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jAxWF1CVwcArI7AgYKELgYWDS6bFuAwMU2lecbhkIiH08Pyjfflb956LBukaClYUPPu0cHahDIyQnIqtXlr61Wa8RsjzIbJiNj52wYa4HeSACj/snKghgBBJJBwOvAZcPCxZIyarA96mBQSkY+Q+BSQYvAxd6ls8utCFwcArI7AgYKELgYWDS6bFuAwMU2lacbfvFVUGZ8Vh60dDogsiBuq5as0+JpYRweXD1+VLo2jJoNo96UpIKZaB/1Om8VwKjHktTMmGbNImFMSorDTrA7Agj4SiCZApc//lor63M3S9fO8Z8hs3jJCrlx5OPSs3tnufP6C1y7BghcHFISuDgEZHcEDBQgcDGwaHTZtgCBi20qTzb84afIK57Voq3q02HPSNDS8W8ELZ4UJE4HXb++8mwYFcaoR5WqftLTS19ZrRboLZ8N06BBnDrKYRBAwHWBZApcXnzjYyksKpbLzx1QybEkFJKUYPlfMriNPHfBUrl7wouyd4e2kpVVl8DFbWAn7RG4ONFjXwTMFCBwMbNu9NqeAIGLPad4b/XzL5EFcUvfhKMWXO3TMyQHdiJoiXct/HI89WpqazbMzrclqdkw63YxG6Zx451vSmq+czaMWhumWZg1fvxSTPqBwG4EkiVw+e7HxXLjXY9JakqKnH5iL2nSqL78+tufomae9OnRRa677Ax54PFX5bOvf5JQKCSHHbK/3D3sEklJSZG8/G0y8sHnZd6iZVKvbobcdu15cuShnWTrtgIZM+FF689TU1PkvDOOk0Gn9K2mrWbWNGvSUF588xNrhg0zXHw0JAlcfFQMuoJAnAQIXOIEzWE8ESBw8YR9lwdd+WckaFnxR+SxkvpZImpB3MMP481D/qqUf3qzYUP12TClM6Iq9jItrXxtmOY7Z8OoV1Y3bkSI559q0hMERJIlcFG1HjNxqrTMbmLNcHn57Rky6cV35dUnRkjb1tkyc/ZcGT95mrwxeZQEAgEZNHSUDD5voJzUr7vcM/ElSUkJyvBrzpX5i3+TwcMelFlvT5QJk9+QjZvz5d7bB8vmvK1y9pC75NF7rpd9O7aLemlNmvoegYvfBh2Bi98qQn8Q0C9A4KLfmCN4J0Dg4p19xSPnbowELYsWR4IWNZP66N6RBXE1zqr2x8nTC9cFCgsjs2HUP2pxXjVXZv3AAAAgAElEQVQbZu266GvDNGpY/spqtSaMCmHUbJiMOq53iwYRQMCGQLIGLq+8M0Nmzp4nk8fdbCmFw2HZXrDDmsGiPnc9NEVat2gqQ84/WY7/xy0y8e5rZf+997D+25a8rdKgfqb0P2eYjBsxVA7av6P15w8++brUq1tHrrr4NAIXG9eeLzYhcPFFGegEAnEVIHCJKzcHi7MAgUucwascTt0YqzcPff9D+bPqR3SPBC1Zmd72jaMnnkBubmQ2jBXErFVBTEC2bq1+nmohXrU4r3qUrXkzkaZqkd6mImrhXj4IIKBXIJkDl7kLl8oDdw61gHM35cmDk16X31asEvXq6b/W5Mi5ZxwrQy84RbqdMETeff4eadsqu1IxDj3hCmmQVc+a/aI+an2YE/t1t2bCRPsww0XvtVyr1glcasXGTggYLUDgYnT56HwNAgQu3l0in80MyswvyoOWgztHFsTNzuam1ruqJN+Ri4rK14ZZtUbNiBErjIn2UYvxWkFM850zYXa+srpeveRz44wR0CWQzIGLWnvl/juusGjVjBYVmNx966XWArojxj0nrVs2swIXNcPloZFXSef9/2Ztu3zlGmnTspmcctHtMmH0NbLfXu1tlYfAxRZTfDcicImvN0dDwA8CBC5+qAJ90CVA4KJLdtftfvd95BXPahFU9dl7r0jQskd7gpb4V4Mj7kpg48by2TBqJox6NCk/ymwY9cibmgnTsnn5q6pLX1kdiJ7bgI4AArsRSKbA5f7HXpG09DS5achZoh4pqhi43DDiMenSaS+5eNAJ8suylXLdnY9I/76HW9uOmTBVdhQWyqhbLpWfl/4hl938gMx8a4JMePpNKdhRKCNuvFBKSkLy0FPTZOBxPaTTPntGFSdw8eFQJHDxYVHoEgKaBQhcNAPTvKcCBC7x41+wKGC94lndyKpPm9aRoGX//Qha4lcFjuREoLhEZPWqyNowq9aI9UiSCmKifdSCz9YjSdkVgpimYcnKctID9kUg8QWSKXCZPWeh3DDiUTn6yC5WuFIxcFGvbh4+drKkpaVaM1mO6dlV7rjvGbnv9iHStfPeMmLc8/LTgiVSP7Ou3H7d+XLkYQdabym6Z+JU+XH+EikpKZE+R3aR4Vefa72xqOJHBT2vvfuZlITCarEY6xGkMwceLXdcf77jCywQVqvP8Km1AIFLrenYEQFjBQhcjC0dHbchQOBiA8nhJst/jyyI+9eqyI2pWqS0T++QdDuENw85pGV3nwhs2iyyamcQo0IY9U9+fvTORdaGEVEL9Eb+iSzSq9aN4YMAAsn1lqJErDeBi8OqErg4BGR3BAwUIHAxsGh02bYAgYttqpg3zMkJyMczgvLrkkjQol7L27d3SHoeRdASMyY7GCcQCu18U5IVxERmw6h/on0yMyNrw2SrxXmbRcKYpk3D0rCBcadNhxFwLOD1DJf1i3+J6RzUgrZN998npn0SeWMCF4fVJXBxCMjuCBgoQOBiYNHosm0BAhfbVLY33LZNrKDlp7nlC+L2PDLy5qGMyNst+SCQtAKbt1SfDZOXF52jeXO1QG/5bBjrldVNw5KenrR8nHgSCHgduCQBsdZTJHBxyEvg4hCQ3REwUIDAxcCi0WXbAgQutqlsbageHfpqdnnQ0rVLSHr3CkuTxjzRbQuQjZJSQC14YK0LU2U2TLSFEOrVjawNY82GUa+q3vnvxo0YY0l58STgSRO4mF1UAheH9SNwcQjI7ggYKEDgYmDR6LJtAQIX21S73fDrb4Ly6edBKS6ObLbfvpEFcdu24SbQHWFaSUaBLXnlQczq1ZFHktSfRfuoAKZ5dmQ9GPU4krU2TNMws8qS8cIx/JwJXMwuIIGLw/oRuDgEZHcEDBQgcDGwaHTZtgCBi22qqBvO/V9AZnyWIlu2RP5z+3Zh6dMrZL3qmQ8CCOgRsGbDWDNiyteGUWvGVP2oR/jU2jCRNWF2PprUTKRpE8annsrQqhsCBC5uKHrXBoGLQ3sCF4eA7I6AgQIELgYWjS7bFiBwsU1VacOlyyJvHlqzNrIIqLqBO7p3SA4+iBu52omyFwLOBPLyI7NhSl9brWbDqPVion3UDJjsnYvzli7Sq0KZevWc9YG9EXBDgMDFDUXv2iBwcWhP4OIQkN0RMFCAwMXAotFl2wIELraprA3VYw1qQdzflkeCFvU36H37hKRHd948FJskWyMQHwEVvJTOhlm1JiBr1gSkpKT6seukizTfORum9HGk0ldWB6K/XCk+J8BRkk6AwMXskhO4OKwfgYtDQHZHwEABAhcDi0aXbQsQuNijUo8MfTwjReYvKL/zUo8OqXVa1Oue+SCAgDkC+Vt3zoYpXahXzYbZHL3/asHr8lkwkTVi1GyYrCxzzpeemiVA4GJWvar2lsDFYf0IXBwCsjsCBgoQuBhYNLpsW4DAZfdU6m/C1YyWb78rf/PQYYeGpE/PkDRoYJuZDRFAwAAB9YhgZH2YyKur1eyYaLNhVMjaPLtiEFO+RkxqqgEnShd9LUDg4uvy1Ng5ApcaiXa/AYGLQ0B2R8BAAQIXA4tGl20LELjsmmrWl0H5fFZQShfjPPCAsPTuFbIW4eSDAALJIbB1W+RRwrKFelcHZNOm6OfeqNHOhXl3viXJeltSs7A0JJxNjovFpbMkcHEJ0qNmCFwcwhO4OARkdwQMFCBwMbBodNm2AIFLdao5Pwbls8+Doh47UJ8Oe0bePPS3DgQtti8sNkQgwQXWrqs+G6b0tfAVTz0lZedsGPWWpCqvrE5PT3AkTq9WAgQutWLzzU4ELjZKseDn5XL3hBdl+R+rpUV2E7ll6NnSp0cXa08CFxuAbIJAggkQuCRYQTmdSgIELuUcP/+iXvEclHU5kXVa1CMDR/cJiZrZwgcBBBCoSWD79sjaMBVfW71xU/QVdxvUL18PpuIrqxs34v9vanJO9P9O4GJ2hQlcaqhfOByWY86+WW4ccqYMPLaHzPpmntwy+kn5+r3HpE56GoGL2dc/vUegVgIELrViYydDBAhcRFb+GXnF84o/IjdGmZmRNw8dfihvHjLkMqabCPhaQIW41rowO8MY9YhSUVH1LgeDItnWLJidjyZZC/RG/rd6I1q0j1rIOz8/IFlZYel8IGGNry8Em50jcLEJ5dPNCFxqKEzBjkL5eOb3cmr/o8q27NZ/iLw75R5p2yqbwMWnFzbdQkCnAIGLTl3a9logmQOX3NzIK54X/1z+N9DH9I28eYjXwHp9ZXJ8BBJboKCgymyY1SLq/5OifbIyRUrXgykNYBo3Ennz30HrNdeln5Ytw3LFZSWiHmPiY64AgYu5tVM9J3CJoX5FRcXy9odfymv//lTefGa0pASDBC4x+LEpAokiQOCSKJXkPKIJJGPgsmNH5M1Dc34of/NQj+6RoEXNbuGDAAIIeCWQs758Noy1WO+qgBRGmQ2zq/6denJIuh3C7Dyv6ufGcQlc3FD0rg0CF5v2M2fPlWvvnCjNmzWWiaOvlQP362DtGQozVc8mIZshkBAChUUh2Tr1CUn5+PWEOB9OAoGqAiX9B0nmBVdJelp5+GCCkjU2ly2LuauffN9YPv2hUdl+XffJl76HbJLmjWO4o4n5qOyAQO0EMjt2NG5s1u5M2Wt3AtsLRP5YGZYVf4Zlxcqw/LFSZG1O9HuSk08IivqHj7kCQaZYmls8ZrjEVruSkhL579yf5Z9jnpLXJo2U1i2ayprcgtgaYWsEEDBeIPWtyZI6fZrx58EJIBBNQM1wKf77ECNxrLE5611bff8q41T5pN75si1Q39p+36I5cuy2V6VD8UJb+7MRAvEWKO5zqrFjM95WyXi8774PyH/+r3qwcvJJIel+GH9BbPI10bLJLhbsMfmkkqjvzHCpodi5G7fI7DkLZeBxPcq2vPiG++TsU/rKSf2680hREg0WThWBUgEeKeJaSGQBkx8psjM259btKx9lXSrrU9taZWxTtESOz39BOhV8nchl5dwSQMDksZkA/L4/ha3bRJ58KlW25JV3Vb356MoriiWznu+7Twd3I8AjRWZfHgQuNdRvS95W6y1F4++6Snp1P0h+XbZSLrxurEx97A7Zu0NbAhezr396j0CtBOzc1NWqYXZCwAcCJt/U7W5sLk0/RD6sf7msSD/AUm5YkiP986fI4dv+zwfqdAGBmgVMHps1nx1buCGQlycyb35Q8vJF6meJHNw5JPUjk/j4GCxA4GJw8XikyF7xvvzufzJ+8huyes16adgwS4acd7L8fUBva+dVG7bba4StEEAgYQQIXBKmlJxIFAGTb+qijc01qR3k/xoMlkV1IjNVU8LFcmL+s3J0/mvUHwGjBEwem0ZB01kEfCZA4OKzgsTYHWa4xAhWdXMCF4eA7I6AgQIELgYWjS7bFjD5pq7i2MwPNpL3GwyVOXX7l5173/xX5Zj8lyUjvNW2Bxsi4BcBk8emXwzpBwImChC4mFi18j4TuDisH4GLQ0B2R8BAAQIXA4tGl20LmHxTVzo2VdAyM3NQ2Tmrx4aOyX9Jmpastu3Ahgj4TcDksek3S/qDgEkCBC4mVat6XwlcHNaPwMUhILsjYKAAgYuBRaPLtgVMvqn7dvL38unqLrIjUNc6304Fs+XY/KnSruhn2+fPhgj4VcDkselXU/qFgAkCBC4mVGnXfSRwcVg/AheHgOyOgIECBC4GFo0u2xYw8aZu7ryAfDYrRTZtipzmHkWL5Li8F2S/Hf+1fd5siIDfBUwcm343pX8ImCBA4GJClQhctFWJwEUbLQ0j4FsBAhffloaOuSBg0k3dkqUB+fTzoKxaHbDOvEn6Fjlh3aPSdfsMFyRoAgF/CZg0Nv0lR28QMFuAwMXs+jHDxWH9CFwcArI7AgYKELgYWDS6bFvAhJs6FbDM+CwoS5dFgpb0dJFj+4ak919PSer0abbPlQ0RMEnAhLFpkid9RcAUAQIXUyoVvZ8ELg7rR+DiEJDdETBQgMDFwKLRZdsCfr6p27xZZPqnKfK/BZGgRX2O7h2S3j1Dkpoqwti0XWY2NFDAz2PTQE66jIAxAgQuxpQqakcJXBzWj8DFISC7I2CgADd1BhaNLtsW8ONNXXGxyCczgvLtf4Nl53H4oSHp3SskDeqXnxpj03aZ2dBAAT+OTQMZ6TICxgkQuBhXskodJnBxWD8CF4eA7I6AgQLc1BlYNLpsW8BvN3WzvgzKzC+CUlISOYVO+4elT++QtGwRrnZOjE3bZWZDAwX8NjYNJKTLCBgpQOBiZNnKOk3g4rB+BC4OAdkdAQMFuKkzsGh02baAX27q5vwQlM+/CEpeXqTre7QPS7+jQ9Jhz+pBS+nJMTZtl5kNDRTwy9g0kI4uI2C0AIGL0eUTAheH9SNwcQjI7ggYKMBNnYFFo8u2Bby+qVv8s3rFc1DWro2s09KsWViOOToknQ7YddBC4GK7vGxosIDXY9NgOrqOgNECBC5Gl4/AxWn5CFycCrI/AuYJELiYVzN6bF/Aq5u6P1ZGXvG8/PdI0FK3rsix/UJyWLeQ7c4zNm1TsaGBAl6NTQOp6DICCSVA4GJ2OZnh4rB+BC4OAdkdAQMFuKkzsGh02bZAvG/qNuRGXvG8cFH5m4eOUa947hmSQPkf2eo/Y9MWExsZKhDvsWkoE91GIOEECFzMLimBi8P6Ebg4BGR3BAwU4KbOwKLRZdsC8bqpKyhQr3gOyvc/lL95qEf3kPTpFZJ69Wx3t9KGjM3aubGXGQLxGptmaNBLBJJHgMDF7FoTuDisH4GLQ0B2R8BAAW7qDCwaXbYtEI+bOvXo0BdfBSW8c1mWgw4My9G9Q9Z6LU4+jE0neuzrd4F4jE2/G9A/BJJRgMDF7KoTuDisH4GLQ0B2R8BAAW7qDCwaXbYtoPOm7tv/BmXWF0HZui3SnY4dwtL36JC0b+csaCk9Ocam7TKzoYECOsemgRx0GYGkESBwMbvUBC4O60fg4hCQ3REwUICbOgOLRpdtC+i4qZu/ICAzvwhKzvrIoiwtWoRFrdOy3z7uBC0ELrbLy4YGC+gYmwZz0HUEkkaAwMXsUhO4OKwfgYtDQHZHwEABAhcDi0aXbQu4eVP32/KAfDYzKOoNROqTlSVyXL+QHNLF/puHbHdcRBibsWixrWkCbo5N086d/iKQzAIELmZXn8DFYf0IXBwCsjsCBgpwU2dg0eiybQE3burWrou84vnnXyJBi3rb0PHHhuSoHnqCltKTY2zaLjMbGijgxtg08LTpMgJJL0DgYvYlQODisH4ELg4B2R0BAwW4qTOwaHTZtoCTm7r8rWK94vnHn8rfPNTzyMibh+rUsd2FWm/I2Kw1HTsaIOBkbBpwenQRAQR2IUDgYvalQeDisH4ELg4B2R0BAwW4qTOwaHTZtkBtburU24bUK56/ml0etBxycEiO7hOWxo3cXadldyfC2LRdZjY0UKA2Y9PA06TLCCBQRYDAxexLgsDFYf0IXBwCsjsCBgpwU2dg0eiybYFYb+pUyKJe8VxQEDnEPnuFpd/RIWndOn5BS+nJMTZtl5kNDRSIdWwaeIp0GQEEoggQuJh9WRC4OKwfgYtDQHZHwEABbuoMLBpdti1g96bup3nqFc8Byd0YWadFBSzH9g3JXh3jH7QQuNguLxsaLGB3bBp8inQdAQQIXBLuGiBwcVhSAheHgOyOgIECBC4GFo0u2xao6abu1yWRVzz/+VckaGnYUL15qEQO6uxd0ELgYru8bGiwQE1j0+BTo+sIILAbAWa4mH15ELg4rB+Bi0NAdkfAQAECFwOLRpdtC+zqpu6vVQH5fGZQfl0aCVpSUyNvHjricL1vHrLdcV4LHQsV2xooQOBiYNHoMgIuCBC4uIDoYRMELg7xCVwcArI7AgYKELgYWDS6bFug6k3dps0in32eInP/Fwla1Ee9dejo3iFJSbHdbFw2ZGzGhZmDeCRA4OIRPIdFwGMBAhePC+Dw8AQuDgEJXBwCsjsCBgpwU2dg0eiybYHSm7qi4sgrnr/5tvzNQ4d2DUnfPiGpX992c3HdkLEZV24OFmcBApc4g3M4BHwiQODik0LUshsELrWEK92NwMUhILsjYKAAN3UGFo0u2xZQN3XTs6+w3jxUVBTZbf99w9Kvb0haNPd+nZbdnQhj03aZ2dBAAQIXA4tGlxFwQYDAxQVED5sgcHGIT+DiEJDdETBQgJs6A4tGl20JfFPvFPm02WDZVJRlbd+uXeTNQx329HfQUnpyjE1bZWYjQwUIXAwtHN1GwKEAgYtDQI93J3BxWAACF4eA7I6AgQLc1BlYNLq8W4H5Gb1kRtYF8lfa3tZ2TZqE5bhjQtJpfzOCFgIXLvBkECBwSYYqc44IVBcgcDH7qiBwcVg/AheHgOyOgIECBC4GFo0uRxVYnt5ZpmddJL/W6Wb994zwNjmxzfdyyOVHGSnG2DSybHTapgCBi00oNkMgwQQIXMwuKIGLw/oRuDgEZHcEDBTgps7AotHlSgI5qe3k46yLZW7dfmV/3j/veTku/0Ux+aaOscmFnsgCJo/NRK4L54aAbgECF93CetsncHHoS+DiEJDdETBQgJs6A4tGly2B7cH68lHWpfJ15mllIkdtfUf650+ReqEt1p+ZfFPH2ORCT2QBk8dmIteFc0NAtwCBi25hve0TuNjwXfb7Khk1for8smylNGvSUG4ZOkj6HnWItSeBiw1ANkEgwQS4qUuwgibJ6XxS/2L5NOs8KZFU64wPLpgpJ+Q9J9nFKysJmHxTx9hMkos5SU/T5LGZpCXjtBFwRYDAxRVGzxohcLFBf9old8rfB/SW8844TmbPWSA3jnxcvnznEcnISCdwseHn903Wrw/I3PkBycsTqV9fpEvnsDRrZtZCkX43TrT+cVOXaBVN7PP5KvMMK2jJCzaxTrRj4Vw5Me8Z2bNwYdQTN/mmjrGZ2Ndysp+dyWMz2WvH+SPgRIDAxYme9/sSuNRQg5KSEnnnw6/k9BN7SkpKirX1EQOulDeeHiXtWjcncPH+GnbUgy1bRB6blCoFBeXNZGSIXDO0WBo0cNQ0OyewADd1CVzcBDq1n+oeYwUta1I7WGfVoniFDMh7Sg4o+Ga3Z2nyTR1jM4EuYE6lmoDJY5NyIoBA7QUIXGpv54c9CVxirML8xb/J9SMekxmvPyTBYEDWbqxwpx5jW2zuvcA3/w3I+/8XrNaRgSeFpMfhzHLxvkL+60E4LJL69mRJ/WSa/zpHjxAQkSV1ulmveF6WfrDlkRnaLAO3TJLDtn9ky6f4+LOl+IwhEgjY2tw3GzE2fVMKOqJJwNSxqYmDZhFIGoEWjTOS5lwT8UQJXGKo6p+rc+SKWx+SO2+4QHp062TtWRLipjwGQt9t+v7HIfnPR6Go/WqRHZD27UT2aKv+HbD+rWa/8ElugcKikGx76QlJ+fj15Ibg7H0nsDqto3ySdaHMz+hd1rcBeZOlb/6rMfW1pP8gqXf+VZKeVj2MjqmhOG/M2IwzOIeLu4DRY3Pu93H34oAIxFOgXpfDtH1vpgQN+xuQeMIbcCwCF5tF+nXZSrnuX4/KbdeeK316dCnbi0VzbQL6dLOf5gXknXcjj4pV/DRtEpYdOwKSv7Xyn6eni7RuFa7wj7Dei09rq7NbPLagU5e2YxVQa7N8XP8S+bbewLJd+2x9Q47Pe17qhLfH2hxvKYpZjB0QiI+AyY8U8b0Zn2uEo3gjoHts8kiRN3V166gELjYk/1yVI5ffMk7uvX2wHHLg3pX2IHCxAejzTZ55PkX+WFmeHLdvF5bLLymRTZsCsiFXZENuQHKr/DtUZVJMkyYqhKkcxjAbxueFd9A9fjg6wGNX1wTCEpSP6l9qrdNS+um2fbr15qHGJWtqfRzdPxxr3TEbOzI2bSCxibECjE1jS0fHE1xA99gkcDH7AiJwsVG/i2+4Twad0ldO7Ne92tYELjYADdhkydKA5OcHJCsrLHvvtevHxHbsqBzAVAxjtlaZDZOWVn02THY2j6AZcDnU2EVu6mokYgPNArMyz7aClm3ByOre++yYIyflPS1ti351fGTdPxwdd3A3DTA2derSttcCjE2vK8DxEYguoHtsEriYfeURuNRQP7VuS/9zhkl6WmqlLceNuFKO7dWNtxSZff271vuNm6rPgimdFVNtNkzj8tkwrVqHpXXLsNSt61pXaCgOAtzUxQGZQ0QVmFO3vxW05KS2s/5766KlMjDvKStwceuj+4ejW/2M1g5jU6cubXstwNj0ugIcHwECF66B2AUIXGI3q7QHM1wcAibw7oWFIus3RB5Lys1V/y4PZarOhklNrTAbRoUwrUSaMxvGt1cHN3W+LU3CdmxxnSPk06zz5ff0yILtDUo2yMC8SdJ1+wzXz5mbOtdJaRABVwQYm64w0ggCrgvoHpvMcHG9ZHFtkMDFITeBi0PAJNy94myY8jAmEspUnQ3TuFFYWrcuD2NatQxLvXpJiOazUyZw8VlBErg7f6TtZ73ieVHGkdZZBqXEesVz761vajtr3T8ctXVcRBibOnVp22sBxqbXFeD4CEQX0D02CVzMvvIIXBzWj8DFISC7WwJFRSI56yvPhikNY6rNhkkRsR5FKntbkkiL5qwNE89LiZu6eGon57FyU1rK9PoXyfd1TygD6Jf/ivTPf15SwsVaUXT/cNTZecamTl3a9lqAsel1BTg+AgQuXAOxCxC4xG5WaQ8CF4eA7L5bgU2bI48l5VZ6NCmycG+4SsbSqFHlRXrVbJjMTIB1CHBTp0OVNpVAYSBDPql/sczMHFQGcvi2D+WEvGekQSg3Lkjc1MWFmYMgELMAYzNmMnZAIC4CuscmM1ziUkZtByFwcUhL4OIQkN1jFigpEVm7tuIrq8tnxmzdVrm5lJSKIYxIq1ZhadmC2TAxo1fZgcDFqSD7RxP4LOtca0HcHYHIc4MH7PhGTtrytLQsXh5XMN0/HHWeDGNTpy5tey3A2PS6AhwfgegCuscmgYvZVx6Bi8P6Ebg4BGR31wS2bBFZl6MW5q0YxkSfDdOwYfXZMFlZrnUl4Rvipi7hSxzXE/yu3gAraMlNaWUdt33RzzJgyyTpWDgvrv0oPZjuH446T4qxqVOXtr0WYGx6XQGOjwCBC9dA7AIELrGbVdqDwMUhILtrFVCL8K5Rs2E2RIKXimHMtiqzYYLB6rNh1GNJfKoLcFPHVeGGwIKMntabh1am7Ws117hkjZy8ZZIcVDDLjeZr3QY3dbWmY0cEtAowNrXy0jgCtRbQPTaZ4VLr0vhiRwIXh2UgcHEIyO6eCOTliaxdV/lV1bm5u5gN0yASxKjHkax/twxL/fqedNs3ByVw8U0pjOzIb+kHWTNafqlzuNX/tPAO681DR237ty/OR/cPR50nydjUqUvbXgswNr2uAMdHILqA7rFJ4GL2lUfg4rB+BC4OAdndNwJqEV4VwuTkRIKXyIyYyP+uOhsmEKgwG6a1WCGM+kf9eTJ8uKlLhiq7f47rUttbr3j+se6xZY0fl/+C9M+b4v7BHLSo+4ejg67VuCtjs0YiNjBYgLFpcPHoekIL6B6bBC5mXz4ELg7rR+DiEJDdfS+QvzWySK/1tqSdAUzpK6urvimpQX2R1jtfWV0awjRo4PtTjLmD3NTFTJbUO2wLNpDpWRfKl5l/L3Pose09OTHvGakXyvOdje4fjjpPmLGpU5e2vRZgbHpdAY6PQHQB3WOTwMXsK4/AxWH9CFwcArK7sQJqNszadbJzXZhdz4ZRJ1gawrRuVT4bRq0ZY+qHmzpTKxf/fqugRT0+VBxItw7eueBLGZA3WZoV/xn/ztg8ou4fjja7UavNGJu1YmMnQwQYm4YUim4mnYDusUngYvYlReDisH4ELg4B2T2hBNSjR2qR3pz15a+q3tVsGLUOjFoTpnRdGDUjRr09yYQPN3UmVMnbPs6ud6oVtGxOybY60qFwvgzMmyR7FC7ytnlQnOsAACAASURBVGM2jq77h6ONLtR6E8ZmrenY0QABxqYBRaKLSSmge2wSuJh9WRG4OKwfgYtDQHZPCoGcnICsWSeyYYN6Y1J5GLNte/XTLwthKsyGSUnxFxM3df6qh596My/jaOvNQ6vSOlrdyi7+0wpaOhV87adu7rYvun846oRgbOrUpW2vBRibXleA4yMQXUD32CRwMfvKI3BxWD8CF4eA7J60Atu3RxbpVevDlM6CUf9Wi/RW/WRlVZ0NI9KokXevrOamLmkv212e+JI6XeXTzPNkaZ2u1jZ1Q/lW0NJ92wfGYen+4agThLGpU5e2vRZgbHpdAY6PAIEL10DsAgQusZtV2oPAxSEguyNQRUAtzrt2rci6HLUuzO5nw6jHkCKvrC5fGyY1VT8pN3X6jU05gprJoma0qJktpZ8T856VY/JfMuUUqvWTmzpjS0fHE1yAsZngBeb0jBXQPTaZ4WLspWF1nMDFYf0IXBwCsjsCNgR27IisDRN5W1JkFkzpG5Oq7p6ZWX02TOPG7s6GIXCxUbQE32RLSlPrFc9qrZbST6+tb1lvHkoPFxh99rp/OOrEYWzq1KVtrwUYm15XgOMjEF1A99gkcDH7yiNwcVg/AheHgOyOgAMBFbyo2TDq0aSKIYx6XKnqp2WL6rNh0tJqd3Bu6mrnlgh7hSRFPql/kXyWdZ6EJPKqrS7bP7PePNS4ZG0inKLo/uGoE4mxqVOXtr0WYGx6XQGOjwCBC9dA7AIELrGbVdqDwMUhILsj4LJAYeHO2TDrApKTU8NsmHqRV1arR5Mi/4g0aVLzbBhu6lwumiHNfZn5d+vNQ/nBxlaP9yr8UQZueUraFv1qyBnY6yY3dfac2AqBeAswNuMtzvEQsCege2wyw8VeHfy6FYGLw8oQuDgEZHcE4iSwcWPkTUmRx5LKH0mKNhumRelsmJbla8Okp5d3lMAlTkXzyWF+rHustU7L2tQ9rB61LF4uA7dMkv12/NcnPXS3G7p/OLrb28qtMTZ16tK21wKMTa8rwPERiC6ge2wSuJh95RG4OKwfgYtDQHZHwEOBoqLI40jW+jDrpNIivVW7VU/NhlEL9LYMS7s/PpV2P75ovfKXT+IK/FLncGtGy2/pB1knmRXaZAUth27/OHFPWoRHihK6upycyQK6b+p02hCG6tSlba8FdI9NAhevK+zs+AQuzvyEwMUhILsj4EOBTZsjM2FUEJOzvvxNSVHXhilebj1S0qZoqbQuWmL9OyO81YdnRZfsCqxM29ea0bIgo2fZLipoOXrr63abMHo73T8cdeJwU6dTl7a9FmBsel0Bjo9AdAHdY5PAxewrj8DFYf0IXBwCsjsChgiUlJS/KSln9kJZv2q7rE9tIxtS2lQ7g3qhPGlb9Iu0KVoirYuXWiFM8+I/DDnT5O1mbkora0bLd/UGlCGokOWkLU9LUEqSBkb3D0edkAQuOnVp22sBxqbXFeD4CBC4cA3ELkDgErtZpT0IXBwCsjsCBgpUvKnbnJItq1I7yuq0v8nq1L9ZIcz6lDayPVi/2pm1KP69wmyYpdKmeKnUDeUZKJBYXS4M1LVe8fxZ1jllJ6YeGxqwZbLUD+Um1snaOBtu6mwgsQkCHggwNj1A55AI2BDQPTaZ4WKjCD7ehMDFYXEIXBwCsjsCBgrU9Lfo6tXBKoApDWLUYqvrU9vKhpTW1c62big/EsIUL5HWRWo2zBJpUbzCQBUzuzwzc5A1q6U0IFML4arHh9TCuMn60f3DUadrTWNT57FpGwHdAoxN3cK0j0DtBHSPTQKX2tXFL3sRuDisBIGLQ0B2R8BAgdre1G0JNpXVaR1llTUbpqPkpLaV9SltZXswq5qCCl1U+GKtDVMc+Xe90BYDtfzZ5e/rnmCt06JmJKmPCr0G5j0le+340Z8djmOvdP9w1HkqtR2bOvtE2wi4JcDYdEuSdhBwV0D32CRwcbde8W6NwMWhOIGLQ0B2R8BAAXdv6gJlAUzFx5KizYZRi/FGFugtnQ2zNKlnYtTm0lmUcaQ1o2VF2gHW7g1LcmRg3iQ5ZPtntWkuIffR/cNRJ5q7Y1NnT2kbgdgFGJuxm7EHAvEQ0D02CVziUUV9xyBwcWhL4OIQkN0RMFAgHjd1+cHGFYKYjmI9lmStDVN9NoxakLfiAr1qNkxmaJOBsvq6/Ht6J2tGy+I6R1gHSQkXW0FLr61v6TuooS3r/uGokyUeY1Nn/2kbgd0JMDa5PhDwp4DusUng4s+62+0VgYtdqV1sR+DiEJDdETBQwMubujWpHWRVWkdrgV71eJJ6LCnabJg64W1VFuhdIq2KfjNQ21mXc1LbWTNa5tTtX9bQMfkvyYl5zzprOIH31v3DUSedl2NT53nRNgJKgLHJdYCAPwV0j00CF3/W3W6vCFzsShG4OJRidwQSR8BvN3Vbgw2tAMYKYtL+JmvU25J2MRsmu3jlznVhIgv0qoV664c2Jk5xdp7JtmADa0bLrMyzys6t+7YPrFktaqFiPrsW0P3DUae938amznOl7eQTYGwmX805YzMEdI9NAhczroNd9ZLAxWH9mOHiEJDdETBQwJSbOvUYkpoFUxrGrEvdQzaktKomXie8fWf4ElmcV72uWgUxpn7UjBb1j3rds/p0KvjaWhBXhU18ahbQ/cOx5h7UfgtTxmbtz5A9k1mAsZnM1efc/Syge2wSuPi5+jX3jcClZqPdbkHg4hCQ3REwUMDkmzr1+uNVOx9HKg1i1GM3BYHMapVoVvxXhddVR0KYBqENvq3Yt/UGWrNaNqa0sPq4R+Eia0ZLh8L5vu2zHzum+4ejznM2eWzqdKHtxBBgbCZGHTmLxBPQPTYJXMy+ZghcHNaPwMUhILsjYKBAIt7UqdBlVWrkkST1yurVaR0kN8psmPRwQflbknbOhFGPJgUk7Fkl52f0tma0/Jm2j9WHpiWrZOCWp6RzwRee9cnkA+v+4ajTJhHHpk4v2jZLgLFpVr3obfII6B6bBC5mX0sELjbr98GMb+Wuh6bIPcMvk+P7HFa2F4GLTUA2QyCBBJLlpk7NelEBTMUgZm3aHlFnw6iQQz2OpGbBlL4xqWHJeq1VX5Z+sDWj5dc6h1rHUY9GDdwySXpse0/rcRO9cd0/HHX6JcvY1GlI2/4VYGz6tzb0LLkFdI9NAhezry8CFxv1e2HaRzJn3q+Sk7tJLv3HiQQuNszYBIFEFkj2m7r1qW12zoIpD2OivSkpLbyj2gK9KpQJSomjy0O9qUnNaPmp7jFl7fTPmyLH5b/gqF12jgjo/uGo0znZx6ZOW9r2XoCx6X0N6AEC0QR0j00CF7OvOwIXG/X7eekfsm/HdnL5zeNk0Kl9CVxsmLEJAokswE1d9eqqBWpXlT2OFAli1qR1iDobpknJGmldVHmB3kYl66o1uiCjp3xXb4BsCTa11o45aPss+SttH/kq8/SybY/c9m/r8SH1qBMfdwR0/3B0p5fRW2Fs6tSlba8FGJteV4DjIxBdQPfYJHAx+8ojcImhfpfd9ACBSwxebIpAogpwU2e/smodmPIgpqO1YO/61LbVGkgNF1VaoFfNjnm10W27PNBBBbOsx4dUeMPHXQHdPxzd7W3l1hibOnVp22sBxqbXFeD4CBC4cA3ELkDgEoNZtMAlN68whhbsbxoKe7cApf1esiUCzgWCgYDzRuLYQigUFnnjKUn9ZFocj5pYhyoK1LFeVa1eWV3xjUnbg1k1nqhaK+a8jWOkfdHiGrdlg9oJFB9/tshZV0gwyNisnSB7IaBHgLGpx5VWEXAqoHtsNqmf7rSL7O+hAIFLDPjRApeCQmdrEezq8EXFISn8vzdi6B2bImCeQPpJZ0laatCojltj89VJkvLx60b124TOqtc5l74l6ae6/USt1VL10z/veTku/0UTTsfYPpb0HyTp5wxlbBpbQTqeqAKMzUStLOdluoDusZmRnmI6UVL3n8AlhvLH+5EipkbHUBw2NU6AqdHGlSyuHVaven6h8ahqx7xo40he96y5EoxNzcA0j0AtBRibtYRjNwQ0C+gem6zhormAmpsncIkBmMAlBiw2RaAGAd1fTjoLQBiqU7e87dcb/VO+r3tC2R8ctv0jGbTp/vgcPImPwthM4uJz6r4WYGz6ujx0LokFdI9NAhezLy4CFxv1O2vISFm6/C8pLimRYDAoas2J++64QvoffZis2rDdRgu124Sbutq5sZcZArq/nHQqMDZ16lZue3NKtuQFG0v90EZpWJITvwMn8ZEYm0lcfE7d1wKMTV+Xh84lsYDusUngYvbFReDisH4ELg4B2T1pBXR/OemEJXDRqUvbXgswNr2uAMdHILoAY5MrAwF/CugemwQu/qy73V4RuNiV2sV2BC4OAdk9aQV0fznphCVw0alL214LMDa9rgDHR4DAhWsAAZMEdH9vEriYdDVU7yuBi8P6Ebg4BGT3pBXQ/eWkE5bARacubXstwNj0ugIcHwECF64BBEwS0P29SeBi0tVA4OJ6tQhcXCelwSQR0P3lpJORwEWnLm17LcDY9LoCHB8BAheuAQRMEtD9vUngYtLVQODierUIXFwnpcEkEdD95aSTkcBFpy5tey3A2PS6AhwfAQIXrgEETBLQ/b1J4GLS1UDg4nq1CFxcJ6XBJBHQ/eWkk5HARacubXstwNj0ugIcHwECF64BBEwS0P29SeBi0tVA4OJ6tQhcXCelwSQR0P3lpJORwEWnLm17LcDY9LoCHB8BAheuAQRMEtD9vUngYtLVQODierUIXFwnpcEkEdD95aSTkcBFpy5tey3A2PS6AhwfAQIXrgEETBLQ/b1J4GLS1UDg4nq1CFxcJ6XBJBHQ/eWkk5HARacubXstwNj0ugIcHwECF64BBEwS0P29SeBi0tVA4OJ6tQhcXCelwSQR0P3lpJORwEWnLm17LcDY9LoCHB8BAheuAQRMEtD9vUngYtLVQODierUIXFwnpcEkEdD95aSTkcBFpy5tey3A2PS6AhwfAQIXrgEETBLQ/b1J4GLS1UDg4nq1CFxcJ6XBJBHQ/eWkk5HARacubXstwNj0ugIcHwECF64BBEwS0P29SeBi0tVA4OJ6tQhcXCelwSQR0P3lpJORwEWnLm17LcDY9LoCHB8BAheuAQRMEtD9vUngYtLVQODierUIXFwnpcEkEdD95aSTkcBFpy5tey3A2PS6AhwfAQIXrgEETBLQ/b1J4GLS1UDg4nq1CFxcJ6XBJBHQ/eWkk5HARacubXstwNj0ugIcHwECF64BBEwS0P29SeBi0tVA4OJ6tQhcXCelwSQR0P3lpJORwEWnLm17LcDY9LoCHB8BAheuAQRMEtD9vUngYtLVQODierUIXFwnpcEkEdD95aSTkcBFpy5tey3A2PS6AhwfAQIXrgEETBLQ/b1J4GLS1UDg4nq1CFxcJ6XBJBHQ/eWkk5HARacubXstwNj0ugIcHwECF64BBEwS0P29SeBi0tVA4OJ6tQhcXCelwSQR0P3lpJORwEWnLm17LcDY9LoCHB8BAheuAQRMEtD9vUngYtLVQODierUIXFwnpcEkEdD95aSTkcBFpy5tey3A2PS6AhwfAQIXrgEETBLQ/b1J4GLS1UDg4nq1CFxcJ6XBJBHQ/eWkk5HARacubXstwNj0ugIcHwECF64BBEwS0P29SeBi0tVA4OJ6tQhcXCelwSQR0P3lpJORwEWnLm17LcDY9LoCHB8BAheuAQRMEtD9vUngYtLVQODierUIXFwnpcEkEdD95aSTkcBFpy5tey3A2PS6AhwfAQIXrgEETBLQ/b1J4GLS1UDg4nq1CFxcJ6XBJBHQ/eWkk5HARacubXstwNj0ugIcHwECF64BBEwS0P29SeBi0tVA4OJ6tQhcXCelwSQR0P3lpJORwEWnLm17LcDY9LoCHB8BAheuAQRMEtD9vUngYtLVQODierUIXFwnpcEkEdD95aSTkcBFpy5tey3A2PS6AhwfAQIXrgEETBLQ/b1J4GLS1UDg4nq1CFxcJ6XBJBHQ/eWkk5HARacubXstwNj0ugIcHwECF64BBEwS0P29SeBi0tVA4OJ6tQhcXCelwSQR0P3lpJORwEWnLm17LcDY9LoCHB8BAheuAQRMEtD9vUngYtLVQODierUIXFwnpcEkEdD95aSTkcBFpy5tey3A2PS6AhwfAQIXrgEETBLQ/b1J4GLS1UDg4nq1CFxcJ6XBJBHQ/eWkk5HARacubXstwNj0ugIcHwECF64BBEwS0P29SeBi0tVA4OJ6tQhcXCelwSQR0P3lpJORwEWnLm17LcDY9LoCHB8BAheuAQRMEtD9vUngYtLVQODierUIXFwnpcEkEdD95aSTkcBFpy5tey3A2PS6AhwfAQIXrgEETBLQ/b1J4GLS1UDg4nq1CFxcJ6XBJBHQ/eWkk5HARacubXstwNj0ugIcHwECF64BBEwS0P29SeBi0tVA4FKraq1ctU5uG/u0LF66Qtq0bCajh10qXTrtZbVF4FIrUnZCQHR/OekkJnDRqUvbXgswNr2uAMdHgMCFawABkwR0f28SuJh0NRC41KpaF1w7Vo46/EC5/JwBMvObuTL2kZflk1fHSWpqCoFLrUTZCQEhcOEiQMCnArp/OOo8bcJQnbq07bUAY9PrCnB8BLwJQwlczL7yAuFwOGz2Kejtfe7GLdL/3Fvl2/cfl5SUFOtgZw0ZKbdefY4cdvB+BC56+Wk9gQX44ZjAxeXUjBZgbBpdPjqfwAKMzQQuLqdmtIDusUngYvTlIQQuNdTvpwVLZPT4F+Sd58aUbTls9JPSvesBcubAPgQuZl//9N5DAd1fTjpPjb9F16lL214LMDa9rgDHR8Cbv0XX6c73pk5d2vZaQPf3JoGL1xV2dnwClxr8Zs9ZKBOfeVNenzSybMs77ntG9u3YTi48q78z/d3svaMoJPkvPi6Ss1rbMWgYAU8FsltJ1oVXS520oKfdiPXgjM1YxdjeOAHGpnElo8NJIsDYTJJCc5rGCRg6No1zNrTDBC41FG7ugqVy5/3PyPtT7yvb8vp/PSq9uh9kzXDhgwACCCCAAAIIIIAAAggggAACCFQVIHCp4ZrYuDlPjh10s3z97mOSUSfd2nrgBcNl9K2XStfO+3BFIYAAAggggAACCCCAAAIIIIAAAtUECFxsXBSX3zxOuh20jww+b6B8PPN76xGjD1++v2wRXRtNsAkCCCCAAAIIIIAAAggggAACCCSRAIGLjWKvXrtBho+dLAt+WS7tWzeXMcMvl0777GljTzZBAAEEEEAAAQQQQAABBBBAAIFkFCBwibHqK1etk9vGPi2Ll66QNi2byehhl0qXTntVa+WcK++2tgns/C/1s+rJF+88EuPR2DweAnZrGo++cIzYBJ5++X158Y2Ppai4RAYcc4Tcfv35khKsvAjvV/+dL1cOHy+pO1/rro4w7Kp/yLmnHxvbwdjaE4EPZnwrdz00Re4Zfpkc3+cwT/rAQWMXyN2UJ8PvmSxrc3Ll3Sn3RG2AsRm7q1/2WPb7Khk1for8smylNGvSUG4ZOkj6HnWIX7pHP3YjMOnF9+S1dz+TwqIiOerQA2XUsEukXt2MSnswNs29hBb8vFzunvCiLP9jtbTIbiK3DD1b+vToYu4JJUnPQ6GwPPTU6/LeJ7MlVBKSnt07y103Xyx1M+owNhPgGiBwibGIF1w7Vo46/EC5/JwBMvObuTL2kZflk1fHSWpqSqWW1DovE+6+Vvbas02MR2DzeAvYrWm8+8Xxdi/w7Y+L5F/3PytTJt4mDetnylW3PSwn9usu55x2TKUd/++z72T6rDny8KirITVM4IVpH8mceb9KTu4mufQfJxK4GFK/rdsK5JyrRsvRPbrIrG/m7TJwYWwaUtAo3Tztkjvl7wN6y3lnHCez5yyQG0c+Ll++84hkZETWuuPjT4HpX8yRic+8Jc+N/6dkZWbIdXc+aj0yf+VFp/K96c+SxdSrcDgsx5x9s9w45EwZeGwP6/9/bxn9pHz93mNSJz0tprbYOL4Cb74/S978YJZMuv8mSUtNlatvmyBHdDtAhl54CmMzvqXQcjQClxhYczdukf7n3irfvv942fotZw0ZKbdefY4cdvB+lVrqc8b1Mu2pkVa6zMe/ArHU1L9nkZw9u/vhF6VVi6Zy+bkDLICZs+fKlGkfyZQJwyuBTHvvc+txQDUbjY9ZAj8v/UP27dhO1Dpag07tS+BiSPm2bS+Q9bmbrX9GPfTCLgMXxqYhBa3SzZKSEnnnw6/k9BN7lv0WOmLAlfLG06OkXevmZp5UkvR64S/LpaioRLocGJmZrWaILvp1hdx3xxC+NxPgGijYUWitNXlq/6PKzqZb/yHW/we3bZWdAGeYuKcwb9Ey6+Us6jeP+jz7ygeybMUqGXvbYMZmApSdwCWGIv60YImMHv+CvPPcmLK9ho1+Urp3PaDaK6K7Hj9Yeh9xkPwwf4k0bdRAbrziLOlzxMExHI1N4yEQS03j0R+OYV9A3YT/49R+cmzvbtZOy1eukUtvvE8+f3NCpUbUl9YnX8yRgoJCUW8d69n9ILnjuvMls17lKdT2j8yW8Ra47KYHCFzije7C8X6c/+tuAxfGpgvIPmhi/uLf5PoRj8mM1x+SYLD0QWofdIwu1CigHrc9pme3ar9hGZs10vl+g6KiYnn7wy/ltX9/Km8+M7ra49a+P4Ek7uBfa9bLDSMelcvOGSAn9D2c37QJcC0QuEQpovpbVfU3OBU/anrX+o1brDcUvT5pZNl/uuO+Z6w08sKz+pf9mXoO718PPCvH9T5Ueh7eWdSzsMPuniT/eWGstGzOjBc/jZvZcxbaqqmf+kxfIgLnXTNGrjj/FCvYVJ9VazfI6ZfeKd998GQlohlf/CDzFi2VSwadaP1t7C13Pyl7tm0pd1x/PpSGCBC4GFKoKt2sKXBhbJpZ14q9/nN1jlxx60Ny5w0XSI9uncw/oSQ6gyem/Ft++N+v8vSDw6oFZYxNsy8ENeP32jsnSvNmjWXi6GvlwP06mH1CSdT7QUNHiVqHRz0ef/t15zM2E6T2BC5RCqnCku0FhZX+S6MGWdbzkHfe/4y8P/W+sv92/b8elV7dD6r2twNVm730pvvljBN7y8DjeiTIpZMYpzF3wdJa1zQxBMw9i8G3jJPTT+otJ/Xrbp3Er8tWyhX/fKjaDJeqZ6h+YN55/7PWq935mCFA4GJGnar2sqbAhbFpZl1Le63+P/e6fz0qt117LotyGlRKtc7HvY++LCv+XCsTRl9TbVHOaKfC96ZBBd7ZVfUXx/+d+7P8c8xT8tqkkdK6RVPzTiJJe6yWO7j3sVekYYNMufP6C3arwNg04yIhcImhTupxhGMH3Sxfv/uY9Zyd+qjFcUffeql07bxPWUvbC3ZYK/dXfHvRRdffK+edcSxrEMTgHY9N7dY0Hn3hGLEJ3DPxJWnUMEuuvvg0a0e1AOdb78+SZ8ffWqmh31askqzMetK8WSPrz//702JR++7qzSmx9YKt4yFA4BIPZfePUVPgwth03zxeLf65Kkcuv2Wc3Hv7YDnkwL3jdViO44LAA0+8JuvWb5T7bh9S7YUPpc0zNl2A9qAJdaOuZm5X/Mvdi2+4T84+pW/ZX0550C0OaUPgy+/+Z62z06F9K2vr7+f9LKMenFLpL/nVnzM2bWD6cBMClxiLotaNUCu6Dz5voLUwlXrESP1N+baCQutNKGec1Evy8rdJv7Nukgmjr5ajDussX38/X24ZPUk+ePFeadK4QYxHZHPdAruqqXr8hI9/BdTN3K1jnpIXH7ldsuplyOBhD8rZJ/e13pyhQpUG9TNlv73aW29kWPjL79Z4DIdFbrrrcdl3r/Zy05Cz/Hty9KySAIGLmRdEtMCFsWlmLav2Wt3EDTqlr/VmOD7mCKibuLETX5I3nx5VtuBxae8Zm+bUcVc93ZK31XpL0fi7rrJm36tZaBdeN1amPnaH7N2hrfknmMBn8PDkN2TRkhXy8F1XW2+UGjNxqnU/Of6uq/lNmwB1J3CJsYir126Q4WMnW289ad+6uYwZfrl02mdP6333p158h/zvs+esFtW6LeOeeE3W5uRKm1bZ8s+rz5HDD9k/xqOxeTwEdlXTeBybYzgTUG9YePqVD0QtDnf6CT2tN4YFAgHrNYh7dWgjQy84RdSq/eqNRur1iCkpQTmmZ1e59apzeH2pM/q47K3eArd0+V9SXFIiwWBQgoGA3HfHFdL/6MPicnwOUjuBGV/+IGpB+bCIFBeXSFpqiuzZvpW88+zdjM3akfpqL7VuS/9zhkl6Wmqlfo0bcaUc2yuyiDkffwrcfu/T8v70b6zvwtKP+q58Y/IoxqY/SxZzr9RMifGT35DVa9ZLw4ZZMuS8k62/iOLjbwH1W3XMhKky65u5otYCVW8SG3nTxdbsbH7T+rt2dnpH4GJHiW0QQAABBBBAAAEEEEAAAQQQQACBGAQIXGLAYlMEEEAAAQQQQAABBBBAAAEEEEDAjgCBix0ltkEAAQQQQAABBBBAAAEEEEAAAQRiECBwiQGLTRFAAAEEEEAAAQQQQAABBBBAAAE7AgQudpTYBgEEEEAAAQQQQAABBBBAAAEEEIhBgMAlBiw2RQABBBBAAAEEEEAAAQQQQAABBOwIELjYUWIbBBBAAAEEEEAAAQQQQAABBBBAIAYBApcYsNgUAQQQQAABBBBAAAEEEEAAAQQQsCNA4GJHiW0QQAABBBBAAAEEEEAAAQQQQACBGAQIXGLAYlMEEEAAAQQQQAABBBBAAAEEEEDAjgCBix0ltkEAAQQQQAABBBBAAAEEEEAAAQRiECBwiQGLTRFAAAEEEEAAAQQQQAABBBBAAAE7AgQudpTYBgEEEEAAAQQQQAABBBBAAAEEEIhBgMAlBiw2RQABBBBAAAEEEEAAAQQQQAABBOwIELjYUWIbBBBAhxA3ygAABUhJREFUAAEEEEAAAQQQQAABBBBAIAYBApcYsNgUAQQQQAABBBBAAAEEEEAAAQQQsCNA4GJHiW0QQAABBBBAAAEEEEAAAQQQQACBGAQIXGLAYlMEEEAAAQQQQAABBBBAAAEEEEDAjgCBix0ltkEAAQQQQAABBBBAAAEEEEAAAQRiECBwiQGLTRFAAAEEEEAAAQQQQAABBBBAAAE7AgQudpTYBgEEEEAAAQQQQAABBBBAAAEEEIhBgMAlBiw2RQABBBBAAAEEEEAAAQQQQAABBOwIELjYUWIbBBBAAAEEEEAAAQQQQAABBBBAIAYBApcYsNgUAQQQQAABBBBAAAEEEEAAAQQQsCNA4GJHiW0QQAABBBBAAAEEEEAAAQQQQACBGAQIXGLAYlMEEEAAAQQQQAABBBBAAAEEEEDAjgCBix0ltkEAAQQQQAABBBBAAAEEEEAAAQRiECBwiQGLTRFAAAEEEEAAAQQQQAABBBBAAAE7AgQudpTYBgEEEEAAAQQQQAABBBBAAAEEEIhBgMAlBiw2RQABBBBAAAEEEEAAAQQQQAABBOwIELjYUWIbBBBAAAEEEEAAAQQQQAABBBBAIAYBApcYsNgUAQQQQAABBBBAAAEEEEAAAQQQsCNA4GJHiW0QQAABBBBAAAEEEEAAAQQQQACBGAQIXGLAYlMEEEAAAQQQQAABBBBAAAEEEEDAjgCBix0ltkEAAQQQQAABBBBAAAEEEEAAAQRiECBwiQGLTRFAAAEEEEAAAQQQQAABBBBAAAE7AgQudpTYBgEEEEAAAQQQQAABBBBAAAEEEIhBgMAlBiw2RQABBBBAAAEEEEAAAQQQQAABBOwIELjYUWIbBBBAAAEEEEAAAQQQQAABBBBAIAYBApcYsNgUAQQQQAABBBBAAAEEEEAAAQQQsCNA4GJHiW0QQAABBBBAAAEEEEAAAQQQQACBGAQIXGLAYlMEEEAAAQQQQAABBBBAAAEEEEDAjgCBix0ltkEAAQQQQAABBBBAAAEEEEAAAQRiECBwiQGLTRFAAAEEEEAAAQQQQAABBBBAAAE7AgQudpTYBgEEEEAAAQQQQAABBBBAAAEEEIhBgMAlBiw2RQABBBBAAAEEEEAAAQQQQAABBOwIELjYUWIbBBBAAAEEEEAAAQQQQAABBBBAIAYBApcYsNgUAQT+vx07JAAAAGAQ1r/1K3A/j5qEAAECBAgQIECAAAECBAgUAcOlKGkIECBAgAABAgQIECBAgAABAoeA4XJgSQkQIECAAAECBAgQIECAAAECRcBwKUoaAgQIECBAgAABAgQIECBAgMAhYLgcWFICBAgQIECAAAECBAgQIECAQBEwXIqShgABAgQIECBAgAABAgQIECBwCBguB5aUAAECBAgQIECAAAECBAgQIFAEDJeipCFAgAABAgQIECBAgAABAgQIHAKGy4ElJUCAAAECBAgQIECAAAECBAgUAcOlKGkIECBAgAABAgQIECBAgAABAoeA4XJgSQkQIECAAAECBAgQIECAAAECRcBwKUoaAgQIECBAgAABAgQIECBAgMAhYLgcWFICBAgQIECAAAECBAgQIECAQBEwXIqShgABAgQIECBAgAABAgQIECBwCBguB5aUAAECBAgQIECAAAECBAgQIFAEDJeipCFAgAABAgQIECBAgAABAgQIHAKGy4ElJUCAAAECBAgQIECAAAECBAgUAcOlKGkIECBAgAABAgQIECBAgAABAoeA4XJgSQkQIECAAAECBAgQIECAAAECRcBwKUoaAgQIECBAgAABAgQIECBAgMAhMAujBSEb1Np2AAAAAElFTkSuQmCC"},"metadata":{}}]},{"cell_type":"markdown","source":"## Basic Table with a Pandas DataFrame","metadata":{"tags":[]}},{"cell_type":"code","source":"import plotly.graph_objects as go\nimport pandas as pd\n\nfrom js import fetch\n\nURL = \"https://raw.githubusercontent.com/plotly/datasets/master/2014_usa_states.csv\"\n\nres = await fetch(URL)\ntext = await res.text()\n\nfilename = 'data.csv'\n\nwith open(filename, 'w') as f:\n f.write(text)\n\ndf = pd.read_csv(filename)\n\nfig = go.Figure(data=[go.Table(\n header=dict(values=list(df.columns),\n fill_color='paleturquoise',\n align='left'),\n cells=dict(values=[df.Rank, df.State, df.Postal, df.Population],\n fill_color='lavender',\n align='left'))\n])\n\nfig.show()","metadata":{"trusted":true},"execution_count":3,"outputs":[{"name":"stderr","text":"/lib/python3.9/site-packages/pandas/compat/__init__.py:117: UserWarning:\n\nCould not import the lzma module. Your installed Python is incomplete. Attempting to use lzma compression will result in a RuntimeError.\n\n","output_type":"stream"},{"output_type":"display_data","data":{"application/vnd.plotly.v1+json":{"config":{"plotlyServerURL":"https://plot.ly"},"data":[{"cells":{"align":"left","fill":{"color":"lavender"},"values":[[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52],["Alabama","Alaska","Arizona","Arkansas","California","Colorado","Connecticut","Delaware","District of Columbia","Florida","Georgia","Hawaii","Idaho","Illinois","Indiana","Iowa","Kansas","Kentucky","Louisiana","Maine","Maryland","Massachusetts","Michigan","Minnesota","Mississippi","Missouri","Montana","Nebraska","Nevada","New Hampshire","New Jersey","New Mexico","New York","North Carolina","North Dakota","Ohio","Oklahoma","Oregon","Pennsylvania","Puerto Rico","Rhode Island","South Carolina","South 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Quiver Plot with Points","metadata":{}},{"cell_type":"code","source":"import plotly.figure_factory as ff\nimport plotly.graph_objects as go\n\nimport numpy as np\n\nx,y = np.meshgrid(np.arange(-2, 2, .2),\n np.arange(-2, 2, .25))\nz = x*np.exp(-x**2 - y**2)\nv, u = np.gradient(z, .2, .2)\n\n# Create quiver figure\nfig = ff.create_quiver(x, y, u, v,\n scale=.25,\n arrow_scale=.4,\n name='quiver',\n line_width=1)\n\n# Add points to figure\nfig.add_trace(go.Scatter(x=[-.7, .75], y=[0,0],\n mode='markers',\n marker_size=12,\n name='points'))\n\nfig.show()","metadata":{"trusted":true},"execution_count":4,"outputs":[{"output_type":"display_data","data":{"application/vnd.plotly.v1+json":{"config":{"plotlyServerURL":"https://plot.ly"},"data":[{"line":{"width":1},"mode":"lines","name":"quiver","type":"scatter","x":[-2,-2.0007752948904898,null,-1.8,-1.8009965574254687,null,-1.6,-1.601450447245401,null,-1.4000000000000001,-1.4018387267427075,null,-1.2000000000000002,-1.2019537938989049,null,-1.0000000000000002,-1.001574236360715,null,-0.8000000000000003,-0.8005806784941477,null,-0.6000000000000003,-0.5990730406662271,null,-0.40000000000000036,-0.3974077886833774,null,-0.2000000000000004,-0.1960981105200047,null,-4.440892098500626e-16,0.0043993681039054,null,0.1999999999999993,0.203901889479995,null,0.39999999999999947,0.4025922113166225,null,0.5999999999999996,0.6009269593337728,null,0.7999999999999994,0.7994193215058519,null,0.9999999999999991,0.9984257636392844,null,1.1999999999999993,1.1980462061010946,null,1.3999999999999995,1.3981612732572921,null,1.5999999999999992,1.5985495527545983,null,1.799999999999999,1.7987821800395514,null,-2,-2.0019797848592447,null,-1.8,-1.8025447985360312,null,-1.6,-1.603703846795332,null,-1.4000000000000001,-1.4046953532264361,null,-1.2000000000000002,-1.2049891875034706,null,-1.0000000000000002,-1.0040199533752208,null,-0.8000000000000003,-0.8014828144811792,null,-0.6000000000000003,-0.5976329264172241,null,-0.40000000000000036,-0.3933805565088005,null,-0.2000000000000004,-0.19003617615735674,null,-4.440892098500626e-16,0.01123418001227181,null,0.1999999999999993,0.20996382384264298,null,0.39999999999999947,0.4066194434911994,null,0.5999999999999996,0.6023670735827759,null,0.7999999999999994,0.7985171855188204,null,0.9999999999999991,0.9959800466247787,null,1.1999999999999993,1.1950108124965289,null,1.3999999999999995,1.3953046467735635,null,1.5999999999999992,1.5962961532046673,null,1.799999999999999,1.7968901877871812,null,-2,-2.0044615140515054,null,-1.8,-1.8057347920273954,null,-1.6,-1.6083467475997888,null,-1.4000000000000001,-1.4105811418340273,null,-1.2000000000000002,-1.2112433075990006,null,-1.0000000000000002,-1.0090591047740347,null,-0.8000000000000003,-0.8033415740163204,null,-0.6000000000000003,-0.5946657173373207,null,-0.40000000000000036,-0.3850828538205894,null,-0.2000000000000004,-0.1775461763569385,null,-4.440892098500626e-16,0.02531661546347039,null,0.1999999999999993,0.2224538236430612,null,0.39999999999999947,0.4149171461794105,null,0.5999999999999996,0.6053342826626793,null,0.7999999999999994,0.7966584259836792,null,0.9999999999999991,0.9909408952259647,null,1.1999999999999993,1.188756692400999,null,1.3999999999999995,1.3894188581659723,null,1.5999999999999992,1.5916532524002105,null,1.799999999999999,1.7929919299967136,null,-2,-2.008872780165297,null,-1.8,-1.811404995785143,null,-1.6,-1.6165994897008458,null,-1.4000000000000001,-1.4210431132362946,null,-1.2000000000000002,-1.2223599871041713,null,-1.0000000000000002,-1.0180161811049944,null,-0.8000000000000003,-0.8066455134536388,null,-0.6000000000000003,-0.5893915121953862,null,-0.40000000000000036,-0.37033371245376945,null,-0.2000000000000004,-0.15534523958565044,null,-4.440892098500626e-16,0.05034810177521046,null,0.1999999999999993,0.24465476041434928,null,0.39999999999999947,0.4296662875462305,null,0.5999999999999996,0.6106084878046139,null,0.7999999999999994,0.793354486546361,null,0.9999999999999991,0.9819838188950051,null,1.1999999999999993,1.1776400128958282,null,1.3999999999999995,1.378956886763705,null,1.5999999999999992,1.5834005102991535,null,1.799999999999999,1.7860627885950098,null,-2,-2.015572214149289,null,-1.8,-1.8200163909653277,null,-1.6,-1.6291330117026337,null,-1.4000000000000001,-1.4369318138823015,null,-1.2000000000000002,-1.239242999496748,null,-1.0000000000000002,-1.0316193825489601,null,-0.8000000000000003,-0.8116632393347009,null,-0.6000000000000003,-0.5813815240752057,null,-0.40000000000000036,-0.34793404388726445,null,-0.2000000000000004,-0.12162845477934914,null,-4.440892098500626e-16,0.08836367048969451,null,0.1999999999999993,0.27837154522065066,null,0.39999999999999947,0.45206595611273553,null,0.5999999999999996,0.6186184759247944,null,0.7999999999999994,0.7883367606652989,null,0.9999999999999991,0.9683806174510392,null,1.1999999999999993,1.1607570005032515,null,1.3999999999999995,1.363068186117698,null,1.5999999999999992,1.5708669882973654,null,1.799999999999999,1.7755394322186326,null,-2,-2.024118717091238,null,-1.8,-1.831001992796406,null,-1.6,-1.645122091215502,null,-1.4000000000000001,-1.4572011123244253,null,-1.2000000000000002,-1.2607807466298473,null,-1.0000000000000002,-1.0489730577159329,null,-0.8000000000000003,-0.8180643784618059,null,-0.6000000000000003,-0.5711631403732883,null,-0.40000000000000036,-0.31935866964524,null,-0.2000000000000004,-0.07861577621148062,null,-4.440892098500626e-16,0.13686033015296195,null,0.1999999999999993,0.32138422378851916,null,0.39999999999999947,0.48064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"},"metadata":{}}]}]}