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PyUvVis analysis of BSA in free solution
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{ | |
"metadata": { | |
"name": "BSA_ph5_notebook" | |
}, | |
"nbformat": 3, | |
"nbformat_minor": 0, | |
"worksheets": [ | |
{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"<script type=\"text/javascript\">\n", | |
"show=true;\n", | |
"function toggle(){\n", | |
"if (show){\n", | |
"$('div.input').hide();\n", | |
"}else{\n", | |
"$('div.input').show();\n", | |
"}\n", | |
"show = !show\n", | |
"}\n", | |
"</script>\n", | |
"<a href=\"javascript:toggle()\" target=\"_self\">toggle input</a>" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Let's load the full data, stored in the 'rundata.pickle' object which is the entire spectral dataset from 2/1/13 in which I added BSA to ph5 NP's and osbserved binding." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"from pyuvvis import *\n", | |
"plt.figsize(8,8) #Set overall fig size for document\n", | |
"\n", | |
"ts=mload('rundata.pickle')\n", | |
"ts.name='pH 5 bsa 30nm NPs'\n", | |
"ts.specunit='nm'\n", | |
"\n", | |
"specplot(ts)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "pyout", | |
"prompt_number": 2, | |
"text": [ | |
"<matplotlib.axes.AxesSubplot at 0x3b1f490>" | |
] | |
}, | |
{ | |
"output_type": "display_data", | |
"png": 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wtvX+/v61HksQBEEQhPoR7wUJgiAIgg5qFVMBy2SyRhkRKQiCIAgtRUM/+8QTAEEQBEHQ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\n5eWXX2bAgAEMGzaM/v37t5fYdjqBYm83Ak/GceT0Fpv7S3eX4jCweZ3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Q9VaR/3PzqgIm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X/MeAxrs1NUpvlhfzmQYX0mdLRZWsstHYA5c+bw8ssvs2jRIjIyMkhPT+ebb77hpZdeYs4c3WIL\nmmBE9OP0/PhTNjw6CL0wO3xLcxj40zoKU/M5W3D5luf9PQ6Y/21+l3v7f+mFVwnOCKV5xDKQWJGR\n7IuFaQab13+g1jioTW8rIj3Wk5D8HGauUq786yN6ZvVnYsVUamUePDzkfrX1pS60OQ5cW1eHhamK\nnGwD6urkGBvm4mbQej2KtqLN2tsDnf6Y6z4biMUMiHAiymsXSenjOV68AFMv9Zch7yrcMkB8//33\n4+npya+//sro0VcTocaPH8+qVasIDQ1tNwO7IkV5OUx/8HVK7c0wqTWi0VqgMciGxNcmEHVsHw8s\n2UpRgkCjjRnDn57MiqfbPp2lIbOBmhM1BK0P0qCC9qeXWS/EZU3s2tiIib0XF04/zdDwjzB0H3TH\nbR6orKRFEBhocX228KYdc3EMPMWVbA8yUkvoP3gJJnljefrSJJYGLrtbKfcUG9ZtwsyknuzLYirr\nzJAbFeJhaNjRZunowjxsZ8c74nJAisSiB9YtwdTWNmNi0nVmQ6kLkSAI6lmYuwMRiUR0Fhn3955A\n0fhIkgIC8LuSRY2RIZblJZhfSUVckkvpqVLizv2B6W0Mk/61HnjGmxm0NLTg/YW3hhS0P42NTXwR\nsxqryD1sPlpMZnEsZdUh5CTfh9RG2qZ66C2CwIrCQlIbGvCUyThYVcXx6moUgsAsFxeecXK67vj+\nfnM5njGE2Nj3+c87FwgO3sfSQedRUMTy9PmklWdrUPHtoc314KMCo3j9ATvmb8umqPh5zE2LOXH5\ndaRi9dSW0Gbt7YFO/436WwSBwL1HkT+/n4zCAFys/w+/QAfWbtnQMUZqkLt99t3yVzhr1ixSU1Nv\neWJKSgqzZs26447vRaaOGkfpmHBEQiO9vvkYk1+O4vXjaoRf99AQV863C9dwJPX0bT38/0qLooXC\n5YU4Tutaw//+hkG45TpyuugsBpbWXM5+hAjvXUhtbl1PXhAEVP/9YagEgX8nJ7M4Px9jiYQj1dU4\nGxhwJiKCvaGh/Ccri+T6+uvO/+HrxwE7JPUuvP6EK2fO+NMcvYBul/3xCxmgQbVdiytJVzAyLcPa\nwJzqOnvMjcvV9vDXoeNmiEUiHvd1JsjiHGVVsdi4+yOz1CUD3oxbjgDs3buXhQsXUlBQgK+vL+7u\n7giCQFZWFikpKTg4ODBjxgxiYzs+MaozjABM6f8IFx/tj0jZgMP6Xezau0vtfRSvKyZ/cT7d93dX\ne9sdyWODnmZiXTCLq36iXDKMi1nDKcmMRGpz/ZDe5tJStpeVcaGujtM1NRiIxawKCGB1cTGlzc1s\nDg7G+CY16D/NyWFXeTlbg4Mx/Mv+nn5zOZ85hiEx7yOtUWHprUf3mggqC+QsSfqa7OpkjWvv7DwQ\nNZ4XnrjAfxZYcDL5O4b0+oath5Z0tFk6ujilzc0M/ukIJW8UIDfOI9xcRJn+H+w6sbGjTVMrGhsB\nGDRoEBs3bmTDhg1MmTIFW1tb7OzseOSRR9i4cSObNm36x4f/k08+iZ2dHd26dbu2be7cuTg7OxMW\nFkZYWBg7d+68tu/rr7/Gx8eHwMBADh06dG17UlIS4eHheHp68tZbb92x0I5EpVSSOzwAs7w0LBZv\nZevOrRrppysm/wHYN3uSFbmVOhtnTqbcT3fPrdc9/JWCwDMpKbyRkUE3Y2M+8vSkol8/tnXrxotp\naUhFIrZ163bThz/ADCcnrPT0GHvxIoqWlmvbl7/zEFK9Rk6fHY7czpyEpFyOy+IIvhxA//CBvPrI\nvzWuvbNjKrOmxa4AfaUERbMbBsa6mgo6NI+1vj5hfezo73mA1OwxFKt2YOmhyz35O62OxTk6OjJs\n2DCef/55nn/+eYYOHYqjY+sPmSeeeIJdu65/yxWJRLz88sskJCSQkJDA8OHDASguLmbRokXs3buX\nxYsXM2PGjGvnvPLKK8yaNYuTJ09y4MABTp26cR68tjNx/DRSfX2RHU0j/sJe9KXqTUaJj4+n/nI9\ndZfqsH7AWq1tdzRuInM8SgPZdVyFYbMHCBYs+/yZa/uVgsDQlSvJaGjgeHg4Lzg7E2NujrFEQrS5\nORm9e/NjQACyfxh2lorFrAoMxEgi4cnkZFr+61F3mxLIo17bUTbbs3LLfMQN0SSlCSSO2cjI1Ac4\nm1tDfUP9LdtVF09Of5LZI55m/LOPUFief8N+bZ4LbiY1orxOgYmdLwABX81Va/varL090OmPv+W+\n552cyDazQ0+vgVppOC6Ng6is1PzvtTOhsWBc//79sbC4sRbzzYYrjh8/zrBhw3B1dSU6OhpBEKit\nvbpgSHJyMhMnTsTKyopx48Zx/HjnWaYVYFRULKcnDiQobhtrftZcBnn+0nwcnnRALO1a8dWYmHG4\nNNVTpRJz5FIMwR6/4jPY/dr+NzIyqFSp2NytG3K9O696qCcSsSYggIyGBr7Mzb22feGZ99g91Z0h\nfh9wOull7AyDWX8qgTynCu4vG0tUtz53I69VRvW6j8QcGWdFVuTmWjFm9FQKbuIEaCMtQgs2pqKr\nNQCazNDXz8bHvO2rUurQcTf0MDVFb+5oenhv4XJyX9YfXcJzU6Z0tFlaRbvXiV2wYAG//vorDzzw\nAM8++yympqacOHGCgICAa8f4+flx/Phx3NzcsLX9X5GXwMBAVq1axXPPPXdDu48//jju7u4AmJub\n071792vZoX96iR3xWfDzRXTyBEeWbcD6u5Ua6a+lqYVd3+/iqYSnOlyvOj/3ieqDmyKAg8E/Icoz\noaq2P/fHZF/b3xgSwi/FxXzj5saxgwfV0v9yf396L1+Ol78/YwcPRqwvpmJ4Ga8NeIDqVxez+/iT\neAdMI8t/Fv13f09kwGD27N6Nnr6+2vUr9VtQWnkQfcYNk1p9gvS783v4cQZEjuK77z6/Lvv5r9nQ\n2nL9BJUKKxMl+49Bfmk5xrIcPGQuau0vJiZGa/R2xGed/n/WP83TmZ9EcVTWhtAjvDtSc3Otsv92\nP8fHx7NixQqAa8+7u0Gj0wCzsrIYPXo0Fy5cAK4O9dvY2FBdXc1rr72Gr68vr776KnPmzMHFxeXa\n2gOTJk1i6tSpuLq68uijj3L06FEAdu7cyerVq/npp5+uF6GlSYBvvfwmP0cEErZ1O5vWrNFYP4U/\nFlK8ppiQnSEa66MjcBTZ8L7XD6w2eZ/SuvspqXQnt2giIrEIpSDgf+IEi3x8GGJpqdZ+n09NRQx8\n/bdVL/d8uofRc0zp4f87RnrxDOrmhdWhUXxc/R9Si86q1QaAQdGjGF31GCKRinHfBfH1jEX0TXqQ\nzT320yA6xdrdO1tvpAMZPWgck/0tWZ8eR0b6C5TXWnM462Gc1VgISIeOf6KppYWI3w7T+NpZmhvl\n6BV/z1eb5jFybExHm6YWNJYE+CcKhYK4uDhefvllnnjiCZ544gmefPLJO+rM1tYWkUiEmZkZzz33\nHBs3Xs3IjIyMJDEx8dpxly9fpmfPnnh7e1NUVHRte2JiIr17976jvjuC00WlGCkUFB/L0Gg/Wz7e\n0iWT/wYPG4st1YhFBqTm9sHP8RQisQiAn4uKcDEwYIil5TUPWV284+bGmuJiUv42NXDwq4MZELCS\noxeexMTenk0JqZgrBPp366/W/gEGd4+mR0sMFpWmiMa+zYdfPM6Ez3I5F7OGoZeiKdb7X66HuvWr\ni7MnTmBqWkZWvhmVtVaYm5TgKL311M07QVu1txc6/fH/uN9ALOb+ns5Eex4mu2QYvj2NWPKTrpjX\nn7TqAMyZM4etW7eyadMmunfvTlJSEnZ2dnfUWUHB1bXVlUolq1evZsSIEQD06tWLuLg4srOvDu+K\nxWJMTU0B8Pf3Z+3atZSWlrJx40YiIyPvqO+OoNHLDrezCfyRdkRjfdSeq6W5uBmrkVYa66MjEFpa\ncK7tRuUDWzG1dqe+MZwQz2YAmltaeP/KFeaqYQjsZthIpTzj6HhdLsCffDt/Fg6WRzh4eAT65lLO\nxa6ge3F/zETqHYUQO/rS52I4u3zeZtPvTpQ2hfP2M/lkXrlCvXcqPet609c+WK19qhsvV2+MLPOx\nNLCjqs4ec+MKxCJRR5ul4x5jmqMj51zDMZKlUd7cAwuZb0ebpDW06gDs3buXBQsWYGhoyMyZM9m5\ncyd79+5tteHJkyfTp08fkpOTcXFxYfny5cyaNYuQkBB69+5Nc3MzzzxzNZvbzs6OZ555htjYWJ59\n9lm++uqra+18+umnfPLJJ/Ts2ZP+/fsTERFxF3Lbjwl9h3OhRwTirBIkt5h+pg7yl+Qz8vmRiPS6\n1o01xN4XnzwfVv+eSk2lHcaG5/l87RcArCwqwl0mI9r86vK/f8bK1Ml0R0d+KS6m4G8rX3oMdWNK\n4CVq60OpzO3JHxcL8MwzYcig0Wrr+91X5tK7KpSifvFUNtiRnjaF9Rve4kzma9Sa+7OrfgN9zvtj\n3P3qb0ET+u+WRkUjTnbe4JJLQ1MD9U2OyI3Uv6KiNmpvT3T6Y1o9xtnAAPdXRhDivoe0zEhObtnI\nykVrNW9cJ6DVJECJRIJIJCIsLIzdu3fj4+NDfX3rUynW3CTm/U+hg5kzZzJz5swbtgcGBnLmzJlW\n+9M2WlzscSjIJv1oYusH3yHKGiXFa4vpeaGnxvroKALDYrDLKaJZbMalrGDcHY4hNuhDU0sL87Ky\n+CUwUKP9OxoY8G9HR97KzGS5//VVxD6Of4dLIc+x89Jcxgwo5/zQlQRdiWZQcH/2Xvzjrvv+48wl\nnk+cxkKn1RTWjqe4OoKxYUtJqbRlQ/xrTBjwPidDlhDcoL3O8OKvvsRSZI9gWYy+0pkmhRuGstqO\nNkvHPcqzLk4sMU3kaNWLRA4J4tf4HTz27KSONqvDaXUE4N///jfl5eW8+OKLfPDBBwwZMoS33367\nPWzr1BSF+2J//hLJRec11kfxmmLMY8w5mnpUY310FI5NnlSO3IKZuSMFpSNwtb/6//hdQQEhJiZE\nmf1vhS9NxUHfdHVlV3k5W0pLr9suEonYcnIBoZ4rOXBmKHsSC+ie5Iuxredd96loaiKYEH70+hyJ\ncT8Ssx9mVNgSNp7+kFOHpxPk+Rs7TjzEMWURXuVedDd31so48K7fDuEqF1GYZYGJjT8gJWTRO2rv\nRxu1tyc6/fFtOi7G3JyiZ5/HzOQQFfl+WEl1pYGhDQ7AoEGDsLS0JCIigvj4eFJSUujZs+u9caqT\n8bETuBAUgjS1WGN9CIJA/uKuWflvxU+bca3yYMnecsornDExSmbr79/T3NLC/Oxs3tVQ7P/vyPX0\n2BgczPOpqQw5d45TNf+rYieRSejvUUh1bSQm8hByY7fRs6Efm9Ztuqs+fexDCcoLpc5Iyv4zDzMg\n9EvWHfkWAEN7GfOm+6JodqS5JYr8lt+wDtXOdQmy87NwMK8mLdmUlmY5+npZ+Fqad7RZOu5RRCIR\nQ6JdCHY/RGJWFGf2r+eT93TJgK06ABMmTGjTNh3/o8nZAr/UJPw83DTWR82JGpTVSiwGW3S5OOCv\ni37Et64ZsULFucxe+LnuQ2Is4beSEnwMDenx3wTRP9Gk/ki5nLTISB6ytWX4+fNc/kv466vfPyXQ\nYzXHLgxge9Jpul32ZMHCu7upDOg5mMuqtTRUBSORKPl+8TOI/pI498CrIxnou4Kjpx/hpHkpHhJn\nrbv++w7vxd/ZCzt5PqmZAvUNphjJcvGQydTel7Zpb290+mPafOwkOzscDC9TVRuBe3AYBy4cav2k\nLs4tcwCSkpJITEyksrKSDRs2XJtrWFJSgomJSbsZ2BmpDHTH8nIqXyzV3KIn+d/m4zjN8dq0uK6E\nu2Ev6gYewSHbj/hLsQyJ3AHA13l5vO7i0u72SMVinnZwoE6lYmZqKnGhocDVt4ogmwQuZjyOrOdu\nGvz241N15wsxbf9lK4FVPThg9RPHEl6nf7dVePX+vxuO+/b7qfj1b0Si6o6N0uGO+9MUSz5dhKWx\nD6qgnbibRJN0yQy5cQEehrpa7Do6Dg9DQ2pnv4HVE3sozvYhoIf21Y5pb245Au0iVvcAACAASURB\nVJCSksLWrVupqqpi69atbNu2jW3btlFYWMjChQvb08ZOxYQBI7gYHIp+dqXG+miuaKZ0Yyn2T9gD\nXSsO+OD4f+Ff7MOaPy6SX+KG3PgQq7Yv4VxtLXlNTYyxvnGtg/bS/6yjI5mNjfxeXn5t26qDK3C1\n28rFpO6syTiET2UwG9dtvqP2P/56EYGFZogkoQgYsmTJjRUvATx6e+Hvto3z6d2prDnLrp3aUxCo\nXlFP4bkSPFQu6Lulk5ws+m8NgFKs7qJU863oSt/9O0GnP/62jh/Zy5kg96MkZvchfuvPTJ92by9p\nf8tf5NixYxk7dixHjhyhTx/N1jvvSjS5OOCenYGpTHNvOwVLC7AaZYXURr1FVbQBcZk+XtVKdpu2\ncDmrG152JxDrj2RtTjFT7OyQdOA8cn2xmP/z8uK51FRO9uiBuZ4eEqmE7i4H2Hr6E0IDz+ObqWDB\nglU88NDY227fz8SfJebzOZX0OsEem/DuefXmlNXYyO7ycrqbmBBhaopIJMLZJpVLGQ+T7fkD40c8\nRp2guXyT2+Hjj96lUaXA17KU0mwHynLzqaqzxdk2/bpQhg4dHcGDNjbs07tMbX0QMYP7kVVV2vpJ\nXZhWXfKIiAji4uKIi4ujoqLi2o94+fLlGjeuM1IR4IrDpSTWbFihkfZV9Spyv8gldE/otW1dKQ7o\n1hJI1bjt6Kd5U5wYQ4TnWgRB4JfiYtYHBd30nPbUP9bamt0VFTyalMTG4OCriwjtXEi37is5cTaK\nQvlSgg3uu+12jx87hU95KMU2tZSeH8zoqMMAZDY00DchgRhzcz7JySHE2Jg1gYFs2rMII3k+UgNv\nhsRqLtfkdjm5JxmXgCDMvc9Sod8DRVUBdY1OGqkBAF3ru38n6PTH3NbxdlIpwofzsJ28k7wrfoTY\nqTRjWCfhtisBJiYm3nElwK7Od4u+53JwCKbpRa0ffIcULCtAHiXHONhYY310FC7m5vgW+LE95TBN\nVfbo66ezPu5HTtbUIBWL6a4luSefe3nR1NLCcykpABhZG9HN4TA5xWOx9fAipKA7xtLbq9I366U5\n1GQlkJYWgKPNTr7f8TmNLS1MuHSJ111dWR0YyMWePVEBL6alITWWYiE/Q1G5PQ4t2pEH0Kxqpigv\nHQ9FL4g8SlTsy4iFZhTNbshkNa03oENHO3B/iBNB7se4nNOfHVu/4YknXuxokzoMjVUCvBfZHncA\n44YGNsdt10j7LU0t5PxfDm5vXf/G11XigLHhk7CXFVJb5ExSpjdudocxsDBgbXExE21sbjmE3N76\npWIx64OC2F9ZyfayMgDW7l2Gmckxigs9cdQv4sHoUbfVZrBBd/7wSiM5dyThnocQiUS8k5mJh6Eh\nM52cgKt1zVf4+7OptJTj1dU4WqeSU+pOQ2V5K623D4sWL8DN1pPeLQ0olCpSUxswt/dDEIzo9fVb\nGumzq3z37xSd/vjbPucBa2uMyKCx0YWoiDGU1FWp37BOQqsOwN8rAVZVVbWpEuC9iNLOFNf0yzQJ\nTa0ffAfkfpmLSagJphGmrR/cyWhsaMKjMZCacZuQi03ILhqAi00iLYLAupISJv5lWWhtwFRPj489\nPZmTmUmLICCTywhwPcTFzN4saFpJr/wo+kbGtrk9t1p/TPQ8ASlLfphDXlMTywoKWODtfZ3jY/7f\nfl9ITcXWIo+SiiDOlh3m0IGDGlB5e+z+LR4LsxBkg7fRrdebnD17FkFpjp5eFv722nX9dNy7yPX0\nkH/1IQ4228jM8sVBfO8WBdJVAlQjFZ7OGGXna6Tt+pR6cv4vB5+FPjfs6wpxwLDgXvjkerF1Qykq\nE1dUKjN+WDqHw1VVWOnpEWh865BHR+m/39oaMbDxv5UCA6yKqartjZlbAG4VKmyM2zZlUSQyobD0\nNJez/PFwiMMxwIH3r1zhKQcHHG6ydO7DdnbUqlTom9bSqAjC09ubp6e8ok5pt40gCJRdScWv0RWD\nHodxcHychIQE6utMMDLQTA0A6Brf/btBpz/mjs6b4OdIoNsJUnIHsG3HCqY/9ap6DesktMkB+Hsl\nwIkTJ7aHbZ2K/fFHSfHzx6RA/dnYimIFF8dexP09d2TumrmRdjRD7Hpj4plEqVLgTIY/znZxuEa4\nXB3+17K3/z8RiUTMdXfn/StXEASBZfuWYGW+l5wsb963+ApPoW3rFUwZOJlzNslkFQwl0Pkcpc3N\nrCku5rVb1DwQi0Q84+iIzcLXkOqn0tzoTI+Ajl0me8O2X7GxdCHQOpXCTHv09a3Zt/84VXW6GgA6\ntI8RVlaomotRNFvSM2IohRVlHW1Sh3BLB+Czzz679ufzzz+/9veff3RczycLVmGoaOLENvXW5W8u\na+bcfeewecgGp2ecbnpMZ48Dzn5hBi6KCIoH/4qDuTspuWPwcDuOUhD4rQ3D/x2pf6SVFUpBIK6i\nArGemDCPfZxNux9zewe8S7y4774xrbbh3OyOVBqASCTiu5Xz+KGggLFWVthIbz3Nc6y1NdvLy7E2\nu0ByTh3OCld1yrpt1i76GXObEPSiDhE79l2SkpJwsPKkrMYWS3khJhpaEbOzf/fvFp3++Ds6TyYW\n47nsfZxsdpGZ5YW9xE+9hnUSbukA1NTUUFtbS2JiIp9//jkXLlzg/PnzfPHFFyQmam6Fu85Ks6UI\nj4xUcoQStbVZe6GWU6GnsBplhftcd7W1q22kns3GO9uJjeulVKpc0ZNUs2XVJ8RXVuIqk+GlxW+P\nYpGIWa6uzM3KQiUIfDn/GQwMiijOCaNe/wgmzWb/eP7B/UdwbXTkcpY/no5xWPlYszg/n+ecbu7s\n/YmrTIa9VIqDdTolVU54SAyYM/MldUprM4IgkHP5Ct5NXugFJ2BjO5q4uDhMlBVU1DhjJdeOGgU6\ndPyVhzwdCHQ+RUpuDHv2/8ILU++9okC3rAMwd+5cAPr168eRI0dwdb36hpGTk8PkyZPbxbjORIOT\nOVY5eWppq6mgiYzXMyjbVobPIh/sJv/ztMvOHgf0IZSG++JpPtvAmeye+Lhtx8xrNhtTUphgY9Pq\n+R2tf7KtLUvz8/muoIDpQ4LoFzSdvWdexLLbdEKEYf947rtvf0RTUyF5JUu5L2w5u8rLsdLXp5dc\n3mq/feRycswKOZc2g7WFU1FV3Jgv0B7E7dmGvr4JgeaFlOXaoK9vQVxcHDKxhLpGT8yMNVdspaOv\nfUej0x9zx+fGWljwhl4tzUorAkIHkFt67zmqreYA1NfXI/3LUKRUKtXNArgJZS4uSAvurvyvIAhk\nvp3JyYCTGLgYEJkR2erDv7NjJ/XCs7gH+2vicbALp6h8CH4uVzPrN5eVcf9NSv9qGxKRiPmennyS\nnY1KEPjgvakIggEmJmF4V3kwfOitHeYAvW5Y2gaiaPZm3PgoluTn86xj21Z4jJLLqZjQE6XSCVsn\nT3xt2pZzoG5+WLAMN88QTEOO4hf6BNXV1Rw9ehSppRsqlTNWj91+YSQdOjSNnkjEgOVv42y7i4wM\nT+zuwdkArToAr732GgMGDGDGjBm88MILDBgwgNdff709bOs0xPQfRo6TC5LiO692pihSkPRwEhW7\nK+iV3AvPDz3Rt9Bv07mdOQ44tl8s9qJKykvsSS90xVx+iF/jvuV0TQ2mEgl+RkattqEN+vuYmWGp\nr8++igp6DA3HzWEnFzP9OFe7GWnjzePfI8PH4lHjR2WpE3KTk4x96UEOVFbyYBuTHqPMzCjsF4ih\nbCnl5c44NXmpU1KbOJN4lCsX03FvCkbS6wj+3Z5m3bp19OozmhalA3p6GQwYOVhj/WvDte9IdPrj\n7+r8ic52dHM8RVreQI4d28yU8S+ox7BOQqsOwOTJkzly5AiRkZFERUVx5MgRJk2a1B62dRpkrra4\n5+VSrmy+7XOby5q58uEVTgafxMDJgJDdIUjtul6N/5uxZd0G3Bp6UfnQasob6jmbOQh/j32I9cVs\nLC1lbCd4+/8r/7Kz48eiq1Ug/V1Pk1EwjHSLSnwJvenxxpYWHC1YT0pOEF4OJ9lQUsJQS8s2J8z5\nGhpSrVRiY55BRqEnHkYN9HYPUJue1hAEgW/fmY++2IIgoxpqKkyQyVz44YcfcDYxp6zSCgvTS21y\n4nTo6Ah6y+XkmAkoldY4+fWkvqW2o01qV1p1AACsra15+OGHmTJlClZWVpq2qdOhsDbFMesKu4/v\na9Pxymol2R9nczLkJMfcjtGQ0kDYH2F4/Z8Xeqa3v2JaZ40DfrvoBwLSXfhuUzW2JuE0NLnxzovD\naBEEVhUVMbmNb8Laon+SrS1by8qoUSpZvOQdxOIGDPUDCSh1RyS6vozxqPAxhNRGUeshprhiEG72\nKawtLmbSbUx5FItE9JbL8XURkVfagxX527H2bL9hzJ/XLSU/tRln7yAsux3G3vFBkpOTycjI4HJq\nAoXlTthbZmrUAdCWa99R6PTH3NX5IpGI0UtfxcU2jox0Dxwk7edAawNtcgB0/DMNDvYY5bYt+19R\nrOB0+Glqz9fiu9iXvhV98V/hj5H/vfeW5COJQBm7H2OVitOZ/rg5/sawx4cQX1mJpb4+oVpS+7+t\n2EqlRJuZsaa4GNdurng6/s6FzADWVy1kSuy/rh3X0NSMmZUdIWmuiFWu6OtV8OXGrzhTW8uI23Sw\no+RyWgZ7oWj2xN7GExe99gsDbFizn4qaBrwaIxD3PUj3qJf47bffGDfuQSwwoKgyGAfrbMw1sAyw\nDh3qYpKDHcGOJ0jPiyUxcTtTpnTMbJqOQOcA3C2CQJ6bJwZFrS920tLYQuJDidhOtiVwVSBmfc0Q\n69/9JeiMcUArkRV+RWGc0f8DY2t/0gvG4O92CIAVhYU8bm/f5ra0Sf+Lzs58lpODoqUFH5dTXCka\njtjNnqC6XgTLI3jwgZcYFzuUPgUj+ML1XS5n++Fmf5DNDZWMsbJCJr6970MfMzOKPUwxNT5BWYUz\nLgpXlAqFhtT9j437NlGfeBF7Py+imqupqZZiaOjJpk2bkJmFIjbzo7HJD+UEzb5RadO17wh0+uPv\nuo1gY2PSnM1QtVhhbNONxjrNrFypjbR6t1m2bBmpqantYUunZMyISVTJzajL++cpgIoSBad7ncbA\n2aBLz+lvKyOHjMNVWUFmqj3llT4Yyc6ydddqqpVKtpSVMUVLq/+1Roy5Ob5GRnycnc3P6xcg1S9C\n1exBSIExvXuOQF5hwriSlzAWlFiY+ZFV8BCBLsfZUlbG+DZMefw7vUxNSWtowNnmHBmFnriZF+Ej\n99aAsuv5ecFymsSmRJaORjlxBb2i55CTk0NGRgalR9dTVW6Pmclh+owfoXFbdOi4G0QiEY98PR0P\nhzhS072wFvl2tEntRqsOQHZ2NtOmTcPDw4MHH3yQBQsWcPbs2fawrVOgsDHCJyOdBeuW/+NxKdNT\nsLjPgoCfAxBJbr6q3Z3S2eKAyZeS8KqNoPqhNeTXFHMqLYYgz13omerxW0kJMebm/1gF7+9ok36R\nSMTHnp58m5+Pqa0Z/m47OJXak49NFxGTMoA+uf3ItE9llckC0q8EYm15mFV7lnCsuppoc/Pb7s9U\nT49uffviZJtBfmkPlqYfJCy6lwaU/Y/c4isUn87H1rcvgZJMDL1zcHScxpYtWxh033jya5tIL/DH\n0/EU4RoO42jTte8IdPpj1NLOJDs7ghxOkVk4hMtX9vLwoy+rpV1tp1UHYN68eezbt4/ExET69evH\nJ598Qo8ePdrDtk6Bwt4Sq+wcPP1uHXst2VhC7dlaPN73aEfLtJcXnn2doHRXlv9WhrNND2obvHlq\n1NVFjlbe5vC/NhJobIy9VMr+yko8rS9TUjkIBwdPBh7UZ8JJFwzGHMDcyJ8LWY8S6bmV4421BBoZ\nYXaHsfLBFhaIo51pavbEwd4DR6Vm8wD+8/obyKQmhJX2g+mfE9pjAWKxjE2bNmFkaIlEbEBRRT88\n7JKJuQOnRoeO9sbb0JDMUCcQTDEy70Zj1b2xNkCrDsB7773H8OHDGTJkCGlpaXz22Wfk5OS0h22d\ngionRwwKbv1lUdWpSH0ulYCfApAY6uqhA/hJQhBi4tFTSTmd0Q1X+w1MnT+N9IYGkurrGWFpeVvt\naaP+f9nb82NhIb8dXImNxV5SMgN46pH5PD5qFoe3GXLg7GBcHXby255FbC0rY9RdzK6xvnSJ6klD\nr+YBlLjghi3NjZpZkrpZqSDjbBkGoSGEmZ9EbNqCre0UKioqOH78OHnnjtGiDEciLqPgkxlY6Let\nlsWdoo3Xvj3R6Y9XW1vT330cD/tdpGf4IK13Vlu72kyrDsCGDRsoKytj8ODBjBs3jrFjx+LYxkpl\nXZ1Th06T6e6Nfsmt547mfpGL+QBzzPr8c034ewUbkQl+xeGckO7G1NGZtNwx+DofB+DHwkIm29oi\nvc1EOG1ksq0tW8rKqBcJRHjv4HzGozgaBmMu8+J0woNU1QXw5OAypHIpm0pL76riYbCxMRfr6nC2\nPUd6sQfOlvm4mXiqUc3/mPfeGyhqGwirjET85Lf0iV2NSCRm8+bN9B8wDNMWGecyehDkuYmRDl27\niqWOrsU4GxtC7A6RmTeM4voEBgzo+iXvW73TJiQksGfPHnr16sXu3bsJDg6mX79+7WGb1jPv06+Q\nNSvY/PtvN92vrFaS80WOxof+O1MccPiQSXg015GT6kZ5dQCGBhfZvnsZLYLAj0VFdzT8r436baVS\n+pmZsbGkhPVxC/F3+4kf9r7Pyv3vYCEvYv79R/jPyte5UFeHCOhmbHzHfQ2JjaW3XI6jTTr5ZT1Y\nfCmBqMF91CfmvwiCwLG9Kdj6etHH8BIVVVLMzQcA8Msvv2BrH4zCwpniyoG4+Wfc9kjOnaCN1749\n0emPUVtb9lIpiYN6IkKFSD8Ya4uuufT6X2nVAbhw4QI///wzK1euZN26dTg5OREbG9setmk9CitD\nPDLSUArCTfcXry7GYqAFht7au5pde+IsdiC4rD+VU1aRV1PEqZQYAt1/R99Mn4NVVcglErp3srn/\n/8Sj/60MaGhhyLZl43ir+2csjt3Ake0TeGndNADWl5Qw1toakejuEkMHW1jQFO1Ek8ILR3t3HBQ+\n6pBwHV8ufIfqojy8Ff1gwloGjV0KQFlZGUeOHCH77H6KC3ywMNvPudnTO10dBx06npn5AD6Ou0hN\n8aUsretXBWzVAZg9ezY1NTXMmDGDxMRE4uPjmTdvXnvYpvU0Olhhmpd/y/353+Xj8G8HjdvRGeKA\nLUol98WOIiDTjuW/VeHsEEZNXSAPxl4NJy3Jz+dJB4c7ehBqq/4xVlacrqkhp7ERz0GevJ/wJtP2\nPIVtyNUpjo0tLSwtKOBph7v7jsTHxzPYwoKyCfddzQMod8Rd35ymxkZ1yAAg8fIxdmw6h7ObN/3r\n61GZlGFlNRKAdevWMWjQMIwEPVLyehDkfpSnHRwQ36VT0xa09dq3Fzr98Wptb4KNDSGOx8kpGo6R\ng4hw/3FqbV/baNUB2LZtG7NmzaJPnz7XrQqoA0pdXTEovPkKgDWna1CWKbG4z6KdrdJOggLCCSsZ\nTNHjPyJTqEhICcHFdiOvLXyBQoWCXeXlPNbJs///jqFEwmRbW5YVFNx0/6K8PHqamhJ0F8P/f9Ld\nxIQihQIn23NkFHngZJmLm6HTXbf7J++8+yVCXgH2kv7ojVtLaOT7iERi6urq+PDDD/ELHoVg4kJV\nbS/0Amp5ootdSx33Bo4GBhQ//xhS/VIaatzx9u5c65HcLq06AFlZWcyePZvw8HA8PDzw8PDA01Mz\nCUadiWH9h5Ph6o649OYVAAu+K8D+KXtEYs2/BWl7HLCHUxCDXYZjX27M+YojSJ08SckZi5/LMUQi\nEcsKCnjQxuaOS8Zqs/5nnJxYVlBAc0vLddvLm5uZn53Nx2r4LcXExCARiYi1sMDJNoO88nCWJCQQ\nOXjQXbcNkJB4GCG1FANrB/qVy9EPSMDB4XEA5syZQ0xMDGd3LKWyzBO5yR+YvPkMjgYGaum7NbT5\n2rcHOv0xam/z8cEhBLjsITk9iF+3b1B7+9pEqw7AO++8Q1hYGEqlko0bNzJixAimTp3aHrZpNQbW\nlthWlFFSfGOcSFWronhdMQ5Pan74X9sZFRFLWHAvYs4PofjJ/6MkKYyaWh9k0hS27/4OpSCwJD+f\nZ53U97aqTQQbG+NlaMjG0tJr2wRB4NX0dCbY2BCghrf/PxlsYUH1AEeaFN7Y2/vhrFJPPYCP5i6k\nrEyJu3w08hGrcXGfgZ6eKVeuXOHHH39k/vzPkKikXM7tToDbUR66g4qGOnRoC+NsbPC3PEdh2QiG\njBxGpG/XDQO06gCcP3+ehx56CJFIRFBQEF9++SVr1qxpD9u0miYLGY65ORy6sOeGfcXrijHrZ4aB\nU/u8BWlLHLC0tJKH+03n0dinSUzNpLtzBHaWHtx3bjJJfQ9wKSmbnPpcTl0eSJBbHPrmemwtLcXV\nwOCukv+0Rf+tmOPmxuyMDKqVSgqampiYmEhCbS2feKnnAf2n/kEWFuTePxAToxOUV9rjLpXT3HR3\n9QAuZZyi/Mx5nIL7MixNhl7kAbx9Xwdg/vz5TJ06lbXrT9Fi7kBZVX+sXLMZ3Y7LOGv7tdc0Ov3x\nam/TRCJB75MXMTHMoD7fDne/rlvMqlUHwNDQEJVKRXR0NB9++CFr1qzBRJfdi8LGDJPC0pvuK/iu\noF2S/7SJiuo6ho4dj6lMjlhqxPMfvEC/gIGMPD2FiwGJDHj1a6oLuuNi35PqmhCGDbg6xWZRfj7P\nddG3/z8ZYmnJCCsr3I4dw//ECTxkMo6Gh2MiUW9hKC+ZDKlYjLPdWdKLPHC3KSbI8e5mA7w75yua\nZVb0zY5EmDOLwG7z0de3Ii8vj19++YWXXnqZuJWfUVvug7HRKYT5r+pW/9PR6XkkxJ0g1wMkpkcQ\nt21zR5ujMUSCcIs5bP/lxIkTBAQE0NDQwKJFi8jLy+OFF14gJCSkvWxsFZFIRCsy1E6vLz7B/kwa\nW35aet32ukt1nBtyjqgrUYj0NB//b0+Wbd7DwW9201SSRaOpBLmeFKWpigaRksz8Ih4WHsY1xw0R\nYFQnRmHQQnzoPia/t5J3pzpTI9Ejq+BFjPRzSc19kZSGBgYkJJAdFYVBFyj+808IgkC+QoGNvr5G\nCx09nZzMlce+4o+Ep4n0eBVzZ3M277mzOOb5cweZ/diLWDsNYqJLMZJRSQwZeRyRSMTLL7+MIAjY\ne4zh0PKPOJI5E2+n40zb+wxP3uWsBh06OhqlIPBo+GOsPfsVQ0e9SMOlCg5kbOlos27gbp99rbrq\nvXpdXVjE1NSUuXPnIggC69at0yoHoL1pUanId3LFeX/SDfuK1xVjO8m2Uz78q6oqWbtnDV6u3gzu\ned+17RNjniSvoBi5ixjPFm8sjaOQ19ti0CxDXNKMUtLEMIUphvVGbPZdyjvL3uSTZ75i/DO9meTw\nHTt+9sTBUI6VuT/HLgzgicHzEIlELM7P5ykHhy7/8IerP1SndkiMG2xhwbzeDjQd98bG0QVr5Z1X\n7XzrrQU0iM3oXt4DvWeepl/sGUQiESUlJaxYsYLjx88ze/pUVDaOlJ/rh3nMZsa24/C/Dh2aQk8k\nwun7NzCLPk9VtiOuAZop497R3PLOq1Ao2LZtG6+88go//fQTcHVKYFBQEKtWrWo3A7WRccPup9LU\njJLkjBv2lfxWgs2E9k2Cups4WFNdIzMef5IJftFMvu9RfvhxE2+/8TnRtmHU1NXQw7wb1i0wwXgy\nzx17ibDsIciU1pQZ5JNukkSKZTZXzKvJsMwg54H3mDbvVwrze/Dv9/dibP0MZ/Z6kXHOnixBwo7j\n4/Bz+YFlcQupU6n4qbCQaWooK62Lg8Zf+3esuTn5EwZiZJhAbZUDfgYWjL5v2G23uXXtYppyc/Cw\ni8LX+yDlZa4YGV1dJvXLL7/koYce4pNPfkGvVkxJri/m8j8Q5j2HlYZr//8d3bWP72gTOhRN6n/E\n15VuzgdIyozk+P4/NNZPR3LLEYA33niD9PR0oqOj+fHHH1m1ahWlpaWsWrWKsLCw9rRR61BYGeOe\nm82Ww9fHhuoS61BVqZBHyjvIsrZz8OAf/Dz1HVJkDljYifD0HIZbfjfsjxpTY9bMyfCNRPtPYEzw\nOMLORXMqMIOTUStYsWMpCkUWlZX7aGjIQxCUiMXG1NcnUVZ2FGv5ZxgZOtEs3sMnL1ZQXaWkihL0\nuY/6Bks+fDUIkUjE6qIi+pmZ4Sbr+uU22xNbqRR3mYxqy5Pkljri653FxnTVbbWhUjaz4IudyIys\n6JfVC8n0fzEydj8AFRUVLFmyhB07TjLnhWdRWjpz5tSjjIj4gAft5mpAkQ4dHUOosTGOJhc5VDOT\nXmOjGew/hj2XtS8McDfcMgcgPDycEydOoKenR1VVFc7OzuTl5SGXa9/Drb1zAIY8O40mO3sOvPPu\ndduvfHAFRZECn6/VX4ZVXVTV1jC9/2hyJQJRBt7YKwbhc9mBQttKkm0SKZVdxqIhjOjk7uS4V2BT\nKGdjeBwffC2ipGQdTU35gBKJxASJRI5IJKGlpRmxWJ8PZ7pibGCJIOhTIy7FqMkYaUsFErOerNo3\nh5jQ/7Av4VsEQSD89Gk+9vRkSDvUi7/XeCUtjaMPLSUpdRCRwbNxkw5k0b5PkLQx6fDVF6az5/ez\nDHCeyKDQ49iOryWq7zbg6rTg3NxcFPVBlCVu52zeNETiBuo2eJHTuzemugRAHV2IVy5cZmX/dNwc\nTjPQKpFPD63taJOuQ2M5AIIgoPffH7OZmRne3t5a+fDvCBptrTEtKr9he8XeClxecekAi9rGd9+v\n5Pv5v+Hr5c+EokHYp1ly1juV0/12sGjtDHJyfqKu7gL6+mksfrkQq0ZXTvVdxnMzD5CfL8HG5gFs\nbSdjZhbLptVxrD20G4OGKgxppPhyIZ7KSt47dxhBBBfMjfjIqzdyowh+SNsn9wAAIABJREFU3PcK\n3by+YteurwE4Vl1NrUrFYAtdlURNMNjCgosW+VTWRmKk74u/4EaQhR+Xq9NaPbeoKIuco1fwcfFj\nYI49slc2ER5x9bySkhK++eYbdu06yZszptJiHEJheX9emL6YYsueuoe/ji7HZHcnEr2Wsf/iBPLK\ndzM67jDRQ/t2tFlq45YjABKJBCMjo2ufGxoaMDS8uqiNSCSiurq6fSxsA+09AtBtySJ89iWw4Zfv\nrm1raWzhsPVhovKj0JO3740wPj6+1YpYzz/1PImpOfQTDafnGV/O+aaQ5XWWN+ebk5+/BKWyGgMD\nZ8zM+lBVdZTm5mKsrEZTUvIrNjYPYmiwgA+feBKVnopMwQmJMh/z5nLkQhMyQYlbXRU7jN1xtvbB\nCAlZDYXYtPiy7vBL+Lp9z4ktL2MafHX66CNJSfQwMeElF/U4S23R35X5u/5alQr7I0dQ3Scluts6\nZnq0sLAol+0Hfm21rWGjH6IpvZQBVtPp8cD/EXz/EDw9P6ChoYFBgwYRGxtLTqYxuem/c/LCW/i5\nHCX7+1h2h4YS0gHTg3XXXqdfk/oFQWBs94lsu7CUAaNfw7G8gtV/3Hz1145AYyMAKtXtxQ3vFQb0\n6Ef2vDfwKT1+3faqo1UYBxu3+8O/LeTnFpOaVsr48qcwbBTxS8Qy5n3vRU7OCnJzxdjaTsLV9S2M\njK4WphGEFi5cGEVl5QECAn5m+rgf0JM+i1tNBsH1BbxVWoW8QUK6sTGV+lIaJBIWOgVgo9+dtXGv\nIAjGSKVXUCrN6RHwGXtXv3vt4V+oULC9rIwF3t4d+V/SpTGRSAg1Nqbc/g+S8/yomvIBXpueZseu\nLYwYNuaW5126eIyGzAyc3UbTU5lCi9tl3NwOAvDmm2/i4uLCjJlzeXzCGARVJPVNnrjOyGaQg0OH\nPPx16NA0IpGIPhs/4UTEsf9n777jmyrbP45/kjbpTJuke+9dSil0sEpbRFA2gggi0wUOZLgfJzgf\nHOBAf/rg3uIAlaFAQRBK2bMDKLR005V0r/z+AKuVAoVQgpz7/Xr5R3JOTq4vRc7Vc9/nPpRmOmLZ\n2sTxo7n4BniburTL4oLrAPwbXMkrAMNHDGXH5GnYzX+UzOPZbe/nPJmDocmA/wtX33MSYoMGMdpp\nCppKK5ixkW7xn9LSUoOX11z8/BYik5lx/9Q5HMnKos5MjblMgbY5n3dWfMPYUTPoXn2ER7P284fW\nkS0Ofhz19OJEZQWtjv6E1ttjLzNQUKFgZfocekcuwlEBVc1VJDgF8exns1G6/PUQqfuzs5HLZLwu\nGoAu9eDRoxyY9Cq/pd/LgLBZ3OpwE4tz3mfPiT0d7m9obWVwQhLWVk7cnD8Z7aLbiB/wPRrNQHJz\nc4mOjubw4cPMvW8x+YW7SEt/ll6h33Ni6Qiy4uOxlMCtnII0nWxo4KH4x/hy7yMkJz5Ka7AXG957\nytRlAVdgHQChvUZ7DZ4nc0n/28kfoHJ9JT5P+ZioqnNLDIghNnAkwTtd2XT9M4zp+Qcq1XVERHyL\nTGbLyKTh1DWaEV6tZ1rlIeIqy9Ar5CwO7M+0UbOYULiV/uWnuK3/CEobGgmwDqDohA1Hc+Opqo5h\nt8EFaMbcPI/E6BdYu/pllM4dPzXyRH09nxUXc/jM2hJC1+ltZ8dv84fQerM99upQ3HukEmYdR2H+\nMdw8zm5S77h9OgVVMoZaDcX61qU4esSj0Zx+mNDTTz/N3XffTVGJHfq83bTUxtPaqqT12X484+sr\nTv7CNc3TwoKa6yPwKfuanIwE9KVrmTN7Aa8tfsLUpRlN/J97kZqdHFAXFrd7r6Wmheo91dj3tTdJ\nTee6F9ZgAEff7gzc0Z8dSR8y5s4/CA5eSvfua7h14m0MSBpFRFk5z2ancn/eRnY6qJnfsy/v+nVn\n4cH1vHTwGzQN9dwWMQhFgy/ZO6byzaqFZORdT6jHLm4YsJAZ/T/izdFb2PZgC7+tX3TOkz/A3CNH\nuN/TE+fL/FhpcS906lnvJavVHHVW4+60huyTobT0/4lwXTTDeow6a9+fV35E9s4cwr0j6V9dj0Wv\njXSP/gqAdevW8euvvzJqzByeffh+dFZKth2awICoD6h0dWKyiR/7K372qaYuwaSuVP5pDw4nyWsn\nx0tH0M23npOZJVfke7uauAJwkWpdnHHMyG/3XtXmKmxjbDGzvrpWiwq0CWBqzJPk++Yw5N4v8fV9\nBnOzcQxPGEyQoZ5nDm9Hb93MsoBIUhub8XDph/LUPo6YmTMxdjDu+lOU2XWnPDOKncXjiA74iHDP\nJbwy/26crk++qNUOvyst5WBtLZ+Fh3dhYuFPGoWC3nZ2NHvtYMu+23lpQW8e9jzJzu4xzHnoAV57\n+XUAjmWks2zhF2jU9iTnD0H26CzCo/6DQqFFr9czY8YM3n33/3jpqQdBV0D1qSQsFCUUvH4zz/v7\nYyb79614KQgXa6SjI0uionHMPEDJ/jAaCj6nsuJl1BorU5dmFNEAXISi/EKKPbxw33yi3fuVGypR\nJ5vuiVEdzYJtbmqmd8JQuu/wIv+JO1CperBlQwQffjSLkSUnGF+UxSPdenDAwhY3Kz88DLXY1Z8k\nLXcoTc1WDIzeTbWTN39sGUxzqxvjByzk4x8XY666+L8yGbW1zMzK4rvIyC65XCzlWdBw7vxjnJz4\naFIPGue44WgXAuO/oNvSh/l5/TL6j78Vg7kCx9wT1DVb0LtxPE4DvsdMW42392MAzJ07l5SUFA4d\nVCCvPIXeKphdWdMZFf8UxdZ3McLB4Qqm7Jj42SeZugSTulL5ZTIZsxdO5KNdS/lx5yiGpmRzz/VP\n8Vn6y1fk+7uKGAK4CLffdgeFTi7IjrS/n7pifQWalKvrnvZgdTe6V8dzLGUd4XF5ZGXM5adlX/Kf\nw6vwbTnJ7T2SsYzqhw1WKBtr2bo5mRW/f4RKEYDW1oGvUv/Lil/vx9pSxmv3FPH5+rcu6eSfU1fH\njfv28VJAAH3tTTNEIlUjHR053DMUT+dfycwNoLCyiASbEoK01yE7VYxXSTH6FitC7G4kyqoQm6Gf\n07vfz8hkMj7++GM2bdrEE0++yobvF6EjmF83PEp08Nvsem0aL/r7IxO//QsSMtzBgaKJfTCTe9Oi\nt0eRX2nqkowmGoCLobXBqzCf5799q+2t5qpmag/XYpdgukWSOhoH6x+fQOhhNxyGLcPd/X6Wv7uc\nZ/b9QLqDDS+6RSBrlaEozuVwRj+Wb1qKv7MtC2/dwP59Y9jzx3hG9HyW66PfZ8N7cdzx8uhLq6uy\nkv579jDXy4upXThWLMZBUzt831WpJMLGhmCffWSdTObztxLh9iWMP9CHqJabUDcNJql5IgMLtVjN\nfYKQ8Aext+/Dvn37mDdvHl9/vZy5d8+h3tqO1PRpxEa8wdhV0+hpa0t/9dXxjHTxs081dQkmdSXz\ny2Uynp/akyCP1fy+fyinepaSGHZp/zZeLcQQwEVo0tjjUpBPcERY23uVmyqxi7dDbnH19FLO9u7M\nCX+O3KGriQqp5t5xh7nj1E5+c9VwqPcQVIdysLZU8+bPD6NWNTAr+QNe+/6Btt/wFcAP6W+d/0s6\ncKCmhomHDlHZ3IyTQkFpUxPvBgcz9Cq4VCxVYxwd+XpiOC073FE5eKL1yqTgmVmE/+8/tNa50epz\nGB58DRf3aPz9F6DT6Rg7diyvvfYab/93FZSdpKx8GApFCW/+MpshJ46xPSbG1LEEwSSS1GpudFrJ\n/516mKP7E+nvvdvUJRlFrANwEZIffwQLfS2rlyxpe+/I3CMoHBT4PH713AI4aeAtjN9xOw1LJ+Do\neR8/zV7NtNx0Ho9MpkVu4MTJMA4efYLuwV+w/qNpqONVRn/nLr2eYfv384K/P4n29hQ1NhJla4tN\nJ9efF7rGyYYGotLTcZx4iObmFsK7L+WJpxuor89BJjPHYGhFoXAkPj4DudyGW2+9FZVKhb/XOLb+\n9Dr1sgjWps1jbL/5bHrxbl7y92eKiWf+C4IpPbXrEAceeJ0Vf8zFXTaBE02mawKMPfddPb+2/gtU\nubmiLKtu917l+krUKVfH5VCAxIi+BDckUzJqJW4+sPjxvdxzNJ3XguJokhvYfTiJzBNzGBLzAuk7\n7rmkk//+6mqeOX6c6/fuJWz7dux+/51Be/eyJCiIKa6u+FlZ0dveXpz8rwKeFhbEqlSEeKdzvGgU\nymp/VKpYlEoPbG174OU1n7i4w5iZ2fLmm2+yb98+IkOmkbb6bZqtA1mb9gDJPRZyYNG9LAoIECd/\nQfImh/mhV+2mpdWGbr1SuGfYdaYu6ZKJBqCTDu09RJ6HNxYVNW3vNZU1UXesDlUv43+DNsbfx8E8\nXLzofiAQ1aAvqa+5l55lmezV2HKk3pzsnDjKKsZxZ+In/JT+Cma2nT9BVzU389yJE3RPT2fo/v3o\nmpuZ7enJtxER5Pbuzam+fRnr5NQF6S5MjIOmnnf7FFdXmt66F0uL41RWRvH6G1p6984hJmYL/v4L\nMTdXsWjRIl599VXumv4G25a/gEHpzJpN9xAd9DYp383Dz9KSW52dr0ieiyF+9qmmLsGkTJE/wMqK\nBz78BWfNOkp07pRW/3tXNRUNQCc98shCWszMyFr1Y9t7lRsrse9nj1xxdfwx/vbzBgJa+lCW+Aeu\n3rW8sXA/M3IP87VzBHZ2PhzNu48R0W/wxm9PdnoGt8Fg4P8KCgjZvp3sujreDArieEICrwQGMtTB\ngQgbG9Tm5mJG+FVslKMj2/V6YsJ+ZGvWMPIPZPHcc89x/PhxampqePDBB1m2bBmvv7KKTV+8SL2Z\nDz9tmkOgz08s+uMB3sjP5+3gYPEzFoQzhjg64uOwk31HB5P/j4Xh/k2ujjPXv0CL1hKfvBOk1/z1\nGODK9aa9//9Pf94Lu+Cxp+iWEY588CfY2c8govwoOzQqam2cWb31XuJCPuHLbUvOeZym1lZ+OHWK\nT4uLqW9tpcVg4P4jR3grP581UVF8GBpKf7Ua+VV2IhD3Qiedd7u1mRljnZzwvCsMZDLKixPZvTyN\nuLjeaDQasrKyGT7oCb58biatymh+2PIQEYFf8t3eO5iQkcEXYWH4WFpemTAXSfzsk0xdgkmZKr9c\nJkMeUUNriwIrFzeT1HA5iLsAOqlJq0JTWIDyb49IrthQQdjHYef51JXTUN9InGYADWZF+IQd5em7\nj/BK3gGeD4mnpNwfpbmcb96d2OFvcS0GA+8XFrLgxAkCLC2xMjPj6ePH8bKwwEwmY2OPHqjFs97/\n1e5yd2d0VDDXxb7Pz1sWcFNCPgPcZejiWmis0HE0730UFjF8v3UOcZGL+D79Ofrt3s2L/v4ka66u\nNS4E4Wrwwgevsjn2Earlx0xdyiUTVwA6qc5Fi7L0r9/+m8qaaMhrwDba9I9BTU1NpYdHL0IK4qge\n8SFah4EE1ZdRYK2kxEJF2sHJxIX8jGd/j7M+u02nI37XLj4tLmZFZCQbe/RgdVQUbwUFMcnFhVXd\nul31J38xDpp6wX16qlT4W1kx4dtniQ5/l+XbHie/KgaHGhXO1i4cK7+Br9IeJSZiMd+mP0fSnj3c\n4e7ONLer+7cb8bNPNXUJJmXK/APs7fnok6nctOJbk9VgrKv7X/arSKm7B+p9B9te69J02MXZITO7\nOi6Hp0T2R3PIEosem3j0zgE8WHSQL11Dqa0NxUIB3350f7v9m1pbeejYMb4uKeHlgAAmOju3uzow\nWKu90hGELjbfy4vHjh1j555HGZUyh9Qdk0k7MQUDZthaH2FUwnxeXf8OA3bvZqaHB/O9vExdsiBc\ntWRnro66XeaHm11J4gpAJ9w8Yiq57p7YVvw12UO3VYddb9Ot/vd304bPIKQigbwxy3F08cBdYUGE\nrprdTRakZQyie8CPaLv/dRm3tLGRQfv2kVlby4HYWG51cflXT/AS46BJndpvqFaLh4UFC/Ly+HnT\nGxzbYcdNvRcwNvZZqqoSeSf1/0jZs4cHPD3/NSd/8bNPMnUJJmXq/O4WFv/qfztFA9AJDa02OFWU\n03yytu093VadSZf//bsBMf3xO+aJJn4Fbu4PE1mcyRceHni6eVJbl8DopL9O/sfq6uizezcJdnas\n7NYNjUJhwsqFK0kmk/FBaCjvFRbyXkEBTmHBfL3lf3yd9h7rdTpid+5kqqsr93l6mrpUQRCuANEA\ndEKrGlwL8/hs50YADC0GdOlXRwPw9LynMS+x50j/PfgFVnLvhF8YV3iMHU6BHDgShafTbzz4xj0A\nFDQ0kLxnD3M8PXnxGnqUqxgHTe30vq5KJb917857hYV0S0/niZwcJhw6xNSMDN4NCeFJX98uq7Mr\niJ99qqlLMCmp5zeWaAA6odHRCtvSkrY7AGoO1aB0VaJwMP1vz3u378XnpA/yxI9wcbkN90Y9xVYK\nShrMycobRaj3TmRyGY2trQzfv5+73N2Z5XH2ZEBBOiJsbEiLiWFJUBAyoK+9PQdjYxki5n0IgqSI\nSYCdUOOsxvb4X7d66LbosO9j+kfb5p0oIMgsFhcfb0L6HEZl8z/6lQ5nhYsflpb+yGTWfPbOgwC8\nevIkrkolj3p7m7jqy8/U44Cmdin5ZTIZAzUaBv7Lb/ETP/skU5dgUlLPbyxxBaATylxdMa/869nP\nVX9UYd/X9A3AuMHjiTjRk6qBH2FrG83sCQsZXlTEYY0n+3O6E+C2BqeejpQ3NbEoL4/XAwP/1RNW\nBEEQhMtHNAAXcM/02eS6eWClK2t7r2pLFXZ9TDv+39jQSJR3Ila1MvBYhY/P4zjUV3BAbUlOWSN5\nJf3xdc0A4KXcXG5ydCTob4sYXUukPg4o5fxSzg4iv9TzG6vLGoDp06fj4uJCt27d2t7T6/WMHDkS\nb29vRo0aRXX1X0/WW7JkCUFBQYSHh7N58+a29w8fPkxMTAz+/v48/vjjXVXuORUUNaHRV2HI0wPQ\nWNRIc2Uz1qGmPZl2d4yjW1E8Of1WYmllg1Z7I9EV2WzUeOPt6k9LiysLHplKVXMz/1dYyBP/ssld\ngiAIQtfqsgZg2rRprF69ut17S5cuxdvbm+zsbDw9PXnnnXcAKCkp4e2332bdunUsXbqU++//a9Ga\nefPm8fDDD5Oens7GjRvZsWNHV5XcoRZNK66FJ/k8/XRTUrWlCvve9sjkpr2U3jNhIN65Nqh6f8bw\n4fMY0ecGhpQWkaP15kShL86aTfQaHc1HRUUM1mrxtLAwab1dSerjgFLOL+XsIPJLPb+xuqwB6N+/\nP5p/TDDavn07M2bMwMLCgunTp5OWlgZAWloaQ4YMwdvbmwEDBmAwGNquDmRmZjJ+/HgcHBwYM2ZM\n22eulEYHK1Qlf90BoNtm+gWANDJHossTONw9nci4Otzd78TRDAwGOdax4WSf7EmA2wEA3i4o4B53\nd5PWKwiCIFx9rugcgPT0dEJDQwEIDQ1l+/btwOkGICzsr4fqhISEkJaWxpEjR3D+2zPIw8PD2bZt\n25UsmVonDcqyv54BoN+hRxWruqI1/NONyWMJyXagNeELtNob+OOPDAIqj7PGyYOTe/Kpqu6PvX0G\nv1dVYS6T0c/e9BMWu5LUxwGlnF/K2UHkl3p+Y13R2wANBkOn9+1otvr5Pj916lR8z4xzq9VqoqOj\n2y4P/fmX5FJel7m6oEpdT2pqKgMSB6DfpWdX/S7MU80vy/Ev9nWQwpfkwAmscP+FKcPz8fRcwgN3\nPc6owlwO+famts4DpfJz5j40g8+Ki5nk4sLGjRuvWH2meL1nz56rqh6RX7wWr8XrrnidmprKhx9+\nCNB2vjOKoQvl5OQYIiMj216PGTPGsGvXLoPBYDDs2LHDcNNNNxkMBoNhxYoVhvvvv79tv+7duxt0\nOp3BYDAY/Pz82t5ftGiR4c033zzre7oqxitPvWVQ/fST4aYhyQaDwWCoyawxbPXd2iXf1VmTBkwx\nrLBdb5g7Y4hh27ZgQ2trq+GmpJGGSiWGbgGxhmDv1wyBnu8aGlpaDA6bNxuO19WZtF5BEAShaxh7\n7ruiQwDx8fEsW7aMuro6li1bRkJCAgBxcXGsWbOG3NxcUlNTkcvlqFSnL7OHhoby5ZdfcurUKb7/\n/nvi4+OvWL2b0vZgXV9Hc1YJcObyfy/TXf4PtI0grD6BwyGFjLs9Cw+Pe5HJZPiWFbHORcOw8ddT\ncCoMD4fjrCkvJ9zaGh9LS5PVKwiCIFy9uqwBmDBhAn369CErKwsvLy8++OADZs6cSW5uLiEhIeTn\n53P33XcD4OLiwsyZM0lJSWHWrFksXry47TiLFi3i5ZdfJjY2lv79+9OrV6+uKvksBrUMt8KTfLXv\n9MRD/Q49qp6maQBaWw306hVHt0PBZHuvpLm5HFfXKTQ3NWFXmMUfDq4cXL+X6tpYbC1PsKKsjDFO\nTiap9Ur78xKZVEk5v5Szg8gv9fzG6rI5AF988UWH7//4448dvj979mxmz5591vvh4eHs2rXrstbW\nWY1aS+xKirGwsQFAv1OP7xO+JqklUNWNWaGPsD/8OLc/vBsHh2mYm9uREn0zcysrWd4tFHmrM+Zm\nOr758n2CC/f8ax7pKgiCIFx5YiXA86hzUmNx6vQdAIYWA9W7q7HtaXvF67h18mwSe92Mf447B+xW\n0NhYhKfn6bUSfOTmODvK2VduTX6JK472ezji2IK5TEawldUVr9UU/pwsI1VSzi/l7CDySz2/sUQD\ncB7lri5tzwCozapF4aRAobmyTwBsbGigPEfPjRl92NZ9FfNfLEarvQ5LS18AwnQZbNY4MGJ0f3JL\ngnB3PMKaigpu0GrFuv+CIAjCOYkG4BxSf/2dXA8vLHUVAFTvrDbJBMABUSmk1KeQ717C4P+8S0ND\nIZ6ecwCoKK8gVneCDVgRFdGDsqoeuKjzWFVWJqlHu0p9HFDK+aWcHUR+qec3lmgAzmHJog8xa22h\nbEcWYJoJgAlOEfR2GYDfcTfSVV/g6TkRpdIFO7s+ANw0aCaxlRU0Wdvw4dtf0NwciI11Gdv1elL+\n5Y95FQRBELqWaADOoUVthkfhSVZln15SV7/zyt4CeOuNt9EtNJEBe69jdczPPPJmC5WVG/DzW9B2\nad+HFg5rzShuDKK+1h0ri/1MeecVYlUqbM3Mrlitpib1cUAp55dydhD5pZ7fWKIBOIcmrQXqoiKs\nVbanJwDuqUYVc2UagGVvfkpLg5yknFFsjtnHtCc/Q61OxsLCA41mUNt+IbpstmgcSBkUSGmFIw72\nWWxW1JCkVl+ROgVBEIR/L9EAnEOdkz2Wp8oAqM2oRemqxFzd9SsnHzx4kJ+//4FBJ8aT517AdQ+/\nhL//C+Tl/ZeAgFfafvs/nneSOH0u2XZO2NraUFjuiYs6ny1VVfS5xtf+/yepjwNKOb+Us4PIL/X8\nxhINwDlUuThjXqEHrtzlf4PBwNxZc0gumUi1rQ7v6UsJCLyF8vLVuLlNR6Xq0bbvnTc/TGx5BXpr\nNWFhYZTrQtDal7JLrydOZdqHFQmCIAhXP9EAdKC1pYWT7p4odVXAlVsCOM4rkgTDzVg0KMn2eZ/I\nPk7Y2fWmunoPPj5PtdvXs6maTI2CtbuUfP7WpzQ2hmNpXkiQtTV25lf0GU8mJ/VxQCnnl3J2EPml\nnt9YogHowJgh06hXKtHtOgicuQLQxXcARNtHEhk7juj9fmzSfMP0p2oIDl7KkSMPEBr6AWZm7Rf1\nCdId4w+1EzF9VcjlbpjJyxjy/AL62Nl1aZ2CIAjCtUE0AB0waJR45+ex8vBeDM0GavbWYBvTdSsA\nDghNJixlACNSE9nk/zP3vbGdyMiVHD36IM7ON2Nv37fd/hmZmfSqzuOovTMJCTEcL6jF1voQmzT1\nJEiwAZD6OKCU80s5O4j8Us9vLNEAdKBJrURdXIyNnYqawzUoPZSY23XNZfUxgybhF+jOiG1j2OO3\nlbFLPiEi4jsKCt6mvj4HP78XzvrMvBlPklBWxSlLO2JjY6modsDR/hg762voKcb/BUEQhE4QDUAH\nGpzssTp1CujaFQAnD5+Jk7yWwbsnk+GbxZC3PiAg4BVqavZSWPg/unVbcdalfwDnBj1ZdkpSd6uJ\njY2ltv56XNT5FDY2Empt3SW1Xs2kPg4o5fxSzg4iv9TzG0s0AB2ocnFGUa4Dum4C4K0j70beUEji\nods5GFhC32fewcVlPDY24WRn30e3bitQKl07/GyQPoetGmeUjsfRarVUVYfgbFdMlI0NZmL9f0EQ\nBKETRAPQgQI3DxS6vzUAl3kC4BPznkfeUExK1h0c8amk5/1v4+vbDy+v+Rw8eDPBwUuxte3e4We3\n/r6J3lX5ZNm7kZAQzoik22hqPkaLoZAYiV7+l/o4oJTzSzk7iPxSz28s0QD8w7DkiVSpVMiOF2No\nNlC9vxrbHpdvAuDRwxnsz/ydpCMzyHfREff4+4SGBxIQ8CqHD9+Kg8ONODmNPefnFz32OrFleo5j\nTVxcHPWtzshlJ1ENm0GM7ZV/VLEgCILw7yQagH8wd7DEu+AkH6xdSc3hGiy9LDFXXZ4JgK2tLTww\n/Q4GFNxFtU0NgbM+x8vLjpCQ/5GVdTsymZyAgNfOewzHunL2aq0oru55ugGo1qKyUZMZ5ynZKwBS\nHweUcn4pZweRX+r5jSUagH9oVivRFhehcXGkenf1Zb39LzakD7FmE9FUmHPU92uCo+sIC/uMI0fu\np67uGOHhXyOXK857jBBdHlvVruw7vpIePXpQUeWM1i6PgxYNhEtwAqAgCIJwaUQD8A/1jnZYlZ65\nA2DX5bv872sdynUeKYRlBvOjxypu+08WYWFfkpExldraLKKiVmFmdv4T+A8ffk7fykKy7T0JCbHG\n2tqaMp0blubb8be0RCmX5o9T6uOAUs4v5ewg8ks9v7GkecY4D72LE4qyMxMAd+kvyxMA33r1TYYn\n9KXP7kH8ELGWB1/+jvDwLzh0aDxgICrqF8zNL7yAzzfLPie8qo7ryINPAAAgAElEQVSjtafH/wGq\nqv1Q2+iItLExuk5BEARBOkQD8A+Fbp4odDUYWk8/AtjYKwAGg4FtP62m7+HxrO25l1nPfUBIyHtk\nZEzF2jqI8PCvkMstO3Ush+oy0hxUWKoHEh8fz8fvfk59YwAeGktJNwBSHweUcn4pZweRX+r5jSUa\ngL+5PmEUpRot5gXF1B2tQ+GgQKE9/5j8hUR59iJKP5oCVz1jn3gdP7+FHD++ALU6haCgpchkZp06\njsFgIERXwDa1O/tObCA+Pp4vv9gIlFOsRNINgCAIgnDxRAPwNzbuGjyLCnj1ow8uy/j/f599mQER\n/Qk45stG1c94eo6hrGwl1tah+Pu/hOwiFu0ZNWgkiRVF5Gtdqaz8g7CwMBpqNVhZZlOWmCTpBkDq\n44BSzi/l7CDySz2/sUQD8DdNaiWORQX4hvpflvH/31N/Jy5zGBtCt/KfV3bS0qKntbWRkJD3L+rk\nD2BVK8e1ronDp5qIje2JmZkZlTonNLY55Ni34G919pLBgiAIgnAuogH4m0YHW6xLy4AzdwAYcQug\ntzKQCLMhNJnrGL3gdezt+1FdvYuIiG8veKtfR/x1Oax1ccLdawrx8fEAlFU542hfSFhiX0kvASz1\ncUAp55dydhD5pZ7fWKIB+Bu9sxPKsioMBoPRVwCSkvqRsD2MjR4bcHZOpLx81ZnZ/hd/zK2pv9Ov\nIpcdGh+O6jLbGoByvTeO9qWSvvwvCIIgXBrRAPxNiZs7iqoaGvIakCvlKF2Vl3ScAI8IInRDyfA/\nysyXVlBZuYmoqF/O+XCfC3njmefod6qS45ZuZGV9Tnx8PE1NzdTUBaKxqsRq375LOu61QurjgFLO\nL+XsIPJLPb+xRANwRnL0IPKdXZGXVhp1+b+ksJDrooYQnKklzexr5HIL/P0XYm0desm1OVRVscPB\nFm91GHZ2SlxdXRk7aDKtrWpKm/PwE+P/giAIwkUSDcAZ9t5uuJUW89gzTxt1+f+2sdOIy76eP0LT\nePitPCwt/XBzu+uS68rMyiC6Io9NWi9OKQeTkJAAQHOTIwrzbOrHP8ytgwdf8vGvBVIfB5Ryfiln\nB5Ff6vmNJRqAM1o0FjgXFRCXknDJVwB+/WkVUVYDMW9uIvnhp2lqKiU09H8XPeP/7+be9jg3lhZS\n5ORGg3l62/h/lV6DnU0OBUFWeCgvbahCEARBkC7RAJzR6GCLTUkpAPrdl3YFYOnry0jY3ZPffdai\ndnYmIOBlLCw8jarLtbGKQitzqmS25OR829YAnKpyQWuXh4+HLRs3bjTqO/7tpD4OKOX8Us4OIr/U\n8xtLNABn1Dg7oCzT0VjUSGtdKxbeFhf1+criCgJa4zjlVMXkBZ9iaemNq+s0o2ras2snCZVZrHbx\nxkl1K5mZh4iJiQGgTOeOo10pEeIJgIIgCMIlEA3AGaWu7igqa9p++7/Yy/Zjx02gR2YPDvv/hkzW\nQnDwu8hkxv3x/uf+ZxlZfJIjTr40u0USExOD1ZkJf7qaALSqciJsbCQ/DibyJ5m6BJORcnYQ+aWe\n31iiAQCSeqaQ6+aBWXnVJY3/GwwGwpQJNJs3MWLep7i53YmtbTej63Kvq+CErZJ6mQXNrWtJTEwE\n4M2X3qaxKQC5vIwIsQaAIAiCcAlEAwBo3T1wrCxn0sTbqN5dfdHj/93Ce9L9RDzH4n5EaSHHz+8p\no2t65rEH6V2ZyWrHQOxlozh0aDkDBgwAYN2qXcjlZZy0sSPc2lry42Aif6qpSzAZKWcHkV/q+Y0l\nGgCgSa3ApTCfsbePR79Lf9EPAerrOQj7KgUhw9/Dx+dJzMyMe4gQwP4txxhZUMIB+wCUoRPYs2c3\nffr0AaC6WoON5RGaJt+Gq7gDQBAEQbgEogEAmrQqVCUlNFU00VTahFVQ5xfWUcksiSxO4Gjiz3j5\n2+PhMdPoepZ/+TE9CzJY4eGIs3sdfkHZREZGYnPmcn9plSNq1Qm0wTbIZDLJj4OJ/EmmLsFkpJwd\nRH6p5zeWaACAWictylNVVO+uxjbaFpm88xMAbxp4B94n7LFN+Awvr4eQyy2NrueTt5YzrSCDTe6R\nUDGcioqVbZf/AUqr3HGyLyDUXoz/C4IgCJdGNABAmZsbisq6i54AOPb6sYTr+pCZsI2ouBo8PO42\nupbXnn6K4IpcdmltKZCbo3O9k82bU9smAAJU6v1xtCsl/MwVAamPg4n8qaYuwWSknB1EfqnnN5bk\nG4AhCUM44e6FeUX16VsAe3R+AqCyVUPYYVcsEj/F1XU65uZqo2ppqK9hy/q93Je7j5WeMdwQEM51\nNxjYvn17WwOQf7KIuvpQLC0qxR0AgiAIwiWTfANg46jFrlqPp4vrRV0BKC3JJ7QugexuWfTofxxv\n73lG1zJp8DiSC3axwdGZw2bWLFt7DzY2G+jVqxcq1enG5L5JD2NARtGpI4SfWQRI6uNgIn+SqUsw\nGSlnB5Ff6vmNJfkGoEltiXt+HovfeYP6E/VYh3VuZb3pYx+h+wE/WhOXodEMxtLS95JrqKvTM/+W\naVjVNnFTYT6r3LsxJdyH3kOD2bDhF4YMGdK2b229A1aWmchnLcBN3AEgCIIgXCJzUxdgao2OKlRF\nxVTvrcYm0ga5onM9UbAskkKvCuJuPICPz5vn3M/Q2sqvX3/K3tSD1OkqMbewAbNG5GYGUJrTXNPM\n3iM5yOrN+G/mBhaFxuAUdpyvNj7DouUwevRqvv3227bjlVU5oLbNQRUW3LZaYWpqqqQ7YZFfuvml\nnB1EfqnnN5bkG4BqFydsj+aevgOgk/f/W8tsecvva0pvfB8rqyDs7GI73O/d5xew7tdUFHI1qrpy\nlI31GJQ21BoUNLXKaZDLUbSaEVWRy8yTh1gcEkGavTtTWwZywKM3SmUWNTU1REVFtR2ztNIVJ7uT\n+HrFXJb8giAIgjRJvgEodvdEsyMD/S49dvF2nfrMbYl3ojqoxLznCnx9l5+1vbWlhRGDhuDQbMaU\nnB30K9WRrbKkyMISt8YarFoMKFrAtqmVGoWM7Vo186OTOGit5Il+Ol7+bj4PPwffffcdo0ePbvdc\ngnK9H/5umYTb/tWsSL0DFvmTTF2CyUg5O4j8Us9vLEk3AAO7D+Lky/MJKS2n+mg17jPdL/iZXTt3\nElrVg9wbfiE+2AFHx+Fn7TM6ZSARFWXMP3KQJb4RvOfWjSznRsqt6vFoccPOYIY9SmyxQUYzRQ2H\naLQuYOF1tWTtfhyDypFhw+DZZ5fz4osvth23saGJmtpgVFafiacACoIgCEaRdANg5+eCW2kxS997\nl5weOdh2u/AQwCuz3mfCkXEUz3oMb+9Hznri37B+A4mvyGN8fh5zIq8nIDGTSWYtNLZaIbeQo3FP\nR6EpAcdSmustqdErUdnVU/frKHSlg1n4w2TWrIG8vFxycnLa3f9/27BptBrepbY+t20NABDjYCK/\ndPNLOTuI/FLPbyxJNwBNGitcCk6irlZjFWSF3PLCEwDDWvzIis2lZ0gJbm7T221b8MR/CK0u5taT\nuTwYOJhh3f0xOD5HVmtP1GoICWwhRrOPgqMFHF9TxqmKUuqamtCp7Rh5941MesiXSZMgOhpeeukL\nRo0ahUKhaDt+Ta0GC2Um+gFTcBd3AAiCIAhGkBkMBoOpizCWTCbjUmIMeuhBWlua+ST0QXRbdIR+\nGHre/RUyDR+5f87JGa8xZKwFUVEr222fnDiIV3esY27UMOK6xfD0908TGwtRUVBZCXv3QnY29OwJ\nMTHQowd07w6FhfDYY+DmBl99BWZmrQQGBvLVV18RG/vXBMPe3Z7iaH434pf5sHJUxxMPBUEQBGm4\n1HPfnyR9BUDv6oxmX0anFwCa3vc2FFlKPINT8fJa3W7bzNumMOrEDpZ6RxAR6sf/djzNpk0QHt7+\nGAUFsHs37Np1+mT/2GOg0cCdd8Ltt4NcDqtWrUGr1bY7+cPpOwAc7fJxC4o0NrogCIIgcZJeCCjf\nwwtlRR36XXpUMRdeAtivMYq8xE34+KlRq5Pabas/XkDfUzo2KZ35JWcxW7acffIHcHeHoUPhiSfg\nu+/g6FHYseN0AyA/89N49dVXueeee876bFmVDw52xYTZtV8CWOrrYYv8qaYuwWSknB1EfqnnN5Zk\nG4BRKbdQbm+P7uBJag7UYNP9/OvqJ/e9juCjfljFL8fd/a52k//+2LKJgfl7+Z9nMLbWc1m5Ei51\nkv5vv/3GsWPHmDRpUrv3W5pb0NcGY29TTpRt5x9YJAiCIAgdkWwDgFaJT34eK7/9BUsfS8xV5x8N\nCbFOoFpTTUT8MdzcZrTb9taT/2V4QSk77IO448mh2J1ZTiA/P5/ly5fzzTffcODAARobG8/7HQ0N\nDdxzzz289tpr7Sb/AUwZcwctLe40yvPo/o8GQOqzYEX+JFOXYDJSzg4iv9TzG0uycwCatNZoCwvQ\nbddhF3f+BYDWrVxPQGUPdCnfYGvb46x1/31Kj7HW2QlHx2HccMPpE/8DDzzA+vXr6du3L+bm5hw4\ncIDKykqmTZvGXXfdhb+//1nf88QTTxAaGsqIESPO2lZ5yhYLZQYt2m44/qM5EARBEISLJdkrAPXO\nWqyKy9Cn61HFnn/8/42l7xJ2WIu653o8PGa22zZ25CjGFB1lg1MYfW++g8zMDBISEggJCeHkyZOs\nWLGC7777jqysLLZs2UJzczNxcXHceOONvP/++xw8eJB9+/YxefJkfv75Z957770Oaygpd0GjysR3\n0viztkl9HEzkTzV1CSYj5ewg8ks9v7Ek2wAU+3ijKNV1qgHwbImjJDwLn3A9jo5j2m2zrazHo7aJ\njFoYeF05gwYNYsGCBSxcuBArK6t2+wYFBfHKK6+Ql5fHLbfcwsaNGxk1ahTjxo3Dw8ODbdu24ezs\n3GENRRUeuGpP4BF+4cmKgiAIgnAhklwHIKXXQNIWzGfwS//HA9vn0K+iH3KLjnshH9sgHvRbjMXQ\nRSROCyQk5P/abX86IgzvOh0Zg36iovVtrK2tWbx4sVF5OmJjtYW+3b7hjp8eY9w5mgRBEARBOsQ6\nAJdA7eWOW2kxL858EX1N9TlP/gCxyQPw22BBQ8w23Nyeb7ft4N69JJfn8bVrd5IHOTFz5g9kZWVd\n9np3pe2mtj4SW6u3iBZ3AAiCIAiXgSSHABqcbXDNPY5VgfUFL/8H1PaiaOAG3L3dUani221bOO8p\nepTXcFymZvPmV5g+fToajeay17vgobeRy6vRleUR8I9hBRDjYCJ/qqlLMBkpZweRX+r5jSXJBqDW\nzRmrwlL06frz3gEQFRBJ2LEAzPv9cObef1m77e7lJ9nkrCa8x2Q++eRjZs2a1SX1VukdUVkfRDvs\nMeT/qEEQBEEQLoUkG4BCHx+UpVUXnAAYGT4I+4Z63Ltn4up6W7ttBoOBYH0Bu2w9MWisSUxMxMfH\np0vqLSp3wdH+GH5J3h1ul/q9sCJ/kqlLMBkpZweRX+r5jSW5BmBov9HkunlgdaKWxuJGrEPPvWRf\ncGUPKoZ/g4vrQJRK13bbpoyeSO/KEoo13qSnL2Hy5MldVnNxpS8u2nwCw9Vd9h2CIAiCtEiuAVC6\nqvAuyGPxI2+gilEhM+v4kvrA5BuJPOyJbcJvuLndedZ2fWkZvrpWipth374d3HDDDV1Sb31dPVXV\nkWhVpcRp7TvcR+rjYCJ/qqlLMBkpZweRX+r5jSW5uwAaXFQ45eXSXNB83sv//pa9aPbJwSOwFgeH\nYWdtd6ivZLtWjZ33KIaHOmBpadkl9U4ZdRctLUtQNhUTYXP+5xUIgiAIQmdJ7gqAzssd6/xiqjZX\nYd+349+oa2tqCT4VRcONX+DqOgW5XHnWPhE1Bey1c2H/iS2MGzeuy+otL3fG1noP9UoN5ueYACj1\ncTCRP8nUJZiMlLODyC/1/MaSVAOwe9s+cgKCsCqspmprFfb9O24AJo6eTFimGseeW8968A/A/954\nn95VpeRpPTl8eDkpKSldVnN+qScumsP0u31ul32HIAiCID0maQB8fX2JioqiR48exMXFAaDX6xk5\nciTe3t6MGjWK6urqtv2XLFlCUFAQ4eHhbN68+ZK/d8HCl2g0Nyfzp91Y+liicOj4oTo+hlgqUzbh\n5O6LrW3UWdt/+fobIssayaxqok+f3th04aX5grIQ3B1yCYjVnnMfqY+Difyppi7BZKScHUR+qec3\nlkkaAJlMRmpqKrt372b79u0ALF26FG9vb7Kzs/H09OSdd94BoKSkhLfffpt169axdOlS7r///kv+\n3kYna/yPZrH2v2tRJ3Y8o/6VRxYRXBiBPPl7PDw6vq/frq6avWpbHP36dNnkP4BjR3LQ1cTgaFtE\nrP/lX2BIEARBkC6TDQH8c/3i7du3M2PGDCwsLJg+fTppaWkApKWlMWTIELy9vRkwYAAGgwG9Xn9J\n31nj6Yx97kkqN1ZiP6Djy/879x7Ct7QVbVAGzs4TOtwnuKaAHWpXftu5iSFDhlxSLZ3x4O3PIaOZ\nmoY8fM8zyVDq42Aif5KpSzAZKWcHkV/q+Y1lkrsAZDIZKSkp+Pn5MX36dEaMGEF6ejqhoaEAhIaG\ntl0ZSEtLIywsrO2zISEhbN++nYEDB7Y75tSpU/H19QVArVYTHR3d9pfjz8tEBQEBhP60ntTUVEKn\nhzKIQe22JyUl4VMXwx8JSwkoikOh0J61/djRo1iUFrLZMQSlxUlCQ0Pbbf/n/sa8zi/xwkG9DZmF\nDxs3brzsxxevxWvxWrwWr/89r1NTU/nwww8B2s53RjGYQEFBgcFgMBgOHTpkCAgIMBQWFhq8vLwM\ndXV1BoPBYKipqTF4e3sbDAaD4fHHHze88847bZ8dP368Yd26de2O15kYowZOMNj9tNIwPmy8IS0k\nrcN9AMMHvmsMyz9xNZSVrepwnzH9bjDolBjG9hpmuOuuuy4c1gjOmq8MvUKfNXz8VfZ599uwYUOX\n1nG1E/k3mLoEk5FydoNB5Jd6fmNP4SYZAnBzcwMgLCyMESNGsHLlSmJjYzl8+DAAhw8fJjY2FoD4\n+HgOHTrU9tmMjIy2bRej2cOS4OxMFt256JyX/6cOvg+NfR5m1sVoNIM63EfVUEO2ygqDjTuDBnW8\nz6o1u3ho/musWrvjouv8U87R45RW9sHDIZcefZ0u+TiCIAiC0JEr3gDU1ta2jeGXlpayZs0ahgwZ\nQnx8PMuWLaOuro5ly5aRkJAAQFxcHGvWrCE3N5fU1FTkcjkq1fmf4NeRGm9X1MdyKV9bjvb6jmfU\n++ujqRn9FZHd5yOTmXW4j19NIWlqZ9akZzBgwID231HdwLjr7uCWsZm88loiE8ZmM7L/LLZu2XvR\n9c6b8RwyGTQ25xPhfu4HFoEYBxP5k0xdgslIOTuI/FLPb6wr3gAUFxfTv39/oqOjueWWW5g3bx5e\nXl7MnDmT3NxcQkJCyM/P5+677wbAxcWFmTNnkpKSwqxZs1i8ePElfe/JwCCs8vRUba5CM/DsGfXJ\nPZMJO+qBJmYzbm63d3iMpqZGYnXFZNu74euvx9HRsd328YPnsXz98wS5FTOk++cEuhby0x//YeK4\ndTz/yKKLqvdEoS9Omq3Yt/ic9RRCQRAEQTDWFW8A/Pz82LNnD3v27GHdunVMnz4dAJVKxY8//khu\nbi4//PADtra2bZ+ZPXs2R44c4dChQ/Tv3/+iv3PUkAkUOzjhdFCGTTcbzNVnz30M1SRA3FYcXQOx\ntg7u8DijBw6n9ykdBZYuJCf3a7dt4uAp/LL1YZKjX8FfvZVCqzKC1OmMjf8Pp6p68/r/ufPawrc7\nVW9DfQMZuYmEeu7ilk4sAPTnJBGpEvlTTV2CyUg5O4j8Us9vLEmsBNjsYk1IdgaPDn8U7ZCOL/8H\nVnSndfB3eHice50Bx6Zmii0VtChsSU5Obrdtx+FIXLTp2Fge4imfJ/mf+WyeG/w8Veb1DI9eQm29\nN4uW2PLB0k8vWO9tQ2dRVx+B2jaLPjd6XFxYQRAEQegESTQANT5nxv9Xl6MdfHYDMDbpZkKLlNj7\nZ+DsPP6cx/HSF/OHxon1u/UkJia2vT9h8GSy86bSM3QtDx99BM0gDb5P+dJU2MiTWfdSZGhiVNQS\nynUhvPDCKfbvyTpvvVm5Qbg6/kqzrBknr3M/rvhPUh8HE/mTTF2CyUg5O4j8Us9vrGu+Adj5+3aO\nhkfilNVAU3ETqp5nTyD0IYqaUT/j4TUMc/NzTzDsri/koMoNN69SHBwc2t4/cDQCF+0m6mvyUP8Y\nxPPJNQzXHGfWvXUceNWBZ4/MoUgmZ0T3xeQUjGDyuE/YvSuzw+9Y8eVKDuaMJMJ3O9P9njL+D0AQ\nBEEQOnDNNwDPLVpMs5kZVWvz0QzSIDNrP6GuqamZwJIILPv/jIfHfec8zq2Db6bfqQqK7NwZOPCv\n2xAXPvQch3LGEB3yO/MH/Zekliw05ua84OfHHC8vfu/RyvwXWnk0+x5qLGFkwvPsz5nBtJuXs3HD\n9rO+57UX/8DcvBYb82P0nuLTqYxSHwcT+VNNXYLJSDk7iPxSz2+sa74BqPPSEHjwAC8MfQGHEQ5n\nbZ82+E58FCUYlHrU6gEdHOE0hb6KBjM5FY1N7S47bU4tRWHeQGtNJncMKmd1VBQL/Pzor1YzzMGB\nT8LCeHd8D5Y+q2Dm/rswo5oxcU9y6MRNTJu0leeffL3tWHeNuJtN+++kX7cvaK1vwjXp3A8AEgRB\nEARjyM6sJvSvJpPJznq2wJ96vvE6nn9kMP/nW+md1xtz+/Z3ADzZbwmRQ36m18QY/P1fOOd3PBIV\nTZSugIdrBrIn400cHBwwGMDFYTnu2mwGDUkk4DFf7nZ37/Dz9a2tLHl1P56vlPNj8HvQbOCXPbNp\nbqlncPcfsFA2s3LHOBztc4nx/YYnerxEz6VhHR5LEARBEM537uuMa/oKwICwRDICQwg8qMKut91Z\nJ3+lTEboSX/sYzbh7n7XeY8VpStkr507ds6FbeP/Y2+8k9KKgfg67WTfLVbcdWaFw45YyuU8NL87\nNjc7MqDoTrBsYmjMK4T7pbNm7wx+SLsPP/e9xIf8gEWzHcEzPI3/AxAEQRCEc7imGwBNiBcaXRXD\nHG7AcaTjWdunJ8/FOm4T+fkKLC19z3mcx+c9Rr/yMvLt3Bk8OKbt/cJ8fzSqdTS0WLMoOqhTC/aM\neD2SvoPcGF08m1LqiHA6yLjezzGu/9PE+myhWtbKo5r5qHp1frVDqY+Difyppi7BZKScHUR+qec3\n1jXdADTaW+J7PB/FbiVON529nn6QLgbZsG8YMfr89+bnp+3BvNVAbkVt21MIGxub2H+sP+GeWwh6\n5kG6/W3hovORyWREvRFMr0FuPFnyHyqCfMlrMie3Xk61SsXjh+YT+ErgxYcVBEEQhItgkscBXymN\njnb0+ANUcSqULsp228Yn3syUpoG02JXi4DD0vMdx0RXyu6OW/HLvtvv/J464j+qa59DaZXDvAP+L\nqksmkxH4WiA2ETY88sggnG6eiKW3Jflv5+P9pDe2UZ1rJv4k9XthRf4kU5dgMlLODiK/1PMb65q+\nAlAQGkL3nQ443+J81jZvWQ8axi0nImr2OR/886duukJ2qzzQeOjbHkR0IjcQZ80aHHveQrD1hRfr\n6Yjb7W7EHohF6aqksbiRsE/D8LhXrPwnCIIgdL1rtgEYPWYqp7SueBe64ziq/fi/TCajW2kQNj1/\nx9Pz3Ev/Aix5/lX6lZ8i396NG2/sBkBdTR0HcxIJ89zOnKdGGVWn0lWJ75O+BL4WiDpRfUnHkPo4\nmMifauoSTEbK2UHkl3p+Y12zDcCRIb0Z/FUqdv52KLSKdtvuSnkIdcI6ft9Sj1Lpct7j7Fr1K5Yt\nrWQWlZGSkgLApJFzqG/wRWV9lG7O539UryAIgiBcja7JBmDU4FvI9fDAczeoYtrPpq+rayCqvCeK\nEV8y/8G0Cx7LpaqY3x21nKoOpHfv3gAcORGEm8Nqps5+uUvqv1hSHwcT+ZNMXYLJSDk7iPxSz2+s\na7IBaHS1JST7MJP63oFdbPvf0O8aPgffwG0UFCmwt4+74LFiqk6Sbu9JYBRYWFhQUVFFRu51hHnt\nZMTNIV0VQRAEQRC61DXZABRHBeK/M5+KHytwua39Jf7uut7IJ3zMTbd8d8HjTBx6M8mlpzhp78HI\nkX0BmDHmYZqanLBpykBhdnX88Ul9HEzkTzV1CSYj5ewg8ks9v7GujjPYZdT3pkkcCw5n8OoIPO7x\naHf735TrZxHuuY9TlWao1f0ueCybsnLKLc2oajDjhhtuACDjeBhezqt548uvuyyDIAiCIHS1a+5Z\nAIPn34dVsyNzlyXTt6gvZtanb/FrbGzirf5fEv7o/cQnrexUA7AwLBSH5hpebRpI9vEPOXE0j8DQ\napKj32Ft+uIuzSQIgiAI5yOeBfA3tbpqjkbHEvK7DQ6DHdpO/gD3DJ5HaFQquXm2nTr5tzQ306ey\ngAP2XgwZ7grA7GnPYWi1orV2R5dlEARBEIQr4ZpqAKZOmILOyp6eu3zwuO+vBXVkMhn9aqMxG/0l\nt87Y0Klj3TxwNLHleoqVjowYcXr53/3HeuDntopffu/cMa4UqY+Difyppi7BZKScHUR+qec31jXV\nAJQHuTPp4zJCbwhpt6jOfclP4jR2GSu+MsfaunPr7Hvoy9mltaFY70RiYiL/fWYRxwuGEey9B6VW\neeEDCIIgCMJV7JppAEaOv419A5Lp/5sWnyd82t4fd91EBiosaPU/xJIPijt9vNjyY/zm4IvGT4WF\nhQW//VyIQlGM1lrfFeUbRer3wor8SaYuwWSknB1EfqnnN9Y10wDsH349gz7eiKOdA3YJf937H9ec\niNXdrxKfuAy53LJTxxrTfyg3FhdzVOPHlCn9AdhzJI4w79/4eO1nXVK/IAiCIFxJ10wD4Fhwit4/\nBOF5uycymQyACddNJXrAcjIztTg5dX7NfvdaHUfsLCittZru83IAAA+dSURBVOKGG25gzIBbKKkY\njJ/bIWRyWVdFuGRSHwcT+VNNXYLJSDk7iPxSz2+sa+ZxwBMWmXPd1Ovwfda37b1QSx9kcd8ya0jJ\nRR0rrvwoqxx9UTi7Y21tTcGpcDR2W3jlxWcvc9WCIAiCYBrXzDoAaWFp9NzZEzOr07f+3T7yWcaF\n7OSk6xFmzD3Y6WON6zec/9vxMzPjhnLXM3PxD44gxD+f3mGfsWHPoq6KIAiCIAgXxdh1AK6ZKwA9\nfu/RdvKfnzKD8TcepFKdz8RbN1/UcQKrTrLRWU2hzpOkpCSG9b2X5ub5mLdc+MFBgiAIgvBvcc3M\nAVA4nH7k7/TrbyclqppT2nLGzsjBysrnAp/8y/xZc7ipKIO1zmEMGR9JeXMzaYeuJ9L/W9bu29RV\npRtN6uNgIn+qqUswGSlnB5Ff6vmNdc00AACjr5/IzbEFGPptoN/A75DJLu4CR9O2bSgMreyubGD2\n7GnMSLmHcl1v/FzS2iYWCoIgCMK14JqZA3DH8Ee4wa8Aq75riYrfgruP/0UdY/ygMTy6+xfe845B\nO3Q6iXNuYoL/ely1+ew/ct9VOftfEARBkC7xLIAzbrn1A+oCdvDhB14XffKv1umJzdtPudKcDSX1\n3DxvLIuGvkCFvidBnhvFyV8QBEG45lwzDcBv7wYz8f6DfLlq+0V9riAvnycHDGRC/jHeD0rm0Z8+\n4fGR97Eu/U76Rb7N95uWd1HFl4/Ux8FE/lRTl2AyUs4OIr/U8xvrmrkL4Pn1FzdJ75bRo7HN15Fc\ncoj7K05x59DJVEyaxLf3LmH19ofwc/uNx58c1EXVCoIgCIJpXTNzAEYl3YOVfSFqvTU6bDGvk1Fj\nsKC2WUmLvJWWZgXNLQqamhU0tyhpajGnqVlBY7MFjc1K6pssqdAF0NDkR0zQuzwyL4yxd44xdTRB\nEARB6JCxcwCumQYASgFroA6ZrA65vA65rA65vB4zeT1m8lrMzOoxb/uvAYWiAaV5I0rzJiwVTdir\nynC3zeej9d+aOJEgCIIgnJ9YCOiMg2uLUThYYO9tj8LMFrXaQzK37qWmpkr6qVgiv3TzSzk7iPxS\nz2+sa6YBCB8UYeoSBEEQBOFf45oZArgGYgiCIAhCp4l1AARBEARBuGiiAbgGSP1eWJE/1dQlmIyU\ns4PIL/X8xhINgCAIgiBIkJgDIAiCIAj/Qv/f3t3HNHm+ewD/tnMgzqUsOseyiRh5EVBLBVqEKQEW\nXhTEBNmCicPNZZuBoJt7y2Iii8k24wxEsxeGuixLhvGPOV8GOJtZX4AUzZBtKDIymGLcBKTQSqtY\nrt8fHHqmO55zHLiu3N9PQkLb52mu79OmvdL7fp6bcwCIiIjonrEBmABUHwdjfou3S/AalbMDzK96\n/rFiA0BERKQgzgEgIiLyQZwDQERERPeMDcAEoPo4GPNbvF2C16icHWB+1fOPFRsAIiIiBXEOABER\nkQ/iHAAiIiK6Z2wAJgDVx8GY3+LtErxG5ewA86uef6zYABARESmIcwCIiIh8EOcAEBER0T1jAzAB\nqD4OxvwWb5fgNSpnB5hf9fxjxQaAiIhIQZwDQERE5IM4B4CIiIjuGRuACUD1cTDmt3i7BK9ROTvA\n/KrnHys2AERERAriHAAiIiIfxDkAREREdM/YAEwAqo+DMb/F2yV4jcrZAeZXPf9YsQGYAM6ePevt\nEryK+dXNr3J2gPlVzz9WPtMAnDhxApGRkQgLC8POnTu9Xc6/is1m83YJXsX86uZXOTvA/KrnHyuf\naQDWr1+PiooKmM1mfPTRR+jp6fF2SURERD7LJxqA/v5+AMCSJUswa9YspKenw2q1ermqf4/Ozk5v\nl+BVzN/p7RK8RuXsAPOrnn+sfOI0QLPZjN27d6OqqgoA8Omnn+Ly5cvYsmULgJFTIYiIiFQzlq/w\nSeNYh9f4QA9DRET0r+ITQwDx8fFobW313G5paUFCQoIXKyIiIvJtPtEA6HQ6ACNnAnR2duLo0aMw\nmUxeroqIiMh3+cwQQHl5OV5++WUMDQ2hpKQE06dP93ZJREREPssnfgG4dOkSSktLodVq8eSTT3q+\n/O12O3JzcxEcHIwVK1bA4XB49tmxYwfCwsIQFRWFU6dOeav0ceFyuWAymRATE4OEhASUlZUBUCc/\nALjdbhgMBuTk5ABQK3tISAgWLFgAg8EAo9EIQK38169fR2FhIcLDwxEVFQWr1apM/gsXLsBgMHj+\ndDodduzYAYfDoUT+yspKJCYmIjY2Fhs2bACg1nv/q6++QnJyMqKjo7Fr1y4A45xffMCVK1ekqalJ\nRES6u7tl9uzZMjAwIFu3bpXi4mJxuVxSVFQk27ZtExGRP/74QyIiIuS3334Ti8UiBoPBm+WPi+vX\nr4uIiMvlkujoaGlra1Mq//bt22XVqlWSk5MjIqJU9pCQEOnt7b3tPpXyb9y4UTZt2iROp1OGhobE\nZrMplX+U2+2WoKAguXjxohL5e3t7JSQkRBwOh7jdbsnKypLa2lolsouI2Gw2CQ8Pl2vXrondbpf4\n+Phxf+/7xC8AQUFBiImJAQBMnz4d0dHROH36NBobG7F27Vr4+/vjhRde8FwbwGq1IjMzE8HBwUhO\nToaIwG63ezPCmE2ZMgUA4HA4cOvWLfj7+yuTv6urC9XV1XjxxRc9Z3yokn2U3HGmi0r5zWYz3nnn\nHUyePBmTJk2CTqdTKv8os9mM0NBQzJw5U4n8AQEBEBH09/fD6XRicHAQgYGBSmQHgPr6eixcuBCP\nPPIIpk6dipSUFDQ0NIxrfp9oAP6svb0dLS0tMBqNOH36NObOnQsAmDt3LhobGwGMHIjIyEjPPhER\nEZ7HfNXw8DD0ej0ee+wxFBcXIzg4WJn8r776KrZt2wat9r/frqpkB0auc5GamooVK1bg4MGDANTJ\n39XVBZfLhXXr1sFkMmHr1q1wOp3K5P+zvXv3oqCgAIAar39AQAA++eQThISEICgoCElJSTCZTEpk\nB0YufNfY2IiOjg5cuXIF1dXVqK+vH9f8PtUA2O12PPvssygrK8PUqVPv6fx/X79YkFarRXNzM9rb\n2/Hxxx+jqalJifyHDx/GjBkzYDAYbsurQvZRdXV1aG5uxvvvv4/XXnsNv//+uzL5XS4X2trakJeX\nB4vFgpaWFuzbt0+Z/KNu3ryJQ4cOIT8/H4Aa7//u7m6sW7cO586dQ2dnJxoaGnD48GElsgPAQw89\nhPLychQVFWHlypWYP38+/P39xzW/zzQAQ0NDyMvLw+rVq5Gbmwtg5PoA58+fBwCcP38e8fHxAACT\nyYRz58559m1tbfU85utCQkKwdOlSWK1WJfLX19fj4MGDmD17NgoKCvD9999j9erVSmQf9fjjjwMA\nIiMjsXz5chw6dEiZ/KGhoYiIiEBOTg4CAgJQUFCA2tpaZfKPqqmpQWxsLB599FEAanz2NTY2IiEh\nAaGhoZg2bRry8/Nx8uRJJbKPysnJQXV1Nerq6jA8PIzMzMxxze8TDYCIYO3atZg3b55nJigwEnjP\nnj1wOp3Ys2eP5+JARqMRR44cwcWLF2GxWKDVavHwww97q/wx6+np8ax61dvbi++++w65ublK5H/v\nvfdw6dIldHR0YO/evUhNTcWXX36pRHYAGBwc9IzjdXd348iRI8jMzFQmPwCEhYXBarVieHgY3377\nLZ5++mml8gNAVVWV5+d/QI3PvsWLF+PMmTO4du0abty4gZqaGqSnpyuRfdTVq1cBjMz/+Pnnn7Fw\n4cLxzT+Okxbvm5MnT4pGoxG9Xi8xMTESExMjNTU1MjAwIMuXL5eZM2dKbm6u2O12zz7l5eUyZ84c\niYyMlBMnTnix+rH78ccfxWAwyIIFCyQ9PV2++OILERFl8o+yWCyeswBUyf7rr7+KXq8XvV4vqamp\nsnv3bhFRJ7+IyIULF8RkMoler5eNGzeKw+FQKr/D4ZBp06bJwMCA5z5V8n/++eeyZMkSiYuLk02b\nNonb7VYmu4jI4sWLJSIiQuLi4sRqtYrI+L72PrEYEBEREY0vnxgCICIiovHFBoCIiEhBbACIiIgU\nxAaAiIhIQWwAiOgfc/z4cTQ0NHi7DCICGwAi+gcdO3YM9fX197TPrVu37lM1RGpjA0A0gXR2diIq\nKgpFRUWIiorCK6+8gqGhIVRWVsJoNCI2NhZvvvkmbt68CQBYs2YN3nrrLSQmJiIuLg5ms9nzXBUV\nFUhMTMSyZctgsVgAABaLBWlpacjLy0NoaCg++OAD7N+/H3FxccjKykJXVxcAoK+vD++++y6SkpKQ\nn5+Ps2fPorOzExUVFSgrK4PBYEBdXR1sNttftgOA0tJSvPTSS0hKSsKaNWvQ1dWFrKwsxMTEQK/X\no729/Z89sEQT0X26fgEReUFHR4doNBoxm83idrslIyNDjh8/7llOeHh4WIqKiqS2tlZERAoLCyUj\nI0OcTqecOnVKUlJSRESkublZFi1aJDabTVpbWyU0NFRERI4dOyZ+fn7S3t4udrtdAgMDpaSkRNxu\nt5SWlsqHH34oIiKbN2+Wb775RkREfvrpJ1m6dKmIiJSWlsr27ds99d5tu82bN0tERIRcvXrVc3vX\nrl0iIjI0NCROp/P+HUQiRUzydgNCROPriSeeQFpaGgAgOTkZDQ0NmDJlCkpKStDU1ASn0wk/Pz9k\nZGRAo9EgPz8fkydPxqJFi/DDDz8AGFmEaeXKldDpdNDpdAgPD/csO2o0GjFnzhwAQFRUFHJzc6HV\napGYmIiKigoAwNdff40DBw6gtLQUAGCz2eB0OgHcvpDN/7Zddnb2bde+f/vtt9HT04Pnn38eM2bM\nuI9HkEgNHAIgmmACAwM9//v5+cHlcuGNN95AYWEhWlpasH79evT19f1le61WC7fbDWBkFTG54yKh\nGo0GGo3mL88/evvBBx/EjRs3AAButxsHDhxAU1MTmpqa0NHRgYCAgL/UerftNBqNZxEkAFi2bBmO\nHj2KBx54AElJSZ6hAiL6+9gAECng8uXLCAsLQ19fH6qqqv7PZUKzs7Oxf/9+9Pf3o62tDb/88guM\nRuP/eynSVatWYefOnZ6GYPQLe9asWeju7r7rds3Nzf/j83V0dCAoKAivv/460tLSblv1jIj+HjYA\nRBPMnV/uGo0GW7ZsQXZ2NjIyMpCSknLX7Uf/nz9/Pp577jlkZWVhw4YNqKys9Dx+t+bhz48VFxdD\np9PhqaeeQnR0ND777DMAQHp6Os6cOeOZBHjndqNDCHfWtW/fPsybNw/x8fEYHBzEM88883cPDxH9\nFy4GREREpCD+AkBERKQgNgBEREQKYgNARESkIDYARERECmIDQEREpCA2AERERAr6D15zr0AkIpRw\nAAAAAElFTkSuQmCC\n" | |
} | |
], | |
"prompt_number": 2 | |
}, | |
{ | |
"cell_type": "raw", | |
"metadata": {}, | |
"source": [ | |
"The experiment went as follows:\n", | |
" *Cuvette was filled with h20.\n", | |
" *Np's were added.\n", | |
" *20uL of 40mg/mL BSA was added at a certain time later (cf = 4uM roughly).\n", | |
" *50uL more of BSA was added later.\n", | |
" \n", | |
"We can get a sense of these stages by looking at the total area vs. time. First I will convert the time unit from raw timestamp to time in minutes." | |
] | |
}, | |
{ | |
"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, 1156) to (1, 1156)\n" | |
] | |
}, | |
{ | |
"output_type": "pyout", | |
"prompt_number": 3, | |
"text": [ | |
"<matplotlib.axes.AxesSubplot at 0x6f72310>" | |
] | |
}, | |
{ | |
"output_type": "display_data", | |
"png": 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TB2oXrh22jDUOHcc4acdYacM42RYTByIr4IwDETkL1jg0YI0DdcauXcDttyvb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\n" | |
} | |
], | |
"prompt_number": 3 | |
}, | |
{ | |
"cell_type": "raw", | |
"metadata": {}, | |
"source": [ | |
"I will now separate the datasets into three 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 first addition of bsa." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"t1, t2, t3 =ts.ix[:, 10.:14.], ts.ix[:, 30.:35.], ts.ix[:, 47.:50.]" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 4 | |
}, | |
{ | |
"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": 5 | |
}, | |
{ | |
"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": 6, | |
"text": [ | |
"<matplotlib.axes.AxesSubplot at 0x6f80990>" | |
] | |
}, | |
{ | |
"output_type": "display_data", | |
"png": 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iKFu2dtk+7nsqGfFRITCX5tR7G0Ift6L6NZX+XmLmYbMDQ14e4dD2LSIZMvNM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\niIgoyHHYExERBbn/B/Irpt5lKyZlAAAAAElFTkSuQmCC\n" | |
} | |
], | |
"prompt_number": 6 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"We can go ahead and plot the post-bsa absorbance spectra over this by setting t3's reference to h20. Note that because pyuvvis doesn't have any builtin operations to plot two overlapping plots per-se, we just make a generic plot container using pylab and add the labels manually." | |
] | |
}, | |
{ | |
"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 BSA')\n", | |
"plt.xlabel(ts.full_specunit)\n", | |
"plt.ylabel('Absorbance')" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "pyout", | |
"prompt_number": 7, | |
"text": [ | |
"<matplotlib.text.Text at 0x9103850>" | |
] | |
}, | |
{ | |
"output_type": "display_data", | |
"png": 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iUpiILnVZ44JOFsIdo9ViZBUkU2W4YxARkcJEdKl7NU5ovZFX6ka3BzCVY8WH\nn4U7ChERKUhElzq0dugReaWeEAPAEYsPPvo43FGIiEhBglLq69atQ3Z2NrKysjBv3rxGny9fvhz9\n+/fHKaecgvHjx2PLli1t25HWDrXczrBh0Dm1O1DTASVuTsFKRESBE5RSnzFjBhYsWIA1a9Zg/vz5\nKC8vb/D5mDFjsHXrVvz++++45557MHPmzLbtSFsHoxB5Jxsuu/EqqK2xqOaz6kREFEABb0SLxQIA\nGDlyJDIyMjB27Fhs3ry5wTJGo7HB8nq9vtX7+erzPEDtwJkjhrYrbzj0G9ATWpsR1SKP1ImIKHAC\nPsbqli1b0KtXr/rXOTk52LRpE8aPH99guWXLluHOO++E1WrFL7/80uS2Hnvssfo/jxo1CqNGjap/\n/fYb7wE5Rtzy0G0BzR8KoiggymlArbE63FGIiChM8vLykJeXF9Bthm3g9IkTJ2LixIn46KOPcOGF\nF+K3335rtMw/S/14Fmsd4DJApYmssd//YvZocVRnC3cMIiIKk+MPVmfNmtXubQb89PvgwYOxa9eu\n+tc7d+7EsGHDml3+3//+N4qKimC3t26ENZcIwGVoa8ywi5VEuIw14Y5BREQKEvBSj4mJAXDsDvj8\n/Hx88803GDq04XXv/fv3Q5aP3ba+evVqnHrqqTAYWlfQLkGGEMGlHuMV4eUANEREFEBBOXc9Z84c\nTJ06FW63G9OnT0diYiIWLFgAAJg6dSqWLFmC9957DxqNBgMGDMAzzzzT6n04IENw6wIdPWSiPACM\nVfhq9dcYd/7YcMchIiIFEOS/DplPMIIgoKVo/c69BH8mH4b73Z9CmCpwrpr4b3zQZQMuPjwKn376\nQbjjEBFRmPnqPX9E3kPe/59T8ELl1oQ7Rpt1zewD1CShxGkNdxQiIlKIyC110QuVFLmlPmnatccG\noFF5wh2FiIgUIoJL3QO1JzIfZwOArG5p0NpNsKg4AA0Fh81Vi+/3f4aimoJwRyGiEInYVnSLMjRS\nxMb//wPQ6GA1cAAaCryvfl2G3P9NgccWB8SUYIB1BH55+YtwxyKiIIvYI3W36IHGqwp3jHaJdmth\n19WFOwYpTJmlAOM/uAHyD//BhD/Go+eXD+BXzXacdtuF4Y5GREEWsaXuUXuglSO71GO8IlzG2nDH\nIIXpe9NF8OafhYt1W1ClPoQEYTF6rLsGP5rWYlfBznDHI6IgithSl9Ru6CL8SD1eAryminDHIAV5\n4c1nUZJJxNLDAAAgAElEQVS5F+Nq4zD58ZuQ9+1yrP5xPQbJayD++S+cc+914Y5IREEU2aUuC+GO\n0S46jxrQ2fDVmrXhjkIK8cR3nyBq23jYsRe5Zx2bRClaH42prz6FISWJKOi8C4eKj4Q5JREFS8SW\nulfjgi5y4wMAzMkuoCYVr7/5drijkAJ8/sMKVHfejbNdwNqvG/6iOHLoaHSVtkI4cCb+9Z9rwpSQ\niIItYltR1jigkyM2PgCgX+8BEGqSUOLgdXVqv9vmzIF63xlwa0ogCo3/bcyY+yTSjqRjd/z+MKQj\nolCI2FaUtXbovN5wx2iXa6dPgcoag2rRGe4oFOG8XgmH0vYgp7wDvvji6yaXGTJ8BIbVlcKtlfDs\notdCnJCIQiFiSx3ayD9ST+0QD63dyAFoqN0uueFmyKKInt5iCELz95qo0u1Q7zoT81dyvgEiJfKr\nFV0uF9atWwcAsNlsqKk5AeYB19ZBK0f2kToAGJ16WDWtm0ue6Hg/Vh1CVH5fPPJWyzMefrBiOTIt\nRhTFF4UoGRGFks9SX7p0KYYNG4brrjv2KExBQQEmTpwY9GAtKSooAbRWdE9PCWuOQIj2qGHXcwAa\najtZllHS8RB62szok9W3xWVVogqn2GrhNlfii81fhSghEYWKz1J/5ZVX8MMPPyA6OhoA0KNHD5SW\nlgY9WEsef/hpQNLhnln3hTVHIMRJItxRJ8CZD4pYt8y4D7K5At1c/v1y6O1QBuHgcNz3/HNBTkZE\noeaz1AVBQFRUVP3rsrIyJCQkBDWUL4cKCwGnEclpncKaIxDiJcBr5gA01HZfHtwBXX5/3Pz4DL+W\nX/z5aiSWJeOggf/dESmNz1K/7LLLcNddd8Fms+Hdd9/F5ZdfjquuuioU2ZrlAgCXIawZAkUvqQBR\nwud534U7CkWooqQjyLB0wOgRY/xaXqPWoqcHqE3OhyzLQU5HRKHks9RvuOEG5ObmYuzYsfjpp5/w\n+OOPY8qUKaHI1iyXIENwK6PUzZ0cQE0aXn3rjXBHoQh0pGgf3Cn70buVT4Kk15UCrhjM+O9DQUpG\nROHgc+5Sm82GESNGYNSoUQAASZJgs9kanJIPNacgQ3Dpw7b/QBo0fBQWbT+EChsHoKHWmzjlPghp\nWTCaW/dY5KBLR+HjLQK+KtgSpGREFA4+f70/++yzYbf//ciVzWbDmDH+neYLFgdkiG5tWDMEynU3\nXwmVNRrVcIc7CkWgfH0NoktT8d6nH7dqvTvuvRtJ1XEoNPK6OpGS+Cx1h8MBk8lU/9psNqO2NrxH\nlU7RC9GjjFKPMUVB7zDAwlHlqA2qkgrR1WluccCZpgiCgB4eAXXJB3ldnUhBfJb60KFDsWrVqvrX\nK1euxNChQ4MayheX4IXaowlrhkAyubWwahzhjkERZtNvG+BNOoQezraVcrqzGvDqMH/RwgAnI6Jw\n8Vnqd9xxB5577jnk5OQgOzsbzz33HGbOnBmKbM1yil6oPT5vB4gY8V4RDgMHoKHWue3B5yAU98TA\nswe1af2Op6ZDPNoDr3+8PMDJiChcfDZjTk4O8vLyUFx8bEzp5OTkUORqkVuQoPYqp9QTIeNPoyXc\nMSjCFOjqYCrviHveuqdN6z81dy7eyL0ERabqACcjonDxqxkLCgqwYcMGOJ1/X/e9+uqrgxbKF7fK\nA4MU/FIv2WfFq5NuRnLdYViNVTgaPwyPvP0iYlNMvlduhQRBghxdCq/XC1GM7ElqKHQq4kuRVdi9\nzeurVSqkOfXY1aksgKmIKJx8NsiDDz6I8847D2vXrsWWLVvqf8LJo/ZA41UFdR9fz1uP/115ObZ6\nN+Chog14KX8P9h7YiCcnjMWaT9cHdF8ajwR49Hj1xdcDul1SroqKUniS96Ob2L5JjXq63fB0OAi7\nk/d0ECmBz8PdZcuW4bfffoNOpwtFHr941O6gTru69KXV2LH6abx5ZD2S05IwYcxF8JodKC/9CQvX\n74L9ubsRl/E2Th3cKyD765CaDNR0xJLfv8OtM28OyDZJ2S66ciaQmYY4jbHRZ27JhWrbISSauvu8\nK160lwI1KZh489348u15wYpLRCHis9T79euH/Px89OzZMxR5/OJVe6CTW/cIj79qC2349fP/w/zN\nGzBw0GgM0sXjP+8shM3rxQtTr0DM+S787/M10MycggF5PwTkdPnMJ+/Fq4/+hiqB86qTfw5qLdCX\ndMLCpe80eP+O8Wcj2mRHiaMUKZoukDtnYtaLbza7ndvnzMZnLz2M/c7DQU5MRKHgs5HKysrQt29f\nnHHGGcjNzUVubi4uuOCCUGRrlqR2Bu1I/ZEp4/Dezo0YPPgcnDFoLJ5e/RGSjUZ0MZsxb9Eq9MgZ\niLEjB+Kz/T/jmhHnBmSfmV0yoLWbUKXiADTkn7LYEiTXGaFW/X0Z6uZxudh0dCMWfr8Nvx1SY/7a\n77F767d4Z27zs7GNOP00xFpiURZVGYrYRBRkPo/UH3744VDkaBVZ64TO9+8jrfboVf/B3qp9SO7Q\nEd1jumLW03c3Xuah2Zhy8QVITtoDu1SA6to6xJobnwJtLaNLjxoNB6Ah32RZhqPjXmQVp9S/98Kr\nL+HPih8ATyL6Z52P+IRUGEx/YN0fy5CgW4Frp9/V7PY6uXTYHl8UiuhEFGQ+S/2vMd9PJLLGDn37\n7g9qxOX0oGL/Tmw5WIqzh1yCV5a82uyyby1ZgSsv/jdWfvMJpueej/fyvm/3/mM8GhRE89Ei8u3m\nhx4CXCYk1vx9ZufA6uXYe6QOWT1y8fkPx264rCyqwNXX1OKjzV9BOmcCXvum6efR0yU3fo8rgt1h\ng0EfvjkdiKj9fB7ubt26FZMmTUJiYiLUajVEUUR0dHQosjVPa4c2wCNb3jjxXHx3dANGDR2I1z98\n2+fyQ0dPxBkDO6HSdhhVZe0v41hZhDuKk7qQbz9s3QNVURfc++bzAIAbr74Va3dtwPCcgfjm279H\nh4tPTUDPrgPRMyMRVe49zW5P7y4BLGmYdNt/gp6diILLZ6k/8cQTmDFjBjp37oySkhI89dRTuOuu\n5k/lhYTOhkCO/C65JOhtAuokJ6JN/WE2+z5auX3a5TDGnYZ1f+bjzsv+3e4McbIMr5nXNcm3o8YK\nxFhicErvY09fqCv/RK1VRp0+G1ptw+GTn1/wX8QnDsG323bj5tyLm9ze3S89D1VZGvaU8xQ8UaTz\nWeoHDhzA0KFDoVKpYDQace+99+Ljj1s3I1QgWaqtgNaKTtHmgG3z9nPOw9qDP2BovyF4fZH/85rf\nfe996N8zCXbpSLsnxdA43YC5BCsXr27Xdkj5ahIKkek99k83b8uP2HRgM4Zm98eXX7zT5PIZGTno\nmGCGVzrS5OeDhgyGuTYapRoOVUwU6XyWuslkgtPpxOjRo3HrrbfiiSeeQGpqaiiyNemR+2cDkgZ3\nP35fQLYnyzJkuOEVZCSYe7ZqtqvBwwYgrdNQfPfHblw+6tJ25UhLigPscXj1ncXt2g4pW37REXjj\nCtAdx6ZD/mDWszhQYEe5lNbsOi+/+Qyyu/TGj/t2oKCo6UfXOrp0sHC4WKKI57PU33vvPXi9Xjz2\n2GMYMWIEVCoVFi4M36xO+w4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WkZeXh9tvvz2UGeu9/cb7gKzCbbf5v/9SawE6JoXvevo/\n3X3fo+ieEQWv7N/z57fedyc6WpJREMe51U82dUlH0MWtwtGaQ0hNCuzz6cercck4VOjGPZc1/GU9\nRQLcsbxRkyiSNFvq2dnZ+PXXX/HVV19h3bp1uP3228N29/hfDpQWAU4jBp/e36/lXS4n9peVQqdv\n//zTgTDk7L7o3qUPthzZipfu9u+u4oFePRwZe7B39/4gp6MTxavvLoIcXYIedS7sLiqBRhfcX0pf\neGY+4mPVsNganoLvbHcA0SXY8ceOoO6fiAKn2VJfunQpDAYDRo4ciZtvvhnffvstZLkN47MGkBMe\nwBXl9zC1154zEYVlDthd0UFO5j99bV8UW2zY/dN3fi2vdlkgVHTFpdPCe08Ahc6CTz6DcLQHqiXA\nYvVAUnUO6v5yBnVHeodYuI47gxTfpzNQ3QnT73k2qPsnosBpth0vvPBCfPTRR9ixYwdGjBiBF198\nEWVlZbjlllvw9ddfhzJjPbvgBZxRfi+vFSRkdtbivY8/DGKq1nn3uzcw/JTOOGT9A1UFtT6Xf3/F\nIiSXdsPeRJ6CP1kUaWsQXdkBMeYaZHeJwUfLgj8sc3JMEqqsDScQenruPKirklHm5XCxRJHC5yGv\nyWTC5MmTsWrVKhw5cgQDBgzA7NmzQ5GtEacgQXTr/V7e6i5Gl5REGKOMQUzVeglxXbF+7wHcf/H1\nPpc1GIwYCi1sXXZh4+bfQpCOwq0qtgSdbQaU1B4O2vPpxzMaklBY2XBWNq1WA0NdNMq19pBkIKL2\na9V0a/Hx8bjpppuwdu3aYOVpkV2QILj9H7+9oLoIiTHBvcmoLea9+jl69zTCKhdB9mN0PLGuGmJR\nX1z9EOe3VrpqSw08HfehlxPYXVQMbVRKSPbrVcXgYFEdyksbjgMf79TDYuAASESRInxzqLaBU5Cg\ncmv9Wra8pAj7iqoABPd6ZFuYk6LQJas3vj24BdcPvdTn8h99tQy9LRk40G0/JMn/gXco8oy/aipg\nSYHVWoGSCjfsdXEh2a/NEwXJA9xxxQ0N3u8oiXDG8NIPUaSIqFJ3CF6IHt+DtgDAnVdNhssjoVwT\n3pHkmnPl2CcRFw+o1XU+b0DUqDXo5a6CrHNj5DlXhCghhUOhYIWuJB2pSV70yIzG8rWfhGS/y75a\nhPSOUVBrqhu8n+ZxwxtfALeDg9AQRYKIKnWn6IHa4+d4cpKIjFQ9VnwcvEE72uO8a8egT+9e+KHo\ne1w17Fqfy//7yquQcvhU/JJ02OeyFLlKTZVItkajtPYwOgd4/vSWiKKIlLgEONwNj8o1LhvgNuCW\nmU+FLAsRtV1Elbpd64TOZfBrWZe7CikJsVCrw/tsfUv6p0+GS3BDZzjq89r6xZMux+mSAGfmHlx7\n7cwWl6XIJMsy7B0OobtbwJ7iYuj0oblJ7i8xxiRU1DW8We6hV+ZCqEzD7/s5TgJRJIioUrfp7Ijx\n+ndNvbKuDPHRiUFO1D4PzrkXZwzoh292f49Jp13rc/lYQwxi956JT+o2BD8chdylV0wHtDbE2Gw4\nfNQFhy20T21odIkorGh4+r13397Q18ShXM3T70SRIKJK3RVVgwQ/R7UrrKqEQR2am4za46xzZiI2\nToBelY+aoy3/j/ONj97CWEEHW9e9uHbKf0KUkEJlR10x1AU9ER9Ti+5pZqxctzyk+7eJBhwucmLD\n6m8avB9jN6JKXxfSLETUNhFT6k6bF15zJZK0viN/uPAdHCq2AU7/n2kPl+umTUKfnFOx8s/1eOii\na30uHw0H4nafjU+s64IfjkKq0FiOpKoEVNoL0Dk59I9idksdCJ1WxMIXXmjwfpKkhs1c1cxaRHQi\niZhSX796D2AqQ5zo+5GuZUuWwWAQ0HfMWSFI1n7Pz/kMvXsmIl/agvn3f9Dism8s+QxjBC1s6Ydw\nwYVXhighBZssy7B23I9smwp7io8iKiq019MB4Pk3H0Z6BxNkTcOZ2VLhgSfuaKNZ3IjoxBMxpf7s\ny3MAewxSuyT5XFYlW5CRbMSd99wXgmTtl5KWhJTogfhhzyHs37TY5yNuKQk6dNx1Hr6I+5XPrSvE\nxCm3AxoHkmwu7D/sgj3E19P/khyXAKur4RjwnWy1QFQ1Pv8qPINOEZH/IqbUHd4qwGXA7Tfc6HNZ\nu70MKXHxEAQhBMkC48Mvv8DIYX3xxaFvce3Qy1pc9qU3F2KstwYekxunjskNUUIKpj8qCqAuyEZ0\nhxpkdDTh8/UrwpIjJioJ5bUNH2vrfsYZQGU6nn6x5bNIRBR+QSn1devWITs7G1lZWZg3b16jz//3\nv/+hf//+6N+/PyZNmoQ9e/b43KZbBQgeHTpn+Z52tdJSgcSoE/vO9+MJAtA1ejR0ehFW7S4c3lnY\n4vJjJuWi95HTsbX3TpQWc8SvSFdorEByVTyq7UXICMP19L9otIkoKK9pcLbo3scfg6Y6CRUqTuxC\ndKtTpaAAACAASURBVKILSqnPmDEDCxYswJo1azB//nyUlzd89rVr165Yt24dtm7dinHjxuGJJ57w\nuU23CMCjPdZ+PhSWW2BSR1apA8CLH7+AU3uehW+378QDd17b4rJXTZ6CoVUHINalYtBVl4cmIAWF\nJEmwpexDjhPYVVQEY1RG2LI4BD2OFLnw/nMv178nqlQw1plRoWOpE53oAl7qFsuxm2xGjhyJjIwM\njB07Fps3b26wzPDhwxETEwMAGD9+PL7//nuf23ULsl9DxH604G0UljgAyb/hZE80z771IS4c3h8b\n/1yPK06f1OKyTy37BGfZs3BkwC9Y8OaiECWkQBt7yQ2ALMJgcWBvvgtOhylsWc4ecRFizCp8u2ZV\ng/cT3BrUGDmxC9GJzs8xV/23ZcsW9OrVq/51Tk4ONm3ahPHjxze5/Ouvv47c3KavCz/22GP1f7ZU\nl0JI813U7y/5BDHRAky9s1oX/AQRH2+GJJyCDvH7YMHvOHKwHJ27NH3WITk+GbEFRYiqG4eZBc9g\n6g0t/xJAJ6Z93groDvdCh07V6Gox4/ONS8OWZdoDk/H2B7cBqoaD0KQAOBBb1vRKRNQmeXl5yMvL\nC+g2A17qrbFmzRp88MEH2LhxY5Of/7PUP/zxEogep89t6kQr0joY8OSzzwUqZsi9/8XbuHVCOT5c\n9znuvvUyLF7d/F3Hn/zwDS6/chI+TrTgzHGX4fuvPg5hUgqEo3GF6FKUiVLnXnTpGP5ZBZNjE2F1\nNLwDvovXhvVxBagoLkFCx+QwJSNSllGjRmHUqFH1r2fNmtXubQb89PvgwYOxa9eu+tc7d+7EsGHD\nGi23bds23HzzzVixYgViY2N9btcjyBCl/8fefcdHUed/HH/N9k2y2ZRNhySE3qQ3RcCCiMBZUAR7\nQfGw3unZPdGfHTlRbChYULGgoiBNECkKAtJ7h4Q00rObZPv8/vAuGCWgGDKb5PN8PPYB+e7s5j0o\nvLMz3/nOyX8GCXpLSbCH9prvf8S/Xn6LS3r25cdNKxl13vGPcgAoikLL1HRa7xvEyvYryTucV48p\nxV+15cABfMl76OsJsDMrj3BzutaRsFvjKCirWeqqqkJFLGPvmKRRKiHEH1Hnpf6/c+UrVqzg0KFD\nLF68mD59+tTYJjMzk5EjR/LRRx/RqlWrP/S+Pl0QXeDkRV3uKiEmLDRvt/pnpKcn4bGeQYYjlvLA\nBj6cWvslTs88+ywDPTkouV3pfufJ788uQseYe+5HyW9DXlUh2Xk+3H/w1sKnk9EUzZECZ40Z8JPe\n+xBdcTKHnFkaJhNCnMxpmf0+efJkxo0bx/nnn8/48eNxOBxMnTqVqVOnAvDkk09SXFzMbbfdRrdu\n3ejdu/dJ39OvC6IPnrzUj5aWEtYAZ74fz0dz3iQ17lw2bivg+yX/xuPx1brtpNlfcH4wgdx2O7j5\nhr/XY0rxV2SbionOb06zGD9t0+x8veIrrSNRrprIzvfx8sPHrkqJT0rE6oqi0CRrwAsRyk7LOfWB\nAweyc+fOGmPjxo2r/v20adOYNm3an3pPnxLEcJJSLykqJvtoJbo0259671D27qIZ3Hyem9lLviI4\naiDvfn38+QeRtghiq8pI2DGM95O/45UyF+F27WZRi5NTVZWyxMMM2t2FHFcmqQmpWkcCYPSVt7B2\n0zf8vKnm3QCj3BZKZQa8ECGtwawoF9AFMagnvkb9+tFX4/YGKbc07PPpv2YwGDjz6pEMaNmdDfvW\nc+Ow4bVuO/Ob2fR3VhD0xtP+hvPrMaU4FYMuvRUsLlIqK9mRlY9er9316b826saLaO6IBGrOgI9X\n9VRFFh//RUKIkNCASj2AIXjiuGFGH83iTUz/9KN6SlU/xt16NUR0RK2MoELZyA9LN9e67dMfPsNZ\n+V3IanmQkTfJ+fVQtkfNx3qoE2GxCiVl0K1nf60jVUuwO3BW1Vw0KlXxEojJIej3a5RKCHEyDafU\n9ScvdfzlJMbYsIZZ6ydUPfpq2ft0TrmY737I56N3r631pi9tm7cl3lRA+vor+DJqOdt2b6nnpOKP\nOppwgPblNjzebDpnxPPo8w9oHalapDWeo6U1P5XHVTnB4OWNqbM1SiWEOJmGU+q6ACZOfPi9sqqE\n2IjoekpU/95Z+iZD24zgy4XbuHHM7y8T/J8vvv6MTkePYtp7Hn2eHX3Su76J+nfF+AcIxmTTy+ll\nd+4hkmNbah2pBr0xiuwCZ42xgVdeA4XpfPjVXI1SCSFOpsGUetDgx3iSc+rFzlIirDH1lKj+mU0m\nOoy6iG7xZ7B7/xZuurL2FeRmbfyA4U4blWYTHS45qx5Tij9i7ZFdmA524aiugq17nQSCobWgS5HX\nTH5hgIl3PVI9dvWtt2Asi6PI6DzBK4UQWmo4pa73nfSTen6pE0V/8oVsGrKH77sFf0JXinKMBPyr\n2Lv3+NcNW0xmBt/Ugz6HBrKrzV4uueayek4qTiTHkUnLkmiiIwOkJYXxycLQWrt//B13khxnZNPu\ntdVjiqJgqwyn2CKlLkSoajilbvBjOsFR5Dcen0T2UQ9VRNZfKI0sWfoePTIu4evFWbz0xOW1bnfb\ndeNwGI7QauOVfJ20ghkfvVuPKUVt7nr0OfwJB+hT5SG3/CBtkltgspi1jlXDhZcOpFmsHZWSGuOx\nfhOuiDKNUgkhTqbBlLpqqsJKsNbn161chtmkcPvD/6zHVNp5e/HbDG53HnO//5nrLhtY63bfzPuC\nrq58YjYP54afHudI3onv0y5Ov3mbV2PI7IwzOoxNB3IxGjK0jnRc8XYH5ZU1J8s1U4N4o45qlEgI\ncTINp9TNFYSfIK5eX0mSw8Kg/v3qMZV2IixmEgcPpUV0Gjn5m7jnjsdq3faTVZ9wgS+AMasbrR4e\nirNSFhDRUqYji4ziBByGUoI+PSNvuFnrSMdls8aTX1Kz1FsHnaj2fPZt26tRKiHEiTSIUvcGvGAt\nxxqs/Zy6J1BGQnTjP/T+a1Oe/ge6pL7s3u+lMucrcgpKj7udXqfnP7NeZERFPL6KJOLu6sXhzD31\nnFYAXHPPo/gTDtC/0kNB2X66ZKQz+vqLtY51XHqjnSMFrhpXT/hNRihrxu0PvaphMiFEbRpEqe88\ntBMsZZip/bxjqacYeyO+nK0233/7ET3bDeaz77bzzO0ja90uyZHALY9ezoj8lgTzu5Lxn4G8+epf\nv82f+HO+P7QB84EexHVrx/q9WUSGddA6Uq0KvSZKygJMGHt/9djkD2aiK04i33dEw2RCiNo0iFJ/\na9J08FsY8bfaS6vAWYrV3HgvZ6uNoihM+fIj+nfsyaKfV3DD8BG1bjtk4BBefv9+RpRGY98wmr9n\nvkyPS/rjD8gKYfUhEAiQm7yXzsXRlBxeR4ULevcPnVXkfuuef95H80QTew9vqB6zRUdhdUZTaHZp\nmEwIUZsGUeqH9maBO5Irbqp9pnduiQsdjftytto0i7ER2eEcoiwxFDvX8fCjL9a6bVpaOp8smUI/\nUyXdtlzLhlgvEXen89Kk2l8j6kaPS69GNQTo5C+j2HmE7i3T+NdT/9I6Vq3OubAvzRx2AmrNGfBR\nHitlYTIvQ4hQ1CBK3aMLgNuG0Xz8G7U8cM1Yco/6qPA1vuVh/6iZ057Hmt6VNduLKdk1i/1Z+bVu\nazQbmbdkKp3i8xiW1xvT+qv5Z9YrRF7fjskvvEgwUPtVBuLU7QnPJOFAV/qPGM7GfZlEhXfSOtJJ\nxdniKK+qOVkuUVXkxi5ChKgGUepVShDFE17r87klR7DbdEyd+UY9pgo9K+YvomengXy8eB3PPHwT\n/uCJy3nGjE/5z5TbuDDhIEOzRxDMuoB/ZL+K9fYWnD9sJHnr8whUBWSZ2Trw7PTpVKVvZ0iFnnXL\n51BSFiS1dVutY51URFg8eSU1P6m3VCoJxOTgccq91YUINQ2j1HUBdJ6wWp9Xg5UkO6wkJMTVY6rQ\nNHvhfIa0O4tvFi5g1E2jTrp9m4xOfPbVZ4wYbufcmDwuPngBjj1/4ztHIUmftyT69nb0uXA4/xkz\nhYJ5BQTd8in+VEz+aibmQ70YOPpCSiuy6NqqGRPffkHrWCelGO0cOeoi+KsfEBN9ZRCw8uSzH2qY\nTAhxPA2m1PVeS63Pu73lxNvt9ZgodJksRs4ZexdnpbVh5w/fMPSaMX/odX+//hnmfP4ZNzxwPv0i\njnB1Xlv6rLoDy+5LWK82596YV0n8vh0trj6bq4fdyfrXN+DOcp/mvWkcSsqKOZqxm37FaezZtJGf\n9hwgxh76h94B8ioNVFQFue/KO6vHBt90GxS2YMnPyzVMJoQ4noZR6voABl/tpV5eWUpsRNOcJHc8\nt91yBWXpbXCYIynfsZBzrrr1D7/2krNG8fmc2bw+50XOGuOhU6sNXGwyMXb/mbT/6QoKSjsyMyKT\nnpnnYH+mEy2HXcID10wmZ3EOQa98ij+eXqNGoVTG4/AXU5S7BZ9Xx1kDhmkd6w957NFHSUs2k1uw\ns3ps2FWjMZU5KDGXnOCVQggtKGqInjBVFKX6XG7iZYNw+6IpnXv8+zj36BBNt9SOTFv4Q31GDHmD\nL72Iop0/YI+wQY/r+X7qM6f8XpUeFxMeGUb27rbEKHrKfFms9oaRafTjTcmGhG3YjqbTPrcN4/oM\n5aq7rsMSVfsPYk2F3+/HNL4THbN7s+Wb97no7GRMQQdfr9qqdbQ/bHDfRKLNSXy2fGP1WOzQ0Si2\nIxR+Jn/nhKgrv+69U9UgPql7DAGMAVOtzx8tqUDBVo+JGobFs+eT1qIfR0uLMW75jMvu/88pv1eY\nOYIXXlzOR3PfYsqcN3hmxiT6pVdwfWUUT5bauWDd+Zi292dtIJqb8yYT/nwsaVf35plnn23Ss+l7\nXHQJqtVDF3c5V48YyqqteVhor3WsP8Vhi6P0NzPgHX4jznC5sYsQoaZBlLrP4MMUMBz3uUUzv+Zo\nsY9y74lvy9pUzV6wiC4ZZ3IgN5OKH99mzL/frJP3bRbXlhnT5/HWind47ItveXHGI4zovJd7jUe4\nbucZtFhwBzlH+vDIkRlY7k+k1zWDWffThpO/cSOzIyGH1AO9eG/RF1goIj0+ktfmTtM61p8SFub4\n3Qz4NJ0XX1RBk/6BTYhQ1CBK3W/0Ya6l1Ge8/y4R4XDxjWPrOVXDMfPb7zi71SCOFO5j35fPMPCq\nv+M9yeVuf1bnpN68+9ZSXpz7La8ufJvbHtAzLvYI129pT8y31/NzUQv6zD6XxLta8Ox7/yGoNv4y\nOHv4KPwJuZzlCfDtV3NYv28H7Zt1xhHbsO5RoDPayDpagd8XqB7rGCxHDS/jh29/1jCZEOK3Gkap\nm9yYAsePGtRVkBhr5qprL6vnVA3Lu0u+pXfaIMLDSjjyw/tcdNPFvLFo9Wn5XjazjfvGPMOrX85m\n2vLPuHi4kWu9mbT7/BaOLrudR36aju3eRMY9dTtuX+OdQb8+6gCOnQN47ZPpzJr2KjmFVeiUdK1j\n/Wl5pWYCwSDjhh+7m5wpMgKKW/Lo5OkaJhNC/FaDKPWg2Y0pePyofn858faIek7UML377WKSIv7G\nwPRWrPtyHt++cjPnjxnHhh2n7zaaBp2Bqc8+w4zvFvL+wmsYn7iFM5efTXDB/by1eyeRjyYw4r6R\nlFc1rmVHh4y8karkwwz0BLCFW8ks3MHZndoyc2nDu7b76Rf/j/QUM5WerOqxCe++g64kmTJ9robJ\nhBC/FfKlrqoqqrkCQ+D458zdnjKiw+Ua9T/q46UfMWTwk4xqM4i8g3lsWTyNCQ/cxCXDbuH7Naf3\ndqy9Wnfh1W9nMGf9s1zZYg9DtmUQ9uXDfHNQR/SEZvS/aQilruPfPrahWW7eSuyugUx49Wmu/dvf\nWLsrDwudtY51Ss7o2o6UmGi86rHJctZIG2EuO0UWp4bJhBC/FfKl7ve6wOIkXBc47vNlrjJsZrlG\n/c+48rFLePvnpXRIG8PlHXtzeO/PrF77DlMfv5Txl13CbUPGk3f09M1sjgmL5r35b/HN+jc5t9Vh\nrswNI2nhPfxYaifm/9Joc9l5HC0sOG3f/3TreeEleJJy+FvAS6d2bfH4DtK7bRIfLv1E62inLNYW\nR0lFYY2xaI+Z0jApdSFCyfFnn4WQPRvXgsFNTC2rxBaWO2kTL5/UT8X0Ba/h83i5bcD/4UtcxcGc\nHcw78DUtUsJ54MZVtIxoj5soPGU+eieewchpd2Aw1N3PgQadgS8XvE5QDXL9lTdiKTKzZu3VbI/J\nJmFiG5J2d+W7596mfbtWdfY9Tzev18PG1F1k7DqXCW8/z8jBF7Nyyz5GdL4InS7kf4auldXkIK/k\nQI2xZCVIttzYRYiQEvKlPvuT+RBuZfjwHr97rry0lPziKrxBWeTkVBnNJqav+T8APps0i5kLtxGp\nzGNXZhaz9m0hLAzSUxUOeh38POozogKpqFkG2pqTGfrmPUR0SfzLGXSKjg8+ex9VVRl/z22ctU9h\n196h/EgFHd7tReyOXsy9/z/0Ozv0l1Zt+7dRqOkGBgVKSE1OwUgmqXERPP5+w55QFjREkJlXidtV\nhSXil7shdlLKWBOTS1FmIbGpDo0TCiGgAZT67oNZ0M7EmGtH/u65u0fejNMVpMJc+x3cxB836t4r\nGHXvFajBx1k7bT4zl37HVl8FtqKdFLpy2ZW1g8yc1USEq7RKjGLOHQtIMKajD0YQXV7GWSMuo/+E\nG1GUU1szQFEU3nh5KgAPvvB/tFz5I7lHzuN7azFnfjMA2/P9eGbQjdxx3+V1udt1ZvQNd3DojB85\nd9s5TFvwGVcOGcnyTVsZ0XMQaakJWsf7S3JLzZjNKrcMv5YPln0OQJS3HCpj+cdjbzPj/Yc0TiiE\ngAZQ6hV+P/jNhEf+/g5sPpOPBIeej79ouOcqQ5Gi09Hn1uH0uXV49Zjf52XR3Hf4cfpycnUlHPXn\nc8RZwNrDu8nM9pCaaGHl/F0krvgYqyEOC0fpc+l1XDH+ulPK8Nz9j8H98PLMd0n65E0qy3uzIKKC\nOwtv4b7LpnK5rg8zPnsyZA5p79m1k89Ni3HsOJfzenT45Qcb/0GS4sxccN0/tY73l838cjrnnDmf\ngPHYXIdbn36Z/7x5BzvzNmmYTAjxayG/9vvw4Zczr+U61JcP/26bqy4cyJ6sDfy8XSbraMHtczPl\nwSlkbdjAEVMOHl8eRaU57D7owoCBTmnNSYttTYTRzrlDL+Cyu099gaCPl8xn3ktP4nfE84PXRXbz\nzeiyOtI6pxnfTHmKVmdk1OGe/TmVLifx48/G7UnguiI97yyZz02jbmTh8g8Z0XMQU+ct1ixbXRp2\nVnPMBjtfLt9WPWa9dDhJgQAH5izQMJkQjUNdrP0e8p/UfSgQMB73Oa+3DIetYa3O1ZhYjBb+Nelf\nNca+nbeVBS+9RYV9HSWuYrbmrGT3gSo25ixj9rwv0Ck6Xnnnfewpf+4c7JjzL2LM+RexOXMHz99w\nB0UVF5IZXsjejN20/rgr1oltaedKY9pjT9C9e8c63MsTK3eWkHzHOVQq4YzKjmD6yl8OTTuLthMf\nYyCl54X1luV0iwmPJ6s4p8ZYpNtKcaRcqy5EqGgApa6C//g3c3G5y7CHycz3UHLBsM5cMGwKAJVe\nJ+Pvn0KbtvMJlBSx9cj3HMj0cuTiPqTEncGVAwYz7KHxf+r9u6R2YObSpbh9Hm69diz9CwNk5w1m\ni6pnc3wWPT7vi+H1DBJKUxjd+zyeuud2LKbTM5HypzU/MmjqOHy+eK7KjmX69x+hKApXnHMJK7dt\n5JIzz+bfT9x7Wr63FswGBzlFO2qMxQX07LY1jrUFhGgMQr7U/YBSy7rvJc4yEm1J9RtI/GFhJhvv\nTX4YeJjDBUcZ/8ir9ClZztHCg8xZ9RW7M39kxk9Laa8P8tisWej1+j/83hajmRmffABAmbOCmy8b\nSdjOCJx7BrA7wsAhq59J+z5g0oTHMee3xlGSwQ3nDeP+668mMsJ8yvukqipb5u/j6omPs73jaowV\nbRh7RM+kJe9jNpoIBoOo/r20SAmj44CLT/n7hCKfwU5WnpuCQ0eIS28GQDOlku3RefiqvBittd9J\nUQhRP0L+nHq/ESNZG3eQwDs17/ClqioZqRYGdRzIuwu/1Sil+LNUVWXy7G/5cepEzIFMlm3fT7jJ\nzBlt+hKnRPHU668Q26rZKb9/IBjkqQeuY9PPuzCXmHDabOw0mcm1VeJOOgKxh1FKUrCUxmH2mTCi\nJ9IcTkJsNCnRsaTFO2iRHE+8Lh6j24CrpIAdh47w7bbNHFLKKQ2vwt98G7qyBNof6sOA0t28tnpV\n9Yz/kecM5bsNixg1cAhvNbLzzCOGXsnanz/ngk7n88H3iwC44dzBvN/3J16Nns7t/xqlcUIhGra6\nOKce8qXeY/hlbI49gv/9tTWe/2L6R1x75zVcdPaFfL6ocf3j2VTkFZRy6/gbSCjdz+aj+9lz0EPf\nDh2wxnTn1svOY+jYU5s5/2vFFQU8NOZy9hQE6BipEJZcyZaKaPZURFARNOJV9Xj04DcECJjdBM2V\nYC0DSzEoQVD1UOVAqbATWWElzeDifEMuxiw/Xe66mzGjb6/+Xu+9/g6TX76XNs3jeOPTdcTGNq5T\nQ36/n35dYmnTvCMfLVwFwPzZ8xm28EHOOXgGS79teOvaCxFKmsZEOVVBd5zD7199/DVGA9xy130a\npBJ1ITEuijmzviIYDHLrP/9Jl4RVFPgO8cOaD9i25RvS3/2MlimpvPbhFPSmP35o/tdiwuOYOmd5\n9deBYJCluzbz+jvvUHowC7XiAD5vCTFmlQjVgK3KRLjLiOJrTsCtJ+hxYnEewOcxYIqPZNQ9T9Hz\n0it+930CgSBzP32FKr8Lo9qj0RU6gMFgIDEqlkpPUfXYRZdehPGTSRw1yRUoQoSCkC91rxJECf7+\nH3TFWEZCrIkhw87TIJWoSzqdjmmTJwOwbPXPRD07npiIElbtWcTH81W291lFdHwnXnr+EVp2bf+X\nvpdep2Nwh24MfnFKXUSvNnLAIJZv38LoAcN4Y87cOn3vUBJtjedgyf4aY+EVERy1VGiUSAjxayFf\n6j6C6AK/L3V/0Cm3XG2EBvXryaA5a/H6/dw8diRnt8on07WLxT9sZdjFS0lu3pu+Z7Tm6ddeOOWV\n6+rahWf256dtq7h+2EAmvjNL6zinlV4fR3Zhzfkt0T4jOTGN69a5QjRUIV/qfkB3nE/qVe5SYiLk\nGvXGymQw8MF7XwPwzDMvkGz/FPSFfL9pLq9/oOeHnxYSFdGOYWOHcuu1p7407V91Xv9BrN++mlsu\nOpvBQ+7AZG3c9yHwmCLJzvOxetFC+g355Rr8ODXIwZgcgkE/Ol3I/5MiRKMWGmtsnoBfCaIP/j5m\neWUpEebGd95S/N7DD9/PSx+t56EXNnFG1/O4/dKeJCZk88PWL3jpiXu58Py+XHHxNfzz6r/jclbV\nS6a8onzOPbsH67esYOyFvYmP78MFN/z+/gSNTVRCNHHRBl57aWL1WHOPH8JLefMNmSgnhNZC/sdq\nvxJEr/6+1AvLnTSLaa1BIqGV+MRoZsz45fLF1yfNIC72Q5SyIvaX7OG7DWuJtYezZ8RKoq3phFWm\nkKQGGfT3Wzn74u7ow05tot2vBYNBnnvvReZN/5TivAOUVZZz2+ChtOo2kLEP3v+X378heH3aq2zs\n9DGq/tjEuOsfuIMvvsziw00LGX/7DdqFE0KEfqkHFBW9WvPQqt/v52hJFf70Wm6yLhq98fdeB/xy\nydusd34g5fMP8QfWU1yVz5aD37HnsJtEh5nVryzm4/fSiA8kEeG24YtwQfQ5dOrcjbad4ohsbkc1\n61DNOoImBdUEQZNCpddNXt52Pv36czavyCTetZMKbznbDhcQGw0Xde6EwdCF8ROfIbVFirZ/GPUs\nIdJBRdWx+6iPuOgCLNP+Q45RZsALobWQL3W/EsTym8PvY4eMoag0gNcg59QFXHFTf664qT8AvnI3\nrz21hOxNX1Ns3EFhVSHrczZzKPtH3J4AcTF6YiPnsvyAGePXJoI+PehUVF0AdEHQBVGVAOUVPgpL\nfRQW+3F7g3RubaFdSku6pg8i0rqNs695gfOHXqDxnmsj0hzPvtJtNcZiKsIpjM3XKJEQ4n9CvtQD\nugAGf82YQYOHmCgdn86VW66KmoyRFu55YThw7LaxW3fu5a3pc6jMXEN+2U58ihk1AOgDmAxBFFUH\nAR34jRAwgF+PIyacbslWHJF+9A4X5Z4CRt71Hmd17q7ZvoUKvd7BkaNOUFX47wTFlKCO3Bi5sYsQ\nWgv5Ug/qVAy/OfyuKC4Soq3odKFxSZMIbZ3bt2bKi43nxipac1rN5BcEmDLhSe584nEA0gOVrIvK\n5ectG+h5hvzgI4RWQn72e0AXwPibUvf6y4iLtGmUSIim7cprryTJYeLnjSuqx1r07gxF6dz/4Esa\nJhNChH6pK0Es+ppr4TrdpXLLVSE0csWoS2kWE0UweOyWq08/8xTGwmRyjLIIjRBaCv1St1QREaj5\nSb3EVYZVrlEXQjMOm4PyimNrwBt0BuwuG3lWube6EFoK6VKv9HhQI4uJ9Nf8pF5Y5kLRy+F3IbQS\nZnKQX1JcYyzep8cVdVSjREIICPFSf+a5VyAyl8RfnT/fvnoTeUUevEGzhsmEaNpUfQyZ+S78VcdW\n8EsJVBGIzWTn9v0neKUQ4nQK6VJfvXIjBPW88NTj1WNPP/IEXh9cesMYDZMJ0bQVKXqKi1X+ec1V\n1WPt2nYCZwIP/etpDZMJ0bSFdKm7ggEUVxwJbdpWj5nMHhJijVxxpZS6EFr59Mt3SYm34A4eW0Vu\n0mtPoS9IJdNQomEyIZq2kC71cp2KwRVVY0xRqrCHm9Dr/vpa3kKIUxMdaSMlJhqv99hkOaPeSER5\nFFnmMg2TCdG0hXSpuwx+zFU175keUN2Em+V8uhBai46IpdhVUGPM4TdRGlmoUSIhREiXeoXJXm5A\n2AAAIABJREFUg9Vb8/7U/kAVYebGfc9qIRoCszGa3OKaM+BTgn78cYfZvnlbLa8SQpxOIV3qVZYq\nInzGGmMevxuL0apRIiHE/7gCkRzMqeLnpd9Vj7Vs2x7c0Tx4/3MaJhOi6QrpUveFu7D7ap47d/vc\nWAxS6kJorVvnTvh8Cm9NeqV67NUXH8OY04p9JjmvLoQWQrrUA+HF2NWaC8+4vVUYdFLqQmjt6def\nIyPFRiB47BB8mMVCjNPOkQiZAS+EFkK61LEVEqV6awxVejwoOjmnLkQoSImLo7Si5n3U0/wKFXFZ\nqGpQo1RCNF2hXeomFw5TzQJ3ub0ElTCNAgkhfi0iPJEjxTWXhm3hr0QNL+XVD97TJpQQTVhol7rH\nxi1X31T9ZUlOJs4KL1V+k4ahhBD/4zE52JdTzv6tW6vHRt51PUp2B979fJGGyYRomkK71Kvs9Bpx\nbvWXz9/5CIXFASor5Zy6EKEgxmbD74dn736oeuzyS0ZhK4rjiLnoBK8UQpwOIV3qijscXcSxxWeC\n3kICQbh85FgNUwkh/mf6hx+QkWID47HZ7oqi0NxjoSQqD/U3E12FEKdXiJd6zXPnHp1KfIyRsfee\nr1EiIcRvJTviKanKqzHWJuDBH3+QnfvWaZRKiKYppEtd/5vV5DxeLw67BYNR0SiREOK3IsLjfzdZ\nLq6NA4rSGXfPZI1SCdE0hXSpG7w113iv9FYRaZPz6UKEErcxhn05Tjb9sLp67KUpU7AUNJc7tglR\nz0K61I2/muX+xZuPkZ2Xizk+XMNEQojfatO6A34/vDbh2eqxMFMYyS47edFyXl2I+hTSpW5Sjy0R\nu2nW96w7fARPdKqGiYQQvzXxP8+TkWJD1dX8VN454MGbvI9N29ZqlEyIpiekS71Zdkr1711VkUTY\nAsRYU07wCiGEFlLiEimszK4xFptqh8IMxj/4okaphGh6QrrUb+m+uPr3blOQyAgjbz/1Hw0TCSGO\nJ8yWzN68XPw+X/XYW9PewZaXxgFz8QleKYSoSyFd6hsPja7+vUfvxmYxExOXoGEiIcTxOD1WDhxx\nM/68Y39n9To9LdzhFMVlEwz6TvBqIURdCelSv2fysUVmfEol4WaZ+S5EKJr9zZekp4ShC6v5qbyj\nr4JAbDbPvThJo2RCNC0hXeodO7ao/r1HrSDMJDPfhQhFFouFtKQkiqqO1Bgfcud16I505rPlqzRK\nJkTTEtKl/mtufwVmvZS6EKHKFpnE3vycGpewXXfpSGKKkjkYLterC1EfGkypV/kqMGLTOoYQohZe\no43dhyv5+/lXVY8pikJbv0J50mGqfnPfdSFE3Wswpe7yuNEFI7WOIYSoxfSp75ISb0FnKKwxnlxV\nDiYPl13xiEbJhGg6GkSp+3xeyis8BCujtI4ihKiFIzGBFskJlHizaoy/Pu9jzJkd2a2TT+pCnG4N\notTfevJ+ikp9FPlk9rsQoSwqOpn9BTXPqztsMaSUR5Idky9LxgpxmjWIUi9c5aS4CBwd5Bp1IUJZ\nMDyCHQed3HPZuBrjXT1evCm7+OCjzzVKJkTTcFpKfcWKFbRv357WrVszZcqU3z2/a9cu+vXrh8Vi\nYdKkk1+/qhqCWKw63n7n4dMRVwhRRyY89DgxUSYClYdrjPccfh5KUTpvfPi1RsmEaBpOS6nffffd\nTJ06lSVLlvDaa69RWFhz4kxsbCxTpkzhvvvu+0Pv51HKibGbiIywn464Qog60rn7WbRKiafUX3Md\n+Af/8U/s+c3YE360llcKIepCnZd6WVkZAAMGDCAtLY0LLriANWvW1NgmLi6Onj17YjQa/9B7unXF\n2G2Wuo4qhDgNoqObse9oZo0xRVFo69FRkniQykqnRsmEaPwMdf2G69ato127dtVfd+jQgZ9++olh\nw4b96feaMGECAMv3biOI6cQbCyFCQpUulm0HnNwxeAyvLv64erx1hZs1EcWMuvxRvpn/soYJhQgN\ny5YtY9myZXX6nnVe6nVpwoQJqEGVNd+9gt7f4uQvEEJo7oMZM+jXuxlBfV6N8Zfnfc5nt41gF0dq\neaUQTcugQYMYNGhQ9ddPPPHEX37POj/83qtXL3bt2lX99fbt2+nbt+8pv9+BdXs4mF+G2ZteB+mE\nEKdbbFwMrZo1J7fiUI3xmMgoUpyRZEXnyaVtQpwmdV7qdvsvk9lWrFjBoUOHWLx4MX369Dnutn/k\nL/aLzz/L4cwgNr+jTnMKIU4fS1RztmZls2vT1hrjvSsDeJtvZ9q0LzRKJkTjdlpmv0+ePJlx48Zx\n/vnnM378eBwOB1OnTmXq1KkA5OXl0bx5c1566SWeeuopUlNTcblcx32vvOB+9HqFiy/ufTqiCiFO\ng2C5naISP6/c91CN8Q7nDUApS+StT+ZolEyIxk1RQ/Q4mKIoqKrK6CvOZMXytezfX4HVZtY6lhDi\nDzqndzOSwyP56PsdNcYdlw7Fj5/S2Ys1SiZEaPpf7/0VIb+inN6vEmE1SKEL0cDExbdmY9YBXP+9\nzPV/unpMlKXuIi9/n0bJhGi8Qr7U1WCQCKtcziZEQ1NSEcaRfC//+ttVNcaTXVWgU7j82gnaBBOi\nEQv5Ug/4fISbpdSFaGgWfz+Pbm0TcepqLkQzbek8wjM7s8+ao1EyIRqvkC/1oM9HmEUOvQvRECUk\ntmJz9n4qyo+tImcyGGnliqEgPhefr0TDdEI0PiFf6j6fD6tJlogVoiEq99g4lOPmnyOvrjHezukk\nGJfNNdferVEyIRqnkC91j8+D2SilLkRDtHDxPLq0SqRK2V9j/JEZL6DP6so2V75GyYRonEK+1N0e\nKXUhGrKkhDasO7iPnVuPXdrWuVUbEosSOWBzEgx6NEwnROMS8qVe5nJjMYVrHUMIcYoqqyI5Wuhn\nyv3/qDHe0WfEnbqLp56coE0wIRqhkC71yko/ucUuTMZYraMIIU7RvBVz6NkunfyKPTXGr7xmEEpR\nOl+v26xRMiEan5Au9eHnP0hRqY+jhhitowgh/oIoR2t+3JXJW5PfrB678bqxJOa2YqethECgUsN0\nQjQeIV3qLdVvSXDoOcsu17MK0ZClJnbHajawcf4n1WOKotCrSqEqfRcTJj6rYTohGo+QLnXCfaTE\nRDJ28icn31YIEbImvv0MXdq0YV/xrhrjo68ega4ggy+Xb9MomRCNS0iXeq7HTXJ0EuHhdq2jCCH+\nIpOtJT/tyufWi6+tHhtz8zU0P5rC/qgCvN4CDdMJ0TiEdKlnHS3CaE7QOoYQog5cO+Z2WqXZ8Jfv\nrjHev7IKT/pW/v4POQQvxF8V0qV+MMdFpUdKXYjGYMSVg2nTogNb8/bgDwSqx69/6H4MeS1ZuTtP\nw3RCNA4hXeoer4rJLOu+C9FYVBkS2JVVxtiBw6vHBp8/mNbFSRxI2UtFxV4N0wnR8IV0qTuiDbzw\n2tNaxxBC1JF3p8+gZ6c4PBypMd67OEgg8QDDr3hKo2RCNA4hXeoxNgst26ZoHUMIUUdiY+00S+rI\nuqw97N25s3p84twPidjfi23GbFQ1cIJ3EEKcSEiXuj0sTOsIQog6VlISRnmlnxfuPHaHtrioWHqV\nxlGYsZ2Faz7UMJ0QDVtIl3pYWKTWEYQQdeybZfPo1TaDo56as+DTFaAynof/b6Y2wYRoBEK61Cv1\nciMXIRqj6Ki2/Lg9i6vPuaJ6bPq3M0jJ7MyOqAKqqjI1TCdEwxXSpX7jBdeefCMhRINzwz0PEWOz\nEvmrJaAVReHMIvCm7mfk9Q9pmE6IhktRVVXVOsTxKIpCiEYTQtSBS/v3osS/hw9mbKF5mzQANm7c\nzJnP30uUU0fW17MwGGQ1SdF01EXvhfQndSFE4xVQk1m/zcmz/7iteqxbty70LY0lr90W3n3vOQ3T\nCdEwSakLITQx58ev6dG6OUX+mjd56d06GV1hC16ctUtuySrEnySlLoTQTHJCN777+TA39R9aPfb8\nlJfoVpjCnrbrWfj9yxqmE6LhkVIXQmjm3y9OIskehSmu5mz3MwClKpaHJq4jGHRrE06IBkhKXQih\nmXadWtI6vTcrduzm9X89WT0+/ZtZdMhuy7Y2G1iw/BUNEwrRsEipCyE05YhNp7hQz+7sudVjiqLQ\nR/VDRRwPvrBazq0L8QdJqQshNPXWrDfp3bonP+3cysKPZ1WPT5s/i065Ldjebg1zlrygYUIhGg4p\ndSGE9szxHMwMMG/mS9VDiqLQ2+SBgpY88som/P5yDQMK0TBIqQshNDdn+WzO7tqdVQc2s3DuscPw\nb301mzMKEtjZfhWfLXhew4RCNAxS6kKIkBCGg5wCL/NefbZ6TKfo6GHxocvswmNvb6Kq6oCGCYUI\nfVLqQoiQ8MF38zirW09WHN7Elx98XD3+9lezOdMZw4F2q3lgwgOyfLQQJyClLoQIGWZvFEVlPr6f\nMaV6TKfoGNSpHcY9A/j4UDYFBV9omFCI0CalLoQIGR99v4C+Z/Rm6eH1PH7d/dXj/zfxCf7mtlLY\n7CCjr/1cJs0JUQspdSFESNGZ0nA59RQ5F9Y41P7UtGeIXz+cFW1/YP26hzVMKEToklIXQoSUz+bO\npF+Xs/nsh22MGzSserxdsxYMM5QSKOzA9RN343Su1zClEKFJSl0IEXKee2M67VJSyVV+ZuOKpdXj\nby76iD65SexutZ6x/3gMv9+pYUohQo+UuhAi5KS3aEZsclt+3FTEey9PqD4Mb9Kb6NOtGZafruIb\n/W42bB4vs+GF+BVFDdG/EYqiyF9WIZq4Kwb0YXP2evqlXMX7K2ZUj984eBTvNc+iQ1kEi6eMIjn5\nFg1TClE36qL35JO6ECJk9Rx8ORY1kmDUGrL37akef+Wb6fTb344dGRu54vZFuFybNUwpROiQUhdC\nhKwHHvsXnVq2Yc6yvUx65J7qcZvZxpW3nk30iuv5KWM5T8+4DZ+vUMOkQoQGOfwuhAhpqqpy6YCu\nbDq0jQtaX8ZbS4/dye2WISOYHmiOrfVCPr8+nfN6L0SnM2mYVohTJ4ffhRCNnqIoXHLtPTSLacYe\n17f8+6p7q597Y8FsRgdLKC9tx7i3S9m24zpU1a9hWiG0JaUuhAh5N9x6I7GRLcjK9ZNZ8g17Nu0A\nwKAzMPGrSfTe1YaDRg+jX8xh+/YxBIM+jRMLoQ0pdSFEg/D1ymX0aNObr1fv5eV/jyPo8QKQEpnM\nv144j7TvRrErMpPRL5SzffvlBIMejRMLUf+k1IUQDcYnS75jSI8+zFr1I3dcOhr+e/7x8sEjGHW9\nQsL8sexwbOGapxW2bbuUYNCtcWIh6peUuhCiwdApOu6c+CbdWrVh8c653Dzg6urnXnj03wwfcJCo\nubextfkPXP+Mla1bRxAIVGqYWIj6JaUuhGhQzureheSMAaQlJvHjkdlcM+CK6ufefmc6w3psJ/yr\ncWxO+54bn4tm69ZhBAIuDRMLUX/kkjYhRIM0auBgSrw7yS4oomvyUGau+LL6udEjRjJnT0vcl0yj\n18EhvPHgYTp1mo3JlKBhYiFOTC5pE0I0WZ8tX0yY0oKkaAdb8hZw5YDLqs+xfzL3C0a02Y3l61tY\n12Ihd73QknU/96a8/CeNUwtxekmpCyEarK9XrcRkaUFceBy7Chdwbf9LwPPLrPdP537NiG7bsM4e\nz6rmC/jXGz1Yu+lycnLelKOAotGSw+9CiAZv2Fnn4nTupchzlH7pA3n17XewpDYD4Ja7buHLOcmU\n/O0DOjrTeGSkga6tmtG69evo9VaNkwtxjBx+F0IIYN6PS7GHnUmL2JbM3biE++8axc53fznH/vYr\nb/PwUy1os+BCtuHmoW/yeWduChs39sftPqRtcCHqmHxSF0I0Gi9OeIPNP3zA3HU/cfV57TjDfRbj\n5r0FisKKXZt4/NLnWNY+QFTqT5xRfCtP3/oq7du/Q2zsMK2jC1EnvSelLoRoVI7mlfLIjVcwd+1y\nBvaOxuruwXtffQx2O4UVxdzU8ya+ieqEbuDL9MsczoPX7aBNy7PJyJgoh+OFpqTUhRCiFtdecDkb\n9y4jaCynb7uzePK2B2l20RD8QT9jel3OvNJzcA9/kS7lyZwXP5hRI2fTocNMIiK6aB1dNFFS6kII\ncQIX9rmJMOMmvtuyiUvOakWEqz2vLZ8NOh2T3v2YqU/tYG/XHdhSV9L/8DXcOXYOnTrfTrNmd6Mo\nMuVI1C8pdSGEOImlS9fy+YsP8N32nwmzeenWrgeP3fw0LYaeQ2lVOVf1eIBvzRkEBz9Nl9yOdE06\nk9tHfU96+uPExg5HURStd0E0EVLqQgjxB40ZNITyqiJ+3LmB0Remo8/PYMrsz9DFxDDuvidZ9FUk\nh9tuxNTpc3rnjmRw9ygu6v8jaWmP4HBcjKLotd4F0chJqQshxJ/wyZy5LJ36LN9v3oEp3MWwrv3p\nUJrODfOmkVtZwB2DXmZO4dkEh95NrKmCTqWjGNHfT78uC0hJuZOkpJswGOxa74ZopKTUhRDiFAw6\n8xyijUUs37yDvp1tdIk7h4FpvbnwpQeZ8sEs3n8sh43hdhjwBHaLk87FlzP4vGQGZUwmIeEaUlLu\nJCystda7IRoZKXUhhDhFeXn5PDT6Qva5Stm6N5OrL0wggp6M6DWC/vfdwsTJ05n9n0rWWOJRz36C\n8OgceuZdSnyrPow/73FionqTnDye6Ojz0emMWu+OaASk1IUQ4i9asGAR7zz7EBsPZaMqxYwaHIe9\nMIP4yo5c9dFEPps/j3f/nctKfTrBPpPQp2+ga1Y/InTncM8163CEryYubiTx8aOx28+Wc+/ilEmp\nCyFEHbn/wUfY8d18dh09Sqkzj+H9Y+jq7UzBLiuX3nEdxovaMuHyWaxwtqO45XZ0PaYR64mgQ8EA\nUjufwdghszD4jhAXNxKH42/Y7QPQ6Uxa75ZoQKTUhRCijs2YNp3Zs97jSEE+u3bv58weZs5ydEDJ\nTkB3NI4Rz13LtHfe4Kd9rdlgTCbQbR76Fitpe6QHNn0nzuzVnot7fY7OvQGbrTdRUWcTFXUekZF9\n5TC9OCEpdSGEOE2crgpGdb8RV/NdZO09TGmZk36d7PSIbIk+LwG3J5UON6WwYsZqFpT3IjcliNLp\nS/TRh+iU24FotReJzfoxangmzUxf4Hbvx24fQFTUOURHn0t4eGdZ4EbUIKUuhBD14Jsvl/Dhm89Q\nSBGZ+w6Rc7ScHm1tdI1Mw+xKpLAiA1OzHEqORLO0qjeFSeXoWs2G5ltwlDlIL+1E0NqLfp16MrLv\nj1iYg99fhN0+kMjIvths3YmI6I7RGK31rgoNSakLIUQ9e+rpd9m2+mNKdGUUZR5k194C0hItdE9O\nJMkQT05Rc8pMZViqOrGu/AyyLOEEWyxG12Y+Olsx6SVJRLvb4TW04azO/RnSeQ/NohZSUbERkykB\nm63Xrx7d0evDtd5lUU+k1IUQQkOvz/iCJZ99gGIvpuRQNjv2ZIHOR6920XSITcbitbP8kIdoXTNK\nXWexyZdOabQLmi3EmL6aYGwuCZXRpJS1R/WmobN2o3fH9pzdagPpjrm43ZuxWNIIC2uP1dqasLA2\nWK2tsFgyMJtT5PB9IyOlLoQQIWLT4YPcPeR+9O3KUAsLycvN4lB2ES0zFNo3t5Nhj8GiszA/L4gj\nrwtlFb3ZXt6d8sgANP8WY/oySNkFRg+JzgSSnRkoweYopta0iu9Mh65OuqWvJc6wAbd7P35/CRZL\nOhZLS6zWDKzWllgsGVitGVgsGej1YVr/kYg/SUpdCCFCkKqqfPfTdzw99mmM8Tq8FWUUF+VwIPco\nEREq7drqSHdEYY+MJCsYZP/+JGLLe5JT0pEcfwyuiABq/CEMySvRJW3HH51DuCeM5uVJpJS1RPE0\nQ9E5iAprTUZaAqlnlNIhdRN2y1Y8noO43QfR6yOxWltUF73Z3Py/j2aYTIkYjbFyTX2IkVIXQogG\notztZuyNE9ifsxM7ZficRRSXFnK0pARnpZfkZEiON2OLs6HaDQTVcIL7+lBUlEFuWSqlpnA80R6I\n24Uudgt6xwGIyiVgriDaE0lyVQz2yjh0lYkEDPEErRk4EtqTkW6mRWo27WK3E6fbQcCbhdebj99f\nitEYi9GYgNEYjV4ficFgx2h0YDTGYTLFYzIlYzanYDanYDDEyOH+00xKXQghGrBAMMjLb37Jkve+\nxJxWgOJzUVlWTklJKQVF5eQVVGK2QHxKkLAkI/EpOhKUZCr2dqfwaCpHytI46k6lwmJFtXtQYjah\nd+xEF3sAonIIRBagQ8HmjiDaYyO6KoYwdzwGXzQQhU5JxByWRpI9hfQUhVYtK2jRLJvoqEwCgXy8\n3hw8nmw8nhwCAed/yz4Bkymx+lejMR6jMQaDIeq/PxhE1vhVp7PI7Wv/ICl1IYRohPz+ALMWrWbZ\nxI/xmbfhi7bgrgriKXNR6SrH6SqjxOWksLySsgo/McmQ2NKIRdcVy9F2UJpImTeGIn88Tn0YVSY9\nfosCEeUQsRed/QCK/QhKVC7ByAKClkpMHgthbit2j5UYr40ofyxWTxyKN5YgNoL6aKzmONJtUbRo\npuBoUUpsUhGRMYWEG4tQAsUEAk78/nICgfLqX1U1cNyyP/6vtuqv9fqI/z7C0evD0el++bUxHy2Q\nUhdCiCZGVVUqcz2snL2TRXO/pNCeg8mqQwlU4K10Eah04nWXU+ktw+Uup6yygiKPm0J/EJ8uArva\nlZSqtkTr4wkYInAGbTj9kZQbjFQawWtWCVjdEJEN4YdQbNkotnyUiCLUsDKClgqMXguWKhsRVTbC\nPGFYfVbCfOGEe2zY/DbCfOEYA2ZUnQlFZwFdGAYlHIMSgdUQjTXCSlgEhNvdhDmqCI9zYo8vIiou\nm0hrPrpgCYGAi0Cg4lcPF8FgFTqd5TdFf6z49foIdDozimLGYLBhMETV+jCZEvH7nQQCToqK5hIR\n0Q27/UxN/9tKqQshhDguT8DPypWrWDDra/KzczA6fKg2N0GvH7x+8HoIuj0EPG6q/C7KlQrKlUrK\nFS9lAT/O4gxSy3qQ4E/GopjxBUyUe8Mo81ko1+txm314zT78egjoVVSjCiYPWKrAWgjGMjC6UCyl\nYC0BSxmqxQnmSpSAESVgQKfq0Af0GP0m9EEdesDsN2EKmDH7LVh8YZgDYRiCFvSqCQUzCuHoiECv\ns2E02gizRBJhjSZMH094mI6IqCDhUV4io8rR+SuxKqVEhWcTGZGN1ZqNqhbj95eg01k48GMPwtO2\ns3N9GW2aVRHXPZlD+67k6qsfQqcz1Pt/Myl1IYQQdcJfVcXODetZtOBrDuzcjRrwYI/0E2HzoLcE\n8ARVPFUK7kqo8Phxen04g25cQQ+Vfg9V3ioiVAuJRgtRqgOLJwxT0IyCCU/QitMb8csRAY8dp2rE\n5TdRFTDhxogHA37ViD8Qhl/RoeohaACMATC5wVQEliIUcwlKWCGElaCYnShmJ6q5AswVBCzl6IJ6\nFFWPLqjD4Ddh8Jkx+kwY/SaMqgF0YFCNhHnDcHnLqbI7qYgqxI2H5KpoOm8YyKCDDi6fcy8ZXdvW\n+38DKfVGbNmyZQwaNEjrGJpoyvsOsv+y/w1r//1+P4UlhRzOzmbX/sPsz8pnz/4iinKd+Mo86D1B\n7D4vYfoqDIqTIE58QTe+gAe/GsCvenHrfXj0Xtw6H6XOAJboBPR+MyluM2kYiDb40RuC+PQ6KoNm\nKvxWKgImnH4LLp+VSm8YLp+JqoAFd8CCN2DGh4GgXkfAoCOoV/AHzKiqFVWnA4sHwkuhKA1LxGrc\n1jgMxhL8tjwsrZdxTdWVvP3WM/X+Z1kXvXdaji+sWLGCcePG4ff7ueuuu7jzzjt/t81DDz3Ep59+\nSnR0NB999BHt2rU7HVEarIb2F7suNeV9B9l/2f+Gtf8Gg4HEuEQS4xLp07XHX36/CRMmMGHCBABK\nq0opKCogJ/cQW/dsYsfWneQeLCdY5sYQdGNWPERGl+G3B6nEhy8QwB+owhN046aKSr8Hj8dHwOtF\n5/NiU/xEVPiJ94Yz7rFiNr3ZjUfm3Uh87y0k7MwhecBP/PTxwyRcl/2X90Mrp6XU7777bqZOnUpa\nWhpDhgxhzJgxOByO6ufXrl3LypUr+fnnn1m0aBH33Xcf33zzzemIIoQQooGKskYR1SyK1s1aM7DX\n4Dp732AgyCUTbyc1OYthg15iy5EnKG3zJb7ZXRlrX8WYm16qs+9V3+q81MvKygAYMGAAABdccAFr\n1qxh2LBh1dusWbOGyy+/nJiYGMaMGcOjjz5a1zGEEEKI49Lpdcx58A3yjwaBIDEOPXrG4A96UFQT\nRmMDXmlPrWOLFy9WR48eXf31G2+8oT766KM1trnmmmvURYsWVX/dp08fdd++fTW2AeQhD3nIQx7y\naFKPv6r+5+z/kvp3kwF+u+LQb58XQgghxInV+dI8vXr1YteuXdVfb9++nb59+9bYpk+fPuzYsaP6\n64KCAjIyMuo6ihBCCNGk1Hmp2+124JcZ8IcOHWLx4sX06dOnxjZ9+vThiy++oKioiJkzZ9K+ffu6\njiGEEEI0Oafl8PvkyZMZN24cPp+Pu+66C4fDwdSpUwEYN24cvXv3pn///vTs2ZOYmBg+/PDD0xFD\nCCGEaFJOy8r4AwcOZOfOnezbt4+77roL+KXMx40bV73N7bffTnp6Om63m7///e/MnDkTAKfTycUX\nX0xqaiqXXHIJLper+jWvvPIKrVu3pkOHDvzwww+nI3q9cLvd9OnTh65du9K3b19eeumXyyeawr7/\nWiAQoFu3bowYMQJoWvufnp7OGWecQbdu3ejduzfQtPa/oqKC66+/njZt2tChQwfWrFnTZPZ/9+7d\ndOvWrfpht9t55ZVXcLlcTWL/3377bc4880x69OjBPffcAzSt//dnzpzJwIED6dixI9OmTQPqeP//\n8lS7U5Sbm6tu3LhRVVVVLSgoUFu0aKGWl5erzz//vHrHHXeobrdbvf3229WJEyeqqqrn1GfvAAAJ\nJElEQVSq+fn5atu2bdXDhw+ry5YtU7t166ZV9DpRUVGhqqqqut1utWPHjuqePXuazL7/z6RJk9Sr\nrrpKHTFihKqqapPa//T0dLWoqKjGWFPa/3vvvVd99NFH1aqqKtXn86mlpaVNav//JxAIqImJiWpm\nZmaT2P+ioiI1PT1ddblcaiAQUIcOHaouXLiwSey7qqpqaWmp2qZNG7W4uFh1Op1qr1696vz/fc3u\nYZeYmEjXrl0BcDgcdOzYkXXr1rF27VpuvvlmzGYzN910E2vWrAF+ubb9wgsvJDU1lYEDB6KqKk6n\nU6v4f1lYWBgALpcLv9+P2WxuMvsOcOTIEebPn8/YsWOrr3RoSvsPv7/Coynt/5IlS3j44YexWCwY\nDAbsdnuT2v//WbJkCa1ataJ58+ZNYv+tViuqqlJWVkZVVRWVlZVERUU1iX0HWLVqFd27dyc6OpqI\niAjOOeccVq9eXaf7HxI3pv3/9u41pMm3jwP4915Plh1QkMyIylAzTZvmnOmyUMOzLlALA9MIolDs\nfHgRuAg60D8UgsIsI3qh+CLzkIeSnJmKJi0r02w0KaNQy6XiPLT9nhc+7il7+j9PZY+1+/d5te2+\ndnN97439tnvXfV1arRatra2Qy+V48OCBecrYlStXoqmpCcB4uM8H1Lm6upq3/YlMJhOkUikWLlyI\ntLQ0LF26VDTZAWDfvn04e/YsJJJ/vwXFlF8QBAQHB2PTpk0oLi4GIJ78XV1d5r/d/Pz8cObMGRgM\nBtHk/1x+fj4SExMBiOP1t7a2xsWLF+Ho6AgHBwcoFAr4+fmJIjswPilbU1MTdDod3r59i7KyMtTX\n109p/mkv6gMDA9iyZQsyMzMxb96877o+ffK17X8SiUSClpYWaLVaXLhwARqNRjTZS0tLYW9vD29v\n7y8yiyU/ANTV1aGlpQWnTp3C/v378e7dO9HkHx4eRkdHB+Li4qBWq9Ha2oqCggLR5J8wOjqKkpIS\nJCQkABDH+7+npwe7d+/Gs2fP0NnZiYaGBpSWlooiOwDMnTsXWVlZSE1NRXx8PDw9PTFr1qwpzT+t\nRX1sbAxxcXFISkqCUqkEMH6de1tbGwCgra0Nvr6+AL6+tr29vd287U/m6OiIyMhINDY2iiZ7fX09\niouLsXz5ciQmJuLu3btISkoSTX4AWLRoEQDAzc0NsbGxKCkpEU1+Z2dnuLq6IiYmBtbW1khMTERF\nRYVo8k8oLy+Hj48PFixYAEAcn31NTU1Yu3YtnJ2dYWdnh4SEBNTW1ooi+4SYmBiUlZWhrq4OJpMJ\n4eHhU5p/2oo6EWHHjh3w8PAwj4AExkPk5ubCYDAgNzfXPHGNXC5HZWUlXr16BbVaDYlEgvnz509X\n939Kb28v9Ho9AOD9+/e4ffs2lEqlKLIDwMmTJ/H69WvodDrk5+cjODgY169fF03+oaEh8/9iPT09\nqKysRHh4uGjyA4CLiwsaGxthMplw69YtbNy4UVT5ASAvL8986h0Qx2dfYGAgmpub8eHDB4yMjKC8\nvByhoaGiyD6hu7sbwPh4iqdPn2LNmjVTm38KB/Z9l9raWhIEgaRSKXl5eZGXlxeVl5dTf38/xcbG\n0pIlS0ipVNLAwID5OVlZWeTk5ERubm5079696er6T3v8+DF5e3vT6tWrKTQ0lK5du0ZEJIrsk6nV\navPod7Hkf/nyJUmlUpJKpRQcHExXrlwhIvHkJyJ6/vw5+fn5kVQqpQMHDtDg4KCo8g8ODpKdnR31\n9/ebHxNL/qtXr9L69etJJpPRsWPHyGg0iiY7EVFgYCC5urqSTCajxsZGIpra114g4knWGWOMMUsw\n7QPlGGOMMTY1uKgzxhhjFoKLOmOMMWYhuKgzxhhjFoKLOmPsh9XU1KChoWG6u8EY+xcu6oyxH1Zd\nXY36+vrves6nT59+UW8YY1zUGfuNdXZ2wt3dHampqXB3d8euXbswNjaGnJwcyOVy+Pj44PDhwxgd\nHQUApKSk4MiRIwgICIBMJkNVVZV5X9nZ2QgICEBUVBTUajUAQK1WIyQkBHFxcXB2dsbp06dRWFgI\nmUyGiIgIdHV1AQD6+vpw/PhxKBQKJCQk4NGjR+js7ER2djYyMzPh7e2Nuro66PX6r9oBgEqlws6d\nO6FQKJCSkoKuri5ERETAy8sLUqkUWq32/3tgGbNUv+j6esbYFNDpdCQIAlVVVZHRaKSwsDCqqakx\nL9tqMpkoNTWVKioqiIgoOTmZwsLCyGAw0P379ykoKIiIiFpaWsjf35/0ej21t7eTs7MzERFVV1eT\nlZUVabVaGhgYIFtbW0pPTyej0UgqlYr++usvIiLKyMigmzdvEhHRkydPKDIykoiIVCoVnTt3ztzf\nb7XLyMggV1dX6u7uNt+/fPkyERGNjY2RwWD4dQeRMRH5x3R/qWCM/b3FixcjJCQEALBhwwY0NDRg\nzpw5SE9Ph0ajgcFggJWVFcLCwiAIAhISEjB79mz4+/vj4cOHAMYX0YmPj4eNjQ1sbGywYsUK8/KO\ncrkcTk5OAAB3d3colUpIJBIEBAQgOzsbAHDjxg0UFRVBpVIBAPR6PQwGA4AvFyL5u3bR0dFfzHN+\n9OhR9Pb2Yvv27bC3t/+FR5Ax8eDT74z95mxtbc23raysMDw8jEOHDiE5ORmtra3Ys2cP+vr6vmov\nkUhgNBoBjK/sRJMmjxQEAYIgfLX/ifszZ87EyMgIAMBoNKKoqAgajQYajQY6nQ7W1tZf9fVb7QRB\nMC9iAwBRUVG4c+cOZsyYAYVCYT5Nzxj7OVzUGfsDvXnzBi4uLujr60NeXt5/XY4xOjoahYWF+Pjx\nIzo6OvDixQvI5fL/ecnHrVu34vz58+YiP1GEly1bhp6enm+2a2lp+Y/70+l0cHBwwMGDBxESEvLF\nSlSMsR/HRZ2x39zkgi0IAk6cOIHo6GiEhYUhKCjom+0nbnt6emLbtm2IiIjA3r17kZOTY97+rS8E\nn29LS0uDjY0N1q1bh1WrVuHSpUsAgNDQUDQ3N5sHyk1uN3H6fnK/CgoK4OHhAV9fXwwNDWHz5s0/\nengYY5/hBV0YY4wxC8G/1BljjDELwUWdMcYYsxBc1BljjDELwUWdMcYYsxBc1BljjDELwUWdMcYY\nsxD/BG6BnKb5L0RcAAAAAElFTkSuQmCC\n" | |
} | |
], | |
"prompt_number": 7 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"**This corresponds to a peak shift of 3.9 nm** as shown in code cell below" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"from pyuvvis.core.utilities import maxmin_xy\n", | |
"\n", | |
"t2spr, t3spr= t2.ix[400.:800.], t3.ix[400.:800.]\n", | |
"\n", | |
"sprt2=maxmin_xy(t2spr.as_iunit('a'), idx=True, val=False, arg=False).mean()\n", | |
"sprt3=maxmin_xy(t3spr.as_iunit('a'), idx=True, val=False, arg=False).mean()\n", | |
"\n", | |
"print 'SPR max in h20: %snm. Sprtmax after BSA: %snm. Delta %snm'%(sprt2, sprt3, sprt3-sprt2)\n" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"SPR max in h20: 525.06122449nm. Sprtmax after BSA: 529.0nm. Delta 3.9387755102nm\n" | |
] | |
} | |
], | |
"prompt_number": 42 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"It is worth mentioning that I added BSA in a very high concentration, such that only 20uL of volume were added. **As such, nanoparticle dilution was negligible, so this signal is entirely due to BSA.** We can then look at the absorbance of just BSA by setting the reference to that of the bare nanoparticles in h20, but first I'll slice out the short wavelength regions." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"t3spr.baseline=t2spr.mean(axis=1)\n", | |
"\n", | |
"absplot(t3spr)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "pyout", | |
"prompt_number": 8, | |
"text": [ | |
"<matplotlib.axes.AxesSubplot at 0x9a82cd0>" | |
] | |
}, | |
{ | |
"output_type": "display_data", | |
"png": 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KteOPxGbmUhkcR099FtODe3DGdOBqmIPNdlTGBIIgCCcTjUCAUPo6VyDkO9Za\nwchALIagKiqCJVwmJ/vT+rh80uVn3fd0+SbFTCJWF4oqeyq9ulgqm+OZFlkL3YXsa4zCag2MRiAQ\n5u9iKDmfkrOB8vPJQTQCgnCOjrccx2pKJzmojqboAcJrs9gzpY4ZyTMuatzLJl1GXHwmlm4TNRF2\nJiU4oG0aH3WasNmOyVS9IAjCqYlGIEAofZ0rEPI1DzZhaZ9KmqqD8thBsu3TKCiKI0gTdNZ9z5Tv\n0qxLCY13EFXXwXDxfrIiElF1JFCprgqYpYFAmL+LoeR8Ss4Gys8nB9EICMI5kCSJLk8H9rZ5TNWY\nsCSGEh0awrLCKy567EWZizgYtJVMZziDeb04u0qIsKppN9QxPDiA222XIYEgCMKpiUYgQCh9ncvf\n83VYOwhxB+G2l1CmbmNStAubYYD5GfPPaf8z5UuMSCQ1wkBI8iSqgjMYrE0jWWXGGtOOpmMODke1\nTCm8x9/n72IpOZ+Ss4Hy88nBK43Arl27yM/PJzc3lyeffPKUz7nnnnvIzs5m5syZVFZWAjA0NERZ\nWRnFxcXMmTOHxx9/fPT5v/rVr0hLS6OkpISSkhLee+89b5QuCKdU319PtCMcjdqG22oiShrmSLaJ\n6YnTZRl/QcYCiEukLTiZxjY9WZH1qKzxtLROxm6vlOUYgiAIp+KVRuDOO+9k8+bNbN++nU2bNtHb\n2zvm8fLycnbv3s2BAwdYv34969evByAkJIQdO3Zw+PBhPvzwQ5577jlqa2sBUKlU3HXXXRw6dIhD\nhw6xdOlSb5Tut5S+zuXv+arbq9FYoogKquK424OuR0d7QR/RIdHntP/Z8s1Nm0tUrAd3Vxs1wS5y\n4uqQevI52BGKzVYhQwLv8vf5u1hKzqfkbKD8fHKQvREYHBwEYOHChWRmZrJkyRL27ds35jn79u3j\n+uuvJzY2lhUrVlBR8b9/0YWFhQFgtVpxuVzodLrRxyRJkrtcQTgnB2sOMzKYQIK2hsYIO8HNU8mb\nkiHb+HPS5tAUs5PE1haG5lQxPdWK1GOkqq9ffCIgCIJXyd4I7N+/H6PROLpdUFDA3r1jv0WtvLyc\ngoKC0e34+Hjq6uoAcLvdTJ8+ncTERO644w7S09NHn/fkk08yZ84cNmzYgMVikbt0v6b0dS5/z1fR\nUYmjaxJJmiaqwgdIHJlEadrsc97/bPnyDHl0eNrJGhxmYJaJvPBM6I2i0d0aEI2Av8/fxVJyPiVn\nA+Xnk4OnmzgOAAAgAElEQVTWFweVJOmkf92rVCoANBoNR44cobGxkauvvpr58+dTUlLCbbfdxv33\n34/ZbOYnP/kJmzdvHl1S+LI1a9aQlZUFgF6vp7i4ePSN8MVHRGJbbJ/vdpOtEWttNsHSYWrigynr\n06Jt0bJz505Zxler1ORacpGGPFTrsnA0DBPS20xjynHsfVYkyc2HH+72m9dDbIttse2b7S/+u7Gx\nEdlIMhsYGJCKi4tHt++44w7p7bffHvOcJ554QnrsscdGt7Ozs0851t133y09/fTTJ/388OHD0rx5\n8076uRfi+I0dO3b4ugSv8vd8kb+MkIj8WPp9xrXStCuTpLuKvyU1DzSf8/7nku/+HfdLy7/7DUn3\n+C+kLdN/JOXm/VhS3xMm7X7uEslur7+I6r3P3+fvYik5n5KzSZLy88nxe0/2pYHo6M9Pntq1axeN\njY28//77lJWVjXlOWVkZb7zxBiaTia1bt5Kfnw9Ab28vAwMDAJhMJrZt28Y113z+9a4dHR0AuFwu\ntm7dytVXXy136YJwSpZhC0OqIbAUU6hqJTbWyfEcE2lRabIeZ07qHJypJlzNLdSPaMgNb0Fy6Whs\nKcFu9/8TBgVBCExeWRrYuHEja9euxel0sm7dOgwGA5s3bwZg7dq1lJaWsmDBAmbNmkVsbCwvv/wy\n8Pkv+9WrV+N2u0lKSmL9+vUkJ3/+rW4/+9nPOHz4MMHBwSxcuJDbbrvNG6X7rS8+HlIqf87XMNBA\nuD0CR1Arzf0OQi0hdM0ZGV3OOhfnkq80tZRVuv0k19sZKcrGONjMP3qncMQcwSJ7JXFx/tv8+vP8\nyUHJ+ZScDZSfTw6q///RgiKoVCpxZYEguzcr3mTtxrtQb32amzx3UJ2aQNiGXF669kXZj5X3VB7p\nfw+meFEYs2oGWdFzCdeFaXjoNx7y8p6V/XiCIAQ2OX7veeU+AoL8vnyiiBL5c74TTUdx9SeQGNxA\nQ7iNDOtkFmctOq8xzjXfnLQ5JEZGUhkeS5I7BZXJQIOr2e+vHPDn+ZODkvMpORsoP58cRCMgCGdx\nuPEowz2ZJAa3ciLSRaQmlNLUUq8cqzSlFG1UCJ+OZDPQMoUwm5bWmCZsfXVeOZ4gCIJoBAKE0te5\n/DlfjamJoc4C0oJMWOJCGDZYyYvLO68xzjVfcVIxfeH99HRZaeuOJ9E5RH9cO66GJJzO3rMP4CP+\nPH9yUHI+JWcD5eeTg2gEBOEs2oZa8JhKMerMGGIkqib1n9NXD1+IosQiDkVWktpTQUeojuygTtxB\nwzS3LcJur/LKMQVBmNhEIxAglL7O5a/5PJKHfrUJBuYw2d1GWJiW3mLneY9zrvkidZGEJqWR67Bi\nzetmcnQz9OZQ0a736/ME/HX+5KLkfErOBsrPJwfRCAjCGbRb2gkaCUaHnV6Llcj2KLKnpnj1mCXJ\nJSRGR9Ge1UZpzCBSTxEt/f3iXgKCIHiFaAQChNLXufw1X31/PcHmKPRhDRwftpPYnsa8jHnnPc75\n5CtOKkYTHs2RcD1ZjinQm0LjsH9fOeCv8ycXJedTcjZQfj45iEZAEM6guuc49MeRENJAc6SDWFcU\nCzMXevWYJUklWNHS6Ayip7mAELOOJn29uHJAEASvEI1AgFD6Ope/5jvS8ClOUxopwY1URw4TFOIi\nNy73vMc5n3zFScXU6Y4RPlBHY2cCscNOeuLaGapR4/EMnfexx4O/zp9clJxPydlA+fnkIBoBQTiD\nE+21DPdMIVnXw0BQBNYMB1q1d7+0Mykiie4YB6mDvbQnOsj09DEcPoCpdQF2e41Xjy0IwsQjGoEA\nofR1Ln/NVz/QisdUQorGjCEaemY6Lmic88mnUqkoSptBukfDoLGHnIgmVAOpVLan+u15Av46f3JR\ncj4lZwPl55ODaAQE4Qy6XZ3QP58s9SBR4cPoSuX9xsHTKUkqIVRvoHdyJ7Oi+pG6p9HcZ/fbRkAQ\nhMAlGoEAofR1Ln/MZxuxMawaQmOPQzXUS/RAKPNyL7mgsc43X3FSMZrgWCoTQ5iqyYTeLJqGW/y2\nEfDH+ZOTkvMpORsoP58cRCMgCKfRMNCAzhpFVFgjlTY7sW2pLM5aPC7HnpYwDbNngBYphP7ePIIG\nwqmLrsXWJ84REARBXqIRCBBKX+fyx3y1pko0AzHEhTXR4LET64onOyb7gsY633y5cbk0q48RYW2l\nuSueKIeHjrh27FV2JMlzQTV4kz/On5yUnE/J2UD5+eQgGgFBOI2qrv14+hJJCm2kI8pGWLgLjVoz\nLscO1gQTlBJJwtAgjRotKS4r9shu7K1TGR5uHZcaBEGYGEQjECCUvs7lj/lONFcy0p9Osq6NNl0w\nUpb7gse6kHzGtGmkqyRMWSayQ5vAHkt9d7Zfnifgj/MnJyXnU3I2UH4+OYhGQBBOo7a7HWffFBJ1\nfWiCwrDOUo3r8afGT8Wg09EzvY+i6G6kngLqTGrxnQOCIMhKNAIBQunrXP6Yr9ncg8pchEFtJSba\nSkjppAse60LyFSYUEuIKoz4nnDkxUdCbS7290y8/EfDH+ZOTkvMpORsoP58cRCMgCKfR7zYhDRaT\nKg2SiJvpuTPG9fiF8YWYHJ2YUOOy5KHui6I+tA6bzf8aAUEQApdoBAKE0te5/C2fy+PCrrUTPKxh\naMRMdNsk5qfPv+DxLiRfTmwOLXxGiK2J3rYEwmxa2mJbsbd1XHAd3uJv8yc3JedTcjZQfj45iEZA\nEE6h3dJO0FAo0SEdVNutGCyZZOmzxrUGrVpLUE46KcMmGi1RxI0MMxjdhaMxDpdrYFxrEQRBuUQj\nECCUvs7lb/ma+mtQW6KJC2+h1mUjLFJCpbrwkwUvNF9O2jRypBF6kpykBXXhUUl0dMzyu/ME/G3+\n5KbkfErOBsrPJwfRCAjCKTSYjiANxpEU2kR7mAt18oV92dDFKowvJFkD7UWD5IY3g2kytT2R2Gzi\nygFBEOQhGoEAofR1Ln/LV9VZiWsglRRdCwOeSMxFrosa70LzTU2YitampjFPzewYK1L3NJoGrTgc\nVRdVj9z8bf7kpuR8Ss4Gys8nB9EICMIpfNbahLs/h8TQPrQhQVCS6JM6CuML6Ta30RfkJkeTBb3J\nNDpbsdurfVKPIAjKIxqBAKH0dS5/y1fT3YHKUki02kxMuJXcgvyLGu9C802KmUSTpgGtrRlLbxba\ngVCao+uwmf3ry4f8bf7kpuR8Ss4Gys8nB9EICMIpdNt7kAYLiPXYSRoKYm7mXJ/UoVapUU2ZTJyr\nk/bueCIcEp2x7Tga7UjShd/yWBAE4QuiEQgQSl/n8rd8FizohjQMD9mJ7y2kJKnkosa7mHxZ2SXk\nDTtoCQ4lwWNmKKwfU/tshoaaLqomOfnb/MlNyfmUnA2Un08OohEQhH/jdDtxBjnQS8NUOgaI1RkI\n1gb7rJ7C+EIyJRftxiHSwhtRmVNo6EzHbvevEwYFQQhMohEIEEpf5/KnfO2WVtSOcOIjOqiwm1DH\nD130mBeTrzC+kBArtJU4yItoRuox0tAv+dWVA/40f96g5HxKzgbKzycH0QgIwr+pNx1FZY4jMbyN\nNq0Wy2SLT+spTCikt7+DzvBhZsd6kLqn0WIxiSsHBEGQhWgEAoTS17n8KV+j6SiewSQSQ1pxevQM\nTdNd9JgXky8jOoPa8C5Ug53EOIugV0+Lttmvlgb8af68Qcn5lJwNlJ9PDqIREIR/c6K7Gs9ABgZd\nB9ogLQkFGT6tR61S487LJdTVwmBPGkGDGlpjGrGbGn1alyAIyiAagQCh9HUuf8p3tLkZzJOJDLKh\nj7AzfVLxRY95sfnic4qYPDJAsyWWqJFh+mPa6a+Pwe22XnRtcvCn+fMGJedTcjZQfj45iEZAEP5N\nfU83DBYSLjkwqDWUpZb5uiSM8fnkety0pqhJCO2AkVAaO2dit/vXjYUEQQg8ohEIEEpf5/KnfD32\nfjQ2PR6LnfihXFm+fvhi8xkNRiKGguktNpMaUQ+myTR2R/jNlQP+NH/eoOR8Ss4Gys8nB9EICMK/\nsauthAxpqLN2oQ9PRqPW+Lok8uLyGOy30JppZ5q+BU/3NFosdnHlgCAIF000AgFC6etc/pJvxD2C\nK8hBlOTiuK0LV4pTlnEvNl9uXC4ngmqw9vdRGKFH6smlbbjDb64c8Jf58xYl51NyNlB+PjmIRkAQ\nvqTd3IrGEUFMqIkWKRLHJLOvSwIgRBvCwKREgoa6CHdMhd4Q2sOb/GZpQBCEwCUagQCh9HUuf8nX\n0PcZKksscWFdDGtjCcsOk2VcOfJF5RWRRA99/YnoLBKdsc1YelqQJOniC7xI/jJ/3qLkfErOBsrP\nJwfRCAjClzT1n0AaSMQQ0o1aoyUlL8fXJY2akpBPodNNizqcaKmfoWAbHe1GRkY6fV2aIAgBTDQC\nAULp61z+kq+2twb3QDoGXQdRIVZKsmfIMq4c+fLi8oiRVHTnQGJ0PZqBdGq7J/vF8oC/zJ+3KDmf\nkrOB8vPJQTQCgvAlx9qakQZzMYT2ERUMpamlvi5plNFgZGTARVOJhcyoGjw9eTT1acSVA4IgXBTR\nCAQIpa9z+Uu+qo52MBcQ7eohZiSZ5IhkWcaVI5/RYKTe3UhbEEyL6cLdVUKz2ewXVw74y/x5i5Lz\nKTkbKD+fHEQjIAhf0mU1obIk0G9qJlmXj0ql8nVJoxLCE6iJH8LT281kXRoqUzJtzk6/WBoQBCFw\niUYgQCh9nctf8tlUVkJG1FRaTITF62UbV458KpWKoLwCDJ4Oghz5SD0auiMa/WJpwF/mz1uUnE/J\n2UD5+eTglUZg165d5Ofnk5uby5NPPnnK59xzzz1kZ2czc+ZMKisrARgaGqKsrIzi4mLmzJnD448/\nPvp8i8XCNddcQ0ZGBsuXL8dq9Y8vWxGUw+l24gx2EOl2Uz8SjJQ17OuSTpKTUkCR20KfLYZQu4P+\nqA4GTX14PCO+Lk0QhADllUbgzjvvZPPmzWzfvp1NmzbR29s75vHy8nJ2797NgQMHWL9+PevXrwcg\nJCSEHTt2cPjwYT788EOee+45amtrAXj66afJyMigpqaGtLQ0nnnmGW+U7reUvs7lD/k6rZ1oHOHo\nw3pp10URlS7fsoBc+YxxRlIlF626CGLCmtHYY6hqnc3QUL0s418of5g/b1JyPiVnA+Xnk4PsjcDg\n4CAACxcuJDMzkyVLlrBv374xz9m3bx/XX389sbGxrFixgoqKitHHwsI+v4GL1WrF5XKh0+mAz5uH\nm2++GZ1Ox0033XTSmIJwsVrNzagtMcSEd+MIjSIlL9PXJZ3EaDDisbmon+YmMaoG+rKp7Uryi+UB\nQRACk+yNwP79+zEajaPbBQUF7N27d8xzysvLKSgoGN2Oj4+nrq4OALfbzfTp00lMTOSOO+4gPT39\npHGNRiPl5eVyl+7XlL7O5Q/5GkzHkMzxxIV3E6GRKJpeLNvYcuXLM+TRbeun3jjEpOga3N1TaTK5\nfH7lgD/MnzcpOZ+Ss4Hy88lB64uDSpJ00m1Rvzg7W6PRcOTIERobG7n66quZP38+JSUl53wb1TVr\n1pCVlQWAXq+nuLh49I3wxUdEYltsn2p7x45tuOt1xId1EumwMNQ0xM7OnX5T386dO3G6nRwMa8Ds\n0BKu7sFdG0ZbSisOR5Vf1Ce2xbbY9u72F//d2NiIbCSZDQwMSMXFxaPbd9xxh/T222+Pec4TTzwh\nPfbYY6Pb2dnZpxzr7rvvlp555hlJkiTpuuuukw4ePChJkiQdOHBA+sY3vnHS870Qx2/s2LHD1yV4\nlT/k++7LyyQW/Fhav3S5NCP/1O/JCyVnvukPZ0rTfrFKenHZfEk96UUp/QdTpYMHF8g2/oXwh/nz\nJiXnU3I2SVJ+Pjl+78m+NBAdHQ18fuVAY2Mj77//PmVlZWOeU1ZWxhtvvIHJZGLr1q3k5+cD0Nvb\ny8DAAAAmk4lt27bx9a9/fXSfLVu24HA42LJlC3PmzJG7dGGCO9bSDGYjYS4Tes8kX5dzWumZ08hR\ndaC1TULqlujWN2AeqPN1WYIgBCivLA1s3LiRtWvX4nQ6WbduHQaDgc2bNwOwdu1aSktLWbBgAbNm\nzSI2NpaXX34ZgI6ODlavXo3b7SYpKYn169eTnPz5nd1uu+02Vq5cSV5eHjNmzGDDhg3eKN1vffHx\nkFL5Q76W/j5UlhR6h2tJDL9G1rHlzGc0GAl2fozJEYFe04VV0lJXn8r8SwbQauW798H58If58yYl\n51NyNlB+Pjmo/v9HC4qgUqn84itZhcAU+tMYpJe3crn7GlLnrufZvz3k65JO6U8H/0TXK5sxVy7i\nrc/MNF61j3XpU7n3znVERZWdfQBBEBRDjt97XrmPgCC/L58ookS+zidJEsM6KxFuDy0Eoc+V98My\nOfMZDUas/UOcKB0mS1+FpyePRpPap5cQ+nr+vE3J+ZScDZSfTw6iERAEoM/Rh8qtRa8z0x0eRXpu\ngq9LOi2jwUi1p4mW2CAK4ptwdsyi3dYnvnNAEIQLIhqBAKH0dS5f52seqEFt1aOP6MYWpqegKF/W\n8eXMZwgzUJ0INoubaVFBSN35dKpbfXovAV/Pn7cpOZ+Ss4Hy88nBJ/cREAR/09R3FMwGYiJ70Q1B\n0dQiX5d0RpGTCwhqaERvnQo9Wtr1jdj6xf/OgiCcP/GJQIBQ+jqXr/M19lXgGUwhNrwbvbsPQ7hB\n1vHlzmdMKCDH3UOXOYVwqYcRrZOGKheS5JH1OOfK1/PnbUrOp+RsoPx8chCNgCAA9b0NeAYzMYT3\no/foRu906a+MBiPGERctIXoSomvRmhOpac9hZKTD16UJghBgRCMQIJS+zuXrfMdb2sBsJFJrJ0Ka\nLPv4cuczGowwNEJ1oYY0fTWegQyaemNwOHzzLYS+nj9vU3I+JWcD5eeTg2gEBAGo7TKBJQt3bxex\nkfI3AnLLi8uja9BK7RQX2Qn1uHum0GkdZmiowdelCYIQYEQjECCUvs7l63x9IxaChoLoaO1EnyHv\n+QEgf77smGwORrcx4AllemIf7u4Z9I/0MjTkm08EfD1/3qbkfErOBsrPJwfRCAgCMBRsJWxERfWI\nlfgpob4u56yCNEHYs5MINzWTRjr0JdIV3I7dLj4REATh/IhGIEAofZ3Ll/kcTgdujZMozTA9oWFk\nGeNlP4Y38uWmFRE/0shgew7BNon22BYGW/pkP865EO/PwKXkbKD8fHIQjYAw4TUPVKOxR6GP6MES\nGiv7zYS8JT8+n9wRM826KPQMMhRip642yNdlCYIQYEQjECCUvs7ly3yNfUfBHIc+woSkVZM/Wf5G\nwBv58uLyiHePUJUXRlJ0PRpzPNWtIXg8Q7If62zE+zNwKTkbKD+fHEQjIEx4TX0nkMyJxET0EuUZ\nID5c/qUBbzAajFgHndTnOkkz1CH1pdM6GO2zSwgFQQhMohEIEEpf5/JlviZTHe6BdAxhPURKeOVm\nQt7Il2fI47iqhX5nOFNSOnD3TKHXMozdfkL2Y52NeH8GLiVnA+Xnk4NoBIQJr6K1FSw5xOnMRLon\n+bqccxYbGktdhkSkuYUpeg+SqYQ+dwc222e+Lk0QhAAiGoEAofR1Ll/mq+rsBXM+OqmPyLBMrxzD\nW/kSMguIH6pG15aKqj+VjpBmnzQC4v0ZuJScDZSfTw6iERAmvA6rBbU1ht6WXuIyE3xdznmZmjCV\nyRobXcMJhDpUdMV0MNgu7iUgCMK5E41AgFD6Opcv89k0NkJGVDSbOkg0RnnlGN7Kl2/IR69W0ZwZ\nSaxkxR5moak+fNyvHBDvz8Cl5Gyg/HxyEI2AMKG5PW6cOhuRkofW4BByCgLjioEvGA1GBgYkqguG\nSI5qRGOJ40RXIXZ7la9LEwQhQIhGIEAofZ3LV/k6zA2oh0PRh/XTHx5P4XSjV47jrXx5hjyqXSaa\ntTGkxTYh9WTS2Bcy7ucJiPdn4FJyNlB+PjmIRkCY0Br7DqOy6ImO7MWu05Gbnuvrks5Llj6L/Qmt\naFyD5MV14u4qoMtmElcOCIJwzkQjECCUvs7lq3zN/RVIFgMxkb1EYCMxItErx/FWPq1aS0JCFtG2\nevI0HuiZS5erAZvtuFeOdzri/Rm4lJwNlJ9PDqIRECa0toEGPOYkYsN7iJZG0Kq1vi7pvE1LmEYM\nZlR9Cah6c+kMb8BqFZ8ICIJwbkQjECCUvs7lq3z17a1IlgziQweIdHrn0wDwbr78+HySJQc9qhgi\nHGDSd9NsBrfb6rVj/jvx/gxcSs4Gys8nB9EICBPaibZusOaiD7YQFpzt63IuSF5cHqohF83pwSSF\n16NxRFDdPgebbfxvNSwIQuARjUCAUPo6l6/yNfQOgCULm7UVvRdvJuTNfEaDkQang8p8FWkxJ8CU\nTnV77LieJyDen4FLydlA+fnkIBoBYUIbcDkIGgqis7mdhCkhvi7nguTF5VEeVcnxqDhyE6pxdeXT\n2WsTVw4IgnBORCMQIJS+zuWrfMPBdsI8Em0jHiYXRHvtON7MFx0STWhEBBqnleJEE57OuZisrePa\nCIj3Z+BScjZQfj45iEZAmLDcHjfOEDt6lYv2cAOF06f7uqQLVphQSLSjmYShGOjNpzOoXlw5IAjC\nORGNQIBQ+jqXL/J1mhtQjYQQEz7AQFg02UlTvHYsb+fLN+ST5BrE0pNBmM1DT0wbHdYwnM5+rx73\nC+L9GbiUnA2Un08OohEQJqyWgc9QWfXoI3vRad2kRqX6uqQLZjQYibPbaA+OJCG8CdVIKPWtC7Hb\nx/fGQoIgBB7RCAQIpa9z+SJfS38lHouB2EgTYSo7IVrvnSzo7XxGgxFV/xCVk0NJjzuOypRObZMe\nq/WYV4/7BfH+DFxKzgbKzycH0QgIE1Zzbx2SOYW48F5ih8N8Xc5FyYvLo8nTy4EpWiYnVeHuNtLW\naxFXDgiCcFaiEQgQSl/n8kW+Y3VNYMkkKtRKGJlePZa382VEZ/BZcgvdwcHMSG/H3TmHPnsrNttR\nrx73C+L9GbiUnA2Un08OohEQJqzP2rrAmovG00dYsvduLzweNGoN6UlZ6IfbSRuJh95cOoLrsViO\nIkmSr8sTBMGPiUYgQCh9ncsX+dr7rahtcQx2tZBYEOHVY41HvsKEQpJHTNhaJhNu89Ae18zAgJHh\n4SavH1u8PwOXkrOB8vPJQTQCwoRlwY7OqaG908TUolhfl3PRjAYjiXYrna5o4kPakCQtTU3zsVrH\nZ3lAEITAJBqBAKH0dS5f5BvWOQj3QIcugunF3r2Z0Hjky4vLI6jbTlVuEOkxJ1CZ0qlvDR2X8wTE\n+zNwKTkbKD+fHEQjIExIkiThCrMSq3LTHhVHTkKRr0u6aEaDEZNrgP05GiYnVuLuMtJiGhSfCAiC\ncEaiEQgQSl/nGu98vbYWcAcRG2bGE6olJTLFq8cbj3xT4qawP+k4bWEhzEjqxNM1h56h5nH5REC8\nPwOXkrOB8vPJQTQCwoTU1Pf5XQVjInsJUzvRqDW+LumiReoiCYmJQo+JlKEU6M2iVVeP3d6E2233\ndXmCIPgp0QgECKWvc413vtaBSiRzAvoIE3q3x+vHG698BfEFGNxm7B2ZhFkl2gxNDDsWYbN591bD\n4v0ZuJScDZSfTw6iERAmpKq2aiRLCtHh/UQNR/m6HNkY440kWi30aaKID+7EpfHQ1DR73G4sJAhC\n4BGNQIBQ+jrXeOc7WN0I1kmEBNkIipjk9eONVz5jnJGg5k6qCzyk6ytQm9KpaQ32+gmD4v0ZuJSc\nDZSfTw6iERAmpMrWbjBn47Z3YciJ8XU5sjEajPSE9HAgKZLs+Erc3Uaauvqw2Y74ujRBEPyUaAQC\nhNLXucY7X6fFgsYRRldzB8YS799MaLzy5RnyOJraQWt0ONMMA3i6SumxNWO1HvHqrYbF+zNwKTkb\nKD+fHLzSCOzatYv8/Hxyc3N58sknT/mce+65h+zsbGbOnEllZSUALS0tXHrppRQWFrJ48WK2bt06\n+vxf/epXpKWlUVJSQklJCe+99543ShcmCLvGTqhTQ7fNQUnxZF+XI5u0qDTs0hBR7m4ybZOgZxLt\nwXVIUjjDw82+Lk8QBD/klUbgzjvvZPPmzWzfvp1NmzbR29s75vHy8nJ2797NgQMHWL9+PevXrwcg\nKCiIxx9/nOPHj/OXv/yF++67D6vVCoBKpeKuu+7i0KFDHDp0iKVLl3qjdL+l9HWu8c43HGIj0iPR\nEhXD5LRirx9vvPKpVWry4vKIc3QhdWQQZpVoiW/C3LcMq9V7ywPi/Rm4lJwNlJ9PDrI3AoODgwAs\nXLiQzMxMlixZwr59+8Y8Z9++fVx//fXExsayYsUKKioqAEhKSqK4+PO/lA0GA4WFhezfv390P/Et\naoIc3O4RXGE2YjUerDERpEV79yuIx9vUhKkk9bRjitJhUJkY1jloqZmG1XrY16UJguCHtHIPuH//\nfoxG4+h2QUEBe/fu5atf/eroz8rLy1m1atXodnx8PHV1deTk5Iz+rLa2luPHj1NaWjr6syeffJLX\nX3+da6+9lh/+8IdERkaedPw1a9aQlZUFgF6vp7i4eHSN6IvOMBC3Fy9e7Ff1BHK+3Okx4AxG7TqM\nx2ImUhepqHxFiUUc7P6Ubfp6IoIqUfenUtvvZMeO95k0aWHA51P6+1Nsi+0zbX/x342NjchFJcn8\nz+zt27fz3HPP8eqrrwLwzDPP0NbWxm9+85vR56xcuZJVq1Zx1VVXATBnzhy2bt1KdnY2ABaLhcWL\nF3P//fdzzTXXANDd3U18fDxms5mf/OQnTJkyZXRJYTSMSiU+NRDOak/ti1yy8Zd87cQN1Ea8z/G3\nlPUv5X/U/INfP70OKXQFU/bs5RWDlm8zjdvX/4U5c+p8XZ4gCDKS4/ee7EsDs2fPHj35D+D48ePM\nmTNnzHPKyso4ceLE6HZPT89oE+B0OvnGN77BqlWrRpsAgISEBFQqFdHR0dx+++28+eabcpfu177c\nDQTZiR8AACAASURBVCrReOZr6q9EMicSHdGLYWR8jjme+YoSi6iM66Y7Uktp/AiezlL6RupxOrtw\nuQa9ckzx/gxcSs4Gys8nB9kbgejoaODzKwcaGxt5//33KSsrG/OcsrIy3njjDUwmE1u3biU/Px/4\n/ByAm2++malTp/If//EfY/bp6OgAwOVysXXrVq6++mq5SxcmiKP1dWBJJyLcRigGX5cju5TIFDwa\nCB1pJdmUiao3h1p9FS7PAvFNhIIgnET2cwQANm7cyNq1a3E6naxbtw6DwcDmzZsBWLt2LaWlpSxY\nsIBZs2YRGxvLyy+/DMCePXt4+eWXKSoqoqSkBICHH36YpUuX8rOf/YzDhw8THBzMwoULue2227xR\nut/6Yp1IqcYz36c17WCehybsOJqY9HE55njmU6lUFCcW4zzeRr8lhwibluakJrpbv4s15zB6/SWy\nH1O8PwOXkrOB8vPJQfZzBHxJnCMgnIvcH02jrnw1N+v/gnrhPDbf+5ivS5Ld7e/eTs+L+8jXLOC/\n9+RSs3I9jwQ/y9dv/JC8vD/5ujxBEGTil+cICN6h9HWu8czXP+IgaDiY9uY2iooTx+WY4z1//4+9\n+46Pqsz3OP6ZmWSSSSa990JJgUAKkNBBERREwI6Cq7hXLKtYcNVdr7qWVdS9q6uusqvYQVbsDSFS\nBDEJJUAICSGV9J7MpE6m3D+85oqAtJOcmZPn/Xrl9XKSM2d+X56R/JjnOc+J84vDydzFwVCICSxC\n1RhBaWXzgF1CKN6fjkvJ2UD5+aQgGgFhyOl27sKtT0OtCkYlpMhdzoCI84ujZCSUoGds2DEsNaOp\nby2ms/MwVmuf3OUJgmBHRCPgIJQ+zzVY+Ww2Cya3DrxsNmp9PYn0GZzthQd7/OL84yjzaaTDpZsk\nZyvUT6POlo9aG0tXV4Hkryfen45LydlA+fmkIBoBYUjp7qnF7NqFn1MfWk8tIfoQuUsaEJFekRhN\nHVhVNVDng1NzFMVBxTQZ59LRkSt3eYIg2BHRCDgIpc9zDVa+qtY8VN16fNxb0bo4o3PWDcrrDvb4\nqVVqRviNIKSuhjq1hgBTH81+9TQeTsZo3Cf564n3p+NScjZQfj4piEZAGFIq2w6D0R8vj2a81Ra5\nyxlQI/1GMrKimaPRvcR4lUKXB6VHzHR0SN8ICILguEQj4CCUPs81WPmKGouwGUPw0Lfh1zV4b385\nxi/eP56+QC+O9GpJCivCWjuchupSOjoOYLNZJX0t8f50XErOBsrPJwXRCAhDyt7iajBE46bvQ6UN\nlrucAZUUmETZWBVtzr6M92yD+vHU9RxAo/Gju7tY7vIEQbATohFwEEqf5xqsfIdKG8EYg6rbgHtE\n6KC8JsgzfmOCxlCnrcYQ3YNHkw5VQwaHAwroNlws+fSAeH86LiVnA+Xnk4JoBIQhpbalC02XB+1V\nDcSnKe8+A780wm8E9Z31eKjqqe/Q4d2toyaoluaiSRiN4soBQRB+IhoBB6H0ea7BymewdqHtdaKq\nuZ6xSSMG5TVBnvFzUjuREJBAbE0dZRE9DHdpw6TrpjbfS/JPBMT703EpORsoP58URCMgDBk2m40e\n1070FhXleldiQkbLXdKAGxM0BrVBRb4GkkKPQEMox8pKMBr3iftyCIIAiEbAYSh9nmsw8lksBky6\nDrxsVvp83InwGpw7D4J84zcmcAzVo71oU3uS6FGHujGJio7dqFQu9PZWSvY64v3puJScDZSfTwqi\nERCGDENnGVZtD37aHtz0OgLcA+QuacClhKTQ6VdFR6iGyA4r1E2lIOAwasMssZ+AIAiAaAQchtLn\nuQYjX2VrHqoOb7z1rbi4qFCrlL2PAEBqSColbUXYfKsw1OtxaY2mIqSGpqJpku4wKN6fjkvJ2UD5\n+aQgGgFhyKhoLQRjEF7uTfj1KXtXwZ95ungS4RVBTEs1dZ6dRKn66PRto/VQuLjngCAIgGgEHIbS\n57kGI19+fQU2QwQe3h249+oH/PV+Sc7xGxc6Dqd6G6XqVpL9y6FHR21Rk6SfCIj3p+NScjZQfj4p\niEZAGDL2FNaBMRatswm17+BtJiS3caHjKI0IoNlZxRiPStSNcRxt3YXF0o3JVC93eYIgyEw0Ag5C\n6fNcg5GvqMKIqsMXS10nMSmDe/thOccvLSSNnqAa6oK8ie3pQdWQTm5QLrq2mZJND4j3p+NScjZQ\nfj4piEZAGDKaOrpx7nGmtrKSlHGDd+mg3FJCUqjuKaIvsBpzjRvqxjGUBFdgKJ45ILckFgTBsYhG\nwEEofZ5rMPJ1arrQ9akp1vQwLGpwNxOSc/z0Wj0xPjFENJVRo7ISYdFg8DXSeni4ZJcQiven41Jy\nNlB+PimIRkAYEqzWXnpdO/C0WmnzcyPCK0bukgbVuNBxmDq8KfepJFnXis2jh5oDHeITAUEQRCPg\nKJQ+zzXQ+UymWvrcDPiqTXi4uxHqMbiLBeUev7SQNMoio2hQdTFaX4G6JYL8pu2Yepvo62s97/PL\nnW+gKTmfkrOB8vNJQTQCwpDQbDyKTW3Bz6UDN1ctrk6ucpc0qMaFjqM7oIFGH3/ieo2oG1LYH3gA\nXetMOjr2y12eIAgyEo2Ag1D6PNdA5zvWmo/KGIiXvgU3p8HfTEju8RsbNJY6cukIMqJt0mKtncDR\nsDK6S6dJcuWA3PkGmpLzKTkbKD+fFEQjIAwJxS1HsRnCcPdow6t36N11z13rzjC/WPx6aqjqdSKw\nV0+7bxctxSPo7Dwkd3mCIMhINAIOQunzXAOdb29pLRijcHW3otb7DehrnYw9jF9qSCqWFldKg6pI\n0vRg8e+grUArSSNgD/kGkpLzKTkbKD+fFEQjIAwJew4awOiLyqDBPy5S7nJkkRqcSlXECKqc2hir\nq0FldqOgYi9dXYex2axylycIgkxEI+AglD7PNdD5qpo7cep2obOqidSMwd9e2B7GLyUkBZN/B+06\nTxJpQt2YQIHLHjR9wfT0lJ/Xue0h30BScj4lZwPl55OCaASEIcFg7UTXp6HC0EJMZILc5cgiOTiZ\nOu0u2nzV+DWBtTaDvLAjuNROE+sEBGEIE42Ag1D6PNdA5rPZrPRoO/GwQqWPjWjfxAF7rVOxh/Hz\ndvUm1NcLrXM9la0eeHYEURfYRkfFeDo7887r3PaQbyApOZ+Ss4Hy80lBNAKC4vX1NWHSGfBVm3Hx\n0RHuGS53SbJJDUlFXaeiJKiOkdjo8eui4UiE2EtAEIYw0Qg4CKXPcw1kvp6eKizu7QQ5m/D30OHt\n6j1gr3Uq9jJ+qSGpNIXGUeLeSJq2Fby6KDpYd95bDdtLvoGi5HxKzgbKzyeF0zYC999/PwaDAYBr\nrrmGuLg4vvzyywEvTBCkUmcohD4dvvpW3HQaVCqV3CXJJjUklb5AE50aV5JcqlG3RlHYnk1fX4Mk\nWw0LguB4TtsIbNq0CU9PTzZu3IhKpWLr1q08//zzg1Gb8AtKn+cayHzlLYfBGILevQl3a++Avc5v\nsZfxSwlOodF1F21eemJ62rHVjaPANw+3vonntcOgveQbKErOp+RsoPx8UjhtI6DVagF4//33uemm\nmwgNDaWtrW3ACxMEqewuPAaGSJx1vWiH2D0Gfi3APQAfXys292bamrxxaYulJLQBa/UMyW5JLAiC\nYzltI3DdddcRHx/PsWPHmDNnDg0NDbi4uAxGbcIvKH2eayDz7TrQhqrDG2uPC5rIkAF7nd9iT+P3\n04LBTkowEWnRYvDvovboaIzGPed8TnvKNxCUnE/J2UD5+aRw2kbgnnvuYd++fWzfvh0Ad3d3Pvvs\nswEvTBCkUlLdhVO3Dmq7SUyTpxGwJ6khqbQEJ3JY30qacyfWQAPFe8wYDNlylyYIggxO2wj09vby\nxRdfcMcddwBQU1PDnj3n/i8H4dwofZ5rIPO1mDtxNTlT02xkZOzIAXud32JP45cSnIItWEWtxkSK\neyVYXTlyZA9mczsmU905ndOe8g0EJedTcjZQfj4pnLYRePTRR9m3b1//xyuhoaH8+c9/Hui6BEEy\nXc6deFhVVOjURPokyV2O7FJDUmnT7aHT3YNEp2pU9UmUOu3Dw3Uy7e0/yl2eIAiD7LSNwNatW1m1\nalX/okF3d3dstqF3G1e5KX2ea6Dymc1GenVGfNUWzEE6Ir1jB+R1Tseexi/UIxQn70Z6PXtxbXZB\n3ZhEflglqpoLMBjOrRGwp3wDQcn5lJwNlJ9PCqdtBOLi4mhvb+9/nJWVRUpKyoAWJQhS6e2txOLe\nTqCzGTcvZ4L1wXKXJDuVSkVaaCounR1UtfoQbPKiMdhAXeEYDIYsucsTBGGQOZ3ugDvvvJNFixZR\nVVXFzJkzqa+v59133x2M2oRfUPo810Dl6+gqxaYzEuDaQaeLGif1ad/yA8Lexi81JJUNLiUUalpJ\nUVv4MridY3s16Cbuw2rtQ612Pqvz2Vs+qSk5n5KzgfLzSeG0fyuOHz+eLVu2sHfvXqxWK+PHjx+M\nugRBEmXNB6EzAA/PJrxsZrnLsRupwam8H95ETkUVM11q+VJrI//ALsa6xtDZeQAPj3FylygIwiA5\n7dTAhRdeCEBaWlp/E/Dz94TBo/R5roHKl3OwCNoj0aiN6M2dA/IaZ8Lexi81JJUufT4GnZbRTpWo\na5M5qs7Cw23iOS0YtLd8UlNyPiVnA+Xnk8IpG4Hu7m6am5tpbGykpaWl/6uwsBCj0TiYNQrCOduW\n24bK4I+pxx2rv5/c5diNaO9oTF4FdHs6E9xmwVY9mYPhR1HXTRXrBARhiDnl1MDq1at58cUXqamp\nIS0trf/7UVFR3H333YNSnPD/lD7PNVD5Cmu7cOr0xamzldCL5NtMyN7GT6VSkRaWTJemj4bKCAKC\n/akb3krN4Thc3R896/PZWz6pKTmfkrOB8vNJ4ZSfCNx9992UlZXx/PPPU1ZW1v+1bds2rrvuut88\n6ffff09CQgIjRozgpZdeOukxDz30ELGxsaSlpVFYWAhAZWUlM2fOZNSoUcyYMYO1a9f2H280Glmw\nYAGRkZEsXLiQjo6Oc8krDDFNpk50JhcMdSbGjpZnMyF7lRqSSnevF0UunSQ7W+gLbqN4dx9mcysm\nU73c5QmCMEhOu0bA09OTd95554Sv37JixQpWr15NZmYmr7zyCk1NTcf9PCcnhx07drBnzx5WrlzJ\nypUrAXB2dubvf/87+fn5bNiwgYcffrj/F/6rr75KZGQkR48eJTw8nNdee+1cMzskpc9zDUQ+m81K\np4sRT6uGYqceov1GS/4aZ8oexy8lOIXWyDC26upI8zgGfXr25WXi6Zl+1vsJ2GM+KSk5n5KzgfLz\nSeG0jcDu3bv7vzZu3Mi9997Lxo0bT3n8z3sOTJs2jaioKGbPnk129vF7mGdnZ3PllVfi6+vL4sWL\nKSgoACA4OJjk5GQA/P39GTVqFLt37wZ+ah5uvvlmXFxcWLZs2QnnFIRfM5nqMbkZ8FfZaAvWE+Uz\nSu6S7EpqSCq93hVUmSyM0pWhqUvmiG0XHvqJYp2AIAwhp7188OWXXz7ucXV1NcuWLTvl8bt37yY+\nPr7/cWJiIllZWcybN6//ezk5OSxdurT/cUBAACUlJQwbNqz/e8XFxeTn5zNhwoQTzhsfH09OTs5J\nX//GG28kOjoaAG9vb5KTk/vniH7uDB3x8YwZM+yqHkfIl5n5KebWBoK0FkwerpTlllPrXKeYfOf7\nuOZgDe0tP+CrTyGsowNr5Qj2u32Fpuk+mp2fcvh8Sh8/8XhoPv75v8vLy5GKynaW+wV3dHSQkZHB\noUOHTvrzzMxM3njjDdatWwfAa6+9RnV1NU888UT/MUuWLGHp0qXMmTMHgIyMDNauXUtsbCzw03qA\nGTNm8Mgjj7BgwQIAIiMjKSoqwtXVla6uLhISEqioqDg+jEoltj8W+pVVv0vsq//FDUfmctCzndw3\nvpO7JLszZc0Uut/RcV+9H3e5z6Yt5V62TcrCNnwcU6a0oVLJswGTIAhnRorfe6edGpg/f37/1+zZ\ns4mPj+eWW2455fHjx4/vX/wHkJ+fT0ZGxnHHpKenc/jw4f7HjY2N/U1AX18fV1xxBUuXLu1vAn4+\n789TCAUFBUNuY6NfdoNKNBD5SpsOgiEcT69G/Cwmyc9/Nux1/FJDUnHuduewq5ExLmYsgZ3s21mN\nVhtGV1fh6U/wf+w1n1SUnE/J2UD5+aRw2nb/vvvu6/9vV1dXkpOTcXV1PeXxXl5ewE9XDkRGRrJ5\n82YeffT4y5HS09O59957ueGGG/j2229JSEgAwGazcfPNNzN69OgTLlFMT09nzZo1PPvss6xZs+aE\n5kIQfi17fzG0R+Li1IaXRe5q7FNycDJfRMOPtZmMdSthuzGA7MNfM8sjFaNxH+7u8i2wFARhcJz1\n1MCZ2L59O7feeit9fX3cdddd3HXXXaxevRqA5cuXA/Dggw+yfv16fH19ee+990hISGDnzp1MmzaN\nMWPGoFKpAHj66ae5+OKLMRqNLFmyhNzcXFJTU3nvvffQ6/XHhxFTA8IvzP3jHDYe9eBuXT21Pl2s\ne2Wv3CXZndzaXOY//Tx+W/L4Q2w8f9AZSa4w8uF/FmAyVTN8+AtylygIwm+Q4vfeaRuBzMxM/vrX\nv7Jv3z4sFkv/CxsMhvN64YEgGgHhl4bfOJ3KuijutFXSNt+D1//wudwl2Z1ecy/ej8UwbFMCf/NQ\nc2nXHHwCn2f/M+9T3/MXUlK+l7tEQRB+w6CsEXjwwQd54oknaGlpwWg0YjQa7bIJUDqlz3MNRL4W\nczfufc6013UzKmms5Oc/G/Y6fi5OLsSFB6J20dJY4YV7+wiawwwUHwyjo2M/Npv1jM5jr/mkouR8\nSs4Gys8nhdM2AlqtlrS0NNTq0x4qCHbDYumm29WIl1XNIcwMCxojd0l2KyUkBZ1Jy0FNM0naXqy+\nJr7fchRnZ3+6u4/KXZ4gCAPstIsFp06dysKFC7nqqqvw9vYGfvoo4vLLLx/w4oT/9/O1pEoldb7e\n3kr63NsJcLLSGOpGhNdwSc9/tux5/JKDkvkh6jB7rNmM0h3hx/ZA9hz+hkX/t2DQzS3utOew53xS\nUHI+JWcD5eeTwmkbgfr6eoKDg9m5c+dx3xeNgGDPenoqsHg0E6oz0+qjJdwzXO6S7FZKSAq26Gxa\nD3mQ4FOKc3MiFX170esX0NGxj6CgxXKXKAjCADrt5/1vvfUWb731Fm+++eZxX8LgUvo8l9T5qtvy\noU9HgKcRDxc1/m7+kp7/bNnz+I0NGku122ZsunDCulqw1k6i2qcMF+tPnwicCXvOJwUl51NyNlB+\nPimc8hOBVatW8cADD3DnnXee8DOVSsU//vGPAS1MEM5HcWM+tEfh6dOMn1nVfzmqcCIvVy9CfD1R\nu3hRX29Fo02maYKBwrxInHz3YbPZxJ+fICjYKRuBxMREANLS0k74mfhLYfApfZ5L6nw5ByrBEIar\nVzu+Nnl3FQT7H7/k4GTq1Cqy3EqJs9jYH2xlZ2YpFy7W09NThk4X+5vPt/d850vJ+ZScDZSfTwqn\nbATmz58P/HQTH0FwND8WdqM2huFkMeEUIH8jYO9SglP4ZGQF+zeXkhJcyUGLCwf3bmfhLeMxGnNO\n2wgIguC4TrlGYP78+Vx22WXH3Wvg56/LLrtsMGsUUP48l9T5ShtNaHt0OB1To42JkfTc58Lexy8l\nOAVzZA8qzxASXEtwaouhsiMXL69JtLfvOu3z7T3f+VJyPiVnA+Xnk8IpPxHIysoiPDycxYsXk56e\nDtC/e5GYGhDsmc1mo13Vg7vZicYmC+OG2A2qzkVycDI1LrcQ7D+SwI5WVI3J1LnvwE2bQUPDB3KX\nJwjCADrlFsNms5nNmzezbt068vLymDdvHosXL2bUqFGDXeMZE1sMCwAmUyMed2UQeWQWsYbDPLTh\nL8yIuUDusuyazWYj6Pkggr9N55oaG495XoQm+GF2ryyk1TqSyZMb0Gjc5S5TEIRfGdAthp2cnLjk\nkkt45513yMrKYvjw4UyfPp2XX375vF5QEAZab+8xzPp2Ap0tVA7TEuMzTO6S7J5KpSI5OJkgswcH\nKCHc7EJvgJp922vQ68diMOTIXaIgCAPkN/cR6Onp4aOPPmLJkiW88sorrFixgkWLFg1WbcIvKH2e\nS8p8xs5SrG7thLiZUAe6EeYZJtm5z5UjjF9KSAqm4XGUddeRSC+qgB72bt2Nl9ckDIbfXifgCPnO\nh5LzKTkbKD+fFE65RmDp0qXk5+czd+5cHnnkEZKSkgazLkE4ZxWth6DDHz/vVgKcwUl92g00BX7a\najh7xI9YC8JJsday0aKjrDwHT8/LqK19Q+7yBEEYIKdcI6BWq3F3P/mcoLgNsWDP3v7mGm7ccIwH\ntFoKNVY+fXmH3CU5hKLmIma9PQf91kjuqInjnrH5jMrq4ce9X7Bn72gmT25CpRI3HxMEeyLF771T\n/lPJaj2z248Kgr3Zsa8ZDCG4ubSj926WuxyHMcJ3BJ1mAxGdgXS0dmOpnEx56BrKj7ri5ORDV9cR\n3N0T5C5TEASJifbeQSh9nkvKfHvLzWg6PLE2+dLrLu89Bn7mCOOnUqmYEDaB0M4Q8iy1+BlDaQ8y\ns3tH7f+tE/jhlM91hHznQ8n5lJwNlJ9PCqIREBSnrrsHlx5XKDcTEZ8qdzkOJT0snZaEYRRri0i0\nqCDEzIHvDuLlNY3W1q1ylycIwgAQjYCDUPp+2VLls1p76HDuQG/WUE0XU1IzJDnv+XKU8UsPS8cQ\nl4PG34VUdRs42ygr2ImPz4W0tW055Vyko+Q7V0rOp+RsoPx8UhCNgKAoPT2V9Lq346e2kT+qi1Fh\n9rsBlj2aEDaBQtsXaPSexFiacWocRSW5qLRRqNWudHUVyF2iIAgSE42Ag1D6PJdU+Xp7j2H2aCVI\na8UY4UaUd5Qk5z1fjjJ+fm5+hHgEY231pLdBjaVqMiXBxew93IyPz4W0tn530uc5Sr5zpeR8Ss4G\nys8nBdEICIrSZDiCTWMmyL0TP2dXXJ1c5S7J4aSHp+PTGc6h7iZ8jGG0BvWRs60Gb+8LaGvbJnd5\ngiBITDQCDkLp81xS5Ss5VgDtofjp2/HpbZfknFJwpPFLD0unZXQE5eoskiw2CLVyZNM+vLym0N6+\n86TrBBwp37lQcj4lZwPl55OCaAQERTmYVwbtMfhZ+nCztcpdjkNKD0unLv4APcEmpqmbwbWPukPZ\nuLpGola70N1dLHeJgiBISDQCDkLp81xS5dt2uBMMwahafOjR6iU5pxQcafzGBo+l1nUbTl6eDOsy\nom5IotJpH9WdPXh5TaW9fecJz3GkfOdCyfmUnA2Un08KohEQFKWopRfnLj2ddc44BSXKXY5D0mq0\njApMxNKip7nJHXXNeI5GVpGT3dA/PSAIgnKIRsBBKH2eS4p8NpuNVmcDui49reYqJo+ZeP6FScTR\nxi81JJWwvlgOdVUyrMuHjjAbhzIr/68ROPHeDY6W72wpOZ+Ss4Hy80lBNAKCYvT1NdKpb8fb4kLx\n2DYmj0qWuySHlRqcSvPoKMqc9jPZ2o0tvJ1jm7Nxdx9FX18jJlO93CUKgiAR0Qg4CKXPc0mRr7u7\nHJNXM0FONrojfBkZOOL8C5OIo41fakgqx+Lz6YkwMdGlHnVHCDXNP2C2gafnJNrbj7/vgKPlO1tK\nzqfkbKD8fFIQjYCgGNUth7BZnAjVt+PR54aHi4fcJTmspKAkaly/Ax9vAjosUDGT/OB89he04O19\n8gWDgiA4JtEIOAilz3NJke9wYT60RBOkb8bd1Hn+RUnI0cbP1cmVuIARBJZ6kVsail9HGNXhRgoz\nT75g0NHynS0l51NyNlB+PimIRkBQjLwjpdCSSJC1F1eb/Wwm5KhSQ1Lx04ygijxStX2YQ7qo2FyK\nh8c4uroOY7F0yF2iIAgSEI2Ag1D6PJcU+XaWNEJrGNoWdzo0uvMvSkKOOH6pIalUpYVS71fLVM8q\ncOujbv+PqNWu6PXJGAzZ/cc6Yr6zoeR8Ss4Gys8nBdEICIpxpLMDlw53GhqtWP1j5S7H4aWGpFI1\nai9d4VbGaOtQ1Y4jzyOb2qpOsZ+AICiIaAQchNLnuaTI16ZrRW/SUKWtIH1kxvkXJSFHHL+xQWMp\nVWXiVqOipzwCbcNoDkZWsz+z/oQdBh0x39lQcj4lZwPl55OCaAQERejra6fbs4kAlZmqcX1MG5Mi\nd0kOz13rTqxvDBFV0RwscidW40J7UCc1W5rw9JyEwZCNzWaWu0xBEM6TaAQchNLnuc43X1VLLjab\nmhDPFjS+gYyJGiZNYRJx1PGbHDGZnuFJNLjvZ5q7AVtoM607inB29sHVNYqOjv2A4+Y7U0rOp+Rs\noPx8UhCNgKAIh4p2Q0s04b7VuPc44+/mJ3dJinBBzAUUTDRR5d/AFK8y6PWmuDuL7laTWCcgCAqh\nsp3s5uIOSqVSnfRe6YLyrVpzMw9+1cF/u9SSq3fhi39tlrskRajvqCfu76lkfObEfSOHM8fsxYjq\nRt66dy2xU76nqekTRo3aIHeZgjBkSfF7T3wiIChCTmklNEfjZ9Dh3Ceub5dKkD6IcD8fgooi2L8n\nCd/uQMqDWin9rqn/EwHRfAuCYxONgINQ+jzX+ebLbWrCqV1HS6MXTc56aYqSkCOP38yYmWj9Yynr\nLiZVa8UU2ErnjgZcXaNQq13p6ip06HxnQsn5lJwNlJ9PCqIREBShwakFvclGUUsLVn/7Wijo6C6I\nvoDS8Z5U+Rxltq4J/FppLD+AucuMj88s2tq+k7tEQRDOg1gjIDg8m82G08NuDPtsBb4xm5i++DZW\nXfdfcpelGC3dLUQ/ns6U7R3cExnPbLc+0nP1/OvptwhO3UZ9/TqSkj6Tu0xBGJLEGgFBAKrbS7CZ\nXQjzrKcrVs9FqaPlLklRfHW+jIjxxKUkkJKDybg3JXAotIYjWxrx9r6A9vbtYj8BQXBgohFwNUME\nzwAAIABJREFUEEqf5zqffAfzd6JqiSHSqxJXkzeJYVHSFSYRRx+/mdEz8bVGsbepg3hc6Qxso31b\nI1ptIK6uMXz11T/lLnFAOfr4/RYlZwPl55OCaAQEh5eXfwBr0yhi1U24Gc0E64PlLklxJkVMoiMx\nhFrvH7hA2wmhjXQcKsDaZ8XPbz4Gwy65SxQE4RyJRsBBKH2/7PPJl1VcAS2hBHR4outqR62yv7e1\no4/fxPCJ7EzLo9e3mfGaZlStMXwdtYWy7Bb8/S9j+PD9cpc4oBx9/H6LkrOB8vNJYUD+xvz+++9J\nSEhgxIgRvPTSSyc95qGHHiI2Npa0tDQKCwv7v79s2TKCgoJISko67vjHHnuM8PBwUlJSSElJYePG\njQNRuuCADrbVoG5zobPBH7O6V+5yFCnEIwSn8FpocqOjJAZNdTp7Io6Sn9mAXp+K2Wykq6tI7jIF\nQTgHA9IIrFixgtWrV5OZmckrr7xCU1PTcT/Pyclhx44d7Nmzh5UrV7Jy5cr+n910000n/SWvUqm4\n9957yc3NJTc3l4svvnggSrdbSp/nOp98DS51uPXYKGnvpjEwULqiJKSE8ZsUlYFvQyI5Jc5EWrxp\n82+ncWsTKpWakpI0mpu/kLvEAaOE8TsVJWcD5eeTguSNQHt7OwDTpk0jKiqK2bNnk52dfdwx2dnZ\nXHnllfj6+rJ48WIKCgr6fzZ16lR8fHxOem5xaaDwazabjS6vOgJsnRwa2UxM/Ei5S1KsieETcQof\nyTG37Ux2MWMLb8G8pwyb1YaX1ySamj6Xu0RBEM6Bk9Qn3L17N/Hx8f2PExMTycrKYt68ef3fy8nJ\nYenSpf2PAwICKCkpYdiw394I5qWXXuLDDz9k0aJF3H777Xh4eJxwzI033kh0dDQA3t7eJCcn988R\n/dwZOuLjGTNm2FU99pKvpqYGTG4E6+so8TaRho6fKSGfPT3WVmr5ceRhhldWMdF9OO+W6PjA+wPm\nH1zAvHkreOWVx2lu/pxZsy6zi3rF+InHSnz883+Xl5cjFck3FMrMzOSNN95g3bp1ALz22mtUV1fz\nxBNP9B+zZMkSli5dypw5cwDIyMhg7dq1xMbGAlBeXs78+fPJy8vrf05DQwMBAQEYDAbuv/9+Ro4c\nedyUAogNhYaizz5cz+XfPseiozrKxvrxyh8fJCM8Q+6yFMlkMeHzRBgXfejBVbEXslRlJcS0l9cv\nWM8lf4zj0KFF+PtfTnDw0tOfTBAESdjlhkLjx48/bvFffn4+GRnH/8Wcnp7O4cOH+x83Njb2NwGn\nEhgYiEqlwsvLizvuuINPPvlE2sLt3C+7QSU613y5BXuxNiUSqmrHv1vDCN8R0hYmESWMn1ajJS0q\ngcCmMeRkDSPAEE19cCN1W5vYtm0bfn6XKXadgBLG71SUnA2Un08KkjcCXl5ewE9XDpSXl7N582bS\n09OPOyY9PZ2PPvqI5uZm1q5dS0JCwmnPW1tbC4DZbGbt2rXMnTtX6tIFB5RVUQ4tgbh3R+PRbcRX\n5yt3SYo2MWIi3eGTKDIfJENvwxLSjCanAZvNhp/fPFpbN2G1iis3BMGRDMhVAy+88ALLly9n1qxZ\n3H777fj7+7N69WpWr14NwIQJE5gyZQrjxo3jb3/7G88991z/cxcvXsykSZMoKioiIiKCN998E4AH\nHniAMWPGkJGRQV9fH7fddttAlG63fp4nUqpzzXfUXI261YWWugg6XI2oVCppC5OIUsZvcsRkCjLa\n6Y3YRYZfOaq2CL7z/5YxwePQagNxc0ukrW273GVKTinjdzJKzgbKzycFcdMhwWHZrDa87oqBTdcy\nvqOC+t9Vc+jp7+UuS9EMvQZCHh/L/K0WFg1L57rGEIJct/Du2A1c+Jd4jh1bRU9PGSNHviZ3qYIw\nJNjlGgFhYCh9nutc8hnLjHR41xGk6qQ6sYhhIfZ7syGljJ+niycZcbGEGJIoyk3Es3E0dYF17Hon\nE4CAgKtobPxYcTchUsr4nYySs4Hy80lBNAKCw8rdvQ+VIYgwjzo6YtTMThkvd0lDwtzhc2lwy2B/\nTSOTQozY/I0YmhvoLulGp4vF1TWKtrZtcpcpCMIZEo2Ag1D6PNe55Msq/B5bbTLhrs0EOLuRPizp\n9E+SiZLGb97IeexMKoW47WQE56Guj+eHtMMc+7wBgMDAa2hoWC9zldJS0vj9mpKzgfLzSUE0AoLD\n+qH2ALba8fipPQnpVRHvH3/6JwnnLc4vDobtJzq6g0RaoeQyDobuo+yrnxqBgICraGr6BKu1T+ZK\nBUE4E6IRcBBKn+c6l3wHbcVQ54WpPhp/TRt6rV76wiSipPFTqVRcljIFXVsihT9OIMgQQ2d3A6qs\nTizdFlxdo9DpRtDW9p3cpUpGSeP3a0rOBsrPJwXRCAgOydxrpsavGL3RTGVrO00h4mqRwTR3+FwO\n2JI53NbCrJEV4NrHlsiDtHzfBihzekAQlEpcPig4pIO7DjLuo1lEfnw9IX77MS9w4sf/3ix3WUNG\nd183Ubdez1XtpYyNDeG2SgvDO82sjniJGa+More3mt27k5g0qQ61Wit3uYKgWOLyQWHIysrNwtaQ\nSLjvUWpT2kmPTZW7pCFF56xjWFon4aEG/Fo8caqYSalfBW2bWgFwcQnD3X0Ura2bZK5UEITTEY2A\ng1D6PNfZ5supyMFSPZFQlwbc3T2YO37qwBQmESWO34Xx4+mom8DurZOIMZVg9mvA2tBDa1knoKzp\nASWO38+UnA2Un08KohEQHNLujnyoHYFXdzhhHTA2VOwhMNimR01nV/c4qpzKmBh3BCzufDhmC1s3\nVAIQEHAlzc1fYrX2yFypIAi/RTQCDkLp18KeTT6r1UqJvghbrQaXihii+owEugcOXHESUOL4TYqY\nREHoVkKnZXLlmB5UpRezOWIbbV80A6DVBqPXJ9PSslHmSs+fEsfvZ0rOBsrPJwXRCAgOp/xwOSa1\nGU9qUZNPrY/Zbm82pGTuWncixnTgr3anaesFhDQOo9m7gqC9JozNP92BUEnTA4KgVKIRcBBKn+c6\nm3zZe7LRNI4gMqiQxpHFlDr7DFxhElHq+F0Ql0F1wUI++sHKvNG14NnOljGF7Prwp+kBf/8raGn5\nBoulS+ZKz49Sxw+UnQ2Un08KohEQHM7e0r301aQw3K+M4ng3Qv1Gyl3SkDU9ajqFkRZsMQeZMnw/\nqqOX8MHwD2j4pAkArTYAD4/xtLR8LXOlgiCcimgEHITS57nOJt++1oNYqicR7dxDj5cbc5Ls+4oB\nUO74TYmcQkH0u0ydVklwWThuJRdQ63UU3109WHotgDKmB5Q6fqDsbKD8fFIQjYDgcPI0BVDvgUfD\nWMa19HBp+mS5SxqyPF08CYzU41o5hUNfXcTkkA5sHi3kRdewb3MdAP7+i2hp2YTF0iFztYIgnIxo\nBByE0ue5zjRfS00LLfpGfK01aI6ZiXFpI9Y3ekBrk4KSx29a1HR+qHOiyrOCC8bvQF0yhXeS1nPk\ns3oAnJ398PKaTFPTFzJXeu6UPH5KzgbKzycF0QgIDmV31m40zdHEhu/F4rmbLD8tGrVG7rKGtOlR\n02lOPox+1nckuTSjOnwjRQFZaDYb+48JDFxMQ8MHMlYpCMKpiEbAQSh9nutM8+0+tAdz7ThGhR/i\nQFIbRwkd2MIkouTxmxo1lQMxewmrD6Nh2zQSVXosLgYaKaWisB0Af/8FtLVto6+vVeZqz42Sx0/J\n2UD5+aQgGgHBoeysOoCtNo5oG5QN1zHcd4LcJQ15vjpfQr1j6ajNYF+xNxdM34zm4CxWT3mLHzdU\nAeDk5Imf3zzq69+WuVpBEH5NNAIOQunzXGeSz2azkavKR9NkwVqUjr/VzMKM6QNfnASUPn6jOkfR\neHETfbNymDQyC9WBBzkStoe2b5r7jwkPX0FV1T+w2SwyVnpulDx+Ss4Gys8nBdEICA7DWGSk0b+U\nEHUdPY0+zOwxMTt5rNxlCcDUyKls9PiE+HYV6iOxRDqBxQzWY8V0GvoA8PRMR6sNorn5S5mrFQTh\nl1S2872RsR2R4r7Mgv3a8foOpuctZcaBCNL3u2NZcYBVj9WI7YXtgNVmJfLvkTz0yQpKm0x0T2vi\ntZoDTNf48sCiZ7n4d7EA1Nauobn5C0aP/kTmigVBGaT4vSc+ERAcxtY9e7DVjyXO5xhViXnstHiL\nJsBOqFVqFsYvpHpeH+ZxeUxJ/g5N8TJ2R+6i/NP6/uMCAq6krW0rJlOjjNUKgvBLohFwEEqf5zqT\nfJsa96GuDSSwMYRjcWr6XOIGvjCJDIXxuzzhcjZ7f0y8zYT+WDDeTQl0ejShy6rDarYCPy8anE99\n/bsyV3x2lDx+Ss4Gys8nBdEICA6hp7yH/ID9qCrN2EqmotLbuChJ7ChoT6ZFTaPMUI6mNIP93ycz\nbfIWOBLPN2O+Jeu7uv7jwsLupLr6JYdcNCgISiQaAQeh9GthT5ev+rtq2v1LCLJWYOl149I+FReN\nHT84xUlgKIyfk9qJ+XHzqZqvozGmkklpW3AuuJFN8d+Qt6G6/1hPzwm4uITR1PSpjBWfHSWPn5Kz\ngfLzSUE0AoJD2PbjLmz1o4kPPoSzag+mQBujA0fJXZbwK4viF7E9eAPDaGWk2oCq5FpaPero21GB\n9RcLmsLD76Gy8n9krFQQhJ+JRsBBKH2e67fy2Ww2vqzai6Y2nlFaK41xuXzs2kGAe8DgFXiehsr4\nXRR7Efvr9+NZnk7+5pmMSfwBVVEMe0K3smVXbf/x/v4LMZlqMRiyZKr47Ch5/JScDZSfTwqiERDs\nXndxN/sC89BUOxPVHEVJvIou1TC5yxJOQuesY/aw2dTMC6HMpGHmjI2oD17Jl2O/4tC/KvuPU6k0\nhIffRVXVizJWKwgCiEbAYSh9nuu38rVsaaE6dB9UNmCrn0mAFuaMmjV4xUlgKI3fovhF/Bj5BTFB\nWYyLyIOSFbTo69BvraC+s6f/uKCg39HS8g19fc0nOaN9UfL4KTkbKD+fFEQjINi93B/2Y+n1YnjQ\nQaxWK/MsPsyME1cM2Kt5I+ax49gOgmpTaMuPI8S/BEqj2Ziayab1Ff3HOTv74Od3KfX178lYrSAI\nimsERq8Yzatvvip3GZJT+jzXqfLZbDa+KNuDujqVtIBGnJy2UOTWy/hQx7liAIbW+Hm5ejE5cjJV\nk4PYkx/DrDmfQM5sMkd+S+e7Tcc9LyTk99TUvIbNZh3kis+OksdPydlA+fmkoLhG4JFJj/DMwWe4\n5c5b6DzSKXc5wnnqKugiK+QQmjpvRvf5cnBcE6961xPiESJ3acJvuDz+cgon/EBk1GGmp2xHU34f\nBtcGNEfLqan6//8vvbymo9F40tj4kYzVCsLQprh7DcTGbmLkmAryE58guDaI5VHLWXLrElyCXOQu\nTzgHVS9XMaw8Hcv7U/iH1o1v535N5bAR7Fu5U+7ShN9Q31FP3MtxrPp4KR7Ty1ix5jmaZl5Jhkc8\nf/B/lOufG9N/bHPzV5SW/olx43JRqRT3bxNBGFDiXgMnMbFmEwWbRlP/wpeUlkXxx/ZHiX40hsf+\n+hgl35bQ9FUTlk6xo5mj2LfzACYbxPtl09MYzcLOIK5MXSR3WcJpBOmDGBM0hrLxo9j943iuufZl\nVNtvJyfiG5zfrqO7y9x/rK/vXFQqJ5qbP5exYkEYuhTXCOx+cid33fVnXnd5jtjG+zGvyaLhh+d4\nvOZdhv/nEiJXzOAav2vYNXcX7Tvb5S73jCl9nutk+WxmG+9X70J9LJ0Lwqtwpgi9zYO5iRcOfoHn\naSiO36L4RdRO24s2qIJLpn6MU+tibB1+fDF1K1+/Wtx/nEqlIjr6vykvf8Ju7x6q5PFTcjZQfj4p\nKK4RuD5OxRcT47njvXksHvEYq/77T1Rtu5rti4u4dvgj9C7o5OsFNq7Je5f1izbw3XXfYag1yF22\ncBKGbAM7YvaiOaYhxezLsVH7ecerhqTAJLlLE87AooRFfH3sU7zLvOjNTmdCyqeQOY3PRqzD9Pbx\niwb9/C7DZuujpeVrmaoVhKFLcWsEVq8egcEYRnxiDntIZkfbHBpb3bh288dMK9nPj9PGs8HWxB6P\nWshbiC7bB13bRv79r6dYuGyh3BGEXzj4cB5jrVPQrY7mXz4j+HDqN+wNG0bVkwflLk04Q6mrU0na\n/XcC9uUSccMG7lv5GtY/TeTpj57l92uvx2+sZ/+xDQ0fUln5PKmpWeL20oJwhsQagZMIXPk3Ru73\n5+XnXqP0P3O4x+t5xtdu4+/XLGPmqg957sLbOXLxU/yucwYzR2/DfOsaOhP+wvU3H+BPyc/R9FkT\n7bvaMRvMp38xYUD9e8/XqKrSGR93kNqqBKa6+jMj5lK5yxLOwqL4RThfuBF8SxjtU4HO2QOOJvLW\nlHXsfa3iuGMDAq7Aau2hvv5tmaoVhKFJcY3An+f8kw/2ZnBZ8XYu/6GKH/6znNmjDrHW7w7+Y7qe\n9Ndv4KptL7Jv9GSqEh/mL3lR6Odfj8+tB3imZRRXrniHghUF/BjxI1X/qLKbOUulz3P9Ol9PeQ9f\n+GeiPRbNdC8VbdoqYlWB/Nd0x1woONTG72eXJ1zOt3XvUVmewdEPlzDnknfgq0s5EpxN22cVWE3/\nv3+ASqUmIeE9Skrup6uraJAqPzNKHj8lZwPl55OCk9wFSC3ZJYfyRUX8UDqRFv9MVm4JZty7rmxR\nL2dnSiJzf/cGrm47ma3fxkfViWxcNpE459k0FGQTcNUNbHeyMNG5k5B54Tz+5Z9IeS8F7xneuMa4\n4jvHF12sTu6IQ0LBhwUci8xB+xUkjIriozFfc8wSyJuxKXKXJpyFxIBEvFy8CL15FAff6uay+//O\nZ59/h6X3HdZlfMmkT8cRfnVw//F6fRLR0Y9x+PBiUlN3oVaLy34FYaApbo3A1RddjWeXFwUZ3zBZ\nb2JnVQpFnb1c1JXD6AZ3vs17k7K+JG74y3+RPjqT5i4bzUC4tysmmxf/qPwTRS/HY+grg0v/iIeT\njVC1JwGd8UzfPofrE+YR+WAk7qPd5Y6raDddsZK3VXWEZf+HP3Yt55N5q8kNSKD1bwfkLk04S6t2\nruJoczH82Y1rFu/mxhdfpD76cVwuzObD3V8wNzP9uONtNht5eZfi43MBERH3yVS1IDgGKdYIKK4R\nWD76Ovy1QYwsT6HT1kvWmC8ZGXCIPM0UPu90o9ezDFXlRGzZK9C713K15XNWGZ7k03RvPrqqidsS\nurHVBdBiCuLptxdSVJKMyj0Qlf8RrNMfI6VrNlOyU5nifhGTb/Uh5NoAVGqxsElKPVU9BK9Kwrz3\nOi7TPMnwA39CdfEGdqTNZssD4m51jqbKUMWYV8dwSeYuYpu+ozn9CKv/PR7bw/fy5EcPsjLzTrTB\n2uOeYzTu5dChhaSnl6JWO8tUuSDYP7FY8CS+vf4/bEt6lZ0pD/Hc5c+yJeAAJcbJHIp0YmG8GysT\nKrl7QgVXLnqVpPBDfKG9kFBdEU913I3l5dt56PlreKuhDe9t+awf9Vfuu/p6kn2vIKz1AWzvBXK4\nUcXqya9zffLlxN9fyZPDyym4vwxTo2lAcyl9nuuX+bZ+vo0OjQX3ykzmGp3p9fiM2LY47rjgKvkK\nPE9Dafx+LdwznNSQVNLvL6C4y4lZUz5HzXxsjSN5Z8p6Dr5decJzPDzS0OmG09DwwQBWfeaUPH5K\nzgbKzycFxTUCL4+J5k9LnMm/pJG/7Kom9pAHbxV+T63PVHpKIijc589BWwcTQow8cuNTvP3WJP4+\n8QbGFUbT2bgQj8pguh9/jd8VPs+t7b505gZwtc7KhutaeOuhXHRZG7CWBHJRcgCWWyfx5BXTGV1z\nFzdcnEnmRitZWdDcDB0dcv9JOK4X961HVXgVXW278D0yhezEw7wcXML81Alylyaco6VjlpLZ/Ca9\nqjac80cSH/sj6vVxFAfksX/tgZP+iyY6+lHKyx/Fau2VoWJBGDoGZGrg+++/Z/ny5ZjNZu666y7u\nvPPOE4556KGHWL9+PT4+Prz//vvEx8cDsGzZMr766isCAwPJy8vrP95oNLJkyRJyc3NJTU3lvffe\nQ6/XHx9GpSJ64l5Gerdx792L+fxwAu49WRi3mfhgM1w6chzbHvwjl366nW/i87l9y4N4epdhvvUV\nfLvbMHzswcRdh3nd4Mq+ngmEWm+h2DWEA5ZxhE94gntD3mBURiuvfe/E19s0WGOH4T8ukPAEM3vr\nCnA2hmN168LaHIvu4AoeuGIO99ytxs1N6j9h5TL1mPB6OAL9D7eQYnqWZYev4p8zv2RPfBRd/yPW\nBzgqY6+RiL9HsMJylIZ3NuF3xZc8/+xN9D78AJftS+TZ5X8jbl7wCc/Ly7sMb+/pYq2AIJyC3U4N\nrFixgtWrV5OZmckrr7xCU9Pxu4jl5OSwY8cO9uzZw8qVK1m5cmX/z2666SY2btx4wjlfffVVIiMj\nOXr0KOHh4bz22msnfe0b/voZ2SFv8Oc3HiS8z5cAp8uY9Ycx3PasG1usBzDcsow9GhdaJt3NoehM\nfA4ZiLvmb1i+/h0Ri5s49mIIF79o44E13+M/bwn3uF/I96axOO9M4YGP93L7Xz9lVucIPr/DzCNz\nDzO+bgcHH83BLT+GS0qn8crWO3nhinmE/+5PPGNMJOSqZ3jon7sw9Yn7G5yJDe9+gskYjmvDh1ze\nqeOY7z4yDMPJCJ0qd2nCefBw8eDyhMvRTnmDCnUXk5O2Y2M87Anm21GfsfP5Qyd9XmzsKo4de4a+\nvuZBrlgQhg7JG4H29p/27582bRpRUVHMnj2b7Ozs447Jzs7myiuvxNfXl8WLF1NQUND/s6lTp+Lj\n43PCeXNycrj55ptxcXFh2bJlJ5zzZ3+Z8Rca/vUmjz8Zx+Fhep7YOZI/3r+JIz++wYKbx/LgM51U\n7HoRt+uvp1e/lzteHcmWa1/FuiePulV3YHjzvzBuupdNX/+TwO0LmBDqgu815fww4Xoa3GLZ07yQ\n1DwDRf+YyKuvz2d8pzcbbutjofdRNu95m1sP3MffFrxI4pezeCH1Ei66vJKXSm/H7ZFQHvh8FS3d\nLQBYrBZ6zD1n/Oeq9Hmun/M9t/MDtGVz6Wg5wryjrjwzo5RdYWbuv+RaeQs8T0Nl/H7LnRPu5LV9\nr9DlE0jTrqlMSvsS9bejMTkFsl39AUWHW094jrt7AgEBV1FR8eQAVH3mlDx+Ss4Gys8nBckbgd27\nd/d/zA+QmJhIVlbWccfk5OSQmJjY/zggIICSkpIzPm98fDw5OTmnPFar0TJ3xFzevfwdvvnHJdhu\nzUB19YdEjr2FMtYwa/lErrnbzOZPtsDNV7HuyGHevy6RAKdv8ChbzdgNuQRU6ii5/AYKj37G1u2P\n8efGEWyY68LrS2BuTzWmxw8T8lQiO6rDyFznxKP17fzzXg0ffKDjomV69h/cwJ8Wr8ft9g4ufymJ\nWV/8jRfX5RD6bCRT10wn7uU4vJ/xZvg/hjPz7ZnsqNhxLn/cilKfU8/B0C34thQyM9GTCnUCHm2w\na3gxsxMmyl2ecJ5SQlKI9o5m1j0q1n+9hAXXvIHWehO2vqlsmLCeL186+dRPdPRj1Ne/S3d38Ul/\nLgjC+ZFlQyGbzXbCnMbp9hY/0zmQG2+8kejoaAC8vb1JTk5m/637WZu3li83fcre2r0kjx9HScly\nesfsJyngGHpTET88+zTHIjSMH27jhpUbuXHdtzxVM5V1FwTiFHkVE3a8QsuHeTR6ljMhfA1P/KmV\nZb9/nuaFqeSp3+LHN4ppz30KjdlE6twKLnkV/rJ+NF8fO4omNAjV7kfx/2IWdR/+ldzRnjz+52HE\njeyiqbsOp2FOXP/x9cS2x7IgbgF3X3s3KpWqv5OdMWMGM2bMOO4xoKjHM2bMYMEFt2BzHkFb4afc\noovkjfBCRheHopkciEatsat6zyWfPdUjV74p1ilk9f2LNu0i+tr246rNwfwfLap5Pny57xmiN5q4\n/OLZJzw/PPw+1q27gZiYp5g5c6bd5hOPxeOBfvzzf5eXlyMVyRcLtre3M2PGDHJzcwG48847ufji\ni5k3b17/MS+99BJms5l77rkHgGHDhh33iUB5eTnz588/brHgFVdcwcMPP0xKSgp79+7l6aefZsOG\nDceHOYNFEyaLiReyXuDZH55letR0fOuvoKLQjy2q/8Hi5A27y1HvO0BIcBCNIWGEJ43jjxTiWd/J\nc/N/h7EvENuGSJqMt9GRv4elVzpzw1W9tB1O4JHGGBZ830NqUwkT1BXkPq/hrb2T+GH0H/D2b6NO\nFcTSD0x88fpBKm0LsNqi0WjeY+bMzfzz3y/wWc1nvLn/TQLcAnhwyoPMip2Fk1pxmz+elGGfgbDX\nJ+JSOoUIw+t8/6MHCTeqiawfzmX3X8+DM1fIXaIggU5TJ+F/D2fmgW9I0L1Pp7OJl/61EOuLn6Cv\n/oA/R2by4O0nXh1itfaQmzsdP7+5REc/KkPlgmCf7HKxoJeXF/DTlQPl5eVs3ryZ9PTjdw5LT0/n\no48+orm5mbVr15KQkHDa86anp7NmzRq6u7tZs2YNGRkZ51SfVqPlj5P/SNGdRVw68lJq/deSHXk1\nmuBt4PshzvNqGP3MJQRfOIp5xioM7/6bO9Zs4YaNB9DcvYJ7PlpF/JyNqB9+iNTrp7PuSxVz/qDm\ni81HWRH0Nca5B/hXSiJHyl8i+T5nfpe2k/urHmTUFW+SsDkT85UbiH3fkxsXVvBPz/2k6ZZwdO8L\nTE67iPpP6tG+oWXHqzu4evXVTFs9jU5TJ6D8ea4HVz5Jp8aKS8FHjOuK54hzJLrKPn4cd4A7Ji2T\nu7zzpvTxO9N87lp3FsUvInHJD2zNms7Fl72LE+NQfe+LrtmT3O820G4+8YZfarUrSUmfU1f3FnV1\n70pc/ekpefyUnA2Un08KA/LPzRdeeIHly5fT19fHXXfdhb+/P6tXrwZg+fLlTJgwgSnLgvtKAAAg\nAElEQVRTpjBu3Dh8fX157733+p+7ePFitm/fTnNzMxERETz++OPcdNNN3HbbbSxZsoS4uDhSU1NZ\ntWrVedXoq/PlppSbuCnlJqw2KyaLCReNC4ZeA89s+JaXbR+Su8BIbEsCM9oPsKigi3pLFI8cKiei\n4J/Mi4qmfu4s/F7+PbHPvcp7hdm8d0CFtr2ZvtBvaLiojme3/5n0xS8SfkcZU1eV0VuwD7d/mRm2\n5T8cjgxj19yJOI29Ad9/JuFWu5Pi9c9x/4L7mTBiAh8c+oCntj5FcHUwN465kWhzNDOYcV6Z7VX7\n/nbe8/gP+mNL6el+knuOBfDihS1c0jyGT7U9eLh4yF2iIKHrkq7joe8eQue0GMOxCKaPeZetX4yg\n5fExHCj+kjVZy7lnyrATnqfVBpGU9BX798/AzS0eT8/xMlQvCMqjuC2GpYxTbajmn1mvs353Jt0t\nZYR1OXHAqwJTIYTWQkSrmnrPeDQLrqU3NJDbPnqJp+LyMZU5c8+PY6mxHsAacTULiy+j4Lo3UHvW\n4BJTybBoI2/luVNa2cM/CiN5/sLfsy3vcmwfRzHcv5lpw0uY2GvFo7CDD+et41PjJ+jSdKxSr2JC\n9gS8JnsR9ocwNO4aybLK6eHfP8bTqk2MPtCFq7WHb/Y2M+KGXvxMI/nDbXdy17TfyV2iICGz1UzY\n/4TxoO9XfPzGEe66636uvfYQ1pUvoLe9yIUt97Lu3w+j05z8/d3Q8CFlZQ+RlpaLk5NoEoWhTdxr\n4FekbgR+af2h9Ty86UkqWxvo25OG1rqHntRGtC3gaQM390tpTrqU8JYaUj99ko9SrYSVqbnmWyvF\nkcPoCxjPyM7hjDo2itphBtyuegf/2CKePNLHrA3DubeqiYMxibymupHtRy4i6Ypv8J3RyTVPDuPA\nsa/4V/BrWK638L/s3Xd0FGX/9/H39mzqpof0QkICafTeey+CCiogoHQQEBFRAUUUARHpHaQIIr1L\nMRAIhBIIkBACqUACSUgvu9kyzx963483NvQHpDivczjH9WR2rs/MnN3vXmXmbee3efX8q8iuyai9\nvTaW4ZZ/3fhK7HrUdZrsa4NZxBp08f2ZWzwEV/cI1jXQcywkh9KP8lErxCc+VjfjDo/D2aIGW0b5\nsvSzEUx7ZyM38uJRv38XacFBhnfbysI23f5w+1u3Xkel8sTXd+4LbLVIVPmIhcATnmchAD+vXEgr\nSGNvwl52xu/kxoMbBKtCsb2g53zERRwVUgqmf4ikRi06xpwjXnqKRBIwfyTF57ItDawK2a/rip29\nifBcf1paGLB7ZxVHU+zJlBajWR1K61sFNKOYvpp9ZBpd8el4gez+kH0zEvPLxxHc76L3NLLMfhn+\ns/xx6OOA62hXrOpVvV9GgkGgyaTmxMZ1xy9nF1rByLWbabQaakavxB5s6nqT1A8v/PUbVQERERH/\nnf1bHf3dfGfTzzLm0Bj8jr1HDXU0wU0vMnHiDgyfb6PNmbPcDzFx+pN9uKp+/zHEOt0DLl0KpX79\naNTqms8oxR+rzuevOmeD6p+vUk4WrM4kEgneGm/eafIO54adI31qOj2adkPXxwqvGeb0GWiO7Zdf\nopu3gMspuZS5jaOhy2QGPABj/VyO+OmZeO8QC+8d5kqdJUyus5HINT0JvGtFOym0nH2Fg18+5GXf\nSfTPW8CJwo547jGQ91obnLbVwtD3G7Quo7A7Z8PIjBGM/fAttvts51r3ayTPSEYwVa2abtHMjdxU\nPMCvMJg7d67S8uZL3DezI1tWxIrgC0xuPqGimyh6Tpp5NCNPm8fEuaEcjRlAUK3LOFtlYrG0kPsh\nwWRKz/FazDlMf/ABp1K54e09i7i4ARiNpS+49SJR9SL2CDwjeWV5pBek87j0MfFx8ew+vJsz2y4i\n/XgWNcuKWJX+GUvqyjia6EVgfjqfRurYlAGxXjI0XZwJju1Iezc9pfUvoQlKovyxLReiXImPaENA\nnCd+knRmy2fi0/ciN4abMH7xKRbqh2jaF1GkLaNzci9GJYzCp6sPzoOdMfMwq5Dj8LQOnL7I0H19\nKTo1lwaOM7l2x57YtHLmd87CrKgey9pHUDazAKVM+ddvJqqS3v3xXdQKNVcXyGkVHklBuTVfLPgA\n0/eJtNq6jtymNXj7tS8Y7+7+u9sLgkBCwmCMxmLq1NmJRPLvWGorEv2aODTwhIosBH5Pfn4+Ez98\nj21+/hjLjbx34jPqB5gQGpoz91grnHUHsTlRTmQRePU1I9nHHrmqmKAcZ/Q1svHxyqeLkxSpAPEP\n5DiuDmT91XU0tI4ioP1JvrifR27cZSQ+Njh1k1BurWN67nQab2yMwkGB40uOeH3oVekmFS6J2c+H\n37+J4cw0mlnf5FzMd9R9vJcfhUFoRuvpf3UwpSOL2Ddka0U3VfQcXc28St8dfTnz0gVeH3SKmdOH\n0Lt3HGb1txLmreeS73Is2q0kvd3LKKS/33lpMpVz40YPVCoPatVa+5c3JhOJqhuxEHhCZSsE/kNr\n0NMi4juulFojOXQAm+NHqeedgaWtBJkmCOO+LJIe5zDRTcGlcIFzoTKSJVLmHQ2ldnY2ae3KuF1i\nQYuhKVxLc2LF7AgkyJAaQVtkgdHxMaXaNxHe8MTS/SI9arRhaa2l3PviHsYiI8H7g5EqK8co0KiT\nc9h6ahF1j37Cg6LaZGS2Qyc9zbeF48mrf5fDhkAut84i5pMoPGw8Krq5z0x1H6f8p/nqr67P5+0/\nZ9GMWwxsu4zDR9pxYH8fTHt0DPryIAcHxPPVq7t4zeW3Tyb8D6OxmGvX2mNv3xVv71n/PMSfqM7n\nrzpng+qf71l874l9aS+AmVzB5Q6DiS3M4wMXC44O6EeUtgh5chbKiEimT76Lw0+2vHOiEEWmQPlh\nA0HO8OlLl3HPVvNypAyZTkBzfDohLXPoP7Q3+8tUuMpMjHAu4OSFUew/cZiSxQJ5qng2D+3HhQsp\nXFp/jHtvJBPXL47aO2sjU1dsz8DUs4vZGrmaNht2crKgDuFN2pHyuB2f6+/iTAIjQ1RMPzaAuBqb\nq1URIPpjI+qOYG3MWgb33cKWjVLGvz2Nnftn4r52HQpVIyQZx5kQ/S1tukzE7Q8mDspkloSE7OPS\npVAcHPphaRn6glOIRFWb2CNQATJKC9iUcJR1Ccd4qKxPiW0gEkzYmh4ToE3mcVYEuq13cYu+h8nX\ngNZZTlKZkS1JCoILLDlrG87q1qUE53thOKtgnPEHfhqow6qtC+v29STmxhD0fTrDfQNDak5l8u3+\nGDOMhOwPQW7z4mu/dK2WCedWcPDCJ4xdtpaNhQ15a3wjFn2Tj6v7aeISX2dxi2ROPwihtL4L/SZ0\n4d2W77zwdopevHxtPt5fe5M47g5vDfmWQb2/4uvFb5J6LZiybWZMmpHA18O/Iaj9ds42bIn0T7r+\nMzPX8uDBMurWjUQmq9rLakWipyUODTyhqhQC/yEIAosuLGLeyUWUbi+kpNQSTf1a0LwLMl9rclTO\nWF5cgyozgeLbKXBRwpxyFaPKzTmpbsfUBnVxb/oVDc4154OoS5xuU4Th3WIuP7Rk8YwNlNU5Dw2W\nwkkBn3vODDK9xCvrJGjCPXFxGYxCYf9c8xUbjbx39y4bLnyGKucMY7aOZ03CQJp3GcnBY4eRBmwi\n7voxLFQH8epr5Mvjn/L+6I+4OzlO7BH4Fxm8ZzDhLuEQ9Rax1+bSpdl6XhtzC+u3v6RdYTCFwk6u\ndzQys8sqxrq5/eH7CILA7dsj0OuzCQ7eJ84XEP0riIXAE6paIfBrgiAQFxdHkVU+a37qT9OcAn68\n4sr+gbNQlSYSfGMr5oklnPsphzH5JuaYLJCj4ydVK7Z6tCPd8TqL42Nw15k49KEEZVgqWzZ+yY9X\nQ1H0m4jOIhFTpomWmS2Q1c9mSONsutRdjoVFMFKpCjMzn2f2wak3mfgkLY1v7l7BOnUZdoYCGiwY\nzrG0Acjct5BVPA1dvW3cjthCDeN56ozNxmdHI9R165DbL4Hot6OeSTsqk+o+Tvl/yXcm7QwjD44k\nbnQ8/Xt9zFsjFzFhwhx0DyzI/s6cjW+Y894nU8n1G0Zy93dxVP7xShKTSc/Vq01xdR1NjRrD/2Ga\n36rO5686Z4Pqn0+cI1CNSCQSgoODAWg4+D5H7hzhgx7WhE+P4oBrAlfcBmEc7IrxVSuWTJ7I4fxC\nlkgtqKuLIuTBRbTptkxSv059/8W8M7ucZQNd6TzwPRo0q8/iT0/Qtv52Sup/wbm0SKwiNLxVVkb4\nd/OwL9XQPryQTr08CQpch1z+80OjDAYDcvmfXx6CIKAXBGQSCQmlpfyUn8/6zEzuaUtwzN6BEL8G\n59T2JG7YRqJRBebv4+O2FaXmCIdP/YSnPoJWgxU8ypIzqLQduxrHMK3Bs/vwFlUNLT1bIkFCZPoZ\nmreYwtGjqUwatpRxH19EFTmF0+360nffONb0+Iz3/dqyLrTpH76XVKqgVq0NxMa2RaVyx86u8wtM\nIhJVTWKPQBVw8ngRN/q3IbuJgkf1koi2y+HOaTN0P+moZatiRF45Q3Qm1BIFOoMVBmTYkkuOpZR3\n+rmw006Dx8n5ZMS3xsy8ECfHG+QVrcfU7DxeTRtQcO8ShVY5BKsk9HRrxeHdd4l8lIhTsBVNWvvT\nq3YLtl2Ixr9mGFZmarKKktFL1USWSEkvLUWKgLW5AwHWtviUnSH9VgbXiwux3r6SrPsNsLdZiG2n\nLYxoaWTz9W0s3FBAa+N45jX34qPm8UxcN5WMICuOd1/EvcnpWCrF8d1/m6UXlxKZHsn2l3bQofls\nRgzfyLSPP0WanUXZMhtWj3XnwKof2VIazZ5X99LV3uFP3y8/P5L4+AHUqrUee/s/vlWxSFTViUMD\nT6iuhQCAyShw+bWJBHy/jGiFwIaRAgZbyEyD+GgZ5SlGWodKmHsbXIyOnCx3w0JvoifXyTMXmNLN\nnFO+jpSX2KNO6oHuxgBMpiRys1ejtDiLg7MH5X4FPAzPRCKT4+bshyFdysNrdyFUBokGkEqQePpg\n7uqDwUZNiFkm/f1ao0dOcs417qTFYxsbwINbwcTdGI+pfD003EH3gQ8ZEaBjc+z7jPnAiqam6Zz2\nqUPHN67Q9ru+dJI3ZX2POHq0t+Orzl9V9KEWVYACbQG+3/hy5e0rbJ2r4/yNzbRtcICpc45gNnYS\nnXSD6LFDYMnCL7kjc+P2oM14mP35TbMKCqK4ebMP9eqdR63+7dMMRaLqQCwEnlCdC4H/jHOVZ2Zy\ndswUwg7uQ2koRWenIvlLHZE3YMMeBXcf6REABwNIkaA1CrwtN2eGSYtCELhrrSHOsS6T769G6xRH\nUbEzQlkg7Tpswc2YTsSF/mTJ5bzy2IqukgzSVHe4JD3FK7pXyK+RT5Q6inO5F8g2PKKgrABzhwao\nGUbxw1CK9EmYcAMkqOzewDbcgiHdVDQOS+DBnOa8dfo8CoqJdmpFs9E/YRvhwMzkjznU4iHXNOtI\nWnSn2j5yuLqPUz6LfDNOzSC7JJtVPVbTpvVYRr9xmHdmfINtySVub7Jj0ShnXHvX5O3aLxFS/1PO\ntPnrp1Kmp39BYeEFgoP3/p/aVp3PX3XOBtU/nzhH4F9IWaMG7fZsA5OJH3fvZfzQt3Bfv4J6blvZ\n2OccRR0kJB+VsfSWHQvvZpCu9OasUxmvmPQ4XzbStVBPo4IokgngUH4nNuiHE2VXwvn8cjQ53Qhu\n9yPy815ss67FhqIwQko8sVJ24UMJOGWk4WmppHO4CoPGmRM325GaHoiHdSSu3qvRB0qo41lO51YH\nyXpUk5qeCTxQOmMzPIQO6YnkSr255Nyevm99hSxextj4MUQNP0CybS7jnMZU2yJA9HSmNJ2C/xJ/\nPmr1EXU9BrH+e3NG9FvIF2tWoj49h/lz+7N8ZC7TDr3LnPi17A/uTi+HPx8icHd/h4sX65CdvQdH\nx74vKIlIVLWIPQJV3JkzZxg1ahQKhQInhSNfx2eS2aYjjFrHyu+60uf6QZpnSnDUCqT1knDW2YLz\nqTVQyaxomRZFgzQ7ZJgT4+WMSV+G+/BEpEYjGaesmWvVlIK8xnho87GzNXD5yhgsLPLJeOiDxvUq\n3p4ncO/4LfUs7bGQKLFQ6SixkZOpsCM3XSB4q4I+5w1ojLdJcKhNqnEQA0aPRpIlY9H3XxPz4dc4\nO37KIe1cro68ilRSOe5+KKo444+Mx15tz0ctZ9GkTWfG9r7PyA+20911JXu+dGfCxxpctK7MH/s2\nqrCF3Gk/EEvZn98oq7Awmhs3elCnzi40mlYvKIlI9GKIQwNP+DcWAgBGo5ELFy6QkpLC3ePHeP3b\nHSSHBCN/P518iYnZNxSUFOewY7eMDGs5c7uo6RxexLboBmSlhNA2J5bu5gWYFNaca9AUp9p3aaW4\ngIMxF2WGhFKNAkOaNT7byolO7YS/cBdfVSZ37ASsjYWYGSxINTTCZGyLT8lFbIjHmruU4EWmpzkn\nPQZil+DJm28PwVRgYvPGnZwZOZ+03NlcCn6dLf220MG3Q0UfRlElcOPRDbpu7UrqO6kM6rCb5LwU\nrOUpXL/TG0Ovwyg6d2btG3DwyysctjrBq+03sLDmXz+GOC/vBPHxg6hZczHOzgNfQBKR6MUQC4En\nVOdC4O+Mc5U8foz5gQNc27wGfe5lHvVwRxlUyDfXwulz8R6DzicT5yzhYW0jB0KdOVFDSp7uMSO9\ntTR1kJOqtyMxv5iYRDecC2xJcI+jtbkNLlY5PEiVUfOaklcOe6Mo9aVY4omRfGoIV9Fwg0IrBZl1\nbbkY0JjZYQOZPa+EKL/9rG61H/P7ZmzYupPv+y7navpYCnuP4OtuCxgUMqjaj+OJ+Z5e03VN+aDF\nB7T36EF4ix6MDihh6s7lDKiznO1T5Aze3pjax7WsWvg5eT5jONV2OHWt/npYqaTkJteutSU8/AwW\nFkF/q03V+fxV52xQ/fOJcwREv8vC3h6GDqXukCHw6afsjd+DkHCP2TXjKX5dweXJBtTxcry3BrL4\nbDpaW5CbDDxqLWNFcANaX0yje5qBc6pElBoLvPfIMBQYqGOSkuLiRnxDNy4vS0ZtkUZxoR2OHukk\nlmpQW6k4bmhOVMo14h4cQ5b+E2Pe0FIiLyc8NgDXvPmMm/AWNvErKOoznK+7LmRQyKCKPlyiSmZk\n/ZGsurKKnrV64lreh01RD3m7zwhW7d1DyPKVbJ0hZ9UZcxpH9SNGvYORiS05X68esr+4IZaFRTC+\nvl8QF9ePunUjUSj+fH6BSPRvIfYI/EvsvbWXAdv70vFuH1463gc3x2JkU+ejkJZht6wpxhv1cVFt\nR6G6xyN/FTnlrmTnSUh3uE2RTE2Z1BXbrN74ZDfAplBJmnMh2W4O3HFJ5aL/dsrsz1BQoKZMWs6Q\nc214NfJN9rss4LLjPaxs3iA3MJUYx+MEP1jC/dpT+abrYl4JfqWiD4uoEirVl+KxyIOrI69ipnOh\nft92fOIkZXaUFdn5GymbPJaGqsGM/rSMTxZMwzpkBm8FdfnT2w//WnLydHJzfyQ09DBKpfNzTiMS\nPV/i0MATxELgzy2/uJyvLnxFdvFjrO90xqc4B51nMoKZDnO1wEtZIfh//yaKxw5IFDpQlYBnKqkB\n24lXyNjtfZt0pRapRS3cSmpin3WFeNtHNL0bQt30IFqlJaLWQ3poHQ7kpROpzafglWIsjeWotTVp\nWbsmP2XvZEX3FfSv3b+iD4eoEpt8bDJ6k54lXZfQOGgG6LMZ0HUNn23+FFezZsR/dZmvJntyuc5J\n4l69QUbQAhKbNEHzF3fDhJ/viJmWNpuHD78lNPQw5uaBLyCRSPR8iIXAE6pzIfAsx7m239zOuMPj\n6GA1gUDhJbzrJlFmKGP19jRuZ6RjyHLCzu0qzV3SiJVBjimF0uudUMcMQ67+Fqc6mbjZZRGcl8PQ\nSzIEo4k8BwVnzQTmanXosouw8OvNjm8n4eAAC84v4GTySV4LfY1xDcdRy6HWc81XGYn5/p7skmyC\nlgVxYcQFzEptCRz4Ep/fsWel+ggPH1+nuN1G/Fo3ZeYUHR9/9gEeDccQ5t3tqSYO/kdm5gaSk9+n\nTp2df7maoDqfv+qcDap/vmfxvSeu1/oXejX4Vc4OO8tjy0h+4BWUlsW81fwlri57j9I9S9m1rgF6\n/1RiSjvxSOsEuqY4tv2J0YtHMG3hHTw8uxKlkrNKV0YrJx2NVBZ0zJCwOLsr5oXbGPZqIRf2LeZW\naSQ9vutBY7fGpL6TypKuS363CBCJnuRo4cikJpOYcWoG7u72tNEMYp25jFlmAkjewOzoO9xSJZPg\npyVwYy8eJKxh66NHRBUUPPU+atR4k6CgLcTF9aeg4NxzTCMSVW5ij8C/mCAIHLpziPlR88kqyWJU\n/VEkPE4gJjOGAPsAgh2DKSkvY+/xR+TGNiWj9gdIyi1Rq/R4mzzpxJsEBQbhX8ePwBADtx/fIj47\nnqS8JDZe20jvwN6MaziOujXqVnRUURVUqi8lYEkAu1/ZTR1NA+x8W9HvcRvSvL5Ab7GQJJMLTLdi\n1VA948ZO5q3X5/C90ZcbDRuikj79b5ycnAPcuTOWBg1ixAmEoipHHBp4glgI/DOCIHAi+QQ74nbg\nauVK15pd2Ri7kXUx67Axs2Fsw7HEZ8fjbu2OQqZg47WNDA0fSrmxnG9jv8VgMqCUKQl0CKSOYx3c\nrNwYGDKQAPuAio4mquI2XtvIkotLOD/8PJs33mDams8Zk5jGRlkaBaW3KJ44lXBJT9rsi+Zgt10E\nvrGbBlZWfOTt/bf2k5Q0lZKSeEJCDiARb2wlqkLEQuAJ1bkQqIhxrnJjOQqpAskTy7LSC9JZdmkZ\nBpOByU0m42b9dLO1/0x1H8cT8/0zgiDQe3tvgp2Cmdt+LvUavI/hrgaZ2QfY2E0lXdeLlM/u0+vL\nW1xtvJnxYcNYENKGH+rUoaVG89T7MZn0XLvWBmvrRvj5ffWba746n7/qnA2qfz5xjoDouVLKlL/5\nQATwtPFkXod5LOy08JkUASLRH5FIJKzpuYY1MWuIy4rjXORs0t1O0Un7CtdTFiA3mfD8/hb75zah\n7tW2LIxbyVoPN16Ojye5rOyp9yOVKggJOUBh4XnS0mY/x0QiUeUj9giIRKJKb+nFpey6tYtTg0+x\naVMs02cdYIj7F+y/4U+m5Bil4ydjDB1A2N4v8DTWosPCuSx78IDz9eph8xRLCv9Dp8vg8uWwf3T3\nQZGoIog9AiKR6F9hVINR5Gvz2RG3g6FDwzGjhJ/i1iPYxuJrc4wmZ+thepgFsm6c9NwPc9bQzsaG\nV+LjMfyND0mVyhUvr49ISpryHNOIRJWLWAhUERERERXdhOdKzFe1Pe98cqmcZd2WMeXHKWSVZHH4\nyExu22yjS80mpGd9xNXLQ/FNW0xMuyBevjCBqeYrCei5guKSErY8evS39uXqOpKSkusUFcX89/9V\n5/NXnbNB9c/3LIiFgEgkqhKaeTTjzfA3efWHVwmopaRlyCi+uxtI3fAH+Kg24nZ6NsQsJKJHON1u\ntePzpjexfz+NhcnJf6vrVCpV4e4+heTk6QiC8TkmEokqB3GOgEgkqjKMJiMdN3eks19nRgZPw82j\nEaEunYnPXIiz5hQ1vM4S2fQWoZbdKMv6EPf4fsQObc1HTbyYUCvgdye//h6TScf1612xsKhDzZrf\nPPV2ItGLJi4ffIJYCIhE1V9afhoN1jTg5OCT7F1lx4LlnQjFBYNFHEn5MUjbTCYrvAH2MhOGwi9o\nfmQ959+1oX89N1bWDkD6lF/qBkM+V6+2xNl5MJ6eU59vKJHoHxInC/6LVPdxLjFf1fYi83lpvJjf\ncT5v7HmDSe86Ijf2JDpPyv3sQgaGvInxxFfwYDuPnd2xFF4lofW7dP6glK1n8hlwMQHjU35oyuUa\nQkOP8ODBEvbs+eg5p6o44rUpEgsBkUhU5QwJG4K3xpvPz89m+ZIvsHFOxyTtwu64EwT6XqbZ7Y5I\nDuXzoEk3lCYvhHbf8tmCcxw6X8KQq4lPvR+Vyp2QkEM8eLCU+/e/RhBMzzGVSFQxxKEBkUhUJT0q\nfkTYyjC+f2k3b7QJJDPPnRpmzjTwcuB00j40AxuRJOwC/7PYZy1gRtpkCk+YmLu8JXtaBtHN2fap\n91VWlsStW68jk1kTELACtdr3OSYTiZ6eODQgEon+tZwtnVnVYxVD9r/GhClmONUYQa5Mx/H4a9R3\n24Xr2SX4Zc5DYleHPMuXmO39OTV7Kmi4uJBXoxMoMTz9igC12o/w8DNoNK2IiWlESspM8UeHqNoQ\nC4EqorqPc4n5qraKytc7sDfd/bsTU2MMFixGYW6F2tafmAfvkf4wgN4aI4qVEkxBHdHbDuU9zULW\nmcejjJXSbHUqev3T7SciIgKpVIGX1wwaNownN/cIsbFtycr6vsovMRSvTZFYCIhEoirtiw5fEJVx\nmsHTrmCuO41Wn4m53BeF6kP2n/iEEX36Y7fQnVKXeuSr7VhgusPp7Wu47ZZB+LA84uL+3v6USifq\n1o3E1XU09+8vIiamGQZD/vMJJxK9AOIcAZFIVOUdvXuUMYfG8PKjBE4eL+JWojsOWKMX9tK3304e\n2VzjR6/3Kby+CLlPNO8fHk/bLBN9V3ZGPqoxO9cpaNfu7+9XEASSkiZRWHiRsLAfkcksn304kehP\niHMERCKRCOhSswvNPJqhbzUDb2972raOJrNcT4F2KFu3TaO+nZwmV2OQ9RmPkOLL3F5Liawh8O7W\nm7RdfofBg+Fv3okY+PlD2M/vK8zNg7hxoydabdqzDycSPWdiIVBFVPdxLjFf1VYZ8i3qvIgtN7/l\nnS9iuHsnlHETF6IzqTA3jWb+nC20q3MUz/UKjD2ngz6IOZ2XUOOcicSUFF4akk7r1vDgwe+/95/l\nk0ik1Kq1GhubVly+XI/s7B+eT8DnpDKcu+epuud7FsRCQCQSVQuOFo7M7zifsQPFJWoAACAASURB\nVMeHsXBROXu+f5OOvV14bEyngcWHzJ+9g3Ed3sHtoB6V+xCkNGfya1/y+Ycy0qTnGfRyEV27QkHB\n39+3RCLDx2c24eEnuXNnPGlpnyEIhmcfUiR6DsQ5AiKRqNoQBIEBOwfgYulC5rqlhIQY+XJJKEJu\nDgM8hnCyaBQjZr7EqrxR6MggX74FF0ld1i4Yw/VBMWRKJnH2vIx9+8DD45+1Qau9R0LCUCQSKbVr\nf4dC4fBsQ4pEvyLOERCJRKJfkUgkrO21lhPJJwgYtJIlS2TMW/oZ5fJO/HBvNZ1NK/n2qzV87P8J\n1KiFV3JDHhoP8eG40/h/X49h+e8x8BUj4eHw8cdQWPj322Bm5kFY2DEsLcOJjvYnPv41MjLWUFR0\n+dkHFomeAbEQqCKq+ziXmK9qq0z5NGYaTg4+ydb0uYz5OIHPp/ShwfBcUL/JrqKlWDwo5/Lxzow3\nfE1mh9dQyYYSK5/HioE3uRbVjfrp07hyQU9aGgQGwpEjfz+fRCLHz28+jRrdRqNpRWHhOW7e7Edc\n3Mvcu7eIBw+Wk5Gxkuzs3RW+9LAynbvnobrnexbEQkAkElU7btZuzG0/l5OWw1iwQCDtwG5q9DyD\nVPiSdNlk9m3+jFrqVBrf/hiH/DCkdsOJsJtKRL0kbp7tStqKT9m0CbZtg5EjYckSMPyDIX+l0glX\n15EEBm6kUaN4NJpWaLWplJTcpKgohszMtVy8WJv79xej02U8+wMhEj2F5zJH4MyZM4wcORKDwcCE\nCRMYP378b/5m+vTp7NixA1tbW7Zu3UpgYOCfbjtr1izWrl2Lo6MjAJ9//jldunT53zDiHAGRSPQL\no8lI/dX1mdx0MurEwYyedB+z2uNwjGpKgh6aWQTwwdqX6H/eCalkGHmBRUgefMfoK5sIvq2i71wt\nzn17kJcH/ftDrVqwbBk85VOMn1ph4QUyMlaSk3MAd/cJeHl9iEQie7Y7EVVbz+J777kUAnXr1mXx\n4sV4eXnRuXNnzp49i4PD/58wc/HiRSZPnsz+/fs5duwYW7du5eDBg7+77blz57C3t2f27NlYWVkx\nefLkPw4jFgIikehXYh/G0mFzB34a8hMJZ4IZ91EiSrdROJ+twW3ZOPqHnGFY/5m8lG5GcbovuuZg\nNLPgw+8nozFIadzuKi0+mEqh0YJWraBVK1i0CGTP4Xtap7vPrVuvI5Wa4+//DWp1TYBfbmEsRfKs\nKxBRtVApJwsW/LL2plWrVnh5edGpUyeio6P/52+io6Pp378/dnZ2DBw4kFu3bv3hthcuXPjvdv/m\nL/nqPs4l5qvaKmu+MJcwFndZTNtNbRGCdjK8XwBmDm+S1NAKx7J3+f56Pw7GvsRPuWW0laUgWX4b\nv6txfNZjEjnmOu5ub8W64bOIiTxERATEx0OHDpCZ+ezbqlK5Exr6IzY2zblypRGRkVZER9ckMtKK\nM2dUnD/vzpUrDbh9eyRabeoz229lPXfPSnXP9yw880Lg0qVL/+3mB6hdu/b/fJnDzz0CtWvX/u9r\nR0dHkpKS/nLbJUuW0KRJE+bNm0dRUdGzbrpIJKqGBoUM4sQbJ5hwdAL1Bu3FM+cNAtuEI/Xsh5cw\nnXlbvmazvT9f6or50NqZtB1a/BO1fNFxApv7JeB4pBurN0ZTZKbl2DFo3Bh69wad7tm3VSpV4uU1\ng+bNH9O06X1CQg7SrNkjWrYspG7dKPz9V6BQ2HP5cl2io/3JytpOaentf/WPJNH/nbwidioIwm8u\n3L/q9ho9ejQff/wxhYWFTJ06lVWrVvHuu+/+5u+GDh2Kt7c3ABqNhvDwcNq0aQP8/8qwKr5u06ZN\npWqPmE/MV5XyhbmEMctrFsOXDOXEiliG9h2FqtVkbHaF0cX3OxYs34HFlMY4y9OZKbdhzt5Cgpq7\ncMppKqkzP2P+nLZMa72Cx0M17J0zmDuvyOjaNYLp06Fjx2ffXolEwtmzV395/fOPowsXkn95PRcf\nn884eHARN258QZ06OajV/mRmvoZaXbNSHG/x9fN7/Z//Tk1N5Vl55nMECgoKaNOmDVev/nwRjx8/\nni5dutC9e/f//s2SJUswGAxMmjQJAD8/P5KSksjPz6dt27Z/ui1AbGwsY8aM4dy5c/8bRpwjIBKJ\n/sSi84tYd3UdW7se5bWe7gQM24D9J14cMOZSShkbFgzD84aMny5K+SanDKduwVytkU4997fouK0L\nrg9lzP9SxqnGjZg61AyTCfbseT5zBp6WIBjIzFxLauos1OqayOW2mJsH4eMzB6lUWXENE70QlXKO\ngI2NDfDz7P/U1FSOHz9O48aN/+dvGjduzK5du3j8+DHbtm0jKCgI+PkX/B9tm/nLoJzBYGDbtm10\n69btWTe9Uvt1NVgdifmqtqqS750m7/Bm+Jv02tec1VsfEr3wTTLGlhJcGozE1JDhUyeT2bCcVp5q\nZloquJN4k7A7rsREbea7nu+T4Z7M4kFGhq28wNCVORQXw+TJUJG/PyQSOa6uo2jcOBlv71nUqDGc\n0tIEYmPbU17+109Sqirn7p+q7vmehecyNPD1118zcuRI9Ho9EyZMwMHBgVWrVgEwcuRIGjVqRIsW\nLWjQoAF2dnZs2bLlT7cFmDZtGteuXUOpVNKqVStGjx79PJouEomqMYlEwpRmUzCYDIyK6sTJyLOM\nGtaDWz1X43G0FWmmkbw+Lp8vZ6+n1tF6rC28xWDrBGqesCQpzJV5TccTFhLElK8/Ypb5TVp840HU\ncF+GDpWwaBHY2VVcNpnMHFvbDgDY2/ciLe0TLl2qg6PjK7i7T8TcPKDiGieq1MRnDYhEon8dQRAY\nf2Q88dnxHHjlCB+8r2Bz3qtY7xhNthCKUu3LZ+1cCNhXg/veKYzt/JBaBw0UTnyPFLNo5I+iePXc\nG2Q06s+Zzip8k1zIme3PppUyKlNnpVabSmbmejIyVmJt3QSVyhWDoRBr68bUqPEWMpl5RTdR9H9U\nae8jUFHEQkAkEj0to8nIgJ0DMJObsbnvFkaMKeagsh765T9S0+MU98veYr2DBe6PXCgvNdB7cBZ5\nkVqGmIWxbvpwlLc34HqvjEGJX/PNdBUKuRLtt+5MrunGx9Olz/zGQ/8XRmMJWVnfYzJpkcksyMnZ\nS2FhFJ6e03FzG4tEUiHzxkXPQKWcIyB6Pqr7OJeYr2qrivlkUhlb+20lvSCd6SffZ91ya14yP0Hh\n6wO5mTqYDnUGMPBeCZtCk4jy1HFurTWuTa1ZExZL0PKJ1L1pz11/BWddV7FiSBkfvK+jZtt0llgk\n8FJ/gcq0wlkms6BGjTdxcxuNi8tggoN3Exp6nJycfaxc6UNy8gfk55+htPQ25eUPq9UPqqp4bb5o\nYhkoEon+tdQKNfte3UeLDS1wt3Zn5RcTqLtzK+9deZ/dp7aysJeUxQk7cFE9pHnbGpzZoKBbja+5\n1foTFJrjBN1y42RwHrc9Mmj6+D0+GWvDwe5Z7Hw1j5rTvNg53pFWQaqKjvm7LC1DCAs7yYMHy4EH\nJCe/h16fi16fja1teywt62Nj0wKNpmVFN1X0nIlDAyKR6F8vNT+VFutbMLP1TN6q/xabY7fwVusQ\nlAXOfOy9m+9sx2IokPCFrQvN4vLpaTjANb8NlHbYiq9WTkpQbYzlD/GzfJ9Pltihx5n35pjxyEJG\nLYUlDd3NcFAqmOfri1JauTtiTSYt9+4tQK/P4dGj73B1HYlG0waZzBKpVI1MZo5EokSvf4RWm4Za\n7U9Ozm5yc49ia9sJd/eJKBT2FR3jX0OcI/AEsRAQiUT/1O2c2/Te3ptXg19lVptZHLl2mZfa26LN\n9aK/0ybse43ku51GvmysYlCkwCxhNqcda3A5fBROnuWUeDemRHsdK3UoEy5Mos0BW452FthpFYpS\nI2DfLxtzGxOt7W2wk8t5w8UFjbxyd8qWliaSkbGcoqKrmEylmExlGI2lmExalEpnVCoPiotjMDPz\nw8vrQ7KzfyAnZxfOzkNQKGyxtKyLjU0L5HKbio5SbYmFwBOqcyEQERHx3ztMVUdivqqtuuTLLsmm\n0dpGvN/8fd6u/zYCAh1fP8KpbWr8HO4xpvtCPt17g49HQvcD9pglqWij2U2K52so2t1Do2lItp0N\n8oensfP6mC/nhBEfKCe1pZK7uxpxKyCbjv31qAPKuFhYyPKAADrb2lboA4X+r+dOEIT/aX9ZWRIP\nH25CEMopLLxEUVE05uZB2Nv3xMGhFxKJCr3+EdbWzRGEcmQyi2eQ4o9Vl2vzjzyL773KXY6KRCLR\nC+Ro4cihQYd45YdXOHL3CJv7bubk1u68ZjeP71dNYNa3XXjHdh2zl39E8uDHjPa3Yl3sMPrcjKIs\nZQGPe6xA7laMwcqD7Huz+aavFw1v9sT5hA9evkl8pTQxavwAmjQ0smCpE5Pu3uV2aSntbW1ZU6sW\n3mZmFX0I/rYnixi12g8fn0/++9pk0lFYeIHs7B+Ijx+EyVSGQmFPcfE1QIZK5Y6NTTNcXIah0bQR\nn7JYAcQeAZFIJHqC3qhn/JHxnEo5xdRmUxkaPpTYtET6ts8nM7UJLYnnnmUnbAMesqCWAreLZrxj\nv5qImC7YKL6jJGgKBb1MYN+Y5rHx3HLSE/iwC5P3vIlMKoV8BYfN7eizMYAWnZWseHyfeenphFpa\nYiaV0sTamqkeHlhU5L2LnzOTSY9EIqO0NIH8/Aju3/8atdofZ+fXEYRyTCbtL8sdLXFxGSIucfwD\n4tDAE8RCQCQSPSuCIHAq5RTzzs0jJT+FN8PfZGzDsYycNprdyxZjb1TSwHIcZ2VbeD9Uwut37Imb\noWTJN5s5mRSMxK0fZUMvIdR8E6XEG/+E1STbyWhZYw5uZT50m6jliNSaeBt7Dkw6haJZLaItLdG5\nuPBdVhaxxcWsCwykibV1RR+KF8JkKuf+/cUUFV1GKjX75Z+K4uJYJBIprq5jsLVth0xmiUSi/Mue\nA0EwUF6ejSDoUSqdkEqrXm/L0xALgSdU50Kguo9zifmqtuqeb8mOJZyVnSXxcSLvNZ3MvkObODh3\nChR3YJz3HPbKP8GkhU9ywSNEySWrcXx6YgaFjutR9p1NqWsJIIBcAxixdxvKEr/JyF9O4aKNBSuS\nQuloeZ5vZJPx6BqM0KoV37Vpw7vZ2TgrlUxyd+cNZ+fn0m1e2c+dIBjJzFzD48cHyc8/jcmkRaVy\nw9q6OTKZGkEwIJEokErVZGfvAgTkcg063T1kMguuXjUSFqbH3r4Xzs6vYzAUYGfXBbncqqKjPRNi\nIfAEsRCousR8Vdu/IV/r1q1ZfWU1J1JOEH3/HKH3GnJuc1u0OWNZY3GUzD6DWR+VT9Z9+FiAho18\nmRG9mbPGAOSKcbg7R3H3tTykahkmpQKpmSejfKbRcooLZW5ySqQuXIqWY1ujEHNVEnXSDxIZOITY\n+gGk9UrHYFVOFzt7PvLzwN/82d0auCqdO0EwAlJKSm5QUnIdo7EMiUSGIJSj1z/GwaEfcrkVBkM+\nSqUbCoUtERERNGtWm4cPN5CTsweZzJri4qvY2/fAxqYFKpUbUqkalcoTtdqnoiP+bWIh8ITqXAiI\nRKLKQxAEIlIjGD9nFwmbX0aib8x8i7OELxxBXlQG750sxzcLZteG8bJG3Lm2HxdTBPcYhlBTQVlf\nPdhZIzHpUevK6ZziR8OMgeRaNKHudRUOWQYuubmgsr6G7609HHF5k3NOYSQFF2HqlcFrt0KYN8QK\nZ2dxYt0/odWm8fjxAQoLL6LXZ2E0llJWdge53BZX11E4OPTBzMwTg6EQmcyqUk9gFAuBJ4iFgEgk\nepGySrKYsmMUpz4eSsaDdrxifYu3V/ZCuKdk+el7XDgiMMIGhHF2LF96kpb52Wj4ll3S/ZR2KcfY\nwgsCR2J5YxfyknN0SldS3vJ99PZd+WS3JWWnClD7KnALvIXz1YWUP8hm4cAP+bR7GNoyKZ5JTngl\nOFMTK0aMgKZNK/qIVF2CIFBQcIbMzHXk5h5BKjWnvDwTG5tmaDTtcXDoiaVleEU38zfEQuAJ1bkQ\nqErdd/+EmK9q+7fnW39pPru+yuLo9x+DSYGLbQ49eq/AyuIHNq1Oo5+bDlMzWy7fXElSXEeamaIJ\nElaynlPoJvmh6zgVCu7gG7GdYqsEVEVWlDUeyruuYfTQNaFoQhFyezm2jRT42O9FsuIbLo+cygKX\nepz0VxBc4ErijJrYm8vo0QOmTn36RyL/28/d7xEEI6WltzEz8yE7+wdKSm7y8OGGXx7lLMPOrgtO\nTq8glSqRyWyQSlXk5OxDpXLF2rrZC+1BEO8jIBKJRJXAsIZTabsskUvDuhJ9OZNVXw3j22/HolGN\nxqSW8qNxEk4R3zPS8w1ctsvZuGQReyK/YYrLQL5eFIfNxalkvzuT5E7DwFCG+f2TOFxYwUfWLnxg\nnYfPe+FMcRlKw63hZB/rjGP/HvjcPs13+QcpOJHKyPbtiVkfjr/UjqgoB/zrOzB5hIKJE8HS8uc2\n3rwJ3t7//7Xoj0kkMiwsagPg4vIGAO7uEyktvY0glJOd/QNXrzYHJBiNhRiNpWg0rdDpHiAIeqyt\nm2NhEYxCYY+tbQfUal8AdLr75OWdwsIiGCurehUV7zfEHgGRSCR6RgTBxO3kT0hOW8DN9DJWjWvP\nSKMfqwzvInWOJrtoGJN9dNRqbs2PJRM5e2AIY5R9ic6pw17rIxheb42keUfKNW5QnodMV4AsKxVZ\nRhJ6dTIm4R4NrDvQP6clFrFqwmLCqLXEH/vbGylYuoTDS5eyx8+Pk4/zcY92I/EHDR4qFdalZmQ8\nkFBeDh07wrBh0KlTRR+t6uPnlQtyBEGgrCyRgoJzvzzJMZO8vB+RSH5+8JTJVIKNTWsKC6NwcOiN\np+d0pFIzlErn39yh8ddMJj0mUylyuQ1GYylSqRq9PguFwh6pVCEODfyaWAiIRKLKQBCM3Exdy8kf\n32HOTC09beuSmrCANKUT+epLKGWPmN5vJT/Gz+VaUhOGdJtPIxKZe+Y+lzPv4BBWC7cGzbgbakeJ\nW2MkD/bh9CgF18eFxPn5oKMASpKxNwSx6NuJOJRb49BWStCBd7HoVYf4119jlZsbF/OLSCnVoTcJ\njHB3oY3MgZhIOetWSGngpWL9WglW1WMVXaUlCCbKypKQSKSYmfkgkUgxGAq4e3cSubmHMZl0SKXm\nGAx5uLtPwNKyHhYWtVEonCgru0NGxgqys3cjkUhRKBzR6TIAIzKZNSChZctcsRD4tepcCIjjeFWb\nmK9q+6f5DIYCIqN6smTZZY4dsqSBZBl9iyPYaeXL+eLB+Pt8wBv9z7Bjz2aS7gVRy/sqfV8Zw/Jj\nD8m6lourmROO9TqT2cmfLH8/UKuRP/oJ54fxqGV1SDG/jaHgAgHmXah1K5T2F+zxV8npmP0lCndH\n6N0bhg4l0dycVRkZ/JiXh85kosRoRPtIgXxRIF19r9CvXxt69Xr2x60yqOzXpsmkR6e7h0Qi4/79\nRWi19ygpuYHBkIdK5YmjY1/c3MYhlaopK7uLuXktBMGEVKpEp8vAzMxNLAR+TSwEqi4xX9Um5vtj\ngmAkJ2cvJ8/MYfFXN0i48ToNLbypk6NiO+3JMnpgZ7eN0QNWU5wyiFURE2nc+CjuoVs5m3SdvIwM\nihNMWKgtMXm5Uty6IUJITWTqUkyWnkh0jzE9OoaNNh+JtBxD7mP0khL883zpmO1DWMoFWjrVwnfq\nXGjdGn75nNz06BHTbqegOxeLzr4J4RaW9KxtibmViUYqDcFOKsxVUuS//H1lXkL3Z6r7tSmuGnhC\ndS4ERCJR1VdUdJVvv+vBpo3ZZGdImOkRjizKnWXyHlzS90Ei3Yqn60w0ufYkajsiyF6mY9dY6jdZ\nQMG1AvwOhJFfWoefzOKJKD+HrbOK0pdaUtKsCYJDfSi8DY/PY16qxa3EBb8cPaWP7nHD6yo9Ez34\n5kwRNu+O/nlZgVSK3mTiekkJiQ/1zNpaTKa6GG2pBEO9XAS1EYlJghIpejM9Pko1M329eNnJCZ3J\nhJVMVmWLg+pELASeIBYCIpGosjOZdJyKHc+c5Ye4tDOLNmFu2JhPwBRhh1RTwoHcV/EL2IezZAc3\n7hxHYpLiYOqNIrQVnTpHYWWVRXjwFe6f70DqiXLOx6cSXXobfRNbhG79MdbviqQsG5M+CcoKsLkf\nRVBmKFpZAnptMe9GDsbnsQO5PgpKwgrpNKE7TsHe/9NGoyBQUgQJ6UZ2HTLx404Fd80KUI5IJd+9\nECQCNsVqHH70wv2OIyMnmujWGazk4kK0F00sBJ5QnQuB6t69Jear2sR8f58gCMw7NY9Zk2ZhrbVm\nwYdbWPWxOZ8px/NtUC9+utofwSilV/PPiU3dxe3rOsZaeKO1GMAeUw269tlO1x6XKS6zw2As4/F9\ngfxYE1dibbks+JPa3Buhew9QqKEkHYruo07Zi0GfhkpiRbOcdtS/HkJeSgaNLNtT2yefGnZ2WL1S\nF003N5CBNlmLVC1F5aqioACO/yhQlp+FPl9CjK2CU74pJEqKMGmlyGUS3BOcmGbnS/1AOTqLciRq\nI409zZBJK67noLpfm+J9BEQikaiKkkgkvN/+fcZdGkf40HCGjelG6GvhFNafx0efTOFzzzmsa9qH\nb7d9RFLWBpAa+az4II18h9OmTiGdktxZ1X0rV0z1SccLIwpC60Xx+sjJtLO9wdrvjQzoHcdll3TO\nBj0iK9SWsuChYA76six+dLhKhONBzNLlfOuxEb+8ZoRmd6TXaBPOubEopDKwNMdkkGLlq0dIf0BL\n7R5kEi2WynQGOThQEP4a8s5NSQ0M5MB5I6d9U5koj0YRY0GpWzGUyVDESAi46oHsrCP1AxR8PkeC\no2NFH33Rr4k9AiKRSFTBdAYde0/v5Z3R75BrymX8yPG0r98aidSIn0M0hYe/psBSzry9C4g82xc7\nzS5y894jyK+YQKOUASk2aHRTmCnryyXBDwNSLKxyKTUo0dTfQJe8XPrfCeG+czG7G0RxxuUsxtpN\nMTl1Q9CVg60UHkdCxkFkSHGyeJnOxjrMXP4FNQwaiso8MfXoy6MUPwSFGcUxRWAox8oqg/L7pRil\nFri7RSOYW5FXy4bEjg1pWjMYh5Z2LDxazPdmqSSriijTmzBkK1FZCDTRObKpiyce1oqKPvxVmjg0\n8ASxEBCJRFWZXq9nxuIZrNy6Em2WFqPRiLnJnHXLltO0QTb5a4/zaGUSm0xTOV7QjWD/77CouZtL\nV84jLYP+ITZorOzRpHfGP70VF5rtIzJzMJfuNsEvcA823rsYFjmAi61rsKnjbsoffYd9ngnHfVJu\nZRXROUiNEB7M0YBy0N5GYuaBj0dfBjUYjq+FFU1tbKilVv/PJEFBqyV7RQK5JwuRGLToUkopTy/C\nZJCgVGux7eKIpq8f1u2dyLW15U5OOZHnYOWDDFJ8H2F10RnXe3Z0q21Bt35GwryUOCjE4uBpiYXA\nE6pzIVDdx7nEfFWbmO/5KNQV0vPznpxdcpZ6betxYP0B7FW2HNq0nUmfn6KstAm64o74uqfQouUC\n9u85Rbi7kXHTBDRZEqxvyjCcrktpqh8zTKPIVGgwc8vFzvU2V4RCrJp78sCwC6P1cVyS7bl/6B5S\njR5HVwnO1sEYXTRkOKVSqMpDZhOCYBuAQV+It3Mj6lmY0dwlBCe72hTry6gpK8VdqcBcYY6HtTtC\n4l0ylqaj/f4Mj/MCkRjLsXW5h0VrT5y7KZE2acDZuCJ2u9sSUZRPYmkZZflS0OixLDbDSalglI8L\njrccCQ2UEhb28zGRSEAQfv4nlf71Mazu16ZYCDxBLASqLjFf1Sbme76up16na6+uZBmz6PtBXxZ1\nWYTGTMP8+fMxM7Nh8UIDZYVtUdtYYW8zk+yUH3jdRaBDJ3NUvfRILPRYJYDzLiVOkQJ3TLW4KQkl\nR/AimgIKXZtz4I3F4GyOU6QXuY+uIiu4jz4vB2MeoAapJ/g7go2TK9fqOqFACSVJ6Ez5SAErvQpz\nlQXFKhNW5o7MbD2Tlm71USst+anIiNdFI967bpIXUUxZrgp3xUFQKjCixnnDIMy6N0CrhcsJBi6k\nlbHvchkX7DMRahcizVEhMUowlEuQZpkh5CoR7qlxuu6MlUGJRAJDh0Jm5v9r787jo6rv/Y+/zuxL\nlsmekH0nYCAkJGFTVCyL4HKrtkJxa20tDyy2VWvtpVfaPm4t19ra9vbi0mp/LaJF64ogBVllC2uA\nQDbIQvY9mX07398f1FzE0NorFDN8n4/HPGBmvmdy3vN5ZOaTs3wPZGefvQpjcTHodJe/dpeabATO\nE8qNgCRJVzafz8d9X7uPV9a8gtAIwiPD+fJdX+Ynj/2ExMREfD4/Dz+8ntdfz8LhSMBg2Imj/3Hu\nF43Y9Zm0jZ3KtV/cT1lRA5pDcWhOmPE2ezG0+pjU7sFFGO9mGtkwqZWN+uvx98yD8GswphzHk9WO\nYj+C/v2/olYPEXQFMH5hJkyfia9wPKltp5i/6z1urG5galUnK+6cyNrYk/QaPAQ0QUCgNcUTF5ZC\njDEMw6CetNZIpgavobXbSdHWBKIDSdgLjWhvTSR5UiQTJsUQZTUwEAjQ4vFy5LggIUnQFHBjV/wc\ncdt5u7eHaYZorF49p47pSIjU4j9jpP3NGLoadZSUQFISJCaevWVnw7x5oNVe7mpePLIROI9sBCRJ\nCnWBQIBDHYd46t2n2PjyRlwHXShBBTWokpSUhMFgJCoqj8LCu3njjdkkJ/+WePEsgb52zjjAHdBQ\nnGbFlODAnCi4734waQG/HuXtXNJe9qAXfWxOM/PauADrD6wn0WzGFwd96Qra0pMEtLvg0C5oboNq\nD9z5FZj1BXA6wNEKUWkQEY1WDfKFvdsYf/oIQ65K6jKNuNMnok8eR+3AGfq79xKr0+JwdGAO6JlS\nP554x0SiumIpPX4V7gwDluQYOO1jT6lgoMzItT1mUns1eP0qAb+KJ1ZDpvuPLQAAIABJREFUx5fD\naQsLEtBC355BUtY4GCo101Ziw9sVoNmskl2XStNfw+nqUMjMhP/4j7MTLY52shE4Tyg3AqG+eUvm\nG91kvsvDH/Tzh4N/4IWDLxAkyIriFYyNHktdXR2PPvooqanTMBgeZevWJLKz/kpy8kamX/MGne29\n+HxG9uwp5uTJLDLja5ll3M+CxWFYCgMYKhOxbs8k/vghDtscvJkSRnEndA5MpKfzBrbpsjkZjGas\nvp5J+njqfB34NKdom+Wja1YBIjcTqo7DhKvA3o2ppxMRk055zXEW7TuIrm0He1IUahKjsCda0MZH\nUOOoIdmcQOqASsA+yCHrED40RASjydPnk9UZi7ErkiGTlv5IhXRfPjrGEtFu5tptCjo/DEWpRCFw\nLxDod5rRtgQ5aKmkxF/E8YlwfByI6dGcjFU4dEDDhDwtCwts3BYfS2rSpzjg4FNyu+HwYYiJgdzc\ns8czrFlzdldFTg5MmABG48X5WbIROI9sBEYvmW90k/kuLyEEf6z8I9/b/D2mpU7j/kn3c33q9fz6\n179m1apV2O0KGs3XGBgoIBCYgl4/BGSj1XpQlLdQ1bkY9A0E/afIt7YzK72d0vlvEzetCV2LFf0J\nQeeJdJr7GkiwG5nV5OBIWRRHTRH8tb2cHb5rCWgUFI0Pq20/5nAPzqTtBJu1OGeUoY6/EaxR4OoH\nnx0ctWiDfRjsx9AGfSRYb8LWH02gqpajN8QgxkwiwuMkwd1Ok0lDwNUC3na0QS+qzowiggR7dhEZ\nVc6irK9S7RQMqQaGBsNpTgkS7u4jgIXi/n4KXv41t9qdFMZ9lTNdCfScSUUjgjQt0/FfncmcGTuI\nLzzIxPp4vj2vh/S8HK622QBo9/lo9ngI02rJs1gw/u3oxLY22L4dEhIgMhLefRfM5rNf/IoCz/5a\nJWewn6AryA5vDNYYDTnxAWwpOqrrFFpbYdIkSEmBG26Am24Cr5cR51cICEGf30+MXo92hCmdZSNw\nnlBuBCRJkv6RPncf62rXsXzLchYVLuLxGY8TaYqkvb2dwcFBEhISqKuzsXv3IdaseZSamkosFj/9\n/V7CwuaSnpHO6VMpOB2JiMBNzDf8hO/mrsc0MZL2a09Qu2sMZ4SDbl87UXo94zMF4/P9xG7WcNwc\nxqEMK12+CA42JGFvnYrDdBJNRxZ9Y5rAaiBateJJ9+LMmoAaAFLzUfxuhOcEhI8FYwxKw0HE0fWQ\nkA7WLKj+AI2rCzXHBhY3uOoBLUa3Do13EG+YgqoR6FQFFQ2qKQoSZsGYW7Ha7bjDYlFNYehcLaCz\nEj/k4Mvb/dz6u1SiwxoxRzmoV3Ssjynm/WIL9cUCXaKboBlsQiHBr6ErqEfr8jH+TARnPOE02Iaw\nJHhR/TqsO5IoytahRaB0tBHmgC9uDxBhURm0CqL3ehEKBAyg90F3PHSmKNiT9LisBjSnNJiqFTZO\nNdIzVktSppGZfsEknaDO4GJN+ABnUgRmvY6ns7PRKgpZJhNFYWEoiiIbgfPJRkCSJAna7e08tvkx\nNtRvYFnZMpaULiHWEvuxMUII+vr6cLlc2Gw23O4N1NZ+k+7uKI4ebWXNmrmcOv0DgoFUdLojBAOZ\naJQoYsyvk089AVcXDXQQburikbkBynK6CO8bxBUdwWCJl4AwEIhxotUFCNit9B8r5mB1KacdSeg7\nPQR0vVQcKsNQ6OVMwhHMjg+x0IU3DbwGH67wQYQwIFpTUU4LONqANSGfokApGtVLR3g97UMncPQO\nEp0wBsM4I95oE4NBF4ExQxDVd/bPcxQUYzK63McID6bz7Wc9tCX1s+H6RLKaBCUdWm5KzCJuQEvH\n6i6MaQrdvW58fX56PFHECB9m4cSk6LBbVMK9OrTGAFqfFvUaPyfMehS3h7RKM5p4Dd4YOJWh4eiD\nZsYa9Mwak0q4okdn1aH4BGFnAgzUumg9OYSj3UuLKUC1wcsN7wuMzUGM/UFaEnU0ximY7Foy2wWx\nHi9DVh37JymYDBrqylWcSVpyDhtZ+VKxbATOFcqNwOd90+RnJfONbjLf51Ntby0rd63kzZNv8vWS\nr7O0dClpkWkfG3NuNr+/H4fjMB0dqxka+hCvt52uroWcOnUNqSkHCAQ2sGnTItrbMxgYSKCnbwzd\nXXG4XLHotP1kxZ/m9pyXWKh5nezjA9hFJgwk4IkyMlTuxDvGR1+Mke4UN0FVJXncSXyDUQx4wzGb\n7eiNbioPX81fXr+XyLBqrGPXcSbqKKd1fgKqEa0zCqfbgKFDQ2SXmeRWK5O6shgIDnBSnKaVbnLM\n2dS764nSxzBePxFzlJ6O8l72jd1J0GhFvepxIgIZpDT6sNrN+IxOjhbbEIYwzB6FsqMKy9JSyLSa\n0Ok0mJKNGIa6iYwBW3IcwarT+LccQLH30/XXIJqAC5Gajk2pJMx5DAIBGBwEu/3sRAednZCZCYsX\nw8KFkJX1d2smVIGiUVBV6Ok5u3hnm8Bb78R4oJWDNWH4DgwQbnbhyFP44YFS2QicSzYCo5fMN7rJ\nfJ9vrUOt/OfO/+TPVX+mILaAH17zQ+bkzAHOZps5c+aIlxT2eM7Q0fEH+vs34nSeJDX1UVISl6Jd\nvxnfYDPel37Bj2cv4h1tCb4XnqajLQ2d7rv4fNkUZP6JFwt+jMMdjbklSGRED2EGF+FtAksTeGMU\nlIBAE4DTd2r5sP2LdAWyGTfnLcLSmtm/80Y+OPhF9lXMJSy8n9S8D/AamuizdDEY1Ywntp6geQCD\nfjJp7mMECNBp7CNIkIyecEybTTR0+hjKGEQ/xYBBYyZCY6Unshu/QQPWNNBFodOnEhlIxzEmj397\nXUOvYyebb86FSBuYYlFMJgR+dPYTpEWmEx2WilEYcelNfDkhnmSjkXnR0dh0Wt5p3Md7J17G6emj\ndEwpHc4OXB47i/QlTHljH8pbb0MweHZLhcEApaUwdy6kpUFyMphM8Kc/wcaNZ891jI09+1hsLKxe\nDY2NkJ1Ny2kfNkcLYeYgitstG4FzhXIjIEmS9Fn5gj7W1a5j2YZl5ETnoAqVU/2n6HP3UZ5czsyM\nmVybfi0z0mag1358ml+3+xSnTj3M0NBexoxZSnh4MXrFhvVwP+/treT7qanYd+3C++qrDDozMET9\nHGd/CdG2dSQlHmBwaA+9vT1ofdnkBbRMwU2WKYF0jUK66Tg5gw1EBH34NRa6S4303jyAfawGVaNg\nqjHQs6uQY7HZGAubUYNa2puyqeqIZmtnDDFXqWiyPejHRNMan43S9yH+ptcI+vrQma8ivdKI48Bh\n7PoA5smFmHRaLD5BwDxEZ2QjLsMQaIxgzYT4G8CcDs5BUAYBBYQK+jBABW8/+PvA3nD2X2M0uBvB\n14sitFg8Gmy9Wvwikr6McRjam3HZ2sFoQGtJJjoYRbpTQ4nPRIE2liG9iVaNEaFJwC0UvJmZBFNS\nqHF0YRd+EnxBrAEjtrhYitIz+FJDFT/pXUuzp4Mar0r3A1tlI3Au2QhIkiT9Y33uPg61H0Kn0ZEd\nlU2EMYI9LXvY3rSdzac30zLUwr9f/e8smbwErebjs+84nVW0tv4Wj6cBv78bl6uWhITFGG13sKW+\ngre92ZyqacP43iacXVZ61BsYOp1BYKgUrWWAgL4SYVfANwdoA/YAzwMfYtUozFI03Kj6OaXT4tbq\naESLGqehJWwIbwCEHyKjIdwImUa4OyEB1RvOmagk6vaVMhSvJzf3KMayFqLiTtLbk4DJaGVHxc3s\nPaDn9JFn0JlM+FQVtFq0JjNhYXooFvRkdqJaLaAGQHWA1gyGWDDGg98HOgMYIkD1gdYCqgfF14de\nE0WMLwqbGsOgKZZ+9wZ83jrM/iApznA6wlUGzUZMqgEVDX6tQPV3o7FkYQ4rQqDFpThAeM+ea+hp\nA9V79uf4B8GSCpFFhPlacfRUQMIX0EaXMtMCW+Z+TzYC5wrlRmC0b5r8R2S+0U3mG71Gynas8xhL\n1y9lb8te8mPzmZU5i5KkElx+F06/kwhjBDaTjbreOg637WC8bjv5Vi8+zCQa3LR6dGiNueQlXIs5\nWI/dvhdFieP48XQaGu7BbSgkaUID//3YU3Q2lxAIPIyidCOEDUXxoXAcs96ECESjVwcJ1x0jPnEz\njsFTpAW6SI/zkB4N+7yCXS0wu0zHHRNUIgoFrRUGjh4zUNviYmeHiggKvp2oMH+ZwJeiZ6g3FmNC\nJ61tKr3V4DRAtxN69kPqUdiVYKQrwYYvyUpXUg7hZ5wElA6GiqPR6IbgnVo0Fi2+lgCaqDEwbS6i\nawjGJKIGguDygi0CrEGIjQZrkBR/HpMG49hfV0FKaitqTxNVjjN4XY1YrW4ssQJFB0WdcCQBIrwa\n0npNxPWDRadQleqn32zhdFouwfirMfdsx5b+RTpMuYi5X/rM33u6z7S0JEmSFHIKEwrZcd8OPAEP\nRzuP8sHpD1hfv55wQzhWg5Uh7xB97j4ybZncftV9lI75HzJsGSiKQjDoprVnG3/Y/x9Un3yZnmAs\nhek/IDduAuOTfBQ4t2P0/g9e11GuXns1E/K+BkTz+OMqdXU7+fDDt9Drr0NV08jIbyEYjKW9/Zsc\nafseqqpwSquiafegtroIC6vDFv0B7+yqYu0HbWi1lWRm2hmb62WGJYyvee9mBxFsaf2AVd8/ybxo\nCzPifAQirHjMLpJzNWSnB/DkCRKsEF6tY47fi1nbSWw77B9qwWfIROkvJ+mPZbw+fjcfXOMmtV9P\nT3ErLo2gO/zPJGoiaI/sJqANkNdgxfzGFzF3ZpEeUcWb2jpa1FpaxigYipLxqFb0NiMWswmDko9G\nMZNjzyPOOYZ2417GO2NJH7iWpjQzzdG9JDuq6S0upzk1jW+8+zYcbWZfwUxqveEoOh8X409fuUVA\nkiRJuiRUobK2ai07m3dS01ODy+9CFSr1ffUMeQdJCEsk1hJLr6uX6WnTWX71clKMKbz++uv89Kc/\npby8nKVLl5KYmMj+/a2MGzeZP/zBwksvQWSkh5YWHSDQaBQ0Gi1eL2g0PrKzD3DDDa/R1ZVMb7cV\n7WAPsYY2nJ6tNJ72YnaacDGGek6AkofefC3lZf+PxKRO5s7xkZIE5iYF3WEDLXsn8srRB2kKZtFA\nFibFgzFiiEZnHqgKU2I24YypJDUAJzzlNKYehOn/hcEbhtsyiAiYUPUeDB0F+NrKoKMEIhvAOoSC\nBYx9iOTdEHMS1Ag0qoLqioDBFPRNs1Fr5xHlTkLvMGIZO0jC+CaUo7GcrE/Bnb4Fd+2/yV0D55KN\ngCRJ0ugQUAMoKLxf/z7ptnTeq32PX+z9BWmRadySfwtLJizh2d8+y2uvvUZ/fz8JCQm0traSnJyM\n3W6ks1PLnXdOISZGz/79B9m8uRer1cmUKYtpavoKdns/ev1xDAYrBoONvr4UenuTyM2tQKdTiTT2\nE+MyMdB4BsReNFYXHUEX1QO7MBpyyE4fz/SECq67tgaRouKt1qHUa1GjvMQvgN6NVqqjtbR1zCc2\nzkNNVT45OQ3cMO8N7N4ApwcNJJi9dHUoOPriCXYlM/GDOsqa7KwwJ7PF76HN1YsqQKNMQG+Zgtnp\nQ4Q5EaZ6ROwJggVa1BQdqgkyT06m3aRgD/OgWJswaTwEhR/vfw/KRuBcodwIhPI+SpD5RjuZb/T6\nPGVz+90cbD/IU7ufoq63judvep4ZaTOGnz927BgOhwOr1UpGRgYRERHDz/n9fvR6/Sdec8uWLbhc\nLlavfoeGhqk4HDPJyqikp9dFWHgAhyOG06cKGRiIJzfnCF+Y+C6dg6fYW5nHkGcCg4MRCJEARAEu\noJkkcxUT4jbT65jBsZ7Z2OJr0Bm3gxKN0RCDKpKIiBCEh9np6u5EDfZis6XS1j4Ol1PFoHsdgqtx\n+2FCPjS1gn8IwnTgCkC/E+ZGgicGjjnAH6vDMcaIBT+RmkJMQRs1p1vwNesheFweIyBJkiSFBrPe\nzIy0GUxPnc5rJ17jK298hTHhY7g1/1bumngXhYWFF1x2pCYAQKPRsGDBAhYsWHDOo1kMDQ3x4osv\n8tprz/OF2ZkUFpazenUnr66/Aa3jHixKHXcV6olPqSTG4Ce6ZzLVvbm06Fs47jaxr/XH6A078Sgv\n4XSkE6bchtB56O524nfHE/QLhOhFrxQQMCRCwyksuloy44y0DfwIv/pTIgyDtJ4IJy+9ipvnv0XC\nmGY0yS10e7p56me9tDerhBv0+IZUMod0VLU5cemP48OPQa9iDjs7d9FnJbcISJIkSZ9LATXAX0/9\nlbdr3mZt1VpKkkqYnzufI51HiDHH8OSsJzHqLtJl/M5TXV3N/fffT9PRJgriClgYtZDYE7E4/U62\na7eTHZ6Npd9M7qR9pCTsxEo3Hbe5UPyC8GNGHKSheiNh33j84/vx3/sehkMp6J/LwNccSb1mAqct\nGbiCURzRJrHNMZmAqken8aPVBNFpAuRGnyDG1IEzAP6oLkqimime/yqBzlhEm4GBpgn8cM9v5K6B\nc8lGQJIkKTQ5fU42nd7Eutp1ZEVlcaDtAO/WvotJZ2Jc3DjuHH8n+bH5nOg+wbi4cczOno1O89k3\negsh2L17N1u3biUqKop58+YRFhZGfHw8bW1trF27loqKCrZs2cL3b3yA/CgVn28HWucJDBFOTNO9\nWE/pcf8lAt1MP97rB1B6DQTDBYoaRKMIaNcQ0aQQfVxlUNWgFgVojUygqrGUlq4EnE4r9adK8Z9K\npoarSFSaUfSQZT7DO4PyYMGPCeVG4PO0H+9SkPlGN5lv9BrN2dx+N96gl4rWCl4/8ToNAw3kxeRR\n0VqBgsIPrv4BrjoXdy64EwWFQ+2HeKP6DdbXrUdBIcYSw/TU6YyPG0+EMYKy5DIURcFmstHr6iXa\nHD3i1MsjOXLkCKtXr6a1tZWsrCwWLFiA1Wpl3759HD16lLy8PDZv3kxt7VEyMvoJ04NJWPC4jNh1\n7QQ79OyochATb8Xc7ySggj9aS1ERpKZpMZmiqKnJo7Ly6/T1TQecBIN1BIO3yWMErhRHjhwZtb+s\nn4bMN7rJfKPXaM5m1psx683Mzp7N7OzZw48LIfj94d/z/MHn2f3abpZULSHcEI5Zb+a2gtv47Y2/\nxag10uXsYkP9Bl45/godjg6Odh5FURRiLbF0ODpIiUhh8pjJRBgj6HJ2EWuJpSihiMMdhznQdoCa\n3hrirfEE1SAZtgxu/eKtfD3v62RFZQ1P0TxhwoTh9frWt741Yg5V9TIwsB232w20YbFcg6rqMJlU\nTKYMNBoTPT1/4cyZX2AwrGPr1g6E2Exv71R+/OPP/j5ekkZgx44dPPDAAwQCAZYtWzZi+Mcff5w/\n//nPREVF8fLLLzN27Ni/u6zdbmfx4sUcPnyY4uJiVq9eTVhY2KVY/c+lgYGBy70Kl5TMN7rJfKNX\nKGZTFIX7i+/n/uL7WVG3gm8t+xa97l5yo3M/8Rf+vNx5H7vvC/qo6alhXNw4jnYe5UT3Cew+OzHm\nGBoGGjjSeYSSpBK+UfINxsaOpcfVg1bRUtNbw8vHXmbVgVW0DrWSFZVFUngSXc4ubsm/BXfAjcPn\nwB/04/A5sJls5Ebnnj2NUlH4evHXGRMVTeNAIy8de5lWeytOn5M+dx9mvZlpKdMYH7+Cq+KvIu66\nHWytD8OdWndR3q9L0gg89NBDPPfcc6SnpzNnzhwWLlxIbOz/Xgu7oqKCnTt3cuDAATZu3MgjjzzC\nunXrRlx20aJFxMTEsGrVKtLS0li7di0PP/wwzz77LI888silWH1JkiQphMRYYoixxHyqsQatgcKE\ns2cnTEqaxKSkSX93fITx7CmM6bb04a0S3oCX6p5q2h3thBvCeaf2HRKsCeRG56LX6AkzhNHt6qZh\noAG9Rk+Xs4uUX6agChWbycZtBbdRGF+IRW8hxhzDgGeAva17eavmLSo7KpmRNoOb8m7CpDPxJ9Z8\nhnfmrIveCAz+7VyGa665BoDZs2ezb98+5s+fPzxm37593H777URHR7Nw4UKWL19+wWX37t3L/Pnz\nqaioYPny5RiNRr761a/y5JNPXuxV/1xrbGy83KtwScl8o5vMN3qFcja4PPmMOiMTEycykYkATE+b\n/g+XWTV/FQKBSWca8fm7Jt414uP3cu//eT2HiYts06ZN4s477xy+v2rVKrF8+fKPjVm8eLHYuHHj\n8P3y8nJRX1//d5dNS0sTbrdbCCGE0+kUaWlpn/jZgLzJm7zJm7zJ2xV1+6wuy8GCQohPHOV4oSMz\nP3r8/PEXel1JkiRJkj49zcV+wdLSUqqrq4fvV1VVMWXKlI+NKS8v58SJE8P3u7u7ycrKYvLkyZ9Y\ntry8fPh1T548CcDJkycpLS292KsuSZIkSVeci94IREZGAmeP/m9sbGTTpk3DX+YfKS8v5y9/+Qu9\nvb2sWbOGgoICAGw22wWXLS8v58UXX8TtdvPiiy9+ormQJEmSJOmfd0l2DTzzzDM88MAD+P1+li1b\nRmxsLM899xwADzzwAGVlZcyYMYPJkycTHR3N6tWr/+6yAEuWLGHx4sXk5+dTXFzMypUrL8WqS5Ik\nSdKV5TMfZfAvFggERFFRkViwYIEQQoihoSFx8803i9TUVHHLLbcIu90+PPZXv/qVyMnJEQUFBWLn\nzp2Xa5X/Kefne+KJJ0RycrIoKioSRUVFYv369cNjR1u+9PR0UVhYKIqKikRpaakQIrTqN1K+UKmf\nw+EQd999t8jNzRUFBQVi7969IVW78/Pt2bMnZGpXXV09nKGoqEhERESIX/3qV8Jut4dE/UbK98wz\nz4RM/YQQ4vnnnxdTp04VxcXF4qGHHhJCXNzPzlHXCDz99NNi0aJF4qabbhJCCLFy5Urx4IMPCo/H\nI5YuXSqeeuopIYQQnZ2dIj8/XzQ1NYlt27aJSZMmXc7V/tTOz7dixQrx9NNPf2LcaMyXkZEhent7\nP/ZYKNVvpHyhUr+HH35YLF++XLjdbuH3+8XAwEBI1W6kfKFSu3MFg0GRmJgompubQ6p+Hzk3X6jU\nr7e3V2RkZAiHwyGCwaCYN2+eeP/99y9q/S76MQKXUktLC+vXr+f+++8fPkOgoqKCr33ta8PzC+zb\ntw84O1fB3LlzSUtLY+bMmQghsNvtl3P1/6GR8okRzrCA0ZkPPnlmRyjVD0Y+cyUU6rd582Z+8IMf\nYDKZ0Ol0REZGhlTtRsoHoVG7c23evJmcnBxSU1NDqn4fOTdfqHx2ms1mhBAMDg7idrtxuVzYbLaL\nWr9R1Qh85zvf4amnnkKj+d/V3r9///D0xGPHjqWiogI4+2Z8dBAiQH5+/vBzn1cj5VMUhd/85jdM\nmTKFlStXDhe0oqJi1OVTFIXrr7+eW2+9lXfeeQcIrfqNlA8Y9fVraWnB4/GwZMkSysvLWblyJW63\nO2RqN1I+j8cDjP7ane/VV19l4cKFQGj97n3k3Hyh8tlpNptZtWoVGRkZJCYmMn36dMrLyy9q/UZN\nI7Bu3Tri4+OZNGnSx7q8kTq+C/m0V5G6HC6Ub8mSJTQ0NLBx40ZOnTo1fNDlSLk/z/kAdu3aRWVl\nJU8++STf/e536ejoCJn6wcj5QqF+Ho+H2tpabrvtNrZt20ZVVRVr164NmdpdKF8o1O5cPp+Pd999\nlzvuuAMInc/Oj5yfL1Tq193dzZIlSzhx4gSNjY3s2bOHdevWXdT6jZpGYPfu3bzzzjtkZmaycOFC\ntmzZwl133XXB+QXOn6ugurr6cz33wEj57r77buLj41EUhcjISJYuXcqbb74JjL58AElJSQAUFBRw\n88038+6774ZM/WDkfKFQv5ycHPLz87npppswm80sXLiQ999/P2RqN1K+DRs2hETtzrVhwwZKSkqI\ni4sDLjw3S6jkC5X6VVRUMGXKFHJycoiJieGOO+5g586dF7V+o6YR+OlPf8qZM2doaGjg1Vdf5frr\nr+dPf/rTBecXKCsrY+PGjTQ3N7Nt2zY0Gg3h4eGXOcWFjZTvj3/8I+3t7QAEAgHWrFnDjTfeCIy+\nfC6Xa3jTXHd3Nxs3bmTu3LkhU78L5QuV+uXm5rJv3z5UVeW9997jhhtuCJnawcj5Ojo6gNFfu4+8\n8sorw5vN4cJzs4RKvlD53bv66qs5cOAAfX19eL1eNmzYwOzZsy9u/T7zIY2XwbZt24aPqv97p1A8\n88wzIjs7WxQUFIgdO3ZcrtX9p23dunU43+LFi0VhYaEoKSkR3/nOdz52VPpoynf69GkxceJEMXHi\nRHH99deL3//+90KI0KnfhfLdddddIVG/mpoaUV5eLiZOnCgefvhh4XA4QqZ2Qnwyn91uD5naCXH2\n9MiYmBgxNDQ0/Fgo1W+kfKFUv5deeklcc801YvLkyWL58uUiGAxe1PopQsgJ+iVJkiTpSjVqdg1I\nkiRJknTxyUZAkiRJkq5gshGQJEmSpCuYbAQkSZIk6QomGwFJkv6ltm/fzp49ey73akiS9DeyEZAk\n6V9q69at7N69+59aJhAIXKK1kSRJNgKSFGIaGxsZN24cS5cuZdy4cXzzm9/E7/fzwgsvUFZWRklJ\nCd/73vfw+XwA3HvvvTz22GNMmzaNyZMns3nz5uHXeu6555g2bRrz589n27ZtAGzbto1Zs2Zx2223\nkZOTw89+9jPefPNNJk+ezLx582hpaQGgv7+fH/3oR0yfPp077riDI0eO0NjYyHPPPccvf/lLJk2a\nxK5duxgYGPjEOIAVK1bwjW98g+nTp3PvvffS0tLCvHnzKCoqYuLEidTX1/9r31hJClWXbgoESZIu\nh4aGBqEoiti8ebMIBoNizpw5Yvv27cMTqqiqKpYuXSref/99IYQQ99xzj5gzZ45wu93iww8/FNdd\nd50QQojKykoxdepUMTAwIKqrq0VOTo4Q4uyEVwaDQdTX1wu73S5sNptYtmyZCAaDYsWKFeLnP/+5\nEEKIJ554Qrz11ltCCCGOHTsmbrzxRiHEJy/NfKFxTzzxhMjPzxcuEetEAAACUUlEQVRdXV3D93/3\nu98JIYTw+/3C7XZfujdRkq4gusvdiEiSdPElJycza9YsAGbOnMmePXuwWCwsW7aMw4cP43a7MRgM\nzJkzB0VRuOOOOzCZTEydOpVDhw4BZy+EdfvttxMZGUlkZCR5eXnDlzotKysjOzsbgHHjxnHLLbeg\n0WiYNm3a8MVd3njjDd5++21WrFgBwMDAAG63G/j4hV/+3rgFCxZ8bG7873//+/T09HDfffcRHx9/\nCd9BSbpyyF0DkhSCbDbb8P8NBgMej4dHH32Ue+65h6qqKh566CH6+/s/MV6j0RAMBoGzVywT5008\nqigKiqJ84vU/uq/X6/F6vQAEg0HefvttDh8+zOHDh2loaMBsNn9iXS80TlGU4Qs5AcyfP59Nmzah\n1WqZPn368C4ESZI+G9kISNIVorW1ldzcXPr7+3nllVf+4aVJFyxYwJtvvsng4CC1tbXU1dVRVlb2\nqS9/umjRIn7zm98MNwYffXGnp6fT3d19wXGVlZUjvl5DQwOJiYk88sgjzJo162NXWJMk6f9ONgKS\nFILO/5JXFIWf/OQnLFiwgDlz5nDdddddcPxH/y8sLOTuu+9m3rx5fPvb3+aFF14Yfv5CTcS5zz34\n4INERkYyY8YMxo8fz/PPPw/A7NmzOXDgwPDBgueP+2jXwvnrtXbtWq666ipKS0txuVx86Utf+r++\nPZIknUNedEiSJEmSrmByi4AkSZIkXcFkIyBJkiRJVzDZCEiSJEnSFUw2ApIkSZJ0BZONgCRJkiRd\nwWQjIEmSJElXsP8PZ+oVAKBMHlwAAAAASUVORK5CYII=\n" | |
} | |
], | |
"prompt_number": 8 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"At some time later, I added more BSA, still in low volume. This did not cause dilution in the sample. We can look at the dispersion of this dilution by slicing it as \"t4\" and referencing it to t3." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"t4=ts.ix[:,56.:59.]\n", | |
"t4.baseline=t3.mean(axis=1)\n", | |
"absplot(t4)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "pyout", | |
"prompt_number": 9, | |
"text": [ | |
"<matplotlib.axes.AxesSubplot at 0xa030c90>" | |
] | |
}, | |
{ | |
"output_type": "display_data", | |
"png": 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YrIhRFRTuKQxNYUREJC02A2HmLStFrMeJo9aYhh1ntMKuKshfsbbW/WR/prfM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\nQgghRMj9f3M7nSI94uJ+AAAAAElFTkSuQmCC\n" | |
} | |
], | |
"prompt_number": 9 | |
}, | |
{ | |
"cell_type": "raw", | |
"metadata": {}, | |
"source": [ | |
"**This is exactly what we expect.** Further addition of BSA shows up as weight in the short range, but adds no weight to the np region. Therefore, no additional np binding is present. We can look at the temporal evolution by wavelength which would have brought this to our attention. For now, we'll slice the spectral ranges manually by providing wavelength ranges, but we could also specifiy the number of even cuts (eg 6 cuts) and pyuvvis will automatically divide into even slices. Rangetimeplot() will assign colors to more or less match the uvvis spectrum of the starting wavelength." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"from pyuvvis.core.spec_labeltools import spec_slice\n", | |
"\n", | |
"uv_ranges=((215.0,300.0), (350.0,450.),(500.,600.), (700.0,850.0))\n", | |
"\n", | |
"### Slice data from 48min --> end\n", | |
"t3_t4=ts.ix[:,48.::]\n", | |
"\n", | |
"\n", | |
"slices=t3_t4.wavelength_slices(uv_ranges)\n", | |
"range_timeplot(slices)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "pyout", | |
"prompt_number": 10, | |
"text": [ | |
"<matplotlib.axes.AxesSubplot at 0xb4c4350>" | |
] | |
}, | |
{ | |
"output_type": "display_data", | |
"png": 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MJHrQIJorK/E1NxObnc3mP/6Rgv/+b7IUhUvnzyfv4YfV6wt8Ptw1NZjtdqxO\nJ0aTqcNraq6spP7gQezR0YQnJtJw5Ai1X35JzZdf0lReznifD1tkJGmXXorZbqd61y5sUVEkjx6N\n1elECQTUIeVAoMNtk8VCeFISFoeDw//5D4fWrePoli0kVFeTMmEC6ZdeSlRGhjZUbzSb8TY1YbJa\nsTgctNTU0FRezhs33EB9SQkBr5fyrVtpfu017YObffXV3LV0KdGZmVr8T+UHQNDvp6W6GkdcnFYn\nrd23jw/nz2c4MG7uXLKuvBJvUxNFzzzD7rfeorW+Hq/LRdaxYx2GzweZTIy97Tamzp+P0WzmXz/+\nMUc2bGDMzTdz+aOPYo+KUldcvBif201jaSllhYUc276diORkkkaP1spKZocDX0sLVcXFlBcVcWTj\nRqKPHCHjssuY9j//Q1R6urZ/KIpCWFyc9j7Wl5RQ8dlnmO12HLGxuMrLqdu/n7oDB2iprlb3Z6OR\n4dXVWMLCGDBuHEazmZo9ezi0bh0Vn38OwMVZWQz51rdwxMdzZP16DGvX4kxJ4ZIHHqD52DFiX3+d\n2n37AHV4dd6CBYTFx9NaV0djWRmT6+vxtbQQkZJCTFYWhUuWUL51KwCWsDDGDhyIMyWF6IwMYrKz\n1ZJE6BocJRhk64oVVO/eTWJuLqmTJvH1uDhisrIYOn06ZpuNxrIyvC4XrfX17HvvPUbs3k3K+PEM\nnT6dpvJyPn/5ZT578UUCXi8Zl13GVd/9Lu7qalxHjzJg/HjC4uMp/vvf2fvOO/hbW7VOWUJODs2V\nlQzJyCB1yhQAvE1NfCMxEWeozSaLhapdu9i8dCnHtm0DjieRiORkBk6axMVxcYQlJBCZmkrppk3Y\n//1vjGYzMVlZ+JqbcdbVEZ2RQWJuLoO+9jUyp00jLD6e5ooKDn3yiTa0XrtvH66yMr4+bBgXXXst\nRpMJT2Mjjrg4whMS8Le24iovp+noUZoqKvA0NqIEg3zziisYft11+N1urRxWs2cP+99/n+bKSnK9\nXiwOB7bISGKys0nIycEWGUlzZSUH3n+fsBdfpKW6Wtu/M4GkUaMYc8stVH7xBQN37KC5shKA6MxM\n4isqqN61CwwGIlNTya6qwt/aSvSgQQz/7neZarHQWl+Pp6GB1vp6BtbV0VReTmNpKUowqMUvftgw\nsq64gltmziTtkku0Y+/oOXN4+aqr8LvdWntMVitJo0eTMn483xgyBH/oc1WzZw+DLRbihw3DERdH\n0Odj+M5rKVpkAAAgAElEQVSd1O7bhzUiAnt0NBeZTBiMRgxGI86UFEbm5XU4PrQl7e6Yz8/P7zD/\n2GOPcbrOyTB+cnIyBw8exOFw0NTURHZ2NseOHeOdd97hww8/ZMmSJQCMGTOGTz75BKfTSVZWFgcO\nHADgySefxG63n3AY/9HQbWtEBP9v82YS2o0UiOMKCgo67UxdaW1owGAwdLhQr7f755w5fPaXvwAw\n+Kqr2L96NQAGk4k7d+wgYfjw047T2VCCQZqrqnCVldFcVUXiiBGd6n6KolyQFz12Fafmqiq8LhfR\ngwZ1aLu3uRmLw9Hh4r+avXup3b+fzMsvxxIW1uVzKopCc0UF5lCCORdx8Xs8BLxebE7nSdfxuFwc\nXLsWk9VK1te/jslq7XB/V7FSFIWjW7bQXFmJwWgkNjub2CFDLsj3/HT5W1vZ8847NFdWEjt4MLFD\nhhCTlXXS11ZQUMCUceMwWSyY7XaUYJDW+nrsMTFdxiPg8+EKXbMTnZmJMyXlpOuWbtpE4ZIlRGdm\nMuTb32bghAmd3q/e4IIdxp82bRorV67khhtu4O233+bKK68EYOLEifz85z/n8OHDHDhwAKPRiDP0\noRo2bBivvfYaV1xxBW+99ZZW1/+q6S+8wL/uvJNrn39eEn030s4i+5C0Sy7Rkn1bogcY+//+33nZ\ndwxGIxFJSZ2+VdFhnV540A9PSCA8IaHTcmt4eKdlcRddRNxFF+narsFgICI5+azbdzrMNluXo4IA\nNqeTYdOnn9H2DQYDAydOPKPHXujMdvtp17Hbd6oMRuMJv430VSaLRR2h1DG8nTp5MqmTJ59Wm/qK\nbj+zv/HGG1m3bh3V1dUkJSWxcOFCJk6cyOOPP05xcTEjR45kwYIFDBs2DIAlS5awdOlSrFYrK1as\nIC80FFJcXMxNN91EXV0dM2fOZNGiRZ0bH+rduMrLcQ4Y0J0vQ/RBlTt3snzkyE7L5+3eTfzQoeeh\nRUIIcfoumKvxzxX5UR1xOpRgkN/Exna42jlt6lRuXb/+PLZKCCFOj/whHHFS8rvT6rBgWuiCqTYX\n33prh3mJkz4SJ/0kVvpInHqWJHvRr6Recol22xIeTs45/G6sEEKcLzKML/qV8k8/5U/jxgEw4cc/\n5lt//ON5bpEQQpweqdkLocOed96h9ssvGf+jH53y615CCHGhkZq9OCmphx039JprmHLvvSdM9BIn\nfSRO+kms9JE49SxJ9kIIIUQfJ8P4QgghRC8iw/hCCCGE6ESSfT8h9TB9JE76SJz0k1jpI3HqWZLs\nhRBCiD5OavZCCCFELyI1eyGEEEJ0Ism+n5B6mD4SJ30kTvpJrPSROPUsSfZCCCFEHyc1eyGEEKIX\nkZq9EEIIITqRZN9PSD1MH4mTPhIn/SRW+kicepYkeyGEEKKPk5q9EEII0YtIzV4IIYQQnUiy7yek\nHqaPxEkfiZN+Eit9JE49S5K9EEII0cdJzV4IIYToRaRmL4QQQohOJNn3E1IP00fipI/EST+JlT4S\np54lyV4IIYTo46RmL4QQQvQiUrMXQgghRCeS7PsJqYfpI3HSR+Kkn8RKH4lTz5JkL4QQQvRxUrMX\nQgghehGp2QshhBCiE0n2/YTUw/SROOkjcdJPYqWPxKlnSbIXQggh+jip2QshhBC9iNTshRBCCNGJ\nJPt+Quph+kic9JE46Sex0kfi1LMk2QshhBB9nNTshRBCiF5EavZCCCGE6ESSfT8h9TB9JE76SJz0\nk1jpI3HqWZLshRBCiD5OavZCCCFELyI1eyGEEEJ0Ism+n5B6mD4SJ30kTvpJrPSROPUsSfZCCCFE\nHyc1eyGEEKIXuSBq9rfeeitJSUnk5uZ2WP7nP/+Z4cOHM2LECObPn68tf/rppxkyZAg5OTmsX79e\nW75r1y7Gjh1LVlYWDz/8cHc3UwghhOg3uj3Z33LLLbz33nsdln3xxRf86U9/YuXKlezcuZP7778f\ngMrKSpYtW8aaNWtYvnw5d999t/aY++67j/nz57NlyxbWrVtHUVFRdze1X5F6mD4SJ30kTvpJrPSR\nOPWsbk/2eXl5xMTEdFi2atUqbrvtNoYMGQJAQkICAIWFhVx99dWkp6dz+eWXoygKTU1NAOzZs4cb\nbriBuLg4ZsyYQWFhYXc3VQghhOgXzOfiSd5//31GjBjB+PHjGTNmDPfeey85OTls3ryZ4cOHa+sN\nHTqUwsJCMjIySExM1Jbn5OTwyiuvMG/evE7bnjNnDpmZmQBER0czZswY8vPzgeM9RZnPJz8//4Jq\nz4U83+ZCac+FOC/7k8x393zbsgulPRfSfEFBAS+88AKAlu9OV49coFdSUsI111zDjh07APVsf9Cg\nQaxYsYIPP/yQxYsXs3btWh555BHS0tKYO3cuADNnzuSOO+4gPT2d2bNns3HjRkAdGfjrX//KSy+9\n1LHxcoGeEEKIfuaCuEDvRCZPnswNN9yAw+HgmmuuYffu3bS2tjJp0iSKi4u19Xbv3s2ECRPIzs6m\noqJCW15cXMzkyZPPRVP7rLZeouiaxEkfiZN+Eit9JE4965wk+ylTprBq1SoURaGwsJDBgwdjt9uZ\nOHEiq1ev5vDhwxQUFGA0GnE6nQAMGzaM1157jerqat566y0mTZp0LpoqhBBC9DndPox/4403sm7d\nOmpqakhMTGThwoX88Ic/ZN68eaxbt45hw4bx0EMPMWHCBACWLFnC0qVLsVqtrFixgry8PEA9m7/p\nppuoq6tj5syZLFq0qHPjZRhfCCFEP3MmuU9+VEcIIYToRS7Ymr04/6Qepo/ESR+Jk34SK30kTj1L\nkr0QQgjRx8kwvhBCCNGLyDC+EEIIITqRZN9PSD1MH4mTPhIn/SRW+kicepYkeyGEEKKPk5q9EEII\n0YtIzV4IIYQQnUiy7yekHqaPxEkfiZN+Eit9JE49S5K9EEII0cdJzV4IIYToRaRmL4QQQohOJNn3\nE1IP00fipI/EST+JlT4Sp54lyV4IIYTo46RmL4QQQvQiUrMXQgghRCeS7PsJqYfpI3HSR+Kkn8RK\nH4lTz5JkL4QQQvRxUrMXQgghehGp2QshhBCiE/P5boA4NwoKCsjPzz/fzbjgKAQpZw1eGrERw8aC\nz5mcP4IgPgJ4MWLCQhRGrATx4sOFl3ogiCF0n40YDJgJ0EoLZRgxk8TlOEjERxNe6gngxkYcNmK7\nbI+HWnw0oRAgnHSMmADw0kg9OwGFWEZjJrxb4+DDRRAfVqIx6DgHkP1JP4mVPhKnntUnkn2QAEdZ\nTR2fY8SOHxcN7MaPGzMRQAAfzRgxYyYMBVAIhCY/Fpw4ycaEDR9NQDC0ZQNgwIBBmzdgwoQNI9bQ\nZAKMGDFhwIyTQYSTSQtluDmKD5c2+WnGhB0LTuwkYcGJm2MEaCWcVAyYaKYUhQAWIrCTgINkAAJ4\nMGAGFHy4AIUIMggjDRNWvDTSyB4UgpgJ05KTESthpBCglSYOEcQLgAUnFqLw00yAFmzEYSKMAG4M\nGDFhB9RkGMBDEG9o8mEjVrs/gAcFP4QeczxWvcNe/o+DvKbN76OeMKLPeru7eQYb0Xio7bDcQhRm\nHF9ZFomDJFzsp4Wj2nIbccQzgUb24WI/oA7bGTDjIBkFf2h/iiRAK37cWAjHTESH98GIDTsJWHDS\nzGFaKAvdY8CAEQ91tFKhbdtOPHYSQvtbECuxOEjGQTI24gCFenbRRKa23/hpxkMNFiKwEYcBI0H8\noU6EByNWLEThpZYWylBQMGEjnHQsROClES+1WIjEgBEvjRixYCeRAG5aqcROIhYiOsTOjxsv9fhp\n1l5RKzX4aCSMFMIYGOq4ufHTQoDW0P7sIYCHAK2hfToOB4l4aSSAGwcDCCetw3vV9nkSojfq9TX7\nWuULinkKF/vOd3POGzPh2sHubBgwa4k7iqEYsdLALq2D0J6aYNwE8bV7vAkr0aidpCBWYrATj5kI\njFgI4kfBTxBf6LZPW2bEggELAdwE8GDEggkbJmyAIXSA9mEnnnDSCCcNK9G4OYaH2tBBv45WqjBg\n0s6gg3i1DpaDZJxkEcNoDBhwsZ8N3IGide5Ed1ATewQe6mjroJycASvReKk76dbaOt8GTMSQi5UY\nArhp4hBuyrux5Z3ZScCEg1aqCdCChUjsJOClniBewsnAyWCcZGHCiptjKAQxYKaVCtwcw4wTK1H4\nQh2JtnkrUThIJpqRWqfeQy0tlOKhBj8toQ6KGzPhhJNKAA+tVIc6VbF4aaCVKlqpxEMNHmoACCM1\n9DlJxUwEQbw0sIcmDoZiaQ595kyh/80YMWPEipNBRDCIJkpwcwwDJhQCeKnHTDgJTMRJNgZMF2Tn\nXiGAP3QcaevUqScqfiLI6NRh7I3OpGbf65P9KiX/fDdD9DKZfJ+h/IhC7g4NjUMEmYSTDoARS2jU\nxoKCP3RgD2DEgiV0oDZgJogPL3X4aAjdb8LBQJopoYZPtW3ZiMeETRvF6YoJOzYS8GvlApUBI5EM\nRcFPI192e0zUzpU9NGokzgcDxl7X8VQ/D9EEaMVHM4Q6OnYSCCOFKIZiIy7UKamkgd24qcBOPDYS\nMGElgJuWUKfNTmKoY9GAmTAshNNMKa1UYSceK7H4Q2UuMxGYCcdCBAHceKjFQy1e6k4aRxN2BjET\nOwm0cDQ0sqOOWga00Utv6ITEGyrlWTATRjjpRDEUINQRaw6NGDWTxnScDDpXYe+fyf5D5Vp8NGLE\nxiCux0oMBkxEcVHooNmEAVNo+D4QOgNuG3ZXJzcVWo9XHQI1QWiwX9HOTJTQP3+7HcETKgUEgSA+\nmmlgFy0cJYyBRJCBlSgsODHjxEwYQbx4qcdNOT6acJCMCZs2fB9OGkas+GiklUrcVIZKB1aC+AH1\nrFodzD9AK5WhMwkTkQzBHNrx24Yc/TTTQhmfFdQyKX8oJsJQSwGNoQ9UOCbseKgmiC80/O+j/RmZ\nCbtWtlCHfWtQCKjvAZZQUgwQxHOO3vmzYyOO4dzNdn4JqGc5U3mOCNK7rW7YSo02HNxWd1cIarE7\nvl8F8VCLm2PYSSCanNB74KeaQpo5QgRZxDASM2HA8bq+ERN+3PhwYcKOGQc+mjuN8qhD7NV4qcfB\nACIYhBELEEQhiAlHaL8z48eNhypaqW73Wqpwcww3x/BShwEThQV7GZFvxUsDflpCnZR4fDTgo1F7\nrIVITNgJ4MEX2t8iyAjt4y6aOBjafy3aNQ4Q1EoTHmpCHaZY3KFSQ3sGjNhCo0cGDCgEsBIdKlkc\nwU0lZuyYcITKWzZM2EOTOnKkHgMq8VCttbeFslC5IdDu2Y6PMpyOzwvqGZV/9qWhvq43x+liFpJE\n3jl7vjNJ9r2+Zn8Rd1DFRobzE20orKO4r8wndFrDTgIxjOyR9vU0hWDoYO/AdJJ6ooKChQIuY1qX\n21E7CDb8NFHL50CQKHKwfyWGQQKhA7d68GwbygvgwUuDNt9KNd7QEHsw1ENuGz40Yg51FMyhYUI/\nAbyYcWDEFupQqUNwhBKSASNuKmjmMM0cwUsDDpKxkxDq4UfiCJ0ZeKjFgBEjNgKhuu4+/kIQLx5q\nKOdD7fVk8F0iQmf13eWrMQM1MdlPsP+FMZAYcjssM2Imkakn3LaN2FNe6HemzDgwk66NcpxMIwVc\nRj6g7l/th3Pbrk+xERfqVBBaLwAYO6zrD52ROUjCeILDURAvBswYMNJKFfXsQsGPATPhpBJOao/V\n0YP4cVNOEC82EkKliRo81IZGd0y4OIiL/aFOSyDUubOEHhOLg4E08R+GMwgLkaEOmSt0jUIdLvZT\nT7HWQTMTQTip2EnETDhmwjDhwEs9LZRhwoGd+NA26rASjZ0E7CRgIx4bcSj4aaaUFkpppjTUCTcS\nThpRDMOEnSC+0IlLWzktgIIPH03UU0wLpYSTRgRZoffLgIVIWjhCNVvwUn9Bj0KYCNM6c0as2vVY\nPVX28dPSI9vtTr3+zD6oBC/IupG48GzkxzSwC0CrQwKM53fEM/58Nk30cwpBFAKhjk3vOJ6pw+2N\noVq+QxsVDeIJjZaWhC6UbgldoxCDkywiyKA1dH2BOppoIYwUDBhwU6V9AyZAC14acZBMGCm0UoWP\nRsyEY8SsjWL5acKEDWuoE2wj5oQdQIUAZaymgk8wYSeCjNC2rNpkanfbGBq1VC80bQhd83AIE1ZM\nhGFuN8Uxjggyzlns++Uwfi9uvjjHdrKYI6zstPxrvI2VyPPQIiGEOH3yozripOR3pyGS7E7LHKR0\nSPQSJ30kTvpJrPSROPUsSfai33AyuNOytqtrhRCiL5NhfNFvBGjlA/6L9ldUD+VHDOKG89coIYQ4\nTf3yanwARYGDh2DPPqhvgLp69f9AAOx2cIQmux0sFqiugdo6cEZAXCzYbeo2FCAYVG8Hg+Dzqf+H\nh0NEuLp+ROi22aze7/OD33983cQEGDgArFb1+SurwNWkrm+xgNmk3jZ85Rqc9vPOCPXxonuZsBNO\nKs0c1pbJmb0Qoj/o9cn+2zOhcKuawC8kZrPaaQgETr3uiSTEqx0URencEVEUsFogKRGSE9UOxuFS\n2LpdfWx8HESFytB2G6SmQHVFAVjyqaiE6lowGtX72jpBDrvaZo8HTCZISQaHA5qaoblZ/b+pGdyt\nkBiv3m8wqK/PH1D/b3RBQyPERKsdntQUSIgDj1ftXJWVqx2jpES1/e5WdfJ41E5XUoK6jeoaqKoB\nrxcy09XXUlML9Y1gMqrttdvUTtegDLUtwaDaDr//+BQIqu0ym8FmVTtQcZdlQ3xbsjcQyUVax85s\nho8/LmDatPyze/N7IUVR4x0IgM2m7gNdkd8x109ipY/EqWf1+mT/r/fPdwtOzO8/u8dXVZ96nSNl\nJ15eV3+ChT5o95Xns7J7b/ds53z4/t3Z3ProWgDCSWdrURjX/KBdvH1gdqiJ32w+PhITFal2XoxG\ndaRGUdTl0ZEQFqbGvKpa7UgpCqQNVO+vrFI7RQ471DWonZaoSIiNgZYWtXOjKGrHqv0IlN12vBNm\nt6vbaG6G5ha102U2qyNAbaNNFovaETKZjo8iAbhc6nO4mtRO18W5cPlUKD0KJYfVEbB9B9WOYmPo\nx/OMRrXzZTSqnaih2TBpnNrxSkxQO04H98PwHHX+q6NUX9U28mUwqNtUFKioUmPjcEBYqFPZ2qp2\nNNpec2y0OqqmKGoHMCqy44iXx6O2v/3U4FL/dzWFni/0nK0eqKhUt5WcBMcqYMcudd3WUKfT54NI\np9pZjY1RO9KjRsCQLLUddtvxTmTbSF+kU/3f0k2frZ6kKFB+DDZuUd/zMIcaU7NZfZ9jY9R9PDVF\njcGp3lfRu/T6mn3iRQqVVRAdBRePUs8kY6LVebP5+Ae51QNut3rAi4tRD2auJvXg6/UdPzC0HZAM\nBvUDbDCEDrBNx89uXU3qh8NsBkvowGqxhD5MFeqBJBgqC8fGqO0JhM4624b922v/DiiKenYcvHB/\nr6JXu2jsLpZ8+GMA0oIzmJl3F1/sOs+N6sUcDjXhtSU9q0XtcPj86merplZNqGcqPk79/Lnd6udy\n4AD181rfoCb7C4XdrravbWTMblM7Lm2dtrb/20aYrJbQ/6HbdruafMPD1P/bOpVtHbVAQF1WXasm\nbLtdjbffrx7bPJ7jHar2U9uxLBCAQ0fUY4seDsfxpN/WeQoE1Pc5Z2jHaWi2+hxtx8dAQO0oRXbx\nbdb2I4H1Der/DY3HlzU1q8fwxHj1/W5tVWOlKOooocerxuroMfh8p/oYr1fd79pG6RLj1VHEpAQ1\n/oEgxMfC4EFq7NqO316fOjJaE+qou5rU7bqa1G3GxkB6qjqlpqjtautkOyPU9/lc65ffs1+zTmHg\nABgyWN2xLwSKou5winJmO4Lfr56F+PztPrRf+RC3nakcC03RUTB5vPoBqK5RPzRtH8DSo2pbkhLV\nD0BCvPqnatp3glpDBwubTT1wHD2m7ugRoZ06POz4jl1+TD0zM7adSZrU/yPC1YNBTZ36nGXl6gfI\nYVeXt13LcKwydD2FTT2oWC3qsH1llXqmER+ndtqMRvVajBa32jmLiVY7QR6P2t6aWvUMpbau41m4\n2dyxXT6fuo1X/6HG9+qbPuTpp4/wn79/j1vmOrW4t53J9ldtsWvt+uf7hdAlIkL9zCfEqccPs1nt\ncBwuPT6K1BdYLPB/T8HNN5675+yXyb4XN/+c6u/1MEUB+wC1AwNQuRcuzoey0F+UfXQ+/HI+rF1b\nQF5e/vHaf0DtLNTUqh0Yo1Ht1LSdvdY3qKM+sTHHOynBIBwuC12wGa8+prkl1JGJDZ3NNB7vQBkM\naoer/TUMrZ52o1KtEFTU9ds6XoGAeubRNvn86rK2yedXX3PbUH/bWeD7H0HxHshIU8/I2q6VGDta\nLT0YDGqMakJ/mdfnh08/g8++UDuANXXq/Xv3FFBWlU9T06ljbzAcPytrm+Lj1LO/Vo9aznBGqGer\nba+9xa12/tpGwZxOtSTRntmsdgCjItXOrjZFqtsDNW7BoHoGl5SoLiuvUDufF+cevzbFblO31+hS\nO4+1dXDwMGzfob7utg6xxaK+n01Nnc+8T8pXAJb8UwfqHIiIgHGjYUyu+j62jSIaDGqHu/SoWh5s\nPvs/onn6LqA4na5Xn4WZM87d8/Xbq/GFOBWDQU0uh0vV+SUrjif6pES4b55622g8XpZpLzEBhp/G\nhfupA09+X0QEDEz5ysIY/ds+G9/5r1OvY7XCgHZ/ZiI9tfPjCgrg8svVpNCW8Np3Okym4+Wy6KhT\nX/B3IoGAOooUHq4mdbdbHS0Kc6jbdDgujLqyoqhtCwbVka9g8HhnrdUDH6+DUWOOz/t86tCx16v+\nr3VwWtROTov7+JB5W3nEbFY7PjHRagfF51PjbrWqpQF76AJb6Hghb/spJVm9XuFUMVMUddtHytTO\nQGy02g6TSR3RK97Tcdp3QP28tHVEDQa1Q3WqEaJIp9pRa+us+dyQla3Oh4ep17hUVR8vgbR11GNj\n1Dg3N6vbGJOrjiC0L6t6fWpnsaJKHQH1B9R2HS1XO3Gtrcc78waDOjyfnKh+/h12dXtRkce/vXW4\nVO3AHy3vuL+7mtTtOHvBX82VM3vRb0y6EjZvVW9PHg+bitTbv5yvntkLIbqHoqgXrZaVq6MkLW61\nU5Oaon6D5kw7gBeitus0zOfw1FnO7IXoQnLi8dvbdhy/nX3u/gy1EP2CwaCegceeoxGr8+l8XKB3\nJi6QS9pET5Pfne6Y7NtfyZ3Wbshd4qSPxEk/iZU+EqeeJcle9Bvt69Dtpaee23YIIcS5JjV70W88\n82e4876OywwGaC2XnycWQvQe8iduhehC+2F8bVmSJHohRN8nyb6fkHrYiZP9V4fwJU76SJz0k1jp\nI3HqWZLsRb+RnNR5WVoX34cXQoi+Qmr2ot9wuyHsK8n93h/Dk4+fn/YIIcSZuCBq9rfeeitJSUnk\n5uZ2uu/JJ5/EaDRSW1urLXv66acZMmQIOTk5rF+/Xlu+a9cuxo4dS1ZWFg8//HB3N1P0Qw7H8T/9\n20bO7IUQ/UG3J/tbbrmF9957r9PyI0eO8MEHH5CRkaEtq6ysZNmyZaxZs4bly5dz9913a/fdd999\nzJ8/ny1btrBu3TqKioq6u6n9itTDVF8dypea/ZmROOknsdJH4tSzuj3Z5+XlERPT+WeT7r33Xn77\n2992WFZYWMjVV19Neno6l19+OYqi0BT6yxp79uzhhhtuIC4ujhkzZlBYWNjdTRX90Fcv0pMzeyFE\nf3BOfi737bffJjU1lVGjRnVYvnnzZoYPH67NDx06lMLCQjIyMkhMPH5UzsnJ4ZVXXmHevHmdtj1n\nzhwyMzMBiI6OZsyYMdpfd2vrKcp8Pvn5+RdUe87XvCkIoM7jK6D0EEwY23H9NhdCey/UedmfZL67\n59uWXSjtuZDmCwoKeOGFFwC0fHe6euQCvZKSEq655hp27NhBS0sL06ZN44MPPiAyMpJBgwZRVFRE\nXFwcjzzyCGlpacydOxeAmTNncscdd5Cens7s2bPZuHEjAKtWreKvf/0rL730UsfGywV64jTd8zA8\ntVy9bbWC+6j6l66EEKK3uCAu0Puq/fv3U1JSwujRoxk0aBClpaWMGzeOiooKJk2aRHFxsbbu7t27\nmTBhAtnZ2VRUVGjLi4uLmTx5ck83tU9r6yX2d+2H8dMGdk70Eid9JE76Saz0kTj1rB5P9rm5uVRU\nVHDw4EEOHjxIamoqn376KUlJSUycOJHVq1dz+PBhCgoKMBqNOJ1OAIYNG8Zrr71GdXU1b731FpMm\nTerppop+oH2yl9/EF0L0F90+jH/jjTeybt06ampqSExMZOHChdxyyy3a/VlZWRQVFREbGwvAkiVL\nWLp0KVarlRUrVpCXlweoZ/M33XQTdXV1zJw5k0WLFnVuvAzji9N0oAQumgCBAPzqEXjo3vPdIiGE\nOD1nkvvkR3VEv/PpZ2rSv/ab8rv4Qoje54Ks2YsLg9TDjhs7Gr43/cSJXuKkj8RJP4mVPhKnniXJ\nXgghhOjjZBhfCCGE6EXOJPedkx/VEUIIce7ExsZSV1d3vpshzlJMTEyHvyVzNmQYv5+Qepg+Eid9\nJE76nY9Y1dXVoSiKTL186s4OmyR7IYQQoo+Tmr0QQvQxcmzsG072PspX74QQQgjRiST7fkJqrPpI\nnPSROOknsRIXAkn2Qgghzso999zDkiVLtPmrrrqK22+/XZu/7777WLx4cbc815w5c/jHP/7RLdtq\n79e//rV2u6SkhNzc3G5/jvNJkn0/0f5vRouTkzjpI3HSrz/E6tJLL2XDhg0ABINBampqOvxF040b\nNzJ16tRueS6DwYDBYOiWbbV3or+/0pdIshdCCHFWpkyZwsaNGwHYuXMnI0eOxOl0Ul9fj8fjYdeu\nXaxevZqJEycyYcIE7Sx69+7dHf6iaUlJCaNGjQJgz5493HnnnUyaNIl58+ZRU1Ojrdd2cdrJ1snP\nz4/mwJgAACAASURBVOexxx5j/PjxXH755Wzbtg0Aj8fDwoULGTFiBDNnzmTq1Kls3bqVX/ziF7jd\nbi6++GJmz56NwWAgGAwyb948cnJy+NGPfoTP5+v5QPYgSfb9hNQN9ZE46SNx0q8/xColJQWz2cyR\nI0fYuHEjU6ZMYeLEiWzcuJGioiJyc3O566672Lx5M5s2bWLTpk3s2bOHYcOG4fV6KSkpAeBvf/sb\nM2fOBODnP/85Dz30EIWFhYwYMYJnn31We762M/uTrWMwGDh06BCFhYXccccdLF26FICVK1eyc+dO\ntm3bxty5c9m4cSMGg4EnnngCh8PBtm3beOmll1AUhV27djFjxgy++OILSkpKtM5MbyW/oCeEEOKs\nXXLJJWzYsIENGzZw7733UlZWxoYNG4iKimLq1Kls2bKFZ555ht27d9PQ0MDq1asZOnQo119/PX/7\n29+YP38+r7/+Oq+//jqVlZWsX7+ea6+9FoBAIEBmZmaH56usrOSTTz456TqzZs3CZDIxbdo0Hn/8\ncQBWr17N/2/vzuOiqvf/gb8OywCyBAyKCzDgBgqUGoiaiAopiubVm7mhLVYu92qLlS2Wtum11e0r\nal61i1I/7+O2iLmlideyQG+SJqAm4J5sKcO+fX5/ECcGBjkYwwwzr+fjMY+Zs33Oh/eM5+183mfO\nmTp1KlQqFUaMGAGNRtPk39OtWzdERkYCACIiIvD9999j2LBhrRixtsVkbyEsoW7YGhgnZRgn5Swl\nVvfddx++++47nD59GsHBwfD29sZ7772Hu+66C4888ggWLlyIf//73wgKCsIzzzwjXx1uypQpmDx5\nMiZNmgRJktCjRw9cv34d7u7u8vC7PjU1NVCr1U2u4+bmBgBQqVQoKysDgBbV+l1dXeXXKpUKRUVF\nirc1RRzGJyKiP23IkCHYvXs31Go1JEmCm5sbbt68ie+//x733nsvCgsL4evri6tXr+LLL7+UE2/3\n7t1hbW2NN998Ux7C79KlC/z8/PCf//wHQghUVlbqnPAHAJ07d252nYZGjx6NnTt3oqKiAkeOHMHF\nixflZR07dkRJSUkrR8V0MNlbCEuoG7YGxkkZxkk5S4lVUFAQ8vPzMWjQIHne3XffDVdXV3Tr1g0v\nvvgiBg4ciClTpmDs2LE6206ZMgU7duzAQw89JM9bv349Dh8+jH79+qF///56a+ZK1gH++EY/btw4\n+Pv7o1+/foiLi0NgYKA8lL9gwQKEh4fLJ+g1HAUwxC8A2hIvl2shkpKSLGY48c9gnJRhnJQzRqx4\nbNSvpqYGlZWVsLOzw/Hjx/H000/ju+++M3a3mtSal8tlsiciMjM8NupXVFSEESNGoKysDL1798bz\nzz+vMxJhapjsf8cPNBFRYzw2mgfeCIdazFLqhn8W46QM46QcY0WmgMmeiIjIzHEYn4jIzPDYaB44\njE9ERESKMdlbCNYNlWGclGGclGOsyBQw2RMREZk5JnsLwQugKMM4KcM4KcdY6aqoqMDs2bPh6+uL\njh07YubMmfKFbSorK/Hggw/Cz88PVlZWOHLkiM62y5Ytg62tLZydneHs7AwXFxf5jnn6JCcnIyQk\nBO7u7hg3bhxyc3ObXPfDDz9Ejx494OLigv79+2PRokWorq6Wl+fk5GDcuHFwd3dHSEgIUlJSdLZP\nTExEUFAQPDw8EBsbe9tL7zbXliEw2RMRUZupqqqCj48P/vvf/+Lq1asYPnw4pk6diqqqKgDAsGHD\nsH37dnTu3FnvJWunTZsGrVYLrVYrX29fn6KiIkRHR2Ps2LFITU2FnZ2dfO19fSZMmIATJ06gsLAQ\nn3/+OZKSkrBp0yZ5+bRp06BSqZCamoqYmBiMGTNGvjlOVlYWpk+fjjlz5uDYsWO4fPkyFixY0OS+\nbteWwYh2rJ13v00dPnzY2F1oFxgnZRgn5YwRq/Z2bOzZs6fYt2+fzjwvLy9x5MgRnXlLly4VsbGx\nitrcunWr6Nmzpzx97do1IUmSyMzMbHbbrKwsMXDgQLFt2zYhhBCZmZlCkiRx5coVeZ3evXuLLVu2\nyP2KioqSlx07dkw4ODiIkpKSRm0311Z9Tb2Pd/L+NnuL24qKChw+fBj79++Xb0koSRK2bNli0P+E\nEBFR65Ok11u1PSGW/qntr169iqtXr6J79+7NritJEhITE9GpUyeMGDECs2bNQkxMjN51z549i+Dg\nYHm6S5cucHd3x9mzZ+Hn54eEhASsXLkSP/30k7xOQkIC5syZg+LiYixZsgQPP/wwAODcuXPyDX3q\nBAcH4+zZs3r3FRgYiLKyMly8eBEBAQE6/WqqrYyMjGb//j+j2WH8JUuWIDExEV988QX69euH9PR0\neHp6GrRT1PpYN1SGcVKGcVKOsWpaRUUFZsyYgSeeeAK9evVqdv2HHnoIGRkZuHTpEh588EHExsbi\nzJkzetctKChoNMTfvXt35OfnAwCmT5+uk+jr5mm1Whw8eBA7d+7Etm3bAAD5+fmN2vLz85PbKigo\ngJ+fn7zMxcUFHh4e8vL69LVVv1+G0myyP3ToENauXQsHBwc89dRT2Lt3Lw4dOmTQThERkXmrqalB\nbGwsnJ2d8cEHHyjapk+fPujcuTPs7e0xefJkzJw5E5s3b9a7rlqtRlZWls68zMxMqNXqZvczcuRI\nzJ8/H/Hx8XJbDU8ErN+WWq1GZmamvKywsBB5eXl696WvrQsXLsDDw6PZfv0ZzQ7jW1tbQ5Ik9O/f\nH19//TV69ep127MMyTTxlqTKME7KME7KmVqs/uywe+v0QWD27NnIy8vD3r17YW1tfcftiCauJOfv\n74+dO3fK09euXUNBQQH8/f0VtV1cXIwuXboAAHr37o2bN2/iypUr8PLyAgCcPn0a48ePl/d19OhR\neduff/4Z9vb20Gg0jdptri2Daa6ov2nTJpGfny+OHz8uIiIiRK9evcSnn37a4pMDDEFB9+l3PKFK\nGcZJGcZJOZ6g19jcuXPFoEGDRFFRUaNlZWVlorS0VHh5eYkDBw6I0tJSedkXX3whCgoKRGlpqfjs\ns8+Em5ubOHPmjN59aLVa4ebmJpYtWyays7PFxIkTRWRkZJN9+uijj0ROTo4oLy8Xe/fuFX5+fjrv\nXWRkpJg0aZLIzs4Wr732mlCr1XL/s7KyhLOzs1i3bp3IyMgQ4eHhYvbs2U3u63Zt1dfU+3gn72+z\nW1y4cEHRPGMw9Q80EZExmPKxMTs7W0iSJBwcHISTk5P8SEhIEEIIodFohCRJwsrKSn6+ePGiEEKI\nadOmCbVaLdRqtZg6dar4z3/+o9N2YGCg3I4QQvzwww/i3nvvFa6uriImJkbk5ubKy7Zv3y4CAwPl\n6UcffVR4enoKNzc3MXnyZJ12hBAiJydHxMTECFdXVxESEiKSk5N1licmJorAwEChVqvFjBkzdM7E\nnzt3rpg7d67ituq0ZrJv9kY4AwYMwI8//tjsPGPgzR6IiBrjsdE8tOaNcJqs2aenpyMtLQ03b97E\nZ599Jjecm5sLJyenFnaZjM3U6oaminFShnFSjrEiU9Bksj937hwSExNx69YtJCYmyvM1Gg3WrVvX\nJp0jIiKiP6/ZYfxjx45hyJAhbdWfFuFQFRFRYzw2mofWHMZvNtk3vIJe3bWKTeEKevxAExE1xmOj\neWjNZN/iK+ilpaXxCnrtEO+prQzjpAzjpBxjRaaAV9AjIiIyc80m+4ZX0Lt16xavoNcO8WxgZRgn\nZRgn5RgrMgXNXi73iSeeQEFBAZ5++mk899xzuHbtGt5888226BsRERG1gmZP0DNlPAlFOf7WVxnG\nSRnGSTljxIrHRvPQJifovf/++/Ljgw8+kJ/rHkRERHciNjYWXbp0gZubG0aMGIGNGzcCALKzs2Fl\nZQVnZ2f58fbbb+ts+9Zbb0Gj0UCj0TRa1lBycjJCQkLg7u6OcePGITc3t9m+VVRUoE+fPvD29taZ\n7+vriw4dOsj9io6O1lmemJiIoKAgeHh4IDY29rbl7pycHIwbNw7u7u4ICQlBSkpKs/36s5pM9lqt\nFkVFRUhLS8MHH3yA06dP49SpU/jwww+RlpZm8I5R6+K3MGUYJ2UYJ+UYq8ZeeuklZGVloaCgAP/4\nxz+wePFinfvSFxYWQqvVQqvV4pVXXpHnx8fHY9OmTfjnP/+JzZs3Y9OmTfJtaBsqKipCdHQ0xo4d\ni9TUVNjZ2WHq1KnN9u3dd99Fp06d5J+Z15EkCbt375b7tW/fPnlZVlYWpk+fjjlz5uDYsWO4fPky\nFixY0OQ+pk2bBpVKhdTUVMTExGDMmDEoKipqtm9/SnMXz7/vvvvkmxAIIcSlS5fEfffd1+T6jz76\nqOjUqZMICgqS5z333HMiICBA9O/fXzz11FM6NwhYvXq16Nmzp+jTp484evSoPD8tLU30799f+Pn5\niZdfflnvvhR0n4jI4rSXY2NVVZVITk4WarVa/PLLLyIrK0tIkiSqqqr0rh8RESHeeusteXr58uVi\n2LBhetfdunWr6Nmzpzx97do1IUmSyMzMbLI/mZmZok+fPmLv3r3Cy8tLZ5mvr684ePCg3u2WLl0q\noqKi5Oljx44JBwcHnVxXfx+SJIkrV67I83r37i22bNnSaN2m3sc7eX+bPRu/pKQEKpVKnlapVLcd\nnnj00Ud1/scDAKNGjcKZM2dw4sQJFBcXIyEhAUDtUMb69etx6NAhxMXFYeHChfI2ixYtwuLFi3H8\n+HEcOXIEJ06caNF/YkgXf+urDOOkDOOknKnFSnJv3cedmj9/PpycnDB06FB88skn6NGjh7xMo9Eg\nNDQUq1atws2bN+X5586dQ3BwsDwdFBSEjIwMve2fPXtWZ90uXbrA3d0dZ8+eBQAkJCTgnnvu0dlm\nwYIFWLFiBezt7fW2OWPGDPTo0QMvvfQSLly40OS+AgMDUVZWhosXLzZq49y5c3B1dUW3bt3kecHB\nwU3+Ha2l2WT//PPPY9iwYVi4cCEWLFiAYcOG4YUXXmhy/fDwcLi5uenMu//++2FlZQUrKyuMHj0a\nR44cAVBbT4mOjoaPjw8iIiIghJCHMs6ePYspU6ZArVZj0qRJSE5O/jN/JxERmZD169ejoKAAH3/8\nMR566CGkpaWhY8eOOHHiBC5duoS4uDjs3btXpy6fn58PPz8/ebp79+4oKCjQ235BQQF8fX115nXv\n3h35+fkAgOnTp+Onn36Sl33++ecQQmDChAl620tISMDFixfxzTffoKysTKckUFBQoNMvFxcXeHh4\nyPuqLz8//7b9MpRmf3o3bdo03H///di/fz8kScKyZcugVqvveIcfffQRHn/8cQBASkoK+vTpIy/z\n9/dHcnIyNBoNOnXqJM/v27cvduzYgb/97W+N2nvkkUfkwLm6uqJfv35yjazuf9ScHo7hw4ebVH9M\nebqOqfTHFKf5eTL96fbAwcEB06ZNw7///W/85z//wauvvooBAwYAAEJCQrBixQqMGTMG//jHP2Bt\nbQ21Wo2srCz5W3RmZibc3fUPL6jVaqSnp+vMy8zM1Ju/iouL8cILL2Dv3r1N9nXw4MEAakcdVq5c\niW7duuH06dMIDg6GWq1GZmamvG5hYSHy8vL07kutViM7O1tn3oULF9CrV68m952UlIRt27YBQKP/\nKCjW4oF/BbKysnRq9nVef/118de//lWefuWVV8SGDRvk6SlTpohDhw6J8+fPi0GDBsnz9+zZI2Jj\nYxu1Z6DuExG1a+3t2Dhq1Cjx0UcfNZp/4sQJ0bFjR1FZWSmEEGL48OHizTfflJe//fbbIiIiQm+b\n27ZtEz169JCnr1692mTN/uTJk8LW1lZ07txZdO7cWbi7uwtra2vRuXNnnXPW6pSVlYmOHTuKkydP\nCiGEWLZsmYiMjJSXf/fdd83W7C9fvizP69Wrl9i6dWujdZt6H+/k/W2zZL9161YxZMgQUVpaKs/b\ntWuXWLhwoTx9zz33iMLCQiGEEH5+fvL89957T6xbt67RftrbB9qYDh8+bOwutAuMkzKMk3LGiJUp\nHxtzcnLEJ598IrRarSgoKBDbtm0Td911lygqKhLJyckiIyNDVFdXi5MnT4rRo0eL559/Xt42Pj5e\naDQacfDgQXHgwAGh0WhEfHy83v1otVrh5uYmli1bJrKzs8XEiRN1EnJ9VVVV4saNG/Ljs88+E127\ndhU3btwQ1dXV4tKlS+Lbb78V5eXl4vLly2LRokUiNDRU3j4rK0s4OzuLdevWiYyMDBEeHi5mz57d\nZAwiIyPFpEmTRHZ2tnjttdeEWq0WRUVFjdZrzWTfbM2+Nezbtw/vvvsudu3apXPiw8CBA7F//35c\nunQJSUlJ8u8rASAgIACffvop8vLy8PnnnyMsLKwtukpERAYkSRI2bNgAb29v3HPPPUhOTsbu3bvh\n6OiIzMxMjBkzBi4uLpg/fz6ioqLw4osvytvGxsbi8ccfx6OPPorZs2fjiSeeQGxsrLw8KCgIn3zy\nCQDAyckJe/fuRWJiIvr164eKigp8+umn8ro7duxAUFAQgNrLwnfq1El+uLm5yfOsrKyg1Woxf/58\nuLu7IyoqCjY2NvjXv/4lt+Xr64uEhATExcXhvvvug4+PD9auXSsvnzdvHubNmydPf/LJJygvL0e/\nfv2wZ88e7NmzB46Ojq0f7HqavYLe5s2bERERcdt6Qn3Tpk3DkSNHkJeXB09PT7z++utYsWIFKioq\n5NrK4MGDsX79egDA6tWrsXbtWqhUKmzcuBHh4eEAgLS0NMTGxuK3337D1KlTsWLFisad51WiiIga\n4bHRPLTp/exfe+01fPvtt8jKykJISAiGDRuG8PBw9OvXr2W9NgB+oImIGuOx0Ty06f3s33jjDXzz\nzTdIS0vD0KFD8c477+Dee+9t0U7I+BqeaU76MU7KME7KMVZkCpr96d2bb76JY8eOoaioCP369cP7\n77+PoUOHtkXfiIiIqBU0O4zfv39/2NraIiYmBsOGDcOQIUNgZ2fXVv27LQ5VERE1xmOjeWjTmj1Q\ne4GA7777DkePHsW///1veHp64ttvv23RjgyBH2giosZ4bDQPbVqzP336NLZv346PP/4YO3fuRLdu\n3TBy5MgW7YSMj3VDZRgnZRgn5RgrMgXN1uxfeuklhIeHY+HChQgJCdG5KQ4RERGZPkXD+KaKQ1VE\nRI3x2GgeWnMYv9lv9tnZ2di4cSP279+P3377Td5R/Yv+ExERkelqtma/dOlS9O/fH1VVVfj8888x\nduxYPPnkk23RN2pFrBsqwzgpwzgpx1g1Nnz4cDg4OMDZ2RnOzs46dz9NTk5GSEgI3N3dMW7cOOTm\n5ups+9Zbb0Gj0UCj0ejc/laf5tpq6JdffkF0dDQ8PDzQuXNnrFmzRl6Wk5ODcePGwd3dHSEhIUhJ\nSdHZNjExEUFBQfDw8EBsbCxKSkqa3E9zbRlCs8n+1KlTeOihhyBJEgIDA7Fq1Sr52sNEREQtJUkS\n/u///g9arRZarVa+FW1RURGio6MxduxYpKamws7OTue+8fHx8di0aRP++c9/YvPmzdi0aRPi4+P1\n7qO5thqqqKjA0KFDERYWhp9//hkXLlzAqFGj5OXTpk2DSqVCamoqYmJiMGbMGBQVFQEAsrKyMH36\ndMyZMwfHjh3D5cuXsWDBgib3dbu2DKa5O+UMHjxYVFVViQULFohly5aJjz/+WAwZMqTFd9wxBAXd\nJyKyOKZ+bBw+fLjYvHlzo/lbt24VPXv2lKevXbumc1vaiIgI8dZbb8nLly9fLoYNG6Z3H8211dD+\n/fvF4MGD9S6ruy3tlStX5Hm9e/cWW7ZsEUIIsXTpUhEVFSUvO3bsWLO3uG2qrfqaeh/v5P1ttma/\natUqlJSUYMmSJVi/fj2OHj2KuLg4w/4PhIiIDGIfRrRqe9E4fEfbvfTSS1i2bBkmTpyI2bNn4557\n7sHZs2cRHBwsr9OlSxe4u7vj7Nmz8PPzw7lz5/Dss8/Ky4OCgrBq1Sq97TfXVkJCAlauXImffvoJ\nQO0wvK+vL6KiopCdnY0ZM2Zg/vz58PT0xLlz5+Dq6opu3brJ7QUHB+Ps2bN69xUYGIiysjJcvHgR\nAQEBOv1qqq2MjIw7CaNizQ7jDxw4EM7OzujUqROWLVuGTZs2yUMu1H6wbqgM46QM46QcY9XYypUr\nkZWVhf/973/o2rUrxowZg+rqauTn58PX11dn3e7duyM/Px8AkJ+fDz8/P51lBQUFevdRUFBw27am\nT58uJ3qg9n364osv8PTTT+Po0aO4cOECXnnlFXm/Ddvy8/OT2yooKNDpl4uLCzw8POTl9TX3NxpK\nk8m+oqICu3fvxqJFi+SayO7duxEYGIgdO3YYtFNERGS+Bg4cCEdHR3Tq1AkvvvgiPDw8sHv3bnh4\neCArK0tn3czMTKjVagCAWq3WWZ6ZmSnfOr2hhus2bKshFxcXREZGYty4cejSpQteffVVfPbZZ6iq\nqoJarUZ2dvZt+1X/F2qFhYXIy8vTuy99bV24cAEeHh56+9VamhzGf/HFF3HhwgVERETgX//6F3bs\n2IG8vDzs2LED/fv3N2inqPUNHz7c2F1oFxgnZRgn5UwtVnc67G5Idb8b9/f3x86dO+X5165dQ0FB\nAfz9/QEA/v7+OHXqFB544AEAtVd4rX8mf33NtdVQQEAA8vLy5GkhhNyv3r174+bNm7hy5Qq8vLzk\nfY8fP17e19GjR+Vtf/75Z9jb20Oj0TTaT3NtGUxTxfz+/fuLyspKIYQQN2/eFE5OTuLWrVstPinA\nkG7TfSIii2XKx8abN2+Kffv2idLSUpGbmyveffdd0bVrV1FdXS0KCwuFm5ubWLZsmcjOzhYTJ04U\nkZGR8rbx8fFCo9GIgwcPigMHDgiNRiPi4+P17ker1d62rYZ++OEH0aFDB7Fnzx5x48YNMXPmTDFv\n3jx5eWRkpJg0aZLIzs4Wr732mlCr1aKoqEgIIURWVpZwdnYW69atExkZGSI8PFzMnj27yX3drq36\nmnof7+T9bXKLfv363XbaFJjyB9rUHD582NhdaBcYJ2UYJ+WMEStTPjbm5uaK0NBQ4ezsLDQajViw\nYIE4fvy4vPyHH34Q9957r3B1dRUxMTEiNzdXZ/s333xTeHt7C29vb50z84UQIjAwUCQkJChqa/v2\n7SIwMFBn+x07doiAgADh6+srXnvtNZGTkyMvy8nJETExMcLV1VWEhISI5ORknW0TExNFYGCgUKvV\nYsaMGTpn4s+dO1fMnTtXcVt1WjPZN3m5XGtra3To0EGeLi0thYODA4DaIZfCwkLDDjkowEtCKpeU\nlGRyw4mmiHFShnFSzhix4rHRPLT5LW5NFT/QRESN8dhoHtr0FrdERETUvjHZWwj+1lcZxkkZxkk5\nxopMAZM9ERGRmWPNnojIzPDYaB5YsyciIiLFmOwtBOuGyjBOyjBOyjFWZAqY7ImIiMwca/ZERGaG\nx0bzwJo9ERG1S05OTnB2dpYfNjY2WLhwobw8OTkZISEhcHd3x7hx45Cbm6uz/VtvvQWNRgONRoO3\n3377tvtqrq2Gli9fjtDQUPTo0QPPPPOMzvq+vr7o0KGD3O/o6GidbRMTExEUFAQPDw/ExsaipKSk\nyf3k5ORg3LhxcHd3R0hICFJSUm7br9bAZG8hWDdUhnFShnFSjrHSVVRUBK1WC61Wi19//RUODg54\n6KGH5GXR0dEYO3YsUlNTYWdnh6lTp8rbxsfHY9OmTfjnP/+JzZs3Y9OmTfIt2PXt53ZtNfT1119j\n8+bNiI+Px/fff49ffvkFa9askZdLkoTdu3fLfd+3b5+8LCsrC9OnT8ecOXNw7NgxXL58GQsWLGhy\nX9OmTYNKpUJqaipiYmIwZswYFBUVKY7hHWnx1fRNSDvvfpvijUuUYZyUYZyU441wmrZt2zbRo0cP\neXrr1q2iZ8+e8vS1a9eEJEkiMzNTCCFERESEzs1vli9fLoYNG6a37ebaamjRokU6d7lLSEgQISEh\n8rSvr684ePCg3m2XLl0qoqKi5Oljx44JBwcHnZvh1MnMzBSSJIkrV67I83r37i22bNnSaN2m3sc7\neX+bvJ89mRfetEQZxkkZxkk5U4vV65LUqu0t/RPnBnz88ceYNWuWPH327FkEBwfL0126dIG7uzvO\nnj0LPz8/nDt3Ds8++6y8PCgoCKtWrdLbdnNtJSQkYOXKlfjpp58AANHR0Zg7dy5+/vlnuLu7Iz4+\nHg888IBOmzNmzICjoyMeeughPP744+jRo4fefQUGBqKsrAwXL15EQECAThvnzp2Dq6srunXrJs8L\nDg5GRkaG4rjdCQ7jExFRm7t48SL++9//4uGHH5bnFRQUwNfXV2e97t27Iz8/HwCQn58PPz8/nWUF\nBQV622+urenTp8uJHgCioqLw8MMP4+6774a3tzckScLLL78sL09ISMDFixfxzTffoKysTKckUFBQ\noNMvFxcXeHh4yPuqLz8//7b9MhQmewvBuqEyjJMyjJNyjJV+8fHxCA8Ph0ajkeep1WpkZWXprJeZ\nmQm1Wq13eWZmJtzd3fW231xbDa1YsQLffPMNMjIycP36dfTo0QMTJkyQlw8ePBh2dnbQaDRYuXIl\nsrOzcfr0aXlfmZmZ8rqFhYXIy8vTuy+1Wo3s7GydeRcuXICHh4fefrUWDuMTEVmQPzPs3pr+9a9/\n6XxzBgB/f3/s3LlTnr527RoKCgrg7+8vLz916pQ8vH769Gn06dNHb/vNtdVQYmIi5s2bh969ewMA\nnn32WfTq1QtlZWWwt7fXWVcIAUmSUF1dLe/r6NGj8vKff/4Z9vb2Ov+RqdO7d2/cvHkTV65cgZeX\nl/x3jB8/Xm+/Wk2Lq/wmpJ13n4jIIEz92Pjdd98JR0dHUVRUpDNfq9UKNzc3sWzZMpGdnS0mTpwo\nIiMj5eXx8fFCo9GIgwcPigMHDgiNRiPi4+P17qO5thpasWKFiIyMFBcuXBB5eXniqaeeEjExZVVW\n5AAAIABJREFUMUIIIS5duiS+/fZbUV5eLi5fviwWLVokQkND5W2zsrKEs7OzWLduncjIyBDh4eFi\n9uzZTe4rMjJSTJo0SWRnZ4vXXntNqNXqRrEQonVP0DPtT0QzTP0DTURkDKZ+bJwzZ46YNWuW3mU/\n/PCDuPfee4Wrq6uIiYkRubm5OsvffPNN4e3tLby9vXXOzBdCiMDAQJGQkKCore3bt4vAwEB5uqCg\nQDz33HMiODhY+Pj4iMcff1ycOXNGCCHEmTNnxN133y0cHR2Fv7+/WLx4sUhPT9fZd2JioggMDBRq\ntVrMmDFD50z8uXPnirlz58rTOTk5IiYmRri6uoqQkBCRnJysNxatmex5BT0LkZSUZHJnBZsixkkZ\nxkk5Y8SKx0bzwCvoERERkWL8Zk9EZGZ4bDQP/GZPREREijHZWwj+1lcZxkkZxkk5Y8TKzc0NkiTx\n0c4fbm5urfaZ4O/siYjMTFNXlTNlPOnTsFizJyIiakdYsyciIqJGmOwtBGusyjBOyjBOyjFWyjBO\nhsVkT0REZOZYsyciImpHTKJm/9hjj8HT0xPBwcHyPK1WiwkTJsDHxwd/+ctfUFRUJC9bs2YNevXq\nhb59++Lbb7+V56enp2PAgAHo3r07XnnlldbuJhERkcVo9WT/6KOPYt++fTrz4uLi4OPjg/Pnz8PL\nywsbNmwAAOTk5GD9+vU4dOgQ4uLisHDhQnmbRYsWYfHixTh+/DiOHDmCEydOtHZXLQrrYcowTsow\nTsoxVsowTobV6r+zDw8PR3Z2ts68lJQULFmyBHZ2dnjsscewYsUKAEBycjKio6Ph4+MDHx8fCCFQ\nVFQEJycnnD17FlOmTAEATJo0CcnJyQgJCWm0v0ceeQS+vr4AAFdXV/Tr10/+rWbdh4fTnFY6nZqa\nalL94XT7n65jKv0x1enU1FST6o8pTSclJWHbtm0AIOe7ljJIzT47Oxvjx4/H6dOnAQAajQZnz56F\nvb09SkpK0KdPH1y8eBFLliyBt7c35syZAwCYOnUqnnjiCWg0GsycORPff/89AGDfvn3YsWMH4uPj\ndTvPmj0REVkYk6jZ69OSTkmS9Ke2JyIiIl1tkuxDQ0ORnp4OoPbEu9DQUABAWFgY0tLS5PUyMjIQ\nGhqKnj174saNG/L8tLQ0DBo0qC26arYaDimSfoyTMoyTcoyVMoyTYbVJsg8LC8OWLVtQWlqKLVu2\nyIl74MCB2L9/Py5duoSkpCRYWVnB2dkZABAQEIBPP/0UeXl5+PzzzxEWFtYWXSUiIjI7rV6znzZt\nGo4cOYL8/Hx06tQJb7zxBh588EHExsbi5MmTGDBgALZv3w4nJycAwOrVq7F27VqoVCps3LgR4eHh\nAGq/zcfGxuK3337D1KlT5ZP6dDrPmj0REVmYO8l9vKgOERFRO2KyJ+iR8bEepgzjpAzjpBxjpQzj\nZFhM9kRERGaOw/hERETtCIfxiYiIqBEmewvBepgyjJMyjJNyjJUyjJNhMdkTERGZOdbsiYiI2hHW\n7ImIiKgRJnsLwXqYMoyTMoyTcoyVMoyTYTHZExERmTnW7ImIiNoR1uyJiIioESZ7C8F6mDKMkzKM\nk3KMlTKMk2Ex2RMREZk51uyJiIjaEdbsiYiIqBEmewvBepgyjJMyjJNyjJUyjJNhMdkTERGZOdbs\niYiI2hHW7ImIiKgRJnsLwXqYMoyTMoyTcoyVMoyTYTHZExERmTnW7ImIiNoR1uyJiIioESZ7C8F6\nmDKMkzKMk3KMlTKMk2Ex2RMREZk51uyJiIjaEdbsiYiIqBEmewvBepgyjJMyjJNyjJUyjJNhMdkT\nERGZOdbsiYiI2hHW7ImIiKgRJnsLwXqYMoyTMoyTcoyVMoyTYTHZExERmTnW7ImIiNoR1uyJiIio\nESZ7C8F6mDKMkzKMk3KMlTKMk2Ex2RMREZk51uyJiIjaEdbsiYiIqBEmewvBepgyjJMyjJNyjJUy\njJNhMdkTERGZOdbsiYiI2hHW7ImIiKgRJnsLwXqYMoyTMoyTcoyVMoyTYTHZExERmbk2rdl/9NFH\n2Lp1K8rLyxEeHo5Vq1ZBq9UiNjYWJ0+exIABA7B9+3Y4OTkBANasWYO1a9fC1tYWmzZtwtChQ3U7\nz5o9ERFZGJOu2RcUFGD58uX4+uuvcfz4cZw7dw779+9HXFwcfHx8cP78eXh5eWHDhg0AgJycHKxf\nvx6HDh1CXFwcFi5c2FZdJSIiMittluwdHBwghMCtW7dQWlqKkpISuLq6IiUlBbNnz4adnR0ee+wx\nJCcnAwCSk5MRHR0NHx8fREREQAgBrVbbVt01O6yHKcM4KcM4KcdYKcM4GZZNW+3IwcEBcXFx8PX1\nhZ2dHRYuXIiwsDAcP34cAQEBAICAgACkpKQAqE32ffr0kbf39/dHSkoKIiMjddp95JFH4OvrCwBw\ndXVFv379MHz4cAB/fHg4zWml06mpqSbVH063/+k6ptIfU51OTU01qf6Y0nRSUhK2bdsGAHK+a6k2\nq9nn5uYiNDQUBw8ehJubGyZPnoxnn30W8+fPx7lz52Bvb4+SkhL06dMHFy9exJIlS+Dt7Y05c+YA\nAKZOnYonn3wSI0eO/KPzrNkTEZGFMemafUpKCgYNGoSePXtCrVZj8uTJOHr0KEJDQ5Geng4ASE9P\nR2hoKAAgLCwMaWlp8vYZGRnyMiIiIlKuzZJ9eHg4Tpw4gYKCApSXl2Pv3r0YNWoUwsLCsGXLFpSW\nlmLLli0YNGgQAGDgwIHYv38/Ll26hKSkJFhZWcHZ2bmtumt2Gg4pkn6MkzKMk3KMlTKMk2G1Wc3e\nxcUFS5YswcSJE1FSUoLo6GiMGDECAwcORGxsLPz9/TFgwACsXLkSAODp6Yl58+Zh5MiRUKlU2Lhx\nY1t1lYiIyKzw2vhERETtiEnX7ImIiMg4mOwtBOthyjBOyjBOyjFWyjBOhsVkT0REZOZYsyciImpH\nWLMnIiKiRpjsLQTrYcowTsowTsoxVsowTobFZE9ERGTmWLMnIiJqR1izJyIiokaY7C0E62HKME7K\nME7KMVbKME6GxWRPRERk5lizJyIiakdYsyciIqJGmOwtBOthyjBOyjBOyjFWyjBOhsVkT0REZOZY\nsyciImpHWLMnIiKiRpjsLQTrYcowTsowTsoxVsowTobFZE9ERGTmWLMnIiJqR1izJyIiokaY7C0E\n62HKME7KME7KMVbKME6GxWRPRERk5lizJyIiakdYsyciIqJGmOwtBOthyjBOyjBOyjFWyjBOhsVk\nT0REZOZYsyciImpHWLMnIiKiRpjsLQTrYcowTsowTsoxVsowTobFZE9ERGTmWLMnIiJqR1izJyIi\nokaY7C0E62HKME7KME7KMVbKME6GxWRPRERk5lizJyIiakdYsyciIqJGmOwtBOthyjBOyjBOyjFW\nyjBOhsVkT0REZOZYsyciImpHWLMnIiKiRpjsLQTrYcowTsowTsoxVsowTobFZE9ERGTmWLMnIiJq\nR1izJyIiokaY7C0E62HKME7KME7KMVbKME6GxWRPRERk5tq0Zl9cXIz58+fj+++/h42NDbZu3Yq+\nffsiNjYWJ0+exIABA7B9+3Y4OTkBANasWYO1a9fC1tYWmzZtwtChQ3U7z5o9ERFZGJOv2S9duhQ+\nPj44deoUTp06hYCAAMTFxcHHxwfnz5+Hl5cXNmzYAADIycnB+vXrcejQIcTFxWHhwoVt2VUiIiKz\n0abJ/uDBg3j55Zdhb28PGxsb3HXXXUhJScHs2bNhZ2eHxx57DMnJyQCA5ORkREdHw8fHBxERERBC\nQKvVtmV3zQrrYcowTsowTsoxVsowToZl01Y7unLlCsrKyjBv3jykp6dj0qRJWLhwIY4fP46AgAAA\nQEBAAFJSUgDUJvs+ffrI2/v7+yMlJQWRkZE67T7yyCPw9fUFALi6uqJfv34YPnw4gD8+PJzmtNLp\n1NRUk+oPp9v/dB1T6Y+pTqempppUf0xpOikpCdu2bQMAOd+1VJvV7H/55Rf07t0bX375JaKiojBn\nzhxERkbi1Vdfxblz52Bvb4+SkhL06dMHFy9exJIlS+Dt7Y05c+YAAKZOnYonn3wSI0eO/KPzrNkT\nEZGFMemafc+ePeHv74/x48fDwcEB06ZNw759+xAaGor09HQAQHp6OkJDQwEAYWFhSEtLk7fPyMiQ\nlxEREZFybVqz79WrF5KTk1FTU4OvvvoKUVFRCAsLw5YtW1BaWootW7Zg0KBBAICBAwdi//79uHTp\nEpKSkmBlZQVnZ+fbtp+TU4wvv8zA+vXHsWXLSSQknMbnn6fjm2+ycOZMDnJzi1FTY5kjAQ2HFEk/\nxkkZxkk5xkoZxsmw2qxmDwDvvfceZs2ahbKyMkRFRWHq1KmoqalBbGws/P39MWDAAKxcuRIA4Onp\niXnz5mHkyJFQqVTYuHGj3jY/+eQ0kpIu4siRbJw9m99sH6ysJHTs2AGdOjlCre4AtdpBfnZxsYOT\nkwpOTio4OtrWe63Sme/oqIK1tYSqqhpYW1vBykpq1TgZghACNTW1D93X0Du/4bKaGoHCwnIUFpZD\nkgBbW2vY2FjB1tYKQgBVVTWorq5BVVUNJEmCtbUEK6s/HnVxqn3d9LK6WJaVVaG6ugbOznZwdLSF\njY0VJMn040xEZIra/bXxgWXG7gZUKmvY29vA3t4GDg428muVylpOmEL8kTwBwMbGSk6W1tZWcv1F\nCDR6XVZWhfLyaqhU1rC1tUJlZQ0qKqpRWVkNSZLg6GiLkpJK3LhRjPLyKr1JvP2+y3+oi5dKZQ2V\nyhp2djaws6v9T0d1tYCNjRWcnFSQJKC8vBrW1pK8jq2tNQCgc2cnvPzyUPTp09HIfw0R0Z25k5p9\nm36zN4QOHWoTHVCbdENCuiIwsCMqK2tQVlaF0tJKFBSUIienGDk5xfjtt7JW70NFRTUqKqpRWFje\n6m3TH6qqakcOSkur/lQ7BQWl+Oqr6a3UKyIi09fuk/3f/hYKR0dbRET4IiysGxwcbG+7fkVFNXJz\naxN/fn4pCgpKkZ9fgvz8Umi1FSgqqkBxce1z7evKeq//mC8EYG0tobq6vXxlzgbgKw+VSxJ0hs4l\nSdK7rP58JycVXFzsIEm1ibeysgaVldXyULyNjRWsraVGw//V1TUNpm+/TAgBBwdbWFlJ0GrLUVJS\n2apxPn++6XJPUlKS/NMXahrjpBxjpQzjZFjtPtm/8879LVpfpbJGt24u6NbN5Y73WTd8UjeUUlFR\njdLSKpSV/fEoLa1ERUW1nDDrEmhd3bnuW2plZTWqqwUkCfKyhq/rSgJ1ydXW1loe0q+pESguroS9\nvQ08PR3RoYOt3iR+5EgSRowYccd/s7HV1Ag5XhUV1Sgvr0Z5eRUqKqrlcyeqqmqg1daOrtjZ2aC6\nukZe78KF3/DEE4kAII8EERFZinZfs2/H3ac2lJ9fAg+PdwEAbm72KChYbOQeERHdGZP+nT2RMXXo\n8Ed5p7iY3+yJyLIw2VsIS/8Nq729Dep+uVc39K+PpcdJKcZJOcZKGcbJsJjsySJIkqTz7b60lN/u\nichysGZPFqNTp3eRm1sCAPj110Xw9HQyco+IiFqONXui22DdnogsFZO9hWA9DHB0VMmvm/r5HeOk\nDOOkHGOlDONkWEz2ZDHqf7Pnb+2JyJKwZk8WIyJiG/7734sAgG++mYURI/yM3CMiopZjzZ7oNvjN\nnogsFZO9hWA9DHB0bD7ZM07KME7KMVbKME6GxWRPFoPf7InIUjHZWwjeTUrZT+8YJ2UYJ+UYK2UY\nJ8NisieLwW/2RGSpmOwtBOth/J19a2KclGOslGGcDIvJnixGhw428mteQY+ILAmTvYVgPUzZMD7j\npAzjpBxjpQzjZFhM9mQxlAzjExGZIyZ7C8F6mLJv9oyTMoyTcoyVMoyTYTHZk8XQ/eldhRF7QkTU\ntnhtfLIYBw5cwOjR2wEAkZF+OHhwlpF7RETUcrw2PtFtKLlcLhGROWKytxCshym7gh7jpAzjpBxj\npQzjZFhM9mQxeAU9IrJUrNmTxbhypRDe3h8CALp2dcbVq88auUdERC3Hmj3RbfCbPRFZKiZ7C8F6\nmLKf3jFOyjBOyjFWyjBOhsVkTxbDzs4aklT7urKyBpWV1cbtEBFRG2HNniyKs/MKFBXVfqu/detF\nuLjYGblHREQtw5o9UTN4FT0iskRM9haC9bBazZ2kxzgpwzgpx1gpwzgZFpM9WRReRY+ILBFr9mRR\nBg78CMePXwMA/PDDbISFeRm5R0RELcOaPVEzlFwyl4jI3DDZWwjWw2qxZt86GCflGCtlGCfDYrIn\ni+LoqJJfs2ZPRJbCxtgdoLYxfPhwY3fBJDT30zvGSRnGSTnGSpm2jlNlZTV++60MBQWlyM8vQWlp\nFTp0sIWjoy0cHVVwdLSFk5MKHTrYwtq6/X8vZrIni8Lr4/9BCIHr14vw669FKC+vQkFBKX79tQgV\nFdWwtraCtbUEGxsreHo6wdvbBd7ed5nNRYhqagSuXCnE1auFuHGjGL/+WoSCglIAgLW1BGtrK1hZ\nSfLrumcbm9pHXWzqP+qWCyFQXS1QVVWD6uqa358FqqtrUFlZg4qKaggh4OBgCwcHG3ToYAsHB9vf\nn2unJUmCVluO8vJqWFlJ8qPuCpD1SZIEe3sb2NvbwMHBBg4OtrC3t4EkARUV1aioqEZ5ee1zaWml\n/Pdev67Fr78W//5chLy8Ety6VQ4nJxXUageo1R3g7KxCTY2Q+29nZwO12gEeHh3kZ3d3B1hbW6G6\nugY1NUJ+1MWg/qOyslruU92jLiZVVTUQAvKJZ5JUF/8/3gNJkhpt39SjsrIGVlYSOnSwRXl5FX77\nrQy//VYqP7fknB17e5tG/wmoe+3oqML8+SGIiPBtjY+mwTDZW4ikpCR+w0Djn94JIXD06CVcuVII\nKysJGRknEBw8UCfZ2dvbwM7O5vdna53Xdctsba1QUyOQk1OMW7fKUV1de4CvPej9cbDXN6/+wVTf\nc/31ra0lOTHUPeztbVBSUombN8tw82YZrl/XIj09Dzk5xXKSqEtETk4qWFtLyMjIw5kzubh5s6xF\n8XN2VsHT0wn29pfRu3cIOnd2QrduzujatfYhSbUnPpaU1D6KiipQWFgOrbbuufZ1eXmVzkFZkmoP\n7pIEWFtbwdbWCiqVNWxtrXVeW1tLuHWrHIWFtTEWojZxCyF+f9adbmre5cuFbfifvWwAvm20r/Ys\nG6Yap7KyKpSVVSE/v1Tv8gce6N3GPWo5JnuyKA2/2X/wwfd47rmv662RDeBii9ut+8Zl7r8E1Wor\noNUWAMjFzz+nG7s7RHfM2lqCq6s93NwcoFY7oEMHW5SUVKK4uBLFxRUoLq79z6qS/xTWPxfIVDHZ\nWwh+q69VP9mfOHEdBw5caLCG7x21216TvLOzCt27u8He3gYuLnbo0sUZDg428shCeXk1rl/X4vLl\nQly5Uoiysqrft/Q1ZrdbhVrtAF9fV3Tu7ITOnZ3g4dEBkiQ1O9pSf1ha31C1JEEe1q8dHQpoNFIE\nAKWlVSgtrR0BKS2t+v25drqmRsDFxQ52djbyiER1tf4PWU2NkL95lpZW/v5cBSEE7OxsoFJZQ6Wy\nlkelOnbsgM6dndClizM6d3ZEly7O8PR0RMeOjnB1tUdRUYVcx9ZqK3SG0UtLq5CXV4L8/NLfn0vk\n8kf9ckNdGcTW1kqn/FHXl7rRmj+mrWFjE/H7CE/tKI++90CI2hta1d+2qfZUKmvU1AgUF1fAzs4G\nbm61ib3u2dlZBUlfXURPfEtLdf8T0PA5NLRr630wDYTJnixK/WS/e/c5+XWPHm64996uOkPmNTUC\nlZW19c6ysiqUl1f9/tx4uqqqBgDkGqaNTeOab91BsOHrpurDDZ+trGoTUV1iqHuUllbC0VEFV1d7\nuLraw93dAb17u0OjcQUAOXlVVtZAqy1HWVkVevRwR2BgR3h5uSg64AG1tdTffivDjRtFuHGjGDdu\nFOH69SJcu6bF1ataXL+ulWukjo61JzY5Oang7KyCi4tdvWc72Nv/kYRsbGpPfqobaq+uFnJtt+7u\nhHV13erqGri42MHFxQ42NlaQJN16du2z/um6eZIkoWPHDujY0bG1PlYmRwih+H2l27Oykn6vz6sA\ntN/PDJO9hWDNvlb9mn0dW1srfP75FAQHe95xnOq+ddQlLnMkSRLc3R3g7u6AGzfOYMqU4cbuUrtg\njH977THR8xhlWOZ7ZCIdqampxu6CSaj/zb7Oq68OQ3CwJ4A7j1PdUKWl4OdJOcZKGcbJsNr86FRd\nXY3+/ftj/PjxAACtVosJEybAx8cHf/nLX1BUVCSvu2bNGvTq1Qt9+/bFt99+29ZdNSs3b940dhdM\nwt13e8qvXVzs8P77o7BkyTB5HuOkDOOkHGOlDONkWG2e7FevXo2+ffvKw0xxcXHw8fHB+fPn4eXl\nhQ0bNgAAcnJysH79ehw6dAhxcXFYuHBhW3eVzFBgYCckJk7Dhx+OxvnzC/Dss4Pb5ZAnEVFLtGmy\nv3LlCvbs2YPHH39cvnBCSkoKZs+eDTs7Ozz22GNITk4GACQnJyM6Oho+Pj6IiIiAEAJarbYtu2tW\nsrOzjd0FkzFuXG88/fQgdOrU+GQbxkkZxkk5xkoZxsnARBt68MEHxY8//iiSkpLEuHHjhBBC+Pj4\niNLSUiGEEMXFxcLHx0cIIcQrr7wiNmzYIG87ZcoUcfDgQZ32APDBBx988MGHxT1aqs3Oxt+9ezc6\ndeqE/v3769zdSLTgB8oNh1tbsi0REZGlarNkf+zYMezatQt79uxBWVkZCgsLMXPmTISGhiI9PR39\n+/dHeno6QkNDAQBhYWE4ePCgvH1GRoa8jIiIiJRrs5r98uXLcfnyZWRlZeHTTz/FyJEjER8fj7Cw\nMGzZsgWlpaXYsmULBg0aBAAYOHAg9u/fj0uXLiEpKQlWVlZwdnZuq+4SERGZDaNdVKduSH7evHmI\njY2Fv78/BgwYgJUrVwIAPD09MW/ePIwcORIqlQobN240VleJiIjaNUm0s8J3dXU1QkJC4OXlhcTE\nRKSlpeGFF17AlStX4O3tjXfeeQd9+vQxdjeNztfXFy4uLrC2toatrS1SUlKg1WoRGxuLkydPYsCA\nAdi+fTucnJyM3VWj0hen559/Hrt374aDgwOGDRuGFStWwMHBwdhdNSp9carz/vvv4/nnn0deXh7c\n3d2N2EvT0FSstm7dinfeeQdWVlYYN26c/MXGUumLE4/njRUXF2P+/Pn4/vvvYWNjg61bt6Jv374t\nPpa3u0t+Nfyd/htvvIFZs2YhNTUV06dPxxtvvGHkHpoGSZKQlJSEkydPygebpq5pYMn0xWnUqFE4\nc+YMTpw4geLiYiQkJBi5l8anL04AcPnyZXz99dfQaDRG7J1p0Rern3/+GZs2bcKuXbtw5swZPPfc\nc0bupfHpixOP540tXboUPj4+OHXqFE6dOoWAgIA7Opa3q2Sv73f6d911F/Lz81FTU4P8/Hy4ubkZ\nuZemo+GgTVPXNLB0DeN0//33w8rKClZWVhg9ejSOHDlipJ6ZFn2DgM8++yzeeecdI/TGtDWM1d69\nezF79mz06tULANCxY0djdMvkNIwTj+eNHTx4EC+//DLs7e1hY2ODu+66686O5S3+sZ4R6fud/q1b\nt4S/v79wcXERAQEBorCw0Mi9NA1+fn7i7rvvFhMmTBBffvmlEKLpaxpYMn1xqm/UqFFi586dRuiZ\nadEXpy+++EI8/fTTQgghfH19RX5+vjG7aDL0xSoyMlI89dRT4t577xWzZ88WZ86cMXIvjU9fnHg8\n13X58mXh7+8vHn74YTFw4EDxj3/8Q5SUlNzRsbzdJPvExEQxf/58IYQQhw8flpP9X//6V7Fu3TpR\nWVkpVq1aJSZPnmzMbpqMa9euCSGESEtLEz169BDXr18X3t7eTPYN6ItTnddff1389a9/NVbXTErD\nOF29elUMHDhQ3Lp1SwhRm+zz8vKM2UWToe8zNXToUDFz5kxRUlIidu3aJUaMGGHkXhqfvjjxeK7r\n/PnzQpIksWvXLlFSUiJmzpwptm3bdkfH8naT7F966SXh5eUlfH19RefOnUWHDh1EbGys8PT0FCUl\nJUIIIbRarfD09DRyT03PM888IzZt2iQmTZokfvzxRyGEECdOnGAia6AuTkIIsXXrVjFkyBD5HxT9\n4ZlnnhGrV68WnTp1Er6+vsLX11fY2NgIjUYjbty4YezumZS6z9Rzzz0ndu/eLc/v0qULP1v11MWJ\nx/PGAgIC5Nd79uwRU6dOvaNjebup2Tf1O/0RI0Zg165dAIAvv/wS999/v5F7anwlJSXyfQRyc3Ox\nf/9+REdHN3lNA0vVVJz27duHd999F7t27YK9vb2Re2l8+uI0ceJE3LhxA1lZWcjKyoKXlxd+/PFH\ndOrUyci9Na6mPlODBw/G3r17IYRAcnIyevToYdGfLX1xGj16NI/nevTq1QvJycmoqanBV199haio\nqDs6lhvtd/Z/Vt3Z+EuWLMFbb72F5cuXIygoCK+++qqRe2Z8N27cwMSJEwEAarUaixYtgre3d5PX\nNLBUTcVp5MiRqKioQFRUFABg8ODBWL9+vTG7alRNxak+3jmwVlOx6tq1Kw4cOIC+ffsiICAAH3zw\ngZF7alz64uTj48PjuR7vvfceZs2ahbKyMkRFRWHq1Kmoqalp8bG83f3OnoiIiFqm3QzjExER0Z1h\nsiciIjJzTPZERERmjsmeiIjIzDHZE1kQKysrzJw5U56uqqpCx44dMX78eABAYmLin/qVxqpVq1Ba\nWvqn+0lErYvJnsiCODo64syZMygrKwMAfP311/Dy8pJ/Ojd+/HgsXrz4jttfvXo1SkpKWqWvRNR6\nmOyJLMzYsWPx1VdfAQA++eQTTJs2Tb4hybZt27BgwQIAwCOPPILFixdjyJAhCAkJwcEzjnkHAAAC\nV0lEQVSDBwEASUlJ8kgAAPz973/Hxx9/jLVr1+LatWsYMWIEIiMjAQDHjx/HrFmzEBYWhhdffBHl\n5eUAgA8//BChoaG455578Pzzz7fZ305kqZjsiSzMlClT8Omnn6K8vBynT59GWFhYk+v+9NNP+Oab\nb7B69WosX75c7zqSJEGSJCxYsABdu3ZFUlISDh06BABYvHgx1q5di+TkZAgh8MUXX6CkpAQbN27E\n8ePH8dNPP/HCKURtoN1eQY+I7kxwcDCys7PxySefICYmpsn1JEnC5MmTYW9vj8GDB+PHH39s0X7+\n97//4fTp0xg+fDgAoKKiAkVFRZgyZQo8PT0xc+ZMzJgxA9HR0X/mzyEiBZjsiSzQAw88gOeeew5H\njhxBbm5uk+u5uroCqD2xr7q6GgBgb28vD8cDQH5+vt5ta2pqEBQUhMOHDzdaduTIEezfvx9bt27F\n1q1b8f/+3//7M38OETWDw/hEFuixxx7DsmXLEBgY2OJt+/Xrh7S0NBQVFeHq1as4cOCAvEyj0SAn\nJwcAEBoaihs3buCHH34AABQXF+P8+fMoLi5GTk4ORo8ejQ8++ACpqamt80cRUZP4zZ7IgtSddd+t\nWzf8/e9/l+fVza//uv769V/b29vjhRdewKBBg9CtWzeMGjVKXufJJ5/ErFmz4OzsjEOHDiE+Ph5r\n1qzBk08+CUmS8Pbbb8PZ2RkTJkxAeXk5XF1d8f777xv87yaydLwRDhERkZnjMD4REZGZY7InIiIy\nc0z2REREZo7JnoiIyMwx2RMREZk5JnsiIiIz9/8BqxnKgiwgJJQAAAAASUVORK5CYII=\n" | |
} | |
], | |
"prompt_number": 10 | |
}, | |
{ | |
"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": [ | |
"t3_t4_norm=t3_t4.apply(lambda x: x/x[0], axis=1)\n", | |
"range_timeplot(t3_t4_norm.wavelength_slices(uv_ranges))" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "pyout", | |
"prompt_number": 11, | |
"text": [ | |
"<matplotlib.axes.AxesSubplot at 0xb4c8e10>" | |
] | |
}, | |
{ | |
"output_type": "display_data", | |
"png": 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/hhacnLvuuutCi/CnQOjJNYSeXEfoyjWEns4tZz3JbvLkyaxdu5aKigpCQkJ48cUXnf+O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\njPVA/wMahmvY83571gAAAABJRU5ErkJggg==\n" | |
} | |
], | |
"prompt_number": 11 | |
}, | |
{ | |
"cell_type": "raw", | |
"metadata": {}, | |
"source": [ | |
"Finally I should note that it's not necessary to normalize this. We could just express the data in a normalized representation, for example, the absorbance relative to the first curve in the set and then do the stripchart.\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"t3_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": 12, | |
"text": [ | |
"<matplotlib.axes.AxesSubplot at 0xa913f90>" | |
] | |
}, | |
{ | |
"output_type": "display_data", | |
"png": 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EZSGJQAEPYyIgtDPG++jj8yVnzuQlAqdPv8q77+5g3bo7x1LEAu6YmOho3rw2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\nuxEcS4a8AAAAAElFTkSuQmCC\n" | |
} | |
], | |
"prompt_number": 12 | |
}, | |
{ | |
"cell_type": "raw", | |
"metadata": {}, | |
"source": [ | |
"We can see that the \"discontinuity\" or the change in height before/after the drop is a quick indication of the dispersion in the spectrum. The absorbance and temporal information is compactly represented clearly in the 3d plots of the same spectra." | |
] | |
}, | |
{ | |
"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": 13, | |
"text": [ | |
"<matplotlib.axes.Axes3DSubplot at 0x94cd050>" | |
] | |
}, | |
{ | |
"output_type": "display_data", | |
"png": 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MDMMo+zdEZSXEglS9rETXEVZnIAYCBcs8YhM4xoBcod1rc2z2JicnwTBAIJBf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GXTrcJLu1W621V6/+hdvO6v3o1271f46if+5rhvKkFUuH9fngtX/B77VpR5bOfjrP7da1jPVaRZ\nNes+crkYmza1s3lzBx0dGp2dGm1tMbLZGIVCld27R1i1KsmmTe3AR/iP//oRb735Zr7x0He45YYb\neO7wYVzXxXYdhsbGONI/xO1f/jEHBnoxGCf9ss/heDZJKYY9GKO7bQUXr1tHWyrFio4OLMumqkto\nchvVQop/v+8+nuMxbFR6vMuJ4w/jixEBx23+8Pl7rzuL1WtS3HHHE4gRaHNfypfv/v/ZO+/4qKr0\n/79vmV4ymZn0HmoSuggqoAhSRMFe164rduyouOpaUERXdC2ggoro2hsoIIjSCUoNoSYhkN4nM5Pp\nc+/vjwmBSJFddcv354fXvJjcOXPvOfeeOc952ucpoqUlwPjx3cgbfwtrB13A1Dem8Nqaf7D5x+Wc\nPGI9T065gksv7YGiRAiHw0iSdOxnoygg/G9pUIIg8OqrYwCoqfFiteqYP38P11yzgL59k3j55VE4\nnccmT/l3U+z9t+MPgfkr8a8w/bRobeQHmn+nHh3EkfqlKgppcZk8khTPRl8Zn3l68WOPU0jRVBKv\nrUFVwRdoZsvaBWSmFGByJqI1mw45J7+oYep1GuLjbOyvrej0mc8foLEpgCxp24s4e7Dbj2Ae+gUm\nH0EQCRxiUlVVFUVVQY0Jxfh4C962AD6fD39AZWdplPLdxZTvq6WyxsWu4mJCoQhjx1xHJFSDLGpw\nCCpVES95BshP0qHRWznjlpNxOwYQ0PWjKppBAJkcvUIvrcrpBhWbqGKVZMDW/jocXbvamXn/fdww\nbRpDr69i+qRJnNK3z2HtjqQV1tR4qahw43IFCIWOdj/604/+1PEte/mGBGM2lw29hEF9euB0GnE4\n9DgcRkwmEa02VnRYVVUKC6tYtKiMuXOLmD//InQ6mUAwSJVrP6XunaxZ1czWt0qoaWyktqEBEXj1\n44959eOPUQGpXbhIgoCIiEbRYsCEnXSsmmTkUC49chI559xulJS0sHZtFdtrD7ghDiw7bsCNmb7k\nkUgDa9nF50hI3D58CjqNAatFQ1tbmIKCBOwOA6FglKoqDwsXllJV7eWLL3cDkJ0dR2WFmwP5u599\nvofPPt/DORO6cc89g/jr5FcxPnw937WprC+axV13r+TOO5MoLp6Dw2HA7/cfUxCo0V8wvfyXIyUl\npqVfemk+557bnWefXcewYfNYu/aq4/JxHg/F3h8a5h/4XdCscZIe2fe7XuNok1dRVUxGA6JkZKCl\nFwMtUBdsZmuDlz0tJlQVvDob33fPwmyuxhzYhm1XA1qvjF1woKoQqq3GEw1iTEpE+pmj/wA5e3KC\n9YglviKRWGqAJAnU1NQfWWASI6hXVRVFUVFRCTQ3E/R6QRBQolG8bSE+f3oOZVVVRDRRQr4w9S3l\n+PwBtu5x0dTo56IxYwmpEXxR0MuQqBVw6kX6m0XWKHBn7wZOyLAgGHU0p8bz0te17NzdREK/PtRt\nk1mT9FdONsAQncognUqmHP5FNpUj4dzRY5GUOO566UlOv+km+qeeQqo6mNbWID7f8ZkF7XY9+XlO\nevdJxOEwkpAQeyUmGBElgf37J/DRgm+Ys+g9Xvx2GovGzCY7LQ6324/RDK+/vYqPP9mJO9REj75a\nGlzN7Ny3H0HjI/ecd/D6/YSjUTSCgEWvx6DVkhrvwCqZ6dFlMJJixe0Ksbp8ES1KAKfajzROPDK/\nRPteZveeZqZPL+w4LAjQr18imRlxhMNRmpt9VFe3sb/Cg44U0jkfLUuppoxXf5hBBkOIIwOARYv3\nHvG+6HUS6ekWJkzozvDhWYQjUZZ9V87s2ZvxBUPM+2o5X69ezeVX57Jdm40uGPNNq8p2BGEfJ57+\nMXff2p9Jt/Q/JteqovznqPGOB/9MtK5eL/PII0NxuYJcffUCnn9+JF27/nKK2wEzrSRJHWba/9+0\nzT8E5m+MX9I4I8EgjVIC3W3H9iH8XlBVMBs7m1STdHZGpdsZqSjcCSTKCskulf0tKWzX9SFk1hBv\naMahjZlYv+7Sio0anHXV6Fxt4JWQoyYkSU8g4MPnrkEfVvF6A9Rv3UKrKBMNxXyOkSiIgoosiWxf\nuQqhaieKBlzhFgKRIIhtRCJhFEVl/qaXCbQGCTX58IRUPL4oPm8El9eD36fwt8Vvo3fa0Gg1CLKE\no1saWpOR+GQvyicbyLv3BiS9Ga3ZgiyraKUwVqGVYEiL+u3f2HPJ9ezT6lBVLVWRVPRX68iY+3e2\nLPsRKZzO58lhLMeogXhAKywtbaa01EVpaQsV+1uJRFVKSg4PeMrgcuzspKh6JTvYTgZDSNBnkJVl\no3+/ZLJzbO1pFAYcDgMmk4amJj8bN9ayc2cTW7fW8cYbm3ns0WEsXlzKlClDGDJkLjqdSn2wkoim\nGas9g2pvK2Puub7TtQ+MQkLEvduAxWigd66D/Nx8ctKzMMtJ6MVk7HYzVVUePv1kJ77yCBGdRFW1\ngEYjotfL5ChXYWUFlWyimV3E04V0TgYgO8tKZmYckYhCiytAXW0bzS0H03dUFTZtqmfTpsP9yz26\n28kvcFKQfwqffLOEJTu/pNS/kBxrATb3YFTEToFHIXyAQiCo0FBaxY8z1uN6oYIgHhSChPEQRUFC\nQGwS2PI3kSAHNycnJDrYUN+Er/5+pj7Zja8W38Wr00fRvVscPp8PvV7fWRD8jgLzP8EABfDUU6fy\nwgs/MmLE+9x4Yz/uu28wkvTLmqIoip0o9mbOnInR+O/hxf5P4w+B+W9Gw/YttNgG0sNZ8B+5vqqC\nxWQ44mcHzJw6WcOlXfp0tG9WFGp8Wna3xL4Xbslkt2Tge2k0uvgQdmsjOgIY8RPgeyqdBuJOTCL0\nvsLCARo0agRUDcyBaDT2VjBIrNL72ZOiI+TyEagJEXAFCLlDRKIqqgqfzSxGNhiRDQbk+ES0cfHo\n4/UgLENRQgy99jp65KSikTVEogoJBguyEKFk637WfLiBszNPQiMAwQCKRotbFWlUIF0bW/vsrWk4\nkxPRAGcaVLpqVaT77uCRF2cz/e3V9DrnXKZcPJmgW0t1tYfqai/19W24XMfOIS0ocCJLIimpZvLz\nnQwcmILVKpKV6cBi1VHfXMtVDz7AlsqvMWfk8+STf+P559bx0081lJS2oBBB1bnQmaPUe6txB1sI\nE9PWw/i44pkP8AXbmLYoiiKoRIMqWlHEIhmIk+MZnT+ALSXbqQsFcMbFsfSl11EjOhrqfTQ0tPH2\n20XIkkhdmY9NZbAJgIb2V2fk5zuJj9eTkGjC4w5idxjo128kH3z8I0t3z6W0uQgrGeRndAUEVqzs\nbIaPs2rJL3Cydm11p+MzZoxi4MAUgPak+QACEi5XBGfCuZxfN4qFK5cwe9V7QHFsXmLtSCtROJj+\nJCIgqSImTCRo4jBo7Nj1JxNuTScaPSjk2thFPT/x/dzX6JqdxdrVK3js709R7G+gqPgLho918cCD\nJ3Hrtb0O0zZjUduHm8X/U8Lut4DBoOGhh07huuv6cNttSzjnnE/57LNzj9uKIkkSer0eRVFYvXo1\nTzzxBJMnT0anO3qMw/86BPX/YqXcfyPC4XAnf1tbW1vHRDoSvvviKS7pcx+NuUf3Ax4v/P4wZWUu\ndDoJu92A3X5QEHq9XjQaTafJGwgEsNlshMrnHPF8tQ0usgbdzUVnpzPvlccP+7ypxUNqv0m0lb2B\nqihEFZWGAFQEBdxRL96IjxvPfJLzrh3MgNH9eHfySwy77hRkq5lQYxNNP21gazFUVkPPXEhIhJRs\nB3q9AZPJhs1sw2GO49Z7F5KbofDFrElY7BYkUcQggL597et55t8pr26hXz84d/hwJgwbynVPPMm6\nt2Lj2lvVQN7Zkwlsiv3t8/nQafVIsoiiKLQ0B8gYfTvTbrsSq2THbNLS5gtRVuaistKDJ+RmcVEh\nGkXBjRcnBWQw5LieybnndmfsmC7kFyQgSVBd62bUBc8TwIPJAn5/hEAkQIQAPuoI0YZWltEJZsJK\ngFA0gAJoBAGNJGEzGkm0xRFvsSIAifF20pOS6JfXE7PBRiQkoJcTmPZ0IW2+zvy6QarYw0IiqBhI\npAtjkH9Gx5iZYSU11YysEXG5gjTUt1FX78NgkJn/1UXoDbHUi+YmPxPO+fiw8VbzNbVUYdYb+OiZ\nZxg+8ITD2ihRhVNPm0eXXBvnXpJJVV0DW0p2UbxnH+UN+wlGDmxAokQJoBJFaX8BSEAUiJNs5Med\nhBo2EfDEIRzHft9m02GL01G+r3PE9tgxOTw05RQCgQBV65Yy+PHnEKxdkeJvQaeovDbtdIYPTyMa\njaLT6XAkno6qC+OuWdf5HgeDHfmL/yr8fn9HROq/ikgkFrxkMBx5M/xLUBSVyy//Cq1WZOrUIaSn\n23/5S+1QVZURI0aQnp5OJBJhwYIF/1If/hfwh4b5G+OXTLKbtEEylP1A13/5Gjt3NvL44yv59tu9\npKSYiUYVGhv9DBiQzEMPDWHYsIwj9qOlpeWIu0dVVVFVlVaXH0GIBQYFgyFUVSEUVnF7BRqaVUr2\nxlJhHp2+k8bGGsKBBoRIJUT9qIoLVQ0Q8gfZt2wF0aJViAJU/7CGeEsiafZcmohpmGa9gbREEz27\nOHj05ksO68+t6kI0Mvi9bnKSDvdxqggoCtx09tnM+fprlq6LLWLRqILLFSTgjgU1LlpcQllpK7t2\nNREOK4RCUSKRA5sbgYWLd5JoSCMrK45hw9LJybExf34JrZVeDGaRy3vfy/zVX7Gfn2hmF8MSr6RX\n12xCwSg/bajFatVQ467GQwV+mgjQStEXPh7/IoqKgtqeQygjohVkPB4JAbDFGbFbTSQ7ulJdU0tp\nXR1eXBQ4eiM0dUcmDkGVIQK44a7rB9HQ4KOkpJmtG+vZ7YuwjHrggGlzV8e9sdv15GTbaPOFSErM\n4BzDML7f8hnra9cTzV7LitlvoNXJoKo0NXs555zP2V9xePpPfp6DRYvLSE42cdJJ6eyvaOXNN8cx\n951t5OU56Ns3kdwu8UQiFzHi7KfQxu9l3J2TkEWZ03uOpaLCRb2nDj+NRAmjEmZzWYhPnlYREZCR\n0KLFgBmrZESn1aCRZfrm51JT5aemUkWDHQ0OBETcbKEsWsjm5o1kczr6YyxdG3mdNE4mid64XMFO\nFgFRPDA39rJuXRWvvXYGOcPGsePTIdzz4G18s/dB/No+XHnjLnrkpPDq3y+nSxdQo2XQ9ttVsPlv\ngygKzJkzjilTfmDw4PcZMiSdWbPGEh9/fKQHer2eL774gubm3z+Y8T+JPwTm74Ro+z8tB3ee/qYm\n1mUMYnBkNwcEZl1dG4WFVezb14rJpKFbNzv9+ydjNnfesbrdQb78cjf/+EcxW4uaOfXssYy/8Xz8\nIQmtDIqq4Glu4uqbV5PqWMMN13ZjxIhsMjN1RKMK5VUqa9c3IYoC6zZHcHkEXG4BQVAJhhS83hBF\nxfsRgKpaN5Mmf0wk4kMJ7kdAQIk20uKOIAjQsvcdkq12klJsZCTnYDEaSHTYSEq08OXql/nzeWO5\n8PR+jJ38LJlOO/XuWrKzctlVA1ElxkbitJlpaT0yeYOiqsiySF2zi/wuGYBKIBDF4wnhdgc7NKlg\nSzrn9rqehcXvAXDJDTNJs3ZFr5MRBHhn3gZ07TVHs7PjKC8/mPsqCiLBaMy/9qc/9UKWRXy+MMnJ\nJuo9NbTuaCO7V5Ty1T+RY+9OdXM5P9S/xaZWB0m2ROqNVR3kBg6TiRyng7p9JnRkIWFAQo+MhcED\nu6BGjGRkWJk/vwSAVJMJogI1W7zIKnRHoUm7kG1NReipJJfR6Dm4UXjhhfWd7k96uoWcHBsmowZr\nnJbGRj/LlsWCyPY276a+OREZPTt3Hli8+tGTZHaUf4Vt5HDeeeQJLhp9eifrQ3KyEb8vQqs7Zpbf\nsLGODRvr0MgCN9zWlW279lPT0sC2st3MK2yObT4IEMWPQphoTex7ESXCku0L0KNBjx6n4MCit6KR\n9Iw46RT27hbYvz/23CME8FKDLZpDu8WZKbeOZ9fOJpav2Efv3k5ee20LAFb60s2JvQkAACAASURB\nVBMHFeJSdigfYiKVrow7KqGCl1qS6B0bW5KJXr0S6NnTQU5uHPfcswwAnz/CZZd/wwOTB3PmuC7M\nefkdPnnvLSZ//DFNrevZugmGDRcYP74rqLGdptcXwWz8v7lsGo0apk8/nZtu6sObbxZz3nmf8tln\n53eyXP0S7PZja6YrVqxg4sSJRCIR7rjjDm6//fbD2jz44IN8+OGHxMfH895779GzZ08AsrOzsVqt\nSJKERqNh/fr1h33398b/zSf/X4AvAx+y01LKQ+G/ABD0eFj2xERW3/k2H5n2ALBmTSUXX/wpAwak\nkJNjw+0O8uabm9mxo5G8PCdnnJFDJKLw00+1FG63kJzbC73tfJoSTFQ2b6fA9BENJasIBPz42loR\ndamgS2JLTRa3PCuiTqsFdR8obYjhreAvREDlzZkzIOpGVbztWmgYRfFR1xKLZJQJ0zPeh1Gvo1fX\nYVjNWtLTEti0q4alm/7Bqw/ectRxKyqY9DokUcRsMJBgT+KCkSfx2udfADENUy+LOGwWyqurUaIK\nHm8YjyeIxxOitLSFqKIiIPLhp1tY862bSCSKKArExekxmbT4/TE+2qJdVRiFOC4fdRmzFs+hkp9w\nuatIYQCiIOCP+ulbkIFOJ+D2+vFSTRAvCmEEUaExWkpUKOW6qfPbNUKlvRYnRBS4b9ZfAShv3o1O\nlIlTBTzBJlrrmrh+zBguGTOGoYMGdYx95cr9/OXh5eR2iadXLycFBQkYjRpeeXkDqhrzB5aVtjCg\nfxJbixrbSSIEQCIpejY2XJQJn7Nd/ZB+9lFoW7sQOUI+amWlh8rKI2s7pSzCRDI9mACAxaKlRw8H\nVmsWp0VT+KjwXa5+/C/cPyOFS8ecwV+mnsiP23Yy7/0NRAgRJUgAFyG8hGklGgmzfgZI7VqhDh1a\nDOgAE1q0OJAxoSMBHamEaaGUBUSQieck4tWDwjArNZflS7cd0tfFtFHHK9e9TLfuDhobfXzyyU52\n725m584mVq2q6jQ2Pel0Va4iSCWlLGE7HzC+y4307Z1Kbq4Np9NAXJyek299naFD0vh42lXQbj3x\nekNU1TazaO16HH1K2LangmZ/HVH8XDZtNkxTkSSB0M8Ypgypy1i6y4zQbi3YX99GbrLuF5lv/t34\nrXypqqqSlRXHs8+ezoMPLmfUqA+YPPkkzjyzCxbLr3cjTZo0iVmzZpGVlcWYMWO47LLLcDqdHZ+v\nX7+elStX8tNPP7F48WLuvffeDhOvIAj88MMPvyiUf0/8ITB/YxyYtJWVRagFBtSt1xB9bD6L3Vq+\nevlvpIdrGersT319G5dcvpATx/8Zk9XK3jaB1GyV9Hiw9lIJ+Pws2NhKKKqnyqUns+cyUkxv0Vi1\nlkxPOVXrgjiaujEkryd6rQW7NY1mdyuNrXsorV5JaWUVXr8fi9GILGrJSEgmEgqydIPARUNzsBpM\nJDrj0OtldDoNH3/zDV+sK0EUwWkzcefVow4bW1QRkI5BmwftXLM6DaASbzKxv7oJ+7BTuXz4Bbz7\nw6dEo+AJBKiu9FPT6Gbq1DUYjBqsVg1ms466ujZUFSRBJBAKEA7HFrBoVKW52U9zs59QOIooCOyt\naCDNqmPh4v0AZNCHeorZw9cIAlSpP7Jg55r2IBGlY9EXkRAFlWg0xNCC3jhtToo2ugn4ZBKcNuIt\nTjZveZde6lVs4S365/YhqW0EWVk2Lr7SwY2PP87cpUvp37cvQw8Z+7Bhmfyw/MpO96OkpJk/39if\nXbsaWbiwjEAwyoKvy8jLs3fcrx497CQnm1i+XKW7eg31LGNL8xKs7CaHUUfVog5Fj+72mGnVD7ld\nTHwwdTwLlm5m7aZiFu36lmaPhxAeFMKIQJ27hhc/fpcXP34XHRKxomoiEiI6DJgwYSQbI92RMbOR\n1+nBRYcRpv8cWhLowRVUMp+9LKEaM7efcz25zu5s29aA2aTB2xazECjtUauz52w94rl6906gIN9J\napqReJuOtHQbKckWLBYt7rZJDL7scr4qf5GBYyfizOrB9rLtFC6J5WV+vXoVjmFjUFQFhShRQjHf\nMCImSY9eMJAsJKBVE5AwICAjREW6dbfw5e5PANg65w3OvHMiVfuXd/Spomw3XVL6dKRU/F+FIAg8\n/fRpjByZxbPPFnL33d9x880DmDLlyDSMxyOsW1tjFp5TTz0VgNGjR1NYWMhZZ53V0aawsJALL7wQ\nu93OZZddxsMPP9zpHP/pkJs/BOavxJEmihIO42iqwEN3viwKcel0Lz30xTQGklmSqNDY6GHM2d8Q\nTTmLlqq3aNtfhM9dS1HlPgRBodVVgzMhAwQdblclYU8zzt69OCErn78vWcVNF13I9DvuOCaBtN/v\nRxTFTj/qT777juVbVzFm6OGBGddfdBELf3wOQQjT7PagqgrCz8LoPb4gkiigRBVcrUEqKz1oZDGm\nHXpj5tJIVGHRwjLWL2nE3aTQ4HaxcmUFVqsWAVCiEFEC2JOi7G1UeeihU1i5qpLvvy8H2tmPVNCI\nMsFoCNqFnUKIAC78NBNRIiBAVXQT3vA2IsRMqxVsRYBY9KQAwVCIbqYClIgWLU5EYqalK68oYOKz\nM0m2xaO2FHDOBf2ways49dQMHntsFa7GVjSiBiUaW9idCUakgIgkCTRUmph09qO8t/Bt7po+nbe+\n+oqFL72E+Shh9bfd9i1e7+GsRDt2HPT17NrVzK5dB/9OZAQmUilnNVt5mzhyiBOT8CiNBGhp51iN\noBJGJQqobNstHRg5RaWldL9kPCIgI2HGggkdTiEDkxyPGrYiY6KKZTTTgpOBJNH3KDMp9gQAArR0\nCMxu3ezs2XNkf5WIhkzOJ5H9NLGJ5798kVQGd1wjNdVMfp6Tpq1m9jU08dJLo0lKMmGP19PqDuJq\nCbB9RyObN9dRXe2h92AtP2xcR/OPrdS3tLB73z5aPG4CoRhJ+EOvvNqRDqrnID9sspqLgMSwU3Lo\n26M3Fn0yu3e1sGtXM5VVR9bQK3bDhPS7uezKVHK7dufL51+j6JMXeXDFdlpECze9YeVFi4nhBUGC\nwdi8+7Wk4/+tkbaCIDBqVA6jRuXQ3OyP5aL+Cvz4448d5lWA/Px81q1b10lgrl+/niuvPLjpTEhI\noKysjNzcXARBYMSIEeTk5HDdddcxYcKEX9WffwV/CMzfAAeCZhRFibH8qyrPZD/OnnUpcGJsgcnw\n2fjEHKZouY/xDxdT72lF6zqR7KSBDMzvSYItm7TECRj1OtKTkqiorcMfDJKVkkxaQkJHTtjawkJK\nKyoRRZEX3n+fJevW8cwdd9Cna+cgIkEQaGhpocHVitVspkt6Gu62NjRHySvUajRMGDGalTu/IRQK\n8+DfZzK04GRsWgdudwiPN8SSTXtQFJWpT61BoxPxByLE2/R07RqP1aIjJyeW/DywfwrnnFHAxytU\n3lu2krPO6orXE+LrbTEfps1korxmLz4/rN24h63lJbTq9+ML+DvMoqrsxxPxU86K2HgAGQGzbEJR\nQKsRkCIy8YKFiBpHI1Wk04+T+/UiMd7J7cV/J6JEqRPKmHbn3bw8o6hjrO/OK6bNHaVGaqVK9BKJ\nqAwYkIzDYWTq1NMAKLxxLfOmjaPv5fNYW1hJN7xUV3tZu/aAmXAA3Ullb/m3JI4ezbuPP84FI0Yc\ndl8XLbqURpeLuZ+uoKq+gbWbiympqiBKGBEJQYqi0UZBUIhEogRC4XaNOHLAQEwLe2hR9hCHCQtx\nSOgQ0bT7SWPaUQQfKlHKKUaHhXwuOjyKNGZ970AWF2FjI3sppJGdWMlk7lMPMHPmRioqPNhssZSK\ntqAffHRsTICjCsvkZBMFBU66d3fg9/chL+9qFq37jBlffEL3fio3nzmRncUt5PUy8eqKWLDRpZP/\ngtvfhohMCA9R/KgdWmGUl1aCDg0yMrKgwSzGYRISMEU1JGDGKNmI6urY7tuIhR4E2IYWA/Ht+aFF\na6BoTS0WSzMWi5a8no6jCkyAykov05/ejc2czNChPeg55TUumgK9br4Qf9Eo7n55FXq9hXkP2Ome\n1EY4HEYUxd+kUPV/K/4ZP+avwYG19EhYvXo1KSkp7Nixg/HjxzNo0CCSk3+5WPZviT8E5q9EW1sb\nPp8PQRA6iq+qKux58FV4/2XIH4CDKSxtLKe34kEMbELwL6Nfz3xem/o8fbsfoWIIkHQUO/0pffrw\n4hdfYhk6jKiiEFVVTrzyKjKSkpj10IOMHDSIOV99xV9nvU5dczOiIMQqjGi1dM/KRRIFdu5swu0O\n4nEf1Azd7iCLt5bEBJOop83t4ZNV8xmYPZBeWflIsojdaUCnlXhwyik0Nfp5deYGUpLN5ObEU1Xl\npmqnB0VRWbR6PSs3rMUbCuNpC/HgK68AKhFiAtMXbEOni/kz3/j6QzSiQFq8A51qIBBUAB9WrQkl\nGmGg8zTi440YDFqsVi0qKq9+9B4GrQkh6sCmDsBLLVCFTBxFm9uANiR0OORExHAdd770JMMHDOFP\no87G4dBhNEpcdPdOEIPMfuWsTvf3QIUNq8mAuy0WnJKWaubmcwbwySc7mTt3PGbzQSYYf+AOHnju\nOa5+5BFe+egjzhwyhGg0ypqtW9m6ezdNra0oqopeltHJMklxcZzUO5F1u3eTarczsGt3rBYzZoOB\nSAh++KEaWdQhRxMJeA0IaPFTxm6WEcFMMmMRj/GzLac4Zl48pI3TaUCnk6iqOpy/OI4BFJBFI2uo\np4grpjxBFjGTmcsV04x9xEgY7IkCF53Wk/R0Ky+8sJ6zz+rKFVf2whanwxcMUt1Uw5IVRRSVrmXO\na3tQiBDGT5QQIlqWb1rP95vaAzW+PNiHVv8+9BhAVLBKZrQkQFSHpFjQkYqEGaHdLH3FnwrIzrZi\ni9Pw2ecltLaGmDnzTARB4IHpz/LSl1+hEQQkOcK0J09nw4YadDqZmhovS5eWI0lCp+CvY2HKlBUU\n5Du4+po+nHRSKlf8bTpPjrkG9vcC4OymVTx0XR+uPT34mxWq/l/E8ZpJTzzxRO67776Ov4uLixk7\ndmynNoMHD2b79u2MGRPjwG1oaCA3N1YIOyUllrebl5fHhAkTmD9/Pn/+859/iyEcN/4QmL8SBoOh\nUwBAIBCIVUF4/+VYg+0baeIChvc9lazUBAb17clZQ64n5RBH99Gwe98+Xv7oI1q9bXh8PkaeeCLX\nXXwxr335FdeeOZbpD0xGlmQ+X7iUe198gXGT7gRimtiJ6X0Z3+06/F4tdXVu9jWvZ9uenzCaFGZ+\n8SH9MgaQmZpMdrYNi1WLxaKlUe/lp7oyLBYdjmh/DJSyufwntpWXkEw/tu6rJxqNct+TH5CcLhOw\n1/PtLhcLdyodJjEViAi1aLUmnHqVXS7IdTowG41s3r8bRQGT1kCmthu7ha2YIlbaZDeNTRJput5k\nJmkQWMipJ+ezdusObrnlYFBNS0uAhYtL0GlkBEUiGAnidBhwmCxU7gdZo3ZoUHEWI117xvPyA/fy\n0ty5fFW4EkX088gNNyCKAlazgYq61liHj6AUWM0GWtuLSCclG+l7kgElTs/kV2dQWVdHY0sLzW43\n/vbyRyqwbts2Crdtw6DRcGLXLlx1xhlcOGY03XJzMfwsL9c4ZCjeSIQ3n3m6/capsRJYt4VYtqyS\nadPWc8dtJ/Dhhzs44YTR5PUZy50z/srW0FtYyOzwbSYlGTHo5Z/lGXZewBobD6coPBQGyUmO5lxO\n6dLA/O2foXaRmD3lMbIzEtDrJBauXs0FD3xK/8FmtlfswGdWEbtu4rPi5Tx7+X5Cih+FGJuQRpDQ\noUVERkTEjB6dZEIWHBDRIuNhD+UkcQLN7CGIGydDiCcnxgvwsxgnW5yOSEQFASZM6MpNEwcQDEVR\nFYWkZBMtLUEWLSqlvt5HknwaV/RNo7bOy3e17zJx8hxs5HQ6n8sVJBg8GNhjs+lISjSh0UoE/BGS\nU0wIgsDKdgKG4u1N3H//9yyYfyG3xWXhe+UJdkYb8f7jbVYvG8YD36rMHv0SZ50QorlyC89Mm9ZB\nVv6/qG3+K+bh4y3tFRcXi/xesWIFmZmZLFmyhEcffbRTm8GDB3P33Xdz1VVXsXjxYvLyYgWwfT4f\n0WgUi8VCQ0MDixcv5q677vqn+vlb4A+B+StxQKs8FD+fcJeOGs1rDz2A8RjFe3+OdUVFnHHzLaRa\n4zDpDEiCxJS167gnGkEv6/n0+y38sHIK9d5a3NEqIviwizo8ShC7OZlR/S7FbNbS2BQgMdHEAM15\nfLI2glsoIhJoY8WebzFXWMhKykQnGfG4Qqzd0YyiqLS0ttHk3EUYPxJmArgo5wfqo7EoWp+wl+o6\nLXaTneF5BRjkOIq2utBrtajqMtKkU9CHNBj0MrK0DE9rPMFGByp7UKIqgqpDitqRRAEhkkqSbKeJ\nckqDzWj3dgMBGmvCeL2dGXXi4/WcOa4Lupdl+uen0dTcQmOTH09TTGMIhINk2PQkJZnY0mKkpTVG\ncXb/jTdy+uDBPDxzJhc/+ABvPPwwiXYrxWV7KausBBG8Pj+F24pxeb34AwH2VO7jur/GomSXb9zI\nyddcg0mrJTU+nqR4G12dDpJ79CDR4SAQDDJ66FC6Zmdx8hVXUuFyMXbkSCZddtkxn3GnaSIIaLRa\nRFFk5MgMRo/ORqfTcellBxmhLjhnMfM+/5z7/v4ybYmLWTBjBnZzPO+8s5XyfduPeS29TiIQjGIy\nxcjMD0UkqhKIttF3QA7OnPOZteATBlx7ESa9Eb2sockbu79z5s9HRkC7ToMeI0bZSK62AE0oHVFx\nxrTAIykbP6vk1pVtlLKm43Bef4nn751AfLye7dsbuffeZR1tXa2xOaDViixYUML77x97nLG2JnK1\nPSgPLcOROIohPYfQtWs8FrOO9/9RTEOD75C2EnWHsDeVl7uQJAFZFmKCmpgP94zxs5ENPgadaqa+\nuoifig5qqXu+vYMZ38bez3jxJUKh4L9d2/xP+kEjkchx+3FnzJjBxIkTCYfD3HHHHTidTmbNmgXA\nxIkTGTRoEEOHDmXgwIHY7XbmzZsHQG1tLeeffz4ADoeDe+65h4yMjN9nQMfAHwLz34APlnzLSX17\nc/MFFwAQVRQCgQiNDX4aGtqob/DR0OCjsf3/8uoa5u+ZRaKQQnfpAhJsBpwJJi4+2UgUF8XlG9m6\nbwvVnp8w6Yzk67tiFwcSDRmxOcJ8tXcWM79/iYv7/pn0jHhysuPQ6iS2eWzs3m/g6rMuZldJORt2\nbWLPvt3tRGMKVa0qghhbIKI0o0OLgIARM2HaUKIqWllmXL8L8XhCJCUaCQSj+NrCgMyEc7vzyMJl\n6MTYtPIHImjR4gq2kCg6YvmcqopGlkhNNWOq1JGULnP7FRfj8/l4+vW3qY5sRxAg4AX/EWpWhsJR\ntLKMM96My9vMm2+M4+uVa3l6biHX39Cb0SedBMC6ST/S2NLA3upqyqur2bVvH/ndurG+eDvn3nMv\nVTXg8cA1jz0GQmyTYzeZMGi1aGUZq14mLSmL71wu+nfvxuo5bx3Xs97+5Rc8+8YbPPLqa0ydPYfP\nn3+OU/oeOaBGOIJqK8kyRkkiEAx2cJqKh+zerzjvPE4bNIgJt06i90WX8vSN97N5c2e1TGiXWicN\nTmVNYSVBuZawsQ0PPirbfARoJUIAVfYQVaJElDAKKtvfFZCQsIp6RCWAJ+BDwYydNJqpwkQiPTj3\n4IUi7a+fQa+X6NnTgV4vgwrbdzTidocYMyaHK6/ozRVXwo3DTmBtyTfUtDSwuWQ3U6euobi48aj3\nNRRSCIVCpKWZY1YRi5b0dAtarRQj8xdVBFGgpSVMMBhBFHry+Zq3WFu+mEr/duxr+yGEzWgP1NYE\nTj01gx49HJSWtlBT58YVrqLWU8H2mt2EaUUQo4SVMFEUBEDyC+xZLBM4xBF80u0XUvHZt5yWl837\nS7dyynWfMuuxSyhID3YqVP2/qG0eL8Lh8HELzNNOO40dO3Z0OjZx4sROfz/zzDM888wznY7l5uay\nefPmX9fR3wB/CMzfCV27dic5+URSUobjdhdz53PPs3BlIYsLV1GgOReDGE9qooPEhIOVJ9IzrKRm\na5j9ytN0S0ziqYlP4fGEaWnx09Tkp2hrPZWVbtLTezGy24kkJ5vp1t1OZqaV1FQLiYlGRFGgZO8w\nhlx7HV+UvMamv87r0GzfWR4l3qZnwIBkBgxIRn3fTGmZq6PPuugONGIjMjLD88bTvbsdo1FDeroF\nnU7mzEmvUNfaQpl3Ayd1HUZ6upXUFDORiELvkgRS02MBThNv6o9GlohEomyeXsz+miYS07qi0Uoo\nioIgCPQqcLKyLI4QAYxGGVE08sLDk7jm7lcQBBfpPTwUlqsoSueqSsFQFK02JjDXbPGwdP16CrfH\n0hJe+uADps+dSygSoXSvQjQCV//lEbSyTJxRj9Maxwk52QQ8HhoamhAQWf7mLBQlthgfSk927/QP\nyHTm8d2WLeh1x28ZkCSZB2+6mUvOHMcdU6cy7o5JPHDtNTxwzTWHNz7CIhoIBNFqNazcvIXi0hKa\nW1upaWpmX20t4UgYl8dDNKqgaEQiSpj7Zj4FgIqIREywBmhlM2+wqVCNleKKgNmrj21YBAE9Rpzx\nFlR3FkaDGX+bgSEnnMCjj57KN1+X8PbbWzl9RBbfrV5FoXsB/vboZVEOMeLUTJKTTQiCynvv7SQj\nw0JFhednY4iyZUs9hxpeRBEWL97LmjWxoKnClUFERmJnL7sCS1ha/C0pDKBPn0RSUsxYzBqSkk1I\nkkhqqoV9+1ppavJTW9uGosSILdatraax0Ycsi7g9QXxtYRKTjNjjDYiSSLe48cRl92R91UKKw18B\nEE8uZoORiNTGPzYG8Rd6CIQDhJUwsiBi1Rno2yWdU/oNISUxgbzcXE7o3RuPR2HRwlJmzylCRWEb\ns+mXlcvcc2/gi8supVIMwtI/sfOLGxjTkklc+WQK13yPGIm5aPR6/VG1zf90qsSvRSQSQaPR/HLD\n/wP4Q2D+xjhASTdp0jvcfvtioIpYrcRhLC5cCcBeaTG+gJ9+2t6s2FXBRMe9LPq+iNKGXZSH1mAX\nzeSnXMKaNZU4nUbi4/UUFDg5++yu9OqV0KGXqKgICKjtGoVArIJGl6wsNv7jfYZcfTXj77qbZTNf\nA0GgLRDApNd0FF340xW9aPOGESUBg15m51/rCOx1YzZLXHhRT36OjNQMalvDbC8pobSigik33ACA\nLIv06Ong3ilLEQQwGbVYrLEk54kXn8K0j+bzyF+Gcsf0tagK9C5wsq6wBndjlC2uGqZOXQPAXXcN\n4oY/nc0Xq95jW3kpANPnziMYDuBp8xIMhWlpVWh2h/lyxTJaXDD9rbc6BE+a3c4Fpw8nJSGRfyzc\nwqffrWPF7BeO+JyemfUBU+cs5cLJk3ny5pvpmZ1FMBhCURS0Wi1W88Ggn+gxanMeDblZWcyf+Rp3\nT53K07PnsGjNWpbNfA1RFKmqj1HaVdbV0euii2lsaSEciRCKRIi2L55aUcRmNKKVJMx6PRmJCcRp\ntPTIyUWWJCRJInv0GHbvqGHt9nXs8bjINnWnpG0neknH/efdwYC+GfQuyCI50dGpb/X1XpZ9V87M\nWZvRIaLTq2zZ3MCECQe5YhcuLANS6c0l1LGcIB5CQpBTTk7H7QlRUhKLkq2o8CCKQkew2wH8XAYo\nCpjNWiRRIDnJxLizutClSzzdup3HtberFDYsI6St5Py+N2DCSH29j7K1VdTWttHaGsDni3D55fmk\np5sxGjVUVniwxetoi7SybtcGAjQTEl1sq2sjXBMgqsbSbSDmFj3AR+uiDJcf+mRmkpuSQV5ODj1y\ncjhlwAAkLDidBmTNz/xxqkokEuSUIRnMnlOEKIj0Uq8nsg+Wvr+HGy7PY4U+wGtmI2Gvj6SGC9m3\nz03/29v4+602+mcHiFeOrW3+L2ug/4xJ9n8d/3+M8j+AP/+5P6qqcscd7c4NRgClQDXBQOyHvLk0\nluowbcnDCIBZq+WqM4bz90f/ctQfUGe3l9h+7JAiru3vU5OT+ejZaYy9fRIjb76Fpa++Qpvfj93S\n+ZGbzBpUJXZirz+ETiOi/MwRVVnhQW+Q8QXDWEwGXrjvJqbOeoOHXn6ZR/58A5ntod0DBiYjrqUT\nI8iIAfk8Me9LSitqY5sJoLKhluyMEEZbgIYWHwH7VgKhIA+8sop9lbGFThZiWsnWPeX0yHBycl4e\nNouVqvoA6zdsY+qkS7nxsdl8O3MmX61YwbS5cxk6cCCjh8UiPNdsraHN39lXdyjGnHYyT83+jjSr\nlRufeoo7LruMi0aOJBQKEQgEsJp0VFXHNCflZ+wvv4RGl4uaxkY0skxSWjqXjh7Nu4sWYR12Ku23\nugOnF+TTr2dPEh0OHLZ4cjLSCYcjxMfFIctS+zwQUJRYfVCtVoskSe3aysEzXXrXnXz1408AaLQi\nk+8856j9O//8zzreH+TWPTJk4khjAhFaKQ5/xHVP/ZVsRh5GpmC36/H5Ivj9ETIyrLS0+PF6wzgc\nBk4/PQtbnA63J0QwGKWuzsuqVZV8u3gvLleASKQrpzrT2dT8KQ+/+yQA43NvoKJ1Ly3+etoCfoJ4\n+Mv7H6MSiqXkiBBVo0SUKFatHrvJQs/sdPKysxmQn09WehoaSUKWNeRkZmLQ6wmHQmi0Wk6+7DK2\n7N/P+Weeyb1/uoJWd5CmJj9vvvkjOq1EU7Of0pIW3J7D82chthk4ELX75uwitm1r5NlnR7Dlkw95\nfu18Zv/1dQDi9/TjinMT0Q35hq0zbdikQIdv87+5huQ/K7z/GZPs/zr+/xjl74hDJ9cB08qBXKIb\nbujHpZfmkZPzanugxY3AXqK80+kcZ58wiI9efP7Qk/4mfTuxbz9+nDuXwddcTdLoMSQ77MRb4Ll3\n51FdX4c/ECIciSIIoNNq2LVPxGKWDktQTkuzIIjgC4TRa2UMej1PTLqdV6/ffwAAIABJREFUqTNn\n8fgbbzL+1GEM6dsXyeJDFOGb1WtobG1le2lpjBdWggdefJO4uJimEQz4CIdE4q1QWavSIzUZq9lM\nijOBFRvqKNywidf/8iBn3fQc8UYN5fWN6I0m7h8zhk07arBZy8nvmk6g3cd5QAMMhA4ucOlJ8fgD\nRy/OnJXiIBpReenhh5n7+WfMeP8fLFi5klkPPYRGI2PUa2lujZW7ihxFYDa73Xz63Xds2bOHHXv3\n0tzaSkNzMy6vtyOdx2k2Y9BqOblLF7okJ/P+6tWckJfHjzt2kJmUyHMPPIAoigiC0JGadEBI/hwH\nymBp24ODDsUHL8zgzQ8+4Ivvl7Fix85jzotVq66ipcXP+PGHVx85GmTi6Mk4SllMueETXrzxWYYN\nzcTjDVJV5aGqysWHH+7G749QUeHmhBOS0etljEaZpiYf5eWtaLUiXl+QWncl/ogHXyiATwpS76sh\n1NSKIkodYnh+2ZuIgFbWkJeeSoojlcT4eJIcDjJTUtBptdji4jj95JPRabRs2FDLiYM615iNhCPU\n1rVSsruZ8nIvxdsb2batgXBFH6CCJ2e9w6ez/Ihoj5tNqUsXG/HxWpZ9X0FNTcwCsa6whltvW8zY\nsbk8O+YSxs0bxBz3Xra//gHmyE5yxMeY+PrLvHuHHqMmgt/v/6/1bf4rwUN/aJh/4LigqiozZszg\niiuuwGw2dwjK2MIWRJIkDAaZZcsu57TT5hEIRIGUw87zzcafUFT1X4qoUxQFRVGOOmFbfG30zy9g\nzZYtlFVXYdTBoIwkTuvdl4zUZJzxMbKBkvL9LFj/A5pgEHcb3PTUVGRJJs5iRqfRElUUiktbMBhU\n7p/xIsFQuEMP/WrFSr5asZL69lz2pWvWoNPK5GVkotNqCan1lDU1Yc/QoKpeBvfpxSO3jMMXCDHq\n+meZMOIMrBYTkiSxa/9mpHZyhTiLicyUZK48ewiPvv46k6Y/xxknjkWn1ZCblkA0CsFgqEOghcIH\nNcqsNCeh0NE1Q3ucGRVwedq46rzz6d29O4/Nep1z7rqbF++7lwS7labWGOdvRW0tD778MoXbttHk\ncuH1+Wjz+/H4/Vj1OhKtceQmJ9M1J4fupw9n3PDTycnIQBSFdkEodry/fF0hf/pLjF9YVUH3T/hH\nZVlGkowEAoGOslOHsjHdcOmlXHneecSPHMlz8+Zx7xVXHPE8331XzqOPrjju60IsyjYxrht9HT35\nfNeLXPviRJQXVfrZR1GQNBBFiSJamojK5UQiCou2FeIJuYiKbYRUDxElhIraXrpMRCvFtGdZEklM\njCMnOZku6el0z84iPSmJSCTKguXL+XDVKgYNPIEX7r67U3+iUYWGBh/FRc1UVnqYPWcL8TY9ZXtd\nRx7AoWMhjT5czlbeZytzMWDjkn4TyUyLx27XY7PpsNt1QMzUvGlTA5s217NrdzO7dh+ZsKGoqJGi\nokY+/3wP9983mNkFXXjtJivL60v54ZHXyfW6yV5yHtn9LuKEXDN3jvOQm+T/zej1/tNRsn/4MP/A\ncSErK4sLL7yQuXPnkpSU1CH0/H4/BoMBjUZDr16J7N17K9deu4BFi8qIZawpQBzQiqIqbCzay8C+\nXY7rmoqicOlDD/HtmrUdZNFSu3aiKAo2iwWDXk9LayuBYJD89DSev/UWJs96DbtZyz3XX4ssyZ2U\nmMy0NGxvbCEtUQDJw03nnUVtfT2NrhbafH40sgZJdGMxiAzu3gONToNeq8Og05Fot/PKRx8jySJa\nTZS/3X9vp/6OavVyzsMzaPMLKCpElZhgM+q1aDUS28oqGNyrG4qi4guEO/hqnfEWqupdpCQmMuOe\ne5gx913mfPEVipqOVisjSQJl1XXtxX1jVHgHkJuWQCSqHjVHLByOIEkCKzZsxmk3s2vffoYOHMgX\ny1dw/RNP4vZAWVmsbbPHw+eLF9MjPZ2CvJ444uJIS0pm3PDTSEpIRBQFxAOC6xcWreEnn0z5wm+4\n+ZFHWbZt2zHbHgmCIGIwGAiFQh1RtJJ08Ges0+l47qaJTJ41i/XbtvHB1KmHbcSSkoykp1mOynYj\nSQJ9+iQSF6cjI8OMrBXZVrqboNqKx+ejd8qp/FT1AwIqm5uXsLl5CQCyIBBvMMXql5o09EizkZ3S\ngxN79aJvXh6JdjtpyckYj0IjeACBQIS6Oi9mTSbzli9n1mefUbUug+rqY+eTtrQEDjsmCgL5BQ6c\nTgOJCQbMZhmtVkYUYfc+Oy0uPx+te4+3N0/DtDmJHhzdlH0AOq2IxapDZ4wi64O0hhuo8JRQ09hA\ncYmf+RNnozOFcLW5kdrvfdmKT4FP6Zn3BFLgKsY9eTs3jDZy57hWROHo7Db/C/hDYP6B44IgCFx4\n4YWkpKRwySWXMHPmTHr27NlhavH5fCiKgk6nw2rV8cEH5zJy5Pts2HCQUHj4cD9r1rzE+Q9N4pNp\n0xjUq+AYV4wJy9NuvJGSsr3Me/QRRg4ZQjgSZn9lFV6/D61Gw7K162h2ucjr0oWLzzqrYxf713fe\nIhLxc+fzf+OpW24hzmzuJDSDoTAGnRFfGPrl50F+Xqdrv/7tG3TNtHLBuM7sHAB/u+9eLn7gRRQl\nxP9j770DoyjX9v/Pzs72zWbTOymEhBJ6R3oVKQqoIKiggqCCoh5RsR4FRURFUTgKIggqggWVJkWK\nFKWX0BMgCek92b6zM78/NgRiwjnqOb/3Pb5fLv9wmck+88wzO3PPXa7r3nHwUJ1GwiGBZpKiw7mY\nU4QigyRfNWzBVjMHT16gR7sWeL0SVTZXrXxfQkwo+0/4ez0aDQaeffBBpr36EfsOZ7Ng9Wp0GpFz\nWXm1IVn3NR6mQa9FUMHqLdsQRYGj586SV1xCaUU5NocTj+Q3sq9+9AkBZoEAvR5RrSYhNATF6eCc\nw4lOI+J0S0SHhnLos5XodPr/SOhJo9HSq2NHfjh48E+OoEKr9efBXC4XGo2mpoGx/2I+fPc9NGvc\nmLHPv0Di8OE8MW4cI/v2JS4iAoCmTYOZ/25f1v90hNMZlzl/OZuMvAtUu+w43S4kn4NjR71Iirc2\nny2qVGhUagRUCCo1qaHRNI4O5+SFc1S63VT5fGxbtIiOLVog+3y43W4uXqxi5syfadS9DQZVAE0S\nIygrc3HpYjGFhXaysio5dryIM2dKqb5OvjCFHpzjZ9blvYsGIy0YWxs+tQbqiI0LoFmzYEKC9ZgD\nNIhqFXaHhM3m5fz5Cs6cKSM9/fp0FVCTxN1U8CuXOMFlcSddo4YRaNGiN8ooGjcltiIu5l/G4aum\n2l1Jub0Eb0k1PuRavV4TJsyY0BKBDzeiPZQIYwznHad589FHyO/UmAyzivQX53Ph0+do2m4OO08d\n4EROAh9NKkPlctW8/Pz35javB0mS/pLz/jO4YTD/A7jppptYuXIl99xzD7NmzeKmm25CFEVMJhMO\nhwNFUdDpdGg0anbtuoe9ey8zYMAXAOzYYcISEEZJxWV6T57MvOmP4fF6uX/4cH49eRKdRkPPdu0A\nP+Wg78MPkXnxEvtXfkp8TCwABvSkXSNq3C6tZYPz9Eg+powcyqGjO3j87fmMGdCfAV271DpFLq+E\nSafBcZ1aGbfXh0HXcIsfUSMy8Kae7D69hc82biS7oIB7bhlSW5H7yn0jGTfrH8gKXMzNRpZlBEGg\nSaMITp73Uw00GhGPR0ZUq5BlmdSEKDbtvsq9UqlgcK/eHDy5kzWbN6MgsHH3r6jU/lzSut27+eXE\nCSqrq/HKMqhgwRdfYTGJxAQHEx0STM/mzUmOb0SLJik0v/UFpt01inuH96l3Ppt37WfUE/7ijWq7\nHb1eXxMKFdFpdf92nrldWhoOV32P6I9ArRYxGo243W5sNjsOB2TllLPz0FFOZmYQHBDDxZILPPvB\nBzXyhFdjG1c+iyo1erUGizqA+FAr8TExxMdEEh8dTYeWLUlJSMSg16O+5kXh6NECEuKtWGuaC/sk\niYDevek1eTLfzfoIwWfk8uUqjh4toLTMyZw39v3hc7MEaElqbKVpaiqf78zF5rZTUF3GaZbTODKJ\nMe0fIPNCBSdOlPwLg+i/VCpUmM0aLIE6goP0WCwaFMGL1yOTV1JO2cVAtLKeIuksP+ScrbNGagQ0\nNf8ZBD1hhGKkNUaS6+v1XgsHtKEHWz4TWXlLKxSjmq3vzeeHnBNsf/0jOjpuIkf3Of2eCeLdqSm0\njXei0Yhotdr/utzmP8MND/MG/jBSUlL44YcfuPPOO3nggQcYOXIkarW61mjKsozBYEClUtGtWyzf\nfjuKUaO+QZYVqqonAAeAH/nb/HcBeHHRh0iy3wvq2qoVWXm5FJSWERMYWMdY/hF4vF6S48IY0P5+\nXv3wI9Zs3YogqOjbsQOCWo3H68No0KDYICu/mNPZl8kuKKF1cjxtmiTh9kiY9Ne/MWxODyaDlknD\n+vPpxk2cy8ripQcfRKMRSYgMRSeqkX0+isqcTJ79Gp1bptGjXQrzV2yqmZ9EUXklPsXHsh9+IL+k\nCrtD4rmFC3G6PEiSh8wsmbwSmXiTv2n29oPHuVZlcHD79rRqmkrrpk1JHDSDqWNGM/aWng3O16DX\nUljScM6rfavmWEwBTB8xkldXrLhqnFxunC4ner2+XjeXP4KmjZPwKQqvLFnCizX0nOvB6fRSWuqk\nsNDuF7gocZCTW8auk3u5WHSREnsBbqUSuaZno4gKLSLhxlBSTI2x2asooRgvoFUZaaaMqaEkqVEp\nQq0AQbf4GAKtek4eKmbnt1V8yhHgCADz3+kPQEmJg/Pny1ly9ihnzpbhqimsSqYLF/iFW59/EAOh\nNGPkdc/HZNTQsmUoKSlBBAXpUBSQJB+yDFVVHi5cqOTMmVKOHi3i6NEiBPpjAcy4qWA/py+fZvnl\nHQTivwdEUcAaqCM42IDFCm7suLxOyhwlFFYVUFSdR5m9FKVaQq72Il/2m8MrQVAVfnF3PTqCMCMi\nU4ADBTUpjESDCfFKI/gGiopFUaBt2wiSk4OIjjITaNWz8IODFBQ6ENUqSkqd3Hzzar7/fhS3WoMZ\nHt+TpwZk8493l6DT3YzbrXDPhbkkdX6Ut8bbSYl0/K95m8qfqKW4UfRzA38K4eHhbNiwgXHjxpGb\nm8u0adMQBAGTyYTT6cRut2M0GhEEgYEDk1i4cBAPP7wJWRahtkpPBSi1xlKvVhOkFujSowejh9xC\nq2bN/9TcZFlG8ikkRYdgMemZN+NvfL3xRz7/cQvf7/qZx+4ag8sjkVeUR7XTxbjZH6LXaTGaTKzc\ndgAUmeIKNV7JU09M4Aqq7G60oppObdrQNDmZlxf+g0feeIOJI0YiqEAU/A90hw3OZUB5ZTpGYzoO\nF4x/aRZqNRw+Bl4JLmRlYdRqUakgWB9AYuMwLGYzO3XFOG2VvDb1Vp56az1ubxng11GNDglhyrix\ntfMxGXTkFpRed02MBh1F5Q0LcQeaDVTa7Tw4ZjQvLl/O2h07uK13b/R6PR5vw/nDPwKPR2HsTb2Z\nu2wZqzZs47lRz1JZ6aGqykNFhZuKChelpU4qKlwoioIh0EsJZyh0XqTKWYrL68Kk0RFmDiQ5KBzR\n1ZaokATychRUiPTqGcfs1/qgyAq5edWsXJHON+v3kK58xxGWksbdaKn78rNnb+51ZgvTH9/6T8/H\nQivicXCZE7gooTRkCz1bdKVPy5tqC1Kqqrykp5dw8VIlv/yazy+/5v/TMVWqmsIorRqzWQtasKra\nUlVaQKZnAwBGjQmP14NSKiOX+n9ffsKNv/epFg1GAoimEWpMaAlETSBGgwav03RdDzEMmcvC15yW\n1xCgtTCp30OkJSUREWFCoxF45tkdAERFmfH5ZMpKHXxxwH8+CQmBdO4cy3ffn0PyXc1NDh/+NV9+\nOZzISDPzRt1Dvy7deGbph2Ru+ZWyfTMo2zeDEVlnWTUzkpaxDkTxr+FtejyeGwbzBv4cjEYja9as\n4bHHHuOpp55izpw5iKKIwWDA5XJht9sxmUwIgsA997QkKSmIO+/8hoqKtkAwsBUorB1vSN8+LJox\n47r9Fv8VZFnG4XJx5lIWKhWYDVerMof174dTFvhm969Me28ZLg+4PX6P4aft2xHFqw/U3bt3M3zU\ns/x05BS9p58m0KTDajJgNenxKQqSJHPwlA27y8XYV97H6fHg9irYHApPLvqaIFMNmV2BVq1bY9DD\nmTMnyc+XUKlAI5iZcvtAPlYy+fVYFrOmTwUFdh6aS2x0AiMGdkelVpFbcpSC0lI6t2tLYtwBzme7\nePWBUXy7bTvHs7LY8uuvDOjcGYAAk4Hc4oarGsHfkaSotKrBfaKoxqjXoQgC02+7jXteeIFurVvz\n9dy5mI3GuvlDjbZuiFZRqLZ5KCiwUVhgp6DATm5eNfn5dgoL7eTn25C8PkLD2nNHs1S+O7OEZ1e+\nxKNDHqZFi3gCA3UIGokDGYfYvP8Xjpw5TXWhk0iLhRaNGjG0561079CBpNhEBgz8ovawXQelcExT\nRHy8hZ+2Z9O9+6d1zskoRpEi3cQ59pDOShLoTTD+bjlarYDH8885mfGNLKSkBpGUGEiARYtOK+Dz\nKbhcPgqLHJw+Fc758z0oc2STU7qNFbs+55ddVQQQXW8sQeX38HQ6NShQ6a7AThFuKnFTgYsqfIoD\nH24Ujw+5zD83ARUaRILQ4cSN02tHjUjH0N6kxrXA6zRw5kz5Pz0PAMkJBr1Iy5ZhpKWFERKsJShY\nxwsv7MEfzRdoGzwen6qMbcWf8vbGNzATQzKD61BQevaI48vVpykqwt8IIMRAmzYRqEUVo0c3Zevu\nY5zNvYQPDw6KaDv6B3y4aZxkRVYUMi9erDOv9ua7GPfuLlY8GkC7BEdto+p/ZZD+jGf4n4LP5/t/\nJiSrUv7K5Vn/xVAUhXnz5rF3714WL15cWxnodrtxu90Yjcbam6C62k3z5h9RVubCbzB3147Tp3dv\nEi3BvP/0Ew0cpWFU2WxMfu11DpxKp7i8Am9NgYsoQsc0AaNei8sj4fJKaEWRkJAQdAYD36y7RFoq\nGHQqduz8+cqZ1NJlYhIGM+vvD5DWPJ7Tp06TlZ1FZWUlgsrfC/DHn85QWWlj0oR+BAUHE2S10qhR\nI+x2O3PmvI7L7eHYaRU7flxI+w7+POvJ9HQmT56C2QyNYmHPAfB6Vcx8uBUtk5N5f+VuGkWbef7B\nkWhEDUu+PsLxM3YWvHAvs//xPUu/2Ubmj+8i+3zMXbyE9fsP0KF5c95+4nF6j3+d6Eg9X8xteO2G\nTHkbldrFug9mNrg/ZfAzbH5/EfFRUaSfOcOt0x+n0uNh68KFxAbHUlBoJyurjOJiJyUlboqK7BQV\nOigosKHg7w2pszhxqAqJjQwjKT6C7m3TCAvTYzCqMZtMAHy/dQtPvjOf3MpKdBoNkSEh5BQUYNbp\naBoTw5hBgxh1882EhVxV7HG5JEpKHOTmVvPkk9vqzNtq1VFZ6cZoEImKMgMqMjKvGhEnF8lmB068\nmIihET15bEoP9u7NpV+/RgQH6bAEanE6vLg9MufOVpCVXcWRw0XYr5fgvgaC4H85uqx8TyEFxOrT\nsJhM2KVK7C4nNnd1bfNrmSv9P31oEBAR0aFHTwBazGgJRsSMiAWRoFrBAP8vU8ZJBpfZhx0PRiJI\nxd9UONCipVPnGEJDDURGmgkNNdR0JjETGXVVT9btligrdWI2a5AkicLCaiZO2lLnfNSCjyPyx0hA\nE2tbHhl+H3GxFo4dL6JthxAsER6OnD3LrydOsGFbOhJ2fLiR8QEyImrUCOjRo0GPBgMWsw6TWUtg\niIptJ/3V0o3xS5sACJ2/ZsRtA3nrXi86wU9Ru7Yr0m/hquma8+8arj8zzvbt29m/fz+zZs36t479\nV8ANg/n/IxRFYdWqVXz44YcsX76csLAwwK+McS3tBPy8silTNvHVV6dr3vQrAZEdO+5h0MDOvPzA\nZG7p1IfkJsH/NERz7Nw5Bj7yCBaThtHD+tGnexe6dWrPok+/ZsEnK/ho4RMUFhZhtVrp1KkjYWFh\n/sbXsow1rC+zX7ydalslf/ubnxpyRcRAEFQ0ajyMDz/4G8OG9qtVmrnKNVRx7/0vceniBXZtX1lv\nXoUFBYwffy+7Dzg4tG85qalXKTQn09OZMmUKjRvD0RNaVIqKYX31FFdXkpMLkgTtW1kJsVg5nO6k\ntMLA05Nu5tipfF5dtI6i3Qtr8z1bd+/mrZWfo9ZqUfvisTmr2PbxS/XmAzBh5mLOZWWx97NrbnQF\nzly4zOFT55g5fz09mvZFh4XMvEsUlBdyqdIvCqBVmTBrA5BVbgw6PUa9HpurCofbgdcnoSgKXsnv\nrQfodHh8Prw+X630XW3osEZKUQbMgBtQVCoWPzeT0TcPrr+OhTZGjfqmzra2bSNomRZGkybBhEeY\nsARoCI8wIagUPF4Pp0+XMf+dwzRtFkzT1GBSU63Expo5fPIEE2e9RrHdRruAO5Crrdf9XV2BjAsv\nHlRaF2j9LwMuuRpB0VDhLMOnSPhUdmRFwndNmxIV/vRfGKHoMKNGj4AGERMCOgwkIfCvH9JBQXoi\nwo1ERpoJCTUQFmpEp5fZun8jK/etQytquSX1boou6HE6/et/220prF17DlGtIjLKTFSUmeIiOza7\nRFWVC6tVj8PuRZJkAiw6QoL1GIwikqRw7EQ+Dkrx4qCI/dip9Auxq9WIgoDb60UjCJh1OhqFhhJs\nCiTEEkpCdCOs5iAiAlM5dbKMkydL6nRJuYKYGDPTnmzEhp3beeWJx/l7wVHeGj29dn+rO7/m/h6l\njB19Wy33tiFv83/TYG7ZsoUTJ07Ua9X1fxE3DOb/AHbs2MEzzzzDRx99RHJyMuBPlF8Jt1yhfTid\nXkaPXstPP12qo8XZosV+Tp7cQCN6MeXB9nhVdh4fe1e9G+fXE+kMfnQavTu14KtP3kWl8lebKrLC\nw8/N5cipY/y8fbn/AS3Lta0gBUGgpLSCpi3vpKxgK4qi/Obm9Btoa3gv1n3zJt27d6Ih3D5mBlWV\nJWzeuPS6a2EK6s65E2uIia0r4DBh/L3YbDkcPenFatbz0/IpBJrN7Nifzkvvr2XiyDSKykrZuq+c\nS3kSMdHgcEscOQZt24JOVCOqBQRBDSg4XG4uZYPiUzPutjS0ogaD3v+GbtDpKSgtYdPODApL7HRp\nH4jT5c8VOlzumsIZgfQzCl6XCrXgF+UONJpAJVNYXEQVfo7fhH79cHk8lFVVkRQdTWpiItGRkRh0\nOhJiY2kUHV2nwjQnNxe9Xo81IIC8oiJcbjd6nY7w0FAMej05ubkMmTqVzOJiOqelsXXhwquhNkVB\nknzMmrWHrduyABg4IIEHJrYkOEjnv66KUpv7+/XXApISrXi9EjGxZrQav6ze/PkH2bAxky6do5Fw\n8tnOjyilmEZ0R4MRJxW4VMUggFdxIilOPIqt1gCqADUqRJUao2BA7dPhQ0KLEb2oRZQi0ApGRDkC\nEQsyXsrZRwHn8aElmCbE0qXeb0OvU5OQEEh2TjUOh5foaDNDhiQTFWUmKcnKvn25nDlTyrFjhbXt\nuK6FkyxO8yMAjehBKM0ItGiJjbVgNmtJSQ0mIsLk7yFqhoKKQpySje82HWbbnlO4qcKHGx9OFCR8\nSMjINecqoENHaIAJZ1UxRYCRcBpzMzqNEa/3X+sN63VqUFEjYFIX/1g0kKbNQlEJ8Fb6L3y5azun\nV/1Yu7/F5EJeu9dIpyRbg97mf8pgOp3OOk0Ifg82bNhARkYGzz333L917L8CbhjM/yGcOnWKCRMm\nMHfuXDp18hscWZax2+2IolhTden3Np58chsffnik9rvJySKDB1ewZvUKCgqv5jc7tWiB3ekgIjiE\n7MJ8LlzOZUT/Lix886Uar48aqTWBgXdNIyLGwBcr3qorwVZz0+3de4xbhk+jotivAHNFhu1a7mFA\nSA9+2fUxLVqkNHiOt9w6HVFw8/23i667DkZrdwqyNmIJDKiz/XJODuPG3UVJpQFB5aT3TRpenDiJ\nsOAget/7GvOeHk2nlsnMXrQLt9vEsw8OQafVYukwmW8XTMZq1lJeWYXb63+QFpeWs2jVNjLyvHRt\nZyAmKAi314usKHh9PqwmEzkFEgdPFTPr4T6Eh4Sg1WgINITz8UcZgJqdmfuJENphVRJ45tluNGsW\ngk4nsmtXNqu/28kPp1ZgMBt4fuJEpowahezz4XK5ENRq9Lo/SD2pCXtfeZF5af583lm7li5paSx+\n9lkiQ0P8GqYq2LD+Eu++d/i6Q02f3onkxlamTttMt65RHMw8SoHjAiWOXLyyCxkJpaalm1zTuqom\nvVyLlJBodFqRYIuFhOhIwgNiObxHT1mph/vva8fIkan1pPUiI01oNGoiIkzYbG4cDonsbH+OWBRV\nuKRKsllHBTYCVFG88cDzqFQqFi8+SteuUUSEm8nOqeb8+TJ/iy7BX/1aWeVGrxfrCBP45RzVBFp1\nhIWZiI0NwGbzojd6WLPnEy7aL2PSmkiIjcTjcVNl8+fX3R4v3pqCOo0gIAoCATo9FoOR6OAQjFoj\nAfpgjhysonlyAl57EIX59Y2hi2zOsgkfkMQgrMRjNmtxuSQkScZgENFoBKqqGuaXNoS7xzXnliHJ\nxMYGUKWSie7RB4NexOmS6Di0A+fMP9M40sdb97poGuWt423+bxrMH374gcuXLzNjxox/69h/Bdww\nmP+DyMvLY/To0UybNo0hQ4bUeoAOhwNBENDXtOFSFIU1a07zwAMba72F3r1jiYvLZMWK1+uM2bN9\nUxRZJjoyjOmTx9OyRarfWKKq88BO7DKUKQ8O5ekZUxqc2+erNvHkU2+Sn301HybLvtobSKvVYrL2\nIOfCOoKDGw7d9Rk4mYgwA6s+m9/gfo/HgzW8L/ayXagaKFBY/eWXPDJ9AakpAQwZqONSVgk92rZn\n0/ZLpCQG8/LU0bz03g702lCeuv9mPF4vSQNn8NLUIUy5s76YwqaOM4ygAAAgAElEQVSfjzPmyQWk\ntVDonJbGnKlT0WiuPgjW7zzKvTMXUbrnw7rzdEtkZVfx94++IdLQnPz0EC5d8lfTJsRbuJTlNwIS\nVfishzlTcZ7Jd9zO3GnTEFQq3G43Pp/vai/La43hbwyjUiNteK23fyXE/fWmTTy5YAFVbjfzHnuM\nh26/HVQqbNVubh78ZYNrLCNRLByjXM7BTQk+ZDQIBGkDiA+JJTosjITYCGKjwwkLtXBLnx6YTf6c\n3tkLmby84H02HT6MNdDCildepXubNvWOsXbtWebN+xWNRkCSZIKDDQQHG4iJMRMWZsRq1XPyZBF7\n9+bV+65WK1DuPc5ZZS8iWlIYiR4LAF06R9K9eyxff5PBK6/0ID4+EEEQsNvdnDhRxLFLx1m7dR8u\nVSWKyktWXgFen79ZM6iwO101ht8vKKAFXECSNR6lIggNgagxo8FKi2YxOB0yWVkNF31dC6FGeeq3\nGssusjnPj8ioaMG9V6knNQgK0vLyy90ItOiYcN+PdfYlJ1sxmbTYbR4yMutSmwYNSmT69I4s2/kj\nF9rGkKWR2DTyb3TqZeL0SRFv/CuMvWcSU/rZiA/3c7zdbjeiKP6vGMxvv/2WkpISnnji99dZ/FVx\nw2D+D0GSJAoKCjh79iwzZsygRYsWWCwWBEHgueeeQ76mhZQgCAiCwPbtOYwe/cM1o5wDPq839tdL\n5jK4T7frHtvj8RDcoi8H9y2jadPkBv/m9TeWsfSTNZw/vb7OdkWRcblcVFc7SUi5FXv5ruvyDzt3\nn0CrFtEs/vC1BvcXFpaS1PRW7OW7G9wP0KLNKCRPEQkxapKbmHG5KmgSncaug2fZtPhpnpm3jbCg\nGJ6472Zkn4/2t79E+5ZRLHn5kXp65Tn5paTe8jSHVj/D395+B5VGwz+ee47YmlzyuUv5tLv9BWwH\nl9SbR1mZk/53LaCy2Eok9Y2GXi/WchC7D7bx4eYvCQ8JYfeSJViMRnw+H/I1t9ZvjWGDguvX8Uhf\n++ADZn/xBS2Tk9m7dKk/hF7ioKLCxe7dObyzZCMlnMahysejOLDq9bRv0oS7Bg9mSN8+WMzXePOK\nP6/p9XqvS4spLSuj1/33kVVaxqN3jOfmtgOprHRTVuZk9+7LnDrlFwqIjDTi80GTJkFUV3vIyqpE\nlhWcTgmfzx8abtUqnKAgPc2ahRIZ6Q+tRkeb2fzzDia9+jpo9PRv3w3UXnR6gfPZ2VTabFTabCiK\ngiiKOF0uqh0Of65QbSQxKpyQoADiwqNITWqENSAAm8NJZGgIJcU+BvbqQGxMGPPnb+WLLd9wujqd\npOA0dCWt0FC32lwUBURRqL2Wouh/CYiJMZOba2vwevwWp1iKG4kAGhFFW9qlNqN581AGDEigVcsI\nbDYPKkHFpEkbaj3uf4VJk1ozaFAS4eFGZBQSRo6krORqxfcdcz7jp+NjmDzAyUMDqhHV1Aq6/zv4\nMwZz9erV2O12Hn300X/r2H8F3KCV/A+hb9++ZGRkEBsbS1xcHBkZGSQkJDBo0CAMBgPgLwaSJAlj\nDW1h6NCmHDkSTtu2H9eMktTg2HkFxbWfPR5PjUzaVbz/yRoCTLrrGkuAS1l5BAWZ622/ol169lw2\nanXdB7rTA2V2qLCDw6mipNzNmYIAXlkl8uKY+p1CSsurat/Wrwe93kCnm3rTtVMya9Z8SUUF5OSk\n43TC3I9XUVKuIy4qAQBBraZpUgynMi7j8bjRanV1jGZMhF9YPiDAyjfz3+GRV15l3MxnGdC1G8/f\nfz9JsWH4ZHC6PfUUjIKDDYy8rRlLFl9ocJ4ul8SsV7sRGWkirlEAj4y/jVseeZimt9/Oxy+8wNAe\nPfzGyeP5cyHaazDzkUdIjIvjgblziRo0iO0ffcTRs2f5+LvvOJWZSTUOLARwT7+ePPXgfcRFx1x/\nMJVfVk8Q6tJidu7K5oUXdtV6UVZGIXCYd1cv44PVa2jOaISax0VoqIH4+EDi4/2Ny99//xDh4Uaq\nqjx06RJNjx5xnDxZzKDBjbArJew/dYpTlafYeCafs59m43G7qbTZcCPhdlXy3Z6NyEByeDixwZEE\nmaIJiwmlebMw3B4vwdYgYkMTUTwhZGVVkpBgJT/fxrJlxzmEAlQhigKPPBLHnm2ZnD5yjOJiJ+Xl\nLr77eC4vvT+HFTt2oOMSzbizDi1EkuTaFmdt24bTvn0ETVODKClxMueNA3WWTlQLtGkTRkysic6d\nYwkPN2MwiBw+Gc/3W7fz5f6tVJGN/WwhZ8+24ttvz9X5/h13NKVNmwhsNjenTpX6Q7hOCbunmoyK\nozi9TjzYcVLK9MWf4VvsAZUPWZHr6SWseWYcH+xczqebnmH9kS68eoedTk2817R++5/DDVrJDfzH\ncUUK7tp/z549m/T0dBYtWlQbjm2IdlJQYKNx4yt5wW1AKPAtbdr05OjRXTROiGXUkP7cPWIQrfrf\nxbiRg9FpNMyZORWjUU9ch1sYfUcP3n7r+kn5QUOmYdD5WPv1QiQfXK6WyCivILOglLxKmWP7z7P9\n/bfo9cp6HDYjnmodCqA2y6hNPtyX9ZxcMYSo5r3pMvRJlk711PP49v1ygsHDHqnNkzaEVu3HMKBv\nK95600/1yDifwTPPPENBQQFGI+QW+qst01JDEEU1hYUyx8+UsXjWGFolJxNiDcRiMtdWzQZ3mcKn\nb0xkaK8OAGzetYu5Kz5DJYrMmTqVXve+zS+fzSQ1MRZQUGR/4YyiKKxct48NW7Npbb2ZLVuy683V\nbNYSGKilosKN3e6nRxSyhQKymD52LLMefhib3c7pixepttk4n5tLZm4usqIQFBCA0+XiclERxRUV\naEURs9FIoNmM3emkqLwcXc1D6FJeHk63m+KyMhweT23OsWuTJgzt0R13STLrvs8iPt5C8+ahjBuX\nhsfjIzjYQGjo9fm7iiLjdrlRUPjhh0u8995BkhsH0ax5KC1ahNKokYVjZ47x+AezEXV6pt81hrap\nqRRXVHDozBlOXbyIoig4XS5Ka1qbeSWpNsTsUxQ0gkCwyYheoyXUYiE1Lo4As4no8HAaN2pEj44d\n+WTJEj7bt4/8cokoqScBRF53zgB33tmMpCQrW7de4uDB64sfBARoadLEiiQpHD6ewRnWACaCSCaG\njnX+duHCATRvHlZb9e3zyRQVObHbPWRmlHP8RDGHDxdw+XLDgvUAPmzYySCT/agQaGbpSbg+gdzq\nTMpcRfgUCQ82fLiQ8SDjRcaHjIK+VnxPi4kQBDRoCUaDBQEj/Yep8MguFq5fz+szn2DeypWUZhdh\nMIk8t2YWcxf0Zc5DqQxrZ8do8Oc2/4zgwZVCxD+iMrR8+XL0ej0T/4Vi1f8F3DCY/4tQFIVPP/2U\nFStWsGzZMoKDg4GGaScOh5dWrRbX9OCTgD0MH34vEyZYGTlyBJGRERQUFNYZv1XzJpSVV2B3VnPh\n7Hp0eh0+HxRUK5yvdHGprJzLZS6KqgRWPT2DiMZNCev5Cl67FrVJQm91YbLYCDBWUvTLBvav/IqX\nF4yhqbWaOEsF8k2FHPM9yQHBTNdfY5g0ZDj333cbb816oMHz3bR5H+PGP0tp/o7rrknTlqO4fUQ3\nZr3yZJ3tToeDIUMGcynXh94Io/u3wWIwcDG3iI+/zaRbezVu2VdbuGLUaomJiGD91gKG9WvClDsH\n0iQuDr1OR9blyzw4ew5qUeToCVj8yj0M79XpmhCpvx/ld9sO8cFne3jtkcfY/PNhKhwVVDurqXba\nyCkspKyiCpvNS2WVvxjF5yeF1Pz/qoqaWqVCUKkwa7UEm82oVCqcHg8aUcRqMmE1mfwVum43dpcL\nrUaD1WTyi8krCimNGhEYEECjqCjuuOUWZi1axPe7d1NkszFxxAhef2gaBQV2JElm9Zen2fTjVa94\n9+57r7vWHo+Hd1et4uDpU+QWFWM0GHC53ZSUl+N0u0ABh9uNzemsffdRAItOR6jFQlJUJGpBjdmg\nJzw4hK5tWhMRGkqQ1YoiyzRJSESj0SCo/S+KP+/KplmzEELDTPXmkpObS9fx4ylzuogTutK3RV+K\ni+0UFDh4++2etGsXgyiKdXLBsiwzc+YufvnlnysGBQXpMZk0WCPL2Ju5kYzyAgSVivVvLyAvQ+SD\nD65fQPVbiGqB4GAdNrmEUkcBbsmJR5LQ6vGLE3irqJBy/YILNetlQIMeA6BChxEtJkRMiFjQYEFD\nKAL/us1XcrKV+fMHYLFocdkdTJ71El/v2V+7P2HkV6S2GMYrd1aREO5v+vBHvc0/YzCXLl1KYGAg\nEyZM+EPH+ivihsH8L8DmzZt56aWXWLp0KfHx8YA/zGG32+vQTiRJ5qGHNrJmzWm8Xv9li4w08cIL\nXbFasxg3bly9sXv36UDLUS+R6Q6iohzclVrUJh86qwujxU5gQAUhhhKWjX+aO+9uzgO9dSRLlVw4\nF01FgZ2KCxfp88YbLPxqF8s+/Zof357G4YULGDoyETGqioKhARxmLJvVjVgdPpHkHg8ybfKd3NXD\nV8/DXLVmM9OfeIOCnG315nkFjZvdysTxg3j2mYfr7Tt44ABDRzwOAqQ0UfHFa7OICAkmqudjvPnU\nCO4a3ANFViguK+XgiXT2p6ezdO05QoIVIsJBkhV0GhG9TodBr6ewpJRj6ZCYIBAZquHKhGXZhyTL\nlFf4yLgAyH5jZzboMen0WIwGYkPDCLFaqahyUF7mQVCpuHDOg4CIDzcSORRSgQSkJSfzzpNP0rZJ\nKj6fX0bsPyHg/v2WLdw3ezZxUVFs/uADXDY1a9eeY/Xq0zz4YBsGDUoiIuJqmF2WZT7ftIlPN2zg\n+LlzVDscBOr1pERHExEUhMPtwqDVkRQXS4jViloQCAsKpm+3rkRHRLBuwwYmvDmPW/v1ZemLL/6u\nOa5bd56hQ5sAsPnHC7RqFV5HOKAWikJxSRWPvfoa3x/aS4+kIVTnm8HpLwi6/fYmTJzoF7tQq/2V\n3yoVbN2azdKlx2ndOoJmzUJISwsjLi4Qn0/mwIF80tOLOX68iHPX9LEsZx/FnMOGGy1mkhhEsC6c\n0DAjoFDuKKNKzqfKYcfldeCiDEV04/HZccs2fMioAa1KREDtV9lBQECNBi16zOgJw0kJ+WRjIREN\nRmLpioCAViugKPDQQ215771D/3INBUFVGyq3WLQsWDCQxMRAAKrsdqa88zLfb/YbzhFPv8HmbWbe\nfeUebmlj+8ONqv+Mwfzwww+Jiopq8Pnzfw03DOZ/CY4dO8akSZOYP38+bWoqExuinciywty5+1i4\n8BClpX7PZv78/tx1VxMiato3XcHF89/z5GeRlLhkzGPzuS3ka1paCmgmT0VLCFcNhIwlpBeHfllG\nalIMmo2vonJV4hk2m0t7D3LgnXfYENCUExezObhvNSUn09nx/PPc1D+BmMCL5N3dhIvaDgwO/4gp\nb0yjpPxOEsIVZoyQ0F6T2lj88bf8fdZCLl+sq6QC1FaSxjcZyt+m38FDk8fV8gqVKx6FojDyzmc4\ncy6b8vIyIiL8odmCPD1x0WbWvPUkKkFAkWU8Xg8qlYpxMxZTXFHCjmUvU1pWxvGzZykoLqWkvAyN\nIDDzgx2EhUFoKCTHRHN7z57odFpCrUG4fGomvfgF6V+uqT/fBvDjpkxefXVPnW1OLlLKMUooojHD\nmPHQEEaNbIyiKP5r+m/mm4qKi+kzcSK5FRUE+1oTTQcCA7WsXze61iDnFBby2Lx5/Hz4MD5JolOT\nZIb37s3NPXuSGBd3dQ6KgsvtRr62wve357hzJ3e98CIqtZp1771L15YNd8apgwaqhP/+992cPVvO\nrbc1JjnZyi/78vnqK3/D7iJ+4jIZqFCRZOrIrR2HM358GnFxZmTZV/NAv375hST56N37s3rbQ0MN\noHXhpIwSex5nK/dxJTsookFGQkZBBWhR15hANXoMaDGgwYKROHREIdBw4++oKBPJycGIogqHQ+JY\n5l72l2zBh0IwzYinR4PfE0WBhPhAXnixOxaLBrdbJjBQh8mkYedOf375WnTqFMXzz3fDatWjKAon\nqgt4YN5sTu84AYDlloP8ODeFxFC/WIJer/9d3uafMZgLFy4kMTGRO++883d/56+KG0U//yVo3bo1\nX3/9NWPGjOGpp55i4MCBCIKA2WzGbrfjcDhqhNtVPPNMN3r1iqd//8/p3DmK6dO3kpYWjslkwm63\n147ZvNUdPPnUZE7r78ZyPIgjI4bSji2Uqf9BuPcxBPzVk9u2H0AUVaQ0SQSVgHfoK4i7FqJbM5XE\nEW9heHUW74ycjinaX10a2iKNIYuXsPP55ymNiaPN4tOIY7Xg8ZKfpKFn50IufhHOox9reP1uL0Em\n/0OysrIarUbE6/E0aAxV+Bs7m4wGfLKMoFIhqtUgigg11aSiRsuyZZ9SWlrKww8/xJYdpSgKnM+G\n5xYuokPz5gzr0QOdTo/X46FpYiRHNmYAEBIcTJ+uXeus+5dbc7AGqhjZpynLNmzkmz17eH/GDExG\nAxXVDkquI85+LXySTF5eNUFBekaNSmHPnlwKCvzXwUAiCZrGNI7cx8HcDSiWtuj1LfwNoJ3/noA7\nQHhYGOnffsuoqdPYdPww1eTRpPIWPvl8L79m7+K77dupcjhoFh3Fi/few5SxY9FoG27RhkqFXqdD\nkiScTudVnt813smgXr04++03TH7xJYY++hj7PvmEJo3i6tNkfkOf+W2V8KVLVYSHm+jQPprIyADa\ntIlh0qT2mMxa4F6cLhd9J9zHsZz9XMDIgUwXTZrcjCRJtcVKgqCmpMRFfr6NA8cz+OmXIxw5f4py\nVykSLkBBQULC4eedlvh9AzUCWjRYsaBHTyVFOPASz01oCGpQ+/b3Ij/fXpM2uYIE2ggPYgzNYXfR\nBuyaC/zjyVn0aJ9GeLgJtdqvI2izexEEFQNrtIGnTGnHqVMl5OVW11KarsX+/fmMH7+Ozz67FbNZ\nQ4o2iA/63cYLsg9th6bsXdiV3hOX0rb7CMb3lBnWzoZe/8e8zd+L/5e6ldzwMP/LUFFRwejRo7n1\n1lsZP358rZiB0+lEluXabicAVVVuxoxZy86d2Tz/fDfmzRuFy1VNRUUFVutVrmRR4W6eX6nBppXQ\n3JvD/eJRooWdRHj+hkgEY+6eycULF/h1z6prZqIgHvoC8dAqPMNeo/OoOZjt+cx5cATtpkxBpRaR\nXC72vv4aqtIs+rS2YXi6kLVHW3Mg6W8osh7z+gh2HNPx8h1VJEX6eHX2Ur77YStHD6xukFqBSkV4\nTD8+/OApRtxWn1cJ0HfQVGbNnkfXGsN34cIFOnfuhNPpZEivECqdlbi8EqFWKzGRkQSZInhv+c+U\n7lvU4FvzhJmLOXvpEvs+n83l/HwmvzIbvcnIyldfQa/TEdjpIQo3/+ivcm0ADru39iF3LVq2DCM8\n3IhPVqiocKHXiRzK/o4DeUcINUdxZ5sHSGkcgVqtEBjo9+ZUKsjJLWPb9ovMeqk/LdLCkWWZi/n5\nXMrNJa+42C/67vFQUV1Npc2GUa/H4XJRUFrKD9v2UOmurJWhCzcEMKhtL55/7D7iYiPqzfGfoVaE\nQRAQa/Lo13JGfZLEqMceY9eZs3Rs3pz5jz9Os8SEP0yZ+WeQvBKPvvImy37yU520ghGTGIjT40TG\nXVM0IyHjN8ga1BjQE6CxYDVZsFVJyLIaPRFoCESsKaC5Vo8W/LzNHNVXlCh+PmQqIzAR9rvnGRdn\nIS3NT5vxeCTKypycP19ORkZdfqUhsIxz1VspUyp5sOcTnDjgxOGoX03eENLS/L8nh8PLL79c5bea\nTCLt20cxY0YHzCY9ktPBE1+tYPlS/73cd1wHCqzfkFcWQ4hZ5qnhNkZ29Ys+NAS73Y7BYPhDuc+3\n3nqLdu3aMXz48N/9nb8qbhjM/0J4PB4mTpxIbGwsM2fORBAEFEXB7Xbj9XpraScA+fk2kpOvVND+\nAyjAZrOxatUqhg0bRkREBOu/m0+P7h2Y953IsTwwT8xhdEA2TdUrsNimkBg7jdl/n8iUyb/NQSio\nLuxBu3kOifN93Dq8O/08xciSRJfnZqKxWFBkmVPLP6Vg9zbGbCome30rbH1gm28a54QAOhyIYvk6\nI0+P8LJ68Rz27jvAoV+vH+IMjuzN6s9m0b9f9wb339T7QRa8/xFt27at3VZWVkajRnFERsLhNfPJ\nyb3Mz/sPcjYri5OXsthzUKZzezWxUeGIghpRFIkKCaVRVCQHjxexeU86F7e8B0B5ZSUTnn8Bj6zw\n6sMPM+bxT/hp0WLiIq9vcM6dLaW62kNqajBffLsfh8tJXnEJlc5KBEEhNSEWRVZzPieLExdOcfCC\nvym2WWfG5/PikTwoKPXUdq5Uw6oArVqNXhT9GrQqFVpRRKcR8UgSOlGDpUbcP9xkoqzUzvHSXKLp\nRjhpzHmjD927x/3m0l5fQOHaz1egruEGX2sMATbs2MGM+e+SV1XFkB49GN6rJ2MGDmxwnWRZJqew\nkO0HDuJwubBV+dh37DRFpRVcLMjG6bajoKqRpruyIn6ZQj0K1Sho0RJKFHqVBZ3KSlpKMi/NvIX4\n+LBaT12WZX76KYuXX/Y3ELBadTRvHkpqagjV1W6Ki51kZVVy6VIlEya0YuLENowdu5bz2Wcp4zAF\n5BFOG2LoSGiokTZtwklJCSYlJRiTSUuzZqG1x0lPL+anbZeQfApr155r8Lx/ixy+oZxqTEQSSSua\nx6fSsWM0TZuG0LRpCF6vD7NZS+7lamw2DympIURHB3D4zBm++XEPy9fsw4sTD5X4cPt/H1o1bsnh\nb5xeg8GPjWHju6t44Pk4Bk9qTUXerUx8bSJxIRLzxju4uR31vM0/YzDnzp1Lt27dGDy4vvbx/zXc\nMJj/pZBlmRdffJGsrCwWLFhQy630eDy4XK46tBOXSyIk5B3AQ0CAhNUayZkzkwGYOvURPvlkGc/P\nnMitQ3rSued9xHUYS6/PRtBSymDpmBcpzYOzJ9YB1A2l1UixiZWXiW8/iXn3t+COmW9y4tMVZG3d\nRu/XXyMkJQVQ8cvKVfSb9j6l89uiiagif5iZo4xlk9CImzMj+HilmZKfnwP7eX7eUV+c/QoCw3qy\nbeMCOnRo3eD+9l3Gs2LllzRr1qzO9tWrV/PAA/fRto3AilkvkxhzNawW0uUhpoxuj1ZwoCjglXwU\nV5RTXFnFpTwbmZegdSu/GLrJaESj0VBS4Q+DnTkjkBiVgE7r7yISGBCA1RxAcXkZF/PyqKiqxuVx\nU1FVjd3tRsBv0DRqNbqa0n6X14uiKJh0Osx6PXqNhurSEvIlHz1bteLFiQ+QfryMJUvSEfEXczz/\nfFdatrQSEhKEXqv9Q7lOl9PL7fe/xo6cLcTSi8/efYi0tNAGlYWu5xFe6xlKkkR1VRX7Tp4i4/Jl\njmWcx+PxotVqMOr8GrZfbt6C3eXPqac0aoQKhZLyCsptNr/Hqyi1x9SpRFBUKCjo0KFGxIgVLRaM\nJjWtU5rTo1sz3HaRhEYx3HRTLN+uPceOw9/zxa8bUAA9VppzJ6Ja4OOlA1AUFQX5Ljp3iUZRoG/f\nz3nnnf507Bhdr83ZFWg0As8+242BA5OoqnIhy2C16uk2dixHs7OJDg1lx4JPyc6pIjOznPT0Yg4d\nKkCvU1NRWV/L9lqo1SpCQgwEBuoIDtYRF2shOsZCRIQJg0lh9sdzyczLI7u0nBRGoceKhIsqcnFR\nQWi8gwuXL6MWFbw+D27JX1gWZDBiUOswaPWYVEGUlygINQpDCj4u4s9h7vvoQ5o2TeWznd8z9YW3\niekUz4tr2tE5WmLfgQG8tPAhPp1aSedUdZ3Iy58xmLNnz6Zfv34MGDDgd3/nr4obBvO/GIqi8NFH\nH/HNN9+wbNkyAgP9D9OGaCeyrNCmzRIyMysYM6YZHTtGMXFia2RZ5p67x7Fu/YY6Y0e0GELxmQ2E\nJVhZvDqONo17YvHehqBS131g1hQGBYT0YP/fW9I6Qo1n2Gyy9h3k17feptuzzxB7U3cOHDhJ/8FT\nWNI1kN7DmhJuyiD/7mQuiR1YKdxEv7IgZvR9Fb2qjEM/L65TDHQtAoJ7cPiX5TRJaVikoXmbMaxb\nt4nExMT6+5o3paoqh87tA/n2rbdqt7cb8QLt0iJZ8sojeL0efD4ZnVaLSi1QUeUgqsejnPz+RSRJ\n4ujpU1RW2cgvKSHzQiYbD1TjdokM7dCewrIyqp1OHG4PgUYjceHhRIeFYTYaSElIYGi/flgCAurN\n63p46Jk5fPrzOn58aynPPPlLg3+zbNlQkpODr26oeaFRUJDlmhxwA5+PHStm8tNvc5EjhGkbs2Pp\n24SEGDEaNXVC4A1BlmX2HjvO4rXfcuzsOS7k5iLJMnq1GrNeR1RQMHqNBq9PwuXxAgpx4eGY9QZ+\nPX6MPJeb+LAwBnRozyN33YXk8xESGIhaFAkNCiI310ZomBFRrULU/L7iEkX2KwftOXSIbzZvZvH6\njQTQmDi6IV5TgLNw4UBatarL4zxzpgSLRUdkpL8PrccjUVbqorjEQVmZk/bto/wNqvF3DZo2bTOH\njp/lFGsIohmhNMdISJ0xDQaRli3DadEiFItFh8EgEhFhoklyMPkF1Zw+Xcratee4cKGiprBI5p57\nU0lKE3G63GzbfRqdxcXCr9YgcJWCpBdEjKKWEH0QwfpoBLRUlqoRfbGoGwgn11snZEKCDLwzvz+J\nif60zJYtm3j1y5U4AwVOH/CL9s/e/B5vL3uIl++wMfomCZ3O36j6zxjMv//97wwdOpTevXv/7u/8\nVXHDYP4FsH79embPns3y5cuxWq0UFBQQGxuL2+2uDZNd6TAyffoOvvzyLDffnMCyZTejKCo0GjUZ\nGRl06VK3Q0TboU/S/tFBhHYvYxyfYVEMhHono/oNJ+zUmYt06nYP1cXb0exehDr7IJ7hcyjOq2D7\n00/T4q6xpKuDmfbEG2Qe+IztM2bQrEMszYzHyb+3PUXmYH/eLO8AACAASURBVJapRrGp/2w0Di2d\nRi9i1jgvIZb652oK6s6lc98RFhZSfyeQmHIb+37ZX68iGCAnJ4c2bVqh03lo0VTHbX16MGnkSP42\n90t2HjjOie/fBPz5N4/Xi1ajQS2KWNo/yOalT9KldWq9Me96fAHf/3SM5yZO5Nn7JvzOK/b7UFXp\nos+ECZwtuszdQ4Yw56HHGTp0dYN/O3RoEhHhRkpLHQwdlkyjRgEIKgFVDdH+t59RqcjMLOfNBd+w\n8uAngJoQmpIW2AdFgdVrRtYaCYCK6mr+8fXXrPpxM5k5OaiAlKhI2qekMnboEDq1bYtBp8Pj8eCV\nri+rp8gyby5ezNzPv8ApSTx0xx3Mm/7Yf3TdAJ5+aRnvb12CTqNl+Qtz6N+1LRqNCrfbVZ+2oyg8\n9/xOdu6sLz4B8I9FN5PWMhzwG8xnn91OVaUHr+4cqw9/hYzCA8NG8tyEB7l4oYLjJ4pJTy/i4JEs\nEprBqDHJZOTkcPriRUorK0k/l02lvRyvz1vrWV+B5v9j77zDo6q2Nv4701t674QAofeq9I6AhV5F\nKSJVpEn3ojQRRYpYKFJU9NIRKSK9CaKANKkhvSeTTDJ9znx/TDIQCE1R770f7/PwMJmZc/Y+Z2b2\n2mutd71LkCAAMkGKAjkaPJCLIulkIcGfCrxQQomoGFWr+BMcoiMwUENoqA4fHzVxcXrMJjtffnWx\n1OsaMbw2PXu5IjGZej3Rz7/gfu2NLW2oWc6XmYs+ItLPm/l9DcRGyDGbzY9tMKdPn063bt1o3Lj0\nNMr/Ep4azP9grFq1ipMnT5KUlMS1a9dISkpCFEUiIyM5cuQIEokEh8OBRCJBoVC4jefKled4660D\n+PtrSE42kJAwAm9vJZ6eJS3UlWuHmPylGu8KRhQvpDFI+BE/4RYB1rFIuf3ed+asYPXqTdy8ugtw\nIjuzEdnJ1diajiDPpybH585lw9kU9qUZuXl1F2a9nv0TJhASpqF+SByZ3WqSFWKn3bOJhJbxYUDf\npez5VcYHr1qJvINbIYoiOt+m5GXsvy+TMyiiHVevXr/nWoqRkZFB06aNSU5OxssLAgKgS8vmLFh+\nCP2pT5HKXB6N0yFitlqQSaVEtxnP+MFtGdO/0z3nm/Ppd/z8SzJ7fz5Ny/oN2PbhB/e855FQ9DMT\nRfEedvC2vT/w2vwFTOj/MuGy2mi1cjZuvEpySmGpp1qzphMxMb6lvlYasrL1tB4wjFt5yTicUoKo\nxcFvZhAa5smyDRtZuW0r1+IT8NVoeKZKZcYOeIV6NarfNwxc3MlGLnOJ8t/PU129YSOjFy/mleef\n58M3xzxxJqXFbKHFq69wKzuHCxs24Ovp6VYvEp1iUSmF6/MuDstWrRJAzVpBBAdrKVPGi3IxPug8\n7iV0HT15jcMnrvDD8V+4kHIKI64QvRQ5zqLyE3AZQIVUilqhwE/riUauRiv3xEcZga3Qi9RksagE\nRYJWLcfPX4MggNXqoLDQjsViRyqVoPPJ41DqN5idDiI0VQgwPltiPlGRnrRoWYaaNYP48MOTJCTk\nU6aMV6kM2rvx3nvNqV8vlOSsdJxOJ+vXLGfWztu10L2XbGDfyRf5YlgetaKtqNXqxyormTx5Mv37\n96dBgwaPfMx/K54azP9grFu3joKCAsLDwwkPD8dutzNy5Ejefvttd/jD6XRiNLpqrTQajTuJ/9NP\nybRq9TUDBlRjzZrzZGWNQa2W06NHD77/3sU6rFolhs2blvDBTj8Mcjvy/om8Ir9ImGQnAbZRKEWX\n9mz9ZwdQtoxPiS4kQs4tFFvG4Yhtg71+f3o9N5yz1+PY88VMolq0wG4xc2T6DNQKkcbRSeibl6dB\n7+NENKlLw8VjqHoihLV7lEztZqVBrOsrmJGZQ3SF5+8rzu50OvH0b052dvZDtSuPHj3KwoUL+eGH\n3e7nWj4bwEutGzGgU0ekMilO0YnVaqFxv7lUqeDP6jmj7v0Mth3j0E/JjOjSlRZDh9OpWTPWvfvO\n3RMDbhtDinLAdxtGwF0eQ5H6T/Hjz77+mkmfL6dmbCxNy7cl7pyChIR8GjUKoXHjCKpWDcLXR4WP\nj+oPCx7o8/PoOvItTty84CYUaWQyOjWsz+j+/ald9RFqKosvWRSxWCwPrSeduWgxSzZvxtfHh7Pf\nrEejKr1+8Y/CZDZTr2dPbmZlU71cOY6uWIFMKnUZdavFVbgvk5e4Z2aLhZ3Hj3Pq4kWuJySQbzSS\nmplJWlYWJovF7RFKBQGtXImnQouvWkN8VhJ6p5PnYl7CaQwkPfXhS6dCIaFstDdOp0uw32iy43SK\nXL+up1yMFzExvpw9m056hhEndnT+GRzP+h6QIUVOZfq4Pc7QUB09e1YmPl5PUpIBpxPy8ywYTTYS\nE29L9ul0CgoKSrYVa9kyikGDqhMR4YneYODLzVuYtHKl+/UxX05ky4ExvNNdQetqNjQa1SMbzQkT\nJjBkyBDq1KnzSO//b8ZTg/lfhuzsbHr27EmvXr3o3bv3A8tORNGJh8cCALZt68bZs+mMH98Qk8nE\noUOH6Nq1K2Pf6EuP7u3Yda0CZ5PAc0gC3XQ5VJItw9c2kNTrIdSs04t9e5ZQv95dXTsKs5AfXIQk\nO45OW7zJycnijRAIqlGDhhMnIDpEjsyYgViQQ6t6DsrNusGLr3pRf8bbHJYE0OZKMF98o6VjXZGB\nrexc+v0mzzQZQH72kVKv3Wq1ERDWFr1eX+rr98OKFSt44403CAqEyHCXofD19KBsRASxUVHsPhhP\namYmP62fjSAtufAfPHWZOZ/sZdfiJew/fpxuk6aiUquoXq48W9+f77rPDzGGkgfkDH86kcScOcfJ\nyTXT7iUZ+87s4XTcDWRoqcCLjB3RhMpVvNB5yigbFUx+YSG7T5zAYrXiEEXMVtfCmJCWhtVuJ9jP\nD5vdTmJ6OiazGb3BgMFo5FZKMhk5ua7viESBSbQiEaR8MP5N+rRv/8cMmdOJzWbDarOW6Jt6N/IN\nBur17o1Cq2PFtGk0qFb18cd6ADKzsti2fz+jFy1GAKqXL4/NbidHr8dis2EsIiM57ti8qGQygry8\nCPb2QSlT4qH0Itg7Cp0snIRbZlKSrFit9y6NN/gaA0Y8iCKaJkSEushUBQVWLGYHFquDqlUDGPNG\nPWbNPsqtW67uJOXK+XD9eu4DryMwUIOnp5Kcwhvc0J8kyZSMRKKmgqQ9oT4ulrMggOhwYjBYsdoc\nKORSLFYHggCeHgoqVfYnKclAgcGCPs+KiIgVAyayMZJNz26VScpO5sRv53m2Rg027t9fYg7RfY+S\nJzZiaJs8Rj/nQKNWPLRuc8yYMYwePZoaNUon6v0v4anB/C+E2WzmlVdeoWLFiowfP/6BZSd6vZmw\nsCUATJnyDFOnukI9JpOJsWPHsnatK1SVEr+L7896s/r7JCKHmolb8Cljh2Xz2gtxVCofwb4fVt9n\nNk6kF76nYY/5xNatweefzefg5Ml4hIfTYNw4nKLIxfXr+f3bbxjzq4EpL6p58ZNKxEmfYb2kAU1y\nfDj2tS9SCbSL/Ine/caSm36o1JH0eQYqVutBamraY9+zZcuWMWnSBGrUgDb16xHm5cX569eJz8jk\nanwhqWnQ/FkvtEX5m2A/X0L8/RGcShZ+8RNfv/su5SMjSUhJZurCRZy65goL71z0EVViYlyD3Gdh\nsdvt5BuNHPj5NAnpaZy7cpVcgwGz1UpubiEJt0yolQqCwhRYbCYKjCZSstOL7u7t8hJJ0f/aouJz\nmVSKRBAQnU68NBpkEgkGswmJIMFHp0MuleKl1SCXyalVsSIdmjShYa1adO+xhdS0PDIV35NkTcdH\np+Pixg14PwZh6U44HC4xgQdJ/qWkp/PsgAFkGgp4/SF5zSy9npMXLpCUnsGFG9ex2uykZGaSpdeT\nk5eHKIroDQZsdjt2hwOx6N4EeHhQWFhIgSjirdEw6sUXkaBEq/QhT2/By8OLhPhCrl8xkfEIX6GI\nCE+qVw8gIEDr6vXpr0Eqd9Jr5DRyScCMEyU+BFMLLyJLHPv667WRSQWWfuySvtNp5Xh4KtGoXaVB\nBoOVggIrNquIVitDrXZ5nwJgtztxOEQKuEK89SfynEY8CKa21wt4arVotAo8PRT4+Khwygv5+dLv\nXEtIwUYBNowYSceOCYpahIOrNEeJAkEC4YE+XE5z6e9O69OHYR078P6ub/g+O4ua0fF0HFSHuR+0\nxi9sKKuH5ePvrXhgOH3UqFFMnDiRypUrP/ym/pfjqcF8TJQpUwZPT093d/NTp05hMBjo168fZ86c\noXbt2nz55ZfodKXoZT5BOBwO3nrrLfR6PR988IE7RFla2YnDITJ06C4uX85i/vxWXLqUxaBBNfjl\nl1RUqmxGjx5J5YohXLx4nZ9/uVxinOZtffn8m9aES4bzIGGo8uXb82ptB1M/X4tV6sHu4cMp264d\nVfr0AUEg6/JlKjQZwuwuMYyul0lqvzpkeXrypdCLSLuawm3BbN22j8u7ZpKRvL/UMVJTs3im+RBu\n3rz1SPfobqHusmWjqFPHi5zsROpWrsi8kSMA0OcXEtN+EjNfb4jVbsFmd5CanYO+oID8QhMHT1qQ\nAo6i88olEiSCgM3hekYileKj06GQy1EplUiKyjH0+fnk5OfjKPqJaeVytEolIT4++Oh0qJRK8vOs\nZOTkUWi04LTJ0Cl1mCw2BCRoVHpumnNRKTXMGzSVahWDCA7SERIU/Fj5QFEUEUUnEonAv/99mevX\nctm95yaengq++64bNbt2Iy47m4XjxjLkpZce+bx3nn/rwYOcvniJG0lJ6DQacgz5GM2ukG2wny+F\nJjOp2VnEJSaRZzSikMkI8PbGarNhs9txOp2YrVbXY0Atk6GSy/H39EQukxLo7UOgtxcRwa5rLxcZ\nSVhwMBHBIYSHBGOxiGzafIXzv2Vy8vxxzhj3IseTMrRAx70EseBgLXXrBlO1SgAhoR7odHKUC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S8ADUVKpcAV8/PUeOuEq8hg4dyvvvv19iPk6nk/nz5/Pxxx8zb948XnvttSfeOuw/DU8N5mPA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\nSZIkqRJkwJQkSZKkSpABU5IkSZIq4f8BAtkPvnHuonwAAAAASUVORK5CYII=\n" | |
} | |
], | |
"prompt_number": 13 | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 2, | |
"metadata": {}, | |
"source": [ | |
"PyUvVis Tips and Tricks" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Below are some tips to illustrate other faculties of PyUvVis for reference. They won't add to the above analysis of pyuvvis per-se." | |
] | |
}, | |
{ | |
"cell_type": "heading", | |
"level": 4, | |
"metadata": {}, | |
"source": [ | |
"Data Representations/Conversions:" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"We can change between spectral units with much ease using the **specunit** attributes. This can be done in place, or to generate a new object using the as_specunit() method. Let's see what spectral units are already builtin." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"ts.list_sunits()" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"\n", | |
"Key \tDescription\n", | |
"-------------------\n", | |
"\n", | |
"None \tNo Spectral Unit\n", | |
"cm \tcentimeters\n", | |
"ev \telectron volts\n", | |
"f \tfrequency(hz)\n", | |
"k \twavenumber(cm-1)\n", | |
"m \tmeters\n", | |
"nm \tnanometers\n", | |
"nm-1 \tnanometers inverse\n", | |
"um \tmicrometers\n", | |
"w \tangular frequency(rad/s)\n", | |
"\n", | |
"\n" | |
] | |
} | |
], | |
"prompt_number": 14 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"tnew=ts.as_specunit('f') #Returns frequency in hZ" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 15 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"specplot(tnew)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "pyout", | |
"prompt_number": 16, | |
"text": [ | |
"<matplotlib.axes.AxesSubplot at 0xcbf4890>" | |
] | |
}, | |
{ | |
"output_type": "display_data", | |
"png": 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Q1WqbLfwP/WUpf7rjgXrTVEYVmloVtTp9wMYn9z6fnPPLOTuI/HLP7y9R+IUm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\nTkpKXwY89zrpcy30MQ/khpFJ/PzL7gbpqI/9UpWUuO/jyFuVR+7yXNT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2eTxw4EC8vKrX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\nSUVORK5CYII=\n" | |
} | |
], | |
"prompt_number": 16 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"We can change the representation of the intensity of the spectral data (eg full data, abosrbance, transmittance etc...) as long as a baseline has been established. The syntax and api is much the same as with the specunit." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"tnew.list_iunits()" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"\n", | |
"Key \tDescription\n", | |
"-------------------\n", | |
"\n", | |
"None \tRaw data\n", | |
"%t \t(%)Transmittance\n", | |
"a \tAbsorbance (base 10)\n", | |
"a(ln) \tAbsorbance (base e)\n", | |
"r \tRelative Inverse (1/T)\n", | |
"t \tTransmittance\n", | |
"\n", | |
"\n" | |
] | |
} | |
], | |
"prompt_number": 17 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"tnew.baseline=0\n", | |
"tnew.iunit='%t'\n", | |
"specplot(tnew)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "pyout", | |
"prompt_number": 18, | |
"text": [ | |
"<matplotlib.axes.AxesSubplot at 0xfd0cd90>" | |
] | |
}, | |
{ | |
"output_type": "display_data", | |
"png": 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C0H14LPYNgTsZzd/569+tJ2lSEjMefghldC2bt41j1OCnGFgwinsemsQttw3i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\nxuIBbQSk5r8dSYXRqoTfFKXRHMUfE8RvbKTR0EiDwYdL3UOVro7V/Z 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