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@hughesadam87
Last active December 14, 2015 03:38
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30nm nps binding to ph10 oxalic acid
{
"metadata": {
"name": "Oxalic_ph10"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "raw",
"metadata": {},
"source": [
"The experiment is taken to probe the binding interaction between AuNP and Oxalic acid. It went as follows:\n",
"* Cuvette was filled with 2.5ml h20\n",
"* 500ul AuNPs were added\n",
"* 20ul of 0.01M Oxalic Acid was added by two times(cf about 10-4M)\n",
"* 50ul of 0.02M Oxalic Acid was added later after the signal was stable"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from pyuvvis import *\n",
"from pyuvvis.IO.gwu_interfaces import from_oceanoptics\n",
"plt.figsize(8,8) #Set overall fig size for document\n",
"\n",
"ts=from_oceanoptics('data')\n",
"ts=ts.sub(ts.darkseries, axis=0)\n",
"ts.name='ph10_Oxalicacid_test'\n",
"\n",
"specplot(ts)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 118,
"text": [
"<matplotlib.axes.AxesSubplot at 0x25542aec>"
]
},
{
"output_type": "display_data",
"png": 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SUFKGXGbaKwAAHk6tScsTzwYQrJMoACyEtY+DxcbGsurDaK6ev2rqUEzC3M5/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OJc1DXde2eqJ7hiB+DcuXMcOHCAgQMHsn//fnr37s2wYcP0ka3H6aCEEC97fDz1s1vdzWTdY5+Q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\nVXWBAAAAAElFTkSuQmCC\n"
}
],
"prompt_number": 118
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ts=ts.as_interval('m') \n",
"areaplot(ts)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Warning: Recomputing area from shape (651, 610) to (1, 610)\n"
]
},
{
"output_type": "pyout",
"prompt_number": 119,
"text": [
"<matplotlib.axes.AxesSubplot at 0x25afe32c>"
]
},
{
"output_type": "display_data",
"png": 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nzJs3Tx+/cuUKpkyZgtDQUCQkJODUqVOVnicsLAxhYWFYs2aNPn7y5EnEx8cj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\n"
}
],
"prompt_number": 119
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"areaplot(ts.as_datetime())"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Warning: Recomputing area from shape (651, 610) to (1, 610)\n"
]
},
{
"output_type": "pyout",
"prompt_number": 120,
"text": [
"<matplotlib.axes.AxesSubplot at 0x27d5e7ac>"
]
},
{
"output_type": "display_data",
"png": 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YsmVLlbGePXsiIyMDgwcPdnp+jx49cODAARw4cACLFi1Sx2fMmIGZM2di7969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\n"
}
],
"prompt_number": 120
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"I will now seperate the datasets into two distinct regions:\n",
" t1 - Sample from region before np's were added.\n",
" t2 - Sample after first addition of np's.\n",
" t3 - Sample after 20ul addition of oxalic acid.\n",
" t3 - Sample after 70ul addition of oxalic acid."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"t1, t2, t3, t4 =ts.ix[:, 1.:5.], ts.ix[:, 17.:22.], ts.ix[:,23.:28.], ts.ix[:, 38.:42.]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 121
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"To see the absorbance of the bare np's, we can merely set the baseline of t2 to a curve from t1. For now, let's just average t1 and call this averaged value the water baseline. Likewise, we will take averages of each region for future reference."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"base_h20=t1.mean(axis=1)\n",
"base_t2=t2.mean(axis=1)\n",
"base_t3=t3.mean(axis=1)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 122
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now let's look at the absorbance of region 2, setting the baseline (or reference spectrum) to our h20 baseline. Recall that absorbance is given by $A=-log(\\frac{I}{I_o})$"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"t2.baseline=base_h20\n",
"absplot(t2)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 123,
"text": [
"<matplotlib.axes.AxesSubplot at 0x2599e82c>"
]
},
{
"output_type": "display_data",
"png": 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IjkJERGQwjLq5AwBS0pBaz012Cp1S8txJybUDrJ/1q2VHkErp9WvD6Jt7droK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\nIYTwM9LchRBCCD8jzV0IIYTwM/8fkOiQ293TmF0AAAAASUVORK5CYII=\n"
}
],
"prompt_number": 123
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"t3.baseline=base_h20\n",
"x=t3.index\n",
"\n",
"plt.plot(x, t2.as_iunit('a'))\n",
"plt.plot(x, t3.as_iunit('a'))\n",
"\n",
"plt.title('Effect of Oxalic')\n",
"plt.xlabel(ts.full_specunit)\n",
"plt.ylabel('Absorbance')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 124,
"text": [
"<matplotlib.text.Text at 0x23218eac>"
]
},
{
"output_type": "display_data",
"png": 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jpf7xxx9j9uzZ8PT0RF5eHv71r3/hzTffbI5sD2zRsi/g/ZgZ2pjnoLRiCC4d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\nIYToIqTUhRBCiC7i/wOHsR2binsXnwAAAABJRU5ErkJggg==\n"
}
],
"prompt_number": 124
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"The dilution extent of adding 20ul is negligible. This shows no observable binding between np's and oxalic when we added only 20ul of oxalic acid. "
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"t4.baseline=base_h20\n",
"x=t3.index\n",
"\n",
"plt.plot(x, t2.as_iunit('a'))\n",
"plt.plot(x, t4.as_iunit('a'))\n",
"\n",
"plt.title('Effect of Oxalic')\n",
"plt.xlabel(ts.full_specunit)\n",
"plt.ylabel('Absorbance')\n",
"plt.xlim(520,530)\n",
"plt.ylim(0.32,0.34)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 136,
"text": [
"(0.32, 0.34)"
]
},
{
"output_type": "display_data",
"png": 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5ZoNh4jSLi1bXsnPjTi5Zs5OZ8XiamqCxMcKZM9M0NkZoaXEzNBRHTk4feXln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I2pXffI4jL+Kca841s1+sk7XWrCkhHPyHCC6cF8qRw0VAQISwskoQh7uvF6Mqhggjy5eia3cd\nEa+HSNPQEmGqhcJh53lx/m/YtbY4173fLePs7e2JiIj4z/9HRkZib2//bRWHJEmS9LeytLTk2LFj\nDBkyBE9PT1avXo26EJ/DtbKCI0dg/Hgthg/fwr59c7l9uw4fPmwt8pvpCoWC8nPLU2ljJVJvp3Kn\nyh0KPujh5nYWM10btqrGYGbnzaIpY1neyoB9qanovt5Lv0AvZp2fz8Dtk9jq48bVg5bcCkrhUc1d\nlKmWQ/OgsVzp50E5u82YaRUw3f0ahv1deZ+ZxZny45lntx7jFZvQS8klIHUkLuWe0kNpxGfDJ7zv\n7s8d7QpMPzyezqf18JtTmheb9mEXehy1TzvmRs1mwIA0/C61w9Mlmi4WHwgOvcGY1hpkauXipJjO\nT/3vM/D8fW6kpHzrz/OX++oSwTZt2gCQmZlJSEgILi4uADx58oTGjRtz/vz5v+4si0AuEZQkSSqc\nb11K+PYt9O8PqamZTJjwPQ4OCipV+hEtLcsin0PylWQetXqEQkOBW7AbhjUMiYlZwbt3SzhosIyg\n2Hg89k7hx93pzNLQ5KNNG3Y0+kgVJzNCRu5h+5sEcvu9oZquPrVttpBx7AIXS82nZpA1MbFtyMnP\nYM4zPWwehXPrrA3+JhdZ+OwHEquWJalzG9pHLMPBXo+FD0qiUGpRJ3AopdIU+A+bxbpKOmyb8ZKS\nE3yJq9UCnXXrGGm/kr27BWtcbrL7gxUXMpS0dWvE3OAC9HP0eKgxi+77qnG0SQ3cDQ2LPB/f4k/Z\nRTAkJORXk4SGhrJv3z6ePn36TQn/bLIIkCRJKrxv3ZVQrYb162HGDMGwYSdo1mwwjo4bsLDwKfI5\nZEZk8sDzAfnJ+Thud8SyiyUJCSd5/rw/D02mMTfWGJfTYzm2Lpl9KAmy9CSophmmVV5wc9RJHmZr\nc33gUxq91qS+z00KVi7kmsFcypyrQ2pmBzKzXrP2tTZWHy5yaFUNplV6xO6HPxBpkcqnSaOpHbKE\nLl7ZTDjhSL5ZIlX3zMMjPYb+UxewQK8kgYueYDJ9MIt1pwAAIABJREFUGMlVGqO/cBEDnLdx8mgW\nK0o/YUO6GXfykulU1ofJlwWGWYbc1ZtBz/3VCW5YEyd9/SLPR1EV67pXmGcGd+/eFePGjRNlypQR\nnp6eYtWqVd/8/OHPVsghSZIkSf/DL0sJ+/TpU6SlhC9eCOHhIUTDhkkiMLC+ePasv8jLSy1y/tzP\nuSLMPUxc1r0s3sx8I9RqtUhLeyhu3Cgrjj4aJ8zOHxK15lQUSYY6IkRTUzSxcheWnmOEwVQbcfvd\nXXE/NVUMGRwqTtuEirSlh0WWnqm4ZjRf3LgUKR488BKXLmmKEXsMxNA1+4SVlVoEeL4T7Y19RAnT\nEoKNG0S5jlXF5sNmQq9TY6EYUF04al8XU1gobi4tJZpP9RSYmwu9DbMEF84LkwYNxZAh74Wz/WNx\nqvpp0cj9mrCptUOM9VKIGENEmspUBJstFaWDL4nIzMwiz0VRFee699Ujnz9/LmbMmCEcHR1FgwYN\nxKpVq0Tp0qW/OdFfRRYBkiRJ3+ZbdyXMzxdi/nwhLCwKxLx5W8X16+VEUlLhj/9FQXaBeNT+kbis\nd1k87vpYFOQUiJycOHH3rocIud9JlLp0XFRdU1dEldIXESqVqGlcRlR0nSO0JpuL/Q+PiPfZ2cJ3\n9g0RZBYiPq66IrKMS4gHuqPE6b2RIiJitLgUoimWHDUUvTbPEA4OatG/brIYZjxMmOgaCJYtFWZd\nG4vth/SFbtdGQvWDhyij+VgsVUwW1380F7VHNRGKklZCa/sSwblgYVmzjujX772o7nhHnHI+J2q7\n3xRlGy0X0xsj3hkhUpWW4nippcLuwmURk/3t31cojD+lCFAoFKJNmzYiOjr6P/9mZ2f3zYn+KrII\nkCRJKp5v2ZVQCCEePhTCzU2IFi3ei+PH3cSrV/6ioKBou8+q1WoROSlSXNa7LO7UuCNyP+eKgoIs\n8eTJ9+JaWE1R/dox4bq9g7jmbCQSFApRQ9dY1Cy9QGj5lxIBwYtEWl6eGL7lrjhhFiJeLb4vMm0r\niJc6XcT+RY/F+/dbxKUQTbHzjKHw2dxVNG6SL5q5ZYnpRvOEsbaeUE6cKPR+6Cg27jEUWt0aC81+\n9UVJVaTYohwuruw2FE6+TYWiTBmh3LdOcPaMKF29puje/b2o53pVnLK7INyqhInyraaKBfURb40U\nIllpK/baLxOVQq6Ij0WYx6IqznXvq6sDAgMD0dXVpWHDhgwePJgLFy7IZ+2SJEn/D2jdujUPHjzg\nyZMneHh4FPodMDc3CAuDatWsGTDgPkePGvHokTf5+amFzq1QKCg/rzwV11Uk40kGYVXCyI5Q4+S0\nm1IWrVmp8MPRuQu+Ab04Xs+AK9mpGMYHUG+zL/OP7+SH/YNZ3NuF+7utuL8shac9j2LtHEPd6UM5\nN9uRKm4XKKObzwC7E4hudShZQ3DYbDyTtNZitnId2fkG+F9qxlLvB6hzNEju5csEJvKxTyc2triG\nbZ3yMGMlisw43s2eQdjzdlhVKs9yEwXz49PRfNuRzSWHcNRJkGoQi1fkGsaOust3t++SnJ//rT/J\nn+f3qoS0tDSxa9cu4e3tLfT09MTgwYPF2bNnv7nq+LMVYkiSJElSIXzrroRCCHHjhhD29mrRr985\ncetWVZGdHVPk/EkhSSLUMFSEGoWKxIs/r7//+HGfuHLVQky5v1aUOzpTTPQxELkKheivqyuaGI4Q\n2r1aihqrG4vEzESx5W602FrxkrjU675Ib9tNxOs6i50tg0RycqS4etVKnLuoJeqttxWTZn8U1hYF\nYp5RkLAxsBCKAb7CyreVWLTZUih6eAqDPk2FueKDOKvTTVw6piEsWtUXSveqgpP7hOLYEVG5Zl3R\nqlWsaFv9tDhuESLKOYSLir26ii3uP98RSFA4iUUN1oia126JtPz8Is/D7ynOde93dxH8nxITEzl0\n6BD79u3j4sWLf15lUgxydYAkSdIf61uXEiYmQrt2AkPDF4wf70PNmoHo67sWKXfmi0weNH5Afko+\n9ivtKeVbitTUWzx+3IHnBv2Z9LYEjQOnsWtHOst0dDkifHjYyBzzhsFc9D3J2wxTHnV5QiUDPRq5\nnSR//WaCHRfS+FxL3kQ1Iy09nAUvDfhO8waLxjnQM+8iu/I7kTC4P3YZ4fRyecasu+UxFXpo7NrO\nYaNh5O48Tvul1clUa1EwZSzKtBzcl6zDWH8PJdPv0fmlEX5mVuh9N4KAG+doGKVEO82N5a2HcHVq\ndc7WdEfnD9yI709ZIvjfShYBkiRJf7z8/Hzmzp3LunXrirSUMDsb+vWDyMhPzJjRgLp112Nq2rhI\nufM+5/HQ6yFZL7OwHmBNhSUVyMl9x+PHPsRruNL343c4n5vI2bWJnFFqMlFdhxg3b5StF3K8135K\nmFTjUO8HVH2jpEn/16gmjeSq5XQcLvcjLXMg8Z8Osi1aj6pGR1gyuCkdMk6xK787KeNHUjkhhKbW\n71jxphQlcs3R2r2OQKshpPx4Fp85ruSVsKZg1HA0PnymztbdqPO34qwOo9kTc/yMrTFu152F5+5Q\nO0aJKt2DgO6+vBldjePVKqP5BxUCsgj4H2QRIEmS9Oe5desWvXr1om7duqxatQojI6PfPUathsmT\n4dChTObNa4Sn50isrHoUKa86W83T7k9JOp+EcX1jXA66gE4WT5/2IDEnkb5pgzG9MYeLS6J5l1mA\nt3Ag024y2d+PZHXbhXg7f8/K0feofTyPurNy0ffryiPNQeheGIOh+TqiogI4/0mXvJyNbBvZnW45\n+/gpfwCpM6ZQ/+NRKmkksTXVmJIppTE8sIB99sP4uPAKbaeXR7hWJn/AD2hHvKHeodOkpqyhgc5t\nqj8pwUgdW8y+b8Wq4y9w/6BCndGQsYP7kzuoKvuruKBSKL71p/iP4lz3/rj7EZIkSdK/3i+7Euro\n6BR6V0KlEhYsgLFj9Rgx4honThwgOnp+kS5cSh0lLodcsBlmQ8qVFO7Wukt+nCauroHYmnqwUzcA\nPc/J1J1VAz1LLcLUzzB8Mx6zjT8y6tAsloYGMGV1Te4O0+fGeE3i1p7HWWMnmvXH8e5Zf5ydD/Bd\niRzKGg+kx4KD7NXsRm/VMgxnzuVq2W7EqfRor84kziySjHYBDHy1kFLzaxA4KQpxOwzN/QfJqWTP\nrRYNsbT053xKLV64xrMoN5ZPu84wokNpnlsUoKF7hcUbdpO59yn9Hj9H/Tf/0SrvBEiSJEnf5MSJ\nEwwcOJC+ffsyc+ZMtLS0fveYkyehX78CJkwYh49PNhUrrkah0ChS3g/bPhDhF4FKT4XbGTcMqxny\n4cMWIl9PZovmDC4/vcSWZWep/SSDBpqmpGhuJPGHJXjWtmFXx5/YdPAt5f0+YjOrBPYre5ISbUn4\nmuV4fp/L3Xu1eZSiIComkB2TW9A5bym71DNJW7KAHp/WEPdYlwsls7F5XQeH0z1Z7jWGiI4RdA4w\nQaN7F/Jatsbk8jUahUfz7FkA/a1uo/OyBNMKSlOif2127fpExQQNMrJb031WL9w6Vmatkz2KYtwR\nkI8D/gdZBEiSJP114uPj8fX1JSYmhl27duHs7Py7x9y5Az4+anr3Xk+PHmdwdt6HSlW0z+smXUzi\ncfvHIMBppxMWbS1ITg7hyZNuXNYZwtqIz0xbvx3fq5l01zfmfvYiEr8/T5nakQT1Ok7o3VxUXd9g\nMqAE1a74U3Ajlktj1tJyig5373pwK0mDj9HB7J5Vj7Y5AexXrCB12SIGJy7i7kUrwhw/YfO4BR6X\nmjC9x0Se1Iyjx1wdNIYNJK9hE8xPnKVJTDp37kxijE0Y6W/NmJtdCsv+NTm8PQW7RE2S8jrQbllP\nWrRyYWGlct/6E8jHAZIkSdLf41t2JaxRA65fV3Ls2FCWLRvOvXuNyc39WKS8pk1MqXazGipDFc96\nPePt4rcYG3vi7n6Fpvl7WVwpi+mjxuPvo8vezBS66ftjuMuZ6OMtqL6hNg6OSVhdciF2/2cul52N\nRo+GtFjWndO+Mbi5naW2aS6GNs35fsIDgnRn0I5+GI+fxAaLiTRu+Q6ne2WJdTvJ9Xq3WbN7PE6v\njdg0Ipe8levQuH+LhDZeXDGBunVXsfBNLSxtUxlhHMPHn67RobceH4zysNA4QuDYfRy6/II5r94W\n52f4ZvJOgCRJkvSHKOpSwqSkn5cQ6us/Y8KEjtSseRQ9PYci5cyNzyW8RThZr7Mo0aEElTZWooAU\nnj7tTFyekj4fW1L3yEwO7kjnoL4ho1K7kFWlLqrO4/mpwxYcTRpxzuc+ZgZaNPO8je7s2Zxtv4n6\na+HJk46cjNMi69k9Tm+oSM2MAQTrBpE8fzYBOTPYvrUWUZ53sQwdgu9dJR0DlnEtq4ARGwWqeTMo\ncHSj1I8/4aVbltNBQ1ha5j43M3XYlmaIVZcGBG/JwSpVi/d0o9G2nvg3cGaknU2R513eCZAkSZL+\ndvb29ly9epW6devi7u7OoUOHfjPe1BSCgxUYGzszfnwIISHtSUm5VqScWpZauF9zx6SxCZ+PfuZh\n04eQbkDlyqcpZ1Se/eZbeNZ1Np4jLWmXm8lJvT0oHxwgd+M++h4azInXm+h6sRZxBmqCD1Yjftpc\nmh0ZwnV/HRwdt9G6ZC5Uqk6TXjE8NNpAvax6mATMIkArgCGDrmN5rhHxjdaw0U2fy7N641GygLk9\nNCmYPBPl2wjeD+hD8KdH+LTdzug31WiolU9ns3Tij56mRV9NEvVzsWE/F37Yw6zbz9nyLq44P0HR\nffNnhv6h/oVDkiRJ+q9z8+ZNYW9vL0aPHi3yf+creQUFQkycKESFCuli//4aIj7+UJHzqQvU4tWE\nVyLUOFTcKHdDZEZkCrVaLd69WyFCr5YUXqHLhetcZ/HZXE/EamuLEsqawtDsrig1y1UMPDFQpOVk\niRXDwsRB2xDxYsxSkaxZRpwcFiLevVsuLl5Sir7b9UWPwe9FVdsM0UT/O2FUoYJQrF8tlm62EEYO\nQwXjrISx02axTdVP3NioLyb0tRKYmwn2bhNcOC9sGzcTQ4YsFVZmH8RRl3OiU80Lwsj1qHAeoSHe\nGyCyFNrisU5fYRR4UeyNjS/S2Itz3ZOPAyRJkqQ/RVJSEh07dsTQ0JDdu3djYGDwm/EbNkBAQB6z\nZ3egZcum2NqOKnLOD1s+EDEqAqWWEtcjrpg0NCEhIYhnz/uyX2M4p8IuEbTkDrax2XgoKxCr2o/5\n6ImUc8jnQOcD7JnxhhIH06nW/AJm2/Zwd/Qu7AcHERU9h01v9Mi5EMX7qyr41JInFdLJGNifJTrz\nmLLIl6y2WzE6uoKf3h7C8scz7AoyZkOoGrFuORiWwHbqdNrV7M6hXV3YXOIxqy2UhBW8oUzNgQRv\ny8coS5vnet2pu7c3e2tVxsfKvFBjlo8DJEmSpH8cU1NTzpw5g7m5OQ0bNiQ2NvY34wcPhs2bNZk8\n+Sh79rzm1avRCPHbLxn+X9Y/WFP5SGVEgeBR60fE7YjD3LwVVatcoLt6G6NqO9J4RiuuO+twX/2K\nBhrtSFg4nXc3K1JnS128JhgR563HnZCmJHVsRdUVvkTvaI9NqSEMKJcJjSpiUlWJruUxykWCzu59\nTEgfy+zRW9A8OoLU9iPoY9OD7KH16O6TTrcaKhSjJkBWCrGzZnAkZDNdeh9h0EcXRsYKnDUq8O7x\nfFr30SBDJwenjL1c7r2dbncec/5TcnGmv1BkESBJkiT9abS0tNiyZQtdunShTp06PHjw4DfjW7eG\n06dVrFy5gk2byvH0aRcKCrKKlNP0O1OqXft55cCrka94PfU1+nquVK9+i/qqh6xxzaTnxD5srK/D\n0ax3DDHpzIcNLci/0J8G2xry3QwDPtbT4fajTmQ0q4bDvAF8Oj4EK8tuDLdPQaNlJdT2BthancLm\nYQKqoPNMzxzGjGGrUAZOIq3TIDqa+6Hp58aQrtm0rFiAYvwkhDqXDwvnczBoGR37nmBYsgOTI9XY\n5dUhKnoc7XqpyNDJxi35AOd+2IbP7XCuJxZ+B8Zv8s0PEv6h/oVDkiRJ+lc4cOCAsLCwECdOnPjd\n2DdvhHB0LBC9e58SYWH1RG7u5yLny4nLEbfdb4urFlfFo46PRH5mvigoyBJPn/YQwTeriTJHJgq/\n9nqiQEMl9lhYCX3WCasmy0TppWVFZGKUWNHthtjtfkVEebYV77QbirDVL8TDhy3FhUsq0XKtnahV\nJ1u0L/dMlNa2EZod2grjhRPFlLlWAvs1QuFvIUqUOikelHIXl7ZbiXp1SwmFu5sgOEhoHjshSpYu\nI/z8tohKhjHitOkl4VL7prDq7Cua99cQSdqIbPTFubL9hO7JUHE3Oe03x1mc6558J0CSJEn6y9y6\ndYv27dszYcIERowY8ZtfyvtlCaGe3mMmTuxBrVpH0dUtX6R8BZkFPO3+lNTrqWiX1sbtlBuaVpq8\nfTuXqNgfGZvaF5tDqzm8M537eoZ4Jk/GsEU6Ji33c6FvCIG9IrGIFzQomEFBuCZpa9eQ596b5NRb\nLHzsQNzmB7ikhnMxtgWfu7fAwsGcrin7WXVkOkqf6djs2MoZY3/ixmUyZn0ej/TtUAcEoJeYib7f\nELp2ns+VHU2Yr4hkhL0h6a7zqCVOsHN/Ado5hgQ5dqXn4t6EeVbD2VDvV8co3wmQJEmS/ivUrl2b\n69evs2nTJvz8/MjPz/9q7C9LCE1NKzN27FkuXWpDampYkfKp9FS4Brpi1ceK7Khs7tS4Q8ajDMqW\nnYqT/VKWGaxHq+dgGvpZ4pqXyR3d6aSdsSDlcnN89njTeZcjCUZwRXcWWuUT0Bvuj/6zHRjqu+Dv\n+pKSP9TlrlYVvKwPYbz7JJ9i8zhu2IY+nnNQB80httcAOiXOxnajgsX9DCif8BrlsiVkmuuTv2QN\n+w9MoG6Pi8zCjhUv09F5MJ1buvXx7agkRzuNls8PsS5gP7VD7vM6I7u40/8FWQRIkiRJfyk7Ozuu\nXbtGREQEPj4+pKZ+/bm3tjbs2gXNm1vj53eL06eHkZBwskj5FEoF9ovtKT+vPAXpBdxveJ+EoAQs\nLTtT1S2IUVo7adzeh+qTKmKjUcBlvUmkBroSe9WFrgc70PlgZRIVai7brkDP+gX4zsbi3WH0dcoy\n3vUBdkO8uEx92lntxHDjTqLTzbhbrgltXeaiPjedl3386PVmDnZHU1nd14JSL+6j3LSRpFImaM1d\nzaFD/rh1vcwylS0rIpPRuLKCyyXcGO6jJFcrhS539zFn2RHcz98nJiunuNP/v8giQJIkSfrLGRsb\nc+rUKcqWLUv9+vV5+/brn81VKmHePPD3N2DkyKscPryR9+83FjlnqUGlcNnvAsCzHs+IWRWDoWEN\nqle7QTvtm4xpWpGG/q64qLM5YjiejD1NeX7dFN8TPel4rCpJaQVcdtmEmWkomT2XY51wHD3tEoyt\nfAVHv46cKWhFJ4v1GC1Zy+OCSnysXpPGVksoCJnE3T6TGH5vJhXCYlnfpxRmVy+hPLiL2AoWmE1b\nRWDgeMq0u8o27ZKsiElEefonztiVZ1wryNNKxDdkD6O3BOF25gHxOXnfPO9fzO0f1pMkSZIkFYGG\nhgbr1q2jX79+1KlTh7Cw377VP2gQbNmixZQpR9m58yGvX08u8hJCMy8z3K+4o9RTEj0nmojhEWhr\n2FLN/Qq19QVTmmjSakwlGuWks9F4NNnbu3Dreibjzg2hbVA1Ut/ncanubkrqHSWly3bKpp1GT8uQ\n0e6ncRvVjxP539PRZBHGsxZzU7Meml5O1NBYS8H1kVzsM5/pZ6dQ8W0kP/axxfDIERSnj/LC1Qq7\niSs5dcofgxY3OaplyaL4T4jDhwh0smZaM4FaK55xJ36i1+FLuJx4SFLu1x+jFIUsAiRJkqS/jUKh\nYPTo0axbt45WrVoRGBj4m/He3nDmjIpVq1azfn0Jnj/vjVqdW6ScBpUNqH6nOto22nw++plw73BE\nug6urodxNbHnB29zOg6pQOeMFGYbjSRv0yDOXotg/vVJeJ2pTuqLXEKaH6S05nbiOx6hXP4p9DR1\n8Ku+j+qjRnFcPZh2BpMwnTSTYL3WlPneFqeMneTfHcChPhtZvW8kDlkRbOhdBt0t21BcOc+data4\njV3OuXMTyG18l+saFsxN+UTBviB2uJsxz1ON0PrA7N0/4nXhGs5Hw0nLKyjGzP9Mrg6QJEmS/hHu\n3btH27Zt8fPzY/z48b+5ciAqClq1UlOjxilGjlxJlSqH0NAwKVK+goyfVw6k3UlDZajC7bQb2mU1\nePy4PdfT1Vzb9pwtP71llmEJ1mSuQTE8gBGtOtLLcSxXG93DuI6KJoFtiRATKBVUg1fCh5S8PDZe\n8+f2qll8lzeR4LwfSVi7lF4ZWwhdoSa69HdoOAUybYcn7Uft4G56WYZsjyJ7xlSo6kHb6zHcXO2P\nh8cSHK47Y6XxmZla5tC3EWMvpzH6miYFeeXoMX484dVqEtG5Mroaqm++7skiQJIkSfrHiImJoXXr\n1tSsWZN169ahqan51dikJGjfXqCt/ZCpU3+gZs2j6OiULlI+USCI9I/k466PIMD1mCsGtTR5+NCL\ni9mleL/qGguOxOFnaM3B7JUU+Pkz08eP5jZ9udvoAUZNodG+9rxQzKRUcFle53YnISefLaFzCdsw\nhvpZQ7iqPET8+hUMSlnFkXlmxDu7oCp3kZW7Hag7/iw34y0ZtSuG3CXzwb4y3a9Gc2n9ZKpWWU7d\nu/YU6H1isdIYRe+mBJzLYlCYFrn5FWgdMIWPFarwumdluURQkiRJ+u9na2vL1atXiYuLo0WLFiQl\nJX011tQUzp5VYGFRhdGjT3DxYmvS0x8WKZ9CpcB+qT12AXaIPMGjVo9Iu5aLm9sJGmq+QN+vBUu/\nM2dVehxNtEeisWEh004u5nbiUVyCK5NxVhDa/QAOYjoxLeOx0/kRc21N+jSYQs1+W7lpsJbqed9h\n5TeWjeZj6D7pI8b3YymIqcvIrm94sciDmiVTmdfFCq3xkyH2NXvql6XVwFk8ejyOS65RGGWYMVgj\nEfWek0xvps3OKrloq15zImABeh9eFGu+ZREgSZIk/aMYGBhw9OhRKleuTN26dXn9+vVXY7W1YedO\nBV5epRg+/CqnTg0gMfFckXPaDLHBaY8TQi143PYxGWEKqlY5QyvVZd5P7MbumobszPxIFcVYtH5c\nwfDD/kTnhVLujCtZJzS42mM3DvkTiG1RQGndhVjpatGjyTCqdj3Kc4tdOGVUx2rEWFZYTsR32lP0\nrqko+OxKr84ZfF5UjgalNJjSzhStkaMh4QNbGpanTZ+JvH4znqOVPlAx0Zwe2pmIgwcY763FYecc\ndJWvuDhhdnGmWhYBkiRJ0j+PSqVixYoVDB8+nHr16nH9+vWvxiqVMHcuTJxoyMiRVzl0aAVxcduL\nnNO8pTku+10QQvDI+xE54fpUrRJMN9VhLs8ZxHkHbU5kvadcnj9a21bSc+8AsnTDsQxyIuuIHre6\nb6JiwVjet7KglO5EbPV16eLVk0otQ4izCcQuqQKWY/xZaj2F4VMvoB1Shvw0W3za6pG3Sptm1iUZ\n0UwPzaFDISOZ9Y2daN1lKO/jx7OzfBL1Y81pq6tAHN+MXwdtTlfKxkAh7wRIkiRJ/1LDhg1j69at\ntG3blr179/5m7MCBsHWrFlOmHGP79ltERc0q8rNysxZmOGxyAOBhi4cUvCxB1Spn8NXYyrYlY7hv\nq8HFnBgsUiajtWspPtu7olciGsNjlcg8bMa9zsuokD+aj61dsNT9gfJG+nRo0xqbeg/JKReEdZwF\nFpOnsqTsVIaP24vqTH3y8oxo6mWL7tZE2ltVpn89JVpDB0FeJmubuePl04uEtLFsKJ1F21dmNNY2\nJT94CQO76hBSrnhfEZQvBkqSJEn/eOHh4bRp0wZfX1+mTp36mysH7t2DNm0K6NZtBQMHPqNixfUo\nlV9/wfDXfNj8gdeTXoMSql6sSr5tOA8f+TA/bQSLBsyhVAK4q0qTauuPuts0bg67xKsnhqg7RmLg\n/QKH0wuJ0lqN+bFAErJP8DAxlUM/3SXnRUkSn9cj3kWT9CkTGHx3JuvXzEbdbgd6uSru3r7D5+8a\nsy72JIciDcldtwWV0GDgiQtcCQnCoGAt498JVrunE6Z1G5N6i4idlSlXB/xCFgGSJEn/Th8+fMDH\nxwcnJyc2bdqEtrb2V2Ojo6FlSzXVqh1n7NhNVK68Dw0NwyLle7f0He+WvgMBVS9XJdviCo+f9mbW\npxFs9g1AK1NJdUVZMisNQdl+CfdHXuPWLdDpFoWh1x3KXt7CB+3lGB38keScG4TFJxO4+SnaHzSJ\nDK9HUm0rcocPpmfoLH7atZGCjoswSTXg7tNQYqr0YNHHrZxNtCRvxSa0cqH3kZPcvXMVndT1TIzL\nZl6NLJ6YHCf92Dq5OkCSJEn6d7O2tuby5ctkZGTQrFkzEhISvhpbtixcu6YkNtaHCRNmc/Nmc3Jy\nPhQpX+mxpbHub41CS8GDJg/QTWqIY6VVTLNcyw+rp6Ohmc81EYXWix/JPz2Y2qua4llPh5TtpUk/\nW4OY2p2xyJ9MWo/BGGo5U9PKFO9+rqQZq3B2P4/erbeotu9kX/2JtG/dH9WROSSbJlK3kid2kVsY\nZzCaerpxaE4eTq62kj1tWlOlSg3yzfxYZG7E1Fs6lE/uUKw5lUWAJEmS9F9DT0+PgwcPUqdOHTw8\nPHj58uVXY01N4cwZJSVKuDNixEEuXmxNRsazIuWzm22HRRsLlLpKHjR5gFFWWyqWm850u630XDYN\nM0U+lxRv0HxwgPSLHam14jvaNDcjfn0pUkKb8NmlIUa5M8kaMBE9lS31rE1oNdCR9yozPKqfQfdC\nOPmBpzjfyp+mddqhGbiajyXf42nZjPLpi5lmMIMqma9RzR5FpoGKYz6dqFjBgYJSw1hkasHcG6pi\nzacsAiRJkqT/KkqlkoULFzJhwgQaNGjA5ctxXqdnAAAgAElEQVSXvxr78y6EClq1smXYsEucONGP\n5OTQQudSKBTYr7LH2MMYlb6KB00fYC76YWfjyyTXA/SZP4EyIpeTqgi0bp7j07V61Fnegu872PBu\nmRWJd9qRUcYR3YxF5I2YjY7KmMZlDGkx1IkXueVpWuMYOseukH7+Jg+6j6WGc3O0D/9EVNloWms1\nx15nBvONFuAQ8wzV0gkkmWgQ0r43NtalEBUGs9K4ZPHmslhHS5IkSdLfxNfXlz179tClSxd++umn\nr8YpFDBnDkycaMTIkZfZv38B8fH7Cp1HoVTgsNUBXXtdVAY/FwIltcZR2qIFfnUuMmzKCFzUuezR\neIFuyH2iwsrTYEVbfHuWJ3K2BfFPe1FgYoxm6gbExMVoKzRoUUETLz8nwpKr0braXvR2B/H51iti\nBw3DwcYTncMHeVQpku5ZjSlfairLTJdQJvweih9n8L6EivCOQzAxMSXXaUix5lAWAZIkSdJ/raZN\nmxISEsKsWbOYOnUqavXXdxUcOBC2b9dm6tTjbN58ibdvFxf6hTqlphKXAy5ommqiYajBw2YPKW00\nD1sjJ3p4PWKKny+1RTbrNJ9gFBzDk/vaNFvVDb9BjjyfaErsOz80NbJQfN6Has5ytFDTppKg+ShX\nLn9qgk/VDRhuPMC7xylkj/PF1qgxuodPcr3ya0bEeVDOIYBVFospefEq7F1IRCkF7zuPQUe7aKse\nvhhXsY6WJEmSpL+Zk5MTN2/e5NKlS3Tv3p2srKyvxrZsCWfParBu3VpWrFDz6pUfQhRuNz6ljhLX\n464IIdAw0uCR12PKl1iPjY4BzbvGs6ZHF5qIbAK0HmAelM2N8ATarfdl7JjKPBluyJuESRjmvCbv\nfTBaK5ahrcijk0smTUfVIPhDJ7xd5mO8fBsvo1ToT+uChbIZOgdPE1T9DbMiHSlXZQlrSs7H7FAw\nnFrDvdKCnO+nFmvuZBEgSZIk/dcrUaIEFy5cQKFQ0KRJE+Lj478aW60aXLumwdmz4wgIaEJ4eGcK\nCjILlUfDUIMqZ6qQl5yHylDFoxZPqWS7izKqZBwHaxPY0gsfkclQjbuUOmHA2fBH9Nk8lglT3Xnc\nT58XOfOwSrhJbuQ9tDctQEeZRw/3OBqPasDZjwPwsh+P+dz1PPhkjc1cL0zz2qN9IJg9HrFseGJJ\nhRrbWF16GsabjkDoDi7bFW87YVkESJIkSf8KOjo67Nmzh+bNm+Ph4cHTp0+/GvvzEkIV79+3Y9y4\nydy82ZLc3E+FyqNpoUnVc1XJfpeNykDFE+8IHO0OU179CO2JFbhdqw49RRodlDewO27LvvDTjNwx\nhwlzqvG4oy7hmisoHXuc3Mfv0Nk9Ez0V9KsVQYPhLTiXMIGGtv0oOXUpNzKdcVhQA+PM/mgdOMva\nhh85eF+Bg3swy8qNwXDpT/DwRLHmTH4sSJIkSfrX2blzJ2PHjmX37t00a9bsq3E5OfDDD4InT2KY\nP78jnp570NW1L1SOrMgs7jW4h76jPqjB4ZgV4c8bEaboQGW/IGwjHzNbacwtnaa87BDG5DpjmdJ5\nGIuG3MblYg51EvsSVX4oWo0KyG23irS8TNacb8L1DQfx0BnEw8TTxK6dRYucC9wbn0ay6RzyujZn\n4TldPJ0qc/uZNRNfbyYjTciPBUmSJEnSL3r16sWhQ4fo1asXmzZt+mrcL7sQenuXZsiQcxw71pfM\nzMJtyqNbQZcqZ6uQ/jgdVPCyUzyVHc9QvWA315d3It2qHJNIwSn7Is4nPZgXNo81J3YxZm0NntXR\n5LrlNipErCDvshGa5/pipG3CsO/OUbN/f8JyN+JgUIfSIwI4Y9iSmvO0ME1YjuaBICY0z+D+kztU\nL5fHZLtOxZoneSdAkiRJ+teKiIjA29ubtm3bsmDBAlSqr39cZ9MmmDYtkxUrWtG27TZ0dcsVKkfq\nrVTCW4dj4GaAUkdJuV1Kwp9+x9m8sfTtu5zsrI+MwJQE8xaEtw5m43eb6NS4Feu636bi81w8337P\na4d5qDrfQ93wAomZ71gS6MuzQ4spl+3NO/GCd5sW0eb1Tu7McuSzVQcKOrVhxxmBnbUv9YMLv8rh\n/5JFgCRJkvSvlpiYSIcOHTA1NWXXrl3o6+t/NXb7dpg6NY3Vq1vRqtU+tLVtCpUj6UIST7o9waCy\nARrGGthuSefxMx+OpU5kbN+5fBbJDMCEPGtv7nsFsa/1QRrXrsfmTrepEJNDwzfdeVNxGYq+p1HV\nesantGfM3+fP27MTMEtozGe9j8T8uISW9zbwaPl3xJWsjbp9Rw6fzaFdeIZ8HCBJkiRJv8bMzIzg\n4GCMjY3x9PTk/fv3X43t2xf8/Q0ZM+YYFy92K/TLgqZNTXH40YGMpxnkJ+UTO8QQZ4fdtDVawIK1\nk7HJ0+dHdTJ5709R7VIrup3szN3wB/Q5UJMoCy1C7XdS9vVY2N6Ogke2WJlUZ1K3BZRq+CPp1sHo\npxlgPdyfM9WH4PjDKWziI1Ee30MnL61izY0sAiRJkqR/PS0tLbZt20b79u3x8PDg4cOHX40dMQL6\n9zdj9OiDXLnSifz85ELlKNG+BBUWVSAzMpPcD7l8HG1LJft1dC61lBnLp1I2T5cd+cmkvD6B+/UW\neO9vy+tXkXQJrM47fR2u2m/F+u1IWNePnOeaWJt7MrWfP0ZuR9EsfxHteAUlxkzkYtPRlOmwkbLx\nmRC0uVjzIh8HSJIkSf9P2b9/P8OHD2f79u14e3v/aowQMH684Pz5aFav/oG6dY+hUhkUqv+YVTHE\nrIpBy0oLfSd9DGeG8ubtPA7e7s+sGQt5JTJppzTC3L0lT6peI2xwKHqWJTjtdQdrkqkWO4LP1qsp\nmDgHg0o2vP14iqnLDqIVV42YcA9yHU1IXTAb960zSLqyjojPDeU7Ab+QRYAkSZL0e27cuEGHDh2Y\nPHkyfn5+vxojBAwaJHj06DkrVoyiRo2jqFS6heo/alYUnw5+QqmnxLCGIdr+R4iN+4ljZ9sycdU6\nXuWk4aM0wKJOcyIqPeTR2Cvk6OkR2vw+JbQ/4vJpKmnmS8ifOgmjClWJen+ISfPPYJZhw9M7dcmv\nVpqs6VNwWD6ZR5ciZBHwC1kESJIkSYXx5s0bvL29adq0KcuXL0dDQ+OLmIIC6NFDzceP91m6dBZV\nqx5Eqfz95/BCCCLHRJJyLQWhFpg0NEEx7Ec+JoVwfncthuzby4vURNopDTBv0ogYm2heTLvMR6Hg\nXrOHmBhEUzFtKdlGAeRPH4NpuSa8jN7LxJmhlFGpuHO9Cfn1HSgYN4qstt/LIuAXsgiQJEmSCis5\nOZnOnTujpaXFvn37MDQ0/CImLw/at1cjxBUWLFiHq+seFIqvLzX8hVALXvzwgqzoLPIT8zFraUZe\nn/kkZr7hzkprOoae50ncR7ppGmDi5UGCSTqv5p/nZWY2L5o9wtjoOWXU28nXHkP+jFGYlm3L89c7\nmTDlDo7G8VwL9SHXqzpZZy7K1QGSJEmSVFQmJiYEBQVhY2ND/fr1effu3Rcxmppw8KCSzMz6zJrV\ni+fPfRHi67sV/kKhVOCwyQFNU010SuuQeDIR7QMTMdIyptroDC651qSinS1bctNJCb6NYaYKp3Ft\nqWxiiN0pFzI/OxIjuiCUG1HNW0TSu0M4lu/PnIA6PI4vS6NGe9A6e7dY45dFgCRJkvT/NE1NTTZu\n3EivXr2oV68eb968+SJGVxeOH1cRHd2SBQu+IyJiZKH++lZoKHDe44w6R41eZT3i9yRgELQAA1Ip\nM8uMpyXK4exUjuU5aeSceYpKkYzjkM54WJtiftKR7E/VSEhtRL7OQZQL5pEUswcXh17MnFWTsOjq\nNPVcXayxy8cBkiRJkvT/s3btWpYtW0ZoaCg2Nl9+KCghARo1KqBBg42MG/eO8uXnF6rfgvQCHjZ7\niH5lfZIuJlFqhAmf6vUiFQ+0fa9iqJ1B6IMI5phaktOmBMbJVXm+Ywcnn36goHUERiZn0HF4h2Z2\nTdRj52BQ6nvCHh5hmv8j4mPM5OMASZIkSSquYcOGMWDAAJo1a8bnz5+/aDc3h+BgFcHBg1i3zpDo\n6HmF6ldloKJyUGVSb6ZSol0J3i9PpsTdregXnCd9QwuUCYI6tZ3wS/6M4bkUEkrcxL37MNpWLkV+\nYHkyElqgfmJKrsVLFGtHk/H+INXcfJg006NY45VFgCRJkiT9DxMnTqRdu3Z4eXmRkpLyRbu1NZw/\nr+LAgQls2ZJMTMzKQvWraapJleAqfD72GaveVsTOSafks50Yib1Ebe2F+asUmtR1pMvHD1iGKIgq\nfRKPTv50rVGa5P1lSU3shMaVLPJLpiO29SXnwylqV69brLHKIkCSJEmS/o+5c+dSp04dvL29ycjI\n+KLdzu7nOwKbNs1j586nfPiwpVD9apXUosq5KsRti8NmuA0xk3MpFbUbU9V67m0dRrnweNrXqUjj\nqDeUv2HCY/sdNG43m34N7IjdbUtSah/0T7yCksaoD3jDpxvFGqcsAiRJkiTp/1AoFKxatYoKFSrQ\noUMHcnJyvohxdIRTpzRYvnwt+/efJz5+X6H61rHTwe2sGzHLYygzqQwxoxXYfNyBpcEKLm8YjcP9\nj/StVQGnp89wvV+Gm06raN12GUOb2xOxzZq4jGEY7r6KhqUzeUHVijVOWQRIkiRJ0q9QKpVs2bIF\nAwMDvv/+e/Lz87+IqVYNAgM1mDNnJ4GBu/n8+Xih+tZ30qfyycpEz4rGbrYdsUP0sU3ahE3J5Zxd\nMgqnh58YXa0s5mEPqPHCmXPOc+nSZh2j21QifIMlMdnjMVkfiI7pd8Uao1wdIEmSJEm/IScnh7Zt\n22Jpacn27dtRKr/8+/nsWejZM49Fi7xo124ypoW8OCdfTuZJ5ydUWFyBSP9IrHe8Js7Qnzc3+9N8\nwSZeltdl/JP3aLb25Hrp+/R8voQtR/sya8djaoz6TEXlVByTrsvVAZIkSZL0Z9DW1iYwMJCoqCj8\n/Px+9YLr5QUbNmgyadIZTp+eTkrKtUL1beJpguM2R15PeI39Mns+9CqPVdZUytfZxblB3SkXq2aJ\nvQXJJ0PxTKjNLgd/RnXcy/Q+rlxfYMpLMadYY5NFgCRJkiT9Dj09PU6cOMGtW7eYPHnyr8Z07AgL\nF2rh73+Bc+dGkJZWuK/5mXubU2F5hZ8LgdX2xH1fFfPcgVRoc5YbrZtRMsuY9WWMid5/nibZtVlf\nbhxTuh5m1qAqXJtiVKxxyccBkiRJklRInz9/xtPTk549ezJp0qRfjVm9GpYvT2fFiro0bboXfX2X\nQvX9fsN73i5+S/n55YkYHoHZ4UDSdS7zaVFpykXHkJD4im4fMnAe2pxLuU8I+LySMTu80dPQkBsI\n/UIWAZIkSdKf6f379zRo0IDRo0czfPjwX42ZMwd2705m+fJ6eHoeQ1fXvlB9R8+PJn53PGWnl+Xl\n8JeYBG4jR+c1qRMVmKEg9cVtOiZm4zayGaFJ0SzOWcKoba1kEfALWQRIkiRJf7Y3b97QsGFD5syZ\nQ58+fb5oFwImTIDz5+NZvLgJ9eoFoaNT5nf7FULweuJrkkOSsR1jS8TIFxgeXoHQySdv8HsUZcqQ\nduUM7dNzqTKuMTdjU8jdGiZfDJQkSZKkv0q5cuU4d+4cEydO5PDhw1+0KxSwcCHUqmXJtGmnuXXL\nm9zcuN/tV6FQUH5BeQyqGvBh4wcqLnMgvdsI1NkZaK91QO/JU/R8unFQR4P7Sy7hbqtbrHHIOwGS\nJEmS9I3u379PixYt2LFjB15eXl+0FxRA797w8eNLZs/uSo0a59HUNP/dfkWB4FmPZ6iz1Vh0tCBy\nxmO0dk5GV1EN/a6niOvaicQf19BVDRkZ+fJOgCRJkiT91dzd3Tly5Ai9evXiypUrX7SrVLB9O+jp\nVWTevG3cv9+K/PzU3+1XoVLguMMRda6apHNJlJ/qQp7vLDLUoWTu6IzdT7uwGO3P1mL+0SuLAEmS\nJEkqhrp167Jnzx46duzInTt3vmjX1IQDBxRkZFRh6dKlhIe3pqAg83f7VWopcTnkQnZUNun30yk7\nsjLq4QtJ1QwkcYcvFVato+yUqcU6d/k4QJIkSZL+AMeOHWPQoEFcuHABF5cvlwWmpUGzZgJn59OM\nGLESN7fjKJXav9tvfko+Dxo/wLy1OZoWmrzbdxP1whGYvO+L5eD1WCYny8cBkiRJkvR3atu2LUuX\nLsXLy4vIyMgv2g0NIShIwZ07Ldm6tS9Pn3ZDrc773X41jDVwO+PGpwOfEPkCm/a1UM5cQFKpzXxc\nMLBY5yyLAEmSJEn6g/To0YNp06bRrFkzYmJivmg3M4PgYAWnT3dj1y4vnj/vixAFv9uvlqUWbufc\niF0Vi6a5JtaeDVEtnkOy87Zina8sAiRJkiTpDzRo0CCGDh1Ks2bNiI+P/6K9ZEk4f17Bnj0DOXSo\nMi9fDinU7Xyd0jq4BbvxZuob9J30KenWDI2NE4p1rrIIkCRJkqQ/2Lhx4+jcuTNeXl4kJyd/0V62\nLJw7p2TDBn+OHzcjMnJsoQoBvUp6uAW58XLYS4waGGFh1bZY5ylfDJQkSZKkP4EQgtGjR3P79m2C\ng4MxMDD4IubBA/DyUjN16jBat7akXLmZheo75VoKj9s/xiXQBdMGpvKzwb+QRYAkSZL0T6FWqxkw\nYADR0dGcPHkSHR2dL2KuX4d27dTMmdOTFi3cKVNmfKH6TjybyLPez6gfX18WAb+QRYAkSZL0T1JQ\nUMD3339Pbm4uBw8eRFNT84uYc+egR48CFi9ux3fftcLGZkih+o7fH49VNytZBPxCFgGSJEnSP01u\nbi7t2rXD1NSUnTt3olR++UrekSMwdGg+y5Y1o3HjfpQs2btQfRfnuidfDJQkSZKkP5mWlhaHDx8m\nNjaWoUOH/upFu317WLhQg/Hjg7l6dQ2fPn25MdEfTRYBkiRJkvQX0NXV5fjx49y7dw9/f/9fLQR6\n94ZJkzTx97/C9eszSUg4/aeekywCJEmSJOkvYmRkxOnTpzlz5gxz58791Zhhw8DXV5tJk25y69Yo\nkpND/rTzkUWAJEmSJP2FzM3NCQ4O5qeffmLlypW/GjNpErRpo8fUqWHcvt2f1NRbf8q5yCJAkiRJ\nkv5i1tbWnD9/nmXLlrF169Yv2hUKWLAAatc2YubMMO7c6UJ6+sM//Dzk6gBJkiRJ+pu8fPmSRo0a\nsWLFCrp06fJFu1oNvXpBfPwHpk71oGbNs+jpOf6vmH/c6oDQ0FCcnJyoWLEiq1ev/qL92LFjVKlS\nhapVq+Lt7U1YWBgA7969o3Hjxri4uNCoUSP27Nnzn2MCAgKwtbXF3d0dd3d3zpw582ecuiRJkiT9\nZSpVqsTp06fx8/MjKCjoi3alErZvBz09a5YtC+HePS+yst78Yfn/lDsB7u7urFy5krJly+Ll5cXV\nq1exsLD4T3tGRgb6+voAXL58mWnTphEaGkpcXBxxcXFUrVqVz58/U6tWLcLDwzEwMGDmzJkYGhoy\nZsyY3x6QvBMgSZIk/Ze5efMmbdq04eDBgzRq1OiL9uxs8PYGK6sn+Pn5UK1aKNraNsA/7E5ASkoK\nAA0bNqRs2bI0b96cW7f+9wsNvxQAv8T/8hnFkiVLUrVqVQAsLCxwcXH5z10CQF7cJUmSpH8lDw8P\n9u/fT+fOnbl9+/YX7To6cOwYvH7twrZte3nw4Dtycz8VO+8fXgSEhYXh6Pj/f17h7OzMzZs3v4g7\ncuQIdnZ29O/fn02bNn3R/urVK548eUKtWrX+82+rV6/Gw8ODhQsXkpaW9kefuiRJkiT9bZo0acLW\nrVtp06YNjx49+qLdwACCguDmzVrs27eG8PDm5Od/uUNhUfxtqwPat29PVFQUa9eupV27dv+rLS0t\nja5du7J8+fL/3DUYMmQIb9684ezZs0RGRrJx48av9h0QEPCf/0JCQv7MYUiSJEnSH6ZNmzasXLmS\nFi1aEBER8UW7mRkEBISwY8cVxo51YNiwysXK94e/E5CSkkKjRo24f/8+AH5+frRo0QJvb++vHmNl\nZUVUVBS6urrk5eXh7e1Nq1atGDVq1K/GP3z4kKFDh3Lt2rUv2uQ7AZIkSdJ/u82bNzNnzhxCQ0Mp\nU6bMF+3R0dCwoWDQoO1MmdL/n/NOgLGxMfDzCoGoqCjOnTtH7dq1/1dMZGTkf044KCiI6tWro6ur\nixCCH374AVdX1y8KgA8fPgCQn5/Pnj17aNWq1R996pIkSZL0j+Dr68v/x957h1dx3/n+r5k5veno\nqHckEKiABJgiMNU2sWODAScusR2D42zsTZ5sNm1zN3uz+/Pdzc3dJJsnezd3E29xbFzjblww2AaB\nwfQiikRRQb0end7PzPz+GBCSjR2wSbE9r+f5PjNnZjTnaI70vN/fz/fz/Xy/9a1vcd111zE4OPi+\n82VlsGWLwK9+tf5jvY/hY/30B/DLX/6S+++/n1QqxV/91V+RnZ09Fr6///77ef7559mwYQNGo5FZ\ns2bx05/+FIBdu3bx+OOPU1dXx6xZswD4yU9+wg033MAPfvADjhw5gslkYsmSJfzlX17aMos6Ojo6\nOjqfRL797W8TDAZZsWIFjY2NeDyeCeenTYPXXhOYPfujv4deLEhHR0dHR+fPFFVV+d73vseuXbt4\n8803cTqd77vm4+iebgJ0dHR0dHT+jFFVla997Wu0tbXx2muvYbVaJ5zXTcA4dBOgo6Ojo/NpQ5Zl\n7r77bkKhEC+++CJGo3Hs3J9VsSAdHR0dHR2dK4skSWzYsAFRFPnyl7+MLMtX5L66CdDR0dHR0fkE\nYDQaeeaZZxgeHub++++/IlFv3QTo6Ojo6Oh8QrBYLLz88sucOHGC73znOx/bCPxBpgjq6Ojo6Ojo\n/GFwOBy8/vrrLFu2jAcffPBj3UtPDNTR0dHR0fkEMjg4yJIlSzh9+rQ+O+A8ugnQ0dHR0fms0NnZ\nyaRJk3QTcB7dBOh8Ukkradp97bQMtzAUGcIoGTFJpg9tRvGDrzFKRkRBT/vR0fm083F0T88J0NH5\nIxNJRjjlPUXLcAsnvSdpGW6hZaSFttE2Cp2FVOdUk+/IJ62kScrJi7aUnPrgc8qFcwbR8KFG4b2m\n4eOYjmlZ07iq8CosBsuf+hHr6OhcInokQEfnD8RIdGRM4FtGWjg5ogn+YGSQKZ4pVGdXU51TTXV2\nNVXZVUzNmorNaLti76+q6vuMxHiD8FGNxcXOxVIxjg8dp2Wkhem502kobmBB8QIWFC+gNKMUQRCu\n2O+lo6MzEb1i4Dh0E6Dzx0RRFboD3ZrQv0fwU3KK6hxN4Kuzq8dEv9xdjiRKf+qP/gchmopysO8g\nu3t2a617N6IgXjAFJQu4quAqrEbr77+Zjo7OJaGbgHHoJkDnD0FSTnLGe0brzZ8T+pbhFk55T+G2\nuMd68+N79/mO/M98D1hVVToDnezu3s2e3j3s7t7NieET1OTUjEUKGoobmOSe9Jl/Vjo6HxXdBIxD\nNwE6H4dgIjgWth8/Xt/p76Q0o3RC+P78NsOS8af+2J8oYqkYB/sPsqdnz1i0QFEVFpQsoKGogQUl\nC5hTOOeKDo3o6Hya0U3AOHQToPP7UFWVwcjgRcfrfXEfU7OmTgjfV2VXUempxGww/6k/+qcSVVXp\nDnazu3v32DDC8aHjVGdXTxhGKHeX69ECHZ2LoJuAcegmQGc8sVSMxrONY0lr5wVfFMQJofvz+6UZ\npX+SaXWqqtKVSHA8EuF4JMJAMolREDAKAiZRHNs3nts3jdv/sOved/zcOdN7rpP+zMQ1no5zqP/Q\nBGOQVtITEg7nFM7BbrL/qT+qjs6fHN0EjEM3ATrRVJRNZzbxbPOzbGrdxMz8mczKnzVB9HPsOX+S\nz6aqKgPJJMcjEU5Eo2Oi3xyJ4DIYqLXZmG63U2g2k1ZVUqpKSlFIqSrJcfupceeS77kupaokL/G6\n89cCl2QWPsxUVFqtzHW5mOd0Umi+8lGT7kD3mCHY07OHo4NHmZY1jQUlF3ILJmdO1qMFOp85dBMw\nDt0EfDaJpqK8fuZ1nm1+ljda32BO4RxurbmVW6pvIdee+yf5TN5UihPnRP54JDK2LwgCtVY7ZbId\nT8iOpd9OutXGUJuRs2fh7FkIBsHpnNhcrg9//UHHpEuYiCB/TMORUFVaIhH2h0LsC4WwiCLznE7m\nOp3Mc7mY43SSYbiyZUni6TiH+w+PmYLdPbtJpBM0FDeMRQzmFs3FYXJc0ffV0flzQzcB49BNwGeH\n88L/zIln2Ny2mbmFc7m15lbWVq/9owp/KJ0e69WPiX44QjgtUyLbyQrasQ7YkdvsBJvs9J4w4h0R\nKCqCSZOgvCRNrbuXwnQX7mAndm8XhngYxZGB4sxAdrqRHRkkbW5i5gz8qhtvOoPRuI1gSCAUYqwF\ng0x4HQ6DxXL55uGDrrmUDr6qqnTE4+wLhdgfDLIvFOJwOEyx2cy8c6ZgrtNJvcOBRbyyQy89wZ4J\nMxGaBpuYmjV1wjDCFM8UPVqg86lCNwHj0E3Ap5tIMjLW49/ctpl5RfM04a9a+wcP8cdkmZPnxP6w\nP8LB0Qgn41H8JMkMnRd6G+GjdiLH7ZRYzZRPEphaGGa6s5OCVBcZAU3kLYOdWIa6yPB3kpkYYJBc\n+sQqhsXpdFKNT3EjksZIEoMaxaiGMRPCRhAHAZz4MBElKRhJSybSJiuy2YFqsSLa7RgcdoxuByaP\nAynTiWx3Ere4iFlcRI0ZhAxOQpKLSNxINKqZhUhkYguHLxwPhzVTAeBwaO28OXA4NINQXQ1z5sBV\nV0FpKYzX2bSq0hyJsC8UYl8wyP5QiFPRKLV2uxYxODeMMM1mu6L5CYl0gsMDhyfMRIimojQUN7C4\ndDF3TL+DMnfZFXs/HZ0/BboJGIduAj59RJIRXjvzGs82P8uWti3ML5o/1uPPtmVf8fdLKQqHR2Js\n7zon9LEIXVKEgCWBediK0mZHbrWTGwArEG8AACAASURBVLUzWbQy1xRkhr2LvKQm6vYRTeStw1rP\n3ijH6VJL6ZNKCRgriQllDMn59KayGRDcDOPBq3jowcYQZiyMYGAEEREJAyIGJAxIgmHstYCIoAqA\niICACiioqPCedv5/4cKR81czdr2AioBybqsKAiCgCiII54+JqIK21a4TUQQBRRVQAEURMBrB4YJo\nVEAQNEMwb55mCmbPhvLyicYgKsscDoe1IYRzEYPhZJLZTueEiEGJ2XxFe+69wV729Ozh7Y63eebE\nM9Tl1bGufh1fqPmCPnSg84lENwHj0E3Ap4P3Cn9DcQO31tzKmqo1V0T4/X5o61DZ1xPj4EiU5rgm\n9F5nhLgnhjBsxjFspzBiZno8SkNshPqRTjy+LuzDnZiHurCNdJEZ7iYkuDirlNJvKCNgKSZhmISi\nuAnErQwknYyITnxqFqNKFl1Y6cOGgTBGsQPVcIqUoYWk2oySbIYcP9bKUuzZuSSDAVJBP+lAEDkU\nRg1HUWMJUBQwGcAggiSAoFkBSREwyBJGWcIoGzCnTFhECxaDBZvJht3owG504jC4sIp2LIINh2rH\nJVuxyxZsaQvWtAVL2oRRNmKSDZhUA5IqIalGBNWA9k5JJOJIJJCIIwgpQGZEFDim5HPMVclh0yRa\n/RYyM8Fig0BAQJYvRArOt8mTJxoDbyrFgXGmYF8wiCAIE0zBXKcTj9H4sf8GQIsUvHL6FR5tepSd\nXTtZPW0162euZ0nZEn3xJZ1PDLoJGIduAj65hJNhXjutCf+b7W+yoHjBmPBn2bIu+36qCi0t8OZb\nKk19CZpjETrFCF5XBLkkgloSxRaTKAmoVAfDzBgeYsbZs9SeasbV14HD24k17mPQUES7XMaAoYSg\nvZS4tRCBHJSEQCyk4E8b8YsufEouXiWLTkz0YicNWKROMJ0hbTpNwnASOdEMyRYsZZnkVE6jvKqa\nmupq5s+YwdU1NVQ4HL83HJ5IJPD5/QyNjjLs9zM8OorX78fr8+Hz+fD7/Rea10tgdJSQ3080FCQR\niaAoCgaTCcFoQDhnIlRAURTUtIyallFSaVBUMEtgkcAsglVAsIiYzUasZgMmo4RddJAlO8lJZTBv\nqJY672SyowWoSgaCMESbYOOYoZjjGVNoSniIpiUKikAyCHi9EI9fiBScNwZTpsD5VAFVVelOJCbk\nFxwMhcgzmcaSDuc5ncxyOLBeSgbkhzAYHuSJY0/wyJFHCCVD3FN/D/fU3cNkz+SPdV8dnT80ugkY\nh24CPlmEk2FePf0qzzY/y1vtb7GwZCG31tzK6mmrP5Lwp1Kwcyc895rM891ewvVDKLNHsMoyld4Q\n1b0D1LR3MKP5OFcd3481mqRXKqUtVUa/sZSwq4SksxDVnI+QkCAQQvIHCGJkVMgiKOfjVT20Y6QX\nG2Es2Az9iJY20rZW4pYzyGor+I8gykNkV1ZSMnUq1TU1XDV9Osvq6qibMgXxCifEXQ7xeJxAIDDR\nLFykjY6OMjIygtfrxe/3EwwGCYfDqKqK2WzGZDIhSRIIkFYU7ZxRQCk24skWudm3iAV9M5kcLsCc\nKkTBgE+KcULx0GyfRLOtiBa/ldxcldwCAUURGBjQkhtnzbpgCmbPhqlTL8xykFWVU9HohPyCE5EI\n02y2CfkFNXY7ho8wjKCqKkcGjvBI0yM8dewpqrKrWFe/jltrb8Vldl3hb0NH5+Ojm4Bx6Cbgz59Q\nIjQm/G93vD0m/Guq1uCxei77fn4/bNoEz21J8UZoBMeybkKVIea2d3PrlteZsXeQwaFCBoylRDJL\nSWUWgTMfI3YM3iFMIwMIgQAByUpAzSMs5zOMh3YkegQbPtWF2TCKwd6J7Goj5jyLKnVijDYj9x/B\nbDVRNHUqU6urmVVTw9V1ddTV1lJQUPCpzEK/mInwer0cOHCAzZs3097eTlZONuFUnKDXBx4jFCZZ\nYKjkxuEGpg9UkJvIJqWWkSJJq2imWcjjdEYpJxQ3gZREZSVkZoskEtDVBV4vzJw5MWpQVXXBGMQV\nhab35Bf0JhLMdDjGhhLmOZ1Mslgu6ztJykleP/M6jzY9yraObaycupL1M9ezfNLyT+0iUDqfPHQT\nMA7dBPx58l7hv7rkaq3HX7X6Iwl/Wxu88go8uz3OEesA2dd1MFqQ5pqmY6xqfAdxbyadGctQJ83B\n3X0K49AgciROTLISVguJykX046JNEOkRbIyomUhSFJOzGzmri5inG8ncjzXVhuhtItrTjsvjYfK0\nacysrWV2bS21tbVUV1eTlXX5EYuLEUinaQ4HODDay3AyRo7ZQZ7FRY7FgdNgwClJOCQJpyRhl6Q/\nuyp/5xkdHeWdd95h27ZtbNu2jba2NoqKi4mKMsMjQyQCYSgQyMuxcUviKq4enEGpNw+znEuMUkaE\nFE1qJqcsRbTbs2kJ2yjMh8lVAnaHQCQCra3Q3w/19ROHEqqr4Xw5An86zcFxpmB/KERcUcZMwUKX\ni2syMy85WjAcGeap40/xaNOjDEWGuKf+HtbVr2Nq1tQ/4NPU0fn96CZgHLoJ+PMhlAjxyulXeLb5\nWbZ2bGVR6aKxUH+mNfOy7iXLsHcvbHxF5dn9UeKTWzEt6SfgUlj17rvM2dOD/3AFkcrlqIY4zuNH\nkCNWgmoD+wQXZ0Urw6obGQlTRg9KQR/xvEFstiGcQg+WSAvxnpP4urvJLypiRk0N02tqqKmpobq6\nmqqqKpxO58d6HoqicNzfx97RHo4GBmiNjNKXSjOsmjGIKSropEo9RgWduNQgKcFICq0lBTMJzKSw\nkDi3ryCey6oTtZkEgoQoSBhFI0bRhEUyYZbMmCUTZtGMxWDGKpmxGuzYJQt2owOHwYbLZMNpsGEz\nWBFFK5JkR5IsCIIJ4Qokx3m9Xnbs2EFjYyONjY10dHRQOW0aCYtIv38QX2cfKjLmQpFlzlJWBWdR\nOzAJd9BFhEpiZHNSMNJENq32AjokJ6MpAzPrYdIUEZMJfD44cQK6u2HGjInJhzU1cD6PsDeRYP+5\n/IK3fD76kkn+oqCA+woKKLqMKofHBo/xaNOjPH70cSoyK1hXv47bp9+O2+L+2M9LR+dy0U3AOHQT\n8KclmAjyyilN+Led3cbi0sXcWnMrN0+7+bKFPxyGN9+ElzeqvH7KS8Gio4zOjaIKSVbt3EPuLpXY\n0EziFZOgby/m1iHSygxGmMs7kpNeXEgVxzBN7yTHOUSG3EF64Bjetla8AwNUTplCdXU11dXVY2I/\ndepULBbLR/rdo6ko7b6zHBxp5kSgh+7EKOFUGFlIYxaSZIlBSuimiF48+LARxUgK8dw0PlkWiMcF\nwn6RdMIIqCDKiKKKaABJBFECUVIRzu0LEpybyYd4bisI6rmt9rkEgXOT/8695sL/hyBoCZTnTozf\nTJhceP7o+Lu8dyuJdpz2aWRnryE//yuYzRcv2DQyMjLBFHR2djJz1ixUj5OzgX4Gus+S6hyFDJUZ\nhZmsNkxh8XA1eQNZKMl8/NTixcJB3ByT8uiyuWlP2MjPU5nbIFJYok1R7O+HI0e0Coy1tROHEqZP\nB5MJmsJhHurr4+mhIZa63TxQWMiKzEzES4wOpJU0m1s380jTI7zZ9iY3TLmB9TPXs6JihT5coPNH\nQzcB49BNwB+fYCLIxlMbebb5WRrPNrKkbMmY8F9uz6inB159FV56VeGU/yTFK05yus5IVsDHor2t\nGHa4Ec21BCw9GM8cQhqxI/F5zgiV7BUzUa0jpOp3k1fRSXGsidYdb5OXk8OsWbPGhL6mpoaKigoM\nl1HGVlZk+oJn6PIeotd3iO5IN4F0gKSaREDBLKZwCREyCODBh4MIkpBGRUQABFVFUc0k4maCPjMj\nnUaGT5kx9k/DMzyfvEAtGVE3hlEDplwjpiwJFQk1raLKKkpSQUkpKGltq6ZVkEGVtS0yCLKAKqio\noooqqCiigiIoyMgoKKRJIyOTVtOkSZNW08hqCllKkBaTKIYUqimNYpZRLWlUqwy2NFjTCFYFwaIg\nWhQEqwIWGcGsglkGk4JoSSGVnyUzpxW3YQhJkFGRMBrcOB115OR8kdzcOzAa3z/0Mzw8PGYKtm3b\nRk9PDwsWLsRSUsCZ2CAdnaeInu6G0QS5BVZuysllVbKSyX3FmL0OvNQRUSdxEjv7yeG0KYsegwOf\nbOCqmSpzrxbJyRFIp7VhhIMHob0d6urg7rvhzjvB4Ezz1NAQv+nrI5BO87XCQu7NzyfXZLrkv5HR\n2ChPH3+aR5sepTvQzZfrv8y6+nXU5NRc8j10dD4KugkYh24C/jgE4oGxUH/j2UaWli0dE/4MS8Yl\n30dV4fBh2LgRXt8UQXS/i235AEdqM5nc08/U3QGkpnxSDomIdzdSey+O1CJU4XoOCnm0Cw7MRftJ\nzmqkPL+P7L6zHNvxLnV1daxdu5bVq1dTUVHxoZ9BURKMBI7S492BN9BEJNZKNOUlriRQUZAEBbOQ\nwk4UO1GSmEhhRBBAQsFECgkZ0eDBKBUQi2Ti7bQxeNzMyFET4aN2ciKVlBnKyEpkYVAlDFlxXJlx\nnFY/FvqxJs9iCZ3CMnICMR3T6vOGw5CRAVlZ4PFo2/PtIq9Vjwcys1CtdlQZzUCMb7L6/mPnGjIo\nKYVkLEk8EiccCuML+PAFfQRDQUKhEOFwmFgkRiwaIxFLkIgnSMVTyAkZJaaQN5xHdbKOLDz01A8S\nvfEQ0vQj5HlOkSkNYyANSJiM2Tids8nKWkN29pr3RQyGhobYsWMH27Zto7Gxkd7eXq5evJj8uumc\nkr00dx7D13wKOvyYFFhanMUX3IU0jJbi6nYQTk5hRK0joOayBzeHhVzOmlz0KFY8mSqLlgrMmS9i\ns8H27fDGG7ByJXz1q7BkicqBcIiH+vp4fmSEGzweHigsZGlGxmUlFLYMt/Bo06M8dvQxipxFrKtf\nx5dmfOkj5b/o6Pw+dBMwDt0E/OFIK2leaHmBx48+zvbO7SybtIxba25l1dRVlyX88Ths26YJ/8Et\npymavY9AQ4yDVYXUnOkn6x0Vc6+FUKqVcNdOnCPZ5AtfZoBZ7BOyUG0RlMo3kGvfZKrdh+XUKCcO\nNrF06VLWrFnDqlWryM3VhEVR0gyPvMjA6G784Rbi8S7k9AiCGkZRFURBxUgaUAnhIIqdGFZUQcRC\nEjsJ7EIEo5pANBVitVSQYa9EjmQzfEpi6BCM7INosxmTz06ekk+WmkXCGASzF4dhmHyll8xIKxar\nD2sBGIpdCIUFmnhLEiQS2ry4wUEtFf7sWbBatWM2m1ab12bTjhmNFzLfVBXSaUgmtYd6vrZvKgWZ\nmZCdrbVLNBGXtDDAh+CP+9l6eiuvvPgKw5uGyT2ZS1W4hhqhloQTeudGCF23D2vlAYozmvEIXiTS\nCEiYTHk4nXPweD6Hx3MjFsukMdEdHBxk+/btY8MH/f39XL14MeXz59OVoXDg7CH6jx2G1j7U7hRT\n3Va+kJ/HTaZcSrs9yN4sBqV5BJJT6CSLHeTQLGbSITrIKxJ54K9FkimBDRu0x/iVr8D69WDNSfPY\nwAC/6etDBh4oLOSevLzLKlQkKzJvtb/FI02PsOnMJq6ruI71M9dz/eTrMUpXpuCRjo5uAsahm4Ar\nTyQZ4eHDD/OLPb+gxFXC16762mUL/9AQvPYabH4pRuDwdgqvOcXpWSaOTimjumkYyx4VcWQY/0Aj\n4c5W6pW7kaRVNCtlnBGcuIrOEp3+DBS/wrS0iWSTn56Obm688UbWrFnDDTfcgMOhlXxNJPo50faP\nDA8/j1EZJqaaGFHdhHARE5wkBQuqIOAgRpYQwoMPqxpEMRZiskwiw1aBSyjC0Oci0WxgYLfM8GGB\n6ICEGHLiTOcgIOCnH5k+LMYRst1RJhWJFFTaMU92IhbnQ0GB1hwOLXOtrU2rXtTcrG37+rSSeTU1\nWlr7+e3UqdqqP4qiibrPp82D9Psv7H/YMZ9Pa8mk9t42mybwRuOFKjyKopmFeBxiMc1AGI2aecjK\ngpwcrX2YacjKArf7A5cpjKfj7GzbydObnubk6ydxHnFS7a1murmeonQRo+UKnXMieBfsJbdiD5Os\nJ/AIfkTSCIiYTPk4HLPJzLwWt3s5dnsNomhkYGBggikYHBxk0ZIllM+fj29yLrsHmug4sANOt6N0\nRnB5VT6f72GNJ4eGmAtrp5VRaQ69ybnsSlfxBBX0Gm18+XaFa1cb2bIFnn0WliyB++6Dz39eZW80\nyG/6+njV62V1VhYPFBbS4HJdVnTAH/fzzIlneOTII7T72rmr7i7W1a+jLq/uku+ho3MxdBMwDt0E\nXDmGI8P8av+v+PX+X7O4bDHfX/h9GoobLulnVVXTuldegYO/a8UV3opleT97ZxfQWlTMpD0+TMcD\nJNr30d/+JlMSM5is3M+gOIdDSi6qVcY67QSRWb8laXqJqd4C/IdHSUaTrF69mrVr17J06VJMJhOq\nKuMd3c7xtv9NIvIuRmKMKna6hEoSoo0qoQOXOkLakI8kFWNXc8mOubENWBHOWFCbbcRO2hjskwiF\nHCjJbEx4GMVLL30kTF4MrgjuIoHiajdViyZT2lCDWFSkCeV5ERwenijy57c+nzap/b1iP3nyhV79\nH4Jk8v1G4cOMxOioNiHf79fMh8GgmRGTSTMI57MIZflC9CEeB7tdG7aoq9OUs6FBqw/smFiHX1Zk\nDnQd4MlNT/LOW+8g7BWoHKik3lJPDTMwSVaG6gVOzhzGN7OJipJGphhPk4Ef6Vx6osmUi91eh9u9\nnIyMq3E46hgejrJ9+/ax4YORkREWnzMFkZoK9qTP0rLvTYSW46RbhzD1idQnRe4uyOO2cA6jgeUc\njK/iKSbTKOQzrUTmuz+SiAsGHn4YOjq0yMBXvgLushSPDAzwUF8fNlHkgcJC7srLw3WZ3+Np72k2\nNG1gQ9MGsm3ZrKtfx50z7vyDL4Kl8+lENwHj0E3Ax6d1tJVf7P4FTx1/ittqb+O7C757SXOhUyl4\n5x1448UYw881UlKwG39DnM0N9YzY3GS/OwKn2wjuf560b4Tl6jcQ1Js4pVRwGifZ+X7Mc44Qrf8N\nvv43KOsrYeTwCNnubNasWcPatWuZM2cOoiiSTA7R0fs4HT2/wZBuQ0DBp7jwSkVYiJInjJJmFpOb\n3bifEZGPuUj4HETFIgJiEcl0LjIqo8YhuumjPdWFnBnHOdlG3pwiKpfVMH3WDMrLy7WqeOdRVejt\nvbjYp1KawL9X7EtLL/TAPymoqrZ84O+LPoyOauZnaEh7Dg6HZh68Xpg2Da6+WjMFDQ1QWTnhOaiq\nSstAC49vepwtW7cwtHuI8q5yZtpnMss0m6JgMYliiY7aJCfqB0jUHmV6TiOVYgdO/AiCBKqCweDG\nbq/F7V6KyzWPYDCfd989NRYtGB0dZfGSJVQsWEBiehV7jUM0tWxF3LeT9Lt9zB+S+MdJldS25XFK\nvo1Xk1fzNJMIGUzcuybJ6q9b2fiqyGOPabMMvvpVWLNWZXfCz0N9fbzl83FrTg4PFBYy+zKnkSqq\nwraObTzS9AivnHqFZZOWsX7mem6svBGTdOlJiTqfbXQTMA7dBHx09vfu56fv/pTGs43cf9X9fHPe\nN8lz5H3oz/h88MYmlX1PnMG0fRNF9c20zHXw4qIlpGNg39dD9HAjof1vsMBxDaX+dVpvP52LalTx\nVI2Qce0hYuUP0bqvkdyuHEaPjlI9tZpbbrmFNWvWUFVVharKBAJ7aO58iIDvVUyqDxUIqhkkRBdu\nRvBJldgjNUzfCIbHrfjk+fiTFQSzRumxDHIm3sHx0eOo+So5dTlMmTWF6dOnM336dCorKzGNzwSX\nZejsfL/Qt7RoveOLiX1+/sTVcD4iipJCUWJIkuOKzNP/o5FKwf79WsLH229rhR2ysrRIgc+n5T6c\nNwQNDdoSg5kTp412j3az4fUNvP7W6zTvbSanNYeZzpnMc86jKlGDNWxjtFaluSpGc30/jqn7meXY\nQ7nQjU31I4rmc1MgJez2WjIyFhEKTeLw4Si7d5+hsXE7fr+fJUuXUrJwIcem57Pz4OPIm7diPaJy\nnyebb1nKoK2SLen1PKtUsYtcZuXH+OGPBKLZNh5+WODAAbjjDs0Q5FUneHhggP/o6yPPZOKBwkJu\nz83FfplrGQQTQZ5rfo5Hmx6lZbiFL834Euvq1zErf9ansvKkzpVDNwHj0E3A5aGqKptaN/Gzd39G\nu6+d7zR8h/tm3/ehS6q2tcHrz0Xpe2Ibhe2bsc/t5c2F9bw2fy7G/jAcPE5427NUhEzMS3+JtG8F\nzUI5p2QnRe4gWQsDFK4+hI8N7N3yJo52B6HTIRY0LOCLt3yR1atXU1RURDI5SN/QS5zufhghfoi0\nksYoQETIwCjIhLEzJC6guLWQul+nSRzJZVSaT8Ki0prbxUbvJro8XVxz0zXMnj2b6dOnU1VVhc1m\nu/DLpFLavLH3iv2pU1pS3XuFvrpaE7aPQTodIpHoIh7vHNvG410kEp3E450kk4OIohlZjiJJdgyG\nDAyGDCTJNWE7cd+FJGW8Z187J4ofre7BxyaR0IzA1q2aMThwAEpKtHyCaFR77iUlE41Bbe2EIRJv\nyMtjbzzGxi0bObLnCOnTaepcdSzKWsRscTbZfXmkHdBTm+RwVYTOuh5KynYxy9hMidCNWQliMLgA\nFVmOYrNNJRKZzrFjZrZt62XbtgOs/MIXcK5Zxe8i+4i+9STpXf2UdMGPq2q4ptfDmdHP8WRyNc9R\niiQK3L08xt0/tPLSOxYeflgbEfrqV+G2O1R2y6M81NfHrkCAO/PyuL+wkOl2+2U/unZfOxuaNvBo\n06M4TU7W1a/jrrq7yHfkX8EvSOfTgm4CxqGbgEsjKSd5+vjT/OzdnyEJEt9f+H1uq73tAzOWEwl4\ndkOMjn98nJnhVxiaq/Lk0uvZVV+JuXWA2K63yDx6imWGOjxda+mO1XFAzkERoKhslPKVMabecoIz\nZ57kjY2vYDhtINmbZMXnVnD7F27npptuIiPDQTC4l7beJxkcegFJGSSpqFglgZRgRUTmKLNJJK+i\nfpObykeihKPTiahFBIpH2Gs9zjOdz1E8r5iVK1eycuVKpk49N4wRi2nC/l6xb2/XhOi9Yl9VpWXl\nXyaqqpJKDRKPv1fkL+wrShyzuQyTUoIYywefE9kvkfanSYcjpGUfqjGMIFiRjCYEkwHJIiFaRESL\niGAB0aoiWFQEUxpMKTCkUIihKFFkOYosh0inQ8hyEGDMEFzMQFyaqXBq4fePQzQKu3drhmDrVjh6\nVHvOBQXaLIf2di1Zcs4czRAsWADz50PehWhUJB7hqS1P8cKmFziw+wDDLcOUu8tZUrCERbZFTA5U\nQgeEpiicqYqxvzpKZPoZanL2Uie2kUc3RjWG0ZiFoiTx+y1s2zaN3/2umUmTJnP1PfewpzKDPQc3\noGzZiuEwXG/38GDhNDyHMnkufT/PyLNoIpM5rhA/+k6aVJ2HR56S2LIFVq/WDEHpnDj/PdDPf/X3\nM9lq5YHCQr6Qk4PlMoeFFFVhR+cOHm16lJdOvsSKihU8uOxBqnOqP953ofOpQjcB49BNwIcTTAT5\nz4P/yS/3/pJpWdP4m6v/hhUVKz4w3Dg8DI/+wovyq/9H7eS3+N93fIl9MyqQjp6AvXto8Jq4yr8E\n/6mFNKlFNKedTLKEKJgVYPY6lelLO3m78be8/NJLJE8kkcISK1et5O7b7ubaa69FkgIMjbzGmZ7H\nSUV2EU/LGEQF87nyd16hiHfUxWR11tDwqIHCnQoBdSZKZoyO4gFeDb3NztGdrLhxBStXruT666/H\n7XZr49Vvvw2bN2ui09Pz4Zn4l4iiJEkkuif03C/sd5FIdCNJDsymMoxqMWKkAEZdyKMCKV+SdDhM\nShlByehFKBpEzRlEkK0YUyWYpVKs9gpsWRWY7VkkQ2FSoTDpSJh0LEw6HiGdiCCnIshyFEWNoahR\nVCGGKsXBGgdrAiwJMMVBSiHIFgTVgogFQTQjSiZEyYhgMCAaJBCEc/l+KqqqVR1SlBSqmkRRkihK\n7FyLnysp7DhnFFwYjZlIUiZGo/vcuHwdbvcyLJaSS3uY4bC25OO2bVpradFK+pWXa8mW3d3a8EJm\n5sRowcyZWrIikEwleeHtF3jm9WfYu2sv/c39WDOsLCpbxArPCmanZ2NsMZOMpRisTXK0KsHBmhiu\naQdYaNvPLOEAFoOTRCLIwYNlvPSSSlvbKLeuvxf5xhU83v82qR1PIe/sx3JG4e/rZ3JHOJszzVfx\nn/I9vEopHpLcWhdi3Q8svNHn5r8fFpBlbWbBnfco7JO8PNTXx+FwmHvy87m/oIDK8dGoSyScDPPv\n+/+dn7/7cz5f+Xn+Yek/UJH54TUwdD4b6CZgHLoJuDj9oX7+de+/8l+H/osVk1fw/YXfZ3bB7A+8\n/sQJePx/tTPp5V+QMe8M/3DHXZzNMGN/Ywd3B4uxH19Ky9ky9uJBVgQqs0eZdF2UFX9lZVrZKP/1\n/C958cUXCR0NYTfauXn1zfzFXX/BggXzCIf30TP4PH2DL6Cm+wilFFxGMIggY+G0OJvG2HJmbi2n\n4dkA9q480oZMIpO97He38tjppzDkGli5ciWrVq2ioaFBWwTm4EFN9DdvhqYmLSnt+uvhuusmrizz\nIaTTgff13Mf35lMpL2ZzIWZzKUa5GDGcD6MZpEcg5UuQCoVI0ofi6EMoHkTN6UfAhDFZjEksw2ov\nx+6pwJFfidVejtlchsEwLuLg92t1AsJhyM3VesEu1+/NNVBVFTkokxpJjbWkN05yNETSHyIZCJEK\nhUhFwqSjmqmQk1EEVxIpK4WUmUJ0pxBdSQRnEsGeBGsCwRJHNSfAEEORIihCBEXVog2KEkdR4oCA\nKBoRRTuKEkWSXGRmXoPH8/nLMwWBAOzYccEUtLXBwoVajV+7XasDvG8fnDmjrRw03hiUlIAgkE6n\n2fTOJp569Sl2vbOLnuM94ILaCoNbHgAAIABJREFUKbXcWHwjS01LyenIIXw4Qrg4zeufC+D//E7W\nOt4kV+3AZMymtXWYzZtLee21XpYtv476u+7ijew0Rw5vQH5rK+YjBqYJdn5eM4vyQy6e8K3nSXkB\nfVi5yhjgu3fGMK/I5YmtVl54AZYv1wzB5CUxfjvUx28HBqhzOHigsJDVWVkYLzM6EIgH+MWeX/Cr\nfb/ittrb+J+L/ydFrqLLuofOpwvdBIxDNwETOTlykp+/+3NeaHmBu+vu5tsN36Y8s/yi16qqpp+v\n/n8HWHb8XxhanuJ/3Xo7o7EABY3N3HHiet49MZuDSiZTxBBllX7qb1e4+YEsPJKX/7PhJ7z80st4\nj3jJystizZo1fOPL36CqKofR0Tdo73uaWHgHkaSKrKZxm0AUICoVs1tZSFP7Cla8ZKFuewwpVIKx\nMMTZ8hE2pXfz0rGXmL9g/liYv6KiQgsdb9mifeg339QE8/rrtbZkiVZcZ8Lvp5BM9k/ouWsif2Ef\nFCyWMsym8yJfgDqSQWpYJuWNkwz7SQk9yPZehOIB1NwBBFHAkCjBLJZisZVjz5yMPX8yNkcFFssk\nDIZx9RRCIU3kOzq07Xv302mtJ+xwaGGYwUFtOl5u7gVTkJd3Yf+92+zsD5y3/77vW3mPcfCmJpiI\nix1Lj6aRHBKGLAPGbCPGbCOGbDDkJ5Fmd6JWHSUov004fAhBkFCUNJLkwO1eQlbWzWRmLsdiKb20\nP97RUa2k3/mcgp4eWLxYMwbZ2drz2bdPG2KQpAtDCA0N2gIBNhuyLNO4p5EnNj7Bjh07OHv0LIpd\nIb8qn7UVa7kzcCfJbSlaFgV5/mY/S6tfYhE7sUgmIhGZLVsSbNxoQBBc3Pa1rzO8dAGPtb6MuucZ\n5HcHEU7IPDBrNt80FtKys4bfpNezTS2hXAjzudwA679pZKclj0efNdDTA/feC3fdq3DYPsxD/f2c\nika5r6CAvygooOwy16wYiY7wz7v+mf8+9N/cO+te/sfV/0OfYvgZRTcB49BNgMaurl389N2fsqdn\nD9+Y+w2+PvfrZNuyL3ptLAaPbVA5+ONN3BH7V3Z8rpR/WbOS2Nl2pu/1sXzvTWzqqyaoGlhc08+N\nPzJw0+oCQr4+/unhf2LjyxsZPjpM3pQ81q5Zy1+v+yvycoYZGHqZnsHnUdK9eOMKDiM4JAVVMOEz\nzWCz/1pC7yzmxk0hSprtWEwqyWlBDhT28FTbC3SOdHLTTTexcuVKVqxYgcts1sLHb7yhCX9PD1x7\nLdxwA3zuc1pv8ByqqhKNnsDrfRWf721isXYSiR6MxkzM5rKxnrwUKkAZcpEaUkl5IyTCw6SEbtL2\nHoSiAdS8AQRDGkO8BJNQisVaji2zAmf+FKzOyedE3n1hOCUSuSDoFxP7eBwmTdKEfvz2/H5m5vt7\n/bGYNgVvcPD92/ce8/m0e4w3Bh9mGi5TeFRFJR1IXzAFXm0/OZgkdCCEf7sfyS6RscyJ9bpB1OnH\nCAlvEgzuRpbDAEiSHZdrIdnZa/F4Vly6KRgagsbGC5GC4WFYuhSWLdOmI46Owp49Wjt+XMs3GB8t\nmDIFWVHYe3AvT7zyBK9vep3Olk4mz5zM90u+T83+GvzGKC/fFGDgc8e50/k2hekmzKYiDhzoZeNG\nC/v2Rfni7XdQeec9PK32cerEE6Te3or9qBlnWOJfFi6h7lQWj7as5nF1OaBSJwa5b2GQrNU5vNDp\n4cmnBerrtdyBqusjPOLt57GBARpcLh4oLOTGrKzLWia6L9THj9/5MU8ff5pvzP0G313w3csq5KXz\nyUc3AeP4LJsARVXYeGojP931UwYjg3xvwfdYN3MdNuPFxx/7++E3/zfJ6P97knsyHuK3Ny/m4c8t\nIX3oKMsOm5m87fNsjJbjIcniqwe5/9fZuDMC/NNv/olXNr7C8OlhCqYXsHbtWr5z1zps5mN0DTxL\nKLCdUAricoJsk4BBVFFEN/3SAjaf+Dx5b01h8fYoGV47rtJReqvDvGE8zDO7nqWwsJBVq1axcuVK\n5s6Zg9TWdiHE/847Wvb4+d7+3LkTQvyKEsfn24bX+ype76sIgoDbeiOGs3NI90kkRsIkYr0k6SJt\n7UEoHID8AVRTAkOiGDNlWCyTsGVWYM+bgj3jfE8+64LIx2La1MEP6s2HQhdE/WIin539PpFX5DTB\n1lZGzxyjv72Djj4/gVgau0XGbgGbVcBhBbtdwmyxYDDZkMxWJLMNg9WOwWrDaHdgsNkwWC0YEgkk\nXwRxOIA0FEAYHEUYGr64abBYPtggvPdYRsYlDUtET0bxN/oJbA/g3+5HMAq4l7qxXxtFmHWCkHEL\ngcAOEok+BEFEFG04nXPIyVlLVtZKLJayS/uD7+u7YAi2bdOe/fLlWlu4UBtS2bv3gjEIh983RfFs\nwMePfvkjXnzqReLpOLfPup175fVIBwycWD7CUzenWTrtDa5lJ1Yhjs/n4PnnO3ntNZEpUypZ87Vv\nc3pmDU+efA7x0HPIu0cQjsrcWFvHDwun0rK5hv8I3c4hCpkhjjLfEOSO2wVOTC7iyZ1WjhwRuOsu\nuPMrMs25w/ymr4++RIKvfoTljc/6z/Lg9gd59fSrfHfBd/nmvG9iN13+zASdTx66CRjHZ9EExNNx\nHmt6jJ/v/jkZ5gz+5uq/YW3V2g9cyvTIEfjNPwfIe+khVhX9jp/cegsbF9Qj7jjE6kMlGHYu5zW5\nkBlCgKVrRvnLfy1mwN/CA3/7AIfeOkT+rHxuWbuWr9+yDIOyl96B50mn+hhOqNgkGZdB1b4HYynt\nwSXs2349Nds81B4RsThCWGsiHKnw8kzXJvYc3MOiRYvGwvylGRla+Pe88KdSF0T/uuu06WXjSCR6\n8Xpfw+t9Db9/G3Z7PfbQtaQOFBPsPU6yohGmncaQKMCklmKxlGFzT8aRNwWbuwKLpRyjMeeCyCcS\nF+r3X0zkfT4t4vBBPfnc3IsWBlJVlUhkmNOH2jl1sI+21hDdgwr9PguDQQ9DA2UMjpQgCpDtGsFi\njJOSzSRSFuJJC/GkmVjCjEGSsZpjWMxxbOYoFnMUqzmKxRzGYgljtYaw2kJYbCGsjgBWR0DbNyew\nGpPYzEls5hQ2s4LNImM3p7CZZMyAmBKQkipSQkaKpTBE4kihCJI/iDQaRozKSJYMRJsb0eFBdGYh\nunKR3LmInkIsUxchzJipVRcc93vHzsTwN/rxb9eMgaqquJe6cS03IM47Tdj6Bj7f28TjraiqiiRZ\ncThmkpW1ipyc27BaJ13aP0Jn50RTkE5rhuCaa7St2awNH5w3BYcPa5Gke+9FveEGXm58nR//2485\n9PYhikuK+euyv+aq5lkEMsO8dGOQjuv6uNe1jdLETkzGMrZuHeb553309hpZ95V7yL31Ph72naDr\nzO9INm7FddxBui/Bg9d/noV9pfx257X8TllKIRFqTWFWZAaovM3DJiWPx14yUlSkRQdqbg7zeEBb\n3nj5ueWNr7uM5Y1PjpzkHxr/gR2dO/jbRX/L/Vfdj9nw8daF0PnzRjcB4/gsmQBfzMevD/yaf9v3\nb8wumM33F36fpWVLL5rpryjaEr2P/Z8erj32S2rLd/DDO+5kd005treOc/vuOrqPzmGXnM0S0xDX\nfyXM+h9PYt/pd/jm332TU7tPUXdjHT/+9hrybfsJ+N8mIouEknFyzCCIJgwoyMZazrQsoXvrYuoa\nXXh8Ko5yL4kZMd7KOMNzO14iEAiMif5111yD/dSpCyH+I0e0cd0bbtCEv6ZmQu9TVRVCoQNjvf14\n/CwZphVIZxYS228grO5CuPpdBFcct+VG8qvX4sm+Dkk6lx+QSmlZ5x80Jj88DEVFHyzyBQUfIPKa\nP+joiNHa2k/rqVE6Tsbo7hbpG7YzOJKDP5BNpnMEt92L0zyChUHUeDexSBuByElGUidJ4SNfyMGO\ngyRRYsSIqXHiJImQwogVm5CBRXJhNbgwGdyYjFozGDMxmjyIhgwQ3SC4kHEiqw7Sio2UbCWRMpNM\nGUgkjSSSBmIpI7GkAYOoYDGmsBkTWA1xLMYEFkMMqzGKxRjFajvfwtjOmQybLYDVHsBiC2B1jlJS\n0cSkTh9ZQ7l4rIux1lyHMHeeNgPj3DNTVZV4e3zMFPi3+1GTKhlLMshY5sC0oIeQ83V8vs1Eo80o\nSgJRtGC31+Lx3EBe3t3YbL+/eiWqqk05PG8Itm7VZhScjxQsX66te/DMM/Db32pJiHffDffeS6is\nlJ/85094+LcPM9I6wurq1awXv4yj1cmx63rZsNLK0sp3uEF8B6vcT19vPk8/fYq3306zZEkdN33t\nB7w7qYLnTjyN4dgLKPtGEQ8r1FdU8vfTGzi9eRb/3Xc93eSwQOxnmiHF9XUx+huKeeFsJo07Rdau\nhS/dl6Zt0hAP9fcRPLe88X0FBWRf4gJGRwaO8KNtP6JpoIm/X/r3rKtfpy9a9ClFNwHj+CyYgK5A\nF7/c80seOfIIq6at4nsLvseMvBkXvTYchkcegU0/PcZfRn+GOq2LH9z+JU7necja0skX3m7gQH8N\np9MObrT3suo7ab74gwpe2PUc3//R9+k53sPVX1zAgw80QPxhgskYIkkskoQo2TGQIJ2YR+fuBqKb\nFzL1kINkbpDsmgg9VUFeHNzJG5vfoLy8fCzMP7ugAPGtty4k9OXkTEzoe8/0qXQ6iM/35jnhfx2j\nlI0teA3KvnpCJ/qRq99FnbcHs1hCduHN5JWtxeGYjRCJaOZi0yatME1HBwwMaEL+QSJfWHjRWQTJ\npFYtuKsLOjvTtLf76eiI0NWp0NVppn/AjSSlyMnpIsMygFUdwZD2oSb6iUXPEoyeZjhxkpgaI58s\n8igknwJyTJl4XFlkFBbgqq7AOX8amVMzsDkNxIaSJIaSpIdTyINJhP44DIRID4WR/VHkUJK4EiNs\nDhE2BomKAeJCgCQB0mqQtBIkJYdJy2GS6QhJOUZMkQmKIhFRJAxEVZWwLGMUrNiMmViMmVhMmVhM\nHsxmDyaTB4MpE1FyI0gewAW4kGU7ctqKnLSQSplJJMz0jrpwGsPUVBylev4WaifvZ174FEWHR/Aw\nG+P0hdoQzty5UFY2Zu7iZyeaAjks417qxr3UjeXqAGHPa4yOvko4fBRZDiCKJqzWqWRmXkd+/noc\njktYgEdVtToR501BY6OWO7FunbYwQCik/aNs2KCZwHvvhTvuoGmoix/+4oe89cJb5Aq5/GXpAyzs\nnEewJMTLN0U5vjTE/a4dTE5sQZWL2bQpyO9+14XR6GD9X9yFedU3+PeefYy0P09i1zY8zRlEWsN8\nfeUqlgRn8fjm+byanM9MvNRYA1SpCeqvNbM9p4Sn3rUhSQL3fVVl+hdCPB3rY+PICF8vKuK7JSW4\nL3G9gt3du/m7rX9Hd7CbB5c9yB3T70D8JFWi1Pm96CZgHJ9mE3B08Cg/e/dnvHb6Nb4y6yt8a/63\nKMm4+PSr7m74t/+rcvo/tvFD+885NtPEj75wC4MClL8VZsXri9gSryAuC9yc2cutD5pZ9tUSfr3x\n1zz4jw/i7fBy/d3L+Nv1k0hGnsKXTOMypBGlTEykSPTNZ3BbA5ZXFyIlJeQpPrJnJjmY1c3GnZs5\nfPgwy5YtY9WqVdx47bUUnT17IcTf2amFYc8Lf+n7E8NisdZzYf5XCQb3YBfmY2xdQnxbMdHEMaQV\ne5DLjuO0LCBv0hqysldpU9F8Pm3Vohde0Hp/CxbAqlVaRKG8HIqLJ4Sr4UIvvqvrvMhDV5fK2bNx\nOjuTdHcb8HrNZGd5ycnuxOFsxSINIYT8yN5RYtEe/LEzDCe7CMlRcoUs8tVCCsmlQHKSa8sgKyeL\n7MklZMyuQKwvQM1TUZLDePv76Oub2HpGeogoEdw2Nx6nh+yMbDyZHjIzM/F4tO3YvjUTl+rCkXZg\nS9gQgiLRwSTRwQTxoSTJQc1EqMNpBG8axSqSdkPSpZBypEhaEyRNUWKij6g6QkweIZUaJpUcRo57\nkWJRDNEoQjyOEo+TTiRIJRKEBYGgwUBIkrQmCJyMJcjKnEdh4f/P3ntHx1We2/+fc6Zr+qj34ipL\ncpXl3inGuGCwTTHFpkMogYSEBBL6JaGEQGgB04spNhg3jMFF7r3Icrd679PbmTnn98cxxgRyL/f7\nuzflLu+13nWOPKNZHmn07v0+ZT+XQ3gMbR2ZNHvt5KZVM2BIOSXZxxilr2J4xXacR0EcXPadKBg+\n/IwpULg+fCZ14N7oJuaOYR9vxzHBgWUcBFO/pLNrGT7fHiSpA0HQYjTm43BMIDX1Guz2sf+1za4s\nqw6Gb7yhjgwcN06NxZ9/vioS3npL7Ty56CJYuJD4xIm8seJtnn3lWaq3VnNR+kVcp7sKZ4eLigvr\neGtGCmPydzNLU44pcoTjx3L56KMqdu/2MWvWYC686Vcstxew4shH6I8vg91utAcE0l1p3DduFo3r\nhvPmiTEomJgg1JPp0FCCD2VKOivCqazarOX88wUu+1mYr1JrWdndxS+ys7kzM/Mn2xOvq17HA+sf\nICAFeGzSY8zqN+ucHfH/EZwTAWfh/5oIUBSFDbUbeGrrU1S0VXD3iLu5pfQWHEbHjz5/5054/tkY\nptVL+JXjzywd358/zJhGoMPDwLUmhnwzguVyNqmEmJXdwhV/cDBgdgqPv/M4f3rqT4S6Qlx2/fnc\nMUdHJLiGnkgcm05BpzEguvvQvXg6htUTaMqTMA/wYywKsqnjACtXryISiai9+9OnMzknB2N5uXoS\n37RJ7dP/NsRfVvaD07YsS3i9W8+E+aWoB7NnMvKOEQS2iAjD9sLYHSi2DpKSp5OUNhOn83y1x761\nFZYtU4l/xw41B3zppSr5O51Eo2ojwbck//0Vp74etNoY6ek9pKQ0YTYdRxSPIIQ7iXZ5CXa20eOu\noz3ShTvuJ4lE0tRzPNmYyNCZSLPZSclKxFrgIpRrojsVWvDT0tp6htybmppoaWnBZDKRmpOKPd+O\nMcOIpI+htLkxtHZi6+omR4pjVkS64grtMZlOATxaEY9eg0enQdJqEEQBQf2AoChx5JhMTIqhxBX0\nGj1GvRGTwUSCIQGb2YbdbMdpcZJmTCNTn0maJo1kMRmH7CAhmoAhZED0iMQ6YkTbo0gdEjF3DI1T\niyZZi5KsRU7SEkvUEEkUCVvjREwRIjo/Ea2PqNKDXLkLzaZNRE6cYKtez27AE9fTr+BKzOKF+Ny5\n1PWkE5a19C/cxcCcGkY4mjjPs4vcDTsREizfFwWlpeBwEGmKnIkSuDe6kTok7ONUUWAbl0Akez0d\nXZ/g9e4gEmkGBAyGLOz20SQnX05i4jRE8T8Jg/v9alpg0SJVAS5YoDb22+2weLEqCDo64NprYcEC\nWl0WHvjLAyxZvARbg40bMq9nXPsofP26WD5DYfcYmTusWymMLMfb42TFComlS6vJyzNz7Y1ziEz+\nGc9X7ydQ/znBnRtJOZ5ET0UXcy+azjim8smqIWwP9GMibZSY2rEZEihOjrC/KI+3DjrJzBa4/uEg\nq1Jq2OLx8JucHG7OyFANtn7CfrLyxEoe3PAgBo2Bxyc//p+ahZ3DvwfOiYCz8H9FBMTkGEuPLOXp\nbU8TkALcN/o+5pfM/9ECn1gMPv8cXn3Gz7hTb3JNwl/58/TzeP2CScSOtDHmy0xS9g7iy1gaQ8Ru\nZhV3cPlTaSSNM/Prl37N68+/DlG4+pbzuOaCLsLh/QRjERI0InpRi3LsAkIvzqRGyEUY24VQ6GbD\nlvV8/fXX9OvXj+nTpzNr0iSK29sRvu3bj0S+X9D3I377ktRJV9eXahtf91p08Xz0VeOJri4h7G1D\nP3Mvsf5b0JtcJGfMIjFxJjbbCNW+trZWfdNLl6rtYNOmqcQ/dSqeuIUtW9QW8/JyqKhQSEmRyMjw\nkpraitl8EkU+TMxzgqi7CV9XF51dHlq9XrolD4m4SCOddCGJTNFCriySJyqkuhKwpBrxJ8ZpMvs5\npoTY7/NR29ZGc3MziqKQmZlJRkYGmZmZpKU4cSZEsdKDJtCK4G7EGO7CJgawG2UsFjDYQHRB2AlR\nJygWkEMiiiQi6mUEgwwiCCHQhEB7+ipHBOJhASksEI0KRKICIUkgIIFfAq8Enhh0SwpdMYX2KLRL\ncTqiCqEwRMJA/PSKnXX/7Z+OCBpFg0Nx4JSdJCqJuGTXmeWUnTjjTuwxOzbJhjViRbbI6EoNRCcm\n02CtIVCzAde2rYiVlezQaNih13PM56NP3mhSrJcQD/Wmw59JVXsvnM52BubXUpbVyRR9NSNqvkZ/\ncLeaujlbGAwZQsSjwbPJc0YURJuj2MfasU+wYxtnQ+61h/auD3C7NxOJ1KEocfT6VKzW4SQlzSEp\naRY63d9poTt8WI0OvPceZ/r4LrkETpxQxcAHH6ithwsXwty5fHV0K488/wj7Vu5jinYK1xgvJzmc\nSMXFdbwxPZfh2YeZq12PwbuDvXvy+PjjOhoaPMybV8j46+7gQ00Ra49/hr5qOZr9PvQHtCQICdxw\nwQ10bhvDeweHkE2E86nDmSyQHoKuydm8ejiZtAyB+Q/7WJFUy6GAn4fy8rg2LU01zvovICsynx7+\nlN9v/D1pljSemPwEY3PG/qS96Rz+9XBOBJyFf3cREJSCvLX/LZ7d/iyZtkzuG30f0/tO/9Ecnsej\nHl4W/7mNO/kLI7Wf8uCcOSwbNxJxRytTPi8i0tibHWEn54utzBzn5pI/5CAUytz5zJ18/OrHmIwm\nbrptEjNGVRCQ2hHkIHqNBp2cSHTlXKIfXMjOoQLOsjYqW3bw2ZIlTJo0iRkXX8zM7GwS9+xRSX/f\nPrXt6sIL1RN/UdEP2snUCvnKM6f9gK8Sk3c07BhFcFUWutFViBN3EEnZjdVWSlLyDJKSZmAy9VZf\n4OhR9bT/2WfqMX7WLLj0UnqGTmHzLsMZ0j92DEpLYxQX78fX9Tbtld/Q2hGm1R2gK+LBLthJU9LJ\nEJJIx062Rk8BUfrGvDitMj5rgFptN5VSiD0+H5XRKLqMDDJOE3x+UiJ97TqyzRIugw9BbkGJtyNF\nO5EVD6IxgsYqI9tVYpcNILsh6hYI+XUEoyYCghmP3kCrUeGY4KM64MVmziXZ2pdEWwEJxiQ0goKI\ngqhI6ImiI4JWCZMgBUkIBzCEfBgjQfTRIJpoCF0sgk6OoiWKVpDQaGJotHFEXRzRIINBQTZCzASK\nDoiAEhGIR0RiUYGoJBKVBEJxgYAMgbiAVwEPCt0C9CATUCAYkwnFFQIxmZCsEIpBKA7J3dkUVxZT\ncqqEwZ7BuGQXFIlEJrhoSe3A01ZO9t5t2A4cYI+isM1qZa/Hg9nqpHfWxRiVAfilHBo9vWhu7UWf\nrCZKe/uYmNnF2Mgm8o+tQThyGHr3/p4wiKb2w7MjdEYUhOvD2EefjhSMt0H/Y3R0fUBPz3pCoZMo\nSgyt1oHVWkp29q9xOif/8CQciajRpUWL1GLVq69WBUGfPrBqlSoINm9WBcLChYRHDufJD/7A62+8\njmG3gatdVzLeOw7f4CZWzTZRXqrnLut2BkeW0VAjsHy5wJdf1lJWpuWqBTPoHr6Qp6vqiTUtJ7Cv\nnMyT6bTvbmPyhAsZZr6W1asHUu1NZBZN9LN1kqs10jytgJd2OElLF5jzkIfPXDW0RCM8mp/P3OTk\nn9RNEJNjvHfwPR4pV+cRPD7pcYZlDPt/3L3O4Z+FcyLgLPy7ioCOQAcv7X6Jl3e/zJicMdw3+j5G\nZ4/+0edWVcELL8D2t4/zZPKz2HXbuffyK9g6ZCDGb7q44JOhVIdzqA2buExoYtaMIOc9lk93Sje3\n/cdtfPn2l7iSndz5s5GMK9mGT4pgFINoBRGdZwjhF6+guXoQ+8f1kNiviS3la6ioqOD2m2/mrpwc\n7Bs2qPlSl+u7EP+ECT8o6AOIx0O43ad79ztXIodF9NXjia4chtxmxjingnjJZmLGOlxJF5KYOBOX\nayo6nVNN1u/b9x3x+3xw6aV0TrmcTdGRlG/RUF6u/jxGjoSxYyNYLJ9Sse1F9m6upabTyyChhFHk\n0xeRAtFDYawJndhNndDDQTlIi82KOyWFSG42ib2SKEjUkGGRcBlDmLR+tBoPsuAmQg9RQ5CYWUJy\nAjFQvCB5INgj4O0S6OqSaffr6BTtdFuS8SUlE3Vq8Sb4aJOa6Qp1ke/IJ9NRgMuah8GcjWzKJKBP\noydoQzoRwdASJ9UvoosJyFqIayGqhYgeQnqFgF7Bb1DwGyFmBtmqQU4QMOg0GEQRoyj+4GoURQyC\ngFEUMcXjOAMBHD43Dl8ntkAnlmAXxmA3On8P2lAPmqgXjeRDjPvRKAEEMYSoCSPoI0TNWqIJWiST\nSMwoEDeCbJQREiSCHhuHO1xsDvaw09dF3O+k6HARJUdLGNg9kIJIAdGcGNIYO20FQXo8W8k/vJXc\n/fs5EI2yzeVibyRCo9dHce9BJFoGI4v59ER7c/LEaOIxE0P7BxhXFGW09QDDu9fgOLhJLfgsLj4j\nCqTeg3G3pOLZ4se90U2oOoRtpA3HBAf28XbEojo6ehbT1fUFweAJNBoLKSmXk5PzICbTjxgXVVfD\nm2+qxJ+TAzfdBPPmqWmE999X/z0SUdMI111HpeLht3/5LRs/3ciEtvFclTCHRNHOkdktvH5xPkWp\nNVyt+wZd+zrKy7P45JNGRDHEnLlpjJy7kLfjpXx98mv0dSvQHQqTUGFAckvMvvCX1Ky/iD21mVxD\nFVk2D30cZupm9OH5r20kp8DMh3tY4qghqig8lpfH9MTEnxTqj8QiLNq3iCc2P8Go7FE8NukxBiQP\n+G/uYufwz8I5EXAW/t1EQFV3FX/a8ScWH1rMnAFz+MWoX9Avqd8Pnqco6sHjuecgsn4rf0x5imZX\nO/fMmcfxgnwcKyQmfTaEnaQjyQpXy43Muk6m7IFeVAlV3PLoLWz9eCuZBWncc3sJQ3pvxhuTsWgi\nCIoO/dHphJ+ax9ZeLpqg4GMSAAAgAElEQVSGNuBKqGfF0iVotVruv+km5rrdaP/6V7W47uqrVeLP\n/XFTl+9691fS07URvXcA7BpF5IsSTGUhNOftIpKxAdGgIylpJomJM7Dbx6l523hctYH9lvi1Wtqm\nXsemjCsob+pN+SaBujrVC2biRBgypJsTp55i5QfL2b2vDrPkYIRmCOcpLqbFKglra6kb50DsZUGf\nZsSQKGAwhRG1fuJaH5Lej2SKIFlkNEEBrU+DHNAR9mtw+xU6vBKt7ijNnXpqmzVUt8RoDAjoMtJx\n5qXizLdhTJeJWty0Si30hHvIcxSQas/DZs1Da8pEMmbi1afSqFjpdEvkdIkkBTRoogo+OUyHSaIz\nUSRg02Ls8SN2dCL7fWpLm06HYjCg6HUoOh2KXoes1yEbdMg6LWIsjhiR0ERiaKKnlxRHjMXRxOJo\nY3E08ThiPI5GlhFPL4E4ICMICoogowgysiCDLKvDhOJxZFlGVhTisowsy8RlGVMkgiUSwRoOY4lE\nsEUiJEUiJEcijNe20Nt6is7BGnxFMUIhO8e6Mtke7GCLpwWvpKX/0f4UVxYzsG0gxeFiYg6ZyHAT\nnUXQHdlDTtUmhh48wHGvly1paexTFPY0N5OTkUJ+Wj4mawERpZiGU5M42VhIRlKckWUio/MbGcl2\nShrXoN27UzVCGjIEhg8nNmAo3lhfuo/ZcZd7CJ0IYS2z4jzPSeLVIi3hp2lre59YzIPRmE9W1p2k\np9+IRvM3RjuxmNppsmiRWucyd64aHSgtVYsM33pLrS0YNkwtJpw5g7e2fcQzrzyDslZhnuZSxkXG\n4Rlew9p5SXxVYuIO6y7Kop9TsbubFSsM7N7dwnnnwbyrR9PU63KerI8gtKzBe2gzuVXZtG5rYeq4\nX1G9/Ro6O8ws4DguS4iiXg5OXtyPZ5eYSUpWuOCRLpbYarBoNDyRn89kp/Mn7UdBKchLu17i6W1P\nM7X3VB6a8BC9XL3+m7vaOfyjcU4EnIV/FxEQlIL8dt1veb/ifW4pvYU7y+780Vnh0ai6r/z5TzJl\nrV/wG8NTbOzr4NeXzKLNkkzG0gSGrSthYzyFFIOfhfFGpt2ZwIB7ctnZvZOfPfIzDi0/RK+B2fzy\n1hz6ZO/FH5OwaGIoESfa5QvxLZ/Ckgs1CHnHMLaf4rNPPqGsrIwHZ82ibOdOhCVL1LDnXXepG+vf\nQO3d301X10o621YQDtajqxmLtLoUTVMhCbNrkIduIWDchNlcRFLSDBITZ5KQUKieUiRJrcj+7DNY\ntowWVxHlRbexUZhE+SEXLS0CY8eqwYbx4xUEYS+ffvoCa5ZspKqhjRJKGG3oz0WxOAOjFVRnSchz\n7ViLPPhTatB5ZIw+M7q4FTluwR9OoDWsoyaocLjHy0F3J0fcPQTaLAgdOgRPFFkOY85PxpmfjCvf\njjEdwmYvbVIrnqiHbEcBSbY8LJYcMGYSMqbTpUmlASsxBFJjGqyeGNFgBK8Yx23VIGlFDO0exI52\nYm1NRFrqETs7EPwdxKINIIXRmVzY7JlYrYnE4hLRuEQsHiUWl4jLp5ciISsx4ooEWkCrQacxoNca\n0GJEpzGgEYxoNEZEwYQomhE1RgSNEUFrBK0edHoUrQFZp0XW6ZH1WmS9FskgEjNqiBu1xAwaZL2W\nuF6rCg+tBjEWQ5Sk71ZMQpBiiFIUuaGByJ49DOvu5jyflwl2NwWZbbSWJhAqjBAMJlLlLmB3oJMN\n3bW0y1HyTuWpKYSGEgaFB5GgMeMulvEONdFNJekt5YyvPEBreztbsrLYq9OxtaWZGDGKejlISc9E\no4ygp34aJ5qG0Op1MrgERpVFGeE8wYjIJrJPrEPYu0e1bC4tRS4Zit84gI66AlpWyCTOSCTzrkzk\n3gepq3sUt3sjADbbWHJzf4vTOQXhb9Nxzc3wzjuqILBYVDEwf746r2LZMlUQ7N2rRgwWLqSlXxYP\nvfUwX7zzBaMPj2Kefjb2BAMn53lYdFEBuYlNLNR/AzUr+OqrZD7/vIWCAj2zZsmUTJ3Le5HhfFlT\ngXLiUzIOuGgvb2NC2cMc3X4VJp/MQioxmuMMGZ1O5aQ+PP2OkcRkhfEPtbPEWkuu0cgT+fmMsNl+\n0v7kjXh5bvtzvLDrBeYOmMuD4x8ky5b139zlzuEfhXMi4Cz8O4iArfVbWfDFAsoyy3hh6gskJvyw\naK6rC/76V1j0Ypg7bO8y3/8sb44ewpPTL8YfNNL7w2zyDuWzOeiixNbF9Uoz5/06kdxbMlh9ajX3\nPnovNV/XUDIqn3uuN5GVUUM0HsIkKigdfRGfu4PaWB/enSGTJx7AV1nBN199xfwrruA3AweS+emn\nal/1bbfBzTerTnhnQe3dX0tnx0q62lch+F0Iu0chrSnFVpiBdupeojkbCcYrcTqnkJQ0E5drGnr9\n6dcJhdSUwtKlNCzfR3nSZZQnXkp5eyFdXj3jxqmkP2EC5OV5WL/+Kz768E02fL0No6RnRGw0Y63p\nXBRtRZSbaJ1kwz5DA85j+OxN2KtMGCJD+NLbnz93NdDadZSIrwVaTYidBkRPjFjEhynbhrMgBVe+\nA2MGhBMCtMXa8El+Muz5OK25GM1ZxE1ZeHUZtOlScQsW7KIGfTQKIYmwrBAw6JAVGX1bN7S0EWtt\nRG5rIaHLh87XgxBtRxKDBEw2IJckR196ZRRTkteHYb1zGTMwk769dD9l0OEPEI1CMKiuQOC7e79f\nwR+M4wlE8Aai+IJR/KEIvmCUQFhd/nCEYCRKKBolHIpASEIIS2jCMbSROPpoHENMxoyCWYQErYhB\nJ6h1IxotokZEI2oRRB3tmXq2D/FS3c+IpBcxNzegHKwkf9duZre1MNnlIb2Pj4YyM1L/KIFQMvWB\nflT6vaxpP0ZD3EdybTLFh4spripmYHgg2fFsOvKCuIcZ8STUktq1mcnH9xJraGBzfj57zWa29rRz\nqqmFvvkJ9O6rwcZkpJZZ1HeO5XB7JhqDyMgxAiMH+BhhPkSpZz3Wiq2wcyfykFK602dxanMxhhw7\nWT/PwjkjgbbOt2hoeJ5wuAaNxkxKyhXk5Nz3XX3Kt5Bl1XNg0SJYvRouvlhNF0yYoLakvPuuKggM\nBtWZcP58vuo8yKMvPYrvcx+XuGcwVhlD98gqyq/JZllfE7db9zIy9AXbvj7JihUGWloCzJypY9qs\nFA4lXcrTJzqRjn1KwdEcGtY1MmLg01TsnEPviJcF7AejjuGX5bK/rBdPvqzHmSwz8qFWlprrGGyx\n8Hh+PgMtlp/02eoKdvHHrX9k0b5FLBi8gPvH3k+KOeW//sZz+IfinAg4C//KIiAkhXhww4MsPrSY\nl6a9xOzC2T94zrFj8Oc/w9rFXTzT62VGN7/GE9Mu5PVpFxGtVih5tz/G9gwOeq1MtrVyraGNsb/L\nIO3aFN7Z+Q4PPvEg7VvbKZvcizuvCZCY4kaUg2gQESvHofzlLrYONPDxBVFKG/dxatMmaqqq+MUN\nN3CLTkfCm2+q5j133w1z5pyZ2w4q8be1vU9bwxL8gd1oGgYTXzscQ9s4rBeGUIZvxWdai6KESEyc\ncWZqnCieHlLj9cKqVdS+t5mNGxTKHbMol0bhUyyMn6g5Q/rFxQpHjlSyevUqPv1oMYcrj1Gi780I\naTQTk/SUhJrxWkLI16fiGNyOm+3E8OI6lYQ/XMprnam817CJcEMTmioDglUisV8qrgInpgyRkClI\nW7ydQDxImj0fmyUHbUI2IVM+Pfo0ujRJ6OI6jFIMRVGIiiJhgwEhEkXT3oHS1EyspYmENh/O9ijW\n7gAJIR86A0QcFrqMiTQFe2HTFtInOY+SnByG9kumsFCgsFBth//P0rSKonLLT2z//l+Hoqgp778V\nGWff+3xwZIdEy4ZmHK1V5DvCtOfr2DKim6MDoDvNRYKvB2ttHdnbdzNx727mmFuxFUWpH2FC6Sfh\niaTRJA2gNhBiVdMxqiIdmJpNFFYWUnyimIGBgfSP98ftCtExUMSX3EVyYAeTqrbjrKlmR69e7HY5\n2BLoYNexGlwOgQFFMXKNI9G0zsUTnMpxfx5HWvUU9IaxI+Ncl72eEZufgf37CJfOpK5tCj1d+WTe\nmUX6jelIhgYaGv5Ae/tiZDmMwZBDZuadpKcv/P50SFCV+/vvw+uvqz+wG25Q6wRSU9XBV2+9pUa7\nxo+HhQvxTBnLc2te4v2/vk/ptqFcIs/EZJOpvVrizYt74TS3cqtxPcEDS1i10sg33/QwcaKLq64V\n2Zd1PS8fqyZ+ajlFJ/px6usGBvZ+gUP7L2ZMrI35wk4iBisjb+vP7gG5PPGsFnuyzJDfN/O5qZ5J\nTgeP5OXR90fqeH4MLb4Wntj8BIsrF3Nb6W38cvQv/26b8jn843FOBJyFf1URsL1hOwu/WMiQ9CH8\n5aK/fG+in6LAN9+o+f6OXTW8UPAn0pq/4BezZ7P8vPNQdssMe2cQ7kgizSEdlxmbuTylm9Lf52C7\nxMbza5/nyT8+iX+/nwkXF3DrvFZsiTF0hJCjJrQr5xDdtZCPx/rZXuxmaMU+dqxcidPh4PeXX860\n6mo0H32kFvndfTeMGPG9/3sgUElj/Uu0NX+EWFGK8vUUHBkjMUw9TrRgI+7gWozGvDP5fYtlyJli\nJKW9g6o3NlC+uJnyo6mU66YQ1lmZOElgwgVGJkxQLQQCAR/r1q1j1cpVfPHZ54jhOCOFUkaKwxiT\n7sMW7CRS6MBxh5M4G+jW7cfQEsfRnMdxbyn/URdke9tmqI1Cq0TqiFyyJyVTnVCNRp+Aw1FIzNKX\ngDEHL06iMRMGRYcgiEg6HZLRiBgMILS1EW9sQtPRibnTh7MtSnaTnux2PWaTDjEpgVhiIl36dI55\n06hqzKEgKZeiPhb691ffS//+6lA7q/WHnwNFUbmisVE1dGps/NbDIE59fZiGBoXmZgOSpMFkkrBa\no9jtUWy2GDZbDLtdxmZTcDgUHA4Bh0PEbhdxOLQ4nVocDgMulx6nU4fZ/F/O+/lfQSgEu3fDjq+i\nNH/pRneygQGaHtw5sGVMF3tL/LTlJRLTGUhpb6bg4FFGbt/GvMABzIURGsr0iP1idIXTaRKKaIkq\nfF13gsO+erTtWvIO51F8vJiSnhJKlIGg19BQGCWQ5ScxdoAJjZvIO36Uit692ZWZzCapk+3HavD6\nghQVahjg7I297RJC8WtY09EXa4rILXO7mR9chH3xq8R1FjrsM6g9MRrXVX3JvCuThP5GurvXUl//\nJF7vdkDAZhtDTs59uFwXqm2rZ/+Sd+1SxcDSpWrxyo03qnU04bBqTvT222q3y/z5sHAhe1xRHnnj\nETrebeWiummUCaW0j6pm5019+CTXwE2Wg4x0f87yDw7w2WcxpkyxccV1Dr5JupYPju5DqV7H4OoS\nKr9spG/WKxw/OpEZ8XrmiFuIGJMp+/0gtqdn8fgfRKwpcQY82MgKYyOXJCfx+9xccn7iNMlady2P\nlj/KihMruGfkPdw14i4s+p8WVTiH/z2cEwFn4V9NBIRjYX6/4fe8e/BdXpz2InMGzDnzWDSqHhz+\n/GfoH9jL444/EPIe5LZLL2Pn2HFo1ugYtqSEKslOXBvj+ngTM/oGKPpdHrrJOh5b+hgvPfcSseMS\nU2fnccNlDRitMnpBIt6dgvatW+lKmMJz4z1ENI1k79lD+RdfMGn8eB4eM4aib75B2LdPDfffeqtq\nl3oasizR2fk5jTUvEnAfR1k+HWv3bCzXnySQvAqfbxd2+7jT+f3pGAxqvlBR4MSmVja+cpTyDTLl\nHYVgMDBhqI8Jc1OZMNVEv34ACkePHmX16tUs/2IFu3fupNCYxajoeEa68uiX0grxCAmX9Md6QQs9\n3cvwGepwVGowdJewprkPf2w4RXN7BUINGI1WSi4ehHG4gX2BfeAYRDRpCoqShWKwETOZED1ulJZW\naG1B5+nG6HZj6QyQ1iYwoDWJ/t0FpGhT0WXYCCaaaNFbORVIZXddDh2RBPqfPsmfTfYFBd8ZEP49\ngv/2vr5BprER9IYYzlQflpQejEmdaBI7INGDkCYST9UTTtYhmzQkhBWMARlDQEHrV9AEQPAr4BOQ\n/SJxv0jMpyXi1xHxGwj5TAT8Fvx+G4GAHUkyYDZ7sVh8WK1+LJYAFksImy2E1RrGZotgs0Wx2aTT\nIkPG4ZCx2xUcDrDbRYxGPaJoQhSNiKIJjea7+7OvGk0CGs2Pk4Esw5EjsH11lIaVbjjQTZ9IO7gk\nNk3oZtewLk7lawk7s7EHvfQ/WU3Z7r1c0r4Fe3orLaVatIUyrYFk6uhPt8ZCeV0Vld2n0PZocR1x\nUXS0iOK2YkrEgSTLKdTl+fHkh3CKxxjbuYl+R/fTWFDAjr4plCvdbD9RR1WtmzEDXfSP/pJT0VvZ\nVm/nssvgltK9lG59HlasIJg5irqW84gNn0TmPbm4LnQRi7tpaXmdpqYXiUbbEEU9KSlXkpV1N2Zz\n0fffvM8HH3+spgsaG1V/gRtuUG2qT51S6wreeUeNvi1YQGjubN49uYrXnn+Ngev6M9U7HcEVpPE6\nDR9O70OisZZbQh/y2RsbWLkyztSpFi5fkMfH5jmsPloOjXsoqx3MnuVtZCe9SmPNUK6Sq5kubiTm\nyGboM2VsMqTy2OMC5lSJ3g80sNbYzPzUVH6bm0vaWZG//wzHO4/z0MaH2Fi7kfvH3s+tpbdi1P73\nxlKfw/8czomAs/CvJAJ2Ne3iumXXUZxSzEvTXvpeLm3VKrjn5wpzrWu4I/wEh41B7ph9KSdLhmL6\nxEnRuj5UBuwkJnq509vEpJEKfR7IIzw4zG/e/w0fvPQBQgNcdnkaV85oxZgQQ0RBOVmIfvkvOTog\nn8dHBMivPox2+3b2l5dz05VXcl9qKkkffqiOkL37brjyyu/NlI9Emmhufo3m+tegOZv4+zNI6jce\n7ZVf0hF9E5ttFGlpC3C5zkejsaAo6gZfvqSd8s+6KD+agiEeZEJeHRMuMjPh1kJ6FRkRBPD7/axf\nv55Vq1bxxdLPiQcijNIXMSJ0HsN6mbC7alHsVjJuHYRkXUF34Gviko/E/SYCPaX89biJdzsOEW5t\nRugRyS0qYsjlw6lP9VARaEN2lqFYB4ExFU1XF/G9e9G3HSepvZ1BvlSKw4X09/QnqykLxSgSTNfR\nY7HRICdxwG1mW1MCGpf+eyT/7TUtTR1X/y2x19UrnGqQqa5TaGyElkaBzhYRjV7GnBZBnxxASPYj\nJwWJJoYJJUtEkhWsyT24zCEStQpJOj3JBjMpBgeppkSS9UaSdDqSdDr0goAnFsMTj+OOxdT7WOzM\nvfvvPCYKAg6tFrtGg0URsQS1GEMa9AERXUBA9IuIAQHZD7JPRPIJRH0iEZ9IyKch6NXh8+nxeg34\nfCY0mjhWawCLJYDV6sNi8Z0WFm7MZjdmczdmczcJCe0UFjYxdGgmLtdkHI5JGAyZP/ZnAah1ddtX\nRqj63EN8Tw/Z3d1Y9WG2jfOwa3QbB3sF8CZnotHY6NdYT9mBQ8xo2YDTWoWnSMIwQKHe6+RkJI8u\nUzL7Ots40n4Uk8+E7piO3od6U9JUQok4kF7x3jQn++gqCGMzVTPCs5WiY9toL8jmzUILb207jCKE\nmNJrJGLoj3xTPxpHisgt14a5SliMdfFryCfqaNdfSId5Oom/HEXatWloLBr8/oM0NDxDR8dSFCWO\nwZBBZuYdpKVdh06X9P03XVGhGhF98AEMHapGB2bNUt0z169X0wWrV6vWxQsXcqq0gD98/gz1rxxn\n0uELGagMpHpSPW/dO5BeKV1c7XmXD179krVrZWbMMHHpgsH8VbyIbcdWoW+voqx2MFs/c5NieRVv\nWwE3xk8ySVyHkN2XkhfHsN7v4tFHBUwZUXLur2eTsZWbMzK4Lzsb108cUnSw9SC/2/A79rfu53fj\nf8fCwQvPDSn6J+CcCDgL/woiIBKL8HD5w7y1/y1euOgF5hXNO/PY8eNwzz0QO3qSN/XXsT5dz/2z\nL6UtrTfWt3LJO5DJEa+Z/lnd3N3WSNlFRvJ/k0t7Tjv3vn4vq95Yhb5Lw1VXWrn0Yi8GvQSyCFvH\nY2z4FWtLNLzQW2LIzh10rV+Pp7GR3119NfM9HgwffqiGJu++W/VK/zZkryi43RtpanyJ7o51aHae\nDytmkTo/mejYD+j2LScl5Sqysu7GaOxLZSWUb1TYuMLLpm1arFIPEzRbmDAywsTrC8i7YqTa2qYo\nHD9+nNWrV7P000/Zt2cfffSpjNWUUhY9j7zBHWidjRiL+5A0M4FA6CN6lN2Y6mXsx5M4Wl/En076\n2NhzGFqDJCQlMfSCC7BPK2ZvvIPWuAKOwQiGNBI6O4jv3IV8+CCEKxlhG8CC0ALydhcQTbXRYrVx\nUkpgX5eZvZ0JJBXozpB8n34KtvQYUW2Mxg6Z6nqFhkZFJfZmEXeLFn+rFkEvo0mJoiSHiSWFMaSG\nsaYEsKd040ppxeWqwmFsIlErkmIwk2p0kGZKId2cRaYlnzRzHpq/sa+Nh+KEq8IETwYJnQoROhki\ndCqE1CkhaAUEnYCgFRB14ve+/turqBNBC7IWoiJENQoRUSEsKoQ1CiFBIayRCQoyQVEhIMgERBm/\nIOMTZPxCHJ8o40dGqxcx6TUY9Br06NDG9WgkHaKkR4jqUKJ6iGiJh9QlhTQEvSLHDoLfH2P48H2U\nlCylrOwQxcV9cDon4XBM/K4o9Efg98POVRFOfOImvNNNanMPVk2UwyVB9kxuZX9RB3VOA4KlDyke\nD6MOV3Jx8wYSTSeRc7tI6CdT1WnhSCCNBo2Lk1KEqq7jOMJ2lFMK6fvSKawrZKAwiAFyMcGEOG35\nXvrpNzDp6BK2jBnEK1IHa3eepGyojkL93VS572VHVQpz5wrcPKWKYbtfQXnzXUJiNs3hC9DccAUZ\n9/bDmGtEliN0di6joeFZ/P4DANhso8nKupvExIsRxbNO2OGwWhuwaJHqdnnNNWp0YMAAcLvho49U\nQdDYCNdcQ+y6a1geP85rL7zIkE8GMdo3kaMzW3nl9kIuSAsxs/1NXnthGZs2KVx6qZ4Z103kj+FR\nHD6+FJvfS1n1QL75OIJV9yJGj53b4scYJm7AOHAwha+O56taK48+CvqsMGn31bHb2MnPs7O4OzMT\n60+sVN3RuIMH1z9Irbv2zJCivzfK/Bz+53FOBJyFf7YI2NO8hwXLFtA3sS+vXPwKqRZ1KIrXC489\nBu+/GeWjYU9ir3mfS27/GY3OviS+PAB7QxI1PgPj8tq4vaGRkiuc5NyXwzHzMe55+R62frAVc0jH\ngqsFpk6R0GnjCJIeZe1sTMl3syi/i2VWmcHr13Ni1SrykpL4jwsuYNy+fQhbt8L118Ptt6thyNNQ\nC/3epbH+ZWI9MZRPZ2JqnInzzha8OYsIBo+QmXkHGRk3Ewgk8vrr8OJzUQxhDxPi65mg286E2S6y\nr5usDurRaAgGg2zYsIElS5bw5fLlSL4QIzW9GStOYpC2jIQRByC5B9u4QmwlHfh8S/ELtTj2gb42\njy8Pp/FSczOnumsR4iLppWX0W3A1zekmqkNeJEMKgtaK1dOC4eBRelatQx+qhRyJ2QWzmdM2F9s6\nF54EM+uUFFYn2Em8JITBLiPLEA6Cv0fEc5rYI2064u16BL2CLjVKQpqELS2OK0MiKc1Palo3acmN\nZCYdx6E7hilyjIRYNUkGF1Zzb0ym3phMfU6v3hiNOQjC9zfOeDBOqCr0PZI/Q/YdEsZ8I6beJkx9\nTGeu+hQ9SkxRl6ReZUn+3td/e/3Jj/8Xz5EkGSkqE5PUFZcU4pKMfPp5ckwGSYEYCDEFYgqaKPhs\ncLTQQq0rjaagi4MVWjSaMKWluygp+ZSRI6vo27cIp3MyDscEtNq/X1gWi8HBr8McWewmsMWNq96N\nXolTnyNz+PxWDpQ1ccIZIqrLQdE7GH7qKBc3byBDfwJjahPWvBCnGnQccDs5KbioQqY90kAyyWhr\nBIy7jAw8MZBpynR0CVY8/WuY1vYeRqWH94bm8dreCiJxLxOH9EMX+SPfHLmQpFQdt9wY40rnVyS8\n8Qps3kSnMo7gqCtwPTYD21g7giB8F01rfoV4PIAgCCQnX0Fm5m3qdMuzCzVOnVKjA2+/reaWbrpJ\n9R8wm1UL47ffVi2MCwpg4UJ2jS3g18/8jimfTqY4OIx987t5/dreLMjUML7xNV549mN27pSZN0/H\n+dfN4qHuftSd/IiMmIEhJwew6kMtBuUZMsNwZ/wQ/cRN2CaNofcr41m138Qjj4A2N4jr3lqOmHq4\nPyeH2zIzMf6EuQQAG2o28MD6B/BGvDw26TEu6X/JubkE/wCcEwFn4Z8lAiKxCI9teozX973Ocxc+\nx5XFVyIIArKsdgn99rfws6HbubHyGn41eQIfzJpDwnO9sRzJpEsRmJ3RyoL6ZvrckEbmPZlsDW/l\nF3/5BUeWHsYp6rjhGolJ4xUEWYMYsMCOa1GG3shT5hoOxqL0XrOGw198wcwJE3i4b1/yly9XjXfu\nuks19zF/Z3wSCFTS1PQSbS0foasbifTaNBL7jcN08xY6hFcQRR1ZWfeSknIF1dV6nn9e4YN3Ykwz\nl3NP/FmG3TQULrtM9QwQBE6ePMmyZcv45MMPqTxUSS/BxmShhKHiTHKdiQhjdqBkRXCOzcSYWo07\nsAYlHCBxq4K7ug/vVeh4v6cGt8+DoTCPjKuux1BaSl08SEgwgeQmIdBAYmMLgWWbCFQcQymIkzEk\ng+t6X8eIA5PQfqmjBz0rwskcGG4jnCvT3irgP5KA6NXhyIrhSpdJyZTJyoLcbIFeWTEK0lvJSzmO\nXnOcYPAkodApQqGTSFI7RmPeWSTf+/+N6E+qp3pjvvF7JG/qbSKhTwKGbAOC5t9/k1QUhdZjPvat\na6Njcw/GXSEs7QoVfa2cTEylLuTiwBEdrkQvw4Zto7j4Y0aPbiEvbxhO52Ts9rF/t6ZAfX2o3ham\n4j3VGthe3QMxha0XUF0AACAASURBVMaUBJrGdnJ4cg2nUjpwSxY8zt7kdbcwvWkd+cIRXK4GnBlu\njlcp7G82UanYqdaL+DTdZAdycS42M6XxPMaK46kt6CHbvokLjy5mz9DBvCz4Wbm7kmFDoX/SQqpb\n72f3sTzmzRO45bJOBu96g/iLi4h1R+hKnon+VzeQdOsgRIOIoih4PFtobPwzXV2rEAQNOl0SGRm3\nk5Z2LQZD+ndvUJLUVMCiRbB1q+ovcNNNatogFlMHcb35JmzZgnzPPXw0MYkX/vQS8768khypF1tv\nDvHhnDx+lWNmwMmXeeap9zhwQGH+fB2jr76a+5tcdFQtpp8+iwFH+vD5ew7E2CMMjXv5WXwfWeJ2\nEq+4gNxnx7Jis55HHgGhlx/LnbU0mn38LjeXhWlp6H7ikKLVJ1fzwPoH0Gl0vHLxK5RmlP5PfMzO\n4e/gnAg4C/8MEbCvZR8Lli0g35nPqxe/SrpV/ePeuVPlYKvsYVHKz6lsq+Tqu36O71g2uYsG0yQZ\nuDGngbnNreTdmUXa7Wksb17O/c/fT9PqRtJsWm68JsKoMhBiBoT2VLStN9E+bg5/6DlBh9tN4sqV\n1H3zDb+cN4+fiSK2Tz5Rq/vvuksd3HNahctylM7Oz2lqeplAz3G0W2YTXzyVtGsyYeYXtHpew2Yb\nTlbWvdjtk9i0SeC5P8ls2xjlJtP7/MzxIZm/vQ6uvJJQPM66det49513KF+7lqg/yFjSmSCOpj+X\nYsnthvFbkftESRrkRDAdxR3biblBxL5Nw+GjOSw64ecrbxPR/ETMc+djGTEen8VGUJHRhFtRuveQ\n7OsgYe8Jmj6rQOfQEesVY8ykMVydeR0pKwYhrA1REzLwuT6D6n4JdIW0eGv0GLIi9BsW46JxWq6a\noCc/9ySRyPdJPhQ6dRbR9/kB2RuN2X+f6E/+kOylrh+e6BP6JGDqbfo/Q/T/XbQ0Bdi9rpWWTd3o\ndoZIOylzMNvO0aQUqsNOKk7pycruZNiwTZSUfMzIkV6ys0fgcEzGZhuFRmP6u6+tKArtFWEq3nbT\nuc5Nwgk3sahCjd1BYKhE3fQq6jJO0RWI0WbJRrIkML3la4qkg2TYaklK7ORItZZVp2CbRUOSOQvn\nFiN5X+YynZnYjEm0D6jl/K73cYWb+XhwMS8fqsAb6mHixDS0oSdYv+8y0jIM3HIzXJ6/C92zL6P9\n5nN8YhHSJdfgePoa9Dlqi0gs5qO9/WOamp4nFKpCUWRstjIyM39GUtKs79poQU0DvP22GiFwONTa\ngauuAqdT7SF++GHYsIHIvXfxZLGH9a+s58p112IXklh7t8j66Vk8nuciqeIFnvyPNzl+XObaa/UM\nuuJmflkDvpqPKLMNIe9APp+8kw6xe5kit3GbvI1EcS/pd11G+qOjWLZGwyOPgNzPi+H2GnzmMA/n\n53FlSgqanzik6IOKD/jF2l9w+/DbeWDcA+fqBf6XcE4EnIV/pAiIxqM8sfkJXtn9Cn+68E/ML5mP\nIAi0tMD996ttf+9duoRey+7hmvnz2TpkAmkPD6a7PolB+R081FxH8W+zSLwpkXeOvsPDzz+M55se\n8jNEbrhKYnCxARGQ6vrisN3F3oGjeLaxBk1tLfEvvkBz/Dh/nDOHGTU1aDdsUHOLd96pDlg5jW9D\nky3Nr6PpySX+wQx0pyaTcm+E0KB36ez+jOTkeWRn34NW25+PPoLnno0TavXwc+kZri3aS8Jv7kaZ\nOpUv16zh4d/8hkOVlRQoWqbSl0G66WTL4xEKj6FM3ohQFMaZbyXGIUJyLY69Ito9Caw74OSd1g52\nZzgR5l6Ecdh44olpRBUwxbowuPcTaF1PZqcX37Y2vPu8CDkCqYNTuWT6JYyXLiX8Vg71m0IcCVvY\naXPRKJiIAUqRh9yhEaaO1XHjRDP9rE243evo6VmP270BjcaG2Tzg75zov5+3jAfjKrH/WOi+6/sn\n+m9J3tTHhCHrf4bou7u6OLFnD97mZgwuF8akJCwOBxaL5czS6/X/liHWZk+I7RtbaSzvRtwRIKdC\n4ajVxqHkVE5EHBxp0NO3XzNDh66npGQJI0dKpKWNxemchNVa9v28+t9AURR8x8NUvuemdU0P+iNu\nwlGBY0YH0SIrwWlNdBfsosPXQYPWRUtWBhNDm7kgvpokczMrdsRYFTfiTdBSqpQSXeRnZOMoJmmm\nUJ/jJjlxK9OPfkBFSRGvigKf79vLoAE6+vW7mJra37H/aH8uv1zDLdeGKNz4PvEX30DXcgxf/1kY\nHroF8+XfzQEJBo/T3PxXWlreAhQURSIlZR7p6Tdhs4367ncry2rB4Ouvq0O6ZsxQxf3w4XDokCoG\ntm2j666buCPzEP7FHi5bfxWKSceyX9uonpzG0wXpRLc/xRNPLKKhQWbBAiO5l93Nr451Em1Ywvmp\n5+Hakc3H7xQgxBZwabyBm1iPVVdJxkPXknxfGZ8vF3jkEZAGuBFvrka0xnksP49LkpJ+0uew2dfM\nDctvoCPQwbuz3z03k+B/AedEwFn4R4mAg60HuW7ZdWTZsnhtxmtkWDOIRNR2v6efhnvnNXLDwfm8\nbzfzwE23wpJcEtf0IZAQ4z/i1YwfqyPzjxm8XPUyT734FNKmIIV9YMGVCoWZiWjMPoK1Q8kY/CAr\nzen8pbmZpAMH6Fi6lFKdjidHj2ZQeTmCx6MS/4IFcNoS9NtCv+bml+juWo/x1DTCL1yIs88Q7Hee\notv+VwKBA2Rk3E5Gxq14vcm8+iq8/GKcooQa7ul6kKnny4i/+iXe/v158cUXeeHpp9F7fNzIMIYa\nbsRMJpRUwLQ1iIUhrMlGwvIhxEAU54Yovn1OPjms5cN0J00zJiMOLYPEdBRRg12IkRKuItq0mrbG\n9dg6zXRv6Ubr1hLPizNy0kjmTL4KuXwaB94x0lwlcyqeQL1oxpITQSz1Eh3g5rzRGq4cbGOiJYzs\nKz9D/IoSx+mcgtM5BYdjMkZj9vd+d/HAj5/ogyeDxLpjPyT60/f/v4k+GISWFpTGRnoOH6ajooKe\nE5VIjXUYe7pxBkKkRxXiokBAJ2KWFBJiMjEBAhoBvwg+FAJASBQJa3REtDpiWgMxo4m4yYRs+v/Y\nO++wqM616/+mAQMDDL13AcWCoGDD3ns3ib2XJCdGTY8xxh5bNJbYktiiJiYqRqMxNhTFxF4RkA4z\nwFCGOn3298cYo2+Sc857vnO+733PcV3XXMyFsN08s2futdez7nXLbVs/CgUiZ2ckrq5IXF2Rubkh\nUyqx9/DAwdMTR09PFM7OKBQKnJyccHJyQvqPxBX+X6CoQc+ln0vJO1eBcKWOoNtQqHPhppc36SYl\n2Ro7WsTm0TLuFC1aHCIx0R4vr04old1wdo77nVLzNARBoCFTR9ZBLcXHtIjvaGkwi7mFkoYoJYoe\nVixhB7nVUEpBswCGGg+R6HSFO3lSDmU2cFMhIt6zI+6X7ZAdltHb0gc/uyCKmuTRqW4fgVWP+K5l\nPJvTM9DUaujczRcJ8zh/ZRwBgXJmzpQyLCoD0YebcEj5GovcA8uLE1Asm4rIy+PxOZqprDxJUdEm\nqqvPIRLZI5W64Oc3HV/f8Tg4PDWbo7zctq+4dq3Nf7N0KURFwc2b8OGHcPMmmTNGMsbpNC1ONqHH\n2YFUeZjY/743dkl+rAzzJ+/MUhYv3kplpZXJk51xHTiH+fcysaiOMzJkBOIz/ny9tylSSz8mWvIZ\nzzEcHbPxWzsT5dQ4jhwRsfAjAX1sJdaJtjCmpWFh9HRz+5tkQBAEtl3fxvtn3+f9ju8zu+3sP5yM\n+hz/GJ6TgKfwryYBJouJFakr2PDLBlb2XMmE2AmAiGPHYO5caNrYwvoma6n6bgvDX32NPFkMYctb\nUVjtzIjgQmboSmm6OYrzweeZ/uFU9KdriG8B40bJiFD4IvLSUFfWiZBuy/ii1MSuykp8z59H9d13\nTI6J4V1/f3yOHIHmzW13Bf36weN9ul+NfsXFm7HUW5GeG47hy874jgnEbmwqpboNAAQGzsXH5yUe\nPnRg3To4+LWFYX5pvK56m+ZjY2HuXNJNJj5auJCjhw7RxiJhgrgfwaKp0CwD0cRdSCJMyB1F6IVH\nOObb43a6gTv3fdksDya1c3t0CS3B3ReRSIybVEIzOzNe1Ve4d/8r8qtzkOZJ0d/QIxKL8GruRd/u\nI/GpncC9ozE8vGJFXSdFKrLiEaJD1qUBdWI5/s1MDApwo6+rlCjLVWq0Z9Bqz2I0ah470Lvj5tYN\nuTzqyYdSw8MGKo5V0PCw4YkD31xpxiHc4Xd38/9woTeZoKTE1vdWXAwqFYJKhaEgl9qshwjFRThW\nVCMzmVE7iih0BLWriGI3KyWOdpTYe1AqDqRAH0GlKApn10ic7Zwpr6tG21CF2VyOh1M57o4VKO0r\nUYi1yAUtDpYa7Ex12Bn0uJjEuJtkuJokOBvFOBtEKAwCjnoBR4MVR4MVudGC3GRFbrJgbxHQiUXU\ni0TUCQK1VoEGkQidVIpBJsNoZ4fZ3h6zgwMWuRzB0RHhMbEQPyYX0sfkws7dHXsPD8Li4wkJDf2H\nVYp8vZ4L9zRkny/HnFZL4C0xFUWu3PD05L5ZSXGtlPj4LFq2+oEWLY7SqpU7np5dUCq74uTU/Pf5\n/k9BEAR0GTqKjlWRn6zFekNLtVnKBYUfbpMKqVXs5YGrLy5NKhhsOoJMqOXQ1QZOCRbs7IIY4NaH\nwg2PiH7UmJ7iXqj861D4XGZQ1lekR4axAwUH712jWagTka06kJv7HncexDJ6tJRpEy2EHjmMdevn\nuFRewhjbDfsPZiEZ3OtJLKTRWEZJyV5Uqo2YTBUIghmFoiX+/tPx8hr+m1+iocE2QnT1apuBcMEC\n8POzpTMtWICQns6FcZ0Ya3+KMReHk3CmC7nBNeyeH0iztgEsCQngl+8XsnjxZvR6K1OmeWDuMZdl\nt68iKjvLlOjJaI/4cnB/K5yIZ5Y5j1EcwkFZjN/nc1AMacbhw7BwkUBDaw2GMXlEuMlYGh5Okqvr\nn67/r8iuzGbCkQlIxVJ2DtlJqDL0H7pWnuNZPCcBT+FfSQLult5lYvJEvJ282T5wO4EugTx8aGv5\ny82FHbPvELp+FB+1bcvOoS/guiYa860APPyqWVGWQ+tXfRBeFpj45URub0sj2NnCnIluhLq6YfYu\nxWAZgG/HZaxPL+JobS2ex45Re/w4S7t0YVxDA/LTp+GFF2zFP+Y3Se1Xo19Z6QHk1R0xfdkP0YM4\n/Oc6Ye7yHWrNFhSKlgQGzkWp7MFPP4n45BO4ddXILO9DzCr7CO9XR2GeMYPktDQWLVxITno6Y62O\nDLafhL2lL0LSZUQzdiF3N2OmEqdrUizX7dhjiOdoswQKWsdhdXMHkQhnMSQp3ehk30BZzjEO3dmP\nuk6NNd2KuFCMVQ7Nmg4jRjkV9Y1E7l11oqoSgkUNNFJosXY1UD2qjgdBNSQpXennpiBJmolrwxmq\nqs6g0z3C1TXpscu8OwpF7DMFoCGjAc1BDWXflGGqMOE5xBNFC8Wz0r347yhUVitoNM8U918f5qJC\nzIX5iNRqpNW11Lg4UKoQU+BoJc/RSIGzmWKFiBKJAo3MDw1RVOpi0JVF4iIEE+4RQkxgII0jHGnU\nyLaDExEBf/Q5ajbbTkOttnGNkpLfnqvVoC4RUGkaKKnSgoMW9wAtrj5anD21yN2qsXPRInGy/ZtF\npsUg0mKwVGGs1WKqqcJSU43CJMIXBZ4WB9zN9riZpLgYxCgMIhR6kOutOOqsOOjMOOjN2OtM2BvM\n2BtMOBhNyE1mTBYLdyUSSv39sTZvjrJLFxoNGEB4dPR/mxgIgkCuXk9KfgUZKeXo02oIuCGhLkPJ\nDScP7glKtCYxCa3SiU08QsuWJ4mNDcDNrdtjIvjX/09BEKj5pZY7S1Q0nCrniuCOpqOSgM4bydYW\noUoIpo0yldbSq6TmunA4u5RsqQN9Aofid9eJ0t2ldNF1I1QWQX7jfBL1+4ksu8vh5glsySqkuFpN\nl6QIBMWLXLg0g5AQGbNmOdHHswA+2o7i5jfYy2th/ARk86bZ3P+Pz6u29hpq9XZKS/cjkcixWOrx\n8hqGr+8klMoutmu9ogKWL7e1Er78Mrz5pk0JvHwZFizAkpPNN8OjecPxFrNTpxKd0prbTSrY/W4Q\ngxNDeTcwgB++eZ8lSzYhFluZNsMPdbs5bLj9EzLtNWY3fZWM3d4cPdQBb7Evs00F9Gc/jn5avPe+\njUOXaI4cgYWLBWralKIblUcrT0eWhIUR/0dRmU/BYrWwJm0Nqy6v4uMeHzOp5aT/ldtb/5PwnAQ8\nhX8FCTBbzXyc+jHrfl7Hiu4rmBw3mZoaEYsW2RS6D97Q8ULWbK7fuMa41+dRcz+ckM+bohZkvKHI\nYWCYkUabwlhbuJZ1Sz9GdM/EzElSesUEovfQIvEajbTxu6y8/ZBfamtxOHgQ77Q01nXrRpf79xGr\nVPDqq7ZeYnd34FmjX0NdFo5Zo6hf2RWX8DA8X2+gNmQnGs3XeHkNJzBwDmJx08fphAKS+lrm2G3k\nJeMuHOa9imbgQDbt3MmGdetwratjnuBFc6fXsRhbwLAjiF44idS5Ckm2mEe3w1nvNYB7sfEYFI4g\nEuEgspKgcGBqYCSBFhUHUrdxOOMwWr0W630rIq0LzuJehHuMxqTqwKO7HogEcDfoae9QgX+whpKx\nZm60NVPtYKWfuxvd5GW0tFzAVHOKurpbODu3Rqnshptbd5ydE363P9yQ2YDmGw1lB8swaUx4jfTC\ne6Q3Lu1dfl/wBcHWj/0HxR2VCmtREdbiIsQaDUaFI9UeTmiUMoocLWTZN5DlUE+BkxmNnZxCixOq\nendkhihkumYI1c3RlzbBTeJPkzB3oqMlT4r8r4Xe6b9MqP1nQRBs/fZPE4Q/Ig0lJbbgIw8PWwiS\nr5+Al58eN18tCi8tTu7V2LtqkSq0iORadIIWrd72qDZUP3n+9MNitdDVMYYB1YFEZ+rxua/GI68A\nj/p6HorFqLy9McbEoEhKInTQICJatkT8d7ad2f42gSydjnNlVdxPK6f+UjWB1+zQ3XXlLu7cRolJ\nYiUx7gGx7Q/QqnUKTZpEPiaKXXFwCPvTQmOqMpG3pZScdcWUV4s5r/THd8J17Oq3UuTqj7Gjib7i\nE1TrZBy6W805fR1+ohbMiB7P1Q2X8brmTS9RbzTeeqT+VxicvZesAC92SXw48PA6jX3diWzbgZzC\nGTxIT2T0aCtThsvw2f8Toq924m05g9C4KdJ50xCNGAGP8/wtFh3l5YdRqT6jtvYmYrEcmcyNqKjP\ncHPrbjv5/HzbdsCJE/Duu7aBX/b2kJICH3yAUVXI+t5K9gaYmHlqPIEXm3CpTQX75wXwSkIUr/j5\ncGD32yxduhknJwvTZ4VxJ/Zldt86gqMuh3eaz+PiRi9+PN6RcKmEOaZCurEbpwgDngfmI4uPIDkZ\nFiy2Ut1BTf3QfLp6u7IoLJSYv3Gh3y29y7jD4wh2DWbbwG1/OEX1Of4+PCcBT+GfTQLul91nYvJE\n3Bzc2DFoB4HOwezcCe+/bxsYtqTrD9S9O5OZL77EuVbdCF4QS0mhB21D1bxbUUTsmgjut7vP+GVj\nqT5SRqdEK1N7huMcraJG1g9T87WsuJNOUXk5hn376FNUxLK4OCLOnEEUHm4L9hk0iF/Hyz0x+qm3\nY2eOQHxqGPVb4vB+wQ/XGdloRJupqblKQMAs/P1nUVHhw+bNsHWrQKJfIXO0C+nmcRvR22/xS3Aw\nK1at4uTx47Q2m5kvikDu8gZmQwDCzK1Iet5EJCtHfNGRFE1blvecjk5uh0hspYmdkXH+YbwU1JhH\n+WmsP72e06rTNOgaEGV7Q0k73HUTEVd3pKZMiYeHGEO9lShTDYN8i6lrVM6NwXakRZsJUTjQ29VI\ne9FNghqOUlebhqNjkyd3+q6uHZBIfj/opCHzqTt+jQmvEV54jfTCtYOrrfCXlcHFi3Dlii27V6VC\nKC4GVTEWmZR6LyVadzmlrlKKnCxkO+p5KKsh06EOnZsbdXIX9LUKGkqcqC1SYiwPxcGQgKgmEV1l\nFF6eBho1gmbN5ERF/Vbsw8JsE2X/J8NksqkLf0QQ/it5EIttirOv7++//vrc1bOBQvN1LhSkcD7v\nPD8X/0y0RzQ9fdvTqdwN3+tqhKu3UDx6RKBWi1okosDdnYboaORt2xI0cCDhHTog+Tt9CYIgkN7Q\nwLmqKm7erKDmcg1BP9tjuK0kvVbJLZESR0cjrWPvEZv0Fa3bXqFRo2aPiWTXJzHX//WYVWe03F2i\nQp9WxVm8qektJSpmCVVFeVQkBRMSmU5jazqnir1Jzs1BU+PCC1HjiCzz4cbGm7StaEu0NIbc6EKa\nmQ8QW3yVQ03i2JFbSW51MV3axiF49CE1dSohoQIzp7nQRV+CdfV+PCu+x0V4AC+MQDx9iq3L5zFx\n0evzUKm+oLh4PWDFxaUDUVGbkMsjbCd/966NBNy/bwskGT3a9rtnzsAHH1BbrmJ+ZzP5zeIZ+k1v\n3H8J5ceeWo697M1HrZvzoqcHn2+fx7JlW/DxsTD15WjORUwi+c4B3IRaPmj2LkdWuHHuTBItJdXM\nNhfTnh24xMpwO/Ah4qgQkpPhw2UWKjoVU9+/kMF+7iwMDSXsr7wZjBYji1IWsePGjt/Fqj/H34/n\nJOAp/LNIgNlqZs1lm2S1rPsypsVP48oVEa+9ZsuK37yoHI8VL3JYIuXtGa8gPRiO84lwzC4Gltc/\nosNIZ1zed2bW97O4sOkErg0W5k12IaaRPRVSOQ6JX/LuQwOavDwavvqKNy0WZvv6ojx7FoYMsUn+\ncXHAs0a/qqqzONcMwbi1L5bbQfi/5oVkyAXUleuxWo0EBc3F23sMd+/K+eQTOJps5aUmt5idM5vo\nOCf0s2fzdVkZH69YgTovjxFGI69JE6l0egWr2B7hjbVIE7PBYMScbMc+x8Hs6TUMk1RCEFWsbdyC\nwX6RHEg9wOYLm7ladwOzTgY5rZHmjoacMXh6CwT6ONBQL6E418Ko4Eqa+6lID9RyraeE9EArHVwk\ndJHn0dp8Eofa49jZ+T0283XD1bUzMpnbH74uvxZ+zUENxjIjXsO98Br1uPCXqG13QBcuQEoKVlUx\nquZhXA6CB4oG7ttpuS+twujtgYdXCB4yDyT1DtQVO1CR40h5jpKKnAAsNbFIxTGYzR64u9cSGmqm\naVN74uKciYwU06gRhIQ8M2Dx3xaCYIu//1vqQnGxbT06dbI92iUZqVde5UL+eVLyU0grSiPSPZIu\noV3oEpBErMaRmp8u0HDpEvKMDAI1GsyCQK6rK7UREcgSE/Hr25fwXr2Q2tv/zfO0CgL36us5p9Xy\n86NKqi5qCUlzwnJLycMyF26jxMtFR+vmd4ntuIvWnW4SGpqIj8+YZx35j2EoNpD9qZqirWryDQ5c\n8vLBf8wP+OVupEEZQGU/Ee0UqWTX+XA4u4Y0VSmRQiLvJ71Gyo6ziH4U08vamxoPC+agqwzM20WO\n0oGv7ILZ/+guUR6+RLfvSWbxIDIz2/HCCzVMaOOE24HrOKQexN/+JFIPOeIZU2xdPz620DGzuZqC\nguUUFX0KCPj5TSMsbAlSqc0UzIUL8PbbtilOK1bYhhYBnDyJdcEHVFSXMLd9Db4dphG/JRr5XT+O\nDNNxdaILaxMS6OrszObNc1ixYiuhoRamvtKCg74jOX93D/4Ocj5s8iHb5yv4+XICnSQqZlmKSGQr\nrh2UuOz9CIIDOXoUPlhhprxrEfU9i5gdGsD80BDs/4ryc6XoCuMPjycxIJENfTfgJv/j9/9z/DGe\nk4Cn8M8gAemadCYmT0Rhp+DzQZ9j1xDK22/DuXPw8QqBvhUbyFm/jrGvzuaRtAURy2MpqFMwzieX\n8fJqmm6JZDe7WbDkXSyXDYwdKWJYiygsYQXUer7MEfFwjqlUsGkT20wmhlutyHJybFLe9OngbYtX\nfdroJ1jAMf0lape3Q+7vge/rThhbfkuxehNOTk0JCpqLq2svjh8X88knkPXQzKuRp5h+9y+4929H\n/pgxbDp3jq1btuBpNjPXZKGHfV/U0tEIPpUIcz9FEl2IqcAZ/XE7Pm06kfNt2mGWCHRxaGBryy6o\nHt1l6pdv8sjuATS4Q8ZQxA9HE+7rTeNwV9C5c/cuWI1WxreoxMWnmOvuWq4kiTC4CvRw1dJemkbj\nhv04SsRP3Ptubt2ws/tzKbAh63Hh/0aDsdRou+Mf4YlroBZR6oUnRZ+qKuratuJaIzl73Qr5zu4R\nXSN60NSuFRWZjhTetyf/riuqQieqqjyARoA7SmUlAQF6GjeW0KqVK3FxLkRGiggKeiLAPMffgCBA\nXp7tpbh40fa1ogI6dPiNFFh8rnGpKIXz+edJK0wj3C3cRgpCu9AxKAlpfhn5ycnUpKQge/AA35IS\nPEwmchUKqkJCkMTH492rF6EDByL7GyY0iyBwu66Oc1otqaoqNJe1hF10QbjpRlahM/cEF0KV1fTo\nfojeE7+kadOBjwN8np13IJgFyo+Wc2+pCt39Ok7gh35ILU285+P8MANNnzDcYgvxFDR8XxrIsewM\n9LlyJsVOJ96xEaeXn6FZfjOaS1qS26iICL6mTX4q30TEsEdlJKtaRdeETgg+PblwaSShoXqmjJSQ\nVKDHuvtHgjxOoyw/B906I5o82WYElskwGNTk5LxLWdkBxGI7wsM/xt9/hs0vIAhw5IhNGfDzg48/\nhsRE2/ePHsU8/32K9WW828lIx85L8VzhiCjXg/3jrRSPsuezxCSayGSsX/86q1fvoEkTC5Neac12\nRS+uPdhDlFsI74YtZM2bDty92ZSB4gImWAtozSZcewXh9MVCBD9/jh6Fd1YZqJ6ciTJGz+6m0SQ8\n7mD6I9Qb63nnzDsceXiEzwd9Tq+IXv+MS/M/As9JwFP4v1kMi9XC2rS1rLy8kkVdFjGx+QzWrxOz\nerWtNr8zXh84KgAAIABJREFUMoPSMUP5tFVrPhs+Gu9Vjam/5U9QQAVLNHnEzw+gdGQpY9ePpXR/\nDk3DLPxlYBieMRqKLJEUNt3CqtxKRN9+y4TUVFbJ5TZ2PG+eLYHv8a3lE6Nf2QGcxV0R/TCU6k2h\neA3xwuMVHVUuOygr24en5xACA+cALdi5E9avB6V9A3PcdzPy7gKkE0ZzJiGBT/bt4/y5c7Q0m1mF\nFBfXcWgMfRDaXIPJexH7lqFN9aD+mhcre08jIzwcJEZmeitY1rQTnydv4f0Tn1LrUQJ3xhFkSaRr\nbByeoiju3nIgLQ0S4gX6NtVQ51JMqnMNV1tZCRXr6eySQWtrMhHWB7i7d3tS+OXy8L/6Wuge6Sg7\nWGYr/GojXiM88WprwLX+iq3wp6SA0YjQqSN5sSEk+2jZob9MhaGKAZED8CxvTOpef66lhWEwNEeh\nKMPXt45GjQRiYxV06OBNbKyCgIAnzRXP8U+GWv0bIbh40WaebdvWRgraJ5mQBF0nTW1TCi4VXCLM\nLYzOIZ3pEtqFTiGd8HT0pKawkJzkZKrOnkV85w5excWE6vWUODhQHhiIEBuLe7duBA8ahH3g7yX+\nX2EWBG7U1nJOq+V8eRXFV2tofNId7Vkv0urciA0qpueQT+k7OpvQ0NG/D/DBpkI9+kRF6e5S0gVn\nfg70IHD4LiJvbETh6UvxUHuiPO5xrSGaIwX13LmWRVNRWz7o9zo3jl+lYl8l3YzdMbpK0IfepGfh\nF6jtLey1C+eb/AzC3EJo0mEwmerOZGW1YsTQfF4McMTlq0K8hPP4y04iM5cjWrTINvhLIkGne0Rm\n5itoteews/OlceNduLl1ffxHm23GwYULoX3739oKrVY4dAj9+++QbdGwrp87Q9tuQDdfi17jxO6Z\nMiQDpXyW2AUvq5XVq19l3bpdxMdbGTerLWvEbXmYuY/W/gm86rmARXPsyM0IYLSokBFCLq1F63Ed\n2gyHTQswuPny9jsCe4vLsL78iGlBviwMDUUu+fO5Aj9l/8SUo1MYGD2QlT1W4mT3LzLR/BvhOQl4\nCv/oYmSUZzApeRL2Uns+H/gF91LDmDsXmjWDNStM2G2cw93UVCbMeYvae5EEft6YcqmYd8WP6NVe\nTMBKH975+R2OrP8Kab6Z2ZPktGvkS5VbJaWRy1hVHkX99et4ffYZx5s0IfSXX2DJEls0qFj8jNFP\np8tCWTcOw+Ye6H52wm+WH4qx2ZTUb6CmJg1//xn4+79MWZkfGzbAF18IdI4pZ45pJR1y91I7fRq7\nFQrWbtlCXWUlPevqWCVypMT7VarrWyMMP4xo6AmsdhaKDzigrW7BqhETqVC6orQ3sCYymn6uAczb\n+i67Mr/H7GxGfGs8PRonES7pycljDpjN0KePldgmpWSLVJxxqiYnVCBRKKad40USOE2EssUTid/R\nsenfdAA/KfwHNRhVBjy7SvD2Sce1+EdEqSm22/LOnTEmteNSqIR9xmt8n3kMD0cP+oX3Q0gP4swe\nb+7djUIQwmjRIo+JE12ZNi0Mufy5+/j/NyorbYm4Fx6LN/fv23a8fiUFjhE3uKqxeQouFV4i2DXY\nphSE2EiBl5MXAHWVlWR9/z3lP/2E9cYN3AoKiKyvxySTofb1xdysGS6dOtmIQePGf8jyTFYr57Va\ntqtUZKZUE7fPl3tX3cm0KujS4gY9x6ykR38//P0n4Ozc+plr16KzUHpAw8OPi6krNHHU6ovlxTxi\nZPNpevs+JYPDcUgoxSCWklwZxk8PshGu1jE1cQZJUXGcXP4jwfeCaU0COeEqguwOk5Rziv3+4Rwo\nl5Beq6ZbwgBE/n05d6E74eEVjOmqpe01O5zTrxLp/AUyBwOiZctsxiSRiJqaG2RkTKKh4QHOzgk0\nabIPuTzUdsINDbY7hDVrnm0rtFgQvv6auvffJF1cwdGxCQyOWkXRW/lUGmR88ZoDkT2kfJLQFale\nz4oVs9i8eT/t2ll5cUZ7lhhiyM3+ju4RfRktmc/8OTIqixyYIRTTg2wSxJ/gMqYddp8u4liqkknz\njPguycIUXM8XjaNp/1fUHK1ey2snXiOtKI3dQ3bTLqjdP/Va/HfDcxLwFP67i2GxWvj0509ZenEp\nC7sspKviZebOEVNYaAv+aSc+Td6Uqbw96gVOxfUgbEELiovd6RpUyBx9KS03RXIi6ASzl76K6ac6\n+veCca2aImv2iExJT465v80vBSrMq1fzuUzGCLUaUXy87U3p5/eM0U9uF4n8/ktolzdHpnAg4HUf\nhK7nKVZ/gtVaT2DgHHx8xnHtmiOffAKnTglMaJ/Fa4VvEaZPJ33MGDaqVOz+6iv87OyYXFvLLJEb\n6b5z0JkDYOqXkHQFbYUHJV/oKfLvw6bhI7FIRMS4WNndoiPW0lKmbpzDZesNMPni8Ggo3Rr1Qn21\nHeUaMWMnWgiMVXOlpogzyhosDkaSJLdoY/cTnZVyfNw6P3bwx//VMJdfocvWPTb3lWIsaMCzcRne\nohRcH3yDSOkMnTtDp05UJjbnqOEOyZlHOZt7ljjfOLr6d0WT6smpA+5kZ8cik3nTpo2KmTN9GDnS\n57mU/z8cdXWQlvabWnDtmm2qo40UmHGJusktrU0pSC1IJdAlkM6hnekS0oXOoZ2fGc3dUF9PxqlT\nlJw8ifHqVVyzswmvrcVdJELl5YW+cWMcO3QgoH9/5K1a2Rz0j1FqNLKzpITP84tp/qMdrt96cz7L\nDYMD9Ew6xoApe2nTrgs+PmN/t21Ve72WrDUqKg5ruCZy50akI8F91tHi0ueEebny6CVXvLwKOWNI\n4KjKQu6pWzTVx/D2iJdRp6vI3JRNp9qOiJzk1IbfpYt6G1WWOnbbhfNtST7BbhE07zCWhyXtyMqK\nYFT/m4zMkRFSeoNw63YkAR62vf+kJAAqKk6QkTENo7EEb+8XiIrailT6OGPgz9oKzWaMe3ZRP/8t\n7jjWcv+VF+jq8haZb2dS4ABfzpbTvYsDi+O7oK+pYfHiaezYcYiuXa0MndqBhdXBFOX/wJCYl+ih\nfYcP3pRhqahjjlBOIukkyjfgfHA1JS17MGYMlMdo0LyUxWg/b5aEheH0V1SBQ+mHePn4y0yOm8yH\nnT/EXvq3/SH/iXhOAp7Cf2cxsiqymJQ8CbFIzPquX7J7fQR799qc/y+PqyFn9EjOWAXenPkX5F9H\nIjsRir1HPUu0j2gz0xPLy0bG7xpP7q47+DqYmTsygJAmevKw53bUJnaWOSDetYtRqamsa9kSx5s3\nYdMmGDgQs7ma3Nz5lJZ+hbvDSERHh1Cx0Rm3Hm74vqagLugAKtVG5PJIgoLm4eLSlyNHbPv9apWV\n11qnMeXGKzj6yPm+c2c+vXKFGzdu0FgQWGI2EycLId1tJmZ3K0z9AqHxIzKu+qE7YuJBu1Hs69UT\nO6uBYf6ubGiWxKkzx3jtq6UU+TyCkkTcynsSI+/PvXMx9OkDPcfVkWZ8wHeOVfhb1bS3S6G7XSWJ\nAS1wd++Oi0vb38mnfwZdtg7NgRLK9hRgLDbg6X4fr4rvUAZWIurS6Ym7LFPewNGMoyRnJHOn9A49\nw3vS2jmBzGPOnDyspKSkPY6ODnTpUslrrwXRo4fzc2n/fzEMBlvmza9KQVoaBAXZLocOHc24NblF\neoPNU3Ax/yL+zv5PPAWdQzo/mdj5K/R6PQ9SUyk+fhzdlSs4ZWYSUlVFBKBRKqlr0oTAN97AZfBg\nmxonCJypqmKrWs3POZWMOOpJcbKSMxUe+HtW0KvfDoZOSSc6egQeHgOeaVM1a82odpaQtUZFpVbE\nEcEX0dg0mtcvouudLNQjA6FNFXmSAJJrorl4R434+H0mdphI7w6dOL8xBZeLLrQV2pETrMZfcYJO\nmUc44BnIN1oH7ulL6Bo3Bp37MK780pLR/X9h2G0xUZJrBJZvQxzXHJYtgxYtEAQBlWo7OTlvYLUa\nCQl5l5CQBb+pGX/WVmgyod26HvOihdxxN1P/3ltE14wiY34OD3zN7JklYmJnD+bGdqSivJyFCyez\nZ89x+vQR6DexAx9o3ChVXWRCy1lEPZzNkg/tcKkrYJFQTUd24D9Ygf3etSxdK2fjHhNNP3tEoXMN\nO6Kj6aL884mSpXWlTD82nTxtHnuG7qGFT4t/xeX3vxrPScBT+HsWwypY2fDzBhZfWMz7HT/A6d5f\n+HCBmIEDbQq96bvPKFq5kqmvziZDEk/4smYU652Y6prNiGAd0ZtDWFG4gi/WbMR6y8T0cTJ6hUWh\nj8jhZ9fpbBcGIbp4EbeNGznUuTONL1yAF1+ExYsRFAo0mm949GguLkJPLJ9Ooe6MGN8pvnhMN6Cx\nbqG0dC8eHgMIDJyD1RrHjh2wYQME+ZmYE3KYwWdnUxkfy47QUDZ+/z0SIK6igo1iMWKXRB45DcPa\nJB/G7sOkrOfC1844ZviQ1m8YZ1u1wpUGFjRpzFjPENZ8uZaPL+5DF66CzAH46jshZA3G39mPcVOs\nOCSV8GV+Jtn2DfQVH+dFmZ62zYY+HgX710NBnoYuXYtm/W3Kvq/FUC7CS0jBKygbZd+AJ4Xf4unB\nz8U/Pyn81fpqBkYNJMIczS9fO3DmRyU1Nd1QKi306aPj9deDad3ajr+xy/Ac/0thNsPt27+RgosX\nbWFKnTpBUkcLXs1vk2U6z4WCFC7kX8BX4fvEU9A5pPOTQV5Pw2g08uDGDXKPH6fuhx9oeesWvnI5\n+hdeIPD9921tuUCJ0ciXajXb1GqickQk7PPiyhlnfjYqad3oIb1GbWTwSwqCg8ehULR8cnxBENCe\n15K1WkX12SpSRF7cbWkhvN0yWqUeJM7XjvSx7kjcazgm9OCYyoHyY7/QqMiJ18ZORaqTcGP1bRLL\nWuPo4EZl+D2SKr/EUKdmhzScg1VFJDQZDn4T+eVaDOP7pTLwiogW3r/gnfM5ol49YNEiCA9HEMzk\n5n5AYeEaJBJnoqI+w9t71G+L8UdthWIxGI3krfkAx1XrSA+S47J4HQ5348hZXsyVGBPfjWvgnW5h\njG/aFpVKxYIFEzl48DQDB0L3ce1YUGyPpuwOr7R6C9GpSWz4xJ6XLHcZyyNaOm3F9dg60sSJjB0L\n8a+Wcy0pi8GeHqwID8f5T+Q7QRDYdXsXb/70Jm+0e4M32r+BRPznCsJ/Gp6TgKfwtxYjuzKbyUcn\nY7aa+UvQTla9E4lcblPnm7rl8HDQIPa0jOPT4WPx/ziGqtu+NA4oYX5VIQmrw7jW7hrTVk5G972W\ndvEWZrZvgSI+mxumRhzy/ZjcgkoMS5ey3tGRcU5OiCsrbQNAEhKemHgMOhWOx9+jelswIR+E4Dgi\nG1X5eqqrL+LnN42AgFcoKgrg009to8T7dqxjjsNmWv+0gl86dmQjcOTcOQLd3OinVvORWEqp3yAK\nnFshtL8Og75HU+3C6c11+Dp34sTAAWQFBRIit/BFqyQ8tHW8teEDvlOnYQ2qhHsj8KzvhuXhAMaO\nUtBlfAMpFLCnspiIhjwGOn7HENcmRMW+/rsc/j9FfT26w1fQfJmL5hdH9HWOeHk9wKuLCOVLTRF1\nTgJ3dxpMDZzOOc3RjKN8n/k93k7e9I/oj3uZLz/tFpN60RuTqQ8+PrUMGwavvBJA48bPb/f/E2G1\nQnr6b9sHKSm27/9KCrxb3KFIkkJK/nkuFlzE09Hziaegc2hn/J39f3fM8vJyfli6FOHLLxlYV4cu\nIgL3efOQjxkDTk5YBYGfqqrYqlKRUl7F1DtKRLuV/HjLmTyxA11bnWXglK/p0TseX98xyGSeT45t\nUBso3qomd6Matdmew3giHX+MWNUKhuSoKRvuji6xnhviZhzRJ3DjXiWSXacZntCHwX36cu/QfczJ\nFjpYOpDvV4a38jSJjw6yyjGcr7RqOrQYg85tHLfvhDOhVwoDL0mIDUnF7f5uRKNfgvnzwdcXs7me\njIzJaDTf4uAQTkzMflxcnhrtm5JiayvU639rKxSJEHQ6rn80g8DPvqKgiT8BS7+k8kdXCjdVcLqd\nmR+HlLC6d2v6RrYkPz+P994bx/Hjlxg6TESHFxJYVCBQUVXA2xE72fpaPGJ1ESuFKhL5Au8XgzGu\nW8Tk6VLyK8w0WvuIa1Yt26Oi6Pk4EO2PkK/NZ2LyRIwWI7uG7KKRe6M//dn/JDwnAU/hzxbDKlj5\n7OpnfHj+Q15p8R6Ze2aTekHCxx/DSy9YSZ/zOrkpKUye8zYNdxvjtT2SernAfFMWHYfIcf1Azoxj\nM7i1/QKONSbmjPGkeYQCtUsVP/gv5lh9FKJNmxiemsq6IUNwPnLE9sZ6/XWsEisFBR9TVPQpSvXL\naGd3x2eYP8o3cygoX4DZXPl4v38Cly878cknkJoKUweoe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cSo8uHbH4xcIpGYlsFcbd4K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\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9UOTjYYvpaXeaDoev8rtjx3hp0XzePX2aBgbmVNHvQXn35hSs0qHyBHeqn3jGH9PSWFAU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\n"
}
],
"prompt_number": 136
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**This corresponds to a peak shift of 0.378 nm** as shown in code cell below"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from pyuvvis.core.utilities import maxmin_xy\n",
"\n",
"t2spr, t3spr, t4spr= t2.ix[400.:800.], t3.ix[400.:800.], t4.ix[400.:800.]\n",
"\n",
"sprt2=maxmin_xy(t2spr.as_iunit('a'), idx=True, val=False, arg=False).mean()\n",
"sprt4=maxmin_xy(t4spr.as_iunit('a'), idx=True, val=False, arg=False).mean()\n",
"\n",
"print 'SPR max in h20: %snm. Sprtmax after Oxalic: %snm. Delta %snm'%(sprt2, sprt4, sprt4-sprt2)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"SPR max in h20: 523.621621622nm. Sprtmax after Oxalic: 524.0nm. Delta 0.378378378378nm\n"
]
}
],
"prompt_number": 126
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"t4.baseline=base_t3\n",
"plt.plot(t4.index, t4.as_iunit('a'))\n",
"\n",
"plt.title('Effect of the second addition(50ul) of Oxalic')\n",
"plt.xlabel(ts.full_specunit)\n",
"plt.ylabel('Absorbance')\n",
"plt.xlim(400,800)\n",
"plt.ylim(-0.015,0.015)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 142,
"text": [
"(-0.015, 0.015)"
]
},
{
"output_type": "display_data",
"png": 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hOAzNJ3PBwuJRR/R66NmTmwUONPFJ5g3Vgh+ObmDu3LkMHDjwyQ6yEI8hIaGa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/nR5Bg4mMfLqrD8dvrofPEjQ3GXFNCCFlyRF0d8v54JpbaV27j5YDbmyeb2DsopV4xrt2dVRB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\n6PU/rfhZTStSEFMAAAAASUVORK5CYII=\n"
}
],
"prompt_number": 142
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"this might suggest there are both binding interactions and aggregation."
],
"language": "python",
"metadata": {},
"outputs": []
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"I can quantify the dilution (ie scaleup bsa final to account for dilution of np sample) and show the extent of dilution:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"dilution=100.0*(1.0 - (3.0/3.070)) #ci/cf\n",
"print '%% change dilution: %s'%dilution"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"% change dilution: 2.28013029316\n"
]
}
],
"prompt_number": 128
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"From somne work in june, I already know that for each unit % change in concentration, my absorption around 540nm actually drop by 0.8% Absorbance units. Therefore, I can estimate my dilution caused about a 1.8% error.\n",
"\n",
"For the record, I know this from prior work in july where I fit a line through the absorbance at various wavelengths as a function of decreasing concentration. The slope of the line gives A(%c) where A is relative to its value at the 100% concentration. It turns out that A(540nm) max = 2.5 and each unit % change concentration changes this by about 0.02 absorbance units. Therefore, (2.5 - 0.2) / 2.5 is about a change of 0.008%. ?????"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"t4spr.baseline=t2spr.mean(axis=1)\n",
"\n",
"absplot(t4spr)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 129,
"text": [
"<matplotlib.axes.AxesSubplot at 0x28dce38c>"
]
},
{
"output_type": "display_data",
"png": 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NnTsXc3Pzl6r8liRJkiTp95XbnYXLly+XeWQqMDCw9NnzX0RERBAYGFg67eDgUCZZ+D0r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CtLT5wQMzOR9GNX5Ey9elLp6lWpPj1GVEkVW/MwiY4cLcXFxTLk8WNpdOuGBO2ylohDKnJgxhxp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\nC6YtYN7ke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Czsm47q/Tvqc7BqTIPmpryvqUPMhbtwK5759XOIyV9D05NzmWCbyAzN/lxp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\nwIiwAAAAjD4A5J6NlivMaLAAAAAASUVORK5CYII=\n"
}
],
"prompt_number": 129
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"This is not quite clear because the short wavelengths are so heavily weighted due to the massive signal out here. Let's normalize the weights in this plot and replot. We can do this normalization by dividing each curve by the first..."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"dt3_t4.iunit=None #Choose first curve as reference point\n",
"t3_t4.baseline=1\n",
"t3_t4.iunit='a'\n",
"range_timeplot(t3_t4.wavelength_slices(uv_ranges))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 132,
"text": [
"<matplotlib.axes.AxesSubplot at 0x2913c26c>"
]
},
{
"output_type": "display_data",
"png": 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BmZkZxo4di6ysLEHfAyGqROO2wqvuHIS8PAoQaoKuZfWj0gDhww8/xO7du3Hx\n4kXs2LEDaWlpvPTIyEhcu3YNUVFRCAgIQEBAAJc2a9YsnD17tkKZu3btgpmZGf7991+Ympriu+++\nE/x91AUfHx+YmJhAX18fAwYMwO7duwEAUqkUGhoa0NHR4X6++uor3rGrV6+GRCKBRCKpkFZeREQE\nXFxcIBaLMWrUKKSmpiqtW35+Puzs7NChQwfefnNzc7Ro0YKr17Bhw3jpISEhcHR0hKGhIXx8fJCd\nna3wHCkpKRg1ahTEYjFcXFwQGRmptF6E1IXyQwx5eUUqqgkhtUtlAcLLly8BAP369YNEIsGQIUMQ\nERHByxMREYGJEydCLBbDy8sLd+/e5dLc3d2hr69fodzIyEj4+vqiWbNmeO+99yqUWV8tXboUSUlJ\nyMjIwNq1a/HJJ5/gzp07XPqrV68gk8kgk8mwbNkybn9QUBD27NmDvXv3IjAwEHv27OEeyVxeVlYW\nhg0bhhEjRiA6OhrNmjXDlClTlNZt/fr1MDIygkgk4u0XiUQ4efIkV6+yAV1SUhK8vb3h5+eHsLAw\nPHr0CP7+/grP4eXlBS0tLURHR2PkyJEYPnw49Q6Bxm3rgrI2Lj/EQD0INUPXsvpRWYBw8+ZN3uN6\n7e3tER4ezssTGRkJe3t7brtNmzZISEiocrm2trYN5i9NBwcHaGtro7i4GCKRCJqamtDW1ubSi4uL\n5R63d+9e+Pn5wdPTE4MHD8bcuXMRGBgoN+/Ro0dhaGiIVatWwczMDNu3b8fly5eRlJSksF5JSUk4\nfPgwli5dKneNb0Xrfh84cAC9evWCv78/rK2tsXbtWhw5cgQ5OTlyz3H58mVs27YNZmZmWLlyJQwN\nDfHLL78orBchdaXiEAP1IJCGQVPVFagMK3naJG9f+b9S5R1TVTNnzoS5uTkAQE9PD87OztWuY12a\nP38+9u3bh6KiIpw6dQpWVlaQSqUAAIlEAhMTE0ydOhUzZ86Enp4eAODevXv46KOPuDIcHR2xefNm\nueXHx8fz5nSYmJhALBYjPj4eFhYWCA4Oxrp16/D3339zefz9/bFmzRpesFLW1KlT0bJlS0yaNAmz\nZ8+GlZWV3HM5ODggNzcXDx484AWOpe9BT08P7du35/Y5OTnx5qTIExoayv1VUjq+2dC2S/epS30a\n4nb5ti6fXtKDIP3/HObIyytUq/rXl+3o6GgsXLhQberTELZLX5d+T1RbrT1HspoyMzOZs7Mzt/3B\nBx+wkyfZiFFGAAAgAElEQVRP8vJs3bqVbdy4kdu2tLTkpSclJTFHR0fevvHjx7O//vqLMcZYVFQU\nmzBhgtzzK3rrlTUJ9Gv3pyays7NZcHAw09PTY3fu3GFZWVnszz//ZEVFRezmzZtsyJAhLCAggMuv\npaXFbt++zW3HxsYyTU1NuWW///77bNGiRbx9PXr0YIcOHZKb//jx42zEiBGMsZJnuZuamvLSw8LC\nWG5uLpNKpWzhwoXMxcWFSxsyZAjbunUrL3+bNm3Y9evXK5zn8OHDrGvXrrx9ixcvZr6+vnLrxVjj\nedzz5cuXVV2FBk9ZGw8efJD3uGdb2+11U7EGhq5l4VX396LKhhhat24NoOROBqlUigsXLsDV1ZWX\nx9XVFceOHUN6ejqCg4NhZ2entFxXV1f88MMPyMnJwQ8//IBevXoJUn9Vad68Oby8vDBgwAAcO3YM\nLVu2RLdu3aChoQEXFxesWbMGBw8eRFFRSTengYEBb4ggMTERYrFYbtnl85bmNzAwqJD39evXWLJk\nCbZs2aKwrm5ubmjWrBkkEgnWrVsHqVSKmJgY7lyJiYlc3levXiEtLU3uuQwMDCpEwAkJCTA0NFR4\n7sai9C8GIhxlbUxzEGoHXcvqR6V3MWzevJkbH58/fz4MDQ2xe/duboZ+z5490bdvX7i4uGDDhg1Y\nv349d6yXlxd69+6Ne/fuoUOHDti3bx8AYN68eXj48CFsbGzw5MkTzJ07VyXvTWivX7+GiYlJhf3s\n/4dl2P8PtdjY2OD27dtcekxMjMJAy8bGhvsCB4Dk5GRkZGTAxsamQt5///0XDx48gLu7O0xMTDBh\nwgQ8ffoUJiYmePjwodx6iUQiLnApf67Y2Fhoa2tDIpFUONba2hqZmZl4/Pgx732UH4ogRBVoDgJp\nsAToxagXFL11dWySlJQUduTIESaTyVhGRgbbv38/a926NcvKymIREREsLi6OFRUVsVu3brGhQ4ey\nxYsXc8cGBQUxiUTCLl68yM6fP88kEgkLCgqSex6ZTMb09fXZihUrmFQqZePGjWODBg2Sm7ewsJA9\nf/6c+zl+/Dhr164de/78OSsqKmIPHz5k169fZ3l5eezRo0fs448/Zj169OCOT0pKYjo6Omz79u0s\nLi6Oubu7VzpkMGjQIDZ+/HgmlUrZ559/zgwMDFhWVpbC/Or4OQqBumWFp6yNPTz284YYDAzW1U3F\nGhi6loVX3d+LtJJiPSASifDdd9+hQ4cO6NKlCyIiInDy5Em0bNkSiYmJGD58OHR1dTF//nx4enri\n008/5Y718fHB7NmzMWvWLPj6+mLOnDnw8fHh0h0dHXHkyBEAQKtWrXDmzBmEhITA2dkZ+fn5+PHH\nH7m8hw8fhqOjIwCgSZMmMDIy4n709fW5fRoaGpDJZJg/fz7EYjE8PT2hqamJgwcPcmWZm5sjODgY\nu3btQp8+fWBmZsZbLGvevHmYN28et33kyBHk5eXB2dkZp0+fxunTp9GyZcvab2xCqonROgikgRKx\n8ld3IyESieTe8aBoP6lf6HMkdaV///24evUBt62l1QR5ef9VYY0Ika+6vxepB4EQQt5C+UmK+flF\nFJySBoECBELqsbL3OxNhKGtjecFAfj4NM1QXXcvqhwIEQgh5C+V7EACah0AaBpqDUMX9pH6hz5HU\nFTe3vQgPf8zbl5ISgDZtaBItUS80B4EQQuoQ9SCQhooCBELqMRq3FV5N5iDQaorVR9ey+qEAgRBC\n3gL1IJCGigIEQuoxWr9eeMraWN6QLvUgVB9dy+qHAgRCCHkL8ocYqAeB1H8UINQTHh4eaN68OXR0\ndKCjo8N74FJERARcXFwgFosxatQopKam8o5dvXo1JBIJJBIJvvrqq0rPo6ys8u7fv49hw4bB0NAQ\nxsbG2Lp1K5eWkpKCUaNGQSwWw8XFBZGRkbxjQ0JC4OjoCENDQ/j4+CA7O1vheZSV1VjRuK3wlLWx\n/CEG6kGoLrqW1Q8FCPWESCTCjh07IJPJIJPJcPfuXQBAVlYWhg0bhhEjRiA6OhrNmjXDlClTuOOC\ngoKwZ88e7N27F4GBgdizZw+CgoLknkNZWeXl5+ejb9++cHV1RWxsLBISEjBkyBAu3cvLC1paWoiO\njsbIkSMxfPhwZGVlAQCSkpLg7e0NPz8/hIWF4dGjR/D391d4rsrKIkSV5A8xUA8CaQBq5xlR9Y+i\nt66uTeLh4cECAwMr7N+3bx/r2LEjt52cnMxEIhFLTExkjDHWv39/tnr1ai7966+/Zv369ZN7DmVl\nlXfu3Dnm5uYmNy0xMZGJRCL2+PFjbp+1tTX74YcfGGOMffHFF8zT05NLCwsLY82bN2fZ2dnVLkse\ndf0cScPj6LiT9zRHYAU7cSJO1dUipILq/l6kHoR6ZOnSpejQoQMWLFiAv//+GwAQHx8PJycnLo+J\niQnEYjHi4+MBAPfu3eOlOzo6Ii4uTm75ysoKDg5Gly5duPSQkBCYm5vD09MTHTt2xBdffIHnz59z\n59XT00P79u25/E5OTlxZ5c/l4OCA3NxcPHjw5qE3pRSVpeh9EFKXGM1BIA2UpqorUJ+cxYBaLW8Y\nLlc577p16+Dg4IDXr1/jhx9+wPDhw/Ho0SOkp6fD3Nycl9fS0hLp6ekAgPT0dFhYWPDSMjIy5J4j\nIyOj0rK8vb3h7e3NpYWGhiIhIQE///wzunfvjsWLF2PZsmUIDAyUWy8LCwuurIyMDPTu3ZtL09XV\nhaGhIZdelrL32JiFhobS7G+BKWtjmoNQO+haVj/Ug1BP9OzZEy1btoSRkRE+/fRTGBoa4uTJkzA0\nNERSUhIvb2JiIgwMDAAABgYGvPTExESIxWK55yift3xZ5enq6mLQoEEYNWoUTExMsHz5chw/fhyF\nhYUwMDCAVCqttF6JiYlc2qtXr5CWlib3XPLKSkhIgKGhodx6EVKXaA4CaagoQKinStfUtrGxQUxM\nDLc/OTkZGRkZsLGxAQDY2Njg9u3bXHpMTAzvDoiylJVVnq2tLTQ03lxCjDGuXtbW1sjMzMTjx2/W\nqI+JiYGtra3cc8XGxkJbWxsSiaTCeZSV1ZjRX1zCU9bG1INQO+haVkMCzIOoFxS9dXVskszMTHb2\n7FmWk5PDUlNT2fr161m7du1YUVERe/XqFdPX12crVqxgUqmUjRs3jg0aNIg7NigoiEkkEnbx4kV2\n/vx5JpFIWFBQkNzzyGSySssqLzw8nLVo0YKdPn2aPX/+nE2bNo3NmzePSx80aBAbP348k0ql7PPP\nP2cGBgYsKyuLMcZYUlIS09HRYdu3b2dxcXHM3d2d+fr6KjxXZWXJo46fI2mYOnXaWmGS4qZNN1Rd\nrUavqKhY1VVQO9X9vdhof4vWpwAhNTWV9ejRg+no6DCJRML8/f3ZzZs3ufTw8HDWvXt3pqenx0aO\nHMlSU1N5x3/55ZesQ4cOrEOHDrw7GhhjzMHBgQUHB1eprEOHDjEHBwfe8YcPH2a2trbM3Nycff75\n5ywlJYVLS0lJYSNHjmR6enrMxcWFRURE8I4NCQlhDg4OzMDAgE2dOpV3B8PcuXPZ3Llzq1xWeer4\nOQrh8uXLqq5Cg6esjTt2rBggrF17rW4q14DU5rX8xx8PmbHxt8zNLZBlZ+fXWrn1XXV/L9Ljnqu4\nn9QvjeVzpIldwlPWxlZWW5GY+IK3b+VKD3z+eX+Ba9aw1Oa1bGj4DdLTcwAAW7YMw4IFrrVSbn1H\nj3smpBGh4EB4yp/FQLc51obavJZLgwMACA9/XElOUhkKEAgh5C3QJEX1Uv7zaNlSS0U1qf8oQCCk\nHqP164WnrI3pNsfaUVvXcnKyjLdNwVrN0UJJhBDyFqgHoe5JpZn47bc4jBljC3NzPV7a/fv8heCe\nPi15ZktRUTFOn/4XhoYtkJ6eA2dnY5ia6tZZnesjChAIqcdoDoLwaA5C3ajOtTxu3E+Ijn6GwMBb\nuH17LkQiEZf277/8FVYvXkxEnz4/AADCwh7x0uzt2+DPP9+HtjZ9FcpDrUIIIW+BehDqVm5uIaKj\nnwEAYmNTkJtbiObNm3Lp9++/qHBM+cCgVLNmTSg4qATNQSCkHqM5CMKjOQh1o6rX8suXubxtmSyf\nt12+B6EygwdbVTlvY0QBAiGEvAX5QwzUgyCUly/zeNtZWfwA4e7dtCqXNXiwZa3UqaGiAIGQeozm\nIAivZs9iKOlBYIzh3Ln7OHIkBkVFxUJUr8Go6rWcmVm+B+FNwPDo0UvExVU9QOjb16zKeRsjChDq\ngVatWkFHR4f70dTUxIIFC7j0iIgIuLi4QCwWY9SoUUhNTeUdv3r1akgkEkgkEnz11VeVnktZWeV9\n/fXX6NGjB6ysrLBo0SJefnNzc7Ro0YKr97Bhw3jHhoSEwNHREYaGhvDx8UF2drbC86SkpGDUqFEQ\ni8VwcXFBZGRkpfUipK7IH2IoRH5+Eby8jmHYsMPw9j6OmTN/axSrewqtYoDwpgfh9Ol/q1yOrm4z\nmn+gBAUI9UBWVhZkMhlkMhmePXuG5s2bY9KkSVzasGHDMGLECERHR6NZs2aYMmUKd2xQUBD27NmD\nvXv3IjAwEHv27EFQUJDC81RWVnkXLlxAYGAggoKCcOPGDdy/fx9bt27l0kUiEU6ePMnV/ezZs1xa\nUlISvL294efnh7CwMDx69Aj+/v4Kz+Xl5QUtLS1ER0dj5MiRGD58OLKysqrchg0VzUEQnrI2VtSD\nsGvXTfz00x1u36FDt7F795+1Xb0Go+ZzEN70IJw6VfUAYe/e0VXO21hRgFDPHD16FG3btkXfvn25\nbUNDQ6xatQpmZmbYvn07Ll++jKSkJADA3r174efnB09PTwwePBhz585FYGCgwrIrK6u8c+fOYdiw\nYbC1tYWRkRG8vb15QQAgf3wWAA4cOIBevXrB398f1tbWWLt2LY4cOYKcnJwKeZOSknD58mVs27YN\nZmZmWLlyJQwNDfHLL79Uud0IEYq8azwnpwC//y6tsH/v3lt1UKOG5caNRwgIOI/Y2BQAinsQcnML\ncenSm99V8tY4aNGiKSIjZyMmZh4mTrQXsNYNAwUI9cyBAwcwffp0bjs+Ph5OTk7ctomJCcRiMeLj\n4wEA9+7d46U7OjoiLi5ObtnKygoODkaXLl249GHDhuH8+fOIjY1FcnIygoKCMHo0PyqfOnUqrKys\nsHTpUiQkJCg8l4ODA3Jzc/HgwYMK9bp37x709PTQvn17bp+Tk5PC99GY0BwE4dVkDsLdu2lynwEg\nlWbWVrUaHHntnJ1dgJEjg7Fhww0MGnQQS5dewvvvn+TlKe1BCA2VIju7AABgbW3A6yHYuXMEdu4c\ngStXZqJHj/ZwdDQS7o00IDQAUw0ryyzGURu+qOZ45IMHD3D16lXs27eP25eRkQFzc3NePktLS6Sn\nl9zqk56eDgsLC15aRgZ/pbGqluXt7Q1vb28uzdPTEzNmzEDnzp0hEokwbNgwfPbZZ1x6cHAwunXr\nhmfPnmHz5s2YMmUKbt68yZ2rd+/eXF5dXV0YGhpy5yorPT290noRokpl/xs7ORkhJiYFxcUMKSmv\nK+RNS8tGTk4B7759otjly0l48aKkxyAl5TXWrr1eIU/pXQxlhxdGjuyEwYMtcf68D/LzizBiRCfe\nYkqkaqgHoR4JCgqCu7s7JBIJt8/AwKDCEEBiYiIMDAzkpicmJkIsFsstX1lZ5a1Zswa///474uLi\n8PTpU1hZWWHMmDFcupubG5o1awaJRIJ169ZBKpUiJiaGO1diYiKX99WrV0hLS5N7LgMDA0ilUt6+\nhIQEGBoayq1XY0JzEIRXnTkIkyc7VEjX09OGRNKa2378+FWt1a0hkdfOZ88mVMxYjkyWD8YYTp26\nx+0bObIkIBg82AojR1pTcFBDFCDUIwcPHsSMGTN4+2xsbLgvXQBITk5GRkYGbGxsuPTbt29z6TEx\nMbCzs5NbvrKyygsJCcF7770Ha2trGBkZ4aOPPsK5c+eQm5tbIS9jDCKRCEVFRXLPFRsbC21tbV7w\nU8ra2hqZmZl4/PhNl21MTAxsbW3l1ouQulR2DsK77zqg/HeRlZU+OnR4EyA8ekQBQlWdOaN80qFM\nlo+//36OpKSS4RsdHS24u1f8PUKqj4YYqqG6QwK1KSwsDMnJyXj33Xd5+ydMmIBFixZh5cqVmDlz\nJhYtWoSBAwdywwq+vr7473//Czc3NxQXF2PPnj1YvXq13HMoK6u80aNH48CBA+jTpw9at26NzZs3\nY+jQodDW1sajR4/w8OFD9OjRAykpKdi8eTPMzc3h7OwMAJgxYwY2bNiAHTt2wNPTE59++im8vb3R\nvHnzCuexsLDAwIED8eGHH2Ljxo344YcfkJGRUaEtGiOagyA85c9iePO6fXsd9Oplihs33gSzVlZi\nNGnyJmp49OhlbVexQSjfzvfvZyAhoeKyyeXJZHlYvz6M2x4xohO0tJrUdvUaJepBqCcOHjyICRMm\noGXLlrz9rVq1wpkzZxASEgJnZ2fk5+fjxx9/5NJ9fHwwe/ZszJo1C76+vpgzZw58fHy4dEdHRxw5\ncqRKZR0+fBiOjo7ctp+fH7p27YqxY8eiW7dueP36Nb755hsAgEwmw/z58yEWi+Hp6QlNTU0cPHiQ\nO9bc3BzBwcHYtWsX+vTpAzMzM2zbto1LnzdvHubNm8dtHzlyBHl5eXB2dsbp06dx+vTpCm1BiCqU\nHWIQiUQYNcqal16VHoTXr/OxePEFrF59FYWFtKASUDLpsNSIEZ2Qm7sMzZpV/OK/ffs5fvwxltv+\n+GO3uqheoyBijXTlDpFIJPf2JEX7Sf3SWD7H0NBQ6kUQmLI21tZeza2cmJOzDPHxaXB23s2l7949\nCvn5RfD3PwMAmDOnG/bseYdXxuzZJ7hbII8dm4Tx4+UPAzZk5dt5xoxfcfDg3wCAdes8sWRJH3Ts\nuLXSXoVBgyxw8eJ0hemNXXV/L1IPAiGEvAV+DwLQuXNbXrqFhR46dHhzT375HoR799Kxf380t337\n9nOBalq/XL365pbnfv1K5hTIW9ugLHq2Qu1SaYBw9epV2NnZoVOnTrzu5bKWLl0KS0tLdO/enXff\nu6Jj//nnH4waNQrOzs545513cPfuXcHfByGqQr0HwqvOHAQNDRFEIhECA9+BpqYG3NxMMWCABczM\nyg4xlMxB2Lw5HEOHHsKQIUEoKmJl0hvnJMay7fz48StuzYjmzTXRrZsJAOUBgkSiJ1j9GiOVBggf\nfvghdu/ejYsXL2LHjh1IS+M/ZCMyMhLXrl1DVFQUAgICEBAQoPDY0nviV61ahenTpyM6Ohre3t5Y\ntWpVnb4nQkjjUn4OAgD4+nZDZuYn+OOP96CpqcGbg5CQ8AK7dt3EokXncP58Ah484E9apNsggWvX\n3vQeuLl14CYdtmunU+lxZW8nJW9PZQHCy5cl/yn69esHiUSCIUOGICIigpcnIiICEydOhFgshpeX\nF9cbIO/Y8PBwAEDr1q2Rnp6O4uJipKenQ19fvw7fFSF1i9ZBEJ6yNi47pquh8eZuhZYttbiAwcCg\nOezsStbtyM0txPz5pxWW11jvcijbzhcvvlmPpV+/N09c1NVtVmkZ1INQu1QWINy8eZN3H7u9vT33\nJV8qMjIS9vZv1stu06YNEhISKj12/fr12LJlC/T19bFjxw6sW7euWvXS19eHSCSin3r+Q4EhqStl\nhxjKr4HwZr8IgYGjebc7KnL3bhr699+PiIiKSzU3BowxnD//ZoGkIUOsuNc6OloKj9PSagJj41aC\n1q2xUet1EBhjFWZcKloRq3T/e++9B39/f/j5+WHHjh3w9fXFzz//LPeYmTNnwvz/l/DV09ODs7Mz\ntwxxaTRbOi5G2/Vvu+ysaHWoD23Xz20PDw+F6f3790cJKYA3v4cU5d+6dTgWLDiDoqKSv5A7d3ZF\nQUERPDxKHuSUn98BAHD16hVMmhQNqXQTRCKRWrWHkNtFRcX4/vu/8PhxyeJurVvboEeP9ly6nV1J\n+5S2N2DObbdpo8P14KjL+1H1dunr8ivRVpXKbnN8+fIlPDw8cOtWya09/v7+GDZsGEaOHMnl2bZt\nGwoLC7Fo0SIAgJWVFRISEpCZmYkBAwbIPdbY2BhJSUlo3rw5srKy0LFjRzx79qzC+RvLbXCEEOEU\nFzM0aVIyz0kkAoqLv1B6zJ07Kdi3LxpmZq3h79+TCypsbLbj3j3+80WuX5+FPn3M5BXTIC1YcAbb\ntkVy2+PH2+HYsUncNmMMY8f+hIsXE7kHM5WiWxyVqze3ObZuXTKZ5OrVq5BKpbhw4QJcXV15eVxd\nXXHs2DGkp6cjODiYWyJYT09P4bEDBgzAiRMnAAC//fYbBg8eXFdviZRTNoolwqA2Fl5lbSxvgqIy\nDg5G+PbbIViwwJV3jLwZ+o3p8dChoaE4fpx/19nQoVa8bZFIhN9+m4LMzE9gaNiCl0bzD2qfSocY\nNm/eDD8/PxQUFGDBggUwNDTE7t0lC4z4+fmhZ8+e6Nu3L1xcXCAWi3Ho0KFKjwWA//73v1i9ejW+\n/vprODo6Yvny5Sp5b4SQhk/RBMWakDdD/+ef72D79hFITpYhIyMHXbsao2nTJiguZhCJqh6U1AdZ\nWfl48kTGbU+a5ICZM53l5m3atAl0dLSQlpbN7aM7GGofraRICCE1lJdXCG3trwAATZtqID+/5n+Q\njBwZjNOnKz6caOnSvvjmmz9QVMSgq9sM775rj1On/kXr1s1w7dostGnTMJYcDwt7hD59fgBQstjU\n33/PrTR/1667ER39Zvi4sa5AWR31ZoiBEELqu/KLJL2NIUPkrwK4Zs11biGlV6/ysHfvLTx7loX4\n+HRs2HDjrc6pTu7cSeFeOzi0UZrf27vkuTAtWzbFRx+54Z13rJUcQaqLAgQiGBofFx61sfBqew6C\nIu+91xW9e3dAx45iHD48vkrHnDgR/1bnVCdnz17iXlclQFi8uA8ePlyI588DsGHDEDRtSk9wrG1q\nfZsjIYSos9qcg6Cj0wx//PEeV+7y5ZeRmFj5446bN2/6VudUJ1LpCwDaAEomclZF2RUqSe2jHgQi\nmNJ7colwqI2FV1kbl39QU20RiUSYONFeab6EhIwGM5cqOdmQe12VHgQiPAoQCCGkhvirKNbuHQUT\nJvAn3Lm5mVbI8/JlHhwdd+GXX+7U60AhIyMHz55lAQC0tTVhaUkroaoDChCIYGh8XHjUxsKrrI1r\nc4ihvB492vEeEz14sJXcZxH8808qJk06ioULz9Xq+etSyQRFKQDAzs4QTZrQV5M6oE+BEEJqSKgh\nhpLyRHjvva7c9vDhHREUNA4GBs3l5t+xIxIFBUW1W4k6cudOKve6qvMPiPAoQCCCofFx4VEbC6+y\nNq7N2xzlWbbMHd9//w5On/ZGr16mGD3aBqmpi/HFF/0r5C0qYnj+/HWNznP27H14ex/D1asPlGcW\nQEmAYA6A5h+oEwoQCCGkhmrzNkd5mjZtgtmzu2H48E6884wbZys3/9OnMrn7K5ObW4jhww/jyJFY\njB37o9L8OTkF+PPPZBQVFVf7XIpUdw0EUjcoQCCCofFx4VEbC09VcxAq06WLMf76632cO+eD4cM7\ncvufPs2qdlkPHmRyr1+8yEVubiEvnTGG27ef48GDTDDGMHr0j3Bx+R6DBh1Efn7tDGn8/fdzlM5B\noCEG9UEBAiGE1JCQcxCU6drVBEOGWMHE5M0zHJT1IPz111N89NE5REUlc/sePHjJy5Oayh+m+Omn\nO+jS5Tt07LgNv/0Wj4sXEwEAV648wKpVV97qPWRm5mLUqGBkZOQAAFq0aApzc3rokrqgAIEIhsbH\nhUdtLDxVzkGoChOTVtzrynoQiosZxo//CZs2hWP8+J+44EYqzeTlS03N5m37+BwHABQWFmPcuJ94\naWvXXuc9MKk6XrzIQf/++3HqVOnzJ8zh7GyssnYkFVGAQAghNST0HISqKBsgJCcr7kFISMjgegse\nPXrF9RRUDBBegzGGnJwC5OUVcs+BkKeoiOGff1IVppeVlZWP0aOPYODAA3jy5BU2bgzH7dvPuXQn\nJyNs2DCkSmWRukEBAhEMjY8Lj9pYeFWdg6CqJy/zhxgU9yD89ddT3nbpo5XLBwiPHr3CgAEHoKOz\nBj17Bio9/+PHr6pUzzVrriMk5B4uX5Zi2bLfce3amzsmvvnGE1u32qFXr4qLQRHVoQCBEEJqSB2G\nGNq1q9ochFu3nvG2S7/Yk5L4AcLixRdw5coDFBUx3l/4ijx69FJpHgDYujWCe33gwN+8gGXKFMcq\nlUHqFj2siQiGxseFR20svKo/i0H1QwzV60EoCRDK9yBkZuZW6/yPH1ft1sq8PP7dETJZPgCgTZsW\nMDXVRYcOHtU6LxEe9SAQQkgNqeo2x7KMjd8ECM+fZ8ldn4AxViFAePxYhpycAu4ZCPLIW9oZAL79\ndjD3uqo9CAUF8tdN6NbNRGXBFakcBQhEMDQ+LjxqY+FV1saqvM2xVLNmmhCLS5ZfLipicu8qePz4\nFdLTc3j7YmNTEB+frrDc7duH4/nzAFy+PAO3b8+FiUkrtG7dDCdPeqF37w68spXJzi5QmNa9ezsA\ndC2rIxpiIISQGlKHOQhAyTBD6VoCT59moW3bVrz08sMIAHDiRDxOnIhXWGavXqbQ1taEh4c5AODx\n44+QnV2AVq20eL0Gjx5VHiAUFhbj0KHbCtO7dTOu9HiiOtSDQARD4+PCozYWnrrPQQCANm1acq9L\nexBksjycP5+gdBhBnubNNdG5c1vePg0NEVq10gJQcudEaUCUkvK6wvyCspYuvQQ/v5MK00t7I+ha\nVj8UIBBCSA2pwxwEADA0bMG9TkvLBmMM/frtx9ChhzBw4EE8fFi1eQKlevRoj6ZNmyhM19TU4N09\nUXrLpDxHjsQoTOva1Zh3myZRLxQgEMHQmKLwqI2Fp+5zEAB+gJCeno2nT7MQHV1yW2N4+GMEBFyo\nVvQrlpgAACAASURBVHndupkozWNqqsu9VjRRMT+/qNLgYcSINw+homtZ/VCAQAghNVR2DoIqhxjK\n9yBUt8egf38Jb9vaWqz0mA4d3gQI5ec4FBUV49WrPKV3OJQNEIj6oQCBCIbGFIVHbSy8yp/FoB5D\nDAYGzbnXaWk5lX4xl/3LHwC0tTXx5ZcDMHZsySOkW7duhsmTlS9cZGNjyL3+55807nVKymuYmm5C\n+/YbsW1bJLff0lIf27cP55Xh6tqee03XsvqhuxgIIaSG1HGIQVkPwo8/TkBaWjacnNrC1FQXeXmF\n0NFpBhsbQ7i7m6F/fwl322RlHB3bcK/v3EnhXh84EM1Nityy5c3qiX36dMCECfYICLiA3NxCLFjg\niiZN6G9UdUafDhEMjSkKj9pYeJU/i+HNa3WZpJienl3prYcSiR7GjLGFpaU+tLSaQEenZDEkI6OW\n+OgjN25dAmUcHIy417GxbwKE8PAncvObm+vB2LgVbt6cgyNHJmDt2kG8dLqW1Q/1IBBCSA2py22O\n1elBMDJqqTCtOqytDaCpqYHCwmI8ePASMlkedHSaISZG/vMbLCz0AACOjkZwdDSSm4eoF+pBIIKh\nMUXhURsLr/7NQag8QNDSUnz7YnVoaTWBtbUBt/3PP6l49SoP//6bITe/hYV+peXRtax+qAeBEEJq\nSF3nIOTlFdXJeR0djfDPP6kAgD//fFrpec3N9eqkTqT2UA8CEQyNKQqP2lh49WEOQqtWWlzPQE5O\nIVJSXgMAmjQRoVMn5bcs1pST05uhgo8+Oodly37ntgcOtODlLX/3RHl0LasfChAIIaSG1GUOgkgk\n4vUilGrfXhc+Pp25bXd3s1o97+zZ3bg7HvLyinD9+kMubexYG6xY0R+Ghi3wzTee0NSkr5v6RsTK\nDqI1IiKRCI30rRNCasnNm0/Qs2cgAKB7dxNERb2vsrp07rwLMTEpvH0eHuY4fdobo0f/iMePX+Gn\nnyZWeMbC20pIyECvXnsrPEXy0qXpFXoRiGpV93uP5iAQQkgNqcsQAwC5axf4+/dE8+ZNceHCNMHO\na2Ulhqtre5w69S9vv62toYIjSH1BfT5EMDSmKDxqY+FV/VkMqg0Qyt++uHhxb4wfb1cn5y67JgIA\n6Oo2g4lJKwW55aNrWf1QgEAIITWkLrc5AiXDCaUWL+6NtWs96+zc9vb83gJbW0OVB0zk7dEQAxEM\n3dcsPGpj4VXWxupymyMAvP9+d7Rvr4O2bVuhVy/TOj23vX0b3nZNhhfoWlY/FCAQQkgNqdMcBE1N\nDYwZY6uSc9vZ8QMEK6vKF0Ui9QMNMRDB0Jii8KiNhVdf5iCoUqtWWrztsis7VhVdy+qHAgRCCKkh\ndZqDoGrz5/cAAOjoaFXpcdFE/dE6CIQQUkOXLydh4MCDAID+/SUIDZ2p2gqpUHZ2AUJC4tGlizHd\n4qimqvu9p9IehKtXr8LOzg6dOnXCtm3b5OZZunQpLC0t0b17d8TFxVXp2H379sHOzg4ODg745JNP\nBH0PhJDGq+zv2sY8xAAALVo0xeTJjhQcNCAqDRA+/PBD7N69GxcvXsSOHTuQlpbGS4+MjMS1a9cQ\nFRWFgIAABAQEKD02NjYWe/bswYkTJ3Dnzh3eMaRu0Zii8KiNhVf5sxhoiKG20LWsflQWILx8WfI4\n0n79+kEikWDIkCGIiIjg5YmIiMDEiRMhFovh5eWFu3fvKj32zJkz8PX1RadOnQAAbdrwZ9cSQkht\nUafbHAmpbSoLEG7evAlb2ze35Njb2yM8PJyXJzIyEvb29tx2mzZtkJCQUOmx586dQ2xsLFxcXDB7\n9mz8888/Ar8Togjd1yw8amPhVdbG6nSbY31H17L6Uet1EBhjFSZUKBrnK92fl5eHjIwMXLt2DRcv\nXsQHH3yA33//Xe4xM2fOhLm5OQBAT08Pzs7O3EVa2t1F27RN27StaLu4uHRBIilevMhHKXWpH203\n7u3S11KpFDXCVCQzM5M5Oztz2x988AE7efIkL8/WrVvZxo0buW1LS0vGGGMvXrxQeGxAQACvHBMT\nE5aTk1Ph/Cp8643G5cuXVV2FBo/aWHiVtfHp0/cYsIIBK9iwYYfqrlINEF3Lwqvu957Khhhat24N\noORuBKlUigsXLsDV1ZWXx9XVFceOHUN6ejqCg4NhZ1fy4BE9PT2Fx7q5ueHMmTNgjCEiIgJWVlbQ\n1tauw3dGCGksaA4CachUOsSwefNm+Pn5oaCgAAsWLIChoSF2794NAPDz80PPnj3Rt29fuLi4QCwW\n49ChQ5UeCwBjxozB+fPnYW9vD1tbW2zcuFEl743QmGJdoDYWXmVtTHMQag9dy+qHFkoihJAaOnEi\nHmPG/AgAGDXKGiEhXiquESGK1auFkkjDVnaiDBEGtbHwKmvjsr9saYjh7dC1rH4oQCCEkBqiIQbS\nkFGAQARDY4rCozYWXmVtTE9zrD10LasfChAIIaSGGC21TBowChCIYGhMUXjUxsKrrI3pNsfaQ9ey\n+qEAgRBCaojmIJCGjAIEIhgaUxQetbHwaA5C3aBrWf1QgEAIITVEcxBIQ0YBAhEMjSkKj9pYeDQH\noW7Qtax+KEAghJAaKjsHgYYYSENDAQIRDI0pCo/aWHiVP4uBhhhqC13L6ocCBEIIqSEaYiANGQUI\nRDA0pig8amPhVf4shjevqQfh7dC1rH4oQCCEkBqi2xxJQ0YBAhEMjSkKj9pYeDQHoW7Qtax+KEAg\nhJAaojkIpCFTGiDcu3cPP/74I1auXIlVq1bhp59+wr179+qibqSeozFF4VEbC4/mINQNupbVj6ai\nhF9++QXfffcdmjRpAltbW1hZWYExhj/++AOBgYEoKirC/PnzMXHixLqsLyGEqA2ag0AaMoUBQlJS\nEg4fPgxjY2O56U+fPkVQUJBgFSP1H40pCo/aWHhVnYNA8cHboWtZ/SgMEJYsWVLpgSYmJkrzEEJI\nQ0ZDDKQhq3QOQlRUFHbs2IFp06Zh2rRp2LFjB6KiouqqbqSeozFF4VEbC6/qz2KgAOFt0LWsfhQG\nCMuWLcPChQuRl5eHqVOnwtvbG7m5uVi4cCGWLv0/9s47rqryf+Dvy14iIDgRcKCCe+JCce/Ustwj\nLU3LUWL9/GrfzL6ZpZbmyJUr08yVaW4Nt+KeqIigIKLsvbm/Py7czb2AXAR83q9Xr+5zznnO+dyH\n4z2f85mzS1JGgUAgKJWINEdBeUYiVb7DlahduzaXL1+mUqVKKtujoqJo3bo1wcHBJSKgoZBIJOTz\n1QUCgaBALFt2kRkzjgAwdWobfv65z2uWSCDIn8I+9/K1INjZ2XH8+HGN7cePH8fe3r5o0gkEAkE5\nQsQgCMoz+SoIv//+O5s3b6ZOnTq0a9eOdu3aUbt2bbZs2cLWrVtLUkZBGUX4FA2PWGPDI2IQSgZx\nL5c+8s1i8PDw4ODBgwA8evQIqVSKu7t7iQkmEAgEpR0RgyAozxSo1HLdunVVlIP79+8bTCBB+UHk\nNRsescaGR9cai1LLxYe4l0sfRerF0LNnz+KWQyAQCMocyjEIwsUgKG/k62KYOnVqvpNiY2MNIoyg\nfOHn5yfeCgyMWGPDo2uNhYuh+BD3cukjXwVh06ZNLF68GHNzcxXNWCqVsm3bthIRTiAQCEozwsUg\nKM/kqyC0atWKRo0a0aFDB4198+bNM6RMgnKCeBswPGKNDY/uXgyKz8KC8GqIe7n0ka+CsHv3biws\nLLTuCwkJMZQ8AoFAUGYQaY6C8ky+QYoODg5YWVmVpCyCcobIazY8Yo0Nj641FjEIxYe4l0sfRcpi\nEAgEAoGIQRCUb4SCIDAYwqdoeMQaGx4Rg1AyiHu59FFgBSEtLc2QcggEAkGZQ1gQBOUZvQrCjRs3\n6NevHx4eHvLxlClTDC6YoOwjfIqGR6yx4dEdg6D4LIIUXw1xL5c+9CoI3377Ld9//z12dnYANGvW\njFOnThlcMIFAICjtiCBFQXlGr4IQHh5Oo0aN5OP09HSR3SAoEMKnaHjEGhse0YuhZBD3cukj3zoI\nefTs2ZN9+/YB8PTpU5YvX87AgQMNLphAIBCUdkSQoqA8o9eCMG3aNK5fv052djZ9+vTBzs5OZ58G\ngSAP4VM0PGKNDY+uNRaFkooPcS+XPvQqCPb29sybN49bt25x9+5d5syZQ8WKFYvl4qdPn8bDwwN3\nd3eWL1+u9ZjZs2dTu3ZtWrZsqdJmWt/cJUuWYGRkRExMTLHIKhAIBOqIGARBeUavgjBr1iwSEhIA\nGDp0KPXr1+fAgQPFcvHp06ezZs0ajh8/zsqVK4mKilLZ7+/vz5kzZ7hy5Qq+vr74+voWaG5oaCjH\njh3D1dW1WOQUFA3hUzQ8Yo0Nj4hBKBnEvVz60KsgHD16FFtbWw4fPoxEIuHff/9l8eLFr3zh+Ph4\nADp16oSrqys9e/bk0qVLKsdcunSJIUOG4ODgwPDhwwkICCjQ3M8++4wffvjhlWUUCAQCXYgYBEF5\nRq+CYGZmBsDvv//O+++/T/Xq1YmLi3vlC1++fJkGDRrIx56enly8eFHlGH9/fzw9PeVjJycngoKC\ndM7dt28fzs7ONGnS5JVlFLwawqdoeMQaGx4Rg1AyiHu59KE3i2HEiBE0aNCAKlWq0KtXL16+fIm5\nuXlJyIZUKlXx8UH+/wglEgmpqaksWLCAY8eOqZwjP8aNG4ebmxsAdnZ2NGvWTG7myrtZxbjo4xs3\nbpQqecrjOI/SIs+bNlb8voQQFHQNaFeq5CtLY/F7YZjfBz8/vyJ3YJZIdT1Bc0lJSZHXPkhOTiYx\nMZGqVasW6YJ5xMfH4+Pjw/Xr1wGYOnUqvXv3pl+/fvJjli9fTlZWFp9++ikAderUISgoiLi4OLp0\n6aIx19XVlW7dusllDQsLo0aNGvj7+1O5cmXVLy6R6FQeBAKBQB/Tpx/m559l7s2lS3sxfXrb1yyR\nQJA/hX3uFagXg1QqZf/+/WzZsoXdu3dz9OjRIguYR14mxOnTpwkJCeHYsWN4eXmpHOPl5cXu3buJ\njo5m27Zt8nLPeVUd1ec2atSIFy9eEBwcTHBwMM7Ozly7dk1DORAIBILiQLgYBOUZvQrCunXr6Nat\nGxMmTGDv3r188sknHDlypFguvnTpUiZNmkT37t2ZMmUKjo6OrFmzhjVr1gDQpk0bOnbsSKtWrViy\nZAmLFi3SOVcd8Q/29aJs5hIYBrHGhkfXGos0x+JD3MulD70xCBs3buT06dM0b96cvXv38vDhQz75\n5JNiuXjnzp3lmQl5TJo0SWW8cOFCFi5cWKC56jx+/PjVhRQIBIJ8EGmOgvKMXgtCZmYmZmZmuLm5\n8ezZM+rUqUNoaGhJyCYo4+QFzAgMh1hjw6NrjUWaY/Eh7uXSh14LQuvWrYmNjWXs2LF4e3tjamrK\nO++8UxKyCQQCQalGxCAIyjN6LQirVq3C3t6e9957j1u3bnHs2DEWLFhQErIJyjjCp2h4xBobHhGD\nUDKIe7n0odeCAHD16lV5JcXevXvj4uJiaLkEAoGg1CNiEATlGb0WhGXLljF16lTMzc0xMzNj2rRp\nLFu2rCRkE5RxhE/R8Ig1NjwFjUEQLoZXQ9zLpQ+9FoR169Zx/vx5bG1tAZg4cSLt27dn+vTpBhdO\nIBAISjPCxSAoz+i1INStW5fAwED5OCgoiLp16xpUKEH5QPgUDY9YY8Oja42Fi6H4EPdy6SNfC8KA\nAQMAWZnlNm3a0LBhQwDu3r0rTEECgUCASHMUlG/y7cWgS5uTSCR07tzZUDKVCKIXg0AgeFVGj97L\n1q23ANi8eRBjxjR9zRIJBPlT2OdevhaEzp076w26kUqlIjBHIBC8sYgYBEF5Jt8YBG9vb+bOncu9\ne/fIzs6Wb8/KyuLu3bvMmTOHjh07loiQgrKJ8CkaHrHGhkfEIJQM4l4ufeSrIJw6dYqWLVvi6+uL\nq6srrq6uuLi44Orqiq+vL61ateLMmTMlKatAIBCUKkSao6A8k28MgjoJCQlIJBIqVKhgaJlKBBGD\nIBAIXpWhQ3fx5593Adi+/R2GDWv0miUSCPKn2GIQ1MmrgyAQCAQCGco/tsKAIChv6K2DIBAUFeFT\nNDxijQ2P7l4Mis8iSPHVEPdy6UMoCAKBQFBERDdHQXmmQApCRkYGp0+fBmSFkxISEgwqlKB8IApq\nGR6xxoZHdy8GkeZYXIh7ufShV0HYs2cPbdu25f333wcgLCyMwYMHG1wwgUAgKO2INMfST+iFC+yf\nOJEnuS+5goKjV0FYtWoVZ86ckQcp1qtXj5cvXxpcMEHZR/gUDY9YY8MjYhBKBkPcy9kZGewYNIhr\n69axqXNnlrq68mv79qQLK3iB0KsgSCQSrKys5OPIyEgqVapkUKEEAoGgLCBiEEovL+/c4fa2bSQr\nvdDGP31K2IULXF279jVKVnbQqyC89957+Pr6kpKSwubNmxk2bBijR48uCdkEZRzhUzQ8Yo0NT0Fj\nEIR+8GoU5718Zc0afmncmH25rnF1bm/bVmzXKs/orYPwwQcfcOrUKTIyMvD392f+/Pl06NChJGQT\nCASCUo2yBUG4GEoHWenpHPrkE93HpKWVkDRlG70WhJSUFLy9vVm+fDkrV66kbdu2pKSklIRsgjKO\n8I8bHrHGhqegMQjCxfBqFNe9fHfHDnKysnQeE3X/PhlJScVyvfKMXgWha9eupKamyscpKSl0797d\noEIJBAJBWUCkOZY+rqxerf8gqZTn168bXpgyjl4FIS0tDRsbG/m4QoUKJCYmGlQoQflA+McNj1hj\nw6NrjUWaY/FRHPdy8suXhF28KB9LjI2xdHCg5cSJGn+gZ/7+r3y98o5eBcHLy4sDBw7Ix/v378fL\ny8ugQgkEAkFZQKQ5li4eHT4s/6O4durElxkZzHz+nP5r1jArMpI+K1bIj73+66/kZGe/LlHLBHoV\nhBkzZrB48WI8PT3x8PBg8eLFzJw5syRkE5RxhH/c8Ig1Njy61likORYfr3ovp8XFceCjj+Tjun37\nIjEywtjMDACrSpVoNHQoZrkdiaMCArj9+++vdM3yjl4FwdPTEz8/P06ePImfnx+nTp3Cw8OjJGQT\nCASCUo2IQSgdPL92jZ/r1iVLKV7OvW9fjeOsHB1p99ln8rHfvHlkZ2SUiIxlkQK1ew4LC+PcuXOk\np6fLt40ZM8ZgQgnKB8I/bnjEGhseEYNQMhT1Xk4IC+O3Hj1IjYmRb3Py9KRyo0Zaj2/32Wf4L19O\nakwMlerVIzUmBpuqVYt07fKOXgVhzpw5/P3337Rv3x6zXFMNCAVBIBAIRJrj6+faunVy5cDI1JTW\nU6bgNX16vn8Pc1tb+q5aRYVq1XDt1KkkRS1z6FUQ9u7dy/Xr1zE3Ny8JeQTlCD8/P/GGa2DEGhse\nXWssCiUVH4W5l5MiIgg6dgz3Pn0IPHRIvn3Qpk00HjFC7/xGQ4cWVcw3Cr0KQpMmTQgJCaF+/fol\nIY9AIBCUGUSp5ZJHmpPD1t69eXHzpmzRc/8GEmNj6vbp85qlK1/oVRAiIyNp3Lgxbdq0wd7eHpCZ\n0v7++2+DCycwHJGRyTg5WRv0GuLN1vCINTY8unsxKD4LC8KrUdB7+Zm/v0w5AJU/QM327bHMfUYJ\nige9CsKXX35ZEnIISpDRo/eydestPvmkDcuXC41bICgqIs2x5Lm3a5fW7cJ6UPzoTXP08fHR+p+g\nbJKamsnWrbcAWLHCX8VEWtyIHH3DI9bY8OjuxSBiEIqLgtzLUqlUU0GQSHDy9KTVpEmGEewNRq+C\ncPPmTUaMGIGjoyMmJiYYGRlha2tbErIJDEBGhmrlsKQkkQMsEBQVkeZYstzZvp34J08AMK9Ykbnp\n6cxNT2fK3btYOji8ZunKH3pdDN988w2zZs0iICCABw8esG7dOjJEYYkyS2Zmjso4NjaNChUMk6Ei\nLE2GR6yx4RExCCWDvns5+uFDDk2bJh83f/99eZVEgWHQa0F4/PgxXl5eGBsbY21tzRdffMGff/5Z\nErIJDEBmpqoFITY2NZ8jBQKBPgoSg5AQFkbkvXslJVK5Ij0xkT0jR/K1RMKK+vVJjY4GoKKrKz7z\n579m6co/ehUEGxsb0tPT6datGx9//DHffPMN1atXLwnZBAZA3YIQE2M4BUH4xw2PWGPDU9AYBG36\nQXRgIMtq1WJVw4YE7N1rAOnKD+rrnJWWxuYuXbi9bZvKdhNLSwZv2YJ5bk8FgeHQqyBs2bKFnJwc\n5s2bh7e3N8bGxmzYsKEkZBMYgKwsTReDQCAoGvoKJf07dy45WVkA/Pn22yUmV2lCmpND2MWLpMXH\nF2re3Z07eX71qso2m6pVef/0aVEBsYTQG4Pg5uYGQHh4OD179hTWgzJOSboYhH/c8Ig1NjwFjUHQ\n5mJIjY01gERli2OzZnHhxx+p6OrKJ/fvY2JhofW4vHXOyc7m0eHD/DN5snxfs3HjaP7BB1Rp3Bhz\nESRfYui1IFy6dIkmTZrQq1cvevXqRdOmTfH39y+Wi58+fRoPDw/c3d1Zvny51mNmz55N7dq1admy\nJffv39c7d9asWXh4eNCiRQtmzJhBaqrwsSujLUhRIBAUDX1pjiKyHi78+CMA8U+e8GD/fr3HX1q2\njO39+5OZnCzbIJHgM38+Lh06COWghNGrIHzxxResX7+e27dvc/v2bdavX8/nn39eLBefPn06a9as\n4fjx46xcuZKoqCiV/f7+/pw5c4YrV67g6+uLr69vvnOjc4NXevbsyd27d7ly5QrJyclsU/Nfvelo\nWhAMpyAI/7jhEWtseHStsb40R1HZT5Wk5881tmUkJ5MWF4efnx9SqZTLq1ap7K/VtSsVa9YsKREF\nSuhVEBITE/Hw8JCPPTw8SExMfOULx+f6ozp16oSrqys9e/bk0qVLKsdcunSJIUOG4ODgwPDhwwkI\nCMh37sWLFwHo0aMHRkZGGBkZ0atXL06dOvXKspYnSjJIUSAo7+hLczS1slIZZ+S9Fb8hZKWnq4zV\nXS4Jz56xrFYtFlWuzNNz5wi/fJnYoCCVYzr+3/8ZXE6BdvKNQdi9ezcg8wv169ePwYMHI5VK2bdv\nH507d37lC1++fJkGDRrIx56enly8eJF+/frJt/n7+zN69Gj52MnJiaCgIIKDg/XOBVi3bh0ffPBB\nvjKMGzdOHmNhZ2dHs2bN5H6wvLeG8jY2Na2d++1DAIiNbWjQ6+VRWr6/GItxYcc+Pj757ldYEEK4\nfPk8DRsOUtmf94AMyT0q6flzHOrWLVXfz5DjFu7uKt+/WUiIyn5Tf39SIiMJAR7PnYvtw4fy4106\nduTzPXuwdnIqNd+nrI3zPofkrnthkUjzqbU7btw4edCNVCrV+Lxx48YiXTCP48eP8+uvv7J9+3YA\nVq9ezbNnz/jmm2/kx4waNYrRo0fTq1cvANq2bcu2bdt4/Pix3rnz58/n1q1b7MqnbrdEIjFomeHS\nip9fCF26bJaPe/asw5Ejo16jRAJB0clMTeXqmjVY2NnRdOzYEu+H0KDBCh48kLk3AwI+pkEDR5X9\nf3/wAdd//VU+Hnfq1BsVgR9x8yZrmjWTj107d2ac0sNr+4ABPDxwQOvcUUeOUKdnT0OL+EZR2Ode\nvhaETZs2kZWVxc8//8xnn31WLMIp07p1a2bNmiUf3717l969e6sc4+Xlxb179+QKQmRkJLVr18bB\nwUHn3E2bNnHkyBFOnDhR7HKXdUoyi8GvEP3dBUXjTV9j/xUrOJ4bE2VTtSp11X5DigNda6wvBiEr\nTTXGJzE8vDhFK/WkREaqjOOCg+WfpVIp4UppjCGAW+7nyo0aUatbN4PLJ9CNzhgEExMTtm3bZpDS\nyhUrVgRk2QghISEcO3YMLy8vlWO8vLzYvXs30dHRbNu2TR4LYWdnl+/cw4cPs2jRIv7++28s8kmn\neZMRWQyC8sRxpYDpozNnlvj19aU5ZqllUb1pCkKymoKQEBZGdmam/LO2oEWAnkuWYGRsbHD5BLrR\nWwehV69ejBs3jhEjRlC9enW5i6FFixavfPGlS5cyadIkMjMzmTZtGo6OjqxZswaASZMm0aZNGzp2\n7EirVq1wcHBg69atOucCTJ06lYyMDLp37w5Au3btWKUWFfsmo14oyZBBim/ym21JIdZYgcRIb8x1\nkdC1xvoKJQkLgqqCIM3JIf7pUxzq1CEsN7AcwMXbmyZubtz67TdaTpokXAulBL0Kwrlz55BIJCxZ\nskRl+7///vvKF+/cubM8MyGPSWotOxcuXMjChQsLNBcgMDDwleUqz6i7GOLi0sjJkYpGM4Kyz2to\np6iv1PIbryCopa6DzM1g5ejI2e++k29z6diRbgsWMGDdOkzMDdM8TlB49CoIytGQgrKPuoshJ0dK\nYmI6FSsWvzvmTfePlwRijRUYyoKga431pTmqKwhRAQEqQd/lHXULAsDLO3e4unYtEdevA7K/m+e7\n74p7uRRSoDoIv/zyC3369KFPnz6sXr2apKSkkpBNYADULQgg4hAE5QNDKQi60NfNMVMtBiHixg0C\n//nH4HKVFtRjEACu/PIL93bulI/7r11LtebNS1IsQQHR+y9q8eLF3L59m/nz5/P1119z+/ZtFi1a\nVBKyCQyAugUBICmp+INQQfjHSwKxxgpeRwyCvlLL6hYEAL9584pDrGIh6Ngx7u7cKW8oVdxosyBE\n59Y6AGg8ciQtJkwAxL1cGtHrYti3bx9XrlzBxER2aIsWLWjVqhVff/21wYUTFD/aLAjp6Yb5cRAI\nSpLXb0HQ3K9NQXh+9SrSnJzXIq8yT8+dY2tuMGD/tWtp+eGHxX4NbRaEPEytrOiuJb5MUHrQe4e2\naNGC3bt3I5VKycnJYe/evcWSwSB4PWizIKSnayoNxYGIXzE8Yo0VGMqvr2uNCxuDkEd6MZSrf1VO\nzJ4t/3xg4sR8j9NWWCc7M5OgY8dIzCdNMQ/lIEWH3KqKeXT4v//D1tlZPhb3culDr4Iwe/ZsTCzW\nFQAAIABJREFUduzYgYuLC66urvzxxx/MVrqxBGULYUEQlFdevwVBt4Kg3OY4PSHBsIIVgPyUF2UC\n9u5lcZUq/DlkiIob4p/Jk9nasyfL3d3Z1r8/fw4ZQlpcnMrc1NhYUnOb6AHU699f/rmiiwvtlZrv\nCUonel0M7u7u7Nmzh4yMDCQSCaampiUhl8BAaLMgpKUZRkEQPkXDI9ZYweuOQdDqYlAKUrSuUoX4\nJ08ASI+Ph9fcodDMxkbvMSfnzCElMpKA3bu5u3MnjYcPR5qTIy8fnZmcLA+6rFCtGn2WL5fPvb5h\nA9Ic2e9N1WbNaD5hAldWryYnM5O+q1Zhammpci1xL5c+9P6LWrp0KQkJCZiZmTF37lyVzomCsod2\nC4JhXAwCgSHJq8iXR97DqCTR5WKQSqUqb+nWlSvLPxeXBSHo2DH+/e9/Cf7330L3llGvN6CccZEW\nH8+T06eJUqo1k6cUROdTa8Z/5Uq5lSEnK4vLK1bI97X+5BMqN2zIp0+fMuPpU+qpNdYTlE70Kggb\nNmzA1taW8+fPc+PGDb7++mu+/PLLkpBNYADUKymC4VwMwqdoeN7kNVYvY1wQk3lR0LXGulwM2Uol\n6o3NzLC0t5ePi0NBSHrxgm39+nH6m2/Y0rUr+8aNK9R8dZdA/NOnAGQkJbGhfXs2qXXtDfHzI+nF\nC8KvXNF+QqmU4JMnAbi8ahVxuR0ELStVovGIEQBYOTpSoVo1rdPf5Hu5tKJXQchzKWzZsoWJEyfS\nrl07orRUxxKUDUoySFEgMCQZyckqY/WaAyWBrjRH9fgDc1tb+TgtPv6Vr/382jVylKwoN3/7Td5e\nuiCoVznMe6Df/fNPIu/d0zhemp1NwJ49hF++nO8572zfTsKzZ5ycO1e+rd3MmRruBEHZQG8MQo8e\nPejUqRMxMTGsWLGChIQEjF5zeo6g6GhXEEQMQlnlTV7jzJQUlbGhLAgF7cWgHoOgbOFQVxCKw4IQ\n+/ix6gaplKSICOxcXQs0X11BCPn3X0L+/Zdz33+f75yQf/8lRsnFMHz/fqwrV2Z9brO8gD17SI2N\nJSM3S8PRw4P2BWyi9Sbfy6UVvQrCwoULefz4Mc7OzpiYmJCZmcnGjRtLQjZBMRAdncLWrbdo06YG\n7drV1BqDYKggxeIkKz2dR4cPU615cyq6uLxucQSlgEw1C4K6y6EoHJ0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c0HoOZR4fP86i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qenzH+dgxHZGHPr1kusK2bh1lRhArZRczHkBedVr26jdnY3lZGnp6xKXeXK1vKANg057RWBfo/Z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\njZGqtKYFE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bQq/kAFryACQgWiU3v1pZ2XB4MHKC98d9ETEIwBAdSto2zkoPwQYttYjyck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\nSUVORK5CYII=\n"
}
],
"prompt_number": 132
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"spec_surface3d(t3_t4,kind='contour', c_iso=10, r_iso=10, elev=14, azim=-21)\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 133,
"text": [
"<matplotlib.axes.Axes3DSubplot at 0x29136d2c>"
]
},
{
"output_type": "display_data",
"png": 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6C++99x4URQGQd7OUIygLs1T4rNeGYSCbzTq6QwH/7k/LqiYLsDUoFE5N0wIV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\n/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4SIcAL8/PBWe1I3LpahU7/mTEoWubt24CGX1xy6F4k4k5xM33ETyNPpObZh3d8yFgLu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V2rVrY2trS6dOnTCZTAQEBHDt2jVMJhM2NjbcunVLe768vDwuX76MjY0NDg4O3LlzByjJRRcV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\nL3S7AAAAAElFTkSuQmCC\n"
}
],
"prompt_number": 133
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 133
}
],
"metadata": {}
}
]
}
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