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@pmarshwx
Created October 25, 2012 14:09
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Notebook to show bug in rendering figures with text in axes
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{
"metadata": {
"name": "nhc_pres_vs_wind"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": "import zmq\nimport IPython\nimport numpy as np\nimport matplotlib as mpl\nimport matplotlib.pyplot as plt\nfrom matplotlib.lines import Line2D\nfrom mpl_toolkits.axes_grid1 import ImageGrid",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": "print 'IPython Version:', IPython.__version__\nprint 'Matplotlib Version:', matplotlib.__version__\nprint 'ZMQ Version:', zmq.__version__\n",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "IPython Version: 0.14.dev\nMatplotlib Version: 1.3.x\nZMQ Version: 2.2dev\n"
}
],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": "fpath = '/Users/pmarshwx/code/notebooks/nhc_data/hurdat2_atlantic.dat'\nlines = open(fpath, 'r').readlines()\n\nsandy_w = [30, 30, 40, 45, 45, 45, 45, 45, 50, 50, 50, 50, 60,\n 65, 70, 70, 70, 80, 80, 80, 80, 85, 90, 110, 110, 110,\n 105, 105]\nsandy_p = [1003, 1003, 999, 998, 998, 998, 998, 997, 993, 993, 993, 993, 989,\n 988, 986, 986, 983, 973, 973, 973, 970, 968, 954, 957, 957, 957,\n 960, 967]\nsandy_w = np.array(sandy_w)\nsandy_p = np.array(sandy_p)\n\nwind = []\npres = []\nfor line in lines:\n parts = line.split(',')\n if len(parts) < 10: continue\n wind.append(int(parts[5]))\n pres.append(int(parts[6]))\nwind = np.ma.array(wind)\npres = np.ma.array(pres)",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": "wind[wind < 0] = np.ma.masked\nwind[pres < 0] = np.ma.masked\npres[wind < 0] = np.ma.masked\npres[pres < 0] = np.ma.masked",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": "# inds = np.where(pres <= 954)\nwvals = wind.compressed()\npvals = pres.compressed()",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": "MPH2KTS = 0.868976242\n\nxbins = range(35, 176, 5)\nybins = range(880, 1031, 5)\nnorm = mpl.colors.Normalize(vmin=0, vmax=3)\nfig = plt.figure(figsize=(12,8))\ngrid = ImageGrid(fig, 111, nrows_ncols = (1, 1), direction=\"column\",\n axes_pad = 1, add_all=True, label_mode = \"1\",\n share_all = True, cbar_location=\"bottom\", cbar_mode=\"each\",\n cbar_size=\"5%\", cbar_pad=1, aspect=False)\nax0 = grid[0]; cax0 = grid.cbar_axes[0]\ncounts, xbins, ybins, cbar0 = ax0.hist2d(wvals, pvals, bins=(xbins, ybins), cmap=plt.cm.cool, norm=norm)\ncounts = counts.T\nc = cbar0.get_array()\nc = np.ma.asanyarray(c)\nc[c==0] = np.ma.masked\nc = np.log10(c)\ncbar0.set_array(c)\n\ncax0.colorbar(cbar0)\ncax0.set_xlabel('Frequency of Occurrence', size=10)\nticks = [1, 2, 5, 10, 20, 50, 100, 200, 500, 1000]\nlogticks = np.log10(ticks)\n# ticks = np.delete(ticks, 1)\ncax0.set_xticks(logticks)\nclabs = ['%i' % (10**x) for x in cax0.get_xticks()]\ncax0.set_xticklabels(ticks)\n\nax0.plot(sandy_w*MPH2KTS, sandy_p, linestyle='--', linewidth=1, marker='o',\n markersize=10, color='red', zorder=10)\n\nax0.axvline(64, linewidth=1, linestyle='--', color='k')\nax0.axvline(83, linewidth=1, linestyle='--', color='k')\nax0.axvline(96, linewidth=1, linestyle='--', color='k')\nax0.axvline(113, linewidth=1, linestyle='--', color='k')\nax0.axvline(137, linewidth=1, linestyle='--', color='k')\n\nax0.grid()\nax0.set_xlim(xbins[0], xbins[-1]-1)\nax0.set_xticks(xbins)\nax0.set_xticklabels(ax0.get_xticks().astype(int), size=8)\nax0.set_xlabel('\\nMaximum Wind Speed (kts)', size=12)\n\nax0.set_ylim(ybins[0], ybins[-1]-1)\nax0.set_yticks(ybins)\nax0.set_yticklabels(ax0.get_yticks().astype(int), size=8)\nax0.set_ylabel('Minimum Pressure (hPa)\\n', size=12)\n\nax0.tick_params(axis='both', direction='out', which='major',\n length=10, width=1, pad=10, top=False, right=False)\n\n\nax0.set_title('\\nAtlantic Basin Wind vs. Pressure\\nBest Track Data 1851-2011',\n size=18);\n\nplt.savefig('WvsP.png')\n# plt.show()",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stderr",
"text": "-c:17: RuntimeWarning: divide by zero encountered in log10\n"
},
{
"output_type": "display_data",
"png": 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Tp0Iqlaps/8EHH+Dbb7/F9OnT8X//939YuHAhsrOzYWdnhwULFqC8vJzX/jXk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\npFSEVXK6AAAAAElFTkSuQmCC\n",
"text": "<matplotlib.figure.Figure at 0x10d3afc10>"
}
],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": "MPH2KTS = 0.868976242\n\nxbins = range(35, 176, 5)\nybins = range(880, 1031, 5)\nnorm = mpl.colors.Normalize(vmin=0, vmax=3)\nfig = plt.figure(figsize=(12,8))\ngrid = ImageGrid(fig, 111, nrows_ncols = (1, 1), direction=\"column\",\n axes_pad = 1, add_all=True, label_mode = \"1\",\n share_all = True, cbar_location=\"bottom\", cbar_mode=\"each\",\n cbar_size=\"5%\", cbar_pad=1, aspect=False)\nax0 = grid[0]; cax0 = grid.cbar_axes[0]\ncounts, xbins, ybins, cbar0 = ax0.hist2d(wvals, pvals, bins=(xbins, ybins), cmap=plt.cm.cool, norm=norm)\ncounts = counts.T\nc = cbar0.get_array()\nc = np.ma.asanyarray(c)\nc[c==0] = np.ma.masked\nc = np.log10(c)\ncbar0.set_array(c)\n\nx, y = np.meshgrid(xbins[:-1], ybins[:-1])\nfor i in range(x.shape[0]-1):\n for j in range(y.shape[1]-1):\n if counts[i,j] <= 0: continue\n xx = (x[i,j] + x[i, j+1]) / 2.\n yy = (y[i,j] + y[i+1, j]) / 2.\n ax0.text(xx, yy, int(counts[i,j]), ha='center', va='center',\n size=8, zorder=12)\n\ncax0.colorbar(cbar0)\ncax0.set_xlabel('Frequency of Occurrence', size=10)\nticks = [1, 2, 5, 10, 20, 50, 100, 200, 500, 1000]\nlogticks = np.log10(ticks)\n# ticks = np.delete(ticks, 1)\ncax0.set_xticks(logticks)\nclabs = ['%i' % (10**x) for x in cax0.get_xticks()]\ncax0.set_xticklabels(ticks)\n\nax0.plot(sandy_w*MPH2KTS, sandy_p, linestyle='--', linewidth=1, marker='o',\n markersize=10, color='red', zorder=10)\n\nline0 = Line2D(range(5), range(5), ls='--', marker='.', color='r', ms=10)\nlabel0 = 'Tropical Cyclone Sandy'\nax0.legend((line0,), (label0,), loc=3, shadow=True, fancybox=True,\n numpoints=1, fontsize=10)\n\n\nax0.axvline(64, linewidth=1, linestyle='--', color='k')\nax0.axvline(83, linewidth=1, linestyle='--', color='k')\nax0.axvline(96, linewidth=1, linestyle='--', color='k')\nax0.axvline(113, linewidth=1, linestyle='--', color='k')\nax0.axvline(137, linewidth=1, linestyle='--', color='k')\n\nax0.grid()\nax0.set_xlim(xbins[0], xbins[-1]-1)\nax0.set_xticks(xbins)\nax0.set_xticklabels(ax0.get_xticks().astype(int), size=8)\nax0.set_xlabel('\\nMaximum Wind Speed (kts)', size=12)\n\nax0.set_ylim(ybins[0], ybins[-1]-1)\nax0.set_yticks(ybins)\nax0.set_yticklabels(ax0.get_yticks().astype(int), size=8)\nax0.set_ylabel('Minimum Pressure (hPa)\\n', size=12)\n\nax0.tick_params(axis='both', direction='out', which='major',\n length=10, width=1, pad=10, top=False, right=False)\n\n\nax0.set_title('\\nAtlantic Basin Wind vs. Pressure\\nBest Track Data 1851-2011',\n size=18);\n\ncredit = 'Created By:\\nPatrick Marsh\\nhttp://www.patricktmarsh.com'\nax0.text(0.875, 0.925, credit, ha='center', va='center', fontsize=9,\n bbox=dict(boxstyle='round, pad=0.5, rounding_size=0.25', fc=\"#FAFAFA\",\n ec=\"k\", lw=0.5), transform=ax0.transAxes)\n\nplt.savefig('WvsP.png')\n# plt.show()",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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a2rTnTMaBIuefSougg0OAwfo6om/tRKMp4Osdvfn90CSszR3JU2nnibPyU7Cz\nrNycvVR6v52UqhwsLZ2wsLC7d0xe5LgxSDsRTtQ7/tz+K8Soujqy465g4eiGzNLaJPoCgUAgEAge\nHQblXC7M/wpXSS3MMSeDdF6Xv8Vl9SW+zv+MxZa/MC/vI9arfkeNmt1W+3GT1immUVrOZVjGZhYm\nfUgby07Mr6s1Qk9Q3mbK7RdY1TACqURKnPIGU269QJ4mh9889mMttSmmU1bO5aSoQELa/MeVrChW\n3/yUOS3/ZOm1D0lXJfN+sx8BOJdxlH/ivmfGUytK1Cgr53Lbqc+4nRrN2B6/8feRaTSu1ZUTsRu5\nlnQEmcSMGQMPY25mVboA5edcnj+/mf/CPqRevU4MGaxtp4yM26xb9wKvvRaBRFL27wRDcy7Vynw0\n6gKkZubETB+Mx1ufYdP0vovRfj8JvnuLvysVybm8+vdXmDvUon7vVw2u8yTmXEokkidyU+Mn9b6N\niWjDxwfxLAU1EYNGLncUbKG/2SDsJQ6ka7R2hhmadBwljlxXX+OM+jQnbS6y0vIv5uR/WKEAetoN\nYlPjKKyldhzI2k2+Oo8ZcaP5pM4ypPc6THXlDfi90UHGu37E0uRPK3iL92lm257G1m14N6on2QUZ\nOJvf7wRHJG+gh8uzD6Vrbe5Iczd/AFrW68mtlCis5PbMHXaWgR0+ZueZrx46Zh0tWgzi7fFRWJjb\ncfnyblSqPDZuHM2gQcvK7VhWBKncHJmFFRKZDOduz5B99YzRtHUkHt5C7a4P77gkEAgEAoGg+lJu\nryRefQdzzHGSOOEt7cT+Aq2neHhBKF1kPmRqMrCX2APgLHEhXZNWTKO0nMt8Tb7+s63UnnxNHh/f\neZPhThNoYtESAJVGpf/VZiO1Q1mojo7Sci4Lo/MUH91wFgvbhuEgd8HHaYD++NHU3XR2Ci6xbnk5\nl03dunEz5TQAsckncLVrjLXFfS/2nPzibVKY8nIuCwru37OFhT0FBXn8u+VNOneegKtryzLrQsVy\nLguy7w9Bpkftx7J+s3LrGJpzCZB39w4SuTlyOyeD6zypOZfVQb8mxy70hb7QN51+TY5d6Jtev9xk\nvW0Fm3nGbAgAtaS16SbzJzjbj4ZSDybKp2AmMcNSaUWfbH8KUPGlxSKDL74vcwcrU75Bo9Hgbt4Y\nO6kjoZkbiFPFsjolhFecJuNp6c20uFeQIkWGGZ/WXWGwvkqj4v0zfbmUdYr3o/vyhsd8frz2AVJk\ndHLsTSu4uBeVAAAgAElEQVS7zgDEZp+njmUjzKUWBmsXpoFze8xlVizYFoidZS2CAqawNPwlFmwL\nAGC03/KH0tVx6dIODh78Bg0anBwbY2npyLmYDaSlxXLocAhPd32Xli2HVOoaOtJP7+X6sllI5RbY\ne/lj16pzkeMNXqucz23C4c24+Rgn1sedJ9Uf+km9b2Mi2vDxQTxLQU1E7HNpIGKfy7IR+1wKBAKB\nQCAAA3MuBQKBQCAQCAQCQ9BPi+8tUOB3b5shXY6ksco/5IdQJ9uLLtbasi5H0ljlVXdDqCf30m8j\npMuRNFb5r1shWNp50aKutqzLkTRWefeZEKwKvGjUSFvW5Ugaq3zoUAhpLl44dNCWdTmSxirf/iuE\nWu5eOLfTlnU5ksYqX9sQgsKyZnpz13T9wnk3Ql/oC32h/6CmMeMV+o+Pvn5a/JqH6abFD+Uq6KkO\nMJn+/vz7HWOT6CsVuHmaTv94ugLLp02nfy5OQf2nTKd/8aYC17am0792TUHURNPpZxxTUMuEzzft\nhILk50ynn3dAwd1nTaSvUEBAAKb610GhUOj/URL6Ql/o1xz9mhy70De9fpV0LgGss00qj7TAtPqX\nmptW/6ynafUz7Eyrn2L44u+H4t/ixklGxTLHtPpXmppWP66uafXFLnsCgUAgMBSDrF1+Sf+WHdn/\n8K3raqYkjUKChDpm7nzrshqpRErPWy2oLasHwDyXxTSTtzLo4rEF1+iX0pWnzDwxx4I/HXegyN/N\nd9mfo0bNJzbf0FbeAZ+7Lagj1ep/YbuYp8wM1++T3pWnZJ5YSCz4y24HkzJf57r6CmbI+dn2D5Qo\neTNzOACJ6nh6yvswz+Zbg/SjMw+z8PoUJBIpnjadeaHOJOZc1rZPbXN3Pm66mhx1FtMuDEWlUWIj\ns+eTZr9jLbM1SF/HmVs72Xb6cwDupJ2nb9upHL/+DyDB2cadsf6r9XuCPgzJ6df49s+uuDl7Yiaz\n4M1BW1i03o+45DNMHXEKV4cm+nO3H55Nv66zK6SfkBDNv1veRCqRUat2a7r7fsCGDaNAIsHe3p1h\nQ1cbda/O+DXfkhr+Dy2W7TWaJmh910+/1RWrRp5I5RYl2mNWhvzjh0mfMwUkUsy9OiOxs8fuvdnG\nu0BcHAwYADExkJUFUuO1uTGZPXu28FOuJKINHx/EsxTURMr93yVPk0dM/ikkSLCXOvFr7a38WWcP\nDcwaE56j9bR2kdXmjzrh/FEnvMSO5aFcRan6AebBbHAM50/HHeRoclids5R1DrvZ4BhOW3kHAFyl\ntdngGM4Gx/ASO5b788vQlwezyT6cv+x2cEalvY9N9gpGWLzG+vw1uEnrsMk+nE324QTKg+ljXnyI\nbL+yZP26Fo34oVU4P3nu5a4ygYT8m3zdYitLPPdQ16IxB1K3IZeYM6fZGpZ47sHPaTBbE1cU0zme\nXnr8AG3q92Fqv3Cm9gvH2bYhnRs9z7tBW5nWfw+uto2Julm2t/i5cvbRBGjRMJiJz4YzfsgOZFIz\nxj6zifbNnoMHnCF2HC7uc3vxZtn6VemNrs7PI+fiKZBIDK6Tccxw/bJ810vD0H1AZQ0a4bIuHNeN\neylISiDza8M8hfMOGKaPszOEhcHTTxt2PminxU2IogR94S1eeX3hLf746AtvcaFfE/XL7Vz+lfkL\nz9q+igYN9lIHbKX3vL8x03uDp6rv8uKdHnyYPI48TV6FAtinDGdQqj8/ZYdwTHkIqUTKS2n9mJA+\nimxNtl5/cGoP/pfxcPoD0/35MTcER4kTWWj3zCnJB/2gKgJfswCDtZ3lbsil5oDWC93BzLWoN7rE\nDHOpBc5yt3vfmSGTPLwPeGLGFewt3XCyqY+VXHsdmVSOtBKaOi7eCmfRen8UJ7R+4nbWtSutqaMq\nvdGTNv2CyzOvFusUGwtT+q7LarkhMde+TxK53Oj6WFiAo6PxdQUCgUAgKESZnUulRsnh3D34WAYW\n+T5edZt9uaH4WQYD8Hed/fxZZw/1zTz4PWNpMZ2nLQNK1K8jrcch54tscAgnQhnKIeVe4tVx/Omw\ng87ybqzK+QmALY772eS4B3eZB6tzi+v7mpeuH+l4kY12Wv10TRoWWNIt1ZOVeT/R33yo/tyTqqN4\nytqVOL3sKy9ZX8el7NOkqhJpZKV1y0nMv01k2m66OgTrz8kuyGRjwlL6uIwoVt/bvmx9Hceu/0PH\nRsP05ZTs25y9vZvW9YPLqAUt65at72BTj5mjLvLOsHAu3AjldlKUQfHoaO5etj5ovdEXL2mLmZkl\nTk6NAa03+pUru2natOz4davey0OjUpJ5fA92nQLLP7kQdh0N0zd3rYf37xdpszCc1KOhZF02rJ10\nq+oNRXn2NOrkRIPPt+hWMf0KYcKEca280Bf6Qr8m6tfk2IW+6fXL7FxuyFrNIJuinaE8TR7vJ4/m\nC5f73t/2Uu1oSB/roVxQGu5FbS4xx0pihUwiI8j8GZrImtNV3h2JRIKfvCcXC2IAcLin3998KOdU\nD6cfLH+GrcoN2EnsOeB4lv9ZfcwPufc9v7fmb2CgecW9xdNUd/n62kQ+bPIrAPnqPOZeGc2MJvfb\nR6PRMP/KGMY3+BQbM/sKX0PHqRtb8Gqg9eRWFuTx697RjPZdVql8SwAzmTnmZlZIpTJaN36GuORC\nbVyB6eWyqApv9OStq3HuW7zzbiyqwnddnXKX9JkTcfjmV6NrCwQCgUBQFZT5v/pV5QXWZCzh1fh+\nXFBGszL9e2Ykv8krdhNoKteO0ik1Sv1U9ZHcfXiYFfeiLi3nMktz39bliHI/jWRNuajSdiijVCfw\nkDUpon9YuY/GsuL6peVcZhbSP6zaD4CjRLus+UEfdIVyNwHykkfQSsu5VGlUzL40kokNv8JZrp1G\n/vzqmzznNkE/igmw9OZHtLfzLXWEsrycS4C07DuYSc2xuedZvnL/m/RsNYG6juV7i5eXc5mXf7+d\nrtzej6tjoTY2YHq5vJzLqvJGz429QOL6JVyc1I+cK9Ek/PWDQfUMzbl8GN91MDznUqNSkTpxJHYf\nfYXM1fC0BINzLotczMC0gWqe1yP0hb7QfzT6NTl2oW96/TKT3T5w+lz/+YU7/rSz6MSC1BncUsXy\na3oIr9tPxtvCh9EJ/bCR2OIgdSbE9TeDL35IuZfPs2ZhjgU+cn+85V3wkfdgcGoPrCU2/Gi3lhTN\nXUak9cdGYouTxJkf7Cum/1nOLCwkFviY+TPZcjpvZL7E4PQAABbZaD2/LxWcp6GsERaSinmLhyWv\n41zWUb6PnQrA2w0+Q5GygTt5sfwRF8JLdSfTyqYzv8V9SVvbbijubqC3y4sMcxtXoesAnLyxmQ4N\ntZ7clxIOcjx2A3ezYtkdHUJvz3fx9nh4v+7Lt/ey7dAszGQWNK3nj4dbZ5Zve4GrcftJTL1Ir45T\nadtEO2Lat2vFfW6ryhvdfeL99/X8G/7UfmFCpTULU57vemXJ3bIO5amjZMzTvk9Ww8cYVR+VCvr2\nhVOnoE8f+PRT6NLFuNcwAsJLufKINnx8EM9SUBMR+1waiNjnsmzEPpdlI/a5FAgEAsGTQvXc6E4g\nEAgEAoFAUCPRj1zO8Qunda0AAKITFQAVKidmxnL8xkrUyXtx1ihJlsiQufTgRa/FnIjfTscCL7zv\neXUfv+fdbazyn7dDaC/1orOttnwkU3vcWOXViSF0LvDCx0JbPpinPW6s8rKMENzqeelzMnU5mMYq\n/xEXQr3aXrR31pZP3dUeN1b5n+shOHl40aqOthxzR3vcWOWdZ0OwbOlFYw9t+ep17XFjlQ9EhhDX\n1wsnL2055aT2uLHKN9aHYNvMtPp3e3npV43rcjCNUS6cz2lK/b9dTOut/Gyy6eK/6wL3Lsi9AIxX\nLpz3ZCL9cL18wL3DCqOVC+dtCf3HS//Bawh9oV+4rO9crh/28BNfIf/I6Iya/kA3wBrIBg4A24BI\nJHzpo35o/fI4nqaghwm9xY9kKghWmk7/YJ6Chk1Mp388XUHTBqbTP3XXtN7rMXcU2HQ2nf7V6wqu\nvmY6/ZSTCn1H0FT68cNNo593QGHSrY50+rdNNK2vUGj9cevFmUbfpL7uoO0ImnLLEYUCTTX2Jxb6\n1Ve/Jscu9E2vL9FoNJoGEgkhQ1UgkVVY4Fb6ea6FtmQecAg4COQAVoAP8DTwIdCl/Tk8rFs8dKDl\nYZdZ/jmVwSnFtPq36ptWP83BtPp36phWP7aBafXDeppW39ScM8wRtdpiqs6lDlN1LsH0+a6mRuTT\nCgQCYyMFOAwM3WhFv+0N8d3XR38wJSeO/4V5M2KjFWp1AWg0bLqwgJl7/Fh4ZCQFahV/nnybX4E2\nwBSgHzAP+L97Gt8CWcCyq28Xu3h0xmHGnfFl/Bk/Fl2bAsCaWwsYf8aPORdHotKoSM6/w8ToQCZG\nB/LySU8WXvu/YjqlcTr7MKMu+zL6sh8L4rT6n92eyJgrgXx8cwxqzf3R1LM5x2kfJS3ynSH8nPEt\nzyb4ARCRu5uXEnvxQmIgZ/JPADAmaTBtbjmxL/e/CulGZx7mzWhf3jrrx8LrU4jLu8a4s/6MP9uD\njy+9XCTOc1nH8TlcsdiT8+KYcNCbgaFWRerti/+HkREN9eUVF2cyJbI770X6cyv7Eqsvz67QfQBE\n3drJZzsD+WxnIO+uq8fx2E2sjpzIZzsD+eXAmAq3+YPEJ0bz80pflq3yZ/P28QBcurKb5Wt68etv\nPbkdd7xS+oW5s2sVJ//XmxPv9SQv6bbRdEvSv7jkPaNq5x8/TNJgX5KG+JE+e4pRtY2p/6h8lE3d\nPsTFgbc3WFmB2gQzOYX1xQrjxwbhKy6oiUgB6gMbB2eyxz+Cs63n6Q/amjszu3sYzZ2fxjonlm4b\nrUiImc0eqRzfjHPcjnwJVZICB+AKcBLwvlfXGuiJdtTSHchMjyh28boWjfjOM5wlbfaSokzgZHoE\nJ9IVLGmzl2bW7dh7dyMu5nX4rnU437UOp4tDMN2dii8b1uVgPkh9eSN+aRzOiqZ7uatK4HjWPlQa\nJb80CaepRWsiMrboz/0reTGeVh1L1NHlYD5IniaPGOUpQEKuJpe1WUtZ67qbv2qF08Zc64v+mdNP\njLGbXGJ9HboczAfbpjzfch3/xC+mpU3JsUPJ+2jayZ35olMYLR2K+kzvi19PbUtt5zJTmcq5tEN8\n02UfY576nC03FvPb5eI+t7oczNJoW78P0/uEM71POC42DbG1cKFArWR6n3DqO7bm5M0tZdbX5WCW\nhqtLC954dT9jR0VQUJBH7M0DHD2xlFdH7Ob1kWHUq+tdZn1dDmZ55CXdIvV0BF4LQunwdRgWrvUM\nqqfLkayo/s313xhV/0HvcuW58jeBr8gemsbSf1Te4qZuH5N7uxfW/+QT4+s/BBVpf6FfMsJbXOjX\nRH39anGN1Jxsm0akON3fu08us8DGXOuOk2XdkMVd1uLe5G3OPzWd1nUGcDL3NmaokQA9gHFASc7f\nvoAZqmLfO5sX9ea+mh1Nh3uLUDo59OZMxsEi55/MiNAfNwSXB7y/IzPDeMqyHQAtrNpzMvsAAJdy\no3GTN8BaaoumApNEf2b9wnPWrwIajucdRIqUV5L6MfnuKHLU2r2Xassebr64bN/y+x7lV7KjqW3e\nAKsKxm4utcBWXtRnOjJxGx1cgpCgdeWRS7X7fqo1ajKUKdjLXYvpVISEjCvYW7mRknObBk7a59DA\nqT2XEg9USldW2LtcmUNi0jkkEimr/+jH35tHka80zj5Yd4/sRKMu4OT/enPh+0lojDz69KC+sXnQ\nu1xiZjxP96rQNzUmj9/U3u7CO14gEFQTKrQVUaY6D5ltMxLcgkht+Ao37FqhQsIBYA/gARR3/tbm\nXhZQuo3gpazTpCoTsTVz1Nsj2sjsySxI1Z8Tk3mUptYle3/rVo2XxoWc06SoEgm0H8zRrD0AHM4M\nI7NA69CzJmkhw13eAdB3rAqjWzVeGKVGyaG8PXS757ueqI4nviCO31x30NG8G79l/VRmTIXRrRov\niZJ9y0P1vuV/3lnI826lxw6Ge5eHxq2iV92R+rKFzApPR1/G7G/BknOT6FP/9RLr6VaNl8ex2H/o\n1HAYde1bcO6O9jnE3AkjOz+1zHq6VeNlce7CZr5fqvUul8utyciMY9RLO2jg3o2jx8t+FrpV4+WR\nnxKPRqXEa0EoMgtrkg5sMqieoYt5HtQ3lIouFtJ5l5s1K98d6WEW85havyI8TEJ6dYrfpIt5qkDf\nlAsOhP6j1a/JsQt90+sb3LmUIMFa7kCOMh2AHGU6NnJHHOSO6CYHhwIlTSRZA46ykn9Rpyvv8u21\nicxo9iu2MgeyVFr9rIJ0bAvVibi7gQDnh/P+/ixuInPcf6WFVXuaWbZh7JWeZKszcDFzIzbvErYy\nexzNtPuJGDr690/2agZb3/extpc60MVC64vua9GTS/dsLCtDeb7lN3IvYiOzx0FesdhL4mRyGK0c\nfDCTyvXf3cm+ypWMUyzvfpEP2//FiksfVup+Tt7cQgf3QTR0bo+7Uxs+39WTXGUGDlaVXw3U8qlB\nvPOm1rvc3NwGjwbaZ9HEoyeJyZV/FgBmto44tvMHwKlDT7KvG0e3NH1TYGrv8prujV7T4xcIBILq\ngMGdSw0amjp24mySdsTpdGIoT7n44OwaiG4h9T6gJLflbKCeQ69i36s0KuZcGsk7Hl/hJK9NS9tO\nnEzX6h9NC6WNnY/+3CNpu+niGFxibKXlXKo0KqbfHMl7db7CxUzr1fxW7VksaxKGg8wFP7sBXMyN\n4kzOEcZf7ceF3NPMuzW+mE5JOZdXVBdYnbmEVxL7cV4ZTVT+MS4qtZ2NM8oTNJQ10Z9bXqevpJxL\nQ3zLL2efISbrCP93rh+Xck7z5dXisUP53uUaNFzLPMOhxM18eKwf1zOjWXXpI3IKMrG+N5JsJ3ch\nS5lWYv3yci4BUnOKeqMPbjeLacFh2Fq40L7+gDLrlpdzqXrAuzw3N43EJO2ziIs/gZNjk9KqAobn\nXDq07kbmldMAZFw6gWW9snV1GJoT+aC+oRiq/zDe5RXJKTS1/sNQkbyhKo2/mni7i5xLoV8dtYV+\nzdcvM6moQK1i3v6+XE87xfz9fRnuOZ9Wrv7M3ONHLWsPBjabgrRASZe4f6gHOAMlOX9HAJ1cni/2\nfXjyOs5lHmXxda2X8lsNP8PL3p/xZ/yoY+HBi/W0Kzav55ynrkUjzKUV8/7elbaOs9lH+faOVn+i\n23y+i/8QKTKetu1NG+vOtKEzvRyGAjD2Sk9m1f/RIO3pDvd9rJ9N8GeS/UyWZYTwXEIPrKU2fOe8\nFoCPUicRlrOV0Jx/eaVgPMNtxhqkX55v+Yt13iXAeSgBztrYJ8T05IPGhsUO2mf74fG+XM04xYfH\n+vBa888Y4qHN83sv0p9RzbQLAixkVrwX6U+BRsXbLRfRyK6NwdcozIkbm/G+542u1qj5YldPpBIz\nWtftTRPXynl0X7q8g/2Hv4F73uU9/eeQnZPEL6t7IJfb8PyQtZXS12HbtD1SCytOTAlE7liLBs8b\ndzX3g/oeI2cZVf9B73K76Z9h3rECi0uqSP9ReSmbun1M7u1eWL9xY4iMrJbe8YKKIbzFBTWRSm+i\nnqfK5kxoaz7NvlbqOR9a1KVXu4tYmtk8ZJjlI/a5LBuxz2XZiH0uHy1in8tHh9jnUiAQGJtKL4e0\nMLMmzqkL04GeObfw1Sj1Dj37JXLCrOpzx6mLSTuWAoFAIBAIBILqgX7k8vVXwivl1axS5SIH0mLW\no4o/SY61G+5dJlKvoT9Hjy+lncyLlvdW/Z67l0P3Ulw4tplX2VKnB3fsmhY77mBZl80H30aTsAcX\nTQF3JXKo7Ufr5q/iattQf/6usyE0s/XCs7a2fDZBW99Y5W3nQ+hY4EUHR235RKr2uLHK626G0EFj\nWm/0VpZedLa5dzzr3nEjlVcnh9DI0YuO91alH7uX42ms8u93QrDwLP7+GKu862wIsjZeeDTWlq9f\n1R43VjnyQAi13L30Fp+xV7THjVU+si8EaXsv3Fppy/Ex2uPGKOs+Z9qAa1vt8aQo7XfGKOs+H+yG\nSb25G8aCdRft8exI7XfGKGdHKojVeQ6YKH5Te38HUrPjvx++0K9K/QevIfSFfuGyvnM5d6bpJkeu\nXlfgV4L3t3leCi0u/ESrs4tIcW7Hmdb/I65uT5BI+GVF2X7lR5AyZnQBoO0seDkW1zcWZxMU9FaZ\nTv9EqoKeGtPpH8lU0MXahPpZClrXNp3+sXQFVk+bTv/cHQVmvqbTv35VgXtz0+nHXlEg9TeNfnyM\nArdWASZLq0iKUuDaNoB/i3sjGAeFAgICaHnONPLZkQpiRwWYRhyqxPs70JRbmlRB/AFC/5Ho1+TY\nhb7p9aukcwngfrP0Y9KCPJpe/o3W0V+hMrPhl26/Ev9ve8ryJ/k/oPaQc9R11PqVW+YaNdxi1Ltt\nWn1T53RKTOA2V5hsE2c9nPU0rf6lpqbVLzDxfuI33U2rb+qcXZN1Lu9hqs4lwLnyt8OsFKbOiSx9\nB2LjIHI6BYInD4P+y4tPjGbz1jeRSGXUdm3NoP5LmLfAgXp1vAEJw5/7Gysrp4cO4tQdBZ9d+Q2s\n6pCQcgbXiJH8APwDTAZiS6jTH/jo4Nu81a98z+4CtYofDo0kPTeBJs6dGdhqKl/tHYRMKsfO3JWJ\n3X4vsr+joSTnxfFB9ACuZ8ew0zcLqUTK5+dfJy73CmYSOR+1+kO/B+WFjOO8eaITYX6qEjeCL4nT\n2Yf5Km4KUqS0tu7M/+p+w2e3J3Ip9wzu5k34uP7P5KizmHx9KCqU2Ert+aLB71jLbMvVvpQbzZzb\nbyKTyGhq0ZpZ9ZawPGkBiozN1JV7MK/+CswkZsTknODb+A8oQMVol/eJyonk7dqzy9U/k3mYhbFT\nkCDF07YzL7hNYs6VUUiQUNvcndlNViOVSFl5+3P2p27FWe7G7CarsJQZvnm4jqhbO9kWpV29fyft\nPC93/Y6dZ7/RPl8LV97q8XDPV8etG4cJ3TEFiURK3fqdCer3DVs2vE7K3SvIZHKGvPAH1tYuD61/\nO/Yw/227p+/emV4DvuHqxd3s2PAWDk6N6Nn/K+rUL9vCsixyUuMI+2oA6bdjeGlZFllJ1zmw9FWQ\nSLB2csd33GokUoN3JSuVAmUex754AVVOOnJrBzpO/Qup3LziQrNna/88SFwcDBgAMTGQlQVGiLkw\neRejufPxmyCTYdGsNXU+XmJUfVPHX5jZs2cb35O6CuMX3Mckz1IgMDEG/evg6tKCN0bf926+fecE\ndWq34/VXwnn9lbByO5bl7SPYtn4fPugbzgd9w3G0b4pDWgzdgPVAw1Lq+AIk7AXu59CVxpGbG2jk\n1IGZPcPIL8jhbs4t5vTez0c9FTR0bMeJ22V7W+tyMB/ETu7Mt+3CaG2n3a7kUuYpJEhY2F5Bvzqv\nEZqwRn/uxrjFPGVbsv+3LgfzQQzxRpdLzPm8wRqWN9lDgP1gNqWuKH7/JezT2ciiBaub7GdF4wjy\nNXmcyTnCkSwFKxvv5SnLdoSlbwRgaeI8FjXcxC+NwvCz68+SxOI+t7oczMLUtWjE4pbhLPXU+sYn\n5N/km6e28mOrPdS7542elB/Hqcx9LPXcSx+XEWxKXFZiOxwrZ5/Owu+Ps21DWtcP5sP++5nWV4G7\nUztO3Sj7+Zb3/jg4NWLka+GMGruX7KwE4u+cBiS8MkZBuw6vEX1qTZn1dTmYZemPGBvOyLf2kp2Z\nQOKdM5yMXEpaylVGvBFWbsdSl4NZGuY2zgRND8O12dP3yk4EvreV4A/3YFurMbdObSu1ri7n0hAS\nj+/AsXlnus0Px/GpLiQc31FuHV3OZRFK81I2sTe3eeMWeKzdj8fqCDT5eeSeLX+vUV3+pUGY2lu8\nEIb6USsqol+F8Rsu//jrC29xoV8T9Q3qXBbxblblYGnhQGJSDMtW+bMrbHqlAihMQsYVHCzdqIUK\nBRBE6VM21oCzRmmQbmLWVRo4tAWgkZMXF5MO6I/lqjKxNX+4USdzqQV2ZvddhOzMnMhRa/dEylCl\n4HDPi/tqVjS1LRpgLauY/7ch3ujmUgtc5G73zjFDZuAGAGaS++flqXM4k3NEv0DnaZvenMo5yM38\nq+Rpcply4znejR1KsirhoWN3LOKNLkcmMSM+/waNLbXz3c2t2xOVeaBUPUPQvT9Wcrv796bKxNbi\n4UcVAWxt3ZCZae9FKpWTl5tKfr72OefmpmBlXTnPdRu7QvoyOTeu7UVyb3R7y1+jUOZXzhtdJrfA\n3Ob+e2pu44jcSttGUjM5Uplx5uzN7VxRZmmtPJVZqZjbV65dimFi7+zCXuLq3Byk9ka+Vk33/q7p\n8QsEgirD4HmNcxc28/1PbTGTWeLs1ITJEy4xdlQEubkpnLvwb5l1DfVuPnb9H7w9hnFXImc5MLKM\nc7OBFMAx5Yx+1W9p1LVrQUyC1vknOj6MrPxULicf4cNdnbmecoIWrr5l1vc0cLGKm2VDzKWWjDrq\nyea4n/BzHQbA+lsLGVqvdP/vDuUsRirNGz2jkPd6dkEm6+8upb/jiGL1S/JGBwhP38ywS20xl1pg\nL3PCVqp147GV2pNRkEqyKp7r+Rf4tsHfPO/0Fj8nzi9RR9cpLYmL2drYi3qj76arQzD1LBpzNiuS\nAk0BR9OL3k9hOhroja57fwCuJEYy59/OXE8+QfPaZT/f8t4fHfF3TpOdnUTDRv6YmVnw0yJPThz5\niRaeQ8usp1s1Xh4JcafJzkrE0sqJrAztxoz1PbpxMrJsb3TdqvGKkp1ym7gzu6nbJrjUc3QryA3B\nqaUPaZePo3inDWmXjuHU0qfcOroV5CajggnpGWGbuTqoLVILS8zdG5d7vm4Fucmo5v7BBlzAxPJC\n/1Hp1+TYhb7p9Q3uXLZ8ahDvvBWFhYUdl67sxspS+wu2VYshJCSW5ChecU7d3EKHBoNIc2xNLaCs\nLChcEu8AACAASURBVLn9gMypI5m2HiUet087i0StHdn0rj+Q/IIc5of3Ri6zxNGqDk1dOjM/+Ajt\n6/ZDcdU4PsInU/dgLbNjVaezjG74MX/cWMDNnEvYmD28/3dZ3uiuZtqdyzUaDR/fGsMkt0+xldkb\nrB1oP4h/mkVhI7XHSmJDplrr656pTsdO5oidzIE2Vp2xkFrSxSaQK3kV89JOU93l6+sTmdn4vjf6\nJ1dGM6Ox1hvdSV6Lvi4jmXiuNzfzLuEir9xO7Lr3B6BJrS58PPAI7dz7sfdS5Z9vTvZddm2dyDND\nfuH61T2YW9jz1qSz+AV+zKH9XxlFf/e/E+n/7K9YWDrg3qg7AB5NepKUYFwPc9DmRx5cOpqnxywz\nSr4lwM3w1bh1HkDA92eo3ak/txQl+XVVb+x6DqLx5iikNnZkHdj9qMMRCASCGolB/6s86N2sUuWg\n1miXH1+/sQ9np5Icxe9jiHdzWiHv6abuz7AF6AdEAx+VcP42oH+PNajkdsVz5jRquh5+lWH/ONHz\nvx54nZ7J9Lp9mNPtL6QSGa1r99SfaiW3Q6XOpyxKy7ksckk0ZBWkY2fmDIC93IWsgjSuZEVxLuMI\nU6P6cTnrNN9cLO7/XVrOpSHe6AA/xH+El7VvqSOUJeVcKgvds63Ungx1qn5U9FBWKO2tfGho3py7\nqgTUGjXnck/ibt6kZP0Sci5VGhWzL49kUoP73uifXSvqjQ4wuPZYFrcKp7GlJ76OJXuMl5dzCUXf\nH5X6frqEpdyuyPtbEuXlXKoLVGxaP5Lefb/GxrY2+XnpWFlpn7OVtQt5uSV7rusoL+dSXaDi379G\n0rP/V9jY1qZu/U76DmV83AkcnUtudx3l5VwWRvfj5vCvb/JU7wk41Ct7qXNFci5VOenIbbT51+Z2\nLiiz08utU2LOpSGYwJtbk3//PZHa2qNRlv3eQAVzLotcrHp4iz90XlVNj1/oV2ttoV/z9Q1KttJ7\nN2u03s12LYby0y+dMTe3xcmxCb16zK1UEAAnYu97Tz/bcS6pUZ/SEjW3gGn3zslGO2K5DTiKlDH3\ntiEqhkTK7uAjyPPTcEk+hDpuJ7MOvoK8IAfPzj+SlhvP4sPalcvWcgcm+JS9IKM0VBoV758O5nzm\nUV493JAu5u6cVCawP3kjNjJHZrRcSV3Lxvi7aqdNJ5/qyXvNDff/NsQbPUF5m+VJX+Jl3Y2w9A30\ncXiRF1zGlau9L3MHq5K/QYMGd/PGvF17DkmqO7x61Y+6cg9GuUzBTGLGs05v8Pq1AKTImFd/hX60\ntDzC7q4jJuso398o5I1+dwPxebH8eSeEF+tMpofTYKZffJ6MghSaW7dnUoOHHwEs/P7EJp/gr2NT\nkSDBytyBt/we7vnqiIleR9zto/y3838A+PecQ2JCNKt/CQBg4LDlldI/d2Ydd24eJXy7tq169PmM\nho17EH/7BFHHVzLoxbWV0lcXqAhb0JeU2FOEfdmXtkNmcePoBrKSYzm3M4SWfd6lQcchlboGQP2A\nkRz/8kVuKlYjNTOn4//+fDih0ryUTezNnblvBykrvkGj0WDu3hgbv35G0wZM7y1eCJP4UVdh/IL7\nCG9xQU2kWuxzWRpxqefZfPBtSNiLs0apd+gZ5LNYv7+lDoP2udRoQFI859E6K5aGsb+T5OrLXedO\nqGWWxc4paZ/L38++iGtGJD3ybtENZaGN3uXssahPkl0Xhnsa9h+s2OeybMQ+l2Uj9rksG7HPZemI\nfS4FAoGx+X/2zjs8qir945+ZyWTSe4GEVEqoIVSpKRAlCAIqK6tidy2rWHctPxu6smIFK/Z1RWVV\npEkvydB7SSAEkhDSey8TkpnJ/P64mRSYTEnmItmdz/P4mHPL957cezJzuOd936/IX3k9o69HhFl1\nLM3GwMQSQKLT4thYxKiTT+Nec5Zqj0jKfSZTEHgTZX4xBs+5pFXhU3eEfzRld9ruBMSjJr4pm5db\nj+tO7UYbNmzYsGHDho3eSNvk8rBKSUBELACF55UAVmuf3rmcofIowluzxrNaYzCt1d5/ZDkDnaMY\nFCi00wuE/ea2D6ly2DV4HoMCl2OnbqD57FeEVp7BqeUClZ4xJCYvZ6BLFENas4rTipXklx3hnuYC\njBHTXECiwx5ofRPa8fyO7W1nlxPaJ4oh/kI7pXArxZUpyOrSkTbkUimV4+oXQ8zgx1HYOZFW0np+\n6/Gm2lvTljNCFkWkd6t+hbDfWu11F5cTXRDFdY5C+3CjsN9a7e+ql+NGFJFerdevbL2+ldprs5fj\nmxvF0Nb7dbb1/lmrveXcciSjxPMuP3xgOV4hUQT1F9p5F4T91mjrf5Y4QsAgYX9hurDNGm39z4OK\nwHWMsL/uuLDNGm39z+cGIZ53eTHW0zOg3/ZPYrH6L7K+/grW9j7u6Hts07d5i9v0ry39tmXxh74Q\nb/Gi8LySiYpY0fSzcpSMdhdPP71AyegO5YKGn/4nq899xsuNBRh7J6kC/jrgAaZNMlwcXE9acbs3\n9469CwgoP8J0VQGTdB2W2iVydjkFUugznuunWhbLllaiZIpdrMnjuktKhZJbK8XTP9yoxFvEkjUp\nlUr69RdP/2yJEkmcePo5F5UWlQyyhLwLSoL6x1Jv2vSpWxSmKwkYFMvRceLo1x1X4jomluOG/Qt6\njlIpbrmd/wJ9m7f4f6d+b+67TV98/asyuQQIyRZVHg/DJRKthktD+8+KS+Xs3hHPZ1XJJs+7v+/1\nxF6/3eRx0hZo0qjI/H0YbzVkd3ncC86hDLwpFYWdZUvt3hUWHW4xAzPE1c80XpCgx1R2373ULNJE\njhm9dGWYsFURa3KpR6zJpR7RJpc2TGKLubRh438Ps2IuVTVFbPl4FtXFadz/UQMSqZT8szs4tW0p\n6HRMmP8ePsHd9z4uKUtl3ZaHkLZ6l48f9Qibdj4FQHVtDpPGPsmkcU92W7+iNpt311xHH8+h2MkU\nzJvwNqv3C/qVdTnERT5JXKT5+k0OPqi8x6KqSsYJ2AYsbd13HlgBrAcygczqVP5y8CH6Nlehcgqi\nwVn/XzDVHsPRdpgkZpXuYbrqyqX2JuA2oBZobsjhUv4GNp//uM07+69TuuedXXmpiNeOzyKvPo01\nNzRQp67kjeNzsZPKcZP78HzUKmrVFbxz6nYAqppKcLZz54NJB01qZzSl8nLZQ8iQMcB+GLe7P8KS\ncuGeF6pzuMfjKe7xeIJHiuZytHEPH/dZzSSn6Rb1/dUTQt/XXt/Q5te+v3gNX5x7iu9jcwF47nAM\nEokUO4k9L0T9B1e55bNItbaJj/bfRqO6Fie5O3OH/R+rTj0PQHlDDgkRT5IQ0f3xWZB3mB2t3uUB\nrd7lWzcuIuP8RkLDpzF77lc9qkVZlHuYpN8F/T79xjFh+kus/W4OMqkcR2cfZt25Cpms+97rDTVF\nbPl0FlXFaTy4vIGKghQOrH4agLrKHEbEPUnkNPPvT+GXiwl4aHGX+0t+XEZ10hoivt7b7T4bRGzv\n7Kup/9xzXdtoWkPf5i1+1bB5i9vojZj16aBw8mL2M4n4hQmesprmRtL2fsmsJ3cw+5lEkxNLfQxm\nV/h4R/Dw3fv5y8I9aLRN6HQtPHhnEg/emUQf30gGDzCeSpplRh3NIUE38NTcJB6fvZV+PiN5am4S\nT81NItA7khGhxvX1MZod6RsynwMS4Qt5BpDU+l8wEIaQgfmKRM7Y8IX8y96DnJD5qJwCcKm/SHjW\nj0w49CiudZlAewxmYc5qJhmwtNwKjGvVvwEdpzO/4dUZ+3npeiVBHpGcyjfunZ1WoqSmuZz1GW/y\n8e4Ivtrhzce7I1DmfsGLUb8y2EN4rq5yL96fuJ+3r1MS5hbJkdKNeCn6sPS6JJZel8Ronxs4V3Po\nCn19DGZHwuwj+Lnffn7qJ3iX62jhh8AkfghMIkIRSZzzbAD+4fsF93o8ZbT/+hjMjrjYe7F0XGJb\n3/XsK1mNr0O7I/1b4xN5e3wScQF3srPgO4P6+hjMrkgp2kp/r3G8PD2J/t7jqW4s5uXpSbw8PYlg\nj0hGBxofP/oYzK5w9wzlrvuSuOfBvTQ0lJKbs4+WFjU11dn4+g0jI9348zVVR9PNM5QFDydx+18F\n7/L62gLueGw/Cx5V4tM3kqy0rvX1MZfGcHDy4qanEvFv/XzwCYpiztNJzHk6Ce/ASEJHdH1/9DGX\nHSn6sutJUUtzE40ZyV0m512OPubSLMT2zr6a+m+8Ia6+uVzjtfh6g77NW9ym3xv1zXpzKZMrkMkV\ngFCEuSTrIBKJlC0fz8TRzZ+pd36OnX33M6I7epdrNI04tLr/NDc3UN9QjJen8SLS5pBekMSyddGM\nDL+FaZHCZKZJ3UCtqhgfN8v1w/2j2eUUSHyHJewswB/wAOqBXU6BuDj2QebgT07oApOa0oZcgzGc\nPoB+1b8BcGxuL9ptjnf2wT23cam5ivk6DZMQMtpVmkoOXHidLVlLyEcmXF/S/m+NRk09rpd5rp+p\n2mPyd9DTybtc14irVHimqpYGyjTFBMuFe+5rZt3My7GXKrCXKjptO1q2mVHe17O9oN2RRyYRfrdG\nTR2u8u55jLsofGhQC09Apa7GVSF4Zl/SNFBzqRg/l56NTxcX/7afpVI52VmJ+PkLHvL+fUZy8cIO\nBg2e0219Z9cO+jI5Upl9W1vdXI+DU8+81zt+PnRE3dSAqrYYN9+e//3qKV//Dd6z76Hwc0PWCj1E\noRD+Ewubvg0bNv5H6Na6RmNtCaraImY+sRX/8Emc3WPc+1ifNW6MtIwNfPR1q3e5h+Dpm561hUHh\npgsZh5vwLnd3DuC1OzJ4ck4S5/N3UlBxGoCzuVsYFmxaX59V3hGFnRMFPuN5wTmUHRI5KmANMBs4\nL5GTaufM582V7M38F2OCjXtP67PGW5yDURnYPxE4AQwHjgI+HiO4UH6EV7eMI7vyJCPcBnWpXXup\nnFHNVbyv0xAPbZNXoWQSvK/T4KRrpqa5HIDz1Ud48sA4smpPMtSz3ZM7o+YYYa6RBq+hzxq/nF0N\nG5iVOwJ7iQNBcuGZ7lFtIcbZsuLU+qxxU+ws+J5pAZ0d6csa83j60ES25n/FFP9bDZ6nzxrvioE+\nE8muPMHzm4dzsfI4A30Ez+zkwi2M7Gv6d9FnjZuipFjwFo8YPJfcbMEtKTsrkUuXjAcUm+tdXlaU\nQmNDGd5+gynKPcIPH46jtOAkgaFde68H9SDRKTd1C8HDjN8ffQa5Oeg0aupP7MZ1bJzZ5+gzyEVD\nZH9fm74peZv+H6Xfm/tu0xdf3+LJpQQJ9k4e9Ok/BYlEQsDgaVQX9dz7eMjAOTzx4GkU9q5kXhQ8\nfc+mr2NoxC091raT2WNv54hUKmN4yGyKKgUv9OSL6xgZ3n39+Jif6T83lcRpG/jrgAd4396TxLCF\nfDfqTXzDFvLR7TXMG/kaW86a5zwT0GGpvSMrgVnAGWAQUiodvOjvM543Zh5ltH8slevCmbtuABMP\n3MPA9C9wrz4Drfach9I/Z6ZOY/S63ujYnSM4B0V4jOfDSUcZ4zuTHfntbwAPlKxlch/Dk7OumO48\nh03Bp3GRurJPJTzTHfXruMG558/0ck5VJDLEY+IVsae+jkEsm3CQO/q/yn+y/tkt7X0XVxIVOIu3\nbzzDyIAb2Z8teGYfz1/H2CDr/C6Nqkq2bVrETTd/i3/fkfj6DwegubkOF5eeea7r9XetW0TCbcIz\n7Rs8noVPHiVs8EzOHO2597ohspPXERZlvWddsWklXgl3WE3Phg0bNmyIg8WTSx06fEPGUl0sTCgr\n8k6aXPYyFXN5uXe5VtuMVqumrCKNPn4jTPbJVMxlk7q+/dji/fi6D0CrVVNclUagt2l9QzGXbf21\nc2JIYAKjR72Jj/dYZk5diZ/7ENwdBT9tF4U3qg7L2IbQx1yG+wlL7ZdTC+jTUPLtvXB2aF/mlDv4\ncWjUOyhj11PmOxmf8oPE7L6ZGdumAFBycSWTTPx+7kBu4Q+dPLmd7Fw7+Y+fLN/BaJ8bDJ5vKOay\nWdfZu1yta0atU3NBnUaEovM915nIJzUUc3n5+Tn1ZzhUuoFXjs0kpz6VlRmvom3RoGv1QHa069pD\n3lTMZaOmFufWRCBXe28a1bVoWtQU1KYR7GF6/JiKuWzRali3eiHxMwRvcYCpsa8I/XbyZsAgw57r\neszxLt+8aiExs9/DycUPrbb9OdsrXNFquvbQNifmsiP6Z6nVqqkqTsM70Pj9MRRz2RWXctMpW72C\njCdm0piVSukvn5o8x6KYy46I7Z19jXhz9/b+X+txZ//N+r257zZ98fXNirls0WrY8lEClfnJbPko\ngXFzl9B3UAy/vxeDncKZaQ/81KNOZGRtZf8RwdPX0yOMgeEJXMjeRf8Q87OHjZFZtJeNR17BTqZg\nQN9oQvzGkZa3nYh+1tEHOJnX7m09IjCBfRe+461tsQA8OMk872mFnROFPuN5AZiuKmBya53LW4A5\nSHhdqkAjlfGwXwxLdsQK3tlydx6d8iM1ds7UeAwjc+BDAMg0wgK7U1N5l7U4NUACcBqwu3SRC7Un\n+fa84MntZOfOcyMFT+78+vP4O4Yilyq4c4B5Prd7VVv5tlp4pkHyMKKdEjjYuIuJjp3v+T/KniCp\nYROJDb9zh/pRbnN/0Cx9bYuGl48nkFWXzMvHZnDfoLeYG/IEAH8/HM1dA9+gtDGX907fjRQpMokd\nz4z4zizty5kSupCP9y9gX/ZK7KT2LJr8M2dLkhjexzrj56zeu3y74C0eG78E5c6X8PAMQyZTENCv\nZ3V6zqf8SnHeMfZsEvQn3fA6B7a9ChIJCgd3Zt3RM+/1Fq2GTZ8kUJGfzOaPExg/dwlNqmoCI7p3\nf/o+ZHiM9Vu0tO3n83+Jxu+2x7ql3yVie2dfTf2wMDhypHf134ZBbN7iNnojtjqXZtKxzqUYSDt4\nfzdpVGSV7qEwZzXShlxanIMJCJlPuF+0xfUtV66PYG1dusli7/OdBrEo5ny3+g62OpemsNW5NI6t\nzuV/L7Y6lzZs/O9xTXuL/6+isHNiSEACQwISeqzlH3YXB1JeYRJwCDgINAKOCIlCE4D9QHDAXT2+\nlg0bNmzYsGHDRtuby/FvJ+EVGQtAZYoSwGrt7LXLCfWIou9goV10TthvrXbq9uUMk0cRFiq0L2YL\n+63VPnBoOe7hUQS3Zs7mtsahWat9bK/Q/4H9hHZGvrDfGu16VTmHvvblOtonk3pLSf1k8xDQP2Yt\nY1qX9S/3PjfV3np2ORFOUQzzFdqpZcJ+a7U3ZixntC6KUa0WnydrhP3Wav9SuJxw9yiiWi0+T1UL\n+63VXp2/HIeIKCIChPb5QmG/tdo7Ty/HYXAUoa1Z49mtMZjWaOt/1sghOFzYn5slbLNGW/9zyghw\nHyXsrzkpbLNGW/+znRo8o4T9VaeEbdZoV51Ssqy1zK+1vX31vr6LhOIWot2fM/qwWH12qD7Wyhpt\npZKkNnnTv6+lbaVSSVvtgF7a//bu9y79y69h07fpd2y3TS4Ttoi3eFGZomybKIhB0Tklk0T0Lr+Y\nrcRHRG/r3Avi9b9ZrSL7c1c+0bV0eczjEhlRf661eMldT1qxkjGusd3soWlSy5RMaxFP/2SNkhE+\n4umfqlbiPE48/fOFSpzHi6OffVFJaFgszfamj+0OuVlKgsNj2TtFHP2ak0rcR8Vi33XOUo+oOqXk\n5DOx4ogjfFC/bCeefs1JJWcWiaePUnxv8TgxS7Jchf7H9lL93tx3m774+ldlcgnQt0hUecIuiqtf\n5yqufr98cXQzs7dy08Y5XN9ypfOPnh0SOUlxGxgS2P1leCeRY1L9S8TV13Tf/dAsMgaKq5/fT1x9\nsSaXesSaXOoRa3IJkDhNPG2AKfvE1d8v8r0XO+bSPK+m7mOLGbVhw3IsLkVUfnwbR56P48jzcSTd\nGUDpoQ097oSquoj1i0fz/cOO6Fra37BlH1/DL38LNnKmeZSWpfLVvybzzb+j+X3zo23bz6at4f0P\ne65fmHuYHz+dzE+fTSXp92fatqefXsPn/+y5fkVtNi9/5c/Hv8WxYl0C2hYNy36ZyHMrXCmvyTJ6\nbnnmaiYbmVgCjNWp+eHQw7y1PY7lynlotM28sWUiD61ypbSus/7a5MVm9bmqsYi/J47mjnWOtLS+\nNV2f/i4v757Kh0cXom1pr72ZVXWCP62Rth1nDmfrDvNoymQeOz2Vjy8K9/yngnd57PRU/pG+EE1r\nbc8X0+Yy85Anx6p3ma0NUNFUxEPHRjNjj9D/zPpTPH0qjqdPxXHHoXB+y/8IgLsPR7Rtz2noXr3X\ng+nf88GmeN7fNI3qhkIATlxcw5PfuXdLryOlpan86+vJfPdtNJt+F8b+gf3v8t03U1n720JatMZr\noJqiMPcwKz+fzA9fTGXXJuE5XMzYwaqvp/PTV9MoLjhhsWbut4sNbr9UlM2ROf6cfiKO1Gd7Ho9s\niOLt33Pq7/GcfHYaTeWFolxDLDren+N/FiEDrqgIRo8GR0doMf9v9Zqhl/bf5ituozdi8eTSZ8wM\nxr+dxPi3k3DwC8Y7Kt7kOfoYzK5QOHuR8Fwivv07e9bmHFuNs7fpyZk+BrMrvL0j+Mt9+3ngnj1o\nNE0UFZ8EIDVtNe7upvX1MZhd4e4Zyp8fTuKOVu/msmKhSHv66dW4eZjWzzWjlmBE8A0sujWJR+dt\nRSa148HZ6xk5YL7JenN2dYYtJTuyB/CVynnxhiTCvceTUriVp+LWMy5k/hU1KNemXOlzq4/B7IiL\nvReLpyQy0Et4pjWXSkktV/JmzF5C3CM5UrSu7dhtFz8j3KPrdF59DGZH+ihC+Wh4Ep+O2Eu1upRT\nNXs4VaPk0xF76e8Uyb4KQf9v/b/gtgDj3uX6GMyOuMq9+CAqkaFuQv8HuESxLCqJZVFJhLtEMtFb\n8Eb3sPdr2x7iPMSgvj4G0xBVDQVkFO/hmVk7eXZWIh7OAQCcuLiaRnWt0X7r0cdgGsLHO4L7HtzP\nvffvQattoqDgKNkXldz7wF78/CM5d25dl+dCe/xlV7h7hnLHg0ksfLh97J868iV/vn8Hd/wlkT6B\no42er4+57Ejev7r2UvYYdwMjPkpi2Ptbjerq0ccXmkNTeQHVKXuIencno95PROETYPIcffylWHSM\nfzIH/f25VHDBrOMtuT+93lu8l/bf5i1u0++N+t2yfwRQFWWh8PBH5tB9T3E9MrkChZNHp215KZsJ\nGHY9EisselzuXa5QuJOesZn+4ddjjUUVZ1d/ZHbCuqFUJkcqkZF1bjMhA62jD5BRkMRHq6NRnlwO\ngKuTn1nnaVwNW0p2xAVokjkCoGquwlXhg5uDefpdIZcpcLYXnqkOHReqjzGsNa4x0jee9IqDAOTV\npuLtGISDnYvJYuod8bL3Ry4V7rlMIidblUpUa4LOGI94ztQJ+t723fcud7HzuGJ7o7aByuZiAhwF\n44A6dSVPnYzhg/RHaG5psvg6Z/O30aLT8sGmeP5z4AladC2czt3MkMDru9Xvy5HK2se+Wt1IYcHR\ntsSd8PB48vMO9kj/8rGfl70XiUTKL9/NZOMvd6NuNjX6LKPmZBKnH4+m8JflVtUFqDy6DV2LllN/\njyf9kyc6raL0FvT3RxQUCvC48m+i19Db+2/DRi+i25PLkgNr8J9snrWbPmvcEi4c+J7+ExaaPpD2\nrHFjnDu/gU8+H4GdnQNenuGcSvmekSPM09dnjZuitCiFxoZyvP2HkHr8e4aONk8/2IR/s7tzAC/f\nncHjtySRnreTwvLTZukC+AyYz36p8YBCDXbUS2W8uGE42ZUnGOA70Wx9aM8aN4ZKXYOj3A0AR7kb\nDWqhMOmmzA+ZGf44QJf/kDCWDJbZkEK1ugwXOw+cZYK+s8yNeo35hU/1WePmcKRyC9d5tftlfzx6\nP8tH7cZfEcLGwi8NnqPPGjdEbWMJ2hY1z8zaib2dE8k56zmY8T3XDTRv7EB71nhXnD+3gc8/HYGd\nnQJHR08UCuE+KRRuJn3LQ830LS8tEnzRHRw9aagr4rb7thIYMolTR74wep4+g9wc7H0CGL0qg+Ef\nJlF9bCcNF0z/HegzpM2huaoEnUZN1Ls7kSmcKD+w3uQ5+gxysbAkoL7j/QGsfn+6xTXuf2zGBUSW\n7736vbnvNn3x9bs9uSw7vBG/6+b06OJdUZiWiG//iUjtrJdlMThiDo8/chp7e1cys3YQ1G8iMpn1\n9PXezTP+9A05mYkEhFhPv6M3+rCw2RRVnGnfKTH+ZjQ4MJodLldaSnbkC7TcbOfC+zP2MjLwRg5c\n/KFd3gpvXiVIcJK7ty3zNqprcZZ7UFSfiaPcDVeFN2DaBvJyatWVLM9axIsDvsVZ5k6DVtBv0NYa\nfOtoDfaVr2OqT/s/qvTXmep7MxcbznR1Wpc42nswsI/wpikiYBpFVWn097/SI70nRAyewyOPnUah\ncEMud6apSbhPTU21ODj0/D41qirZ8fsibrz1WxQO7vQLnYJEIiEkfBrlpd2LQzWEVG6PTOGIRCbD\na9JsVBctv9/GsHPxwCNSeBaeo6ahyrFe368GHe8PYPX7Y8OGDRvm0q3JZVNlMRK5PXJX82xNTMVc\ndkSHjuqCM+Sd2sD2ZTOpKkzlxNpXjZ5jKubycu/y8vI0zqdvYOVPMykrS2WX0ri+qZjLFq2GTasW\nEjf7fZxd/KgoSSXz7AZWfzOTipJU9m0zrm8q5rKpuYM3euF+fDw6BOubiLm0lztx1jWUF5xD2SGR\nty2RqxCyxF9wDqXQYxi+EhlzNgxmQGUyjU3tb7PMmfAZirnsiA4d/T3GcrZ8NwApZTsZ5D2R3NrT\nXKg6ypL9M8mpTeGrk48aPN9QzKVGp+EfGQt5LPQ9PO39GOwyllM1gv7x6p0Md21/+2rqdzAUc3l5\n/wE0LWpyG9IIdxnR1tYvhZ+u2Uego+EkCmMxl/39J5FfmQJAXsVJWnRaknM28OEW4e3o+mPGV/LV\nTAAAIABJREFUxw4Yj7ns6Buuf1OZky3cp6ysnfQLMv6W2lTMZYtWw++/LGTajYIvet/AsW0TypKi\nk3h4hRs931DMZVdoVe1/B7Wn9+MQaDppxZKYQvdhk6jPEp5FXeZJHAKM9x2urZjLjvcHsPr96URv\n9xbv7f2/BvR7c99t+uLrd8uhp/TwBvwnzuvRhTvSotWw/YMEKvOS2f7+DMbMf4uh8YJP9Oal0Yy+\n+Y0e6WdmbuXA4Xbv8mmxbzBhvKD/zb+jmR7bM/3zp3+lJP8Yys1/ByB65lJGT14EwKoV0UyZ0TP9\nC4V72XxI8EbvHxBNiP84/rX5Ni4W7aesOoPpY55jRHjXb5HDrnuNAYrxJJXs4aec1UhUueicgukb\nMp8B/tGEapv4dO8C/uMcjHfBRv5VcZSFBRs5W32G4toMZg17jtFBgv7Nkeb53GpbNLy5P4GcmmSW\n7E/g9qFLGOITzcu7p+LrFMJNA55BJrXjuoCbAVi8dxoPjfrc7HuiLP+Vc/XHWJEt+GU/HPoWUW7R\nPHZ6Kn0UIdwWKGQuL896goNVm9hf+Tvz+jzKTX3M9C7XaXguJYEL9ck8n5LAA2FLqNdUM9qz3S+7\nTlPFCykzcZS54Cr34v+G/GBE0TBB3iOxt3Pk/Y1xuDj48uC0n5g9+hUAXlgVwtyxPR/7hw5+ADod\nHp5hxMS9Tn19Md99MxV3jxAmTnzGtIgRzp35leL8YyRtEZ5DzIy3CA6L4ccvY5DbOzNnwU8Wawbd\nZ3iM1absJefrV5DKFbhFReM6xLqekS79RyJVOHLymTjkHr4E/elZq+qLTcf74zpiitXvT6/3Fu+l\n/bd5i9vojdjqXJpJb61zqcezyswDdTqC8tZT6jeZJgdfs/VtdS6NY6tzaRxbncuusdW5NI6tzqUN\nG9ceNm9xG52RSMgLtt5baRs2bNiwYcPG/xZtk8utDkpxvFkBli9nuCxKFG9cgMJfllPkKK53eZ++\nUQQMar1eurDfWu2UXcvxCRJXP1IWRf8goX0hT9hvaTvSMwKVky+ZBfs67d97fDl9/KPoH9x6fG7r\n+VZq7z22nOEuUQxuzUo/1xrjaa329rPLGamOItJLaKdUtv6+VmqvzV5ORHUUUZ5C+1SVsN9a7dV5\ny3EYGsWg1qzx9EJhvzXa+p9VjtZ7nh3b+p9bWmizWC0/LWyzRlv/s10D+A8R9pekCdus0S5JU3Ld\nMYD2qhj6GHNrtCtTlFS35ly5jhH21x1XWq1dd1yJV+uqgGKSsL/pgNJq7aYDSpRCvp7VvY87+h63\nbqD1AOu1lUr0VxCr/73VG73j72DTt+lf3m5bFjc7wLk7KJVMFtkfd5yLePpF55Rml2TpDoXpyraJ\noFj6U2U915+26wmC8pQkxS0jN6Q99vBCnpKwkJ7rd8WFXHG9488VK4mRiKefUqlkrLN4+qeqlDhN\nEEc/vVDJoIBY0cJCLuQq6R8cy96p4uiXn1biMyIW9xpx9EvSlMimxoojjjDR1E4XT7/uuJK6m8TT\nbzqgpOJW8fSV/wXe4r21/8pr3Nvapv/H6l+dySUwWeS4oUEZ4uorLK+PfU3R3zzDDuPodAzIXEes\n8m+U+wxHGfse1Z5CMGFLt4tamYfYMZdi69uLPH7SI8TVFzvmWKzJpR6xJpcA5T7iaQOUmR/63C0K\nTRsR9Uy/r7j6vT3msrf334YNQ1g+JRDZn1UM/2CxvcsbaopY/c/RfPWEoF+ed4oNy+LYsCyOH18J\nJyXxw2taX8+eY8v4bNVUGhor+PSnyaz4OZbvN8xHq231JpdI+KwsmX/dd5aCwMnc8dNEJhx802z9\nvUeXseKnqWhbNHz6w0ReWeZKRbVxb3RzOF2wjaXb4li6LY6nfgngRO56Hv3JnaXb4nh72zQamszN\nZmqn8lIRjx8Yzdztjp08z/cXr+FuZfuYee5wDM8fieOlozOoU5t/nYqmIh4+OpqZu9v1j1fu4G+n\npvPMyTgy6k7y74uL+TbrZZ48MYWnTkRToMq0+PcAOHT+ez78PZ5lGwTv8u2n3uW9dVP5167OHu89\nYe+xZXz201Qqa7JZsSqaFatiWLXxTov84vWcX7XY4Hatuokjb87lwEtxHF0yjxZ1z7N0GquL2PTy\naFbdL/xt1ZdeZPub0WxfEsO+z+60qktP+fFtHHk+jiPPx5F0ZwClhzZYTVtPyY/LOP/gVAq/XGx1\n7eYThymfO5nyeVOpXdyzKgN/CL3UW5zFi3tv3238z2L55PIq+LNa2z9YbO9yBycvbnoqEf8wQd8n\nKIo5Tycx5+kkvAMjCR1xk9Hz9TGSf5Q+IHiulyWDRIKTgxeP3bGfRxco6esTSVrWxrbjdhx4Ha2d\ngqPjn+O7e1Mp6DelLSbTHH0JEmRSO+65eT0jIkx7o0N7jF5XjAicwQszknhhRhLezsEM6xtPkGck\nL8xI4vkZiTgrjNdjPdeFN/rScYkM9ug8ZvaVrMbXoX3MvDU+kbfHJxEXcCc7C74zqK+PweyIq9yL\n96MSGdLqXd6kbWRj4Ze8M3IHH4xKYqDrKL7Pfp202kN8OHoff+m/lA0FnxnU18dgGqK6oYCMoj08\nedNOnp6TiExqR0ahkr/N20ugdyTJF417i+tjLo2h0TRRWJqMRCLB0cGT+27dxKO378bTPYzzWZuN\nnmvo2aavMuylXHZiKx4DxzFpSRIeg8ZTesL054M+5rIr7J29uP7FRHwGTGhtexL37CZueGk3Lr5h\nFCQb778+/tIcfMbMYPzbSYx/OwkHv2C8o+JNnmNJjeCW5iYaM4S/4aIvzfOj1sdfmoMsKBTvX5Pw\nWbcXbXkp6nOmi7Tr4y/FQmnJd0sv9Rbn9de713fhAt3plpnS4mnb9Hu/vuWTy6vgz2pt/2DRvcsN\n6AOomxpQ1Rbj5mu6GPMfqQ9w5PQ3jBl2D+h0SDq4/jSr63Fy8DZ4jsrZn7zWpB5THD39DWOG39NW\nkNzFuWfe5YYorcvCzdEfhdyZwpo0/rk1ml+Pv9gtLXupAhd553t+tGwzo7yv73R/ZBLBDaVRU4er\n3PB9MqWvQ8fZ2oNIJVJeTJnJ0rN3c0nb7sndomuhTl2Fm73l669n87ah02n58Pd4ft73BDmlxxjY\nmrgzODCerJKeeYtD69gZfg86nQ5HhTsO9sIaukwqRyq1XkEKe1cf1A1CgX91QzX2bj1fj5bJFdg7\ntz9ne2cP5I5C/6V28k7e7NZCVZSFwsMfmYOTVXXL13+D9+x7RAtxkvn6I7EXalJJ5HIkdr2s2Ehv\n9hbvzX238T+JyJFyrXTTH1cM/2A91vYuN0Ru6haCh800eVx3k3mspa/VqsnK382A4La8RXKLjvDh\nD+MoKD1JaOBko+f3v2yCKWnR4t5huVurVZOVt5v+HfQtQZ9lbIrjOWsYEyxYM75zSyb/l7AHVXMV\nJ/N+N3reYDO80QF2FnzPtIDOY6asMY+nD01ka/5XTPG/1eB5+qxxY1Q1l1DRVMTSyK0Mc5/ExkLB\nk3uY2yTuPRzBJxlPMLPP/QbP1WeNG6JWJXiXP3mT4F3e2FyDo73gLe5g70Zjs3Fv8UEmfMv1z3bA\nZc+2pr6QjJwdDAy9wej55j5bAM/BE6m5cALl48OpyTyO52Dj7kLQnkFuKaqqQorO7KDvcOP912eQ\nW0LJgTX4T77F9IG0Z5CbQqdRU39iN65jLfsb02eQW4L6bAotFWXYDRhs8lh9BrlYiJnQ0HoBkeXF\n1Rez/2L33abfu/WvzuTSAsT2DwZxvMsNkZ28jrAo875E/kj942dXMmrIHZ22Bfcdz5MLjzI4bCZH\nz3xrkZ5P+RnuWjme2KS/Y99Uw4nUlURdpt+GCW90S0jO38ioVichJ3vhX/mjg+dRUN3zMXSqIpEh\nHld6fvs6BrFswkHu6P8q/8n6Z7e0JUhwsfNghLvgyR3lOY3cBsFCMashhe8nZPDq8F/49uJLFms7\nKTwY0LfVuzxwGhV1F2lsFrzFLzXX4mjfs7chJwyMHY2miV8238v8GV8jlVjvIyY/aSX+42YR+8kZ\n/MbeSIHSckckc9Cqmzj45b1MeOBrJFLrf0SWHd6I33VdO2p1h4pNK/FK6OJvzIq0VFVS+/Ii3D+w\n7DPBhg0b/1v07JNTBH9Wsf2DxfAuv1wfhDc6VcVpeAeOMHmOOTGRYuqXV6Vz8NQKvv5tJsUVqew7\n8VHbPoW9aydvdkNcHnNZ5jeSf913BkVTFQ9+HYH03C8cOvkZ3/46k5LyVA6c+LTDL9TzmEuAmsZi\nZFJ7nBWeNGlUtLRoAUgv3Yefq/ExZCjmsiM6dOTUn+FQ6QZeOTaTnPpUVma8irZFg661/452rmha\nDN8nQzGXl+sPch1LjkqYUGbWnaSvoxDq4CQT3jK62XnToDGc8mws5jLcfxIFFa3e5eUn8XQJIqNQ\n8BY/V7CTcH/jb/9MxVyWVQpj55vVMympSGX/iU/4bftDTBr1GH7ept9smfNs9Wgaa5E7C/Gz9q7e\nqFW1Js8xFXPZEf3f1uFvH2JQ/GO4B5juvyUxlwBNlcVI5PbIXY3HAesxN+byUm46ZatXkPHETBqz\nUs3ujyUxlzqNhupFC3F99T1kPuaFtVxTMZcd6c3e4paEPdhiLm36f5C+5UEzIvuziuEfLLZ3eYtW\nw6ZPEqjIT2bzxwmMn7uEJlU1gRHTTZ98DejfGL207efP/hNNSN+JrPg5FgkSHBTu3DHrx7b9108y\nz+e2waUP2xK+xr/4BO8lPoWiqYZf/7SV9zcsYNLox/hx/W1kF+ynoiqDmOueY+iAnr3JOZm3gdGt\nzkIltel8s/8BHOQu+LqEc0vUPyzW07ZoePl4All1ybx8bAb3DXqLuSHCmPn74WjuGvgGpY25vHf6\nbqRIkUnseGbEdxbpv5CSQFZ9Mi8kJ/BA+BJGesTw9IkYHGTOvDT0J5pbLlHZXMRTJ6LR6jQ8PvAj\n08KX0c9H8C5ftkHwLo+PfIYaVRHvrZuKt2sI0yN7lvV7Y0z72FmxKpp+fcayde//UV2by77jy5k8\n5kmGD7TM8WnQ7YbHWGDsQk68s4B85UqkdvaM+fvPPeo7CH9bie8mUJWbTOI7CYyY9wp5x9bSUJHL\nuW3LGTzjSYLGWM+xqvTwBvwnWt8Bq9+i9udw/i/RuI6zviflpY2/ok4+Rt2bgo+864tvYT/GwgST\nP5Je6i3Oa6/13r7b+J/FVufSTGx1Lo1jtM6lTkfYxW1cDLsBurlMaqtzaRxbnUvj2Opcdo2tzqVx\nbHUubdiwnPY3l0qlePaPSiU1p61n92ioXZRvPbtHQ217tfXsGP+QdqHldo+WtFskRuz+8nZzwc6B\n/q0Ty67sAL3cwzmw72Waz/+Gl6aJantn7AbOpV/YLILV/qLZP54rVlJSZT27R0Ntu2br2T0aaucX\nWsfusau2WPaP+nb5aXHsH/XtSyLZP4J17R4Nta1p92iobU27R0NtsezpYkX8vurYtvXf1ra1e2D/\nqBPxzaVSqeSOiFjR9JsOKBkvor1eZYqSEBHtH0tTlYx2E08/L1NJaLiI+heUDPPtnr5PWSoV3oPZ\nvtSVsdpGbgQmAU6ACjgAbAaOyRyZ87TKmFS3uZCnJKJvrCjaAJn5SiaIaF+ZViLe+EktE56tW50o\n8iRXKhnpFUui9VdxAcjNUhIcHkuJvzj6ReeUlN0WK444wkQw3IKMekupTFFSO0c8fdURJU7jxdVX\nXy+e/tWwrxQz61dM/d7cd5u++Pq9rFCZjf824pJeor4inUptIx9cts8JiG/972ltI1U1uXi699xR\nyYYNGzZs2LAhHlflzSVAQJF5xzWfOEzt68+ARIp91DjcFl8+5TDMyGTz9MuPbyPrFyH4vSH/PMMW\nfY7fBNPJJK5G3tw0VhWxb+ksavPTuGVlAxKplPMb3qXw2AacfEMY99fvTBZj7pfX9b6inMPs2SDc\nkz5B44ia+gTbVt0NSHD16EfC7StNlkyRGXEMK8o9TNLvzyCRSOnTbxwTpr/E2u/mIJPKcXT2Ydad\nq5DJjJdtcjOSuFtalsr6jQ8hlcrw8x3GTTeuAOBs2hq2bH+Kye5hPJ23B2N+JTuAJUPvYvaN33d5\nzJ5jyziTsYZ75q3ju7VzkMrkODv6cOcs0/23M8MFUXliGacz17Dotr2s2n4/FbVZyKRy7p75H5wd\njRdQ9ynrep9a28Qn+26jUV2Lo9ydRVN+4a+/+RLqNRoJEp6Y+ptJlyHHxs7tqsYi/nlwFgW1afww\ntwGpRMr69Hc5WrQBX6cQHh/zHTKpHU9sj8DTQQi6+0vUZ/RzG2JQ//I3lxVNRbxycha5DWlsmCbo\nz0tyZ6DraABeG7kWF7kH9++PwFsh6C8a/BnBLob1u3pzWZh7mF2bhbHZt984ps/6gIsZOzi0eyk6\nnY5pN75Hn8DRRu8N0OWbS1V1ETuWz6KmKI27VjS0/R1lH1/DkVVPcdt7uSa1UyJNHtK5Lz8uozpp\nDRFf7zXreF8jY6cj3f1syw41T78pI5Xi1x4CmQzFgGH0eW2FeSeKrF3jbvqY7n6vgPgxozZs/Ddy\nzdW57I7FmCV0x4LNFPYuXsS8moj3ICFz8lJNKaWpSuLe2It7cCSFR41b7JnCzSuU+Y8mseDxvajq\nS6mvzmfeA5u47bHduHmFcfGccYs6k/qeoSx4OInb/9qqX1vAHY/tZ8GjSnz6RpKV1m7/eGD7Yov1\nvb0j+Mt9+3ngnj2CDWTxSQBS01bj7h5MdckpJpnQmAxoMtd3ud9c+8ruotE0UVgu6BeWpSCRSHh8\nvpLxQ+/j+LkfTQsYIaVwK+Fe4/i/+CT6e48npWgrQR6RDPaL4cV40/aVhnCx92LxlEQGegljsuZS\nKanlSt6M2UuIeyRHioQx6abw4/XoJF6PTupyYmkIV7kX74xJZIh7e7ZwuEsk745N4t2xSW3uQx72\nfm3buppYXs6+nYvbfnb3DOWOB5NY+LAwNsuKz3DqyJf8+f4d3PGXRLMmlsboqTWspXS0aLQ2HT/b\nkEit8tnWEfuwCEJ+2k/Iyj3ompu4dPZkr9AG8b9XxGTx4sV/dBds2LCYqzK51Ad4mkN3LMa6U0vN\nEgs2U7XmOlvI6ai6cAy/YbEA+I+IpyLduMVeaapxfWdXf2R2wj2RyoS3ifYOrm1tUxZ7eZmW6Utl\n9m371M31ODi1v5U7sONKz+K8C8b1ZR36p9E0olC4k56xmf7h1wMSPNQqTD0FJ8BD3XXMZXfsK/WY\n441+KPUbxg0R9B0VHjSphXqsjU1VODsaTxfOzDeu7+rgQ4NacMpRNVfjovCmsDaNtadf55dTpu0r\n00qu1JfLFDjbt9tLXqg+xjCfWAAifeNJrxDGZH1zJa/uieGLk4+g1l6Z0p5aZrjvhuwxcxvSePZo\nNN9ktPe5Tl3Js0dj+DDtEZpbrtRPNlADdN+u9jF2+djMy96LRCLll+9msvGXu1E3G4/Dzc0y3H89\nPbWGtaQGLlhu0WhJHUo9qqIsmioKrPLZ1pGOn8UtlxqRupkuwK86Yp5+d7Qt0e+udeW1UKfz9dfN\n84nvrv61qG3T7/3619ybSz2WWIx1B0ss2CxFrarBzlEofi13cqO5wbjFnrmUFabQWF+Gl79wT+pr\nCslN30HIIOMWdWbrF6XQ2FCGt99ginKP8MOH4ygtOElgqHH7R3M4d34Dn3w+Ajs7B7w8wzmV8j0j\nRwhWitVyJ0yl6qhajzNET+0rTaHVqrlQsJuBQYK+p1swdjIFS78fyoHTXzBiwM090h/gM5GcyhO8\nuHE4FyuPM9BnEu/NyQSgoamKE/nG7SvNQaWuwVEujElHuVvbZHZJzH7eiN6Nr1MIO7K/7NE1vpuc\nyfvj9lCvqeJQmdDnZeP28/643fg7hLA5v/v6pUUpqBrKcHD0pKGuiNvu20pgyCROHfmiR302hCXW\nsJbQXYtGSyk5sEY07brEDVycMwKpwgH7fmG9RluP2N8rNmzYELgqk0tLM44stRjrjn+tJRZs5vr7\nCkiQO7mjaRSCENWq2g5vNQ2jf8tpjEuqSpLWLuKGBcI90Wia2Pafe7n+T6Yt6oIGmNZvVFWya90i\nEm4T9PsGj2fhk0cJGzyTM0eNP4eg/qb1B0fM4fFHTmNv70pm1g6C+k1si4OURMzlAMIEMhFYArzc\n+v/E1u37AbsBcw1q99S+8nJv9Ms5dm4loyPa9S/k78HB3o0X7j7LjOteQ3n8PaPnD+hnXH//xZWM\nDJzFW7PPMDLwRvZf/KHtreOYoHnkm7CvHOJvXF+CBCe5O41qYUw2qmtxbn3rqL/OdQE3k1dz5XUs\nqQKgf5M5yXce2fVnOm/zu7ltW0dGmuG73qiqZMfvi7jx1m9ROLjTL1SwyQwJn0Z5aZrRc4PDze8/\nWG4Nqy9XZg7dsWjsjvd32WHzw0As+2wD12lzCNtwGqmzKw0Hdpg83pJMcUu1LdXvjnVlb/dGF1O/\nN/fdpi++/jX35rI7FmOWYqkFm2Xo8Ow/lrKzgsVeyemdeA8ybrFnihathi0/LiT6pvdwchXuyc5f\nHyJq8mNtbzF7qr951UJiZr+Hk4sfWq26bZ+9whWtxrj9oyk62kcqFG6Ul6dxPn0DK3+aSVlZKlpH\nTz4ClrUe8zTwZuv/ad3+ETB58psG9XtqX2mKsqp0DqSs4Iu1gn5B2SmcHLwAcHb0prGpZxW6G9W1\nONsLY9HF3puG5ipadEIG1vmyffibsK80hQ4d/T3GcrZcGJMpZTsZ5D0RTYu6bSk8rXwffVy6dx0d\nOi5pVWh1guVmavU+ApwGoGlRty2F67dZSotWw++/LGTaje/h7OJH38CxbRPKkqKTeHiFd6vPXf0e\nllrDWsLlFo2lv3xq+iQL0X+2iYGuuf3vSOrihk7ds7+rq6UNV+d7xYYNG+1cczGXHS3GKubH0Xz8\nkMlzLI2LsdSCzVRcUotWw+5/xFOdncyeJQmoyrLxGRJN0qtTqclNIWCc8WuZirlMT/6Vkvxj7N34\nHL9+FkdRziEunF7LiT3L+fWzODJPG08YMhVzeT7lV4rzjrFn03P8/HkchTkH+XlFLD9/HkdW2iaG\nj7vXuL6JmMvMzK18+30s3/w7htrafMaPe5x779rFXXdswc9vOPHT3iIYCS8B06At/tKptf0SEIwE\nZyfDsY03Ri/lwflbefDWLfTxGd5mX/n5z3GkZW1i3HDj/TcVczl7ylIevnkrD98s6E+OfJTiilQ+\nWR3L1kOLmTLyMeO/v4mYy8mhCzmU/R/+uTOOQzmriPCbymtbBdvTKlUB44PnGz3fUMyltkXD63vj\nyalJZsn+BEpV2Qzxiebl3VPJqUlhfN951DdX8tLuSby6J4YTxZuYEf7XK3S6irnUtmh4/ng8WXXJ\nvHQigez6MzxxeDzPHo2hvKmAqX7zqVNX8vSRSTx7NIbDZZuYE3SlvqGYy46cO/MrxfnHSNryHD99\nFUdV5QWCw2L48csYTp/4N6Oue8To+aZiLlu0Gra+G99mDevbfyIJf9/FDU9vwTNwuElrWEtiLvst\nWsrAj7cy8KMtOPYfjt9txscNWB5zae3Pto7U79tK7t2x5NwVg6Y4H+epM02eY25MZHe0LdHvzvcK\nXBsxl9eqfm/uu01ffP1rrs6l47zbcZx3u6jXCJr5kFX1pDI7Yl7Z2Wmb14DxDJ77nFX0B4++ncGj\nO9+Tx/5ppPaPhQwZdTtDRnXWX/Co0uCxk643z1u8I4Mj5jA4wnAIwgP37CE7cyt/ltpBi9rgMQBz\npXasy99DeFiC0Wv99c97AHh0gdLifprDoj8J+vfN/s1qms4KT56fvr3Ttn/MPM6alMXcErm4W5oy\nqR2vTe08Jgd6jWfeoPYx6eHgzzvTjndb/+0xnfU/ndBZy1Phf8U2c5gyvX2MDR15O0NHdh6bgcET\nGDflKYt1DSGV2ZHw950G9934wh6rXMMQEV+Jo63/bGuuLrW6tuu0ObhOMy+U6FrShqvzvSIWr71m\n+WeuDRt/NNdcncvuYm6dy+5irM6lNTBW59IaGKtzaQ2M1bk0RfLvD/L9qW+MZoyrgPtHPMDYGV93\n/0JGMKfOZU8wVufSGlxe59LaiOXQo0cshx49Yjn0gOV1Li3F3DqX3cXcOpfXKubUuewJtjqXNmxY\nTtuby45WP2J4TTZViOdd23RASeUF8bx9K1OUNKraE2/0y9jWbOtK2xNv9MvY1mzLdO2JN/plbGu2\nnRogLFRoX8wW9pvb1pacMqsUkV2tUNDaEu/zZrWKoyc/oSlvN14tajRuwTR5DsLbN5LBrW9BL+Qp\nkWnbE2/0y9jWbJdVtyfe6JexrdlWNLUn3+iXsq3ZdlK1J9/ol7Kt2c7Nak++0S9lW7NdWdWefKNf\nyrZWW2zvb7G9y/VLy/rkmN7W7u3e6La2rf3f2L5q3uJiZjZdDf2/uYqnX3dcSbRUPP2i80oCB4qn\nX3i+Z97rF396kF8Pmn5zeeeYBxhyi/lvLs+uWkD/giPMqClgSou6za98n1TONvdALgSOZ+jtP5OT\npcRvePf7b4r8TCVT7MTTz8xXEiaS/3RmnpIBQbH4VIgiT1qxkiF9YrG3bv5GG2dLlQz1iyVlhDj6\nOVlKWuJjxREHSs8qCRgknn5JmpIdS8TTR6lkjMifnecfEk9fqVQSJ2ZWrlKJrpd+N/43fK/b9MXT\nv+ZiLm387+EQNZ99h7/nBiMxl3ulclyGd05ssVNfwr0mlwrvgVc4nqibVfQvOML7VdmdtjsBN7So\nuaEqm2daj7NhHk0aFVkleyjKWY20IZcW52D6hswn3D8ahZ3pgt02bNiwYeN/g6sWc9nbGWtBXoKl\n3sEAo4y4namqi9j28Syqi9K49xPB//jfT7jjEzwakBD/6G8onI2XVZIaiblU1RSx5eNZVBencf9H\ngn7+2R2c2rYUdDomzH+v9VpdIzfy5qmhpoiNn8+iqiSNh98T9Hf9eD+15VlIZXKm3fmb6bE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JFRmDpvG375kmsfN88RWLJW+Nhy5uk7RQWncDi+q+8Mj8ItS1/B/n33o6Y6GwqFPVau+QrOzvzt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\nYattbavfW0osqQ0NXoooJgY4fBhQKES93RLGXBa+/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x9/nB6PhyR55coVkmRFRQU7Ojro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\nGulcCiGEEEKIqJHOpRBCCCGEiJr/AQsogaAqwEnDAAAAAElFTkSuQmCC\n",
"text": "<matplotlib.figure.Figure at 0x10d3ab490>"
}
],
"prompt_number": 7
},
{
"cell_type": "code",
"collapsed": false,
"input": "",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 7
}
],
"metadata": {}
}
]
}
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