE36OcXish1K88VD7aA59T4RT8UCrnS+vjq3AJ2ra+VA7lKWROPSs1sKRZSVLmvc569nzPN9lqd7\nNDcy5vUu7hSqZ/MwIEfADviipC6KUAUNAWAlYFHm6poueSm6XuQ5MtLgXdJV0try1LEHXc/rBtcQ\nwGK2yfmbWG26LFrWregp19SelKWe+mQIeGsSDyptPFL7VsmLwC8TjJoiHr9L8CyPVFnlcyve45Qu\nHTnUTlq0F2053T6x7WCvN4Rj2mC5A1kPujfjt7YSNYjpiuobtEMNa4FFA4YNOKD22Uq2D2y5N7FY\nNE8lHWdMaFjNYzUkV0YabU6gFWbxW6yjiwQALuI+GcjScNr9k3vrzqWtXavJ+9xP68L08bKWxrGi\nFY8ONPS1nw2+aWvRcloV3f4g5RdAl2+hlqDlxP1BTj0FrkN9K0uKxxGU3y1Ap9npPuGA3HWfWz+L\ntnB0fEFfx5ZZztN1pvvfKt7O0hKrANfSDUOyagzZ/9b6ljKvowTtPl1P0nbS/iNSX9wijS9VnsVi\nwX/94WdbCuJX/+Rcan8JXp0QPM2aFCvxJKOnIpzfp/Q06Obm23qe0u46DmWBWQcvbb320Z6aYpJr\nam97hWxm6dqG0Pyo7jCN2beKp7QdUGtjC+S60+iBYzujnGMBrzHHS9lKEoAuCe6MaG5xncTt0VkQ\n1wkd5h4SryuWsm4IiX56uu6YAKxOlZNntA2pn83Ws35ey7nrOrMAI9yudP51GrsPeC1XbTurHvBy\nT6GBZECIW3o1HlsQBuEsnneeoPRP4mdOd+DoiPQqkfJqpdsntk/qfqnrQI5dZeH0AbMFYm0c6OPX\n8a6r7mGfAVL5NV2S0b2f3af7lNSDAJgOLB2pbaos80XFj/7hEykT4CbJwhWvUMoqAWnxKoWqmMbf\nWvlLWTXo6kwp6Wc6TiT9Vo7TdafxwipAO45Qx0hQT2b8Sr+yXl2PrAfdQ3NUH9D1daR1A8GbT985\nWhPJvW2HsHybbOuzNKyI1j4mDewdQkfRVplcaxaPvUWo9GdJHUAsZq1VhTOExFHpwIMEH7T21xai\n5o+sJast4L560daBdd3knjqfGlYPds9ZjldnQfRZ7nIfOUbaRw+8U+BlVT/3kLg9GdwVoe5PSEoM\ndX87KGybW2vIemD6HEvv6LrU7bEKJFcpsb7zbDDNjoOhdumjJKQd7PkCVrnZhtlnx5Y8q64/yVQo\nCRTBjACQVuRN3qekvFpRqKckq1YDtgZIHRvQ/b9poPFxewZL1/XCrPEn40usZtt+WjRmSFtYb0Uy\nKeYNVLEzZ44wmWS9xtzA0vVdTqXtEOrifa7ppqLPXUfyW61jQddatLCeayrj8YcEMN0maWcZoJL+\nJhVeE6yzW8BRBYsKvINREfhF0fyzBmZ1eMbtHPay0PDQtYJ1Kpy1sFDlsHnPfZkd2iqTeuhzX+Va\nI3Werss+7W75XXtPS39Y61hbdmJtLwmewzx+Dkhpe6K0joDbBCCem/Otpa5BR3tHWlHYXq89Bx1E\ns0p/iK6xKXh97WPHorYqG/ORZ7HH2uv0BXDW9XdbBlsuUfy6D8lzyzrlBcnCu0Si3Ky8SBhLOQGU\nT0nxD6HxxACR9hdvUZ5ZnkeerZYf0crxechEOTNBSgGBXEcrFitWUYoxBV3uvPVStbkLNAVhyv4q\nsjzIetBt5gOAas0M3fqb+kfm2HUdptbHr/KFZb89tmffIu6bujC4NQDKwB4TOo9o320C4F5tYCpo\nnRP84V1Sr5JcMmCxDbe2YJQlgKrUM2gLTM9mk3LL/tL1t5p1+eWa0G/xC4WiwUifq+8h4KODadYS\n15FcEV1/ci9nzoeQIH8Y90k9V6To9lXCwBbQFX6xU2fqOaUMug1lwo5uWzgLuJZXXyWOZEENAbmI\nHosacEeq/BrsbZBMW+kiuq61pa7LR88xQ/u0l2i9K23xCohKjONtwAEcny6p61Co+aLiHeXLoW4a\neHaxx41qK5VRzybTLr4YIzO6Q7hTfimcpKFIBemDVUNLcJW06cx4kNxgHTux/akVsb4q9XvJevc+\nln7dKmPw2YG9OWGEWPNonbmqRY88ux2SmSEjR+5rtF2nx2uzaxOp6BB+rqc8Yu2OSOkst4HlIfhX\nSMT3RRLo6nwkT6irSTxZenbftBqNnHJMEd0WQY4V2nRTfWetPzugbcTW3tIG9FZZgSP1LTSKnrUo\n1r+lqY4JgGwBt+9+fda89hDstz2vIVlZNtVwSDJCk0ranHhDtfoMnafrxSoBXQY53io3fS05zwKE\nHUbr9o0J2CFDDJKhsRe/hXqD0NUzgnfyGJyrZ0zeXMEu/I38Jd7/tx9vb/ff/PJn+E9+9YkA1mL1\nyjNK4Ow2Qfk2hACdztrRdFxb8AWJt5D8TqkgNeXMjYbbXUQgY4h26Ig2z2fxo12UGnjrq19lLE0Z\n0a0kZpIGXU1obirWp+07X/7r3jlEXOlyii+xDny1L1wEd6XTs5uo0LLA4fhZHJxz8LcIEYJjUs+V\nTnBCSmkQE25C19TSfIU8vyWwpZg63cCih+IUZKGdMyNMt1+kPKo8KBkXn9mpe69tRq34tGgFFq8j\n31p5SXUI6OpUIEmCnxP0mY5si9jb9vVv0afi0sZH68w20mDlIaRHLMDX8bcNU6uC+BKmWzCP6wmM\n4y5xlVdZyhp49dDRFIncXvP1FnRzdZycl6vzvDpP9i3NNaXZ9VR4O6yvEdprTupOU4JzdyXc5xaT\noCTfDCfvdNFoCzJyPrTjCQFcdeBZjEZHAPdM/ddWtwTipGDVKIzL1vQWE1lXzhj8DtRb3fYY4ts7\nopFZN4h8pC+IApD80dWYswHoHtE1daS3yI0tzaAZbO3O9/VA3eqWjLXHWQtwE+nzI3R5Mrq9WvxQ\na9ItA80ikbRG1K5MsZmTGn6PpM6l51iU0ZE+aTzU81nTRvujmkjV1r+jvx2kHuT82El83O71NXNz\nPXu+rhNBRR2G1gpB95U4v9JN4DRLQKsXPhGjXvddqZo+emTTLtBncYrF5CEk/Tbg9UpINmFaQNcg\ntC/Ab0NzAH4XZlm6Z1PHa9p+r9q0ysIKWbJZDxcdzNEKY5UytK66PlYDsI7O2297Dw12U5LNJUPn\nNP6eESzfAjiEjxQX+ED+VFuFv/B7+wFKbhE4/ENS1/Gc7bo2oKV/t8+rT5IHE9ATYniprjFhuAL1\neOzjFzTA6kJpPkqs37tcxBx+le6gFgtrpH5rFa0HoH4g7TdCt4VXga0GonW9zt7PcizefKTnaPDX\nc5chzU08JvlFetaF7unbJH9MaIWCNKG7VPfSTH0fAagVgQZX7ULpCM+qetHXsyLPagnbvmMgdcaF\n+ui0EV1G+T8ijMiYGuJGkBcJcEXqBuo6fmtFrdteezR9irzPP7RKX//WYGunpnlzrl7xRpvu+wST\nTyKAtbqmHQ86mrcJFWf7/TpiVvdpe1wf52jqNbNo3XOaxboJoWrESh0D95JcdknJnAInczg9gtkC\nKsGRCbgiXnMJjbjrOg9MRLeFDmbpHC49nkYE7b4dP87s19fWgG29mz7NL+WRh5QHXQB/+W7oBZmm\npWtZ+2xaPclNVpnXmqhaBbbW94HN6QsZLPbx+qIjthNbv0usWeFndYPY0LzwuDOSb6vBXwYhnFXn\nfZapVnLQVXIiqwBVHzOksLQHY0GgD8Ck/YQDkOfQ1q21nAtSJvx2cPeqcaA32jJp61lAXADAzuSQ\ncve1pR5Quj/qY3VIXMxr+a7VMR2zigS62l+XskICXb08lfaqbN2sC7xo3kGDrgZRTax7tU3vs3GR\nvntE6dNjjb6X9jbjPZs8BIWrSCllBApBzl1WUC2hWhBmwRyRcGUCbAVaz2vvsSFxUX1RXe3KS/ta\nt8YRxqLwGpJ+ocee1I20W8PZsblJhF+3+eqpghuCbh9i28FvecRN/b8+GQLXO+GMTWcCzlqUmgzT\nVITkMhWkPBcZlGKhyLF2cMngFCBCHSdhee2iDBF/1tqFfvDcoAk711u139ZXn5LSIGnbOFfH6Ps5\nwmCSVVL0R86Rpdrskk59ScH03Fu26T5oeTgrNmq1agEMaVfpV436llC7VqCaq5dy9z2HFmud5gPb\nM/PfXsO2oxvYDqv7he1n+t7Kql7GKWpzZb23ebsNaUETiZJJLEja+zYp2feUboxDe04yFnTWQJ9R\noI0WeY6htAU5VgcVdJ/RSm1I9Dl6Dnq/bDBi+zqt+A2r3KO+QbmpDBV6U4C5k/toAJWBJVOlZL6j\ndFr5rZ+7b6DL/GLZv1T7NqkX6TCrwt9Shk2zNGB44A3t6ytrsWKfBkw7kEWJCadgXWydjaKtfDtt\nDs7W+ZCsSz+A7uAaAl19v5w051meQXOJevDJOWJhvRrFJ/ccGvSbWMyr7jt0z77zVikMSIQvpLoQ\nUJXZLhqYdKRTKDm7XJnuK5tSMkPltEaPFTszRveJdc8O3SDE6tKtkRPzX2u7VYh+N6A7JDIotWw6\nAPtEgEBzYFJx1n2GlOgpfC0k11cPSq1ZdaddVV/SqNq6lA5mkwyHLLdV14WzwGJlk5SAesU+KWNf\n9Epbk9rVXiVi2fR19teyb4nF2we8AiRyv74EWj2MdNBN0y6wGjxlvwXHVefYuulTnOvqeQiQ7Xl9\n5dBjT9pcB5Y8AT+EThBKwEb49XladPxI1lIcEkuf9JXXWrp9BlOfoh26nj5v8/64oaVr/29yA8sn\nWRkipoeO7xt8UjFikdrAR9+15byMlK+j7ylUg96nRfbJQPTm/Ioud6TdFxGdkaCvK2Ucqpt1ogNP\nIuKRbELLaF5Mor/aRcvMsX088SoFqLnZIR5ZRPavW6i17zx9zVUKSupZBzX7+ntfOYeCMbYP6vNW\nWau6LnVd9/H3+np9mSab3FPvX0VJ6HLYlAIbudcR/0Ztl/nemqaz07zkHjrgqBX1fKD8lobro2RW\niW5vMQg0Vaj36fsNXWO9bAC6Q4NonZViB6xIH0doO5bdbx9U87Cy2rHWoKtAS+4ngC2VbLmbvrLr\nMuqBpbk8yVDQg65P42qQt1y45ZJsnfRF4jP6Qbfvvz1X7qcBQ+q3L3NAyinKQ/F7KztgZj462GZl\nXb/Q5e+7jy7nkCViXcm+ehOF2Uc9eLNNX1fqb9MMBfnuq2sNfLYv9Y2XO6Xhhspp79eXq1r3/Lb8\nZsWHPvRO3v3uhwF47rlX+OZv/rAqvzZe9L3l/ybjGVJwf5M67xMb2+mTdRTRetkQdPWA1De3helL\nZ7KWp20gSamSATwEciI6oijX0Skj+vpyP92wTp0vADlkvfd1cv0cWnQATcqieWB9Tf0cci0LgLYM\nujNZDSwd1ptz1nWOvkitlaGB7kh8q9SlWApD5+pBK/uLgWM3KcemNIt+PhubQO3rG/R9ddgXYFxl\nTa8TDap991tXN0PXk9999baJUrNi+4sNHvaBbvj+uq97jEceeQCA++67aO5rx6aujz7ssSLPInVt\nx5yWOwXMPqt2U2qvXzYAXW0ZCoD1WYGa8LbnYI7XicbS0TRgr4oYav5V3JcwG+V7v/de3v72c5wF\ntO7geuGFY97//k+TpuwO3WtICegyWgsxuE/f+70P8/a3X1xx/tD1VknftdZ1xtfq3t3r/vIvP8PH\nPjYlTVqX60ibDnkM2prQea+FOXcTq2OdwugT7VVo11Sup/cNgXof6K4q4zp5tZbZJrIOdK3XpS3O\nvnGovSANvt3g4eOPj/mBH3iyvc7583tryqh/S5xFl2mdrPKm1523CqCHjIg7UYJd2QB0x3TdHs2t\n6okRkFw5HeHWLqqNVGvCfWGuYfkk1G+bvBzA98d+7C+12nSVHB2d8P73f4rAMwlBv86NtzKUzxn+\n/9iPfTOPPPLg2rL8eZWtrd/gYx/7A1K/mJPSeYZmtMk2vX6E8LbC4Uk/kcG/iiNenZpzVqwHYS0s\n245922Xfq+Hch+TVBoJfrdi2GQrYCpjqQCJ0A+l64kAal+95zyV+5Ee+dYNyWCATj3eIKtvkmVZJ\nH71pPWnZZgObmntfVa7VfWND0NUiGg0Sub3OzbM8i86JqygKz/a2tYL1uXa6q5WgubNss4p3Dvb3\n5Zqrp+xtJroRgqbOsrvjfb7YpSxz9vc1KNpc5T6eDqZTR1VBeuOgtLemsbQns0ruhLvUlBP0p6H1\nrSOxSTn+vMnQOLL1qRWgrRupTwkc10wmDaMRQMZ4vGlq1ybtsE42yYTpE+txSR/MSIbBTk8ZpZyv\nrl9sMA34A/GfmNpDDbDOpB8C3iXf8R0X+eAHv/tOyt0reZ53FtkYEu99uwTd6yWbluXPqzRNQ9Pc\nObf1Uz/16/zoj36Ks8ocup6NZIDkpEkpMkiGLGANEn37rTJftV8fYwH7tZQ7DXYo5W0AAAPeSURB\nVHptOtg1UPSd82ozZOR68i3eyZyPf/xv8mVf9igQsCPP+4Hw6OiE/f2fIrWXnnhhM2803z5kyNi2\nXKdUNJ2ZqX2a9hRPWnPFIpv0h//obqYBH8dvHamWqL8Uah25LJWrX5Xw/7d3xjptBEEYHvsIRhBZ\nRg4SnRUlShooIUqFhOQeJQqiivwUqf0AvAIFvEpKSsp0eQ5MUjiTGw97u2f7WJ2s72ssbo/b9a3v\nv92Zf+/k///s7e3I1lbTCx8irel0sta3iXS73ZVG8/1+TxafVK2WNmtt60gZptBHd9mEaNVvLSVI\ndgSdihX7kJndv2qaWchzsaszGBF57qKJ7R8SFG2L1mnj3SGB9UnXZW+g9lzPQwyDwe6S15WOUH1M\nvXCfSux7x/ZT/fGJOnue9I0C3o0hEvav2wSiD73EB1vJM/Tw8C21ywosNmp///UL1AFt5Orqs5yd\nfQiWXV//lNvb31KKrs0NWN9wbJSqZbHpZiiJFCq3x/ZJNp9Q0faJhLP7KUL2w2VuaiqcWrcdtcXa\nYG1xuqw5dF68vTJU17LY9oX6IzVTDP0eYhZERQXVnx/vIpotbL+5+SSnp6NEm+YcH/+oLEuK7tHR\nu1qVANRhOBzIcDgIlp2c/PonuiLlxayr/+wF5kcTVhS1rI4IhBK1+nfq4vcjnJCHdR1rUUp063iv\n64QQVHTtqLiO6HoxXzWH4fvNbrPY+qy7wt78Yk6EOiECe+Pz/fck5+cfG0mOM8eGFmGngTbJYbPZ\ndj/FTv9VlO2zL3R7nVGtp0pkQqGDRQvVaNSTyeR95NjrUNdX29Sx0gwGMVtYCCuy2t9V4SF7vmMP\n9ImFnixzUR2NtmUyeZvYd87y3y8MogstxI9oQuUhl4tIGZ/TC9CL8TrUsYqV0/zx+FCm069r1rnJ\naP/YJfVKVVzW4vu2qm+qHBF/ZDx+I9PpxTKNXhtEF1qGTjP9Q3NCGWm/0KFjtvkR0+oWn5I6z4F4\nyYUOm4Y6BmzMvjBlMewNMBa3bqLfmyVpGYsUAzTKbDaTx8d2XSDrUBRdXDIBSsuYf8mqDSGERroh\nO5lfPed5ksvLQ7m7+x4sfak+imknvwhoDUVRVHo7YdPQt2xYN4RIKbYay7d2Nr9SLZQMs3bU+bH7\n/VfS6203/QVWBtEFgKzs7u7I/f2XbPUdHPSz1VUHwgsAAA0T087NfkAAAEDLQHQBADKC6AIAZATR\nBQDICKILAJARRBcAICOILgBARhBdAICMILoAABlJLgPe5Pd8AQDkJiq6LAEGAGgWwgsAABlBdAEA\nMoLoAgBkBNEFAMgIogsAkJG/l3OGUp5w0GgAAAAASUVORK5CYII=\n", | |
| "text": [ | |
| "<matplotlib.figure.Figure at 0x318ff50>" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 7 | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "Finally let's do some simplistic data analysis. Plot the difference between the first day and 1 month afterwards." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "b.imshow(tos[30]-tos[0])" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "output_type": "pyout", | |
| "prompt_number": 8, | |
| "text": [ | |
| "<matplotlib.image.AxesImage at 0x7f89443f85d0>" | |
| ] | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "png": "iVBORw0KGgoAAAANSUhEUgAAAV0AAAC1CAYAAAD86CzsAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", | |
| "text": [ | |
| "<matplotlib.figure.Figure at 0x7f89443d0c10>" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 8 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [] | |
| } | |
| ], | |
| "metadata": {} | |
| } | |
| ] | |
| } |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment