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@dstansby
Created May 27, 2021 13:40
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"from tqdm.notebook import trange, tqdm\n",
"from matplotlib import animation\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"\n",
"from sunpy.map import Map\n",
"from sunpy.visualization.animator import ImageAnimator\n",
"from reproject import reproject_interp"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Load SOT maps\n",
"---"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"maps = Map('/Users/dstansby/Data/sot/level0/2011/02/15/FG/*/*.fits.gz')"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"def save_mp4(maps, fname):\n",
" \"\"\"\n",
" Function to save the data in a list of sunpy Maps to a movie file.\n",
" \n",
" Parameters\n",
" ----------\n",
" maps: list[sunpy.map.GenericMap]\n",
" Maps to animate.\n",
" fname: string\n",
" Filename of movie file.\n",
" \"\"\"\n",
" data = np.stack([m.data for m in maps])\n",
" ims = []\n",
" fig, ax = plt.subplots()\n",
" for array in data:\n",
" im = ax.imshow(array, animated=True)\n",
" ims.append([im])\n",
"\n",
" ani = animation.ArtistAnimation(fig, ims, interval=50, blit=True)\n",
" ani.save(fname, dpi=300)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Save video of unaligned maps\n",
"---"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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whQehDbi1cRHbAOapcRRZJgAV7ieuIgwAm117o9bE+wSzY1QPnOOI7s1BVyVmYB3Qge16dn/z/0AQLCmBiT36dfe5ibY2eiLxeq1pc2y7fxIkZALNntUQDZFbQ/yaOwJ4JAi7Po4ektZsNxwFyPgM4Zi7YlQsWM6tNAm+cDcWG7VmdMLJ1JMO8qun5vgscTFHh7N8h4dmPF4FCK3lbp8KQxtK+LvHqG2AaqURInVHsJiql1ITTI5WGkr3tWSbzFuoLMBDFx5AZ07kRC3PxABphb8QfwtU7oWDLQ7mjueQE4cXGgWI/T1AcFMP/DPLjRFzNzCr0xjarhxhMnRSXMzSr+uws8Wfe9yIL/jBWhTNdXGBThmcZOLQOGGG+/muHHkbXQCREN6Q0koY+gQeEdReYJzB6bHtmQ910XdvaxRaI0dix+Qs91lXdKcbkT0SvEa4RnUmcgUjgorvJ6maaogn9nPsexBIdK7NcuJzuzQ1JIsKvAnajH0Y/8X5Ft/76OB3z/awhQczYBKb6KNdabM4bHU28QDxN9YVu4e1sJtHdBHVBr92MLttcozE/sc2t9gF/6YI8Wf3oApxKCO1blTu+xCRwhj4dBcJZrEXlUGnpflyDHp5m8xxMdik1RZ5mmi+DlaZTn0ZERywFSRjDElABRtfj42TmCHJ16BTW8hETSiMqCEK3Ig+u7EO4x29djukSu184zLGtreY1bxu+UNsrjZ0q+jBhLn1N86HETkzN18Oc3aLY73XtzdoD1t4AG0Axkm0c5zbr03qKpHHrzN3Av217esAzZ35tmYLh/UFmt+D6d7OPfQLnefcnJKqfGaLWu6HfsJSi/cYTXrO3cREQCYwVRjtwuQSQsZtnJgdmchnQbdeVg8+6/TpSZFWLa1f3a5HgImcytsxHgWHfWdOTxHVWBs8hLvvzOEuumr7y+QWk2LHmiDYQ0k2LuoX4lerFR7qbm2ckzZXY3Y5ZhlHzY+yUY1Hc/eyypyPgWthvvoGZvE5y+rvtAu082evre8m1OfJDQf3bQ9beDAakQk0yGzooLQXLoNpkyNtJ6v9PWZZ6u7HzVpDvYu78x4mlGw3GHdTmwiRDxl2Z6bgLm1OTmG391wbtuOFxeLBY3GyxucpQ/Cd9kl8GoJ1JfarqKt9ziJAIinNilbUpGj9B+CCmkYYPO6ACXDTaBmEhqmgHwNdbM7rxj218RoFTFQ54rWIpG8VwSKzo17F69jva3BIjO8ypiKo4dwpd787mjS1KCI1u/cKIKcWCzWqsEa2m/8GoO8xzFsT5BzmoDqRvW172MIjNluIrERkJ7mDnj5l8EEfi9Ut3Noed7B3q8rCa5jPRvTgzAn1cgYqkGoV/ZYZ7mFpEyc4sfl1jcAdwtZ33dkrGrcSF2Psu0Po8Py8E+RWuQmOEYoDbl4UD8bU8wq1VwEdCep33X1GdGeojLk3GVc0obGHIkdfnigoRvNjHI9xsxhVpphkJ6qeU2pWL6xdpi6ya9k4uUCMauvwDCMnYs58xr0YEk2ysF04jALL+Sb1JJ3DvF5WUX2zkqkRRela2VXzXc1jMN2xiX7M9vCFhw10tLoMC6CLa4GQg5iSuGXbABkc1gHeeIPuTfzFeAjuw8Wr6tjRGgJsiVjd3V0lCItpT2D4eVHXtWaTfzwnoiw3ew5qmgmseI9RiKxFJinN0l87dsqNwY8osO4gnHEco0lyDT4nEQmMKHBUJ/SabhmJFpu9iU/UL1Jr6wqf7iOsj4I05xDLNIx39Mgd+z9yD/F5xufT8dtt8Z7mz7EnrB3NchDCO2jJ1Jb4GaA80NuhjwcuPNrk6eI7ukMC+jAIzoxKaAs2vlTbPYNlIjprxRgV+wwsZl9Wy086LX4diyFo3pfJ/SloMdiIBhsTAWh5RMeAs+46YcfnnN1TtVtw5oBmi8ngbFRnIoEZ1SD7GWBxtMYwWT5R1Zdt8s4TwAm8DnzHR+1iI1cwHh8nc9JnG60sezu0Xc9Ug7Vs1Z80jF10shqjtmP4+8iFjH/Hn1HgmDqiwo6WVZNuN2HSVBftp/E2Uc2NEbb2TEmztIe5wzm1pE2mHptj2l5f43jesz1w4aEtSvsIj033Xktz12UG1gqas3hQRpNjhHGj4DCbuF7DrR5ATyyZJM9JFlFRD0EKLxmAp42rotKIBUXt9yHk3RFNhMM6UZioqT8pNZf7Ut0TlmyyxACp0QO3G0MS/iE60XEwYWs+VHbX5p3sW0swFyYNLVeLU0ecqqD09xWRSjRlWovHjbt35DHss9iy5KHtoHoOc8KaI6etwHP1ISVZGYY0OjRVu2t20bwBlXUZ00ytBQTdAcCU1Q9ox/Nz3OxM5YnHdSiIhICPqq1ZawAn5feE7i56/Jjt94bwAMIufwdUDmY2Oi8S9xAn4Y7HKU8tMQ40iIi5pRPsfELG3cbOCUmJADiZCMChJDGDQZ5Al6G7xOCR2pIUZd8NedJnXivSUnqvVWv6mU+cPQuCNfPC9D6SCLeozxdV1eZJrlva9SLK8Gjm0H9e1r5vluPDnu8uVZEZuybviCyBfTShx3mW9z2z7WiGtd9zaju0CYSsvM8mHWAvOO5sJlBi68zaQ58Cl3FX9jS3xikpS4ZAcnJ0whcHt7ywIckSEFZEnUCflOoe7WELDyLJ6ZnId7vozh19MppZVV/Sju9DOydMTNupCjuaYDVt0VokDwjRls/QxkaO2vUAQTxRl2YGLRU867mJgYKtzjnucoaOCJIzZC1KjJHfm6LwGdHPuDiBfhF5H9F2LjMzJ/scd3uMAmFiDotyfI74/YAcG8RPvdkyHhPP24Pge5tKPD+mHXSyVvrkjocWWGih7na+PU80B9viDGjD0QdJQiMiEpOtpf2zHBoIKCqixT0Ljm4GZp51VTgrGovcmJls1yJJpyJ6qbX1xVz597xV36A9bOEB8dm35LLykQwIU9D3wu+dbTyiDSINnOON9cBbNBumBJ6HXBoRFubkAWZ2rW7HtZcT+1MBnm0HLRL6nWXnj0mGhasJgimhOWqZT4mqNExJ4lRiPw3CG9lmC2azG6Ze0PpnOmYVfeRqUrf56GodCdEwFp2gyP04deMJ9A5XFf25Uf8fzxv/3lsI8djRpDxyH0AQcmFu5ASY89c4lpFbCb4kFOaJuZd7M7XSVG0VHC5wNubrHinB0ETMlres2Hg4jxtGHIPxmHu0hy08KCyqKEUBf/GuWgT2mydxyKI1LCzjDYibBWEIVOuicVUQ8cS9fuxBTsoLJIBOpS2yOGlC31kjH6mqG32CqDJEQAa4yLNyhOK683uO1Uh8AqCleMKfMS1g54bOg8Uo7ryRVPYLK6IbJ1ZUDTVUvXtdo2PauMj3YHl0SIvnmM/EXotCPF4H1PMUI8IZ3u1uf0zoxwXn1he9z54vShwrQyA2FmvxuJWuz4MXbpf5zH+nZm2MPIcLtizqYlVV6y7rjB7XVNu6Mc68aXvYwkObw3PTvY1UXCE7uLl7W2BTYSCp12TnM8C9qtLdY5j0JiSm1EyzI2HnZCYADmbSPTNwFXWFCoNgbLhm+2L5jJE6gcGVQLUo+kittKJDUe7UFs4ZmNGieIeF0al2RuLtLbAOjbXvTVC7x61N8jA2G8tLXOS1wnd0vwdtUx/E5EXGQ3wUj2Dm5s2LvWNn7bgT6tWvUWWJYxGtYXbM6HNi9616vbsQUac6NktKNFfzPDXnvKLBc1HgMssYHmbhm853cELje3DV9P4u6g9eeDiHwTt2dSInkmQnLKq7V40ezL2VI+kiNuiJHaERdwxAXyTAa4PwHBYarapiuP4rC4N1YZFOKidNmZ1sFT4lWgfIY12sJgmnJEIzsaMVry9j6prrzxBhBOVqQhlCc7ffqBvxua1v8Zo5+UTtkipHJDaMpeeL1XHqyl+MSMOOM4Fi7yb0r8vdAQR3cUUJ8sd2kY7Cpl1w24coNICOE9lcbxRwe9f3PoZz7R72vDFQL6oYRP6UXWEuEpKalvbclkVvlz8bf49rB9zUn3u2By88aCngwyRqyGLJVMKiMVXE/vaXwECGqwXCeQCAxpesO4y8CaTcJo1ZN9KiEzgZOqiySAo31Wogad1EpklihC23Y9l38w2cHDNzWekIQxSAoAzq/TKEcylbRGHOajEaGEHNGPVjm2SWCU2f15dtqQ39jeoBB05J79EVlxrHeyRjg84+loiUj8MCiCpt4c173G13fb7ntFehqkrwzbBweT9mQFrxHqOKUXaO5Z3UADaXiDTOpXEp7jwY42bGuRcQmx9jY23vNaq592wPXniAQgLfu3IQjBDZgshKEasGEAZf4L3HcQCKHuKCbQRedw2HfXbjoS/BM9K9YY2nCA5VztE4CmB4Epuo10LVFwt+C3k55fP23Bz6tuEqzEQXEZMuaK+2p5/7InGrS3j2PQ4jpCocfVZ2S1ba9yYwLbtWp45VjImJXSDb8xiCGdWssQpa9Hkx5GNjbi36yNhzRbUKaMIvuhqnBK9wb3+P47T3/MNnnZ9IpxoHQeD5UtWqs5cnNqpTcQMa7mcFzD8yr+xHtIctPIha1qvwWfeiDdKZcJgE6qfT0pyZol45zWLxSAScIBaLgxXc0WtGMkk5CHcEMwuLCZ5Y0Flu5n0yQtU9DMtgkfC+7+xaHpLdBMO4O/kdiRr/sgfH5WxfMF2Yto+Nfh+CrVjP59wvyJjP0453S1ZMaaCCYMMb2M9B2PjxET0mLSVp4+3+HqYG9cR0NIlKMB/E/8PUBbvfGHs0ClC75logaM42msBtGGobVUDbHEanRLv+2CzK167VWfzU8Y2GF8vcirOba0EcE7tX5G9S34ePrJH7Ee1hCw+ghbGfzAY+oAz93dQL6E9OCU4uArpYC1AmGbSiKlGeRE2xYDrjHFK7B89hsbi7dFKIDl+wvkRUZycAnLI8w5TE3TqWk4wCxNQKoIPLrGQpLcq3eGBTbQvT+haJXWfcEUg+NOgceB/v/WBtMn2bAnLpnOBc1eLWf1OTRoIZ2CJHK+G4l7A4zoERgtsY76kgWsfHu+iu343k9TyxcQzsWuOCssUc72/zwIXIa/iGeB1r0VnLBMeY9sGuQ6EyIVmC5eD6bu+ACOBB3QWEKxuIZHeI+6QLDzpLPAAfJxcg7oFZWCFcEyS22JBKc4gJi5VqBVfVW5lB12ef9NHpinNuv89i2m2epywu8CMcJE3hpw5mjFUWHlW5RxZBQrU2/ibsbmRxMXGXqgSTTv65CkcTFmQxELVuwullciRgzyFotER136HxIRYQl7QifXROA+Bu6PGenZCo/XdAD9FDflBPApQSuJbeCgKIMLPzo8t23EwsCNKyc+nz+DEHyd6G23N79uh1G9GECYnoIKbvaTOWRijvhQfEfubU4m+ioInBdnbO6AIQWiNLQ7j/KPhMVTPHsL0cL/dsD1t4MIPOK/g4o17M8v7X6lYFgoWgJ9nZbbETgkMVCYcRYHpndrXkOLrwPbO4X0t320leQFdAaQf28pRAnOWl2i7M1NBEJtR5Ah0mEUClNEFSq1QOs52ICCBuwjF6sroKHgOiopCMCzUE7kXIPe6Y8Tq1LVLLlWLxLh3fgoC47Jk7NLQjtKL6EMbRM6H7BlB7ZFIKPPnRaIa0Vu5AJEZcG89igvGO/B2uJgG9kIpu8jUs7pTEPXwtIF4a4gPgjm+m5o2qkY2BPZeNx1ApwN+hRQ3be64h92kNCCW+j9TG2RHLnuXrDdrDFh4AjDC1ZDX+8RomSVKBoYtbBIceaOao6LCzN8FsIql1g5XfoPOKfH32Rcpxhxp3AhbfDM7ZdXOvUasxLYBYZ+phAh8zqE5I5wI6r60UgqERE2ipISPbQWmtrsqMnrQdpwEAOYGQWn3YsJjHpDDuPm3fD0LGBYdxBkQQM/oAg833Ie64cawj5A+V3Dq1NLaIQKIw6lJCclgU3BOOIZ7Ey21Gy1LctYmk7EKMZRmRiH1ugsWCCuNzRB5sD3FFARKtJc5JqIndwh3y1Mpr7CUIsuxiw+eedUwRsbyn2p97j/awhQfDBzbV2ghI2+XDLkcMNWXGCZ5a4p0oYXcQQyO60MerQASVOXZ5oWq7P8L9ur6FHUYnaRQ+8ntCOWbUY0Y6ZRUIIhQ8sM+yfMF+JtFj9f5kC3SckFGfZwaoSlwMEEg0bu761k9rO5YDC/snZnBB01Sm1Ezf4+KIsTLRxyEKEGo5Ul2IlKCy2M8glOP746z8VkYfP0LqF7EWIFrGxvEZ1YvXWSEsRsSeJURcOzEbBceYgOl1qSWCWd/GgMy6YzFSe7laSri/Jh5yfxATGJE4nac2vp9Y4QE0ac5aUwOkQVAMMt6jYENqbdza7WVGkska9YICAeWwhWdzE0wAeuIQcN6BCb1+Pfo3UItzoEXI0jrLZ+lcQVMFzQm0BG6EGaYcWDkHRx2dihAY97AIunIFht7MSuJQWNGNIYmRJDS1S5+JStU8mIHoizA9jrkJYrsk03aBKmSnwH90Ta0um89L1TCCEPgWkCWNizei0KjCGbpgbkhmREhxPCJ6m42Et6xzbTy7qOKxxXCD6JUcNwBiN612ZGlUOcJ13Alw6CM4JNI2lPYWggN4C+FBRD8G4K8C+AJErH+ZmX+OiD4D4K8B+HEAvwngTzLz+yR2xp8D8CcAXAP4M8z8q6+/y/CAywpaKUxSambROSwuT3wzvHibGPai7hq8wsCsKkfOYIiDGq21eYmGnYpr2zmb6qJqz4INo98C84BUKiolWU+XGWmRlHKku3ki8oQ/1mdaSu/h6LuL6e9t3JxH4Aqu3HR4O9cEh41Xys1k6yig9gLExrJWWIRvhzZSgjvH6D0aIhjOj21UHxIhRtp2QnBszKDbc2+FGdUBu+bePW3cBnXKmyGORL1fynkBmW+J7e425mm85rBhpSaku8xxZtGjQcDa83ScifbfBKidG7mSwyy3jMFzbyk4gLdDHiuA/xkz/yoRPQHwK0T0/wTwZwD8bWb+i0T0FwD8BQB/HsA/CeAn9d8fAfCX9edr2iCJgTaJg5R2E6HphkBvnrRmc9X4A/tzhNEJPuHB6HbUzspg18nYpilkyWaGOQPr6NQF8JxERVkZRIx6lGcoxwzKhLQySONIkjvJoSU42oPcwP6Okqg5usVz4qLpuI1h17UdNCIpc79fazeWZiJnwCexCUtPp+CQPvTb7udOTkVVEQqHxDlgO/ZgabCFHQVibHGBx2cc42mcVIwWqSg90cjNIT1jHB9Ha8OG4/MrbTmKkTDdFGKPmyEgm+dh3m6I6vPiOWtq+Bf7eM92b+HBzN8A8A39/QUR/RqALwL4GQA/pYf9FQB/ByI8fgbAX2WZAf8BEb1DRD+s19lvhK05bg/Omr+AdCacH0jGCrHO+Hnhe3VXdzMvIJYQWzsr5JixH1V5iEl2EHPokjgWXSxFfEKkyHEVlWNKKDnJNDT3diLUWYQVpQSegLQQ0lpRFVaLq3dQuwbo3BFpuogIuuhskXUORLU5qen1Ov+YyE9UwJFgECbO9WhafyIVJpoSgGORInsnOSQWjujG+mf9HXxF3BNzdMqKv8cFGp91T4WstTe5OtcwzLFRiLhgCsLDr7FjBdpRkze1je3d2TUspCCnbU3hMcWB8RiGhErje2RTLY0oHdHeD5rzIKIfB/CPAfhlAF8IAuGbELUGEMHy1XDa1/SzTngQ0ZcAfAkALqanbQfwAduRlIPAMNOmeZtaDo10i5bBvAJILWO4qxQhRwcpKhRLTruPB72NxFWFWGqGZDx1EkuNsea0VlFXckKq8rPOhDpZrRgCZxE+dSXkcxWhonA4heC5kZx0J7JlBc5QobND0tmC0J+WV8QdyWLQFHOfaWue4KUUEuB5PlywoKHDwB94fljL3hV3WoXeTm7v7eRj0zBzMp6DueczoiCJ1qfIb0QfjzGvSXy3dk3z5VgLrIRBNw9szEJ5hS4oMaqKRM19IBbBDuoJ7QmtKMAt3mlZJbVh5ebKHsfXx9gKjyl63RvXj9neWngQ0WMA/1cA/2Nmfj7UFWUi4jtP3mnM/GUAXwaAZ5c/zD7hgOD70HZGy91hi3LoHCwHA+ckY1hDDdvw0uuhd/pxiM0xEpUaUgA6oSPHAmBGJVIiUYSVuHq3wDS2lz4B9SCE6XohyCOfgFwZYIgwUXibCiMtVfqp5jtBMrXPKm/9TyS6eEqtTKcdk7OmGCRHApscFXEn3IPMPnD24PDd3bKvyfEEIDWzbVzQ8T3lkMQX4XqjaRSQBTDl/hp2vP2MPMuYgnI8flAXNteK360jDzJ3KoNl8nJU6kT0sNGoquNm9bjAo2XEWrTgjFxO1RSMHe9VJfv/iNbDNZiHvC9v2N5KeBDRDBEc/yYz/9v68bdMHSGiHwbwbf386wB+LJz+o/rZ3Y3REv4uK5izpCXMYRHrP84qRICmOvjLYVAtYgnJCfUgiVVssZsUZ5PmusB5TlL3JcHhI6WqSWWhQXYJPJFbGKiyfAcABNQ5oV5lQQ8EUGXUOYMnsczUOennQM0EHOXRk9WbIblPmQg1E3JSZDUlEAPpXMAqQER4KmJIqbnVm048CAAeF0hSZFaD63aMGs3J8766c1pCUGvQmxuD1+om0W7kXbRfm+LjZuaN51gfhmt25UXV8kE1XAvWz8DneIDdgODiT+uHfR+QRRdwaPeNx5GqRcY5jMIzCq3x2Qd+xGu/uPo8jKehr73zRwERN5kfhPBQ68nPA/g1Zv7fha/+JoA/DeAv6s+/ET7/c0T0CxCi9MPX8h2AaCim99mEXlZwnmWnKjbZC3AE6jyjHtrOWOeEtFQxgRbLci7f8SxeoJsCSUGQ1EzAbAsNSEtCKrWzOtScUI7Cq9DKyKfq/hqym8r114uMSZFIuczN+Uevk88MJWaQzyKE6iRoxJP4aJBaPhPSUvv5XkN9GMusHkyPnUC1xap/i5t/UOlyArO659OAOiKyzDuLc+/vSNIN323KbNba77JTIFsH1NNlMjNVwHbf0Z+CSJzRoueoqQ2v6/seL2O/e8DjcK89F3BFm55W0zY95i6ly0aI6bluio7IJCKQeE4UGDv82O5n92hvgzz+KIB/HsB/SkR/Vz/7X0KExl8nop8F8FsA/qR+90sQM+1XIKbaP/uRdzAds9Q2UdT3oV7OwCEBp8VjTcCMchD9Pa2CHpZHE+iCMd2UptaESFVO1FtKgGYa1F1fWEcFF1MWDqRorAsBqTCYBSaXCzG3prMs4lQrqBLqIWG9VAQCVUlSQp16tYdJhJCoKU2AcFYhQkA5JEEh5ypJipKm2Ac8G5lYe3Iji3WiCqrKjegEfFzMq9bJxim3uqnAtg6q9buEyRx315GkvOMd8xTMi3aevR/3lxg4CHWZH5MHuUOULY5hMbpabQmRx+xju6rM8Mz2u1d/o94tPsTTePyJ3T8KcOtnzoJSIoKLNWhK8Iq1MbX7xfuPAiK+j/j3XtDiPdrbWFv+PWCPvQQA/PTO8QzgX3jj+xwFbtOrWy0HIAWVOCfU44SUCXQq4DlhvZpwenfC+RHh+IIx3VSsFwRQwvI4IZ8Z+bY2mMlBeOgcEVIL4IxuR+Aki5R0p2CLdVmVi1BVok6EOmVMAJJmGROyVEyv5ZCQz8K71COhzP2kLAexsmCR+ZTOFWmV8+pB+mrwvqh/CE7KgXBtiY/Czs5H5V84JBQaYXGtzawIqPk5gWiW3TqmPmDxF+HaBJALHGtjnE14xjamYVE6kZjvzu7WnauclCUbYm65QfY4jNFV3qwTe7vwXqIc28jGz+1vi8GJXA+FrPu2cK3gtanihiqqbg4pCD5DYRVbfxXrb0Rkr/NeHQS++/+8RaDcw/YwHaFXSExr5GPVcPdykXF6d8KrLySsV8B6RTh+SMgnucZ6lbBeAodMSItyGjpwdQLqrJ9nQs2KAmxnrsB6JOcF51cVaRVegrKgBEBQg/AchFJ1wQaiTGrgCopIhWXxm7DS8+ZXFfm2NsGWxRSdVkMdgmLSykgshCtnQj6RWx6iRUnyuRLqMYOL+JRQQbfL80RijrYJXtiD0xgVoNx2bIPKzBKdSqRpCQjIeh0jKEfTaGhufTDGPzVL0S4vMXARLTN8uNdIZt51vREh2HVjHyPXM37n6lh4ILuXCR4TgnY/83mxGBhDSiGJkpUF6UjevWb+IfY8kZuqtQmxPTd7c0z7KET4MdqDFx50WjSmJTlFREtBullRLybwJAtjfZyxPBL/CADgCbj+fYR0ItQDkG+B+aWoAZzkRVWpmghOhNt3bcewz4D1CphfArQqElE1ZXmUkc+M6ZqRF50ABKRV1YWJUB+J+RUk5+dzdQFRjgn5tqqw0kmTbBfVZ1wZmNp3UMSTVqAkCGJhIJ9kEZaj7sQEpKoOVhoDQ0tBLow6q8l40YnLmo+k8/2Au8D7Z3Zha5apjVlRvdzLXPmtElrnGh79OEBtYTkhqItsXDQmOKIbd7BQdEGAe3C81sZzWO6MKGgiKevqSLiO7eymoozj4GM0CLlw/03uj6S7RRROQD9esdl9oqfvlCWKFxA0Y/2IuVGmSbLPje+wauQ29ake37Q9bOHhSWBrI5ogujnVirRWFFcVyH0yOAE1A+cnjPJDjHQmXH1DkEOZhTPgSRZgXlh28yPU7Ch35gyUCwYVQloEnQAAzyIMqAgqyGdgugbqDKSzEp8VyGfC+Qlw83k5/8lXC6YbWehCglriZkUHJM9bJ1WJVnbvUyaIdaWwoFgVgHUC0qpOcqSIxDbJRZIgc5jL4giXJKpd0QmtDIdUJjgiQRitJkrY+iVXSbxjCZE6Jzwg6NjDDj86b8VFmAjQPLMITk7e4q7t4fS8H8dTiiQP5gqQ7dBBiDmyQb9oaxAcURjEZ7FFP+7wgeAHbGNh/7yhhaHYum6OncVmQFsdAqpV3PH1926MrT/T1Au+MXVhfJf3aA9beMSJz+z+CEb21UnMpHVOWC4TUgGuvsW4+SFZXGklFF0YaWFXS1hJRM5AugZqZhzfB9ICnJ8Sbj/HWJ4w0olUDYFzIssjllouhihuBGpO1yI4ZKEDp0eE9Qq4/pECflSwPD7g6W9KH8pBLCNew3hh5Nug+sRnBiFVBnMV5LAy8llUpZqNA5FnERJYFmICWrBUsDKBSHKjnNYOaVgcDyzUP+5Ioc6vqwu28JlFX1e0wgG+S2RnqFdiqmJcBM7NRGcr/TlmKDfBsBevYhxIUE/4vMCza3ERcjkuWPPBUCeutsjICUn391lGAdg4jc5aoiZidh8btOeNzzGmn/RcqQMSiGpip1ZBrIw7pLBbccYg0Djmo2C6R3vYwgPwh7fwe86EepQowzqLBeP8NKEcgHwWHmK6Bs7P5KWmE+HwnNxvggpjKhAhcmIcXlZcfVtc09dLWdD5Fji9m3B+xji/Ux195GvC/IJQrgAq8jdIUA6UI6mzcCbLU2B9xMCzBe+++wof3LyDFzW7T8j8kpBWYL0UofX0twumm+p6dJ2Er7Gc72mtco+JBJFYXhyDsSo3mGVcALT0AZlQJ+FgkpmsMYmQyHBXerFSVeTz2jKSlbDbmsk3umPHCcnRxdp2dYXHU9DRx0hTW7Arb9WPmAgo3lMJWtnlwwKJ1ediTE+nbgRLRuWWqiA+j/5OozUmeLDy8IxxkUqqAxUypoqZhcf6bgJzD2kkNGtMInnZy+Dqb0II6IP1iERFc7JZ0cfIgbwl7/HwhQeAMfwdEB+OcpGxPM5YLgl5AeabiummYr4hnJ+L1yZn4Pi84vCiAFXMquWQcHqWcHgBTNcV001BOWakiXF8wViPsqOf3wHKlZha18RIV7KT8EXB/L1JHLuOIiROn1HOY2WkQigHxnrJOFwuWGsCniw4vXMGGKivZtwCEiFMwPQ84fhBQr5lZHNqGzcgIln4lUDqP+Im5mA5kmPVxwXSn5oT1quMOhGmm4p80nKRs5idxXpFKpwS8vM+ApZTg7wbb9a1r7rX6f05gashkdxUoBi8ZrkoLIO9eaR6YJqcQ3sE5uv09ahipNwjjth/C6EfLTqWvS2eEziDxrcMaowKhtaHcC+PndFnjsSlnut+Lzp+7Tm4mW8d8SEIZD12L71hbCMKeYv28IWHwS9AiNMqE43mlhlrugXyIoLg8KEEBl0YCTXq3ABmAIcPcks5uFZkRQ7Lo4TTOwk3PwTU33+Dy+OCmw8ukD+cUGcGH1jm9pGxVlFbpkJYHiv5mYHKotbwXFFLwquXFwCAPBUcjyvSk1tcXx9BxFjPGWU5YFGCNZ9FDTFnNM7U0IULC+iuBH1G+HOYIGAGUKkVs1N/kVUvMi0CS+ox4/TOhPPjBKrAk6+d2sLUSUqF+8JCYaGMmb0lY/nUFn8MbLRcEnaNmG/V9PYRBewlvwkLY1PeIXIQyp90AXVxR45tNA/rT8+9gpCHJSKF8DxeRH0UbikIARNKlpUdkPHysa7tWDed27WGhe+Js1Wwj4gw8kl7ZPJbqCzAQxceDE/20qS6fFVzwu1nBHMfn1flNMQcRqciVeV1AMcsXwDErdtgYWWAdJFkIS3zCTi/f8BtPeDyOxnzCyEoy4VyIADmF7JwywGYnwvKKZcqOBigSlhuZmCR+y+VcDyueHV9RCLG4biilATOjPNT4PRMTLAZFRVJKtwxXGDylMAHao5ltluR/k6yiZajXIcroSYhTcU5TQavHAngCWlhrJcZr35fxvoIOH6vTa6OzOv4jbB4PcQ7LPqcWlHuCKttVwz97q7r6krqv6u1IZs93X0kC8PCJqAJC0MEMYp2RDE7qMbkoqMvebGN76jhWmMf9H5G8Hcu5CPnEONbgDaeRiJbsGIUADE3jV3DCkSZlecuK5QJ1CEN5Zu0hy08gDbpZqkatz45SqzHISGfGHmxUHUWr86qMS97Ydtxx0gC06kKB8AT9d6mDNCZUC8EAaRV5wwDuNHv1Vpi1phyAdAr4TKYgIUT6qllF6uPGdcvj6g3E/hyxYlncCHwsWJ5knB6l5CWhMNLMcGK45fudAQXFOb7IdcVPqcmoB7b7ijh/SpEEoSjOQm3U2fC+WkGMbBeENZL4PQOIy2E5fGE6eqAdNP0Zx+7pEzz6IwUoL+FELjgUOHt5J2Nv10veEfuFY7azAX7Gbw4YTt+SFfogiWiDOfN9CazpBOkmI8jLuBuMWeP+uWaQGtpgiUIpKheCRK161IvSG0IAyfiqqIhlb14mDivawXS3BCgusx330ekF9UkU20+sYRpCg/sE0F21uadKLtznQm0JqST8AMU9E6vE6sDxVOSMHkLAktAfrWAKqNcJkw3jHJJOL6fxDKShRRNBZiuGWltpluqYqoFRHiUWRzAwMDFe9LX9VJ4kfOcwbcZSIx6ypIsKDHS5YpymVEz4fRMuJrDS8b8qgmJZH3PxvAzykXC+XHCdFsx3bKWxFRz8EFNwix+J1SgyExMhMvTjOWKsD4S0hYJOD8DXnwxY35xxEQh8W6cvEXH1iByVEVG79DKQC0t09YYIBZ3V+juHlGALSJzDoxIZfSpIEIXh2MLKfAvRrDK3Epqdi6NzK11S5DG548+KCbApqAGEYFRZIw9EhvApCVRiyLnClBdFSmEDS2inm4cVDiW2gtGZsnf0WUwGwS7XUOziaFQC8d/y/awhQfQTFo6kaaXC6aXixCcyyQelonEOawmTNeiIpjrtJvRKuCuv5WR1hiaLxsDCmN+vuJwnFEuyOvTrpcyL6dXjBSuxxmy4U1ibp2udbNVZ6+8MMpMWC8Jyw0h32SsjxjrlaYqnBjp0YI8F9Qzucm1zoII0kpyv5RgDl/rVUY5kPqRJNx8njBdJ1x9p2J6JQiFijiwmQOcjQEr0bpcCco5PwXqQZ6fipis62wIjLo4F4nnqSAyM2BqqQ/DgqJSW74PW2CBXPUWycQ7EIL/i/k6IszeIzPjvInpKJNUXwOgYfOLxJ3k1KvFsRH153jOEBNKqtqE/KGeUPowe7oI96lhFppDBYOfN+V2Pod+KGfRkjiHZw15UrCuPeKIY2wtWmM4hOO/hRB52MLDEpso65xuV0/wk5mFt5gzykVGnRPybdH8GbaT5RZQZwuA27WdK0hiyqzHjHpMyAuL+VaQP6gKT3D7OVFJ5udBHyZZ8GsSJ7R8Mj8MFSJF/D/ymTBdE85nQr4hESLPKo6XC26eX+DyuXjC8mSTiHEmjcc5M/iRcDHLpRwHEJZH5Mgnn0RwmFdrOrPNbfAEVDXX1hk4PU0oR7jQTEWe8/CCMF3bs+lOGZIjISXJhxJ3Y1vgtqB8R7YFpuMffRXsHAuG4+AwFa8bw+XtX9xl4/2BzjmrE1wV8uKVB4gV2MxhC1y3C6lW8e8YhUoNQin0xZz1TMX2khnmnQx0Uc3uXxLGpCsSbupMzEcSg/BC/ZYWpDcIkShgiJq3rZ3/Fu1hCw+gDWpKEg2r0txeQjqXzuEJQA8tYyYrls+6Pco8+xQdcyKPY5EwecCiasU7FFieEvItIy3Cd6RVF6rNpUTis8BiGuYsBCypYYKeEngmrI9WTFPB4etzC84DxEntMxV0Fr8SKmIJyScg38gx9SD3OzxnzDeqsrBWhlE+h7OoL4aEypFw83kJvgMBPLHyNgROjOP7jKvvFlF1jpPHYpiaxKSU66LOYDn1JtDoch4X4hjLkXvB4S0KBPsZnazG7FdKprvQSM0CRxbIF69nv4+V3eK9YzOhEq0WtvAtY3o8zxa/W06KII0K9+cg64PnCNFEPklyrvA8gZZVPot9I0JXX3dU+2JlOftsVPWAVo/Gvn8LAfLAhQf7S5b1m0DcwqCJ0QpUZ+pDywEQ1QYbDfZt0J1GQ86MNAlhmRfZ4ZdLVSWS/Etn+AKXtIFAWhiHl/AEQOuVqAmy2zTnNABaW0bI1zozDldnvPjWY1wsSrImUYHWJwzODL5knB4z0suM+YUgl+mW3c0dAI7PC/KNcRm2AyMQdYI6qJoHLGF5YmZlRj4RaAGmMyGdJQDP84do4qRykMRDqIx8W5Cr1eqdRWYq4ejZuw0xRDfysMg2CX0j4oiTXVEnJy27EFULVSckz4W6yBuasB029Qu+a0PUr3MU0XIRTa+xBZTQmUerZnVbi3AMnn+jtnua231KDY6YsFlWRTshy7mNpz1Hl3Co70/Xv47sHYRoVHn2xuZjtgcuPNBBVoJMJsvYbdI8Zu+OBNdubZUKmAXA8m8aY0+rLI45A0wZyyPCeqWE6QRMN2KRqLOYZ+WahDKbNYZBq3AWt+8kD+s/vGQJYCOdLyznlxdHpFcZy1MJu09n8Rt5/JsJy5OE288XIBPyLWF+Tjh8yEqMyrNIyD7rwlVLUUA/nv/jSB7xm0/Sh+WdohXJgHQmTC+E8GVSD9aluMOWePKSJikSM7fsWgSap1Z8qyMxg16/o66MNWi776KQiHEm1g5zCwojTbgU1Rfdpd2P5yQlPTvXeiCgpNIsHaNAi/2O31sbLSJxcxoFhxeoZvBMIEzCPYS564Wj7J6xTMg6IK+I7kwglB1uxI51BBMCBN+iPXzhAfRSVb3tOkcdQLI0Uauf4kltx7ymQ2MdYBM06Vwwr+o3smaAkwsP9+pMoq5MN2J54aybAJlVI1pjGvcgzl9CSuZboL7KqO+soOuM/CHh8AHh4j3G8ljc4R//Vtb0hLLo6wwsSVBKPgvPMXIcVCGxMBmoB0I5CDdSJ0FOF+9XTLeE69OEcsEoR/GEnV9I/tS0GCmoApZFLUsrqRVH6vnKbm1IQxdp3Mmm3NSMqNfv5Y+ICzMKGmDrfq0IxziFrgjXlNx8DaBZi/xlM9zVOwiRrqSj+awEU6a5oTtBXMP8s+uOC72UHoFFL9BIFgMtveC6I1Tt+DHz+agajqH2EW0wCxLTZ6MYFPiJJUzHui2RlTdyakrNZXrDuNvAkST7jlFnpktn0nD6Jpmt7m1aKqbbjOWRuMDXmZ3joDjmBNRJuQRdwJfv1Y4HAZq+n1bg8CFheUpABdIt4eI7hEffrCKcXgKH58B0I3lDbj6bsDwmVCJgFjV6rYT5BQPEqBMwcxUVadWFn4HlinB+ovlD1HJERYTe5bc1/mcVJJVPcBWLcwKntrAAuL+I+Jk0yC0Wp6wWLsgOz1KLl8gSLxuKqHB/hxitq6Sgo6UazKfKXfDFwU2j9WJq+WrNld+8kKeEdFqRbpYG/acm5NznZIT1KSCDJPfjnFt6gWUdPFfRhFGeeqSiiIupIRoGXNVqlpcBtdi1zYU/trtUjIiM4jF7QsEER3R/+ESrLcDdD6nBXJafomOtpyB5rTp6qEAnoegihMgEiUJgonbNeZHkPPMxeS6OmqFpAJTHqBLqXyeZg/ksasr8qnTOXEzA+ihjesU4PxEeIr0/4/FXCY++UZAXiZSdbhjTdWklF+qEm5KxPBaT9Hqhj7YqupiF5M0Li3u7hfizcDPpzK6umHdqPgHzC0Y6owmPBW7OtYRJch/J/5DO7ImfrZyEfQ9mEcQaTk+jVSaSf0Pmb1dxalsEtMIFiOQJkffJc4bXxynVrUJUq0ZSV6Tz2lt3upR9EO5sQtvNo5/KTO6V2jm2WX+jehU5lZF4tY3IVDlzJLP+mCVFhaV/F61LUX0b18NeUh9TSeJ60c8oFsfSa/B/IdSWjmHudy3PnxldpBNaJTONDeGUwJocmWoFncVCMxaPRiW0VHBwZAIy+F6wXiR4cmYjU1fg+EIERlo0PaElSwY8FypnAp7J+YcPEh79DuPyu8WRQWLG9Kq42RkAjt+rmF9mnJ9NkntkgiCKRFiO6jJ/JKSz9Hm+ZsyvxFJi/h51lmhhQFUqEjUmrWKqTQtjuq0OEgyaJxvPCnkeRXySd1QDuXLy2rkEiHVhKc2RbBQicUFYMp6Ri7CFM0mmOOc1tG9JkWi6WYDzotMjLO5IhlJbkLSGxRk3m5jMOUagGo9iPhjWRqHoDm1o5uBAGLORn3b6Xs7RvRY/jwWvzDRrLa4Rs6howudOiFtfbbzeoj1s4aELtP0ddOYRjdguZlYXIoEFCzwYyZxizLNUdsvUnHfAQGZIJnJZyJWAXGXxsAaXAXDrhZhEZfHN15pC0KJAS4iOZSkuJR6ngjoef5Vx9W0REkn9U9KpIJ2LJ0NGItBZImGnF2c1VSecn8y4+WzG+ZkG02l4v5VxyGfxdM0vRdBI5jFWN3rlTU6McrTj4ZYWMjiuz8EgELGaHGXseU6osdxBssp9Mq6ckurWtQmIvTZ6R9rPRPA4FyWHTVVJp1X6UmsXpr4hPV2A1Eaeh1iZzsIykrqKLjofixjHM1o47kAKFFCPOXp1Xrjx/O7EIARt3huROobW+5hFXxsVWBaMt4dgPtHCw1pgntncyukOyNXtasIp0FpBqO3lD16RFugkk5yADEErRc+tosPWQ0bNEhNivId4pqpwIWqEHQsVwID7pJSLLA5aF8DVNxmPvrm6y3haJAkPBbRCCYiFpMUng8FrxXFlzK8Sbj8749UXskf0TteCJMpMOL6QC+UToU7sQsuQiJmN7Z/UqiFUzWBmsTVQT1UQgFXQHi0VfFB39DlJftRaxLehQlUY9c5kBiwmZo/oA7abQamgzJIJLGfwxaQlLdY+heA8uRVirNQXLT20rP79xiFtREamOgVzs9WradnLauPgbOrlpMhL85Va8ek4N5l7BBOFlrWRv2CWyTDtqClGztrfdryRyRGxWYtqzzrkCHmD9vCFRzDRsZFeqJILY5SmUaKX2jPiQL/77UldZ78TrCSil2FI5KoHGOIkpiQiWKwUeZF6LWlpE0ssFFnRQsLyhHD5Xcbld1bJjF7knE1RJMD5ErcoZEM9DDpLIpuL74oQWB6JVYWToJCLDwvm50X8NGbL0q5qhtIMls4w3wrqqZM8Xyni1zHdMLiwCgOIvwiRbHCL1vc9ZuE/KgNrAiAmUUZqAoTVBAkIlLbFPe6i0bRoQibP4MtZPIjPqyCNjTl3u5FsQvWNxDTX8TmLamXme+uTOYZ5HwLSsCjVnTljvkhNDdLFWUpfra9yb3YeOSATbGN4vXlaG/ow5zgLQoymWFOhogPYiFbu8kh9g/bwhUcYWCKpUwIAHqZ8V7MXvitgdvxCfIJA0EpS9Z8ZPIujkuXEkGxlRYQEdDEravB4Ge0zXwgTv15knJ5Jwp+L90UtAbVFKOZBherBcgBXqZRHML6BxauUSsXlueB4yFobRqKNp5eLkrmMAwGcMlYmMAmpWiegHDSv6xEAJSdaqZLWjJFauvaM9ZBRE4BbeJHufFsku9m5mQg9Mtbezzxpmc9+0XdCxMi+QYVg1fOnD8/A6bzN8WnHGs8Q1JM9l3j39YgObTYPBmEDwAPqJKJW3OhjoqRuQ1KPTY75OUZ3+jFfSUxxMOm5ddgcXRUZUIqN2RhNa/2249chatiahe/fsz1s4REHT5ub2UbCCZAdZPQUjAIkEfgwKdmH/dB9Y+Szsvm68fIha+ElIN8U5Ju1sf3c4ml8YSThJqryHPWo3qG3yiusFfm2wLJ3SXCaPpMKsN3J7M+pXWYIgahcyfRSVRuzHLHwKfONSERLFC19lGPLQczM001zyS+HpO70moiZBWVZ5ncmQmIJD8Btbc8PwMuB2kI1wQE4nN5k7Y76+lADhU6lFxy2kOLYlAri7Ls+T5oEaBQiFQBpHdkpizk2MbBCVJ9mhZZLm2pEJM+VEzjpMy1rQykAkLIH0nWIY2/h2hyOlpiRQ7HFHQUikQhjdZJjKv08jvE81iLCsOP2OJA3bA9beAD9zhGzeY8P738PUGwgsmKYuZN63cKsAGU5zkKo0dL05VPF9GoVc2C8/Zy7+9UpoV5klGP25MTTDWN+WTC9WpFPMrFqEBx3lQQ35zd2b1jV3Ql9IJUKDUCuZ3lFaGWkc8J03RDUepVQZkt+xOI1exT1LC+plYrIJIW3bTKaTGZ2IUSWNFnHgacEQtVwAnYSVQ5WBABBHp2FJFFz6mMNlsvUuCBbjFHgR6coKx5dg0NWqVvI7n4ODL6QOBcCpDB05BlsTC3j2awbT0qihgVi1fpCp3PvDAb0qo5F+zL3TmV2fgkqzp57PbXsZpzE5CyCWLOJ3Z63m24sRgU0leUTHxgXB0I9/erF1C/eSKBFs1tFy2gVB68CAEucjB2niIZzlveghbSr5qigKnVo800QHAPjblG6Us0uY73IEphW4KrO9GppCy23gtucNdVxhRBq6pAFAJjFQcxryyZxRwfgruTprNc0l+ylAEVMmpwJOWl6QuVxOEm9m/NTSUEIJpSjxObwBOTbLEjpRMA1qecpYEmYY5UFqSynu7GayHnO6vRCwJyB0yoLyyB2KU1wxEA3oKkJtuOPsTDWRr3dAr1sQa6lRZ1aiyigFKTrU49WSUktU4Xsuym7uuietMZReH9Mxa7BKjj2OSBm83HxgRxUkvF5Y7rBMX6mm9+15f0wQjQKECIx51qA4D3bwxYeqrO7pM1ZSLg5oU4HT4wTCUoADTIHp7A4SD7MBV2leJ/05plKKSzGilQlLQCAZoEwk6bdZkqoB00TcCC/oQuOtemnFuULFqeorjD1nGEu4qwlJtxpy6wzRS00S6vDS8sAkVnYfU4ilCi48aezJC+u00GSI98CVUng9Qo4P00AEg7PGZfvFX8f3SsiAEqapmupI0K1oh5n8ExIS/PaNKuHqQh7aqml1uN5Ah+mXmiMsH4UHHquo4E9gROuYzk6PO/qlIBVEZHt5NXKdSTwYZJAzFC/1zc1oFebgd4MPQqwPVXmo9rgkboxCOyNT87gdZWkQbFuTOBX7tsetvAAdHB1sJYVnCbRaSHehNZeHzmLnlxDUAHsNiSTg4OfSD1OXQ4Q292FEwlZqVzYiGWlHIVbMN05nSvSubZz1PRLDEc4mwmmkav1KJnPrXh3vinIt2tnKfDzx13OJ5rCclbPzEndtNeK/GrBYU4yrqnVgSlHwvJIYmfWK+AGUiVvvjY/GR0XFXD1IrvjHagJvQpVcaaktXvVClZTUydMt7dJbVm/ptSPjwV+2QLYI/ti4qDRQxTYPUdSDyiJqqHyUmZTSc9SgduTINHLuecTarDq5SAQRnIztpC5bJfb6ni6wZQdPVtjAmkj+4GGOkxFTKlNYruGpvb85BKmqgYA6HYanpIsoPPqmcWdnEvqIp3CogJgzL0jC7umLj6es5hU9R0wkZdn5IrmeGbURk7ePyZdnlkCx+rBhAeLa/i5isBh9LyGWVUyoZEJ5NeslxPKLGbTfF2EFDWUESYcm/6ad3ajUSglNB0fAApjul5RZymk3ZIri69IOQDrpQggMVWrm3oJlgQ1Y5sPjhG1NZNAk6oq2uWskc3cZ++KPhNsNU/ggoMqA+fFg7tozNMRny+SjDFlH9AvFBtns7qYWgKIOmUmUDu8VODmJJ6thhxsIzL/jz0UYWH9YaFbGgEJ5y9NGBlqGc3B1gK3ssuHFO6ERtfGv9cV9GpHuL5Be9jCA+i98Vj0+3x9dm/GTkA4rNckLDGSESokACmOTXCrB0N9MbSgkhwsSINDXVb5vPl7eNxCAmpOuktnN+ea4LDwf9JdxhdE0rB9NdfVWe3DpMiGCPlU1Vkr3H9qE6elUtSJXMN4JUAiSNs4tedTFJKAdAIOz8nr4JgLPE/iTLY+Bm4/L+kCLt4TwXbxvjqk6TsSfxbhoqzvgHIwqyZePmTQMjWfCA8jD6jQaposK9ItORHqUaHWTK+33+PPvcVj38dFp0KG50lM6jq/BJ01Apy17q4XqTb/H1MVo3pCbU54XZVIflrwX1n20eLoi2SZw0bHOrvuHvkZTbDGb4zjEFHcPdvDFh5x97C/q5RWkMVYW44De2mjA479pCZY0hlN5bBJTiIAUq1gCpwE0FIbjjA0CA6eCOVCEiYDYpVJi1gsUg0xFVX+VeU0XN2Zk3t0esU3292T1GHpU+yhV3eixdmeu6CZZSmkK4jHFQC1IFXdXRmgK5mIdSLkI1BP4heyPKtYH0nu1PWKcPm9hMOHq/AmM8GnkyIyKiwu/QcR1hUJdKHRtsukuSsqKNlk1ofwXXyW97ssbVGNrt0jsorlBMzSEpPflNJquOr5pK7cnJPk/jCHNvfxQMtZYukAMrW4mmgmjQRoCupH9H6163cvg3pO4yBZ0Tuy2OZeJIZzE3KddcXIUhMe0UoZhexbtN8DwiMFFl51uFoBI0mjtLeXbbuUqSdu2tTjKkAkRKy7k5OiCVUhaK2e9HcM17frOJlL0JB84QzmmyrCIllineqxKlIucxb1IJFAe4iwIZJQenl28amoswimtIhDVlPTuDmlrVV8FbSxxe/owog78SZBkqGqUkC3jLkwUplAPEm2+FvJqLZeEtbHhOURsD5mXBuJSBOmGy3XeUWYA3rjSZ+P4GgMBPDVDGJ1ZLtZZEGvpcuXAUAQyqoeqVas2lrkAsZFMLrBj6SgcS3z5KRpYgYf53aML9w+ubBxOeM8ZY+RiqRmUG8iyhjJ0/F3E2RRfRlVtL2NbBQw8VlKEBxxM36L9rCFB9AEhzHFOsFixuoOpg7BS9Fs6y3BIaE5U5nKQAbt9UUbx2ATxrmOQLzWiZwkTQWSmMcaQbgQUj5klpozluVchEJtuT1JHLTWR1oa4UKEUl4Y+TSpyZg97D8tFelUxG/EdxQ1k3JQ7aw7zK5G9cQflKQF8iuboBMkOE0idddrwvRYkwsdrB5wQr5qiYfLYRJHM4LU8CURGuUgNXzpaUYqkuZxuj3g6ltnTC/FNyHdruIMFhP/lhIWXQVqUlK3NrXUN4XGm3TOUHngVwyBoM0DOoWxMBXP7ltL573qnNOywrOlA60v0RLj942IJPiB7PEkRI1DsXltm2Jc8OO5UcCMROhosrbjfpBqCxFlAP9vAF9n5n+KiH4CwC8A+CyAXwHwzzPzmYiOAP4qgD8E4HsA/llm/s2PvIH6dliho9g2QUeReBoHJQdhoteL38lOzr6jA6o2BKel/sUpitD8F4Y66MzuUGbop1By0+16If/ma8b8sgkOAKiHhNM7k9TYJQm1t3iVWginZ0AqhPm5uJhPJ8lBmieSZzgrSkJV+woJ5K7ohIWrO6YRBhWI1WScqZmG06rPrT77tIo/SDkCt5+VqN58KzlB1gtBGVYgS/K8EooWl6qzJDoCgJsfIpyfHnHx/gxOhMOHKy6+dQ28vPHAMrKMXAWtswjvHdjfve2dAT3XMTabN1QbrDfSdnQlNyR3DmZgjfh193gZdf9b8pIOKleMbzEv05gcCWiWw3CfaDTYfd742Yguxr/fMosY8LuDPP4lAL8G4Kn+/a8B+EvM/AtE9H8A8LMA/rL+fJ+Z/wAR/Sk97p993YWZSKDk6FIboxVj8pQBLnIYaMsHIQFucfChi8dczfXjMkA8MxdbcBVB/E1mdT+f4KZZzrLAAEjJg0uJOZFsZNAcpLLI6kyYbivKnHB+knF6KioCFShCkutBUw+WC+D0GUljuCzA4UWCVGIg5FSAE9RnpN/VvByFTZ74M5mqE3iQ0yKTg0Wotd3fdmAGQF7QKt8QphsRDiIwgFTkbzCwPgJOnyvgibF+N0t9HYjwWS8zaAVu350BXOHy5tyYgzIQpfbOrZQCsCUT50kWp2Ugt8UXkcr4eU6NQCRq8Tk+gNRUGZ2LPsaaj4TUd4IP5k9BfaGoca3GhW+uA5E4HjesSIq+KWIYj68713/D9lbCg4h+FMB/B8D/BsD/lCS7yB8D8M/pIX8FwP8aIjx+Rn8HgF8E8L8nIuJNkENoCeIfcFMaoWYmtYoWUSidaS/MiSPqhIZ5VpKSlvJ36vkDoLldjyRprao+ieAoB4lZWS/FxHl8UZHOlpmcsDzJUsahMtYrwumZqDWHDxhlBtYLqw4nROtylVCOhHIpkJ8zUI6McmE7uyCatALlEiiXhOUJYX2PcPFB9QLg0lcL1gs6cunLTni0rrpcs4bhi+8CAXXBxIzyaBZSdxVnuLQw0myOZwCtmvbwEcAzcH6qKuXMoCIJnOvM4LmCjhXrI0Ew+aTnPYZkNDsQLt7LuLSNoRQh/XhYdVxhzsEyT9qu3XwukpCOo5fpGLpg71Wh/lgxrkMfcY4BrQZLWdt1avUyltiLbRmRkf1b0W2KhLUXPFE9i+eOfRvv8zqk8QPmPP51AP8LAE/0788C+IDZY1+/BuCL+vsXAXwVAJh5JaIP9fjvxgsS0ZcAfAkALg7PfDIDcAcecZDiXnAAfao3axVAYinek+Bw0Ry0WItJd7EsdxX/Vc9P8YlQ1HFIWB7JopayjqK2nB+LemIFmtZLFQorUD8rE7AcIIvrlDzHxvpIkxfPjHopJRjoLNxCuazgCTi8L8Wx00lUBpD5Ykw4fLgim5WGCOC6TQRsY2QLrla1IGRggkTIFvVgreLFWi9n4TEOKnAL/N6CooQiAYB0JqzPCuiyoK6EepGQXyrPkyt4YpRLgCqBswlboFxWPP1NclMpLSt8b9n8DIu8wp+Fq3AOdJjVa3Qw54ZQeY9oDTu9EZXOpc1TM5WOi3JvgSrn0fE1kdQHmrCzRMv2XMbPxOPj73txXVEls1owFe3a9myGwu34t1RZgLcQHkT0TwH4NjP/ChH91Fv3RBszfxnAlwHg6aMfYQAtEW1k4kdzk5KflgyZdeCjzweDOgab55Crck9H7F5cQjlmqSo3J899sR4Jp3fUm5SAdNYC0pcS8i4EqCys9UqylaezLPp0lt17eQw9h1EutLzDhQqOyxWMCXVVwQZBI2kF6pExv5R7MJFmEptwfA9dBrPmrq+tI+/IUYqNNebcBI76ZKQihGa6nbE+mpCfTkir1OE9PyFxUFOeYy4EqhnLQe85V9QfWpEzI08F58uC+oRxeoeQnk8ufB7/Zsblt0/d+BORms4HARhJVEoNnRT5jlmDzKapXzhrAQ4mQGJSY+EneJ48W7pVfoMK0C63h5mBmRuXEYnbOFej0ADcoQ8WQjGq5XuCXi6ELhVF5D864YRePev6MCCvH5Da8kcB/HeJ6E8AuIBwHj8H4B0imhR9/CiAr+vxXwfwYwC+RkQTgGcQ4vS1TbwVSbJ6uZWAHWZG6W+5GkdzpEDykJ4QyqdkQQ+panQnuJnhlnDspCjjQspRRi9MYsZ00yqqrVdQvw3hJ+oEKSOZWerCJrjgqLMsuLTA86RyBrAA6VaC32qdkK+VtwE0iA4oE2Ch+UzwJMblQFieZpQlgVbG/GJBMjnru+8wPupeT8Hd38sa2NxkyWCWX52Qzivy6YC0zDivckA5yzWXR4KaQBDnr8RAYvA5gV9MWBKAJysuHp+QEuNVuQKtCXQiHN+T4EO+mMSE656hBEkkMiwyAG6+NQFif5cK5kWEX8zzUQpwRkMltinZZmOpAm0exXHJqfO7MEe/rk+GVkbHMUMBJE5pKMWdBqPa1LVoNbK/4zHRjSH0gbWodZfCwPoW7wfcTSR/jHZv4cHM/zKAf1n6RD8F4H/OzP8DIvq3APzTEIvLnwbwN/SUv6l///v6/b/zWr4Dpk/Lg3oS13EggAbXzJriF2iCYui8f2f5OjlpmLjZ1xPcWcwyi6VV0EBiyO8EXJwZh5cVN5+RfKK3n2XUSbiF6RU5b8Ezo14w6EQAN38OTiIM6gSsTyv4akWhSSRCloziVEmyiWcbE/l9ehWLWAsBa1Xh1suWuXuak6APRQ9WHiHWTY2WqC683o4Jk5jWinx9xnGtmK4nzNcZy1WSDO4nKdK9XkHjkLRkwyz3yTeEWibwE8LV8YTzs4zl5QH55Sxo6pCANGvqSIgbdylCYNaAMEZnscoiOKLVojKAIkI3p42nJU9WWkE/sAhq8yiN86hUv3c0o3q+D+M3JnEgEzQnWc94yl1A4Yars5/mVHbXgo5z3p4vJv2JyGXWglLnIFyiIBqvdY/2n4efx58H8AtE9K8C+I8A/Lx+/vMA/g0i+gqA9wD8qY97QYsEldwOLC9xD3Ixw3N+2vgrWjHU0TwFbYcyFCMTROq8kkZ2NouO6P+CMOpBCL/EYs5LK2G6TLj+ghSwrpdVeJQiSUxTASoR+LiKQHqpmc4hqsztHzjh8vEJP/nOh7icFvz9b3wB5RtXyD90i0dXJ1zfHrDczEjfm3H4bvI0gvMrIN9IUe1YS0ayo0slu/PTLJ6iZ607++4B8/MF+dUii7IGIQp48aS2MwGx3qoIk+o5PNJ5Rb6ZMF9OOD+V7O7TASgvxax8eheoB6mdAxYhwkdGrYSb84z1NIFOUk6zHBind8TpLF+rcxZVFyDIBGbCJj8H0KOpuPZsUV4cwceDqCDm2Rp4n3Zuch8ZyXs6uxqy2ckBFTKrCo3cxi4KgnkCL6tngsN432BFccJWORNmbrVWRt7D1Kvaj4dF/vqasDiiWMLyd6H9rggPZv47AP6O/v7rAP7wzjG3AP6ZN774qIaMcCvmM+DmUel2BRModh21vtQ5ef4NsLiLUzK1SM41VSXfauKeQ0umAwD5XMXPQ/8+vADKRcL5wMDjBctlAd+Ia7aUc4CoYCQcCKpYHM5LAhHwzRdPcHNzAH3lCp/5DeD9col/4o/9J/jxi+/iH1z/Pvytr/yXUZ8/xnQNr2tbtf7LdGPlMNtQpQLxV5iAWtTKBML6WGBtvoG4Y+uYimWmuJXJwvjj2PvkTsrzVIhre2Wkc3Wv2PUqIa0JaSHcfB5IJyiyAMqzFfNccHN9BC8JuCxYniaUDwjriTBdQ3bsefKEwvH9MtBzHkBDHfadfZ4zaJ5FcEwZOA0kZtytS3H02XFf5vvjka1BOAAeM0VE4gMSQ/aZZTHbfcbUiNaMP4nWnpyHouwEPszNExdoAqUEgWSkqX1vn8W/42f3bA/bw5RZwrwBeeil9jreHtljL6UCAMPqtgCA5eBoyY2B9XKSSX9hOTw18c+NCRDC6dlBcn4eyRcnMSOfxdQKiGmVVnHaYmKkLPCAnojreLmZgFOSIMoDhBhdgXLJSC8nnL73FPkEPPk68OibBfnEWB7N+MW/+4fw7ude4Gf+of8Uf/j3/zb+X+d/GMu3jji+J5acmo0HEfL18EIEBFXWrOiWKkC4lXxSQlnNs8iD2RNwVYVKAedJk/0wKmVJhLRI6YNmuWJgKciFkU6y+ObrhOlmwnSbMb8UUnl5rALqnHBzfUBdEuhadt18K89Ss+RVrRezqIrXi1eMJyUpKZCVrMItFsIWHw1NQzjP4KePJOJ3aYLvtflvNdLWUarNK59HO/OuIyyTIIa1eqR3Nz/t+LF1Xq+p8ST+fUA/gAiLuvbuCdZijhE7duxv7M892sMWHkAvoV838GMzfq0wvIiTllWQhD3KZ2RBC2KGbMIgPRJ9WFzPRQUAoKn6gDolTDcK9Se4cFkfMZCAejPJ/Q8VuMlCepIQpfkkfg/zC0J9Rbj6JuPyexX5XCWxsiKdz/69iidfn/DyRz6Lv/7f+sfwx3/81/Df+AO/jq987nP41m99BofvZvH9KO3+/JIxLezJjDlJxTgres0E5KUCVZ4hL0JqtujcoNrZAsg67scZNU0Slq4xIS3XBvk401KBRX7mW+FE5lcJt59JUimvZKyvMuiiSp8uKs4ETNcZSyF88HhGvp2E17kFnv7GrURSG/91WoU3WNaOs7Hmn00Z9fEVyrMLpNsFdHPu6qi0E4b5FI+J149u5YY+AE8m5GpuVnf3OhwbPUv31KWYOmCMEPZI2NQjDEBQl93bSl9Ey4sdO6Kdt7C0AA9deOw9XMwDYd6HcYAirxGCxVylYQk0W55k5Fv5vs7kiXBYK8TVCVq6ETho/RPOwHJp2cGlYNJ0A2AFirprUwHm9yRvqWQsataHtBCmV4TDh8DF+4yL91ekk9SYNVf4tBSHnWLVmJGWA77zq8/wn7zzRfzk0+/gkAsuPneDW7rE/J54axrQ4qSJm41InZVoVRWjHpKWqWFQgaR0vD63ycVqHk1Jdm5mvxZuFlj1eQ8CU7hM5jFmdUJYEyQvFWmZQOsEKkLynp8S8hVQjxnL44rySAjl289VrJdynfM7FXi24Nk71/j133gHn/uVC3ACrn9YrDJX3614/OsvQKcFfJxRHh2asINtELnlULWcHVDCMrqHA/3urcKRMsMLT9l8HPkKU5+XtanMKYEvD6J2nc6NIE0U0gis/X2Ni4hzPqYdMOFlgi2uj6S1fE2Y19JfL/a/867+BAsPiXjdSmHJ9hWJK+q+78hSG6BoS2cVAiSxJcZhJHXwSuambnNJebu0MqYTY70QPw3zApViz+oFekuoRyUtoVaUR2JGna4Jl99iXH2n4PBi6Wu8AIgxJgarExGmVxmPfifjq//ej+H/95kfAV8W0G0GDhXLOwXEGdNLUanqBM06pgKEFCkdSGrNmNqSg7dtUphmO6RNwgHxieOTTGLOqhYYLDfBw6RZ2hhWADstBYfnkttkepIx3UrVvDoDp3cSTmVGuawoVxX1gjF/kJBOCTRXfPHZh/hf/Ylfwt/+o/8V/Pu/8+O4mgo+eHGJ9967wLP/zzs4fMhYnpAWJxe16Phc3l9aGYfnBfOLPgS+i1hNYQEOC8sc5ygTcF235+jYOA+06Jy7OKAcZpCiAedLSgVQ+nFVc3s3V/fMqJ1aFLgdoHnBDlYx425oWXuBY9fdI57foD1o4eE5Pg1dmHk1Osl0JwQ9L7XJL0lv2otIS8V0y77okxY8YvP6rGbylEUn5SMFVUzXFesxe8U1K99o9WpphS9YTsIzXHyHcPEe4+rbKw4vFqSbFa0cZdvxN4FrgHAJp4LL9wumU8JymfD8J4XsLQDyy4Tj9wjzKylaPV9z95xMSdGAkJr5du0KUTEr/7G2wtUuvGKZyJCvFaia2o66pNNdGgBdyKyZzGmS95jOFdNR0iuWY8L8knD8QJIoLY+B8zsVy7MKnhk/8pnn+MLFCyyc8VPPfg3/8fd+BN/45rvgm4x0Snj1RXE0u/iecj0EobnOLIJyqZhfrpKr1fgHjt633C+muPNr3g57jt15VtTJKwqggGBoKc0BMRKmRnJGOnT0CAXg3qA0HGfqj7m4rGqODmEXm77GPh5n2SC62K03bw9aeHSDXrmZV+OCAwALhIs5LwsAS52Xcze5wZLJPIbI1xBzVCepsFYPqr6ctLar1aZNyi/o+y8X0Gxc4vORFskilhbJc5FPFflakIY1imgKaKgjPp+rDRX5poJWseic3p1w+0OM+UMRHIcPGVkdzUxolaMQfstjMSsfXkiRKqrsP1lzhVQoj7HoQtkrFVBqy6BVeWse5AQrLB6z0dNSQFTBC4k7Ts5IS0a9TZjmJFnaTwnrK8L8kpBvEpYnIkS++d1nWErGt26f4NuvHuM7X30X8wcZ0yvC9AqYrhnzNeP4vIAKsF6KL05Szkf4o6WN6d4UszSE9n0MvbfYIKsZY9eJC7L240VE4FqFY1mrlEIIFqpNkmSb21ZrxkysEXF3pGkQQnuJkVpH5B2jdtdi5WYomm7v2R628AB6NQTohYl9b1+lJOUURjSmHqJeniCJ34PkmUhaMU2QA1cAxCga+JVPIjTKTCiPpHDTxYcFx+eSUev8mPD4qxWPv3YSUi+YPrsWBULQQ8dEzJtnhyzo6baATyKMpusJnDToTEPzqYhz1nJFKEX6yboT1xmesySdE2iV3ZhXTcp8SCiXMzKRJBaKu5+hCxMge6Y+hcsEwCNUgU6lIQCommRpKUiT5KJNt0KmVn1Hh+cZN59LmF8mrO9d4oPLC3zv+FmAgMMLwuFDFeS3jPkakpB5FcGbllacyoMik3kRr77Pm7omdWFy8xyNaIQliROssNfwTpoaobxPVCvc2hfGaUQApvIFRELl3M+TGAxn6Qjvmic5t/AMQ+pVkmh7oiLtixHPgpLu7/PxsIWHDZyxzdEGHiduB/+klm23k0P0v3qA+j0kr4RmpOZylZA0bR9nCZMnbpm+OAE8iVpw+Ts3yC9uYaUgaK2eMNeTFOXhxUcvQCJ3jba6ru7FGSZwV9l9ZRAEHTz+ZpF7E3B8v+L4oXAn5UJC/+skfAyYJCZlFVI4ljC0vKg8Z1SClouYPKkQhfv76HaWB514TlzrxC6lwW1TfxymQxflChQCLWI+5duEZOUbzhWHlwnLVcLpacLt58XEK/WBpTxEPjHyCZ5zw4QjGEhne99AucgtIfNaZczPQRjY+Ia6P+6Wb+9BF5m7ko/m0730iKa62c7u47XDN0SeYxTMNn869/rAu2hfvKay+eSMHEgK88gSSeu96S6B9DHawxYezC3f42gyM3086OFjFTffPUjLDUwJnNhzi0p4uZQYTAeL5ZDrJUsUfICbby/eq3j0tWvk773Q2IQwiYbgKBcikxIr8ZmYhXjUyYopST4NDBPTrmfPUmXXuPpaweHDA+qcMN2s8owMzC/gJS5vPjdjvSQcn7P4TyTJAdKRzqcKQkGi5spejhm5VoBqC9Vfq4CjhZtgKMOiQFvMHXHnC5HEnJm0QFSpQBVOgJI+/yxBhalUTNeE6XYSMviaPH5neazWMRLX/ar5RdMKTLf9QuAEmHcxq8cwAVIBLobpa6RtPUwew+MCxPOf6vt057g7Fl2toJtTz3+YhdDPH1QkE8BxjkdBYipj3EiDldGq2u3X0OVWgNs4n9O5Ia7RZPwG7WELD6C9vIE04oNES9JSgHVpJKm9dBvsUkHnFZkI9UJqvqAyKClnwZKjYroRM2HSFHpU2R2W8hl4/PUzDt9+hfTqpiVd7uzyob8xuXI07Q27CUc23c4nap9ns1ykRvqpCnA4lxbxaXqwmQqVGzq9MyHfVuAo6lW5SCinrDVjqKEmrMjMHsNTDxNSEhWJcwIfxe06XaNP+AuI8SDGbYRJC6C3BCyrZCWPaKyYaqAJoDXlIydCui04vC+V7U7vTnjxxYzzlaIqyagsXrQrqzmaPN8IZwLOUsPX0If8m0Alg65PMPMp5+wL0SOtT4sjBxrUtQ6JAFvzpyNMK1M6ZCYL1hQ+zjIu9nndueZavJRm3Dw5p15gR/NsXcP8DPc1l3fbwH4QgXHft+ZONeEFqqWC59S77+6YF+14Oq+SqEkzXzPDYZ9N+LQENYcI86uK4/sV8/MT0ofX4ulogqO7/kBsjWy3weEBqrqqElLlm3dn81VB01ND1CsSg87sBLFDc2agZMwf3CKdD7BiUaen4gCXzhn5epV0hSp0rOIcZ8ncJvVrW6pGixiuh0kRyOqTdcxYtuVEqFWkN3Ol7ciZmsqzFnkmZrH8uOAE8klq1jAd8TLllo1tNbVFYORKEjowX1fks1XVY+FxKnzxlYuMDIDOq1elM7LXCPaagHQDYC1t0Xu+jsCPRMQ5zruwWbBZCyO6MGFhMTwANnE5zMC6gjVTGSbJksZHKXSNsrhn9GYOMjX0noYNbZy792gPXnh4YeGld6qhZe2jE62NuRWMaCqtGDOqmG4rdGfkpi6uV1Lk+eI7Z+QPb0HnpdUGNbTBQ5X38LsQVskXvbwc2dkYGuA1+guYs1tMZmSk3aoTe63NCclqpsZESdSc52QBSuSr7KTirXk+Eg4vIFpUrV2Oj5ayYBVvxSSpEKREBGSApgReSCJUA8zu+B0be8BVO14LMMsOT4mb8DWUZrumWWgyyzsiq3lTkNeKq28AnC5w81mpd1MvqWV9YwIWRl4ESXqQ4CyV6mgp4MMkQjERzp+9lPKflj3O/F7W6qZcntXJLML7KDCjoBwXZZwb5mqu4yZjbXOx9tyefeZjonONq+SXBQBMGzS+RUO559lC0iCK/X6LYtcPXnhI9q6QsMcefJjAm8k7MtZhEAkJKAV5KaiHjEpifVmvMspBLSwvT+IduBYRHOvaiKYxKMsaJSFSFqv7kZvtfR5qZwj0af0FxKvRhGOtCCvDLSBualtKK2IMdKUX/LNViGNcTFgvCad3gMv3CDyHMVEzoQkSK5ANFRoJQJ1SE3SzCsBOYKpacDG3+wZymzS3hvuGWKulFbSOZsOgJlAiWKBiPiVcfG8BMEumtkeqVp4kIXQ+STlMi+cpl7IwDosE03ltYTdlz5huSme5q4fsNXwlHqZxBe29DfMtqqPxmPhuc0I9SskJOq99uH+Y25IaIpppbXNQZLpK8B6VSfi0MOdjICMnFfIdYg8WtKji3LM9bOHBkHiEuOiAgf8IOC+y+8y9dcZ8EIZGS0VKRWB/lXIG082gluzuKK+He8zc1BS3RNTxoNZXT0zDG9M0hUlqKg2n1PRkI+OI2memkrD4d+RbIRhvPiMBa/l6EkHBtRFyPiYqlKYEVAl4s/o2fMzgOvUBWqxeljdneY6wGMU713R+NCQYVb1QI1ZU0tJ0+SobgJSALJhfLshLxfEie7oBS0cw3Yo/DCegqp9L0r6T9eNcUGsCXUKESyLk67U5uEERx0mD/6JAuEs9i68rp44D6ja8BNR5QqoVxEM5CJsnSfOYVvISFLsWnVpdqFpt3zimLfo5BctXWA8mtN6iPWzhofB6Uww4Sv0pNz4hll4MXAYAmbALXF/kObv/h0TZkrP2qIx6MSMRAbdLC1kHBH1wmPidjl/BTL7YmdVkVzSHhE4Wd4OOwmNFn4MSaEJk0FHptGjuiNyYdyVSvaxE6BeVinwGju+LP8j5ccb8Uiq+j4WFmDQ2ZpH0h5RJwsyNE0ga25JTHxoOuHrnk3kWUpuV0/ACTqM1ISYKTgSkSVSdCLkrASuBToIY6Tx5hLBHJ2hxrXKRxVFvkSBDQX8ABH+AdKNIC6SGTs2YXq1uhfOatZ55LXWCXxwOa7+r2xwJ/IMRrZaJXXLBKNlvY2bZ7UzlLFVTQU69N+pePE14bz534nyJ5waSFkDjbd6iPWzhAfSQMEY1WrM4DGv2EkYiT68lx55BPIM5y/iRhbDLyz29O6FcZk/jN79/A7q+lWvUipbyboCtgOioro1Qe1nhhZI5JBEBZpUYU+xFM170S6gx3ygJ1xHL1xhHETeVyrj83oqbz89q0mQsVxPy9dzctvV6ni92WUXgmXBG80dxnmCSkgkjgexZuNQcbe+O7flsvELou6ulnugmWqJUAAPO+1hWNADueSykrob4n4rUsVmKIqx2TVYvWzDAl5KT1qoFUhHzPq1ipevQ68gxuFrZC5BuUwjPTEtBsmz+FgVrBDnQNqllBU9Znbuymo/XhkBNaJlP09jGfCVRzQzcB4BPsLUl8hYx+tAgcyTcbDKOOR13XqztgFQnpLWC56qelwxgwvJISiFMlcV56skRdDkjvTqBPngBrgVd0t1OjerjaLo+52FBBKLMXYmBnqcZ63dYDo2QGc0EBln2d6CLmSFmHD5ccPxgwsvfTzg8F7f1tBxwWCvSaWl9tajZmsSqsrCw/JWAGVpikjS7V+0hdkAU8jylX0BxPAB/V21R8HYBxvEaBDCpoxRXsWbxxQRWgjRfr04ymyWpIdKEdBJ1Lp2LcECMZiqOnMDIJcXNzJDkEJG7cUKz91glDaWh3nIxgSfC9MEJ6VZq1XjmdjtfERzFcYu/59xUwXG+B6ERs9DT+E7u2R628ACAwyxp/5mb67fpd6mZEwGonlpbspioK0YyFQop6wLkAioSBJWr7FSSS0LMfuUiAZiRb1cpznw8gHAWWB1dezX5LqUk5rQRDdkL3kskE1s8NjiiuUXDgqI6Utj6oOHzynk0AVKQATz7jQTwUdzxkVCnGWllzO+VBrdjrRpVYRgQ3gFw86ntnLRIukCe0HiKEQ6HHXPjB+KL1CA2AsTW590jIpkFanhQGzzaOmueVqjg0E5oH0RIJAAojFQrsCQfM3ezN6GssTqeJNrGJyewFeiOizo+W7Se6XwlzUHCnEGzRCfznMB1Ehdz662ewzbXp9zzTFGAVLj6yIlEqKqZlnfmHHPPo923PXzhsaziHTpHbC4TymIXAMDdcKsOYCV4rlMjvkaTol1rlUVKhcHq81DnjHRIOD+dsV5ljUZN4Mtj03chu6ZIdQ022jN9McMnb4wZMbhtC47CMd1CQ3vJOnHrhTrJ3a5NRSkMqsURiftVEIHOK+b3bvAMwHv/yBGnZ4T5FXB6d0Y6HZFfidMUAc1fxATtWiRtIjMSkQjzxGK6TZPn5uTopDc2HRtWU609G6kZ3ccgoq5RZRivO2XUwyTclYYcpNOigiOgrxTQWlVhOCVHawzxQCXjJ1RYePYxvRZPCTzDc+oaqom80/aZ1cwbrYW1gs6MaSnu11MPE/hoXAsDt6tap9g3Ew8XGNF1VBk3SYYozNF4muZGvatG0cdoD1t42O53cwadkzPx9h2xJt1RXZ1zRro9i3egnQ8ECc2ARRlSq8XqO8PCoJVApxVpyqhXB+Rjljylc0JlgcW5GhFa9DamUgQGfWx3uQHbuVEIDo2jyqb9XZ8cwZlwWJu/hsdTAGKms2czuA4g36xIyxGcgPmV5NgoV6K+0Tn4zeguJ8mFglBYC2hJ4MMEJhZeowJEtcHzzQOE3TLo6o6qhrgXr5uiu24XL2Q8SRbisdXTVT8eRRpjhjEvH6qqmV+P2FNTyjNKoGA9ZtRD2jjUyYbFzqN0Fq74Dyp0o3o6vvO1BVEmZjBPKI8OWC8y0uUsKPjFqRV3V2TX1WgeN0LjjWxumuCEoryOeB3Of8P2sIUHAM9ZaYlWTIdTBpxIBccxu2ROpfYp5+3ladgz0CT069yp0zVwWGtDCOauPU/yUvYY6w2EHb4b9VLnO0r3fKMjUlesai2Y37uWxbXesVgjwgmmYloKji8Y1xcEECRs3QQIQSKP42Qf+ZbwuZWrkCLU4RitHu/vaa8NAkT8YFKLOzFizzgWJW6RNUnPZIWkZX7QqfSkK9Crq+7FqkJpEjRo77vluZVxkShd5ZVyglUWhJwVVEbeRHG7uTaqOfbMZpIfNzZ9N+l2ceLX/FTSS1KhGuZW9Hp1oWH3rhvTLZdgJYzJoj+xgXGVm6076vjhH88Z9Ti5dyAAD3RylQWAh4bHQsUFPRcSUYDusil6dR5n8EzteiNq0Ot2md1j30eTsx1PFiy1g06Ym+dg0P3pdtHnn3atTSOCIYW96WbB5XfOWI9HHF5UpLPu2KyBg4uF1pMLpuhByil57AkSSY/nDCprW7hBMHQEYHx/Wu+Eg3pSDxNwdRATssWe2LFK9HlW/MpI69pq68YoVj9v8vfoviNGGCaoYBLNgIcgR1oZFC1q9joyoUJyv7oVp3P80+PM49OaeifTogmSLDAtFpICQKeC+XZFPUyoVzPqnFHfvXRnw3x9lndvBLypTHF8PdXh4N+hQqMj9D+57ukD3NUX2cHctYJmlnEzF3SdsIQMD5az3TguLFMzoiAw/wk7Xl8SzxIyTquWMbSYhDj4d6ks/t3wogJK8WjLEbns7FJUWVQGoPkixOxTdssYjGXfrcD8nWs8YaAekietwVkCB/24gMw8LsNIRCM41fnLOQCi9s6iAOlUNnZhJCpAluAwsxapGzkAWSRAy7WhhC6hyL1iUGBEWqbL2zEhjEE4DvlZCUAiqamjQZAAWqAZUeu/o5nsPkEwlSWqiDp+nUpGCVQCqjQSWjkbCuEXMYlSuoYj6nqRxSeFILWILWQiCuQ4l2zu135e0DT1m906RKK/QXvgwkObhTeHvx2OLytSreLQZURmVG0A16U35xtCMaGkkpxuVtePWXcHKox8s8huvBZ44FEMOLKfkdy0n+Nx1swRiBJ84cXz7hBG4kyUdv0QoorjSW/ALnTovGB+7xrlyYUco6kMksPdcE+F3q7czUpeV7VUcMvWhpWASUtYqIrAdMczFFNL0JzPMpBOiibMyWwtfSkEE2TqPOgV7YJKZcfRWMskJedN5DygTEmeya7Dep5aWZLxKAmuJrn1NpOUQbX7x83AOCATurYhWZtE9ZLgQO3fuXF1IhwJdCPzIy0F6ShR4eXpEfk6gW7OvQ9HcGmw+8t1uBWOMncGG8O7NruP0R628KCeHHKPPWoTgkojCT3ha7B5d0LHJHQkUG1yMzdEAQz6MjcSFghk3oASrEXS0YUK9/e2+ysSohXidDUIQOnjAJ8jIZd3hNKOGiMOXcXVCLpdkN3bUCdaZamjaqZiHVPJxl7B5wUpS6b2WBiJ1dqRVuEegCI7XyTwoiCcBG20inxVomatP5ZPIwgF5zkMoRWCFNeuwKrvOo6BmS+rqk3zQTmv5Emc6iFLLteJtI8kwkNVzLQED9rIM5jLABEwkQBKs+7UXmh0LSJIjQwnqkH1CkhRneLMvE9ntaxpXppyKR7Q6VVwXqwVGOKlBFHl1nczfRvh/4klTImamy4QfB9qB70i5BdyNQaMBZXHcqDGsPpRTTDJHYOOzEU+tnheJK9qbfE1MX5jzOUQmwoxitA7pPBDqVrOUIVjx9u0czhyLDHOAaJC2DjJ4luBV+1YQSXURdr6rhkmGJ00tcFhkudM0n8rHWELr2t7Ag5ocX8VXh9G3O4hu33RTGuqVpjbOAO6sLj5pehnXW1dd+8OakyS/CScpRrgeikZ2WhlzNdi9uaJmqpCBJ713rYxJQj3UpvaSMbdRNRIr3nnPgjs/YzqIZhDyUhS9GuR3QmJGeXRDGRCenHbrjVad5jdDO3ch/Igez4gb9IetvDQAbzL1dwXjKKR5hymszdGDVJYiC6lwzF+fXJdF1z7l2H6pHEhjg7QXoIda2oNoBN5ZyeylsJxsUXIHa+9NxYqoO7KrxF1cLc0jSqP9dP+jrtV6KtxE/bsVqYSgC8yeQ96vuYGMZ+JuOsnJ2VNAMOTEaXrc9iBk0gZVaM6vkMFHDG7+3rv3s5NGFdBGfUy4fxswnoUYjMvUgFQrCMIQlYIVlJgYqDXrSgxEVNEHfG97L27Wt39/7U8V2waNGn5VwCgXM4ALpCe3zi340mdo48J7JrD/LjLheBjtIctPKzFl2BWFCh0nieHgcKkJ3mq6IlpbRQcRo7GndrgXrTevK4/ACwasrtOii8OspiMrBoXdxRyNgFjQJNNujgGsb/xvtY/+zlMwl3XaUNapiK6UGmIrVMJYuAdc3cfh+C6qMxqAGak1Eo+ki3QAa1QkYA28/bsxsqRThAc1hQNUIGoOESSlrJDmMnvw9RqvczXFfmmeNYxybQWFqnNt+DN6uOe7ZnDWI+Ig6gb2+gpuvEDGeeBNZsLQWCmG8mgVx4fUOeM6b1XrciUJkQW4ZTAJLE+Pk+mSfKmfGLVFmt7Oy5rjMqweByiZXTOVWTCBGjEUhKfDdnNqJGkFwddoKc28Qwa19An7YdMotxs7OjP2Vhl4vmmmowka2yKmKwea2cGNFjKvTrT+Ji7d5bO2WjKnlXL4ygMhk9Zni8G3dnPkG0sPodH9qawY4expDMjrTpepX+v3bjZWK1VCNr4fNp/j+8BwDNQj5PEqBQNXlMfEZ7VFVy9Uadrud5kgoN3+hG9dFnVqgo4a+p9JbiwjULbrHUWqWufRXXHDAJEjhbcMS6qFfa+wiaYVI0qjw9YP/MI03vw2r7+DmM/rV8W8fzJVVvQ5480IRFesi2YOAgeEh5CmcUtmtAFGHGwwsTBVU6gS3YbF67qoDKpw/3jRNpDFzZBDEKXCmDn5dkx9vuAcggDolL1LRLFiJabKOhClC9pciGkxif4gokq07Iq2ZqbqVZJSneQUjTgCEXTCPIsGczTee3d3lnMkTFrvBCiZgEL5l8zfe7wTO6ePrcFWI5JkgRNkvuVE4kv0NT4G54k18f0ahVztfV9Et8PKIfTqacwFbBK0fXYn5gRjfq50OWqje81vF+qKnCDr0pXUyZRy6+6FEmToC3dSn7T8mhGefcK+flty3kaw/lTAl/kPjl33EDesD1s4UHYQnagfzk68aiiuTWr8HD9G9DdbgXqskEw4wKjmLHddtJ5koGOSVZiV0f+YA9BqHpAERnYfaLlI4XP7Xrx70GYAfCgqjvjYezaY/+YReXS67p5077P7TuLARLyVu9vWc3s0jZeBf4c6Xb1yF3xEg1dzJo5S121LU5mt9/deGVx5X5yaMNbtSLdjSYuVrXTMoOVyxnr44x60ARCK6slTe/NDF6EjHTEEcepio9J+7upqDxnETiLFf9Be6+m2ozzWN+Fe7mWRmrvqqr2TGP+kyqhBXTIWB/NUoT9+W1Qu9mteMSNJ+zUpXu0hy08oCrEWpqjT3zgcXEBG+7Cjws5KADLOl7bQOpOPE4WAE3dif0wnmJMthJVrFGXVVXL4HyX9WxsUaiNz9sNUduZUJWxTwngtPXOTUO/xnuTxPB40aeIpFLIiVkrQOYsBfBB67mahUQXImoFThDuwczBssWqb4gintSSJjU1cPA3CX1ETqiXM+qlxOSkU0N/tmA6l3UAWJNkRMuEJU9gIuQ11J9dNCIbaLs9N/UBpMFlmtmsm2NWmnLiZnWxmBwj8YHeFGu5RYIvkn3XheQHy2KHhOzdmadp4M2WJzPqIUvi7pvFr2komhTlodYOwbxpe9jCwyavujFvogmBfb3NFl5heBCTcR6uN5JC9iSw/C4f/8mg4tp2QDPnJupC4Dvoas2yUI3Zw7TvLqRS6Pdd77NyU3321KIJDa7m5PkhuvsSOc/TIRn1trVIZQJalnSoyhUylxFVKU9Za4PlzF2uWVorCHUr0JdVClDl5ObYTT6KuChskSTN7q4JoC1nRzqvwntopLEjM+NlIP2kM2tBcEUkpxV0K0mPTNB2fkUxPicKXEVenpRpzi1il8iDElk3C9vtXUWMQt3HrReUfs8UnNq6A7h/h2uV5ykVaRVv6OXZETORWK2AFt4f5k2HmN+wPWzhAcgEtqApoKGDMPidRA+Tj1KSQs+W98NCrG1RVABUB0ZeW0rgQysZ0Cf9De7kozk1OpnZNTsXcQY6T9LAn5jjTrS+2HMawjFBo995Qh4WMo/cwpP6MRsCpXoeSeAwz9TMqxHxmL6dEmiB+IgUs5KQkIejj8KIkrz/tcW7MIOm0B8VbKxJlqlw42J8p9ZQ+VORdxIcrIgZ9WJSS0xAgiZ8AKQXBekFusW3QZx6nguSnHRsaxOwtrBVlXDv10yQyLag0nQCn9oGFjYPnknG1Eo9GJqxcSHNB1tyqykT0LXwMGKlymsFHTKWJzNuP3+B+dWE/PwsqqNmfuuyt9+zvZXwIKJ3APwfAfyjkLf1PwTwDwD8NQA/DuA3AfxJZn6fJPDh5wD8CQDXAP4MM//qx7mPVVWjRTOAFW6TafQgBYI0Lj5IpLrhOGE2Hpph8kjWb27w046p3AuxKDhsIcSdxARGTvu+E+G6MtFL4xriIleHrK5SnpA98kyuvqATQl6b1QsuBTI5Ct244JnBB4k5Ecet1Mo/+HOr4Evw8HhKGl9kAq42HgQWPAcVaLW5vTtaujArAACUVi7D2gk9MsskJS2iD0h8j/EdmYVjJ5ANgPITuUeJrrpq0ulikbJBEKsvCs+T8DnhumNskXsFm2qmiKlezkBl5Jcnic06TKjHSaKc9d3SubYcNoP7u4wvK9KT4Z9fEtbLjJvPHZDemXH1tVdI1zZX1R8qhm28YUsffchr288B+FvM/F8C8AcB/BqAvwDgbzPzTwL42/o3APyTAH5S/30JwF/+WHcIhJG4FWfP79heQtZ0bKn9s53c/lkJBcC9NU1wdBmwBhKJrFrXXr9ioF2t2wlrC3VUZ0aOJExsb+bsFoVanPSjmjU4h1FERKbaKeRu3paDuhcXOqu7vl3vvCJZxfe4GIu6Vxf23X/ME8HmJzKSc1WC1si4pLWIGmGkqb1HG6O1gG5PSNen5sMBiPAyctyS85Sg/g0WDlMhXG3Ve3EU7nb8JHliYELD5pK9+/B+O7MzDdeJ9/B3rCS0pj80qxfPkwcHchAMMl6lJ0zj2CyrEKdrRbpZkF+eMD8/4/CioBwIr/6hx6iPLzQLmiGyH4DaQkTPAPw3AfwZAGDmM4AzEf0MgJ/Sw/4KgL8D4M8D+BkAf5UlpdF/QETvENEPM/M37r6J/lhWGMnG8wQvnKQvj4+TD2Jk/rvd1BaLDfghuQnSGvskCIs0qg0I15WHlp+jSmAcQhetq5O0M/2hXT8Il900cVFWxD5FpzMTMJEHSqmfIBFBxeuXClKeJB5LpYKwYGw2RgwAKyQwceRhTMhVM8ESutwXw3N7MuWcJW/qKCRNoPizkvjzWNLmdVVkFALdTGDqAvP3r4Ssq3Xo+9XMtqoaR3U3ogYiUVUsyM8utcdxAa1eb+CGOJMKp+IqtjiwqTC27wwpxueJc7RWrVusvj9LEhWGAeCIm89OePn7r3D5rYz5Oy83qs+btrdRW34CwHcA/J+J6A8C+BUA/xKALwSB8E0AX9Dfvwjgq+H8r+lnnfAgoi9BkAkupqfCd7QvgYn6Xbq2+qZUwmQzc629/EHFkKLHmk/CJkNKEtnIwwIfc4YSbYOKBtOt93eElmOLHIaiqE18yQivw7meX8R4jni/4fcuI5cvIDTUZNYGex6iPl4jcEzePQsvD34FnLUwVCz8FFBdrN8qHWpIhlhzhIwWioji1N1c8ntkEJcu6Y4v/JBlzQnlGCe1x3cYP6Qu9GTIylpUSSYbPxuLqCKFMQvOifVylpiUwshmJcrkqjBrXlxiqOm39O9AUwJ0uWi0X116TFMLSeruTi8TLgFcf37Cd//gFZ79xoyr3/jgbkPBx2hvIzwmAP9VAP8iM/8yEf0cmooCAGBmJnqNi+NOY+YvA/gyADy7+H3sk79qdrC4kwOBoExaOT2FiFBqOrA5PkWdu9204xacG4jOSaMQsB0H2O7maWfXGVEQsFUb7Fy3MJT2rL6T98Npi0tIyEC0GhpSwbDr/+HcSVik9pkdY9aiqD7qNegOiG5+LE6M5lBe4XXCcHw3zlFEFSiH90Dw0PtgwSCUHkGN94v3Ce/WM9hrjA8ttT8/Pmfw+O0ERodU+/lSL4THKMcs9XU/bII4LUoQE9yM74IvIo2zVt6zcU3JS2W4b4q11Cw0GQAYuKqMfJ5w89kJ+fQUx9/ZfxUfp72N8PgagK8x8y/r378IER7fMnWEiH4YwLf1+68D+LFw/o/qZ69v7hdBbZHGeBT93HJSxO9pDYSQvUSzvztkTAIlNdEPgE4V8Bye1hQSYj60hTmqLXZ96++IOqL6ZOf44qROIHZ937sWM1y/i4hlygAGlcUWjXKsrQB37Ym9Ab2JGpQ8KpmWApzObdHZ+VEwjGillBbkOPI7caeOAG5U3YDmmwOIgLpdtqqBcShjHFG8VmopATtXcFUtJQoV8MjZkcMwHqvzFo7vIPv4mj9LvZixXmYsj6wGriKOysrBGWKAqzXO5Rgq5H5uuJk7zr+o6hZFX6UgG0KqQLlIOL07IZ0f477t3sKDmb9JRF8lon+Emf8BgJ8G8Pf1358G8Bf159/QU/4mgD9HRL8A4I8A+PC1fIc2Z6enuakhpiPGyao7zyYmIIlwqIdJXKSvbxsKSdQcotY+WUuMQnXXbyjkP8yhXmyRjFk26+PuujP5u/iafkD1xgSMZsZ4rWjWDed1VqMRNnOwKhkKcYSCphIE9cGvnVgE0dR77NI5CEBDIYNg8zAB3TU36Cf6rYwpGCMXFFFh3hm3cax98QzCO6LH4IQWuS4r2BUtdSDl2hIByIPwr84zeWqDaMFSwcE5oRxDXtKFYVn9rRymXycxGKa+6PtIkpS5q8dT2vui4X377/Z+VhH4EzPSMiOdJ4Bn3PxQ89B90/a2fh7/IoB/k4gOAH4dwJ+FTMe/TkQ/C+C3APxJPfaXIGbar0BMtX/2I6/O6Ce0SnGBxrXXBYFu16MKYa0vD1jevUCdE47ffCnS23Y/y1hl0M908ujpN0/imLS2kpG8ExnrVeLcJ3tfJYkh8V0bwt43jmJhYXrwX4dYtE+jmmG1Y6OubgvEnLX2xjD+bRaRJBnLQSQC1BbMEBTXLdbaLDHdIrfnNTO29T0HojSFPgSrSK8aSAo/T8uoSHU3b2rsky3AOqRFjHMoICovF1prezeGgEN6yRjgxipwJc9uxnol6sr0qmC6ViuLbkqe30pJ2uRlIiiECPTvSBL9UBOqSfOTBgHjz27zZVml3OackU8V66P7G1zfSngw898F8I/vfPXTO8cygH/hHjfZh/iqz3ekmzUbTH2B61V2U6FEoPIwIXuEQA7vJOu0q0SxVfQvKbaxvwi7sCX9Na/WUWWxl2zqyxhwRUGwgXruhqjtXqFEhcDqQcjE3TmeP6pg/rwVqCFLm37fJTCKaAHogxrjBmDPCjRBHo7jrB6ua+N8PI2fvTeD6yYoDFGZB6yeJ63seI6G9xJJ+fB8nQBi3gh9D/wzE1IUbLrJ1OOkuUsSygWhZsJhZc/OZmqKqzbHjJoTKnPjXAAJLlyVnOagVs8ZVCYX4pZ9vvMc9f7DJ3c6TKjHjOnVD4Yw/f40c881bztuDHSnP4/Q1t3KCw4fLFgvJct6KkdZuCnkejCLx7ibE7XizcFPostUFRfQIMA2XAWR70R0m4DTub3kCMetH9EtOrZR/44t+Jt4SQfTv3Oo8rYn8PZym4x8Qwji2vTXfkbORBe380mjKpH0P/dADVUBQ17QToWIiCG2wcLjyX1zbjErQI+AgMbnxNwi4XnGedargP2zAtB4HeU65oRyFMSZbxnzKhnrm/u5nqO/15zACahTBg4JaTVBDcn8pf4mSQPtJBgUALKMy5lAtwyM9SDimFsgHc/YC+r+uO3hCw/bpTVK1qMKxx0/Tghz7Mkyaaf3rzG9r8fEZCy+qHf0xbjbs6byy9THqbwG+Xi3oqVEITxfJuAi+KvYcba4z0vfj6hOqTB1HxXr2yH0SUnFKPCMK+IpNbfysCj4eHA/BcIgHEZ1RLmnLn/I+OxBiHSJiG03j45OQOM/ojdvXOxRiOnijjlcPZdtNKEPQmIPJZqp2VUAqzSox3dIy++vFi51PHSEokmNzZWfNYlyuUwoB8khQq8kOM/SBqSzFtVmSD5tRRu8MtbLjPXSiosDdCvGR54INTWimhVxJvPGnTK41n5T64S2qsWFm3C6R3vgwkMXuxGclpzXBiZC7mimjAJCJ9BmEtylo8c2IBLRpyXJDIi2BOAoNKxfOWkCZQZKQXp57o7zxM7zBM+Uda5d/9xEqRNUnqepUwahk7njB3f0eiGelOnVSdMScN/fwCXJjA7m2DoswJTAF7OXuNgdx8jZGLIbF3LkZlxApp7ItAJdQ4kBt4CpBYIDQmFm30zd2S4iuOEdewKndUCJO2qKPw/gBPGo2kh/q8ShICFBah+nUxEhcpGQLMI7aW7WlDWFIrt6SQyp5ndIqAeSbk2EzJJKwPxPyPrM3IqfHyZgzsLpDY6Q9g6Jxc+kHj+p+TwA3cFYTVq16btxUloUo2UIjwl+jDfYM9tF82CE3hFSm34cGPQum9ioNsRmKkBEEaVuzJXGh4jlJ/QbUKcrFURF9dkleTmC1/Itej4AlItJoKoVUwJ8cTDQBXfxcQLdLi3R0qBSfST6SwphYgvOXXs8Uzsuu14eUyF06Ev7RHGRM8OKm7O+L7K+dO80CBqbF6VfhI7GUnjXUUCG8Y1JijwOSlEkQx7l8N6tcG/LhDrLOCSGRPqu1hcRuIZAUFjq4lZGvlVBlQm8ao1cSzcQVBF7PneSO0zAKlbG7eYmKv30om1kb9oevvCwZhPVFmOE1VFXtmOjhWEMS7ffpyz5QqJ03oG2fg+gFzTW7oLJFPgBI60Maptebwspkn1hx2NNF0cx47siA54nsTRkQQ5U67bvpUqmqdhPoFO3aNWAw3kC52kjELr+QAXYHZGo3fgD8mzR8mTjy7Qdq1EYRsLV0FdonvRa403GYs5xoTsPBvTFkkafG+N+LHDSBEh459EnZoPMqggPnrMvcjtv+jB55jNxBmsqW5c3xMZsIRRL1FQq8lKRryV+BVpbxoSOqbyWZlEy3gGUhaQdOScLxPOo5Xu031vCo3Lz6owQeeQq9ghM+8wWPxH48oh6nIVvWsvWXKo7sbd6h8AY+2kLIad+hzYB4r4o1l+9Rsw2Zbvi8dAH9dk9TPhx7idvVNVMHz+dRZ2JVomhzzQ+f3yusKt5seUQVHi36jIIETvGEGREetGqZJ8PKMAJXWCbg8W8UQNxicPc+9PYvcxN3eaKCZXB6tPVB84JSNtM5/4O7ZzK4GWV3KLMG5I5X8P5LclOp5nlLThO+yBpBzLSMaPOUluGVtuAzIwrOWV5tiBR6yzEMkOi3qWbRQWhqdIqBOfsCf7v035vCI+ot9rfsaxhDlmzxvPiT2ZIbIByBudFUs55akHq/Q9GlHGX78aURVUao2CNe4GqVMPi9MUd4LVbQuyeS7AK2bMwt3KD9qiKQDb6bVyENagqe/4mtYJuNXHMPElIvt3LXN2DANncw+5D1NQPRyjhXUR+KozHKLBoYfeNAdAn83VUoOdMU185bkAt7ilraQ/jBrNr1jRVqPacSVRvo9dzFCAWY2XIcxhnizuR4tVDkh+9B60FRCtwSsjUSkt4HwH1HIWmb9T3pnlgY+CdITNyzkwjdqdPcgLkITYAQK8a1AqsgEegjgy+qQa2q1U0z8GkMD9GFhrSsBdvAmS0FGgfTKXAqC4Y4WnXJBL/Dp3UdF7aTslmztR+WgCrCYnz4H7tKgH3ws4mofUnjkNYrGzXiD9HMtF+qlWn+16FQ+dROgi27jPv0wDv4/ERfUXkYiHs8fqmMo3zYUzkO1lmtNT6zUmsKQNfMwYM7uZq2UN3tm07n7MNBdhFqPHeFduxsn7bu6Twbq1gt46PCJTSHPlG1TleW8sx0CKChHICHz6xwgN9DIFLfMDzagJOlAFokHggtpzEcyiqu6MJkOi0BPQL1v6OHGBQf6IPgi/uOHkSgW7PTdjYfVKYHMsqKojdqws9V2Hh9+6FxqbPNgHtmeapEXLmnxInelzEeh3pz/gcQQXgFu3aoZ2RYB7HMTbeGWtXbQAkblyPCaChnzZWRpa7YHc/itRQHi/oSNZ4DQg26lzLNTlQi6Xp46IAtO+MtLdzgd5UGp95RMhdQB22KCciHZbqf4CgTZxqP+9aL9p55m+j2dIlYFQKaaPeXwQ8cOERBs5ch1N7kRt9Oi4I2w0MltrgjxNZ2fYOfnY6tx632UGozwrVmY2pORrVKjtUZUc8fow/JvsE3yyMTcRu2O2cYKz7CzQsdvF7gey8UwKdmjja8BZGQANt5+ZQCmBEWuPYjOMWCWFrMVTekMP4/CuCcNxBSbZgEpqQUeuaB9CZMDEVh+MOgP6awH6ay3it0SM3bmwfR1COLcakpIA6bIwGNXhzj71n8jFHP+dNfbEo5drvB2/aHrjwgO8A3c4SpaxNLuaGJGoF6gB3gWa2jYvSwpttsVsKwAjBY5Cd9aEKXOxyb8RmZGlcJHuIKEwq91/Y7CShD9R8Pja+K442tCatmVpZ/R2m1EK9dRcDEZhCYWnrkwpEUwm9xkdKAHKfIbx7V7Sx0nZI7K7xisI7EqpjZbg4bq5emiUh9B8qUFKLXel25PgzbkjjIjfBjqbWRIHk4xTc7KMHaocG99S72AK687m+s7o9h6qN917RLFOpjH/JIXTfbpczuP7gAuP+82/hBfA8bb0v8yTs8a2GYB/mrdoA7PsVqNOXf255P81UZ80Xce2dmypE6u/ptfZyLdArCAyesvazivNYXFB7izhCaSKP6sV57c9nIeu6yWufMwOWOBcQVebyAJ6SsPFx8fqOqgLMEQd7yQQRXqV5mu4turGNqo/1OyZ9jsfcsXg6TmdUN3eO7XiAES1YM2Fl6uTAqXBABe4aH4WO1oK1qGtPVbg3Ft19h00hDeT/IJDiptCh7/Eee/PGnt2uX2rzibpHe/jCQwsw0XlpAUy2i5QClGEy1tTvflESx8UB9CiDSGrJan7T7gV2PEXo26hixGP3mr0w0mQ1di8L8tvzP4hNc0fQ7RmcLlAvDtKdwWw5WlyoVLBacZwc5EXUF42I9Up48m0/GQ3NGTeTJnV1n0HnVVyhOUxUTcK7u/OOXsGj4IzNUKE9m+XOsAWew4If4fzrFixz27Gtb3Eh2jFR4ISoXkZtGdSi5Ug3C04JROG57urHKKh8/NB95gKJGbg998LPOI3YOlVo2EjcT2pHBXrD9rCFh42zTbplDdBZ20k95KJeh2BhGa0CcTLnQFACGjyWeii+q2MOCMN+xoUfYOxGaDF7HZiNqawzCw4IBG0C+I5Rw45nXYr8gkH4YYehwsDN2RfwpgD2XtNJRws1DsXO6XiZJH0f+Rr7LnJTcfHtjeudiIIBDMebhWbKatHyCTT0Yed+8e+Kfte29zXMI9LNp7MIlYIUze1xbMYNhvrvPZBx2Iyocqv1ElXpaKEyy5Si5o3J3xDHXWrjPdrDFh7Yga1R1bCdyyZg3NkMVjrKGMi6uKh90rDGoIQ2Tv54fDwmvqQ6HD/+HlGCQZnR/Bh/xoWiv9Pp3C/Cw+z9YEDS1Y1CcCPAeH9iG3KzXS2qFEa6pSQlJQFBUOEavunGRQUMJGpqv0dyO77PiDo64URbtJFIgvsUnTLQyobauMXjzXRM1BCNqasRDZgfkfnVjMK+Br6IguVpVD2pqT3j80SrTFduM46p+9oE4RGc5pyPsTgp8z2yPsfNNSVB2YYo79keuPBAUy0imRVVjT2HIzO/xkkJ7C9km7CGQkIY94YvsQX+ca47Io64MPzZag8/gX2+Zm9Htt0QkAked6a4MPeEnev26Mcu6saxxot9Z2qjTbqBWKZxTCKHEL+bwrSLEDwKjp1FtrlOfN7gBIYKcbVn5QfMhT3yAIkACs5ihlio9HOtBN+JUT0Y340dFwlc5u68TV2Zgaz1chABDXoEb7SKRUGcU3Ooi2748VjzzI7zOt7/Hu2BCw9VLeIAR1XDHKvi5LPWlRsIyVriAvZJERyMRnfmqFMDLRntnPsJH3eFu3TYzYszgYHWnz3d3RZzR0y263JOveWjDLvJqFsTtcmk1/e4ESLPpzEmyvEUkKxWoQRwVcvOGGFr4xaftaInO5nbRLeco3toIC7IBIHr46I1lWpNDtF30yV0Y4JeIKUEnmnrmGfveOQP4sZgz2Q/R8I9ZimL/R6y8EsGdeqsNyAVbEAjvE3YMEvZT/VJIUVPnNTAkENf4zsoO7FAb9geuPDQ5gto2PlMmETBYS84EkJROOwdHwWG+//bC6WtUNBBF/MxvPar6Nnojtl9FrvWyJ/EexBtF8houw87fjQb3rlYcpukHYz2+r3G7OtCOsx+Di0SrcyYmps04Ml143OZRcJiKFofSrNqjM9qfXATrRK7Nrbm3Bb6vrlOajlfKKKNEObfWZWsvrCqR3RewBcH8OXR1deYSb9DHyH0wOfT3rgb2tnjPnbfU/BO1mNoER8bPsySjGpZxQdm9Gi195CS5FuN42s/WQVHqdiUGHnD9rCFh831Mky62O4i3+yFW/nAqPP67la21wO2uzS1yewII7WITjovQQgFVcT6FNs4ceIOZ32+y0vWd/6oEkBdtsM97iIZh3vxcW5FmqPFplZZ+PMkdUQCoqNl9fSOHXQe1Zf4jPF3I/rirm2/dybaJgw35S/sOqB+rLP2KWZK800ioLxRvYvOhGvp+1GroC8WAWfBZQS4xcziVDohuhMz4h65UVUd1coxFGJ8/5o71so+dDWUrb+jeuwqPjW0AgCUQP+FiKr1GiY7uvhYHBrYLlqbbHaOtThBgB5uppCe33RhImDOLbZAr9GFbkeOY+zLyJfs9cV+TlMfbQr0kytO0MjH5OGa1hyqN5KWKCzA0F+2WJxqCEBhczc+ACMJv5Cqx11sSDifvOF5TZWKfR/6bPo/Z7TE1Z06ERbgWlwAduECPq5xUYbzB1KZbs/d5iEmWeWWVkhhbnueuaUvcLXiLtPzuBHEz2xDciG63TQEXXJTXVOS1TvOp3jtaPULSJwMwZsp/J7t4QuPKcO9Ra1+K6D68tQESVy0exAR6AmnAHXdohCbLiA3i9okmzP4qI5oRaNiLQfGGpywNvry8JLu4jbuQiqjGjPuSOPObT9tbEJCZI6EmhHLyL7AeMpSwrPCyTZOCZgBjw2xrFURCVgio4huYjS0jv0GJY3Qnrk50tl50QjGjN6cmpp50ojTtOO8Njp/xXGNn5s6owLOCFMGAFbUpan8qDRPW9Z4qz3P3zjvohfw5j0DsHrMm1gay6x2O3gu5/YMcbyFLA5OhJ6FPQq4T6rwYGx3xT0eI/IUcdPb+9uKFY9IJe7u9hISgc6ljykw3TvAT3YderAaWKsVnelT77GBrXES22I357YpqG07cTG+YMaAr6gS5XBPe34zvZZQuIl0YZh3IyV4HVYTOIDo3zo2fJhBRODz0qwEyqfwnOV6y9pneUNAT+Fd8JQ9CpnOS58IKe7Odp6pjB1kD8+qffXjY93XGO0bnc5GZGQ5ZpOqRgm6aBNA1cd+N8Td1LmAsDgbPxM2G/NTmQMyiAJmQMXd9YmErznohndzHtQoOZ7XtQnF8Tpv2B628PgobiLqunZ8QuAn0HabPSvKuOhtccedfFzkqwaMzRP44gA6LVuHnLF/ezDeUwty/4w5EIcRQY0ekHZ963tKLeu4facBbjZGPGntVa8r26tExJZHlZpfQbgujePt3ItcUwojJbknh5wjdVbnPmoetbYYo6oGtJ3zvCBF34+RtI4OYKNKYL4XdsQ8iSXCnglogiEKpPH9jYJYzyFmsTJx9b4bL9NVF6xhvCIqCPOMycLtqxCipgqNpTmGZxrRXKcqm5CP875WcBhHiXWatqkM3qA9bOEBKHxMzaQVFxPQS2dbKEaUuiszNiaxPR3b4DJVdcKKSYKQ2iQvFYS1eeyNrPtHqR7M6NLwjZPWnmuwqjRhBABhYnpWLBUY7jz0GoFmLY5j5A/sWHvetXjyZYfr0fqh/hAdStBr0HmRiTtPQviF57PkQ/5aLH4GaAJ15IhsnG38TPUyYWqbiC2UtbTi2USCkswaY2OQt8Wx/H7xPpNclyIq8XdqC50bJxXMwJ3zG5G6sZOMTW7WLbo5vz5eqEOoev/MoBN6xLT3vu27SYqZfXKRh02GUQUYUURs3Q7E7WcKaGPOGhcTJr8t1HkCO3u+7C9w3Rk2LSKMPc+9qH5ZGwlgaykgg+inMaoj1v+IfCLPEpySOohsaCcsNjfbmsVBiwc5FC/K8sf7Ti0nSofAIkGp92bABUg9TOJNOWVYCTsaVVQgqBdhXOz3KFDGcPXIb3FIKTglEWCs5GjmfuxGIaV9biZb7q8/WoPGOWeqiCPgNp8sGZWF/NPtqZWQAESgzNO2UgCwDbqrDFBwS++8UXV847MpGnub9rCFx0e1Ea4aHBwZaM+PoCjEJlkk+8zCYDVoLaR+vN9dO1OcfBGGM7cFNwq6FPo6XqOEl2/8QGx2bOFmbfL7M7paNPHZY39HS4MlQi4VnNuC8zIDiEgMXg9mo+Xbzj9+XCqYRSAnoEM9nj5A+Q66Pfdq2miZMeG3Z8Ifzd02LsbxnM5BZQpjP24Qeh/rU+ekN6hJu+hxbIYO9dq+0I0/67yok5PGvKziQWrX2Iuvss1xuIafE5HuNPW+SfdsD1t4EDqdb7OzQr+PC9AFAsJuZTNZzuPDLLtqdy/SJDIhviW6I8fdzmBodHku8hmvGr2q/aDYJ2vRzIxw3diiQDDIm7Bf8iA269NecN8exzNYILyQVLz+Hvmr/SGt0rbxMI3P5wiSPO0ibk798fZebBEA8NiWvXwV45huNoS0PaZWgElUzj2LSLxWuKaQyWE8VVXcVS18zMKGEfkzu25Uu8Y+WEFxIvdZccc7u/9dfe/60Jfp7AS0CY5PrPBgtIG2xRpbrMcahUwcTCOmLIQ7LEieyXcjqkEVMSuDmcYqAzU4Hjn8DIhmbKbLAg157Am/Pag+XGezYMbd1FSf8RrjDrS3wM1yEFtlmcDxUjZ2bvZLjjq6XXN0chqhvKWvouH7QCLa/Wj0oDRuwp41ehMD+0I5cmQeJ6XIjINKNAqk1yEJ7avXaenupRyYfRyz/XvWOUU0KlS7FApxXKJAJJJUAHU4ZjzH/HLUG5UPijBOzd0glqv4WIjpjvawhQch7LoE90Vg7s1Qdw2ATUSrNAeAlXX3eieAS3Qf1JRaPRdDIXGS2U7qO3mbvFtBoepCzsAqeUEJ6Cf/nuCIBGaYQBvzYnjO3XMMWdiz7Tmujc5X2v9OeFoLKRHc/8EsKGOz+BTrs92Lwr0iX1CqXP+89PzMnjoRTbP2+Z6qEttHCYe4YPfUIevLiP72VOd4zaKRrVF9tiRSObXSkNT7pxBk/+y4iRFx7PTR00WWKkW+gG2dnT0e5Q3bwxYegA76EI9i7S64Zt8lUgY7vEz7lYPAgO10+kLXAro5dccBFBj9fkfseI2cB5d5nYhWvGmJYeK1nRMnAg0LbmpJeGmgYfo+ol84RE14+XUHBBcXgaljgEy8INysWh9rMmWKvhJ23VI69OC8i1x8p+OhX6wk9VhqIh4The34nFGQx+fbM3mbhW5v57YW+QJVcd25zhBl3Rl3O2ewelCpEvlsG5n5GyHch0iTVefmrTuirCCw47ukqLYb2R1N3bGPkUi9yw3iY7SHLTzs3bCqFBGejk4y1kzyj/EV5t9gAiCJnwHPAz9gzR2DhmvFxVGrcByxmRpRa+NUHBmESe4qxRB70y7UuaZ35QbGxTG26EEaOQMfm0ikcS/E9jxhfQxLC4Qzkg/YZhy380b1sdv5BvK1sli3YmGnUc3yzz9iwkf0EPtgiy32bU+AuM9NCq7zQYC4atUE/iaJtIf+t/djfi9eBKrqxhMXuXnJAtsi6YYqTEhMWSxgMZbH7mPPMqI261vFMN/evD1s4QHopOoHp9ulNTBJYkE08hBomc0NvqnwcQECiP/B5VH+tgG3lxLvU4NJM042CqZL8z60Fx0RifmY7MFcoLfq2PGmn9tn0YclCo/Ig8SFfxdEH82c1kY1JqcWrzNA+FFHN8coPh5kLM9LSw2rC6BLXr17bxVyJrStj5EnAoKXZyR9A3lt59kGM86bPXXkdWqvv7eAjvQ7vtDkwaVKEukxN0u8jo+tpmwcrutJnvz3oZlFMDp1ETWrSSw6NoYpAD1KNG5mLPn5hu3hCw+D+XcNCqC+CWjqASAu47bTRmJodKCJ8RDmLlwHQWE7kJ0z5j6Nu7d58gFNsIz6+chNjPq6HR8tLrFF1SNew1Mu7izOWvcXrn3vz9ZUBrMUdYWugd00h+MOz0pIdrtg5G4ClBbPV+r5j9GjtOsA9ekZxjHxfugOO5LoI+8z3sPew5iTYyxx4XFBCKoEbVAIR8SpcVCGJDcJlMZs8Z2qEaroXRzE7R8A50NTLe0647uODpOAegO/HeexMzM/fiOi/wkR/T0i+s+I6P9CRBdE9BNE9MtE9BUi+mtEdNBjj/r3V/T7H//oO4TwYWu2CH2xsguJLpdktDBEHVp3pK58ASBBWPMkL9pIsT0PUnmYds3RjAmAAnHKpW44kg3n0Aa0Qy67x1iznXW8Vq1bQZEGgRTHMI5lFJg6BpwIfHGUmrk59w5Tod8WTMdzhtVNoZFYHN+FPYcJ5HjcRu3J++bXyGfEsTJrQtx8xmbPPl4jjmW3sGtnHTOOxmN2dD6wzkUOXNWd6CYu9LsWfSSdwxhakWpa1FRuDmZrUO9H9S2S7Xso6Q3avYUHEX0RwP8IwD/OzP8ogAzgTwH41wD8JWb+AwDeB/CzesrPAnhfP/9Letwb9DRtJx4gn425KtdA5klnPb7BXqr/Pk8tO1gUDsaO2y57F88QJ954Db0OB4HhVdgisTcSWoAsluk1wNCRVW4IK6owHeQ3gZp79ep11w198RydiaQ48uVBIHsUxEEXZ0sKrLxSZy0oqtfbZA+Who0QiM9gY7au7WecD3GRjNzI6CM0tnHBRiFbBnXLNhPftBq/5IjMfh/HFBChuvddjHuJ78/uNZjA6faM9OE16PokDnVjvd0dFccTH3EwMb9FSP5bIQ+I2nNJRBOAKwDfAPDHAPyifv9XAPz39Pef0b+h3/800ZuJPa5VMyANgw+0AdGF7mH0wbeDpyw76Dy1wCxAJrMJoMMMPh5Ef4+wNi5MoLeQ2HExzeA4IYMqwFEnB3r9nPmjF7hdL+7WYz+BQeBRGwuD/aNKZDuRWahy6FcwnfKUwAeJjeDj3KrRFwad15bGb28XjQs7LsjxWUdBomnzeBQEtsD1Hwe1sVvcZUBBJtRiWsuITr3Pqb9X7JP2nafcHK9K4z6osqdoJKuRbH2N17G+TrkXIvH7nUbLKjFYdeCJtL9u/o0bi62fWFfmnu3enAczf52I/rcAfhvADYD/B4BfAfABM5sJ4msAvqi/fxHAV/XclYg+BPBZAN+N1yWiLwH4EgBc5Ceem1G/68PKI0+gErrz369VuBAj7ICW/SnAP/8uZ0ch7rbb7eB3cBaR3BxMtS4s2ge9FSZCx/hM8Z6RiN3zDWFu7HlIk+ffyc3QNbtvVH1sd4pjaMeqezbdLpIn03Zgu9958cRIcQfePGPS/ygIs1ob37G3aFS16HxoTMjGuRDHNn4fn9HQ3IjOYov82sgtxabFpS0GpatqGPrd3lF8xh20acfEfoRnk2sCiLWA1aGPL4/Sn526Lr6pjhuvzZt7tnsLDyJ6F4ImfgLABwD+LQB//P5dkcbMXwbwZQB4dvgCd5DXMmsBW8/M6LEJCHFFmk07BiNphOcmYQvgxZ0dtYwZncZmhOaIEniHq9mbkNZyFIADLxBh7F0u13b/uLuM3wMDIRk+T2l7rrqGE0uuDp6zuJZrxi57TofVzD1RaP2Ji9R31KBO1R0vx9GUGBGgIa4w1jKGeftc3TXjM5aBBxjmkN0rtqgWxXczPBtrwuFOgG6uExY++nmz2+/RvAxs3nEXnWzjM01wQTMS0K9DtR+zvY215Z8A8BvM/B3pE/3bAP4ogHeIaFL08aMAvq7Hfx3AjwH4mqo5zwB87yPvMuYotZ8lvPC7mH/mXZs3rWHy6GRjc0bze1H7ae8pfr+nO4fPdjUyW+Qj0VmoP0Yh+iagbmf3k2ptYQEZNI7CqrOmhPGMC22cVKFmLq0FOA3qISBw2DNuJbg5edzd/JrVde7OZ2ez+/ogbt+pPeeeudquN1rlPsovZk8Ntt/vEihRMAah2XmKjlm6EhrpGZ8tthE53qXCWMStEaR7iYIMscRyDxQECfAD4zx+G8B/jYiulLv4aQB/H8C/C+Cf1mP+NIC/ob//Tf0b+v2/wx+Z+z3ouDYpbMED7Wc0m/puwv0uvkfIAS44dpPsAv1OYanxorUh7lpRuJi+HaHzHpKJ1obR+cmuEQm8bnh2BIw954Y8HMZxGAPnOOzzuOhVCFNMUGPHBUvUJouW6dZxskbvxrtI8JEMjdYjWxCWgjL2157fLWZrq8MzWqdidv34Lofn3kWeO+iPzkvztVCVyVQZr8Wyh2bGeRmtJeP94vHxHUciOR4/ju3vIuoA3o7z+GUi+kUAvwphFv4jiLrxfwPwC0T0r+pnP6+n/DyAf4OIvgLgPYhl5iObcQbkUjRA+3bQHbppG2j36ht8+i2Sk01/BTQX5dQvlBQKES/D5DLBED05o0o17rRQxBD73T/0NkVc5A8GXX03Xib6opjwMWFk17bjo9AYUxEk3eEGJ6QuK1YiIGV1liLQGsYA2LEWDCrSoDawkd624ONOamNp3MW4YPaS+uyhjT3CO25KcXxGHipeMwrnSEyGjGjdtUdOyVWxHSEKtPcecqoaerGEVZ1f0Yi2Ii9ozX43E/4921s5iTHzvwLgXxk+/nUAf3jn2FsA/8wb38QW0gi5O0sFARwGLvADHK0qU9bcCLIbcWS3j4cmQGKuh3AtKlUqzWu/OiGh9/cXueeHEbKZ0bgoAFkQI/qJ6Qmj6XA7vtvs3aHann/fCbwgOEqY3B7D0caTc/BdsdykObd6KsG07blA7D4luPDfRdBFYRs/A7bjuCNAezRUfPffoM27zLlmGr9L1blLdTTBqaQvH6derQbaWHTEJzfy365Thvcen8HeRRQyVfrZqcgmLOJcuqvfe6jqDdrD9jC1nXJcMGlHwtdhIgUdlAGFkVmyn9dZEv5EE62+JPf9SABu0eq5OgQfJvigb5PVAI3CbSS87LnizmdqSVRV9vwTOLi9xwldWXLxxh246+aOmrUH+61/4b42BltPU1OFDN0l4ECgMwHlvL2u3Wschyg4Umqo63WWjhFxxBbH8w5Ce7OoDEGdh1CIcbzimOnG5NHHy9rig2JhbDse6B3gTMDcsYg7xH2XUBsDMe16IxKO3xmvtFfF7g3awxYejF43jdYWQwaj/h6bufRyy3DOc0a6KX2CWdKq74lASwVd34r/wpThORtimrs42W3yex9zI0AHtOTkpu3I8XdgK3QicRqer3N7N2QWI1jjRL9rcow5YUfUFoSCoyUV0JxlcXi28JwBi8swzjT4PXTu/UAPl2MdEoPnNn5xbMc2Cjs7Nn4Wx38U4DFuyM5d5RiOFjs7xnf0AZXVClRqQoRZ/F0iqWz3Hjc4e/74nsLc6kzTd1mEuvUQ+Jy44UZO0M6L6RHv2R628BhbbS9VBkInxxheHQcqph4sDEJxl+LYaFllIO0eyyrkaJyAe+hn3F0q2ovU4ze8sF0zCpHxGe28UsCUQMOu77vSJDlBYW7wd+2wNja6o3dqTE7OWTSOpLYxDkKkQx/MAKivN1urCxUPE+/uT+7dC3uGirtRxl2m13jMGGe0F3VraMR+t2YbkgZOdu9Kxx6JWnoCyzkSCmuRRQTbeIcNzf0+XmdhiepMeEd35hiNgmQkV+86fi9iehyLN2wPX3hE2O8TLOqsdcuFRDRinAeREEzcdgUAbVGEEGr/PdYjtTYSUDZh9uCk3SKipxFmxsVheqp+T4aIgN48aWhkb0LsQeVxwppqYN9V7pL8bJPrQhyRLJenfse2awJClIaxpViMugsUS0DiZmK0Ptt7jlnud/q9KxheJzCB7TuLKMRQh84DUQfNTydvd3/jMyIqY+7va3k7TBDbM9pPU0kj7xT9loyzsM87X50wz0Y0sicIolCOpHVlAKVPN/mG7YELD+4HP5qmmPvYj6i72t96nhfRKQWbsGmdtKav8sVBFmeMF0gJsBDm0QLyujbu0ns7TxQmU8YYVeketlEoRJVjNEkDu5OtI1QjOWgTdkUf42MowRh+PY41vyYtpY9gTtgRqAMitOdcpR+8rp0HcdfPsXVoMggD5xJkTmz4oMh5BFd0zzUbrx9UHxoXZjwu/O5VBTsLFW3no6V1XAPiHJupqSl5kOY2zeHQxs0yCiD7fkR1kXx9Cxf1By48tMUJuPe5TZpxkZmubipJ0ryb+gK98LBdq9YuGYtBVJ8gFJxx5knt64Gtj4JhXUV3j7r1qK7Y56NAsueJC2vclZibD0Mci/FYE47juJmgiG7sa2lIxlQwwC0DVBk4rx4KDsDLTXpOD8vINu7GQJvIKuhoZxHtOsZFU2lc1OPOXEobsxENWtPQBEqp+RCNCG1vd7fm10YTmFbdzuZGKY0wjeMZxz8+k1lZzHql6KRDb3eQqt21o8oW1Z69Dc9+fqLVllEHBvqFp9/7rjqSQvo5VYC1SLH7KKiZl/UlktXQiOdHEjTupGqaA9ALBIPxOim956O5MSKqkadBWEQRZb2OHN4TrK7rpu0iGP0SbCztsG78woSr4RgAnqU+Xj8KhTEXaezLKCDiQomm7gjzI4LzmI0gwPU7K6tIObwja6rKdiMWx/uuFlFZp66mfmPq5gmCmrDToqt8JI1P6m6+9873LD+GvExtzKk3NjiaHFSlt2gPX3hEOBkHcFwscSDN98OaCZiwyxqaAOvLqugcnxiBqwDEfs/cwtOj+mOqR3DMojkUaY6TH+gXWglOPnaOPU+0uNgkiztvvN64Q9n5e5MkEs8xzaIn6LXjgo4c9HuK/ipL7Y8d+594Kyz2drvIbflnBCA8czRb7s0FR4wFHkRp30c/GXtPdk8TlNGN23btCPntbxv7PSsZc+t3TM84GacT5kLkeiIPo/wTr2uzztnz5cA7metAmE9OrH8U9zWqffdoD1x4vGZnmhpx158SdHUAnqXaamHoZKEQlGRIo1U673cCDkjH6r36Lj3ultanEX6PvwMuFF9LWlGIJt3z0bC/dy0JO05SscW8qNYiyjBPzpRafg7Tma3wtpOt0PSDQTVz9DII80jIRkFqgjqatKNwjs+6hxCGhQRgiFcKAipGQq8rwIEPYfaEzxvuIqCDLvmUHuebUlycKhDo5tR71Q4pHLjUbvHfWbLDLTj7DoNdi4hmECIeBXzP9sCFB3o9Lg5A9JCLgzzmNfAdm5ojmAUU6U7guzqz1sUIunBlpFc3XnTHJ4wRibZbxRcUJ/a4K1q/onnR8rDa8XcRY0BbICMXMvIHtYqqtbdT2/cd7xLUMoPO9hOQZ4/6ignZKYvfR0VDZeNiU26gIwBHhztukchOeO712/o7qrOjIHI1rG7VNvsuckbRymPm/agGx7GinblnY1LhWb3YLC7KL3EiSWdgm1j0AeK7338XJAmosAvHR5Vkj+eJzw0gFj3/BCMPlZDMzc7uEFRfsMVKuETvd4LO1TxxS1prYfeu59f+3PhyzotPaFrQ67N2zHjOsCNtCL94HzM9R8Gwl74uPs/YRuuK7d7RxNuNR4DPzgEBrRxiAl9Ikh86L84buVq3FlFJcpJyELrQnDA1TigI+Xh+Nzb+eE3Ab9Cm9d+eJaoVe+MRx93GZ1hYG2HlYzns1nH89lClWVvOtmEpIazjy6Vs0xUM88DVrGnaOiTuPFuHUkwFi+PhgmKwoBk68mf7xAoPCLEVEwHHXWkNk99ahK5RL9VGp6WfmLbrEgFj4uC4O8dAM/s7mgHteL8Rtd2UudVrGdWb2NdaW1AYT93kdD18XHgRhod7d5aaENvTdj1q55jjU+h36ys1eEvUeySGxL6cs9yzVjDWZuo0Ie/3bYvdzbKu4gSSdM/lOj53HBegRdnaQjFIP6oHQRBQeEfRrZ9GjuqufpgKbB7Iht7sHmsBqIJqmCcqRDgIV9qLEN7pZ9deVyJjRK6RAwzoA3EjvEd72MJjhOI2CJV7VWaMEdiDqZoqrkv0kweBlGgLpyNBtqdOmKq0pzsGvdWjaEeBszllmOR3TYi44IJnZBfbEgWj/SvB3Bx3pWgVAUSdOy/uGMamWk25FWZKqRUG9/Ea8mOuBcJ5YIPQuuBA4zFCX33MwrN7icYcBFB8f2P2cVNP9nyCxuPsmEikxr8BOcYSZQNbJ8L4fuy6UYCaamNIYyRAx0RHg2rG6wqyefW6uRLnq6HrkODpo+JqPk572MKD0et3Udf3Ywa92HbQMgxsJQCjs1VAH4Oq0S3GSJ7FXaHWtuPtTcaw45F9dpcpcNRZ9ywp4y7qt5IFxLaLAm3B5KmF1Jsr/7iLW7/GfJ56LZ4lX6kHE1p/NPUgDxO8G1/r94r93TJyDVEtmCaQvftB0O666q8aTjBey77fCzGI7zg+O9BUR92ouFqKgGDqZwZqaY5fADzJMNA4JEvnwNwTwcwbrswtb2Pya/t8b6x17jTz9ICY/Pr27GGcP7GxLfG54oS/8/jw0sZjdSeNf++pDd6ivh7VjHHxJyVg7e9RuIz5M8YFs9f20In9bupS8C2hUfjFcyxJjf0dJ288Z4T2JvyYuyBCs0iJDi8+MTQPlq/4bN0173jmkV9wzmfqN4/xmuP4WIa4KSx8oBG5dq6rUKX/zH53Yc2+wMkWOtCPgZ1jiDjm2I1jPWVRmcuwORg66zZJnSPzHJwR9T4Wb7WsPeELQXIMjVuyjc36NT5XwuvX0sdoD1t42LNZYmKg6ZRR549OM0PBnW4i75FDUS0Ku88mR4Idq2bDVg2uhh2kbu8bX9CeL4N9HiewLYC7qpjXENhm90qpz9dhzSZYhLIBYfl3RNhNVEO6SNYmeImNGBXHOg7P1pGle4s+WnXmeV/glQLPbMaBIFbOhKEogNQ5MJKnpQA1KwrhHv2YQLS/94RczDz2/2/v6mJtu6ryN9be59wikv6IaaolliaNCU/SEG2jMcQfxMaID8RATKyIIdEXfx5MGx+I+qLGGDUxQONfNVpBJEIaDakF4xPlJypWoLaIQptCwSpqrffsvdbwYc5vrm+ONfe95+zbe846uEZy79l77bnWGnPOMcf/HFOTzzQ61vdjQSg+h1KdWog6v90z4+intNnXNGMAnCQ5DLWmp+/z4KuhZqJCh+YKTWvYFTlII8ybeRAqsyDYdUBtVrTMB4VVB79wmGPu4gTVe1uLm++J4J6epUwo4tHIZZh8LxvzmHvQ15KFHnW1W1tlDy/Vj9KuGwmXi4r/Vt0osdRPAoyEt15V0QPrbUzPplNUtS+FrXw/PEAppENfU6llkqWj4t11APrxN408sf9l/0w/MhPdIhD9A9EM1qQtBW4cLPMqviPVMNhnvZ97SFTbq/wR9buqFPvttnb8i2+tRCCLCdKgUxmfqrr7SnyAe8LMmYfXpsJaTACNsuheihiZ0YlizsJGpEt5lUiEvKAqzk7CyeZCZSdr1iJQJ7Cp1tL302fyfVuMjrN+KGpsac9ISSs2H525yhyqxU8n53rUFC5uppEFd8C6UfpqMpmOUzH9Rt9IOTltwMgMaMvniETp/7ZPFBgT04grn6G+C865amtqIvA6zYDoI2iZi3QG67i29seQqcUwOscunxuLTWDsfE7UMFULjP4utqGDdtWNO5HFhKpAtY7W70ASnJvtWA3uUnkhl4GZMw+bSlegUt1GVRg1AwHazkyG1QjRj5EHvarroAMcJ0UlXszR2ApDybhOfCMao2cUqDRJuKVyf56cc63t/JqHwOcUx53Y+HkhWs7R8JKezvZkZnmxdgYbrA6FazTD60VvxGmQhZzbJDPD5dbsxIwOYoUQ9agYNuedfaZDmM8nHgBsLc+K/hWGrVVwaN+A8bmHB/ADGxdxy5FemZ86H6u6HTANpRP0OdyYyb+bkSna0SaUNcjrQLVpYZhl31Yc4z1h5swjAKWQTnDMvGxJmtJeiGSXas8FxslrRT244N0zAXc1XlpjhCZALws9EqY6K+NhTdaNdmz2dRDUL8MQXumbjo1K3LLA8v6PlhnFc3x3nfWh2gd/z/UhqjyHajPa6GugtHN5jnljO/2qA7qDeqGWaNqASXhZcQTa0R3FOY4PaaVhSgAYpTVQnU5YnqHMCUAJjxZ8wvzzvdx/FJ32+Zl2tEljVY7w7GozqIxVBz9cjQKi1JEdGTnPkzEAfmipAPieMHPmIZOt+w+AcZJatnVUwS/1O1CfuK5SXBe+S/hWtQxgtPEVp10qMp/dYkoEMglGfPhcmhoNe3kSwos1QoKWMBlHkZylaHTfwyCSlYSu92megzIOHUe+c53OC7aMR8zwNLaP46L+HKrt0QEqTkR9ZsGVbaL5oE5RBX03F97Rpj4XWZkB37/dpg2OZUzreZqcP0w8dIMiMJrfg8MPhGFQYOm9RPlgDX9RqkeD549gvsGkVKdq5xePxkjZHjBz5oHaPiRcKmELqG14SvZWSbcWY9F3cfIJg0ycLkISdyZOz47OUbI3CLnVF2mTHKJWMzaERUHtIhKH9km1IJVsxW8RchQIPFLSZREHE8nXKxgkzV+lL9vGvBS5v4xPbMPnxCpxHvxQBF14ISW+eucuBsG5VJ/BLr9U1NbUHCJjF+ZbLV5C9B9pUh2ZtYZyATFFiQ9D9ZmBD0jaxnP/O+2jmul0/PZ9HTreA+bNPDhHcZtxlJ7A7ohINjH8wkF18G/JNI2e8ehsbSV16X4RNU+y5Em3R4ZgIyNSacd9Bpvg4ItmRpH84qSl5OQi1TN4laEQdjnH2E8yWhYKUlWefyXCUOVPtFR9XTSxpkVkGnHRso+iTRTg+Kv2UxhcPmY0RjBUy4i4yfg0neR8Np3WmgmqjLJ1z4jAuNi5Fyv2Xaudq+kpNJGiWv3omNbxPNrUZzXzus6l4uPB/3dCmDfzMNRqHSFWWNqliTC0mRepH1qdO9Ei+GbkwYq67SpdFagur9dVAlezoA6BeRXq7GsllbGfakYJA/PsEzCeubJFrYXEHbh8noY2tQ+DpzNsNIeFEjIQOks8VhXmg0+nZGeWlPluZNpR9Y92v+3Yg8K5Cuahxc+6kPPfkiPTKMdY+bpUS8vPTdoWxjB6i35yrdzJJj++Uxd2wwQt7XgMiPTB+uSs9c5g2wE78zaitilMzXPB6x1G9bFh3swDGCdW1UCgVisjkei9ffIdGDDWJz3a1MldBBKjLn61qUnIRaUUfwAJYS0EYyZ+CxKJMDvWFInSoWIw6uchUdfMs4Qv6XTTsgHuo1qvz50cYyELpc+FcVuaCvHj81erVChpOyTJR0fdMJTQNICRgaiNPojk4zEHiof2fRj9TiYMz3OEyoLEr5gAtY4WfURJrfMbGVY/wLrAsFpaEaGl/bEvqqlEIdGN81edYtgn7a9oHZeqbxproAi+lktt+uFBLZRPCOeDeVBlLsftoe0UjcyA0iE624B6oarUUzMhhhHDJJTnTAioqxOItkFFlegJgNEsAGq1ls8v+DiA4GCNhNxSQ8k4ou0fjpUsRL0F0Mm4FA2mmy6IYSj1SxPB1tKzkHSMkFH99wGw8TS6gksDqjZFrc8Mnb4hze9QXGWRFl9LzLvhc/nXrJbORTvs6kr3YloZTUiO1baxgMP4NU02/rbZpj4ONu4h4jyTKca10NKM+VufhEnZn3MFMH/mobZfceLJAMXFrL4P0QB4+A63llfVrPmeluTPEnTi1CND03uB2mEnxFXdGx26fAaB2kXUikiYsa/aJqrJyqiKyRGYaCvPQHESyQugUsdt29dFo2NKvTohwyY4W3XwHqjCmVHz2yWh+QziF80eHZvKKVybDaZMTUHT+lXA5B3GqX7Hpr4nF0xKvqAVUug6aFJxTKPGQXqrGE1mZL4R34kItOhviXSj3/NzWbBo0u8TwMyZh42OPGUUocpVpaIXNZ2PGNuVAZPw68SRBLkvg8sgl0QltdeB0XFW6qB6rT20iF8ZSJFEjpJM1TIb4mTHkG/cPdpw+KozsSy++Cw+QxkVx7tk6CpTmSbeVUWcXHb8so3lylo0bYJGZXwv52gY81yqGWO/L7Vo2E41Az31rTLHhhEfnzpQi7NdFqr1PaqaqcMwlhRQnBQX6bP2p3pvxTwxfi6mKYR2al9YpbVHzaflnzohzJt5kDkPQ10I1j1JgAuHok34JEOzwJCSY2jjpUQZ8VbHYwj4Dv2bF6FbV2/GAuqJUdOns+mBwwUnYSyazi4EXJ1+XsYkf44OO1XRW+2lTVHby722+x4dBxJvMbekbSMcHBlH+tiW9iWvhfggzzswjiELDlEyy3PhPu73YUo8I19V1Ef8QdoX4kEfSkugUCsYPI2/JguqxqqCZsd4TiJIwigmyX7KAHTc1P+n5iDbRC0kapBKA3vAvJkH0sIaq1LJ3812lEzuo5NufVDqjVaaClBvyZ8cm4jdTrDOgKFL9rmCmlCHByPjuHg0mgOrDpMCNXyHRliUMDSMN4QDrIsJt65NouJHkI1OvK5Rn+CTqK6ZYXJae3M8uinRxQUq2oJqP5rVWiXCcZxzG2UKxWRbr8cMU6DS5IqDtJL0obZFGVNxWPI9WWLHWhgTJhLzIloFiKIZFXCttz5kHKO5HXFWhzBpJPr/OH8t042/xeNDvmI1D56Tim660anv6xPOgJFYVzmvYyN2K1Dael7odjGfCjeg9lOEyRuPIAwqqA58OfBHHaX54KeWyQJRWXWPB+9dpaMOXbNs6SCLiW+tRR8XP9Xb6P9QNReYmmKlf/0YoYnO3CjtDoImZSF7lN0BRsYYfEoaUamERosZqd9Gf5OjRguzDvNQHKYxbKzPrpCmQJr6LyaHkre0C/ZbccjmdHVsgjKTkOsxeSbntJO5ac1jKyGslTx5TJg384imhPoOuHhIsCsDtz5bN4xl89Rm52P6odiVo1kSGFMjhDaxs6OEoLaTtYKidvP9Gm6MRKDSQp2owZlY1Gq13YGaMFTqtTQEfUf03SgukaENYhaqI1R/11qisdxhfIfZeDZO1eeuZlz0QYQEvGoc46Ll4ub4qNZpVpuEqrnpom1tMKvC4rzPAV9N6KOElSstNDE/tnU4GHEq/dC/WtAHqMPwLBrEfJVhSAJL+6Hzwu8tM2cPmDfzAMZJ1DRtRl5yGKvsqeBEHQQ/Qz/UURAg+z28XgQMkwaoCvUqRCLXZ2QNwa1Lex2K6eNlwUxs4ljNq4FH+s2zj6cfiaXazbsdF2Q0xVS958LVhaKEGhkLw7g6NyRANeGONuO1qOVo34IvqDD0Yajrm7JtWUANgo9RGe3TZlvXkJWxnZyNq8ykgWOt8sudJft01HZN7+n7HOKt29l6BUC0yO024aTzlbN+ubu2VMXrh9EflHFqlnxQ852fWYnsK5d52FS6qgomkYVqQ1Q0Y4o5ks+rIMdWaTIIcfJebg6jpHJPjKCaWPG50DzouqnXe0BdoVzLzqnamYHErrUsre9rM4aaiGeHskxnVKGrHau7jhoknrEwNKuaEap+DdlMWddjLX0rvg331B/VRMTfY9vtGAlq2eW6IazFkESqlkhP3B8jz7aGdjMpMBT9ShRUaiaQBlj5TKJnVTQl5uDwudQutn05LtI7jLupucgPE2MviXi8X8eDwHkuZo3XtVYZALgCh2l3uQZm9rtm9oyZPSrXbjCzh8zs8fz3+nzdzOw3zewJM/u4md0u99yd2z9uZncfDz0ZEC54DUkKkZaFtl4nzswjFgjiCPNgChSC2G6njrQsASend/Gz2v9rIWRLR06W6MB2W2VTVk7FgkfCwbOKXR0EFEeGi5Lp92rXFz9NbbMXyd6KSqnGo/sm4g7O9Wpc8IUQRYUv8xX8IsA4zrxechWsbNgyC8dG5DZVNAYYIy9RuxFm5duxzuekKj3HnBpO0VJ7+GYzMveo/lPDVcbPFICY45LnoZqL6L8gc6i2z9fRHs9t7PmLyU+nfdD+d93IEPu+xqvQ1lH6Fx2ze8BlmQeA3wfw2nDtHgAPu/ttAB7O3wHgewHclv+9BcDbgMRsALwVwLcA+GYAbyXDuTTkwT3apA5zQxInlX6P1SrVw9TFu62Lw6BPi8Iubuoj9lTFiyFTMqssIcvElJAdiUmIVydTCYmEHp24rc853drUfyC/kbi40Io01wUZnlmIWCWpnhcCjDsuOX5keJRYq27CkOAObDY1E1XzgIy3kzT6KCUZKaO2p+MYtQY91S4vet/mNPj87mrhDXUNlNTP9ThmirMACzEVnKRPhXErjhwvaiRKmyrtG85ol37aeo1SCZ9+mYruAvOjA53PVnNPcWyZwVegdQDHYB7u/jcAng2XXwfg/vz5fgA/INf/wBN8CMB1ZnYTgO8B8JC7P+vu/w7gIUwZUhuy4zE5MWUilUgP1qPpQbtSFxGL6eoC1roQwLSNMgBVkUkYcQHlDUvlO9/NyaQJRYkA1BPNtmRSUZvI7Ytkppal7eI7o9+gwaQm+SrrBtEDI+FeKtICjH4lLjrtU0v6F02yoZEIkAGlVyVJ7NttUfMxeDEtqZFVTmn2ieHe6E+Rz2aNPA91uHMO9F+MvsTQdWYGrkIt41TVIi3jEgSP7A53+vToSGafIw0AtZak73oBYF+fx43u/nT+/HkAN+bPXw/gc9LuyXxt1/UJmNlbkLQWXLN6SeWvKKD2crop+TJMMzV32fTBLCmaBxdvtluz4yrjND4j5ocQPy4Oer0j6CTSQ66wK0TaiIJUSXP0CcUiNfpexbe8v5u2L1KTtnyINjAKpX0N/o3moUt8hzIaZYqajt4aj3yfIfkCmPtSygwyJJufZYJjdU4KQTXYFrNSbZTjAqR3HB5Mk6x0PLR/+qzVqg4/Kz7hPcUczZ8NKMKxbK8IJvvEJNL3kD7XK6CvHbkTrewEcMUOU3d3M9sfg+nz7gNwHwBce3ijq0Sb1FkAsndftlJH1U4jEpTY0WcyDCkfI2ybVyIs1zfbmhj1t6KW2/jc6MRr2ZlxG35U1SvTIhyGFCW/jlH0O+hC7ofR8w+k3Jh8JkjZtTmJJHWjxgKghKZJoMXxLEwom51VPwXKmPDZEwdlzYjTJrjsB0HQYDi/ReBY5VRXBqMJalVkI9JYZI5sF7WnFkS/lj4706ArramDvghBMZ/6Hhi6+v1qVtH0KyZgh3L4mea8cIxzLtG+sC/z+IKZ3eTuT2ez5Jl8/SkAL5N2N+drTwF4dbj+18d6kwWmQWCC2NGmjmwoFwbKBJUhYjIVHZkKUWshsWlB41h3IzMJH4ZysHG1WCvV3xPhMxuVdTxU8og0KCqmvmu9QjkMibiRgCYRpAZRF5MiR57EN+GHB2khMQTO9jEyE9LIayma/9PfGMHYIeVKynpul6qkB9MiaJrFR5DfXc74jb6LjHvMNKUWMylXuIMRFBz7sNiUzlqp7UWoWGk3obu+T4dht+glbh2I2ktk8BQ+pAE1aTkHappfQZLYvgbQ+wDcnT/fDeC9cv2Hc9TlDgBfzubN+wG8xsyuz47S1+RrlwZDWmhq2+tEd3khUsKpJgEUwp1kCgrX9ziwKl1on8aCK9F2Z0RAfSVqHsVFs1qlXb4EZVbZLq3qhkzub5hwEb+oNTV+N3E+OiVwGcMgbat7rcZB36maSfSRVAdti/Tv++QMz7g0Mzs5TrL4imORzxlS6Nr74CTlAlStbrWqHdKkCZ2/1tgqjen8r1awVVfjzt8HrxPm2KZoJJl++iSEXPKSTPHzRv9ilJCmzzZvkwBGjZAhXu1LY+PkceGymoeZPYCkNbzUzJ5Eipr8EoB3mdmbAfwrgB/Mzf8CwF0AngDwPwDelHD0Z83sFwF8JLf7BXePTtgp9AP8v59Ln+MCXnVp0Fljs9T68HRN90xUHRKpKEcmVhDfFauBRcjvLRWupW30m/hFAM8/nz4PkcC7EfddENOwn5f7CBePZAEL8+uEWGNmamdAtwI6K2eeFoh7ejiGE/wtMJ6GFB+Cna0L8OLFarxanwsKHM9L2ex6Hz9rBIjdazFI9knxjteAJj1V/jlgSo/8PV+/VB92/ZK2LgSQOXFP+Jquk0CTVwr2Qj3oaoCZ/ReAx84aj2PCSwF86ayROAacFzyB84PrecETaOP6De7+tSd90MwzTPGYu7/qrJE4DpjZR88DrucFT+D84Hpe8AReWFxfuKDvAgss8P8KFuaxwAIL7AVzZx73nTUCJ4Dzgut5wRM4P7ieFzyBFxDXWTtMF1hggfnC3DWPBRZYYKawMI8FFlhgL5gt8zCz15rZY7k2yD2Xv+Oq4vIyM/ugmX3CzP7RzH4yXz9xXZNTwndlZn9rZg/m7y83s0cyPu80s8N8/UL+/kT+/ZZTxvM6M3u3mX3KzD5pZnfOeEx/Os/9o2b2gJldM4dxtbOst8P03jn9A7AC8GkAtwI4BPD3AF5xhvjcBOD2/PklAP4JwCsA/AqAe/L1ewD8cv58F4C/REqwvwPAI6eM788A+GMAD+bv7wLwhvz57QB+PH/+CQBvz5/fAOCdp4zn/QB+LH8+BHDdHMcUaQf4ZwC8SMbzR+YwrgC+HcDtAB6VaycaQwA3APjn/Pf6/Pn6y777NInlBANyJ4D3y/d7Adx71ngJPu8F8N1I2a835Ws3ISW1AcA7ALxR2pd2p4DbzUgFmr4DwIOZUL4EYB3HFml/0Z358zq3s1PC89q8IC1cn+OYsqTEDXmcHkSqUTOLcQVwS2AeJxpDAG8E8A65XrXb9W+uZsux63+cNmQV9JUAHsHJ65qcBvw6gJ8Fyn71rwHwH+7O0sWKS8Ez//7l3P404OUAvgjg97KJ9dtm9mLMcEzd/SkAvwrgswCeRhqnj2Ge4wpcxXo7CnNlHrMEM/tqAH8G4Kfc/T/1N08s+0zj3mb2fQCecfePnSUex4Q1krr9Nnd/JYDnMJazBDCPMQWA7DN4HRLD+zoAL8ZxK+GdMVzNMZwr89hVF+TMwMwOkBjHH7n7e/LlL1iqZwI7Xl2Tqw3fCuD7zexfAPwJkunyG0jlILmPSXEpeObfrwXwb6eAJ5Ck25Pu/kj+/m4kZjK3MQWA7wLwGXf/ortvALwHaaznOK7Aycdwr7GdK/P4CIDbsjf7EMnp9L6zQsbS/u3fAfBJd/81+emkdU2uKrj7ve5+s7vfgjRmH3D3HwLwQQCv34En8X99bn8qkt7dPw/gc2b2jfnSdwL4BGY2phk+C+AOM/uqTAvEdXbj2nj/ccZwv3o7p+Fw2tMJdBdSVOPTAH7ujHH5NiTV7+MA/i7/uwvJjn0YwOMA/grADbm9AfitjPs/AHjVGeD8aozRllsBfBipzsqfAriQr1+Tvz+Rf7/1lHH8JgAfzeP650ie/lmOKYCfB/ApAI8C+EMAF+YwrgAeQPLDbJC0uTfvM4YAfjTj+wSANx3n3Ut6+gILLLAXzNVsWWCBBWYOC/NYYIEF9oKFeSywwAJ7wcI8Flhggb1gYR4LLLDAXrAwjwUWWGAvWJjHAgsssBf8HwaCL8NScxehAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"save_mp4(maps, 'unaligned.mp4')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Exctract the world coordinate system (WCS) of the first map"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/dstansby/miniconda3/lib/python3.8/site-packages/sunpy/util/decorators.py:378: SunpyMetadataWarning: Missing metadata for observer: assuming Earth-based observer.\n",
"\n",
" new_val = prop(instance)\n"
]
}
],
"source": [
"wcs_base = maps[0].wcs\n",
"new_maps = [maps[0]]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Reproject each map on to the WCS of the first map. This interpolates all the remaining maps on to the same coordinate frame of the first map."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "d22d21f875df4beba9bbf346f5e30c68",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
" 0%| | 0/35 [00:00<?, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/dstansby/miniconda3/lib/python3.8/site-packages/sunpy/util/decorators.py:378: SunpyMetadataWarning: Missing metadata for observer: assuming Earth-based observer.\n",
"\n",
" new_val = prop(instance)\n",
"/Users/dstansby/miniconda3/lib/python3.8/site-packages/sunpy/util/decorators.py:378: SunpyMetadataWarning: Missing metadata for observer: assuming Earth-based observer.\n",
"\n",
" new_val = prop(instance)\n",
"/Users/dstansby/miniconda3/lib/python3.8/site-packages/sunpy/util/decorators.py:378: SunpyMetadataWarning: Missing metadata for observer: assuming Earth-based observer.\n",
"\n",
" new_val = prop(instance)\n",
"/Users/dstansby/miniconda3/lib/python3.8/site-packages/sunpy/util/decorators.py:378: SunpyMetadataWarning: Missing metadata for observer: assuming Earth-based observer.\n",
"\n",
" new_val = prop(instance)\n",
"/Users/dstansby/miniconda3/lib/python3.8/site-packages/sunpy/util/decorators.py:378: SunpyMetadataWarning: Missing metadata for observer: assuming Earth-based observer.\n",
"\n",
" new_val = prop(instance)\n",
"/Users/dstansby/miniconda3/lib/python3.8/site-packages/sunpy/util/decorators.py:378: SunpyMetadataWarning: Missing metadata for observer: assuming Earth-based observer.\n",
"\n",
" new_val = prop(instance)\n",
"/Users/dstansby/miniconda3/lib/python3.8/site-packages/sunpy/util/decorators.py:378: SunpyMetadataWarning: Missing metadata for observer: assuming Earth-based observer.\n",
"\n",
" new_val = prop(instance)\n",
"/Users/dstansby/miniconda3/lib/python3.8/site-packages/sunpy/util/decorators.py:378: SunpyMetadataWarning: Missing metadata for observer: assuming Earth-based observer.\n",
"\n",
" new_val = prop(instance)\n",
"/Users/dstansby/miniconda3/lib/python3.8/site-packages/sunpy/util/decorators.py:378: SunpyMetadataWarning: Missing metadata for observer: assuming Earth-based observer.\n",
"\n",
" new_val = prop(instance)\n",
"/Users/dstansby/miniconda3/lib/python3.8/site-packages/sunpy/util/decorators.py:378: SunpyMetadataWarning: Missing metadata for observer: assuming Earth-based observer.\n",
"\n",
" new_val = prop(instance)\n",
"/Users/dstansby/miniconda3/lib/python3.8/site-packages/sunpy/util/decorators.py:378: SunpyMetadataWarning: Missing metadata for observer: assuming Earth-based observer.\n",
"\n",
" new_val = prop(instance)\n",
"/Users/dstansby/miniconda3/lib/python3.8/site-packages/sunpy/util/decorators.py:378: SunpyMetadataWarning: Missing metadata for observer: assuming Earth-based observer.\n",
"\n",
" new_val = prop(instance)\n",
"/Users/dstansby/miniconda3/lib/python3.8/site-packages/sunpy/util/decorators.py:378: SunpyMetadataWarning: Missing metadata for observer: assuming Earth-based observer.\n",
"\n",
" new_val = prop(instance)\n",
"/Users/dstansby/miniconda3/lib/python3.8/site-packages/sunpy/util/decorators.py:378: SunpyMetadataWarning: Missing metadata for observer: assuming Earth-based observer.\n",
"\n",
" new_val = prop(instance)\n",
"/Users/dstansby/miniconda3/lib/python3.8/site-packages/sunpy/util/decorators.py:378: SunpyMetadataWarning: Missing metadata for observer: assuming Earth-based observer.\n",
"\n",
" new_val = prop(instance)\n",
"/Users/dstansby/miniconda3/lib/python3.8/site-packages/sunpy/util/decorators.py:378: SunpyMetadataWarning: Missing metadata for observer: assuming Earth-based observer.\n",
"\n",
" new_val = prop(instance)\n",
"/Users/dstansby/miniconda3/lib/python3.8/site-packages/sunpy/util/decorators.py:378: SunpyMetadataWarning: Missing metadata for observer: assuming Earth-based observer.\n",
"\n",
" new_val = prop(instance)\n",
"/Users/dstansby/miniconda3/lib/python3.8/site-packages/sunpy/util/decorators.py:378: SunpyMetadataWarning: Missing metadata for observer: assuming Earth-based observer.\n",
"\n",
" new_val = prop(instance)\n",
"/Users/dstansby/miniconda3/lib/python3.8/site-packages/sunpy/util/decorators.py:378: SunpyMetadataWarning: Missing metadata for observer: assuming Earth-based observer.\n",
"\n",
" new_val = prop(instance)\n",
"/Users/dstansby/miniconda3/lib/python3.8/site-packages/sunpy/util/decorators.py:378: SunpyMetadataWarning: Missing metadata for observer: assuming Earth-based observer.\n",
"\n",
" new_val = prop(instance)\n",
"/Users/dstansby/miniconda3/lib/python3.8/site-packages/sunpy/util/decorators.py:378: SunpyMetadataWarning: Missing metadata for observer: assuming Earth-based observer.\n",
"\n",
" new_val = prop(instance)\n",
"/Users/dstansby/miniconda3/lib/python3.8/site-packages/sunpy/util/decorators.py:378: SunpyMetadataWarning: Missing metadata for observer: assuming Earth-based observer.\n",
"\n",
" new_val = prop(instance)\n",
"/Users/dstansby/miniconda3/lib/python3.8/site-packages/sunpy/util/decorators.py:378: SunpyMetadataWarning: Missing metadata for observer: assuming Earth-based observer.\n",
"\n",
" new_val = prop(instance)\n",
"/Users/dstansby/miniconda3/lib/python3.8/site-packages/sunpy/util/decorators.py:378: SunpyMetadataWarning: Missing metadata for observer: assuming Earth-based observer.\n",
"\n",
" new_val = prop(instance)\n",
"/Users/dstansby/miniconda3/lib/python3.8/site-packages/sunpy/util/decorators.py:378: SunpyMetadataWarning: Missing metadata for observer: assuming Earth-based observer.\n",
"\n",
" new_val = prop(instance)\n",
"/Users/dstansby/miniconda3/lib/python3.8/site-packages/sunpy/util/decorators.py:378: SunpyMetadataWarning: Missing metadata for observer: assuming Earth-based observer.\n",
"\n",
" new_val = prop(instance)\n",
"/Users/dstansby/miniconda3/lib/python3.8/site-packages/sunpy/util/decorators.py:378: SunpyMetadataWarning: Missing metadata for observer: assuming Earth-based observer.\n",
"\n",
" new_val = prop(instance)\n",
"/Users/dstansby/miniconda3/lib/python3.8/site-packages/sunpy/util/decorators.py:378: SunpyMetadataWarning: Missing metadata for observer: assuming Earth-based observer.\n",
"\n",
" new_val = prop(instance)\n",
"/Users/dstansby/miniconda3/lib/python3.8/site-packages/sunpy/util/decorators.py:378: SunpyMetadataWarning: Missing metadata for observer: assuming Earth-based observer.\n",
"\n",
" new_val = prop(instance)\n",
"/Users/dstansby/miniconda3/lib/python3.8/site-packages/sunpy/util/decorators.py:378: SunpyMetadataWarning: Missing metadata for observer: assuming Earth-based observer.\n",
"\n",
" new_val = prop(instance)\n",
"/Users/dstansby/miniconda3/lib/python3.8/site-packages/sunpy/util/decorators.py:378: SunpyMetadataWarning: Missing metadata for observer: assuming Earth-based observer.\n",
"\n",
" new_val = prop(instance)\n",
"/Users/dstansby/miniconda3/lib/python3.8/site-packages/sunpy/util/decorators.py:378: SunpyMetadataWarning: Missing metadata for observer: assuming Earth-based observer.\n",
"\n",
" new_val = prop(instance)\n",
"/Users/dstansby/miniconda3/lib/python3.8/site-packages/sunpy/util/decorators.py:378: SunpyMetadataWarning: Missing metadata for observer: assuming Earth-based observer.\n",
"\n",
" new_val = prop(instance)\n",
"/Users/dstansby/miniconda3/lib/python3.8/site-packages/sunpy/util/decorators.py:378: SunpyMetadataWarning: Missing metadata for observer: assuming Earth-based observer.\n",
"\n",
" new_val = prop(instance)\n",
"/Users/dstansby/miniconda3/lib/python3.8/site-packages/sunpy/util/decorators.py:378: SunpyMetadataWarning: Missing metadata for observer: assuming Earth-based observer.\n",
"\n",
" new_val = prop(instance)\n"
]
}
],
"source": [
"for i in tqdm(range(1, len(maps))):\n",
" # This line reprojects the maps.\n",
" array, _ = reproject_interp((maps[i].data, maps[i].wcs),\n",
" wcs_base,\n",
" shape_out=(1024, 1024))\n",
" # From the raw array, create a sunpy map\n",
" new_map = Map(array, wcs_base)\n",
" # Make sure the plot settings are the same to get the SOT colourmap\n",
" new_map.plot_settings = maps[0].plot_settings\n",
" # Append to the list of new maps\n",
" new_maps.append(new_map)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Animate the reprojected maps"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"save_mp4(new_maps, 'aligned.mp4')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.8"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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