From 0040a7bbc25c5f7ca28e7e6295b163bb2c93834b Mon Sep 17 00:00:00 2001 From: wizardforcel <562826179@qq.com> Date: Tue, 27 Oct 2020 17:39:13 +0800 Subject: [PATCH] 2020-10-27 17:39:13 --- docs/da/056.md | 4 +++- docs/da/059.md | 4 +++- docs/da/084.md | 4 +++- docs/da/085.md | 8 ++++++-- docs/da/088.md | 4 +++- docs/da/137.md | 14 +++++++++++--- 6 files changed, 29 insertions(+), 9 deletions(-) diff --git a/docs/da/056.md b/docs/da/056.md index ee55c40..95be413 100644 --- a/docs/da/056.md +++ b/docs/da/056.md @@ -88,7 +88,9 @@ p = plt.plot(x, f(x)) ``` 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)In [8]: 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) + +In [8]: ```py f diff --git a/docs/da/059.md b/docs/da/059.md index 1a791f7..7bfdb2c 100644 --- a/docs/da/059.md +++ b/docs/da/059.md @@ -98,7 +98,9 @@ xl = xlabel("Time (s)") ``` 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)In [8]: 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) + +In [8]: ```py y, infodict = odeint(dy_dt, [position_0, velocity_0], t, full_output=True, printmessg=True, ) diff --git a/docs/da/084.md b/docs/da/084.md index 392c219..2747c5d 100644 --- a/docs/da/084.md +++ b/docs/da/084.md @@ -21,7 +21,9 @@ plt.show() ``` 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)In [3]: +![](data:image/png;base64,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) + +In [3]: ```py # math text diff --git a/docs/da/085.md b/docs/da/085.md index d517ec7..9539ab2 100644 --- a/docs/da/085.md +++ b/docs/da/085.md @@ -90,7 +90,9 @@ imgplot.set_cmap('hot') ``` 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)In [8]: 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33hTxSbk1HF7SZxz/uSMUa1MzQeRF6nTE+F47FIXXuooKovFW3yWbmkbuyG0FkqyBx3V+zEvaouV0Dpsrmh8/nz42XeN4+JO6+VURFfTaRl3ZWrPORWpkeSu9v6ltLyvntYRZ6F0onrln5cvjIQzrf65MjQx83fXOUbSfm4LPSfmpLSa6zeHAPJmj8Ykt6m6nW+XVm7Ak3EqbUoOXHkqvp0P+fyGGlnQwEeWznJ0j1MoAXsitNdv8m0bGN50kVx9zNjbCK546pTyknu+lKk57scVU7frmR1nWjVJ3kI0Uh4PazQFuV8MaSb5uTxvVRGEuKh41Op/NIYDbVZCarP/4jh2GW6c35AXIvXd6F9k9Jd5ZGVqZRhxV+FcrJPqQSzvZTFagwzju316r5kxTdxtqIlul11lckwhvObijdDTB4S8iNglUF0cOEG2OcujzEOeXVJGkMpdH9frcuS+qUyMgiuuF2R6veEPm/HSDurWMfMvwsgEZEWT7XpkBtaoqXI54t/aKFoQhyVSbD9zCvMJjVfiuz9SLfXrbQjQfXDlWfy6NZfilbl0s3BylYC6u6Xfid6G0KPixbzaIs8rjxcKTkyVv/9FXoZo/Vnu709l48m7rsbrHYTMWNplbw4Ve7+KrOn9aTIxFe1yvx+5WbrdyL0hv47ikWTuBbvUoK5DtSGK8fqfo5lIvVx5HVDoTrVD3kK7oI7GMk2iDwyrB5TzjWjMlpP4il3/L2NEbNHYE8Q7WwoIN1Mj5uO49tdQnf5c0E7UtHvJtLdWvkIpMBmHY5O1KajV5h3W4YQgKe7WydKIfBNiRUrn4Lsbk2iYvVxw+67K+1KLoXM0VZa/Uncr8iRZNVH/faNpSX6c6w8Ode6Tn6T95zXIeWa3+6mVnxrDnWA33ewvT1HZstxD8vvmzKex8cwY47id2hDsTK8ko10/3U/N59yXYnnNAwVoMh2VWci5gzJaK2IP/daqvmEvlcC/ReSJy/uher+CVCwO3vcKhWjK1VXHh6LFcqF+ViLoxZHsZnf00QuHM6TP6+caEvl8nFNLG+6WERdiRJd2J0yLpzIJgUmrb7I0SH0N0a8T16HFpS/tFjpi5SpyFGnBNmP9KjNjIsr3Rd78uSLOBV/NWda+H7UDbvv8yKZyr2ANAYuH7qfISnoK+aKNov7vuvtAEH15Tz7uPrcilI23MgniqPIVxmLlPMKsSqv6nID7sbd3fPkFeaRL/TPjDv/yuP9y/o8rCAeFz0puE3a+XOs/lsDMKRUZYmgvxBdCOSSNcy78CJXupUw+QQkcvHrXOQwv+hgpkhSiSpPpUwcUYzim8ibiyJ3dRN5UOSVcCoW5Rs82a+hca1owuyds1gbiXJ9vv1epRgqxZRjSuTz8IsbLkc52Y7uV5sh+dsVebWqvEzKnstJor2sa8Py+q658nvIJdeY2kulXxnUobkdQvh+P8dd+fJBFfECs6cZXZZdEXvoQIheZT08oDr8HRlCxZp3l0XnV7L3Rf0SFk2eL1LfsNICWi7y6buxey4oHkYg8ufOn0/kEGr1hV6FCVIRJ3LIGLALjivzdGn8OmNJrjydH9XliCDHxkkK1VGrKz+n7ShSxRclwKpHc1I93ZJGpEL7zlsqJK8r/55GlC9pqeLS0N9Egb5icF4154misy7xUcWYvR43gOmeO69uZL3cIhlNeXDXG/pjCovnuRozR/fVmWnP5wrW60oU6utuaDPa23D5dXSfG7F+XjdfROO8Hyft7OZVDmxuVPkJgFSqvjglwCrrB/WhL8hCvjm5mlj9tbD/zbAfrxFVj4mmsiDKuSu6iLxvQwrAj9Go3lRqKu8LdsgVJO7l/Dj5Qs1FqHmr3Hfvmy/+Cjk45UJyw9cyH8+sUK0r76oN8eaegceSc36VH/pz1NBXCgqDuFFJSt5SdqqD6+7dOcLSxp9c5uqfSF0+Kk/L215EQobqk++6V258hfQrUJLeIPRPDGgdC7m6HsjTIZmmuj2GDf052A6A2IKOS7E2TXM5cDMdm+tt2z6oaZr9wJ8DFwOXA9/Wtu2NZcsSWnfzU6mm0nQBVz4Jr78VvXKpchMHZoPucUOlO3++QZVP0QwpP7UtYU70mAjNd0jTVc0+OcJXPC35cOXhiqtSELmoU8n6AqjmIttR3uTJF4G3X1Eq3Ia+EvWNrq3IF9oQeZ99bBMB5+/8M0k32j62VdteT6JjKYX0ONITq3gSGMgYqPJm+aSU1YpcXiv3fxFl3xzsYHylMcnNYY2H/qwQ++1l0pBIrrbD6zHQdkRyEbXApW3b3q9t2wdN054JvLZt20uA109/1y0LXVZufioF6KMRKWPov+lditldBA8x6J7X4wH8FWZCmU+HKd/KlG9HxsmzyNN1rY9ON4yKey703rb4TGWlc7jLVoeOsi3Z9SjqyTrTO0gklnmGyI2hC2/WnU/QeVupRHwcG7rYbcaChygNQ7q/yiOvyV30RS4+9I255/Xje963IXL53A4JsaneJq7dkKQx1LXHLP2TCqeNj7c9sc9W5AbXZd4VpWTYHyJS3yrlmzFZ3avG2vkn8mRY4TjoeBUrzLP/OOCPptd/BHzjYCmfDBf6fBBAg5zKAPp/ByxUuhl5Mwjui9FRqdftL1Z29Opuv/OeC0jnGYk00RAiyAXtDy4QfXfl5v2VIlUeX1D5dNq4yJPCjKUfjZukMXLjmUbEx9M9lxUr5+9SSE8kF5ePRSo7KS1/yqbiOVFgKg0vm5sq7kou2T2Nfdad/LtrmxsyGT/1sXSFnMYr5SXXXK6BHGfllfvsyrG1e35f69DHyo24v2+g8viyvyI31I5q04usABb0N/RyTo9GtregE4FYX9c0zTuapvm+ado5bdteM72+BjinLCnFk4hIlO5UBuR1fYTZxPqbznU/XSQXMqdJfPu1K7aMSaovcseVLtfEH2LIv7+uaMwMNVezk4s90ZcvpDRIrkA92I+V9fnws5bHKinuIWTbIsnCMn2DVBme3M1OQ6v0VIYetqnOx3r9k7hfKRpR9ZSOlIu7py2z0ypDRgLqEMmY/n8yVYg7N7jyOmOZXsZR6yQ+Tj7GjladtKvuoEZ1u1Hz0NWQS665qkKATunN5L2k9Aql6BMcHQcd7+bVQ9q2/VzTNGcBr22a5sN+s23btmma2rFZo/9oXOUO6p67Y1qkiUKHXFPFbhb1dMhtSJJgVItZPGmStRD07S85kSAlEvXHZn0sPOiuuuQ+OQ++YHyMVL+QusoOCVEiGl1nDDAXa7WDPmLeoFSKKufUY7XNAL8VUvH6hty8IaSaeatQgfNZhQMSiaaM5HPzOU8w7967/PpGqiuu5D9d7pwHGF5TnuaoVPVthxy9jiwtZWSo/erZfuXJ+VH//E8D/WSAymnus06Pjx9NKGYBHZdibdv2c9Pv65qm+WvgQcA1TdOc27bt1U3TnAdcW5W97MXcbokuvS9c+kDmhRJLE0mAqwP++bu1/HrcEOr/YNqOYnWF48KuxeIPIugJEd+pV17/D/WkjH0NbYzlEzYSmkQxurfO/I5whUjcyEmh63cqyErBDKGJHO8UXjc4lWKqFFUiHV9ElaJx5FbJC0V9TtuRz+1Q8pKUhjQVyiKeK4PrYzvEc2VE2uJ6EXl+R/JuKFJ5Kz2VuBvUJKH+PBUDfeXp/UxlG+GEN723+/T4Og5q2vbYamma5iRg3LbtLU3T7ANeA/w08Ajg823bPrtpmmcCp7Vt+8wo27avpn9G1TeQ3AX1AHaiOEerDuthWHG527BO/3TAUBl/eYR4yn+LVHrmV93iL8/VifzZfSltCVDGA13hLSI3LIsWR/4jrafJrZNiHXoqpUJefm87LlYqSkeAk+K+xtJRXOVWivfxNvItIlesmhPnscq7VX2Llp/LSl57mkjj7OkCER6qmlg+1eP8qm/uVVUKLvtSjafc/u1AuErWfZNss0hT223k0XVVXvn1u3g5TPMN0Lbt0ZrM2+l4EOs5wF83TaN6/rRt29c0TfMO4KVN03wv0+NWZWlNrP/hnpSoKzl3HRx5SPmkcKa7rDrcPRUd7aNrWlR6YYMWmBS8T6KjLyl/TWAiTZHK+qOjUmZpgcfxO620hx1EzpPG0OvbpItZ72U2tnuZ/e9QEx+16+OfIZkht9uRRvLoqCWfkmEgr6hCnItc3QrZVn3M+jyGWPWvMmrVMk3k7+hO8yUPx1FXKnZR9WSdK0lHeVh9PgZqvwoZqbzXkaGxNDgj6rHMcfVn+r097U/4mPgeQW4iZx/doCp/yyz05mthEUA4CjpmxHpcjQqx6i+rNWC+eP2xVk2MlJcGSsehHIVC321091bpiruq61LuWz3KpgXiim6RJU+r76TJ9d1KWdhEj46uFh0F8QWQcdYhxTIVsGv+Bc7aP2Z09zEcXpuV19ngFToFm2OdO7Sq29OOxVXW2Pq8+SLIDZijaSMXr1OGIk4EZYzQUW/OiwOClvnxXbRchxRmQ/8cdqLLRK26t2hjbjSQxz0crSnfTHblucir1PpwlJ2hiWzbx7ONOjQGyucGSvnWZ9fHi1hP0B7YMVJaCT+eoYHxj1vARQrGd+69LpG/di9fLCLyeyLVqRMIW7lHKTx+JCX7oEkVL/4Gn6HwgbezKOjuxkt8RFunvQcu+6pN/v7ua/A24IymM3y3MQt9ZPy3LdpIY7hd0ax4lwFLr8Xb9PIa30Ukvqpd78kW94f43QqbVGMxtAte5XFFtV2SAVJM30GE6tUcuotcbVz6ffd2qj74aZZqo7dhaz9Z4YN8D4L3bTthlkn8rjbHs+4ThDN3VrHKmjh6zFhk5ZK5u58DnNZ5aADXmb28oUKquu+u5tBCS3fU090wiCqDMURD5ap2nBK1ezmFLuB25bX6lD38zHv2cvK3w89+I/zzQ1t40xKcPu4rrFF8tlKeMpoeC19kFFXGFYkjVnctEwmKFilYH6sMO3ib1ckF7J73eTvGQ3mG6nTg4DviMP+SkURrbrA9j9rza3kdqawXGRGnIQ8o+5JnXgUWHBkuIj+/DH2Z1Tjl6wFh8TqEeaPislVtsh4j7ZxibYtP3strUW5gONrV/XSjcrA89uRtaXD1u4lrR0b6pHKs0Hf2oXLLMq9bfOe1mvgKmXt9FWLquYOH4fRDPPSyET/5vhFXbo74qcdv8PEnb8J1oy7WqgXjinpIsXr/XFnkxoMoJbEyHgy0LxkQym/ot5n1JM+V7KXR899DRmwRLTKertgrILEolJT8inyMmyjj+TzMNGSQ/IxoGiEfH4GRXFPQPy6G3XPw4t5rIlYfF8mQy1/Oia+b9BzdaE4i/3YNzBa0czHWV9B1xuOkjlQ83e+5BYP+I5wabHfhqzjfVogJ+gitid+LBl/5taveWhlHIS39c6tKd1ct++E7vr5b6ygu35xeCVAqXw9x3N6PvRz58BG+9yETHjKG7/8J4CfvAAdumv3T6ZjZsTIJ73YFU253le7XVSggx0Guo85Fa7MNy3M05GOUC1r3h1ziUeSraGiMvE9rzMvyVqRTLpJXbfD6349L7o7Ql0vdc+Mp/n3jNftR9VGoON9l4S+prh600bUbzARLfkYc41VtSF/o+rDx4HW6QfBTA9P2msfwRRxjzc2WTN9gXggT/a3TTaSewPLAdxUOgHm0mcLlCiYRVro4Scq/FdJsLN0NhocxPFwxhPQSeS3FPR+LKuzgi1A0BtYOsXqPhj+5cpV7P7nhhy+Df37ITfBeYOm0GhH4ppIvzK3Gy+95f3zTMmPxbVxLwcqlc9oq7lrxJKrQoCsg8ekoaFEYYUipupLSBtbQ00ROrvTT03JgovHKp7hcLjXGfjrH10PFxzqzcJ7kVTwcmX70er41+nHzrF9o10GUu//QBw7p6Tnq3M4eiEj1ubI/Tto5xZoWMd3WtHjYtcd3XJH4Ik2kkYs3BzBdF6fKVR9SVE6phFOxVv1KfoYmPGPTzp8rAkdXQxsgLsDiewnY3ITNIzz0t0/nl9445i+uaHjB18I1v3ALjEYwHs3eb5mhiEqBO48ueUPjqUXnBtDrlmfg7uTQfGx133ms0ivIoay4AAAgAElEQVR5OUFu45yL7hucVdtVrDqVu5Rq8lg95DHUv602zHxOHVlm+MznWsBBIMB5zPdzSGmrPwrT+VxWsX4ZEOifSEi+8/oE0s4p1mw5XVYPdqfCkUXaoLOIPpkeC3PF0w5cJ7rYLrLy/IuELxXF0LUQS8Z5vH7f3a02MzQGiZahP4ZDs+4PXai/+4D2ACfda5Pf/MSdefh3wiN/bpNPnzmBq0+F1WbWzpKVk2tWKdwhFJjkZXJD0vvj4ZMhcs9kKJZY8dCwWLltlxYpYleSHlLx0FjFk+r10E+6zun1uXtdyaMr6FT4Q8Yy+6J2Mo+DCYUXhHClQJXm71hw3lVPrnfdHzqt4OUrD0lr5gS9oXpnQwEehM70tvhducMamNzZT4XigfecLI+xOKWgbnWcZxEqyvREbZ7ui0RGJGNc7uY5DY1PtlHlhVl/tbm3SRenWgY+/0nu9tw9/NPfnM3vNPCcL78Rng2MT+vH5tzzcEQ0tECT/6GF4eOguVD//Wzy0aIQR0nOZxXKcYV2IkkhDO+P0h2RZd8ckemTDxMkKsw4cBXmkMJOb6ZlFp6qQmQil03nW/w5+VOXuc5dvj227mjVUbrX5W17PQ3za2fRmjgG2jnFmoF66A+6OlqhHiyPJngI3me8Nd15V2CTSM+2XFkQ1ymcjhQq1OjxTyJfCqjn8zfCu7XOTb0UJm/fUUOm+waRjp4Iie4D1g5z2oNv4JdvXea0S1b5wctaPva0G+HWU2DS9EMOy0v9hep8aDz9qJDHR9O19FcIqp/6aLwzZFL9NTmWz8fQY7geG/YF73KxHeWdMpfoKEM2Im/Tv10ZVIrd+XQDMWG+T+52e/s+DiKXsRH9v1FRe/4eY3kvLuM+FhnP1zhonySVuShlaBGv6SGpLZX1GK/L6NF6IgO0s09e+Tk0fzae6fWqXVehg7FdS1h94RHXLtx+7RZ6iLZjyXynPq/dYjv5os7HVLNu7Xa2dGPjaKaidJmSErUsEoURcCOwHzvxcCGffskVPPr74c8b+LLrT4Ijt3W87aFbKOqXx8pEEmjNZbqx3vdF4z+h/xb/XGxqS7zkwtbi2soQefoixeptLOJ9uzFaV4yZLrn1nfyhmLQo+ZEMpkeVIQTJsryGZTpvJteN87sZ97eL+H0DOPlOYDGkWDWvG1EeS09wNL1uHsEX6akAh/uuIPXd0I+zuKuxSJGofGWRqvilyrny9ViNguhHs1HhR79cOBIdE/fTnapCH/5SGqfeUamivaRJXLviqaRiEziNTlmKz7UruPhblnn/X96D39oPv3y32+Af7wB798Ah+vMAfWPjcfHW0mCmILKfi+bdQyW5aBVO8X5v2u9F8fPttJ/kdVdKzOdkkVzlHFWUoS6X+4wX+jgkVWOW5LKxwnxcX+XSO3ByD2WoPdXhcjE0jmnkfDw0Jhk2gtqQnkDa2c2rSkFoMaY7D/1Bg3kL5HmJe9WnyuNWfqPI64KbbfsxLvFZud9D7ka6su6O+3EWV8auFJ2GYnJet77d5U2+vb4Js79DOTy9Xl1n/JAP8XtvOpPPXgzf96SbuOl5E9jbzPoE88Kv327Q2uI+9BXVUF8WGd10X7PdIVnU/bzerpNXnebI34tWoOZ5u/Iy1AbUMr+IhsZxk1kYQbxl3kWeX7X+MmQy1L7zNiQrRLrAgoccJpGvuj5O2jnF6i8ygXnF5mmiFLB0Kzfo4rWHmblIVRw0lVGF7Br6gpvxyKE071/Gtap+ZXoqlGpBeLA+44LQR+e+m+6Ucc1R3JOyGdt9Cec6HXqFDpneATjjen77Hft41BI887+vcfV3tnDqeTM+3UVVPR4fr5Sb80BcQ3+O/OGAoQWS8uX1eN+3oiqc42chK2OB5alAwxANKUPfqNtktk+R4CDXVXptFSWCrwCM7+h7nz0EUIUgPC6eHkqFQCU7OWYJBHzjCkvP+mRkK81XhRyPkXb2VAD0BdJ/a1G50vDjRtBXmO7KurDpnitOR7yuvCqlpvxSCuKnibKOSP24kvNaKWUZALeoSluO8n6OL+NnUrCOZHOhp8Cmq+Q7sa74cgNihS4kAF0sdR04CbjhIN966x6+8ytO5lteBq/8uqth446dofMdX/XFF4Yb2OqUxrhIE4pvmT1hs0KtHHOuse8MowwpM1+oPiYuHz6OWY9vaOZOtpdxN/cIs6eIJBN7VvvhplQoGf5K0vxmSGKz+IhH5XG+9Tc66X24V1W5/B4icxlzo1lt1LnybIr7Oba6vn3c6Mfy0wM+WlS/gHZWsVZozY/s+OC68tXvtFpE3tyY8MmuBjEtebr9LrC+QSCX/WhG09tXfW5dq9iqx56HhGAoxOH9SEVZxTK3ErBUTpqLWw7z4H+4gF957Blc9vctL3vKZ+DIHWdIUv91r7J5CmBoTvVbc+tj7mWqp/Wwcv7IZxriRGZDLqvz4ouyCvtsx71N5ejoTe/DfRds/BZc/0PAU4/AgahDJzfynaZbzaPHLyuZGjIUqZz0W2hwKJyk/ul3FYPVvQQ8fi+pMphuXCbMHnVO+TqBSFV0go7DHiMtEs7qFICXWTQQLf3NDB3p8kH1tnxxbTXAVduJTiUUi2JNyide9Ft8OI963ttf9qt25V65W4+Vr1DLosWeu7ieJxVWjkVDh1w3PsJXveg8/vGbRzzibybsu/Yz/Oc33gOOfBjW21m8U33NUMSQAoK+HLgiFFJVXclrNWdCfY5SF8Vxnb/KpXaXFuPP5yvJZWCNmcI/BfgwbPwlHHgBvPoGuPcK3P9pwHfTnc6QsTwcdUoeqth0ek7utWylhP0fJHw8ijfw396Wj7N40z33RnP9uHfhAMnzVBuAQ4BD9fnGqU44OMCoNsqOgXbuuNXr6Lv/rkQ08T6JaV2qozEVwq2UFwwL+1ZHe0QSmCHUpzR3TybMkEVl0WH+f7Qq/qUI3CwOHdVyY+EubKV8nM+h8fGFMDSmty+oM3n3txzhua+9hSfdp+ERf38nGH9qhmoqY3C0NGKG0jIsshVV8+DjknJHUW8q2cqIeRuTKCOjD9243Aq8qeHAC1r+/n1w9wNwwY/BOY8C7snUcDE7iphIrWGmLKr5rbyyKiSSpPfxeliuIg/LKa6ea2poftQXhbuGjFd6E95XT3fD5o89T4qyXr6B5uEc13GrnVOsr2fetR8xe6uVWzN3LXzSmiKfFJdI7qIjkzbKq319S6m5goH+xLtirc7qef0eU9pqB9v7k4pVbrQrVkfHrowTqSo9/+Ii7/vvVNSuFHKhpPIY0yGpfRfxtkcf4sVvvp5n/De483P3wpFDddkMufi8LtpwSeOl8U433s9G5vzmXDfMj+VQ/NVRlcqKfz+SlPLmc3S4gb9t+fgL4H3vhNG94PGPBn6AbnPQ+fc+e1vVUarclHV5dAUl2fB8zm/WM0SuoLYy0lDLofelMlQiH4+hkJ2vjY0oo1iw8zy9br7mi1Wxvo7ZmUz9fYMeS3QFCzWaFSVyTfQjK6tXquUC2oq8vmoDzPnwuoWYk441luPoCerXybkA+6KoNn4W1e8oo4qBjZlHIkOocwI053Lg4uv5oZs2+INnXsjq/3UlLLf9MfLTAVneY47Yt7vcOU8qozGQDDjv/rchQ31J5FSFqLaSKTdE63SyvQEsNTBpaf8dDj8WnnsrXHgOPOkFwNdO2/Yn7ZyEdCfMDK7GM2PwqdBknDOENbTptx2FKvKYZlLVj6OlIV4yTuxGTZucCqkpn9ZzjtMmx/2AwM4p1jfQR3W+4+fHe2B+QbngJ1KoXOz8C+oJ/QPOspDV4kgU4Ig1eYE+qsndya2MQlVPKseMNy1FfugvlqwrhdsVgytW/6M1pXlM0tHf0ILRvQ1g4yze/cJDvOzXbuVnHzOGX9sDHJwpAj1Jtmgsqr4tIvcmXLkpZOSGsgqleIyPgXvJo9fhC1Y86EmlMfCxMbf+wiZ/+gq4+xp82R/C6Q+jQ6iqw+VWY+lHFdMld/Tlac6T5tVjsL6GXJlqXITunIZCT5nHvY9FlJ5c1q+1mn3OPlWhDY/ZVuGPMDDN1x6fYj3Be2FHQa4AUxmm0Lr7ny63x7CGFnj+iZgrmcpq6SNEI7RcCZaTYqqJvHJzZlF5tpHXj5zoTUDaDa/GwMtWCyHHP3dNsTwZ5vD2MmbpRmH1Ou73o/fgAefBH/zRJlf9agOrp3ZlUqlK8Xm97cC9oX6JNH8uP8qr3z7u1ULO/mxHubs8CcFt0sVIN8es/xm86dJNfvc18PDvgYd9Dk5/HJ1SVblsr6H/oINi9lj9FVVym2EL9xwyjJUutlN1PCt5XoRgh+pVWeivyaqP6cGozpzroTZShk+AVtyyiqZp/qBpmmuapnmfpe1vmua1TdN8tGma1zRNc5rde1bTNB9rmubDTdM8altcOFqFvtvlG1Ia2LTKPjFbubvK52/o8UdWJ5be2j0PflevNMPKV8K3SLA8n+rIetztlUur40O+0Hz309sZUgaV++1ewBBqG1K+Fcpo6NzWg//GA39ghecDP/6Lt3Lk+afD2sq8m63x9jqweykH4rPqm9+v4qYU31vRovF0XmSQZXBXG7gZbvumTX7paTBahme8BS55DrNzoS7zvvm5bh/FChU3VFtj+uvF+cmXGfkayvOjqm/Z8vpmY549HfJW8jrbdf58fjzdx+No8GPlNbh3V4WctprXo6Dt6OYXAo+OtGcCr23b9hLg9dPfNE1zT+AJdPuXjwae1zRN3UYuUO+UJjQXj4RUA1MNggtOHiFZFCvySXVkk//Ro7csuQJx656CJsWl+6IUmK0m1MdpmdlOMtPfq/QFxl09UfUUlqMp5de4u8BPrHwqfZ+LygOwmPkFT17nT/7yZA4AP3/Zp+Ejp8OhPf26hGIrhKj+uRxspSBzwfqiS+nMcFJ6OZVHoro09xP647QJ7Bkx+St43X3gl/4Z/uvPwVd/EriImaGUET/EzAvRy2WGYtj54udEjurTOMp4eCE3pvJPNr3fIo19no/Wdyrxhvl120RdWUclw1k2vagKnOl+rn/38DzfCVCuWyrWtm3fDNwQyY8D/mh6/UfAN06vHw+8pG3b9bZtLwc+DjxocQPUC8IXvC+wVE6Vosg0n2SPtWSeTfpCNIT8ckOhtfyV1ZV75aPti25oIqXg877+Uwhmj/H6f6cL1Qj56VNt/vlYJApVff5vBbmINF4umF6Ho+kGWG+526MP8oxnjfjwQfiJx1/DodtO7codYqbsHIkl+vBFlMiHgXJ+7fOreUgDn2PilKBA5ApE12vA6ojr/+eEF3xHywfG8DMvbbjoR5r+mEr5jZk9IVQZseyn/4HidsnXQSpBmBktP5CfY+3ueTVWucbaIr/n83EYqkOUfZWsu4FYNJ/Kl57yUP3HQMcaTTinbdtrptfXAOdMr88HrrB8VwAXlDWk9Uuu5Oaq426pfIKGBqGyotBHFUmuRN1a+yJVHv9r3oo8KO6IcMhFH0JBMEMlHldr6f/DQoVU0ghlm0mVkko0UyE/LdKhNyd57LUB1loe8VN35JFfPeYTN8JL73ItrJ/dPWW0Yfly7p2fRNTV4hhSuqI0AonoKzSbxjHrV8xabvzoVA4+eMJzfhUmd4Mfec8e+JoWNttOgQrpqj7nwWOKi0JcizyxvDc0Jm7ghZxdZsRXKqPcZE1ki+VLL82VbM7XKL6xfNmfRJyVrDvvXlcCtxNEx/3kVdu2bdM0i1gq7132B9y+IC69H1z6QPpwPdGpK8OhQYc6+FwJ3pBJycPMjvIWKQ9vSxZfSEg73z7hGUaolL2UqfJIePxfN2HeeFTIU+T8J4J1hL5peYRekkctIikRVxA+R4n+x8Btl/N9f3IJF9z5o/zlJpz3iJt41FvuBZvvnyHWNupzd9HHIw3IUJx7yKhqDPIMdDUf6ovad+XuSHupgc+t8PZH3MzvXQ7f81j4qj8ZwfqRzigfYWacsx0dDZQB9RDMOL7ThU5FB9tTGC73GqMMj1Vr5mih2ZC3mOsg++XkspZ1DhkZjctGXE/bfdO7u8/COo6CjlWxXtM0zblt217dNM15wLXT9CvpokaiC6dpc3TZ99BHJmkNpZzcbavc7CGLh6XrXiXETqlYqnhpdX5UVs+fmnIlA8NIx+PJroQqFOZxJ+/LUN/VrisaV+oSrDxa5aTjPo74Ra5k0t0m7glpu+Fc/SiPuvJi/uben+FP33WEk//Pj/LgXz8Z1m7tn8JIheroN5XcEOV9V7B+DGsrSpTqfdVRqnXgtoa3P/EIv3E5/NSTG+72u8DNk9lfh68wi61mfT5n25VX75ej/opcWWZIypWrx1AXeXmL5qEydL5mxYuHk7zflaEY8iSqsYB+GEz9iLyX3qf7iL+f/uOir0dBxxoK+Fu6J5aZfr/c0p/YNM1K0zR3Bu4KvL2swQd1hb7C8vhPboxURzp0PWJe8aWwqu3M55sgehNO5vE4GMxima5UnTxwn6RQhwuQo9yhUInGxIXcY5ieL/8rq3oM0a24u6KKzzpSkvAqj59i0He1AeaumuZjugu+tPQZ/p8PNhw+Gf78RWt87g23wp7l+fLZ34yfJrol8lfuniP7RcYpKQ2fG7tNYKPh4JPgN94DL/6uJe72ghGstd1RKx/Hlv6cTKKekaWl0SLKaVx13nTIq0tF5TK/bPwILXucX3XlJp148D74GhbfPvfjSB/Ftcg9FzewKXuVcVQ5rTOXZwGKNI6LDNJR0JaKtWmalwBvAe7WNM1nm6b5HuCXgEc2TfNR4Gumv2nb9oPAS4EPAq8Gnt4OPYHg8RbfIFnEVeWOLHL7NYGeRwNakdL90TefxHRpl+yT5MLuQubHZLSpJAWsdifx8dMRkyIP9JWtu8owE5xE4Drio1AFcZ198TdH6Trz5rGsREPi+RCdQR21sAK/87xzeB/w7G8F/uHM2T/wuluq+oSg3SCkG+uL3uN62S8fn+3SiCkqnfbhIDNl+f5TaB/S8s9vmfDct43gVxtY2+zu6yUrWsAeZnF+NKbapExPyxWWIz2PAStPFRbxc9CO4rwuBzB5DDDlMY26K+2hcF2G+SpS312hpuHcbpij4iFldwDNHgvt3JNX/8xs8a8ys9RuyXzioV4cFeVOejXBiQpGcS2UJoWywrzLm7E9rLw/QrvJ8JNFjlQz3d1vVyxVWENC4U8QJUqvjJIvokR9iZqTfw/X+KaeXNxERU5qV/lHp/G5Z434od89wMPvCD/wj3eBkz8N7ebspS3+OKjznug143SLFu6xxNPEy1465aon+67az5u/+QD/+jF40H3hq996Chy8ZWas/F2xkivxp7HyOLTWhKM9j3cnwvO5HnLdRa54PU31pPJ2HrIeH18PaXk7bnCdd4z/rL/yIhLktMzX53WJn4zZZxhF+af3vnj/8wpmg3/Erv3wMfQHbCtr4sqxUnq+M78R95wn/5PDfGrLkWa1E7/JzJ1Kd7kSTMXE8thVLoosm4ihEqpcNMmrjmp5nsqly/EUqa9e73pRTmlr9MfMkf/hGznvVw7w1IfDP30GXvmNl8Pq6swb0H9oubLxa41jGqOK70l8Hy3pibxDdCGjwyNoLuafvvkAf/wxOHAn+OqXnQ6Hbun6foiZcvXjUf6WLywdS0sZqxRhlb4VXqpCUH7PlaOQY2WcU6kmLwqfVTxnmqNTDw1k/Lcqn/W6cRgqm/sFQ/wdA+2sYp3QCagsuYcChh4DhcUDrPKORlI4JTRSlFIiUnB6DZ14UOBbMVy5//4YYMVTus76ZF/SiLhS81jWIsRLfOcmgCgVsPOQ8S3P53yJKuVb1Z9oW6EApQnNrcEj/36Vhz4MXvXeCTf/RgOTO8zOdqq8XprtilOytB2JPhqpzzFUH9WnQ10H33CfT/Oij8F5D4RfePc+OOnGLu9e+rF6GYoMrThvvkPvaE+0lSeh+v3bKTeoxJeUvd5F4OPpBstDKz6WHlry9FF8sg/i0cOBW4ULKsTt/XOjXZVVG17PsRragnZWsXpQ2c+F5mbCkHDIknk+X9yplCq3yd1m7Hud2f+cqz0tBlfCIqGRdI2koF1o/dl+KXLxt8bsrUXu4kzi2sclFaSn5Qyngsz6FyEijZOjCM+r8fE84smNxMTy+KPCLXDNEX7o+edyr/Ph1//nQXh/27nbbijGVl+60P7bj6X5eDvvi7ygdDP129NOXuIT37PJX34WLjoffvr5Z8Dhg7DUztodR3mYofiUX3dfoa84M29Dv05HmJlHY7IZ990wNcw2v1pLc2Ways7HRHXq2xVptYY9xKX5dNnx/ng/fRzGcS9j7evMXnKf/OV8qtzQu2aPgnZWsYqqxb8dd2YRuSJ1V8YD7e5uDC00X9Dpsi86CeCkRb5GX5FI6SgGJKSsMokOnTdXormgUgnnp41rxSp9DGB+/CvLPinyK20oQrUocnUqcNrVfP8/nMlZq/C5J93M4X8dw6Fm3thq4UAf1XmYR+PsXod41OL10IIbTa8/x28NWBlz4EmbPOdVcOsy/NQrVuDOn5+hZzfkqt8P3ycvOX45Zi6LuflElFe+jJUPoTdPdyOq+gV8FtU3inLJf2W4Xcb8CSrnxcfHjZSP30bcVzmFW3wD2fmugMsJoJ1VrK6ghg7eV3Edp8oFdcGguO9C7C5KIpeMiym/yN8olZSIbije5xOuxexuWIUsqx1bXQ+FJUS+4Dwk4mPlCqxSzEMKNhc2bF9QHdkuAWcf4D5nNzz/c/DsH5/AvvNnMVXoK6Yh8vtDsWIfd5iPK47it2RiaRn+HJ7zty3rwIs+cAncaXMWfxW68xg9xbVTtfCdx6pPjvoXKdCtqPJ2oL8uPc6a8cmmuIb+OqwUf+6p+Nj4hpN7Hlje/C1jucIMsGSfZOQ8Pc+dHyftnGL1gdXfVfu9hOxDCzQnMstULq7yVG8Jwsq09P8qt7KkixRIohwpsVSAVd99wVeK0u8l/962t+FC7EfcNiN/KvshZb0dBZroOOfSjck0zqqCD3ntWdw4hs9+uOXQG4F2T99r8MXoSsFRvxQPUSbn298clTx7e9N/nD34rg1+8SmbfGgTfun3x3DmR2F9cxYPPsgsHu9hCEdfQ8qsctWdD/Hvq3fI6FVxXOelkhGsjOKtBL/iMw1cboT5GkwenBpLd9CTa9j7lp6Rj6s8A8l5otKUw6MFAlvQzilWddKRk6jqdOXW5j13rdNlIsomItPvnJx0/13A0wKn8kkF7y4mLN4o8rb9tYaJgisFmDHgCpHlWFT5PU2xp1S0jhJceTtfeZzG51LpI7pYqn6vt3DmtTzlJ0/is8AzH3flLF6W5dWO7vk4Cf3ny2T8DWXadBG6ckOqzUu1twLcNuJdX9PyQeAnf2aZM751GhNS7PcwsyerHE2moshn11MWnTIWKG/GQyFpwDQOrsyHjKHPy3rUozQPm+T4U1w75frJfnoIwddVxos9fJd9mRTXecrAQU6FYr/oEWseh3HFVFlZLB/MW10fSA1cKh4XSo8HjaIOinLe3iKekh/fQMtNhkpZSsk5DxvxceFvmL3dyj+JCl3h5tuAKlS0EeXdeFQIZ2hsxvSVrcjDEBpbj3WOun592dP28SS6zff3/NYmnLa321QUf3utXo8V+xhoAykf5lDcW6cMcgdZ8iOlsgbsO5u3PK3lRcCz7wf3e+oK3HRkNgai/EM/v07PJSkNndIqqjZtnDYjb7rULjPKqxBIpovfDLOlgk0QtAgFJhrNtZFrUgbJx9J53Ij81Rrz35VuOAH/Xb2ziFXUFr9zctL9yzKq090uJynyVMZu3X000joqLdv0e86Hlx3ama/cm+RDgqRrR7NH6G+u5GZchaKTKqGvFGSmuSJ1lJ9o142kj2XGz5KP2+fmOh7zolO5EXjDL6/DJ5dnD2sIHTpJYbsLq3eaOrJeoyaXN/VLhvekEfzitfzVq1q+6ctGnP/2BpqDs39Mhdmi9M2R7SChnK/clPLylaFSmUWy5PK71T9jbKXIpQQnxb2h36pbJJndzoaarxW/nxt3UI9N1pfeide3yBBsk3Y2xuowXsKroxFDO/YwH8h3YawWvF/nGbusX4sqUXMq9GpyifxbLabtbDC4IHt/st3cfFMfcgxhfuzz0wyUSUpXztOHFlUuRF9Y1b0JnPPoW3nwhQ3/Crz1B9Zhsm9WlxRkhkL8PbSbzNCqeMuzof4UlCN038x6zYRX/xw87C7wdW9r4Oq2y7NE38BVimGIcgzzyKHXmQrDwy/K5+2m4fKNNI2LvquQWVKCnxzH9ECHZGwR+Zg7+nSZVBs+v95OpawXkfRBderhGGnnHmn9R+pOjO1b7ohDc4+7JFXPBLvL70J/tAMo91STWrW1FSXvUoZpSXOHNYXcD5Bn+iIaWnAiueNO/i7Y6s1eojzj6HUmKtqKT4+LNcB6AytL/Nez19k3ht+8ZpmlyXonG3tYfO5QPG+FGoXePJao8b8JuGUvv3v/Q7x+Hf70L85k/ODrYR/dJtUe5kMn4n3I1d+Oe+wPoAyRFFG66Il+nXyuZLBTFhad1PGQAczGrJKlrTwmNwZVGGDoZI/a3YqG2k9j5GPQQvNIvkgfaU1kmK6FI7QKUfpb8h25VrGUytpnzNBDBLkB45ayQqjJX4Ysqsl1gRZl4N4R5NjuV3xsR9G7QvWD1Y7KcowcuafHkChVY+j9zb8czjFNFOv13a4wWhhv8qRvW6XZhL+4x/SJkgmdYkvvwo2nv+hGaCZ3053/EbOTIDpqd8Yq73zGId62Do89FcYPurnLf4Q+WlU97m1Vrqoo5zC9kqEYbObNNaN5yPq13rQJqPz5r8ND7rD3yePEFSkOmjwkkk2U7LKhOfB14mt9bJ8ME2B1+G/nz8FVnok9Ttr5c6yaRBdGFwDt9vqTKr4Y/PDv0Jm1IXRQxUsdKShNAoLx6wrZy/rHUZIrCq83BU2Urs8m/Rpv+QYAACAASURBVPHycpmWbrF/0k1Pxe88OMoX7+4m+6638lfxOqztykjlqQGNmRbVCDg44T8/a8LpY/jX6+Dml9tOPMbTZlGP7lfKIA3JiG6n7DBThTOCtx7hla8DVuGJn1qCPWuzuG2OZ2V0vZ+++BM0+Fi5ksS+le476JX8JA9uXDQWlUx4vNwpx8zbTYM8lA/jufIe85OKV98eH60207xPAhFuMHJtii/n7zhpZxUrHH8nhBZ0aLlCnaIU6iFyIXKLVrnlqrdCTJknSfymIUhLn/W5kPliST4kVH64XeVcwbtrmC69x59UVo/l6p5212UMq9BF9qNCY8m7jJzm+MJNnvKbnd77l2ccgjtc0G0cZcjEjdGQt+Dki2x6TpVV4FZgCV78rfBJ4DseDOPR5ix/he50rwo1Kb1CUYnERkVakm/AuXJJGpJ1V05Oi8JMW8VeF5Ebu1GkSeH52WpXjCrjpxgkF/6knSvRqi+5hnOOGrrN0eOknQ8FpCIcQlnpsg/VNdSOK9TJgu8htzSRRbotmTZUDuZRiIS7UjQe6lCdukdcV0o6n5GvjID3aTOuRX7IvnqayGm8jTwi58mVkYeItFAOT7j460fcfw/81UH43LOvhQNFG5Uh8jFW7M9dRfV5DzN3cO8yB1454l23dH+L8fAXjOBQ21fkOT/eZsqHt4OlK7SV8yhl6cfQmKavWXrWq7mTN1F5EjC8z5BKPL22vLddSpBT7S24UnS5VPkqlFPN9yKZ8A3s9NCGxuooaWdPBYgqq5Eoywc1XV8NZB61csSWg5/IVfUPxbxScFW/T3pVdwpTlWcRglI5X6iVgA8J/iLXxvuWm0tpBPQ748DE/aXIo7CO8+kvR1HZnM9EgXqf7d4JT/3rVfYCf/LCdbjLufPuXTXXWZ94ST7Wpn1YAzbX+Zfv3uDwBB773xu4oJ3fTEl+82hc1cdF5OVdrn0eJOfOu8u+1o5vNvr8LlEDkcpzyvSko1Gs7ua7+y9yNJvz4h5MpS9cPhet94onp0p+joF2NhTQMDu8naiycq88j4TOrdsqM8uvAL0Ok1cbRUmunF0ZJKpRfEoT7m6Y2kmhXRTAr5RvhjE8rrRor9LDB0OKPNGPKI+veVnvs6crNKA+++F9R7mKx3r8zD0SV4zipbVrIbQJ8JXrnPcwuPxKmPzMNdDum41LLrytngFPI6z3rC7DZ38e3ky3P/agp7VwW9v/63GvI0MPyuOL3g1YolT1d8PKaH1IUYrcsKdMK3TiH++7u7nauMqxEGWISDz501d5ykX1VOEEV6win2OX3TT2FRDxf3EeCpuJEsWm3Lv8fFEjVimgMZ0gJ7LyhZbB50nk0fWRqCMfGcxnttMlc0EZFfex++myqG5/KiQprarXl+TpVcBf6V5fbmZQ5F3E0xC5W5pKa0Q37kO7wzDrS/VEi7/Yo9qtdw9EiuemCT/xtC4E+rM/3cLBI7N/PZWh1lgt4svbkjJQPWeczt++CG4GfueFwClNp6T0Z4BOQ0Y650wGRjzlW7Wk2CWbeoXf0IaS8ugfG3QKwknvOpZh0kawXlKi0wFSZC67lSEXH6kgxY/Gw49NLiL3AFR/blglefzUx9dlyNufMC9fnie9iS9qxJputqiC8I5sKkTjB+FFPvHutrmrUH2qBenP+KflrHhKBei/M/a2iCorXLmfFQJ25V0t/Gr3foifIQW1XbdJ47NIIVWoPdN98T8ann6fLumWV250sVG1MRT3rPjKxbsMTJa58dKbeOdNcK+Lxpz0Dcuw2c5Qu1MiqwzbOOUGUxXycMTrsWHNef75oHsAVV80xv4uhPS0pNCXgx9/e5vLuL6HjHGl3IYoUaS7/Ivcd/Gd61z16fw19JV1xWt6nYtAxjZpZ0MBUljunmgS/SNypTcU44KZIPpz8fmMvFyxNeaVSgqRuwfrUdatvZcdsrbez2oxVPmqtEoxpkJaJCBDMdxF/Dh69DYdLVc0YvaS70wfaifbcloBDsADL4OPNfDGZwInn9ZtZEk5pDEb4ssVhEIZB87kd94+4SbgB357EzbW+/U58h6Ksw+Rx0tzsy5deA8XDP3Drp4oy1i2SC+RH9l9XSuMU/1tu3sRPk4VmjxaRZSGL+OimvtFXpa3nw8QyQCqvBRwerAV72n8jpG2rKJpmj9omuaapmneZ2mXNU1zRdM0755+HmP3ntU0zceapvlw0zSPGqxYi0zuSa/R+FTWX0LgruwQ0oHZ4hYqcEvtAuNujATRF8KS1eUGIV+aobqG+Mn7Q1S5XCJfmG5tM39lfBKFbBW7dX6g31dHaONIS/fSeZdxyXijKOOlWjCbwDKMvgp+8Snwig1of+M2ONny+WdIytMFBNizl2v/6HMcWoOnPwaaS5dm8+19y/DFVoi/UhZShm6cR5Z3zLycQ99A+bEjVzDOV7WB6OWP0J8/nxdH0W54c81knDNPvjilUvWYexUWqspnDFvz408Kel81fs6PK9xF6+cYaDu6+YXAoyOtBX6tbdv7TT+vBmia5p7AE4B7Tss8r2mauo1bmU34MrPJhfln3IdcHRfmHEhHPJosf3u7bzj4C0H07YPtsTBH1C54ORnehtcrfiqlO4QyM83r9c2yKhbmizY3B6A/5olivS5fUG7MclPDlWwqNh8n/9vvDM9U5xB9s1AK7jDc8QVncfGF8PKXrsH1zOKs3j///3iXJx8HnQS4ap2/fw58BPjapyzBrRv9o2o5Jhk6ynGt5sr7BTOD7eGxsX17jFWeWD5x5AbM9yOkcOQxJFqUbGhc/NWLni/Ddh4iqEJbkn8fiwzNqX3JwBL9OlWP77EkkNA6TTlaoS97TfHtm7HbUehHQVtW07btm4EbiluVCng88JK2bdfbtr0c+DjwoLJidz+2cqUqpCX33nsgAcpYWFpsLbwh9yCtbPIoYfRH6uS+iRIhJrqBeTSesSOvqyKPsTlvXp/nHYrtZv2ppDOGtYgfH1fNg8faNAYr9IXeQyl5OsA3GdLNO3IdZ10MB94Lb/kKuuf63RuC2eboEv0FJT4lH6fCe39rg38Hfuc/AQ8b6GuGjTIU5AbYeV+0sZlISnVpDFwuHIWu0G2oaWyXLf8Q8mqoQzOuUNMDPBpK4JByD7WhSrlMMJVIFWYPp2g8/ChfpU88tAHzRzqrMNsx0PFU8UNN07ynaZrfb5rmtGna+cAVlucK4IKFrcuyuSUfch9hXlhcybXMDkXn0z5VOGE7VLn3Qg3+RqNF5wbFx1B8UnXo25Wg30s+HCVp3DJm6Lxs5eJ4+SqU4hsXzocvfMXsfIGnkct63Uvwj/qWc+jxvoNwz72dfnnzGlz1c3Sv9/M+6DWDblBF68zQ4sqIq14G6/tg/z/sg7WN7a0Q8ePfSY60NFYeWlphNnbuompclqy8UOhe+vHXHOtqvhWDlhKqaNHaS+SXCnxU5HHZxK5TyanMmFrWMtar8ZO8qfzQy4KSLyeN8Xb/6XcLOtYqng/cGbgv8DngOQvy1urMrZFb9gySwzyicXLL566A31+0w7iI663KJIKTkHtauuRZb/bV8zn68ZCHxsgRTMO8O58Kdqs+OdJdpIQrRFstpqreRWkVLx4iUH5HFgfhoU+GP6Rz31/6IuADk76CmkS5xsrr+NTKCpuXjfjHG+HHnwxL+w72lZtTLvZ0UX1uqrIZm/Q+TyzPcpTxOO+I2d7EspV3l3nRfOe9yiuseHdPbat63dg21HKS9aehruLs+k4Pz/OqXVfeUsD6rjaytpL9bdIxvSu7bdtrb+elaX4P+Lvpzyvpnv4TXThNm6PL/ozbhejSL4NL789sEYzpK1tXNJUF82A/lkcW3BGs01bHQORqHYn8082T25VZIgWVc56cHz9HmH1aRK5cPH6suj2uXCEJd9UZuOeIMN0w0aJxUz6hKMX1dM9R9hp9pVAZUN1fA05iNqZu1L4R/u8fhb+5GT4IfOy5cNdfZRZrGzELB6jvHhY4Bbhxjd/+Q/jK/XDhc/fBjQfnnxATucHy+F7mcQXeUL9cO+dSK1JjnOjLw03LzE4P6Mk0IXBXMOLVSXnS6/KYblJ6kpoz9w62AiO+Jp3cAPrHZVPlR/Fb5ROseZ9gfs0Yveld3edE0bbex9o0zZ2Av2vb9t7T3+e1bfu56fUzgAe2bfvk6ebVi+niqhcArwO+pI1GmqZp21fSFzpN9KJF6+gskSnMK5MmymXZjLvlpCldk+6B9oov8TChE3otpOqlDpXLmBYzkW2itqpslbfKv4hcIQzx5ZuAQn2VGzZidoC92pHVeGmTyRF59l/1+RxN+bz+r+HbfxDuB1xyJvy3a86E667v87vC/OJbBd4KH/gu+NAB2PPt8A2/18D1bXfvCH3XdAgFpsFylIx9+4L3dJg3zj6HaXCE1PzY1HrkTxd7UYzTyT0cl4EMLSXfaYxVx6L4sse7t0vOXypUyVmuSX1LFofmZdrn5is4rvexbolYm6Z5CV0Y/8ymaT4L/BRwadM0952y8SngqQBt236waZqX0gGHDeDpqVRvJwlXE78T5Tmi88GoFJwLbOavFLZQ6e2dpf/kjnjxt8untVQ+KR5N8Lr91lnCIXKk6KM1ijzVtadVRsXzp1u9iJ+KP69XY+TKXGPsf3C3GXl8Thyt+fnJqg/67cjG+DjzbnA2nS275nrgI9fDafQXlebKDeuH4F+/Cz5+oHuD1ePOHsPhzRnCzJdYZz+GSH13hahyqVQlzy2zUzJO+c5X708lL+qney8OOvxRY1eeWQ9WpsqXNBTe8XXh692NpZdPSs9L5TM+n/nzu0LEfrZX9R3rpp2zsGP/IPC39F2WRKxDLmvGcJyG0G6FDkV+plWPLLb0XVZHthJ+6KMELG1Ctyjlhvojh9vhCeYFqLo/JABD41Ap1qGY0hCKSOTo6EGxKyF1GaU039UCTINYtS2kIYTmba/sZeNeh/jh6zoFe9lPAP+j6d5GJX5Vp9Dg0h7edq/D/Ov18FFgZQy//l46GTid7hWC++if81Rdjt7cQGDpQmOe38+nOlVHumCxQa7qqchDRMdC4mE9fusBmSFZzLQECone3VtJfhNsJdDYjhrzsI2/o8RpusabLz8+xHoC9r+Okdytz3/HhL6V0QTlrq5bl0VDkC5QdeZQynIj8vhi9Oe8YVhY5Xbqvj9auF3KTbEUnEqQpbxlGDJPhXAWoa9K6W6FnG+jPy7VX3xU9eaB8irUAbOF6PeXgLVDjP8O9k0X4Ot/h+4vtDO2vEanOFfG3PD0w7zz+u5M4NIeePbrgTObbrf9MDPDUIWJKqO+ndU0jm9P91MV2mxJ8nndClm5Ytdmnp9prfhVHr+XXkWljNwzGPr4HGo+fBx8R975SEAwFOrIcFUq3Hyx0jGrza1pZxVrxj6gv/gdHSWEz4EcFeWdPNajhamJ9cnErnPydCQjNwSUrqMsS5avtfuVQvFNo6TspxsVH5Psk/M/RFX8z6+HXHLvQ86V0MBQ2x4TczfU42SuDJI/j535W6Do8jd3gf137Y6y/vkh4PMnzdCmlORJdErz3cu8/GXd5S3ATz0RVu4OtG1X755pGSlY9fkk5o9FufLwvuteY/eS1OeMG2aYbGheU6aGAIrzUoVgfBddeaSAPUyjefbyS8wrqpY+bx4OyDWlfLnOdd8/mZcoo4/mx/Plek4aOslxDLRzihVmi0i7wzkQueAz6Nwyv/gqS9QyfwwqhdFHIncWnd9ErV6HviVE7tZ4bI/4znacb1dG3j9f0Krfjxctcv1a5seP+O0Kb2gh+yJ1XjP+vcIM+d02/a2NI3ezW/qnBFyh+vi4Ivb+rsCXng2fBcZrcPCTt3X17WPm+h0BTof3vugwn5+y84iLYf/z9s3mTCjblaFCGoeZ/e24ZNY3PnxcMnZYIT031GonKWPvosoo+3WlyNNIu+L3PFWcVfwuR7o8yZRN8VMZluTDy+RvpwwTDfUx56ICBw603Hgs2kDfJu2sYpUiENJzF1yUE++Wb7vWZURfcQ9Ra3nSRRna5htyqSoFX8XVHOlsFThv6L/r1BGzL3ChiEX1JK8wH3vNMtux6L7wYKYUV+jQ3sr0c/YYTt0H59C98HSd7kiUPwbpsWwfp8bSpDBXu/Jf/zi4FNgPfOZt0zYPRR9vHPGpv+6Q7XuAxz97Ca49OFP4yqdjds7D/lXYP4bTxrNY8pJ961Mt6GqTyFHumFlcvrp3POGHVCxqx08fDJGPuytJXycZmlE7FYLXdaJpTx8V5Ste3GNLL9PrrUIHmUf9OJ549JSO6RzrCSEpEYUB8hFH5UlKFJVlhtqCvtJKZCzF5PUKEWwW+UWVe5OnE7ZDi4TbDUkiSo9XJY9Dm0DZbiJQb3MrcgtftSceDwOvBV49TV/ehPsehIv3wGO+Ds7fA+0aHPwYHLweJjfCSQdnx50c9UuZ6n2lh1UnjO/dPe63DvAq4H/sg82DMx5XGj7//fDe27onW37mK+GUSzdmoYLlJWjvAM1+OOMkWLoHcC5wDay/H97zATg4gU8AXwrchXlj4nMCfaMpuRJl7DDjx0r3upyG5i/bcxn3kzdCoaJ8Sip5cD5cHtMoa3PRT9RUwKEyNvp2GfYxdKRbta3yLovVmLqH5eknALHunGKtdoqrw+0+cYuss+JvI/sN/ThY5vGJVnvrVt6PdFS7lB4bdt6qg+V5jEy0laBVeVNAtTj0tyKevl1yo+LHUtTeEFWGx2k05esw8HJ41xs7NLkGrP4d3MBh7r7vZaw+DZqfvAuc+mtw8j/RvZ7ihmnBtwIXweQKuOZWGG3CGSNYWoWlZTpYeiZwCM6/hHsvvYp3bcDn3wmc8m1wyieBDVj/EBz8En7/X97OJnD9KtzzT+4EZ94M41Pp3gz0ROA+zNyc8+HQS+GdL4G/g/ZvoL2q062n/Dzd84e5u+yKqQoPuHL1uLRTyqrSkobmaQgpJ2qrNtEyX6blBuOQzGZIaCic4W0ozf8FF2bhGTcI+k7Ake0OnZ7wvBmaO07aOcVaIb1UehlfJMokQpIr7PFBlfUXtmzG/Ya+dU83ZStXSXUK9aSgbcS3x4t9p7UyNhUC9G/vXwpIun9VuSHKBVEpzTwK5ijAY2dLdJtB/xPOOQBXvKf/IqMPHIQ7PQeuf/4nuevjn8Do+ZfAHS6hG5wLgG8CPgSj+8N5R+hiBy1wBt07/g/B5tUwfjhwDnd4LGz+dXeY+qG0wH8CroXlSzh882e549UdmP3hO67CnS6BsVbwlwFfTqf6rwRugfd/L/zYp7n532B8EDbW4EbgoqfTne5umcVfhaBlcKW4NLfqsC/ylK+MSaaX5XORyNfLa9zdw1P73obIz2J7ex7/z7BcKjCYHTN0pejlxUOGvhL8KL8+km+tMX+RtfgfotwYpPg9hKiPkXY2FLAovuG73BWypPjtgqw6JBgO+V35umDnUyDVCQOVcxcH5gVbVJ1lVLp49P62ke786jqVZCrUIfTofKovzpMbFR/HRd6Chz00Xn68TH3aC5wFFzwVbv5BuHHSqUeFRwFOuw0OvOQIZ971ffDYTXjAedCcB3wauBo2N2H8eeACaG+Bq98Ld1iF2w7DvgbWXgorcM+7wQtU75vfBA85CQ4fgNVlbnzClXy47brzNc9bhfGtHcOTT8LoJDoLcCfgXHjJ0+C5V8PlsHpDF5O9BTj3G2D0ZLpXDvnr6VxmXTlIWUghSFGkwvE14Rt2qeyUtwoLaA5VR274+pyn7KZihT5CrFB2Ij09PZdo1sfFN/vU3iZ9/lMPqA7fKMswhMr5ekjDpHFp6Y859vuLGrGO47uiXMxbxQxzQNI9Ux1SuGnJ/UiHPzXjdbjSTSXkR8ZcgJctPal6KsuFOVF01uFCtF10LapQrQt68gN9ZSDe5LYJVSSS1bGlvcAD4K4/CP/43M6dvjPdzvweYM8IxiPgN4E//iDr9/ogyy9chdPPgtENMD6ji7kufRKuBq5tYXK4S7um7b7vBKft6/arjgC89Uo4Y30ak2145ds6Vh94LvCIO8LG22C0H0YX0L3G5VNw4Bz4kTfA+4FrO943gOvGcM+vh+ZZdG/B8P/YSrmsNkrkzlZAIec3FZfnhTq0lK59xkGdt5T/NMapZFNWMizg6et239eaZGVIRjU+2Y9UdonkE5EOoVcBt+r9HqIqPHIMtPOI1d9+7la+ChVUqCnzpQVKi1i5x45YvV5HBYnKqs0j5dPkeV3JU1r27JP3x13AdAf9OhHoEDn69TaqPCL1tVpcIu1qu5HRy0H2TdPPgqVvgq89F676f+FTl3cO/fXAhdOw5pFbYXUJDr0K3nunV/GAF50G3/RfgHNh9Wo4+KLOW9civtLavAL2n9Ep1s8DB96+zv6v7/Lc8uaWg8AHgCc9uYGrPgIfn8Dp18P5B+GM7+wYfdfzu022FtgPk+tg6U5wj++F5uF0gFanTISQ3Lvxhx38hEbD/JNp6RXJYKVCTaO6aPFnzNvRXwKG3MwSDSm/fJDDZUjfQpYwMyQyEjppkW/6Ty/MKY+grUV+R55pDKSUR/bt7TpVf39zjLSzm1cTu67cfuhPsFvzrVzdapDdba2Uqef1MEUqIl8Q/nZ60ZLdd9de1tj/iVMWNs/4OS/pwmX4pFqMTu4+VuTt+Rjpd6V0Ha3qkV1/ckaGA+YV/kXAWXD+A+Dc18G1fwxrV8PBTTi1gdXpHwOeugfutQG8+kY4/wb4iocC58O+C4CXdEHPgzfC6Ye7Lf4D0zYv6t5neRD46K3wlTcCFzZ84lUth+h0/z2/6yI471Q4fQ02T4KTvwHe8i9MfumNjK6e8rkfWIXR42D1u4G70/39i/64UOev3aNwF9hdcugrnMr7WEQJCNLVdnlK+fE9B11LyVYhBSK/FJHSPF6sNtzQu8udcdpx/B5FWfcoZTi9f2rbZcoVq7v50DcECsVsRJkvAO2cYtXf8fp5xAoVaVI1wf4XFtB3l4ly7pY6xK+UhcgFSBMpxQHzLoru5XsD0tXbsDw6XpbINJGJhwRcKSZK1RiNi3QXII87SfiTNJY6uL5pv/Wtv+9QLFWKphLW6lqB1b0wugjOfSgc/DHY+0m6Df4NOgV2GFYvBt4HfP3L2fjul7P0nJ+le5B/FVaWYWUJRtfCzetwXQuXA/fudOC/AZtj4P4juK3lyA3dVtd37QXuc9+ugb1fClwAt36Ug094I8vrsHQQmiPT8O7TgQfTHTrQm/rdWKbRVboMqyM7N0SJJiX3VVjHjaa3k8q5iU+Wz1DCIuXicoldO+rVulV/pbjc3ddrDB2lu+JzGVyjH6aoTlpsFnl8bFLJivydFT7G2/XyjpKG1Mv/GpJiErTX5Dh8r+ItIkeVWe/Qb3dZqs2pqu5EdL4hxfT3mt3XRyguzZcH8FWXW9FF/PimWx7adh79zw1d2VYKNRenUIG/m0FGozp9oDOmuUAzVuwHuaWYTwbuD/ueAqOzrcwtdGN6iE6pfTlsvhK47cV06vE+dD751d0/BtyngYcCjwJu60DxmG5DjHc0cANc9YkO1N71OerIQboYxQPg0LXsOx9WToHREjSn0O36/x90b3XZy7zhwvruVIV41H83vu4ZuayP4lNtwKi8UwISffsH+kbf9xWG5KPyGh3c+F5CQ+furzH7N4/KkDgvGsOMx25Gnuq/6TSu0F/PrZWBYQjp7fmaPE7aecWqbw28JsddFXdv0gXZ6kNxnTykQvPfjgAmRbqUp7tNuu87u+7WeH4X7kWzkUrL+c7F4EpsOzOc6FbI1Nv0jZAq5gfDhqot8mrcNN+fgY9fA5P9wFl0yuwsOjR8c5dn9UHAH3wIjrwRjjwEbnsHHGrglpPg8xM4+w7w5d8MT3ja7cB3+Rxg5Uvg7LvwmUmnWPff9yy6Y1zfAVwIL3wivOblHS+HgfOAOwJfApxqfR+Sx0XjmjHpDPkkePD6F7WTinArl9Y9JxldzfdQOKyiVFyOQPWPr9CXJeX1EID4SWWY7biR8jLOQxqynCPVM7SP4MBk0XweBe1cKAD6A+avJHPEmkqvWszQ30xS3RmLrNpOPpwcoXh9fvZ0bPfcmufLrf01d8rjiqo6R5j85j2Ph1ZxtxSYRS6Pu+kwC13I7Vf9OpO5h/lNESnkpIzhOdpruP31c2c00N5Ip/P20Z3XP2dafg3az0PzCuAn/okDX/FP7H/ts4BXwuom7H8k8O90sYSbGNHp45NXlrntaz7CSa/vzp8ebuCMPZdMG70FeCP87jVdm2fTKYaTp305jW4eFTt2ZJT9c4Uhl7WJdFeGGmMPfQ1tSHmcVuRhLpc7l9OMl2seh2Kqley54vM4rviv3m3g6E/8532nKswhyv75fkTGZnXtfEoetamam8pJGXY7Rto5xOqdUvzOFYErB3drYYbGPJ/TImvrKCFdrqwvr0fMDl2K77weUSsXuef+Yl2dgcxQg2gRYkn0k+OXZRwZE+nq23Kky8rLwHhYwxec8m1HqTb2rTI3AlfA6RfAdZ+nU2zrwB2sr9fDLa+BT78OZm/JfAfwTXDoKro3qp4H3AS3/DvvpDuRdfZXjfjn22D9BvgMMFkCVr+O7jHVe8MH3tEp01fQHRe4gA6lnkV3XMFfIAO1gfNxzvCRI1EpBn/TfyJYn383hotkdRR5HNmt2ycVpH/SHU606SEr/TOqePMdfrXpfKWiTRrySPVbdVUhL5X3drxeD2klpbwOhUKOgXZOsXrLOvcmy5+xIn8Fn9JcwF1ZNpY/2xtFGSd3b7XgXVnp/kakLzNTkDqCU1n+TfqCoXibhwU0Bvp2S+z3899gnT+nRQjIlay7bS6cGfYQIvWTEA31oqmQkY+/6lao8xbgvnDuC+h2nk6jU7B6O9VtcGQTrtmEyUHYfwB466eg/Qzs+37gYroH+K+H629lP92j/J/6uc43fdc3dtWdsgSs7AO+nPYTX0/7O2Oc1QAAIABJREFU+OvgGrj68JSlVTr9fN9puy2z91i4O5tH85xyw0rj4W6/o0lfC1rsvrGr8kMKyhWmxzIdPSvPEfphH+VZtzKScVeS2gvx9qRM9Yay5EFynd7YkPvunpGH1SSbvn6qEEIbefTbN1wdyeYZcr9/nPQfI8YqGvo7Xh9smF/8bjGVN+t2YUzlJ2XW2j137xP5Vf8ykPz6tZSYv2jG282P0t19dMGcWB5vpwp3VKETNy7iyxeyowN/8XKlKKsYr0gLKBW1Xy/RKdVT6DThI+kWwRG6J5v0qr51OHNvdy6/3U+n/H704/CGF04znwRrD4BbVznyK5+FKesvvapDqq9a6861XnIIDn3sGXDVj9K8YkJzF7h1vXtwq7kDM0Vwd7rDB47gkneRxlEo3xWmKxmNRSqWKlyTbmuFuFLW1b7LZctsXhXG8frEj+ryd2X4/CXvi8JKqtf740qVSHNFL9ImaR6fciTt7WzGfSeVV51qN2PTS3Rr+wQo1p2NsWYHqsWpzqc1UVzP41uLzMR2TIiUVboTKuuj5UdKHNFB3wgkv0l+P3kcEoCKxHe263Em6C/WXGQi8SK3LzeyvE2oXbC8rzHxe1qkN9Ht/H8G+Cu6P5+6ltn7Wq/r8jXnwfnXwOYD4PCbYc/9gXcC93wDtKvworfBu+E918LrgfsDd6ULGNyPThe/DLjtqS17L7yyC8dOlecpq1Oe9tL9pcC508LiPY9WpZHxBe4brzBTRI6UYD5+7YpmO7G+CkCIJJM61ugH9as++XzoSJh7Fc5X9rtqO9Gk0rPsotCb+EwDUvW5ethCeT2Uk2fQ89jZCVCqsNOKNalyXSXE1ZEKbQgpxpeCCcNICmq3IeM7Lng+wT4Jupb7PuROqPyQi+6UyFb8DOVVXyQ4fq42lanHzbSQvG4pAl9Y6b6KdI43EbWTC7Pn0fWtdEruhv+Pu3cPsuy6yjx/5+Y7szKzst5VqpJKkvWWbcm2ZBu/BFgC2oFsaBpjooGZNjQxEEAQ3RNt6IgJ0z1DAx3tYSaiYQLo6KHBgD2mMbhBfsBIBmNbtvWwhUql0qsk1VtVWVn5ft175o+1v9rf3XluVVnl7mpmR2Tee89jP9f+9lrfWmcf4Ivxe/pl2DJlbRskQGI/9P069H0M+Dqs/w70Lz9G5wmoapj+czi7GqD6MzvgL07F7TPAj++Bo8dgcA6ePAC3XQvcC5uuAj5NaM0ngJNk2mOIzCe6fJTv8lotvjdpVW5al6lpUfbUC9RkNTTJhtMBeuxYYOohUJ6Un4+Xvl8IyMt69aJHXAFwWWhaTJqogrIedXG+lzbt1ELLroVu3OhlNX+T6b8PYG1atUuiGjvupLTMUL/XQbhcFZWHT2zXREoaALoHvImjLQG9dCo5r6qB92gC7HxZjufbVK4D6pod8+SaSRlQ3fSyulK7doHzcVG53v6SZinbof7oEGA5RziK7uuHj6+Hhvo6qL4OnSVobSFCn2aIc7uJHVYORh37V4E39vG1/7XNA2uxPWoF3AK8eCrvn90PHJuB+4FPzMAzwC+/l9CSRwjttI/YzPUGIiN/w4Hq7PLni4q3XybnGt1y1AROLmuS5TI0qJRvijr16mtolmMHTI9w8U3Uq+LP82oCP5XhMuz1Lueb92Wr4Rq/X9c3taOJ6pI2WoJnCeSQaTD1QdOi8CrSBQ3kqqr2VVX1YFVVT1ZV9XdVVf1sOr6lqqrPVVV1qKqqz1ZVtdnu+YWqqp6pqupgVVX3XVItmjQd7xTsvP85CLUarmtKAhl//LKJd3Shawryd0606ZiDqWvFfu5CC4e3S+10p5zzsH6sQ+aJ1M4yosLL9UgFfV4oQLq8V+0q64qdK8dV2qB2Srn3Fnj3DRFadQ1wB0xcB9VpMnhPpb9V4LPA9wA/DvwAcPsQN74hYlQfTZe8ezAewroGeDfwRmDrpvCJHQJe92bgnSnvw8Tjq7uJiIAbgNvpDimTTAmASi7UPeLeZncE+XXeJ77YNWmEDqIOWvp0+fK66rwDxxobN4JRPZV0Tu0tNW+vt1trpWVVgr/n67/Vh1pUPHmddV/Tpz9g45yw/kpLqybGt1REBuiO/HmV6WLM4xrw83Vd3wa8BfjpqqpuAT4EfK6u6xsJOutDAFVV3Qq8H7gV+G7gN6qq6l2GzpQvLYONmp+ONTl7eqUScJtW9LIuSqXW6cd71avUFJvoAiV3JHhbXfhcw9M9qoMmjALsO/ZbAqY6aRemXhRFUzvL5AuLFr1LMQvLhcf52wFCY10/BtOHgxKYAcah7xMtqi9ORsiTAs9HgWNEFEGH2Ga1A/wfi3SOxW6qLQJ/H1yFLYPQNxja6fhwZLOvCv/YD72FCBOYJjjeEWKi/QSwP50rnYtlulgf+DnnmZvOu3w0mdwOIiXYa2yb6uILZy+6YK343SuVstPUJ5Ixj4e+1KQ2rNtfqeWXoArdi4QUJt2j+Vq2q4wy6rNj/7U11rquT9R1/Xj6Pg88RUT63Q/8brrsd4H3pe/vBf6wruu1uq4PE26Auy9ag0uZoLDRPCk5Ub/OOVE/5td4HS4kUE1CW97fVHYvk1gTtYmHcq22iQ7xerrGrTKaqARvxyoZ1P3FfX5PrwmKndcEKutQLjplWJJ7xNeIzVM+ew4WlsLl/xLBte7ph/3bgixtEdoshMq5ndjFegW4B9gPS6+E/+v7iFdgv3UrvPlaeGUVPg/838sweQPM9SeB3EkgcJswB2viOdhxggaYpHuiSQMq5cqBjuL6khNsuraXyd4LZMt7fAzKcdN70coIA0/etovNw6Y54FEIfl2T979X+eV376+m9pcLmugYaba96qp6KNKlF3VyKT6Qi6SLaay5XlW1n3CuPgzsrOv6ZDp1kiz2ewiWSukIAcQbkw+4D3qvGl2spq7NlsfhwkKjAexj4w5N+nNuzevkC4M0nJIj8zLchOu1KJSmkienGNbJk0fg0FQW5CeI+uze9eJ6r2uv5G+pbTJpy0m2SnNS/OMc8AIRgloRMVGngLnUqH9QxRv/hgnkvJWw608BE9vgTRUMw+hteaheOwZb7snVPU1QBAzBcgfa1xHhVGdJj2cRIV23E86rl8kOqNIEd9O+yeSs7Zg+3SvdC8D8HtekvI8lV6qTP56qzzbdctMUbeJJZbnTp6mO5bGmBV/UgK6HjXPmYknzzDdL97peSDa12OvT72+i8zS+HlnkmuxlpEsC1qqqNhGBMD9X1/Wcn6vruslw6bqkZ8laaRycXCs4X4GG+zvFeQfQlh1XcrPOSXT9lcHyZRnKr5c2qjZoUMsV2wWs/PT6+AJROg4clOUYEegv0z2pSg2l5GlLB0JFN12ghUblNY2ihLAEVHGu4lJLoNCnXhS4K93/UDo+AMy1oZ6Bm/dTfw+c/SShTd5IcLPPEOC6cxI+A+MteE8/jG+CRzoEV9oKumwz8JH9MHcSloZh/B7gL4k4rHHiQYCTqa6HyQuWtPvSieNgVMpLk/ZWgpdr7r0WNX8LLw3XeNkqU/XWOV9AxWEqlfGovaw5P+ZtkXxdSLu7FA247FuV1bbzflyKgc85LTh+XPKnvnGncRmhUBf5XbK62TtdNCqgqqoBAlR/r67rT6bDJ6uq2lXX9YmqqnYTIg6x5fA+u31vOrYhffijnG/APa+De+6kuyNLNb0Xv9MEomU+TSazBKWJ+PcyarqBpaxfk4bs5bvglvc2XUNxrKyvgK/cptB/+wMPSmX7yvjf8h1CNd0xkCU36Jq1T64SYJvKVjvG0ucpgku9g9BeK+BoHZuxDpyjuh+mZmDp0zDynwgb6Dihii4uwFboPwH8KNzWhnMfg4f+I7x5MjAYYPAIzO+GG1+f2rOP0Jb3Ey8O+OHUf+OEx0vtKummEiwcNF2WyrZD5pZ90XIZbBefntwBUxe/NdYuI54ESK5R+rkms1ltcFltor96Lbg+v1zR8MXJvzfxoGXdXAHQU4s65vUp52a/3Ve+mj0h4EOPwENfa2jLq0xVKJw9TlZVRXCoZ+q6/nk7/mvp2K9WVfUhYHNd1x9Kzqs/IGisqwi94DV1UUhVVXX9X2h+kse93ZeSvENLs9xXphJoL8VEqej2xGsQvd4XWt2aOFQdLwVVycvC6ujabBm1oFW75I1adl054fz5adEfqpM82/ouQPBl2M3SVxO0JyD/GMGX/kj6/QpBW0wD3w+sDsHMSjwIIMfc97fgTzqxZN/Xgr/tBEj+78AcdAbh0dOxOdXvE0L4f+2EXZsJzf67iHcGtgln2K0EsB9NZbyG4HFH6F5ULsTDKzk102S2KhTLQwKbZKh8AMbH3cEc+97LTK7JG+r0N1x3Mf+Crinn5YVM8/JBhDJ23EMlPd72Uvq4pJ88ubLh+UtGfTMk9W9Dqu6Euq4vFYU2pItNibcRe6t9o6qqx9KxXwB+Bfh4VVUfJIynHwSo6/pAVVUfJ6bKOvBTJaheNJWr/qWo5eVq7QNUmjiXwrk28bWXUo8LOZOgW8MoNWOBrdfBQVV1dh7MNdlSyEUXKL61ibdTtMAiodq1CC5T9VQ4im/MXba1Jsc9KrTLQUF11cR0OkB/M4T2uQ94LQFoB9L9Y8Pw5EpEBGxNdX57J8Ks9gBTqVK/DfUifGYW3nEVvGkIVmt4cTVYgaF+WDwb2XCCiCj4UwJkJ1P7R8g7d2k3JGmspdZ9MQ5dk9nNdB+DXrHOnrc/eOFan1su2LWldeRcrMC1BJNegFnOvyZFpBeoln3m+arMJu36Qvypzns9SzqkjNhxq1Z97n3Uy8/xLUgXBNa6rr9Ab0h5d497fhn45YuW3LRSSOPySeirWZl6mSm9zA2FdDU9/SJhkDbRREn0Kr+kKkrzp4lDw8659tnrGi9L/eOODV9MnNssHRKu1bcJUH2B0NaWia3zthAgt7sFm4ZDY1xux72zdE9OX9Tk8CnrVGoiLcJhdIQA1CeJeJNxIuRqKwGaR4HrFwMNzxAAfANwHzz1r+GWD6Q6fwZeeRq2XwfvWobFk7C6HsO8iWAaBhdgYCBo2/oZaD2Uyh4mwrfOEU6rXXSHsDVRUBeajK55STuF7pnWtEBBnvhOJ/nvshyK400Wlfe/IkF8ocPu0W+PZ3YKrORZe/WFL0KaB65seCopFC+rV95ulZYLmu53TbjctKhJqbkQzryKdOWevHLTQB7tmnBolHuZ+opUHm8ymXtpBD7py9SL33UtVFpZmUqu1K/3VbJJKMsA/lJLKFf/UitWahfHy30nXZOSMK8QbyL9GvAV8sS7mQgKHa9hYhds2Q31aahGYfOz8NJct+BrvJYJb5Gbz2qzHg3VblWHU7mrhPl/ijD/jxDM/O0EiA+OwP61AN5jBOC/DQb+GB74Y/iefuBkiul+MaK1+jrwa8CPEXh5EzBwIwycjbrVh1LZP5PqOEUsME+luqmfm0xdd9iV2pGbvg6SZR5NT7t5Pq7xa6xkfXgZ0C07vnUlZPmS1eHXdex7yaFrUfY3SGDH/BqXX4FZyTHrfvWdg1tJ3+meTnF/k+WnVMq3A3QT9+pj4tYBbNyi9FWmKwesLngilsXXNXVkSaZTXNdEyivPJq2zF0DpWNOAlOW6APXSmt2c7MXPlse87b3Mr4tRGiWJXwpWmwhxeox4I+lZAlROkzXYpRre+DzcuQgTNwKnoL0S9y+Td00SjSDuzJ1a2nTEJ/kBwqv/RGTJOPAiEbl/jkDJLxKa7A1T0FmAv2nHq1e+BEzCa74Xxn8L+AqcGwgu9U1t+L3UlMeJzbJahAL+E18JE+sq4K4+GL+WrKX3kV/r+kr6G2cjEPQaR/VtKQMl2DYlt24ccErTXDy4rtGnzPuS6inrprfldorrnYMvAbh0KEn787no8t3kHPN6eJlNgNmUmpSd0kdRzlWnu3yeyxHrY1jGvX6LtNYrB6wS2HKyD9pvT00DVgKQC7c6rwQqJV8RS9PAw4dK51XJSfWiA5rAt1Mc9wnb1L5e5pDKazrmoNbEcUnrmCW0w8OwfhxYTM/dr0H7xdTkJeL5zwMn4NoTEbe0lPLYWrRHmg/k/iknW0WA9iOEtjxNgNktZFDelq59BJb/AoZ/8CWYqiMvabZ/CyunoJqBr34N7rwD3nc1bDkLH1iD4WX4TQIbOwR78HXgmiEY6sDKEIw+CX0zBAGb9sdmLOV/lu5xU5ugeTxc9srjkBcUn7BN0RMO2M7xl4uig6usKAf+JgvHy+kUvz0iRNElJe9b1lNJctZEY/i16oMS9EuNuOz3Ds1zrGlueP382jLaws1+XxzKMi4jXTlgLQfOzYpypbyA964xCWC0yitsqMm0a6qXTwLnyUouVMmBRL9h42A5HeECUg5kaSr1qvOFTJZSsLzeq0S40mHgAMwsRFdtXo571oD6ZehfIjTYE4SXfDd53K4lTPZRAsEGCa1olm5zVnXpELGijxCA2p/uXUrXyWEFAXDb4Ctn4HW/WrP5AwSQPw/rfwufORBFHAHeCvRPwFV7ofNZ2LQe2d9HrAOPpiL+OXDdDqiuBZ6FL30e3jACQzekuryW4FuHiAiDRYKg1RsElErPPPTWcCQvrpmV3nHPV33VJA8ll+qfTfLnstGh965aZZhdGf/slIP7Hso+kKJQymRJpfn3Jk610/D7QotDU1ll/WS5ChOkBDhtJs1fysBlpisHrC4MK2zkSJzjcmFWp5dcZZmv8sK++4rommOZjwuI6tgia9Ol2VBOBjfnXJhUhvN0LkQlbXGxRcCT6uGC523SxFgmzO4niR2iZgNnDwE3r8FwlXxQHZh6Bao5gtvcnO6fILzoLxN85z6yxjlG8JUKrl8ngGotyuFvCS53V6rXQcJZNUZoiVvJG2DshNtH4JmH4K79BAUwBmeOR9EvEQrsTcCxv47sngA+QYSkVoTy2Z8+PwHc8zJ858t5d8Kty7DlCdi2B9hPxK/OpxsU6VD2Y6+J7xNZACRFwWW7XHTL1DT+KqPJfFY93AL0cnpRUP5Kd194W/bp8qdy3CnqFhcNdVDe/lt561rd1yspv1KLlZbs49ArrHCd7MfRGxR8TCC/BPFCVuI3ka4csHo8n3dKKRAyEf1poaYVVsLu8ZbqcCUJkDq/XH3lOW1aiVVP8VrlyulxeapPCdzKr2mClc4eb5PK8fb7ZGnTPfmwe/z3GqE1HiZIyGdg/XSWvSPAWG3WZQ0TS7C6BAPT0F9B3Yb+rYQWe5jQYp8l3ka9i9Bit5DBUs6A5wl7/Nl0foowvxcIbbhDAOsWgvc9B6zAyWXgb4BjQe9uH4R/OAiPrcIfEQB73Qj8xVJU537C99YGPkoooRMEw/AocEsFu4fgJ6to1ylgahn65gmaQpr2Ct0g5eNSjlHJi7qW1aTNllRS04LfpKX5dw/FUp4CMecSS/BTtII7rXRNqam5zAuYOsU5v6bTcG9pnnvydmveCfSd1nP6bY3u/nNr0Mdq3fItQw51X3nMKZbLTFdWY4VujepCqRxA1dzjBZ078lXZvbAlx+OaqTvJVEcdWyULYVl2OSDl4DS1rVwVm7zMvVIJoE4xlMkn+zxBATwDfAM4CsvrcclKOvzOPtj2GqhGYOnxwMEx4rpthELZ9wp0TkdsaP84QWKeJDYveVdqxwih2bYJdfgLBJjPEbzqMUJz3kQA6i5iMpwFvgo8Cc+tpuofj7q3V2BwJ2x/E9x7EHZMR1Z7d8M/moHfmI5osXPEsJwhFPQl4C5C6b5rB7Qm46KTS3Fu9gxMzZPjdj3CwrlDHVP/67peNNXF+Lomjq9MF9OemnjJUptTEpCW9XUAUyqdVm4u65jqp/0g+glBKlHF69ikpQp09TSV5qscpOU8bbIg/LcvHFpgSorR6+gLVNMC8CrSlQNW6DaplC7Ep3qQtb8J0r2cAj8Jl2uobk6VQiaHVent1TEBqmsAbtK7JnGpK57aXnJmKtuv834qB151KQG81LLWCA3xBLSPBVhqzdgEvH4TbL+f0D5Pw1ANVx2DwUE4czTwbSplt1LDzBpsPgvXPUWoi1sJe/zthEt+H7FP31gd5R4jNq1eAhahrqBaju8Mp0o8B7wEhw6GkvuOBD6dVTjSB+dOwrGTsWPVd47Cdw3B04dhphMUwTwxF19OxY0QQQ96C8vESdh6BvaPQT0Mc8sBxFPHUkdshvNvIZW15ONZaq9wcS2nBFDXTJssKI13k8PMwbpJU9Z33yxG2mDJ8wpwnIP0+pagrlfJlGAuxUYmt9fL52VppnvyvlD9BOSybn1+uMaqP+dNXdFSP7ilV9sxxwWfy5eRriywKpWrtTcWujXC0pvqPJeT0jIDnMf0gS21jl6mShlsrXzLe9xh40LgwOZmX6l1Ulyv/P278ujQ3Gfl77LdiwSKvAKLa93N2Qzs2E7wjK8HZqG1EybTG1R3PwTbjsDwVlg4CYdPB1ZWNczMQmsW2qdgaoUIY7oauAe4tg50ew+h+r6Q6jcE1bUE//AyMWm3E2rm2ZhTo8B8BxZSJa/dAWeOwXQN79sOb70dHn0wFNwzBLe6IzV5kMDvfQS7MJGK/jQwsQ5vmYO7boSdr8CpM7B/mtiiUCFieipNAfUXWsykaZX0Tq+FErLMOhj4uEHzQumfpent90vGPJRKmqDneynb7LkTsgRVAVq5uIu+0zVNTj9vl2TUowc6ZFrAQdyjT5rywcoqF0Gdc4rB6/X/C2BVo4fp9lo656rfTUnXqYNX7Xv5kIGT9c7bNgVdY9d1it8+gTxso9QmmwRV5fqEK7lV16w1OVwjqtgIyr1olHIRWSGcSMfjY4jophECJM/3x3byjvqzwBr03ZB4yDEYOwO3/RE89ERg9cuE1VbXsPs52PcC1Aeg6iM2OBkiuNdbUr4H0g0QgaUdQuN9hnjiajy0y5tS0756OhThDxwNsHzXLui/F+YejKxWU9ZTBBiLVns9oUSfSZ/XE0zEI4SGu3gQ7rkaBq4jPGGa0OpzxX6qL53Lc7lwTl/JLaELUQLluSbOlh6/S2eNU0JlnLiDierm2p2cjJ7Ka2XpYcf8nNcBmjeq9rwFmKLUBMyam8rXX264VtxXUgG9LF4Bv7T0Uvm5GOXyTab/PsKtFKQN3ascbDRzBDa+/Z3nqU9/Z3iH7t2farrBEbodT2Xqsz+nB9xca/L2ukBV5LAvb09JgzSZO6W23ZS0yYbKdfAVzbEAnISFuXg6dAsxn6TYL8zDmHYOGifzpKsEyGpxmgdOw1v7YGgbMAgzj8CBk0EXLHRg2ywM/2cYGYa+TURc1NWp0NuJmKgvQf0srK7A0H4C9Z4BzgZgfiNV/2Rq3l8B7/sh6N8OMx+D2VNB7y6mbLeQ+eLl1AXaxnUuFbuT2ADjCwRIf/0l2HMW9txDgLweWBihm27SGLhF5IufO09KvrJjx7HrXabr4nyZHDQdpKRhO4i5tqjysfMlgMrZpYc53Doqo2OUD3aNzwM5l1xhcErD6+6muRYg9a+/7HCF7v7xuF2BfWV5uZnvY+Xll+3zOn0L0pUD1iZz2VPZcOdBXENwnrT0VLoAqfNLoXXup6K7Xkql1grdA9LLZNdvHXOBUB3L1MTXlVqNa/IC+Cat1bXbxGtyDpZmA9fGyWvUGNBaSdfNkslUCLVW5Q9HHnwnDN2Wyp+EzXfB3X8Oa6dheg1OnYTRZdifgLn+GlTPESrljQTC3QX1WVg4CkOrRAjYPji7BH9C+La0+e8bgO//p9D3HJz9Y3hyLbL6a/KG/1oTlgkfmFOka+RNr6+voK9OewgAL8zBrZ+CW26B1nsIgHVLwZ+dX6E75tGB0TlNH0d/wKTkR2u7xnlAnSvnRmnBuOam377oOzXg5ZVJoKa34ZbWoocren7t4lPfS+3dQdPbAZkD9k3U3cPvcwiaY3LLeeOKiLe9pDHK/vbPy0hX9smrEiDKVHrxyuBl54BKPkeDsVZcCxtX83KF7WW2wcbt83RP+d21RjcjPTkHXIbFKA/P21f+klMTgjRNRDljZoEzcG49fupdfnrd09oijMyQNWvXBpyTHgX2kwFoGNgC/W+KfVGvWoGrngb+BFaPwUonQHLsBbh2T6rXcWA3tN4OW14inFbnotypPfD6k8EO1MC9E/DP/jlwEOqvw7G1YCteIIvIObKBcjZV8SpyeOxLxKsvtgEv1+EnO2lNOQQcfQq+/SgMPAr8NIHmAjtZQKN0a7LQrQlBt7VUjoWPaZO11bSANi20HpFQ8pfSGss5JS95L+ew2uWcatk2B9BVAoi9vb6TVlmuJwdep/DKVDec8/leWgYlNVfy17DREnQc+nuvsSr1MsFlWincQoDWyyHgAOXg6IR9x/78VSblyljWw1e0C5lrVXG+pDGgmzvWby/rQgNbmjVebtN3yO1eJTTWudAC+9LPNQIXp4C+fkLdmyf3kWvxepBjPd2kdwd1yO+Q2pvO3wTcAIN/AKtfjktnCa/+yBkY3E24/fem9tySLngBuC5+Pgb8wB54615Y/bdwdhGm27EQ/Gm69L3kB6R846ZxguYYJxiQEYILXieFaBFvx3z7JAxeA6dPwWMn4OlZmPo87HkBqg8Qb3LdlwqR2ouNgayPErBcVrR4O9VTLqS9FvNy8rtH3z9VHwGqW1alZXQhk77cYrLU8vqK7w7GJecrLVfg72WU1IZrqr2UIKVSa9d1ZX+W2nWZ/Lz3wYUUq0tMV9555dpXGV5SaoI+ABeiD0qts8n8KAGyNN/LY2XITZlKrkmclK+g7qEtzY4LDWZT3ZyjdVOpFAwvZyX+lskPQ02S8bO1DINniQu0kLmWJRPYYwtlZ/cRfMJgun88lbf5/AcrwNk2LLVh82Ho9MH80zC2BUa2QUtIOAR7x+Hf7IPB7XD68ynQoC+K/TgRX/sdBKswQI5XFeNSEcrlGKGNkq57KjXteYJ5mD8H73gett8I990MT30Nnp+H6gXY8+vAg0T42H2EY81l59yuAAAgAElEQVTHQdtQeoyz8+EliJZgq3P6dFlwGeylfTVpZr5Juc8RB6Lye3mty5XAD7rrV1JhkgeXd4GqLyq+ALmi4KmU48quhe6HiVS/dnGvrnMvfznHHFRdM/57TQVAsylf8qTqMH+c1Hks7L4SqJ3bqhuOOWiUgOzg6YPctAN7k6NAdZVG41ydt1HlO+daCkBt90qQemm35QSRwChof2sONawIMBpLzWrLwbVAt2ZULkiliTpCnjhL5CiPNWAlHtISuErWl4GX26E9MgNvXoGROwlv1ArsfD/wIpx6MBxtI8RmW59MRbyPMPXnUnVmCQ1cj4LvSdU7Z00YT/eeJbDwaSLW9bl5eMuj8MYW3LwLlvrgsXMwsAgLX4LBL8HuT0P1fuB7UzsVDF+a8+obPZrrXKF4F9cuBRoXetjAw4L8GgdTXeepl6YKG2XDY8RLJ5lroK4clBREaUF66JTPH1EDToJDN11Q8qVNCoMWdKfCnD50/4w+yz5xy1KpyffxTaYr67xS8pXCO7fcK1ICqs5wb6by7MXVlFpjCUruqS3v8SRvZS/PZ1Mq81DdlY+89k0ahdfDy2nSrsvkps0gsXHKXXD7cTh0OMBItw4BQ+rP0vx0LaTUREQzlCCxSgDsaEQyaX/snamcgT1w0/UwqMl1GhaegbFJYCss/gnMz8NqO5xMu4DpTjx3sEp+i8peMlBPE2zEePo7Q4TJHiPA9AwhKrsIjva21CUHiPjWv+rAtccieGEwVV/syCtPwOQsDH0e+EfEpi19BEWgfhDfqDF1bdCBZI3uxchTp/juygdkANTeth4N4Mk1uiYLxstx8G+iCZpk2zVZT64keWhhU7mauy7bdXFPE7UF3XNdZgp2rCnMTXLr4Vbe3qY6vsp0ZYG15DVK06XDRhLcVzeZpz7Zm0xqX2F7qfxuypTmWplKYfUymn7ru8CnBEVfZXV9k9nlJmbThGkyJ/U3RqDaLTB4Bm46BY8uxqV6FVJL+Zwj1L8RukHCtWo3ZX2CKx5yIH2/E+54KbLbvQbVFDAfT261n4EzZ2BmHfoGYf87o67Tn4R6KZ7sagGvq+ArdZj/rdSUa4hXU00RgNkmv1VGARDHCAfYcQIcR4mosWujWtw+FTe9eQHqrXBqCB6bh8NHogueIvBzDrijH1ZehL7jUD0Pfd9NaNfJIcgkgdab0md/6r+h9Cenn8aj3ASlXEzLBd7HWdv6aR8GtyC0sJVcvstiGdLoebtZXM6PJlPaFZsyRtvvc6VI7Su1RbccdU7zX8fL+Fy1u0lrLjeMge45UbalVCguI13ZOFaBHfQ2a2XmuGfCk7+Z1GmAJj7rYmDeRAmUSSDoZTWlMg8BVFM9lEptpczP82zSVEvezu/pI1BoH3AtDLwWph7Oj3a3iX998mjpNSuuAbgW4Pyql79OIJts7ZdgcgA2HY3XT49OwOHZ8NIvEw6l7x2CPT8S19dfhSMLkfUqoZF+po6sXyK0zR1kPFcTNb+1JrQICkF7qWwjgHc/cA+wd4TgC+ahuh6qd8CuW+B7IJD4L+HYF+GBFbguPfo7PgVVHxx4Hq779zB0HVT3A1vh5P8GrVWYGofWXqi2QTVGBNfuJbTZKQJ0ryMWOXeG+bipv/27x2RrDHp52puiXhyESr9C6djFzntdXBtVHu7sutB88HmpRdgVCp8T/cX1/vCAHGb6Xjq01xry018ZOVSGbTmtcZnpynOs6rhytZO2qkFwDsgBxmkA6A4V0nFxL556mc4656Di2mx5rerqmoBrp2V+ystNa+y3Usmruanmpk95vZs3qovaqoDVXcBO2DQI06s5QKIP2DVNcKwy78UjunnXRyBYTahzS0Ts0jeIrQDnoHMcps/B/Ay82I7szgGzs5HdQQJvfvBHYMca8GVYOwDrYxGUMEgogR8nAPIqwkRPW8YylY73pyrMEPcl9oF58kMC2jJ2T8qjD6gGU4V2EGrpjalCI6mw1wbYf/A4tA9A+wisvwADx+CaFsy0Yep56P8o9L0Rdv5DmGvBwf8MzxwI/NzVB+P9oY2PJcAY2U285vut6VM7e2ms3SrzndZ6Lfa+OPu1pQbsmiN0W2elldPkLFN9XCP2rRU9L4GYZLJ07OleyVhJQbjiUpEffHFwHGSjVl5q735P2bdamdUep2167V37TaQrH26lAfZHRWGjWeLOHxcwTXQNCPZb56Qtlit5aS67kLi25wIJG1fJJkcUxf1uXpX8aRPXprwkLO40KzXtpuQTRPXvEGbpBLAFNg/A0dUc5jqq+qjeUvdWCeQ6RxCZhwlV82VYOgntU9Cah+nZALPT6dbjhOw+l7KcSsfGgRu2wgfvBY7GLlqL0zBTQftcxvJPExyplOehlM/x9H0LYYUfJ3hcMRBtslIzSMSxjqX2Kb6fdsrkRkKD3KUOIG/EshnYD31vgj5tcfgFOPIJePFMgPTNfVA/AqvnYPxtcPt7Yd/T8PBB+OwibGnD5ErUZzMwMQ27n4Vtj0PfDxOPgW0h87OwEeh8gXW/Q9MiqvsdQErLyAFYQftN4OzcvmTC503LzinJ/PGF3uvpnnrP39vrCkSLbg3WaQ7fFGaA7nZKGejQvSDARhxwa9Ktg8tIFwTWqqr2Af+JWNdr4Lfquv4/q6r6MPDjhDwD/GJd1w+ke34B+Cepij9b1/VnGzP3hutx03bDeQ3KhQjlJm+oh8KUnFMvjQ66B9kBswRminsc2EvuqOS+mupd7uDjvFFpdg+QN+b1mEVPpYmlvIYIANkGo1tgeCFnuaR7fYPml4gX7z0O608Qkf6jcGI6QG8lZTdIhDB1CEdRO926RDbFK+CnW7C2GXb/LPAp6HwjtgdsAYN1YPfuFvyXTmC5PP3T5E1VVghcl7KsBx0gK9uyshUFJtpgjAB2+gnN9CYCIRX4qkkvIBlLGW1NGV8DN70H9vwbeP5hWJuGudX0urAHYetmmLgd7vuXcPUfwUefiKw3EZxvH7BjBfY9Cbf/Jgw+S7zr67VcmpqjmFCs0Uqqd2nSumPH5b0u7mnKB7JmKtNb9+sxap8zknHNQafjfI6UYI1dW5ruAmr9XrXz0joFoCUwlguM6i28aWp7SbG8inSxoVwDfr6u68erqtoEPFJV1edS8R+p6/ojfnFVVbcC7wduJcT2L6uqurGu64v72cpVwlc4EWiu6pepNKlFHvrjcvrusZh+n5vf0hIdoPQpEFTvCdx8FXaALPmyUjt1Qr/kTCuy8CiVA18CuVQ234jGBVl7AGyHvpczLToOgQATBJI9ADwIi8/AU0sw20nvDVzO1tw62X/zNcKpdDZl8cFBGL4PNk9C3wNwaBrOTcL1/wH4bagfg8PtAM9ZMg35V53sO6vJuwrq5Qd3kP1C/USEwFli9Rd7pLnXSW0bIrDxOmCoRSD9LenAFmJ1UH9LVpSBPygxFpUZ/xV4/cPw1K/D48fg7nTpwDk4+gW46QjcvB9+8Wfh9H+ET89F2NmmNDxngWNH4LY/hGsnCI/aBBsXSa0ObrFpPEtOvokj9AVadFqT/DngkX6XFqKH4EnWna7Ttc7jehmqQxnv6hSac8g65pqsW4SOXprjKtujd3zOiRJwZUnArbp9C9IFgbWu6xOEPFDX9XxVVU8RgAkbhwfiQZg/rOt6DThcVdWzhMx9ecOVTZqWGuxgqJLEgzSV3DQYDqJutvg9SqV2WJpfusbP9TWcc16oqXe8XNccSu0SNk4QN1VKZ0TT4jBY3OfCLjpgR+DrSyRTdSuxJdRXgY/C9PNwcCHMktME/kyn208S4KZQqpuBd++DW/dBqw9e8w9SXv2Erb4Gy5+Afe+A538H9j4MCwMw2YKX1wLjXiFYBlV5ITVzMB2bSN99k5XldG6cAM6azGCIFhgk+4y2AdUwEVLwGjJP4PJTLvKSozFyCMUwcC/c8nrY8S/hxa9FXR6t49SLh+FtR2BiDfb9OPzQ12B9GqbekDqugrVPwV8fg2uP072BTqlRCuh9wXaQc1nwc15/z7ekBZpoAmmdpUrkyo07vZzD9TAqaZYltebgpjr1Wx4OuiVtoHnocaxu5pd44DGu7stR3l6GtIXLTJfMsVZVtZ+IUvkywQz9TFVVP0ooKv+srusZwj/gIHqEDMQbk5vsTnRDXg1d9XDhUEeVKzls5Fpr8uYSvQKIm3Tq0gHg+btGK5NHglBqv55K7VTC544yB9X14rfH4TmgS6tVH67a9ZCFWXUYAyZgaAzWF+B1EzD2o1B/HToHYPo0HFiPbI8QZvdhQrEbIMz0My0Ya8G/fQ+03kt4usdSWUMEgEAg3bVw180w/wjsOAN/vRxm8/QMfFs/nEt9qsdtRaspSEEcaVIYGU5Zy/M/RY4O01DMEcO+M/1tS10wuItYCXakDL1vNQnVr0N2XuamUg3sgq2/ClsfhKd+A85NB51xG7DShuWHYXgKxt8CvImuFxQOPAmbj9GtRKgcqd1N5q/HGjuolLSWt0cAopVK7dC7ySSLpRYM2XSWRgjdIO4PDfhbBtRHmguujIi7L0G3VFjcweWgrLau2XEsTwdhpxEc1GFjnfxR98tIlwSsiQb4BPBzSXP9TeBfpdP/Gvh3wAd73N5cTXXUuv0unVcCqlW73nlSByUHUDcvnKdRvv32Cd0DpXMrbORlPS/XKhzYyw0nXKB8hS77QvmWD0hIqEuuVwJTArcEzDVW1UntGyAAZTMMjcLgKox+N8z9Djw5F496niK006RcsUDsSTKW3PX3/w+w3gerg9B6K1mdLB0WHXKY1/8Im74Ahz4THOmjM/ADBKhuqqBT56pLS1UThDVaQ/RY7nr67U5gidUoAcDSZteByVFi/8Cr08HyiT59atxc7nRcAKPj24D74Za3Q+u749Bc6mJqOPRXMPoA7P0w8IOp8gvRZ6OQH0lzU9695CUtBt3gL/m/kBMUcmytFj9p32v2W2X7rHVuX/XR4JSatIdSlfPVkxQAV5qaklMISm7W66/0yXibNc+1/aBTGepDxeh9CxxXKvaCqaqqAeCPgd+v6/qTAHVdn7LzvwN8Kv08Skwhpb3p2Ib04d9XBnDPHfEHZNeur2QeJOweRx8MrXb6dG3RY+CUfPDLP+XXS5MtCfm64VoX9ibTwutZah1Kpbbq58qn0pS0AKi9KsPNSe1uPQHDI7BnBuY+BZ9fgq0teNM1MLULzvTDNaMwcAL+8jB830cIu38TcDMM9KWhGbH8JawqX2O3B/goHHwAllfjlh8ixdJvgtW5jHGzqdljZO11lUwB6G3bC4TGOpyKVdSA3litrtDiMDoErXcSoU7XEDyIbnLzsJQDja/6WlqNgEnyuBVuegBW/2d4fBaOvgR/2obdS/CGPpj+Fdh8Alof4LxsjGosJT+lvLls+YLudJDOdex4yfX3k19RrgcMIMudLB7FpcoSW7Vrq+I7ZBn1/vGNj5R/ufG88vW+70VVeJ+4xeZabulYluy5hSolpaTq2vDQk/DQ40U9LiNdLCqgAv4DcKCu61+347vruj6efn4fscE7wJ8Bf1BV1UcICuAG4oXHG9KHf5hu4VBjXP2QYJRCL1AR6LYbWqIOb9LqfNs3HxSnBgRC5d4AbrZLkJu00NLT6LSCC5MmgHipXpEHZZ4ldeBbt7m3U31cmkIpuHNgHPZNx1tO14G3CHzeDldfl/I6Bt/XJsxnab1D9n0x5TeXjnufqg7Xw988AzOr8JYWDHcC11rAQA0DwzC2HJcvEA4nvQ3AMWwTAZTLZACGrPBJk/VH+ceBqT4YezNhjl9PaKtu1ZTOEuy3QKOkotw6EsDugsF/B3cfjnsX/xc42oY/WoX3zcP6v4ftZ6H6yeivCjKV1CQnpex27LOUI+chvf4OWKUD2OeJAzVkAO5FNXj/6D4R3y7H/WyURQd+v9/z9IVBqVSQII+Lri8XCa8rVt56vu6eN8A9r+W89fpLf8hlpYtprG8D/jHwjaqqHkvHfhH4QFVVd6RqvwD8JEBd1weqqvo48fj1OvBTdV0343854DLHfZXxDi45WKkxDqrqdNfinJjGytRgy5bUoHiMqgsExf0l2PqAO8dbCqMLjzQAJ+Gd7C9Nw5K7UirbVk4UP6a8BgjzfTu052HmxQR0mqzpcU+G6XbuDFs5avM4eSvBciIIcFbgzWPwOWDrPjjxYgDfOFCvQdXJ7xMcJ28f6z6METJ4atj7CCxvEQ62fvIeCHowYEcFU3cS+wTeRIDqCN3gr7pCtgSE6uXiXy6mkl/16/ZURgve+RnO00orX4CHfw5aZ2HbOrEgiddz81T7AKjc0gHrAFFSY/I5lJErknHVU6m2YypDq5K85M6nep6qi8upYsd9DrTJstEhz1vsXudQpTE30Vwl9efzy+spq0Jtc17JFzF5QUU3+iJ7GeliUQFfoBtWlB64wD2/DPzyJZVerjACGegm3SGrJJ6koZV7ZDpPInD0znWwdjPcyyg716kCrfoSfpn6Tc9KeyoBUEKl+EmpWk2LhXNuTj9IGFyrUL86/+tC20eOgdwKa0cijOltxA5SI0uEwAmxhGhtyxty34qbcwtEZWlsxqC/nda9Cdg2Dkfnkka5kpW+KSI6YJ5QgNcJcBxN2Y8S0QlrqYr9BMXZT2i6i2QrdoKw+PdeT7yW+xaCktDuKm5maxxllgs8S68zdJuTpdblFIzGKTnxhu6Bvt1w9kuw7fmo8MAQmcvw+QDdmqOsK6e3ajsP3XKFXe9muPPI5UKhDWK0baRA1EHfH+RRHUqw9gVA9ZaMlEDn9fZ7mgDUQd0XEj+mJPzQQuPA6v1Vyit8S3jWJtD8b5Pc+aJgXQ2wnltMmk4jz6mZ6KnULFROqTO7RuiTY8X+JFwShCbS3oGjNCGVJFiugfinvyhNebqAuXPF74UsWA6kXq6bsaXJqE2qt0aQu+b2coeNfS4tetC+90ruLHDAqaFupVjZYdh9Y8y1lwggldO7nwDPzelvU/qbIjz7Eyk7PXiw2Zq3Qg7f3UKK/99DvCH2FoL9n0wFOPhpcpamInRrefpzWXDzuZRTp5QABuCuvXB4Bvh/o8KDQ6mBWsR8AZfsuPbsdRAQpv7doOVV5GBf3xDGrbo23XwndIdluCUnkPK+cTO+w0bAVv+5tdlEnXmeLtcyV/x+1dEVG81zjafwwyk2V4g0dj6fnLO9zHTJ4Vbf8uQCChs5Rw/wLbkSyAPsgFzyVAN2nXtd9eem+zrdggJZa3MNwE11H6TyXhp++32qp4SufCTPtWvXmpqCvNtkp4SeoYaNguPmlybLJjhyNgCvH5ivYWqNQC7XnMvJUvLjvRYWOK+F14NhrrMP2AHXPA1fnM+0um5P27ie11LXyPsAtIk8XknVEG4sWhWHCMC9YwIGv4OIfbqaQGcH+zLUxjn5VnFtU+oUnw6ybm2prA4M/k8w/1XC8zALHYU+CQCwRnfst0xz1cvjXiHLvyw21zYlO04pKD+3hEpKxCk0t1R8rrXpBjNvr1JNtpBcOy3ndMv+yicxVW+NT0kFqL1abEqrSgAt+kW4MESzA+4y05UDVjdRZXaUAuqT1T3g5aqsY6X25oDrXJCvqq5ReHkaOA2ShLVctaFZqEpTSEkua3+kzk0nN6+c7+nQDahaUFT3pgiB0ozS4jJCEJGpfo/V8eBPRTiVmKdba/V8vO+bLAmfoAVw9Y8mq3gJeC3svA12PhwPG4jOVUSPHFg1OfRK0TKz5BjV9XR80bpoB/HKlYn3AN9GNG473SZ2kwmoxdYdQa5FQrc8VfZb8ZYloPhi1o76bB6E50/B1g7xBlvn18X7eVJspsuej6msHZXp1IYDsRbK8ilGAUsTmKnuSiWFUoKj7msCzVKr9evccuwUx7H7vI0lJ6o2usavueRmvm/Z6AuQ2vctSFeOCvBVxzlPdW5prreK8y6IEgbvcGm9zul4ax30PD8fUJkQg3QPoDRMDwuDbqEs66FjWL7eRj3groBt0udy+tOKqzhU0QQCfXnqJTBqm14G5YAhQRuB+kQ8ADCWqr9akV3r6r8m76pzax6F4FqQj0sN7ExdOAvsheod8MatAZLT5A1ShDWyUlcIoJ1LnzU5OkDn1H3bgW8bh6l7ifdVvYb8IIBAxeVO7REAqX/d8VguIE1ak0xT9bHG2MEraZObXw9PrMHkIKGWj9h1fcQK44/ROoeOXeegoQcKnLpSctpAmyvoPj9X8p5t+yutvE5xnWvXfo3kQzJVN9zntIorPB4hpHq42e/HVXZpaTioim9yaqMu7vXF8DLSlQNWyCaCgMPBtamzxBEJ6Frk3Y2Vn1ZjkdSer3eYOtH5pZadc37LJ5EDogtdEzlettWT8tYEbuKq/E8gJwRR32lx8Q053KRSatKop+DEsbxPwILqKe3FuVjlJcAoteuVog+a2r0luM/zWxfeDMNvg5v6Ih51ITVFT1n5Y+gjqY6qjkJxPUhhK/Bdg7DzXuAeQlPdRtZSNPk3kXlWcatlCJC0VY8xLaM9fIFxTUeLV2khtYAluP5OWFmBztXQ0obgJZ+vvi4BxmVF4+Pal1tLWpkk4yKhF8kvl5ynexcbLC8lybxrzJo7XmfJvkAUukFXfeGmuSdZriVvqrY2UU26zuvhtJkvDqq/K0jr9ufz6jLTlaMC/CkP6OZpXEt1cHBeprb7vTObCHQXSudV3SSs7c+PKxzL+SkNUi/zWNe5Saz2eghX2RZ99z5xDsl3EvJ2SFtyOqA0pTQxnIur4dTBUOhmSda/JqADS1k/11a9PqqrytK1CjTfFXP53N/B5CTBtb4Zbn0GZp7Kr63eRDieFslOKlfOhBeQlZBx4K0V7HoXYf5fQyCtx9u6eQjd3l/XuNQe9yY7peJy6I46j8xweXL5W4aJu6HzW7BUweYp8moBGUxc/iuyeu79in0XzaPrFW7koCfgKzVMVxhKVasEN+ds1U+lIuR187nh/pAScGsy5yNZEviWSlGp1ECW80H7rbo4XaY6C7x9nBxDLjNdOY3VNUroFgI3J12LdaAqvaRNHellWTDw+ZXJgbQ0NWTWikj3vEowV3Kutl3c46aPm3gK0FQIUNkOv7c0nVywysnofep108TrA16E48fiKY5FYn7PQ9ZstHJr4vfb/T5B6uLTOS7Ifb8pnEqz6pMpwql0N7xmPJxS4kqnCMCfTFmsEiA7Q+wKJIZEfrsbKnjdddD6NqJBV5O9X+7dlnbtJrrzrfoboHdEhi/GPh4az6Zrle8QcAvc3ILZxwmtWtyngNFl2sFOnjpfGGq7z+kgyaCb+rJ6HJgru8+1X+w8NINP1ZCnwGuFGDB/XFZUl88150pFGcyTN4mYt3wkk6uWT6mVrhRldOheICHLqD9IoD5fLa59lenKAWuTCaHB8I5zQJAAu9lUgo1WudK0doF3cIFujcy51P7iuP4k4K3ieqcQmkJEPGkiiNaQSagy/X4HKejWDvxeb3MTGHskRR/w5dhYZZyM5WtAp00WZqWSc3PuysdFv0s+uQL2pDelKo9+4iVUN8P26wJIHVwnCUt+EyEOxwgudpEcDTdIsArvmALuj7zYRfd7W1zLkiw4l61x0N+IfRcnIXPc+7bDRm5byS0KB+C0o/j+u+BhUuc7x0gqv4xl9Xz1JwenbwIkjXSNbjB1rc/N+TIGFbK8eeic6uKgpP5QGf7XLu7xeV5y9gLUZbqxwClCaf4+X1Q/pwhce1YbS2XL21QuXmWbX2W6clSAd7xWQsiakIcmuXnk1zVpZK69SjjLFdq/O9Bix6HbG6skoPCndCRIuq9j92jgtLqr7r4QaOLqnJv/7gxxLdr7rCquLc0vF2JNqhYsPpazW8D8WhJyBx8sH00M70vv9366J6Yet90Ul7xYx8b9dDj/9tjqLrj7OHzqVGik2sxf2ayTowTULL226nu2wej9xC7A+8hPVTl3UHLZWkU8vriMCND12uFK+QlM3RxuspRcrlxDXoPhd8PJhwkA0ZZdLXJEQHmvOA+PqcXqqPGQ9iW5dE3T5UWyLXmWZqk+0NhKriUHirlVHaRhrlgZJc3nESal4qJxUvtEHbkl5hSWjpWUjFuBAlv1gT9A4FaXhMiB3h2Ol5GuHLBKgDT5XFjcHHJvXVUcL7k/dX4T6Cjf0tSWKVTyViqrdAQ5j+a/IWsQOu7cl9/jguX0h5ctRFH9VOcBcgyiyvLdljyVWrmEdB2YhUOnQyN0nF8B6gXyW/k0kQdp7iMvVxqZc2Tu0BqGtXFodcjkqTZLfQsMr8N3/hk8NB27a5Gaq+0CZ1L2en/VnS2472riDYBvJLb8Eae6auW6We00io5JFrU7lxygWB4CLNeSHGBaVqYH7avP1TfJMz88AoODcPQFuCq9ufa8Jub9jPWlvkseXWZcs/NyHVidr1yz75AXQGmg7hfQtVpMBKICJH9cVuVJtlWmO2uxY057eFtc6XClqSYWIZ+7eqBIbXaKRJSOz2XoxpUSTMtwyleRrhywKrlguqbnnKtfC92OJHc2+DmfGDIhoNvZ4NyYBEQeVAdODaAGr0Nehd3U8Jee9VsZHn4igdWAisMVyOg617i9TySc0pJLYXEBNe30fNkC6Wfg4Jm8T+kzqbg5oL0A/aJlVIZvrFGaxVq8fFzcNB7mvGZQDcOw97m0tRTxsWUS7v88HHo8Xj+t0KvnUrZXE/uo3LQZhu8kXieg16vo2VY3cQVyq2Tg9MXB40Kx3wINl0GNkfpwKB1TXznnqLhWAZKn5WjQHcMw+wxctSXd30qfrjmr/0nfFT7n8lk+LOCA6sf8esmXNDsHXdd2Rcsp/EsLiOqiflFfugz6ww/qW39QwDVht04hzwG38lp2jfpf9Jnq69q65NDDrNRWl11X7HwRu4x05YBVoCG+SJ1VOgq0cjnf6Npkh42A0rLPkvNUEk/kQAvdAOrAJOCVsOu4h4X4hHVzxbUNpzWgezWWtkIHLJ4AACAASURBVOdedX8wwbWs8sGGJm7JJ7juS21afwpOdeCufthZwcqayZQ4VsXRSpNyLdoXQdVfE0197pO5D9gBQ0NwdJ6Iu1olg47CASag/zq49WW49VS6bwXefRba09DXTzh8XgPsJ1YGbSag2KuOfToV4v1XalXSfPrJL/8qx6+kWbS4ijf0sRUouParPhkCZuC1I/D5l+GWJ4nXG2i81y0fyakW4iZ+cNiOaUETiPkL9yTPekpPbXJLUPLnjiafEwqrU/vE0QgwnVZRe9UHzvMLDKXMlJSVL85jdC9wbTJ9prFSfym0zmmGNbK27XxtiyDyHWtW7PdlpCursUpwJDTQrKmW3x1kHYg95EerT6nZUpSlJE8IdJt8rhVKsCRoGkjoXhjKZzTLRQO6oxpUfwdob4sPtE8w18rW7R53SDgvKL5pFda+GFh09W6o16HvuD2fsA5DswTxqrq7ZtcqPl0DVb/p7QFaNDvAUIv10Q7bZoGBFgx0MsUwSmwEsImw8+eJ+CtpHKvQJ6DYRji9FE2xiUzAusPNQcO1FF/MfGFVG9QmX6A7xX0aCzlYnCJSnm4pKPURFMsK9G+F1ZPAXwA/RTZdHQid81QbtGD6AwnODfuCIkARwBFlN1I7A1aGt0ML0ArdUQcCLVFTUgK0ECu5FeNy5PSB2rlu5yRPuq9czMu9Yn2sB4q8NU98Do4SISr+WPoqKaD78tKVA1YBmTrKOwZyQ3VNGQLhwuqcq6+YpTZa8pBOGWhAy1VWA6typKEqOkACCVkABYg+iCpfAjNH1jR8UkuYnBv2yaLk5ponv8e1J/VJGzgDC9+IqKSBN0H7Gdh0PF4IWBNyNSYawM0lcYRytPiEkZbgT6NJa1F/DNWMTMDKUWB1CibP5MkkwBPnOkV498UfK1pEVoaAe4JMKcg81cYBAtsmh4Ty1URcSe0qHYw+cfuK+2QiO5A5n6hxEJCZVdU+ChyNah95GPb+BN176qrfnJf3qIbyt8CzIpu+2pXM27Fu92iw/W0TvkeHe+V13DlOLWROW3iSHGv/Rw+vFOWwSn7IR5oo1mfD1h6fk+pbeTkHyZEFKqukY/rJW6apLZJZWU8KNbzMdOWA1XknaQWwkVT2cAo3iXWf51EVx9wbDHlQHSjdBBFIKK/S2+v1lEbhddOEKsl21Vn1gW5+Squ/a36l9iTtZNnKLrkgF34lLQwelvNl+FIH7t4J3Ap9M3B1C050bMH2EBrXElzzds5LvKOPjfdFBazWDEzC3BowP5OFurK8XGOXtiVtSGMhMG4Rmq24TnGCys+3oyzHpCYAWKa0wEMy4KFv7kSUw8pDhzR+JaepOjhvn159sF7D6XOwaxRemYG9ejOD6ieni8KL3CT3tghQFVwvLVIAC1m2Vuw+ye2QfdfYiVetyRsy+GKiMhXm59ymFjeXa7eqpLGKf3VO3B2ELjsj5PkjuVIb1SdyQDqnqvZIe9WC69r2kOWtxdvl/VWmKwesCt6WluePwAlQXftxz7gn51b12+kFB9bSY1+acG5+aCsl52WgW+t0M0q0gIfDrNE9UVQ3eV2XyIIhjk6TxB0U0K3VldqrUslRuRZvwtL+RmzX9+53EI843QxvOAhnj8e7qNoQK/sZshbp5qk7LnTcNVhxmRV5Midto13B1DrxoivFcLp2JxDyye+0ji9kXh/oBgbnDH2h0ni6V9o1lHLSqT3SlJ37VH761P3iyh08BCpLRDDuWnzdvhlePgn1PFQT6RqPSXYzWeAl8BHH6/3V5LDxBVqpz653qsTlq5SfAfstS9JlXOMu68X9D+ob6H5c2t9x7veo/1wGNEeWyIqGHvZwS0/5SHlTeZOEhXOOoJmkrdfEAl2l83+vNVbnM2Ve+uC7Sd5k1vZKPkkhTwrXLhwQSy3WzQYNvp59LgG2tjxa5F2WlZxfXCuuL9/+KYEotXDVz50DroF5KrVnd5xIu16Cky/C1ACMCFiXge+Ab38QvnwswprOa8ZyVrhmIfCQliBglYZV8tukvtlM7P/agbVDMLDXyhAYutZbxiA6X6ZJ7WFBzsX50zSQNToHRteUlVzOPOzGtRrVQRSCgoAlrwN2btnOqT6rQQVUwNRmWDwGa4/A4D66tXaBm8KJoNup5Ast9n2QTI0IeATCWhTVr227T2X4/hBuibmloL7WzuMVsWDMpDyXi/zVfzL9/VW7SqqT5ipkjVl90OK8k/P89YtpDDy6QfHBatc4sX3k+ACcXIODVp/F9DfGxs1oXmW6csAqJ5AG0M0NDYJWExd+AaCbRCU/K4HQyiWzxoHbNVSBrSaLBtK1hpJqcMH388q7ZeWKi3LHQBm36vUSiHq/lMnzUJImoz71yaB6n4LTX4c7+4kVfHvuq1YL7v40PPcKASCKrXSvLmSB9IWvNE9Vxw75vdRnYGwkDcnzwe92gaNrxZq8K3Ze/aDxGSTzkh4C5Tz3Gt1Ar0XB6+lg6lqea2EdsgfaHUqrdMuSAz7kBUpWSNJK68V0ydWwegDW/gIG7yVHNqgftJioT0otsKQeOkV/rJE3XXGNX+FdPq9cixdIiVcWwEpWtcD6k2ru+Xf6rCY/PtdHLLD+YMIymd+W5aeyPC66n/y+HeU/QTdFIWtDgKwwuDZpI9+1AGFxuM6t6n7tpn4Z6coBq6+2Wp3W6H45vK4reVN3eOmacpcfdTbkSeRcmIOmNFMJmq73AGlNfPf41uQQnaZ4SA1oSU84TaHBdE+me0/FE6pP/Lv2F4C8Qak0FWkpvlH3OvAkHJ6F+8fTPUdSfluA66D/Rth9BtY70O+mOXRPFm0IovbpvI4L5CsCoNMkHxxPMqznwT20Rxq/t8uBRNqgTGVpj5pwpSXiE9xBQyDptJMcPZrAkMdsye4TReQa8JDltWp1cWtIMjAHnIWz69FcNsNrgcOH4LZVslPO+1XWjiyH0nooFQMtEk5DaDxUR+cyVZ6bzl5v0VLSBMuFZJ5uK8GtO/HS6tc1whSXU0rOJ8iyLWVI9VJolV7N69z4abKSphBByZxkS/O0iv4+D6ILZPCeTXUZSvdeZrpywCrBcZLcw0ecX1wl11Sd5byfhEvAqsFxQFB+5aRxh5WHYfkz1hIqTS4Bsa538JEWJZDRZHcnjeojwXXTxwFfyT2vukYrvEyrnemcHD26VhqfXmv6UNrFf5R4t+4xYheoVYJ3WklUmuovTUmPt0oD0OKjumsiQzf4693TxPX9o+n2aQJkxGdromu3lUErR5ydc6qiHnRt+ZSQO9Yga2zqZ2l1Ala9GlqRD5ItOTT0NgkBv5una8SCpj5fJm8i4h53mfVn4vQp4incyWvh6y/AbQeB15MVBT1lt0DedFbhZcOEZjVIBhGBnigLbUeoBUF0lWRLY6p+EDBrQZTG67Gdm9Kn5ELHF61fNTcEugpfUhl6DHa7la9FsyZ2Pl9PfVpFf3XF8qr+eo3vORsXhbPNESF5Y+n+WbKciFNVvX3+LrLxVd2vIl1ZKsBNPqcAyl12JLwCzIpsYskcUfJgZn8zpDREn2yugWlgodsjqXpIQN0kdm1BSZNSn26SCkAc9PXMpmtLzvH56q9+cE6xpnvDmhbZi+p7pKZ+eO6ZpAxvIhD2SPpeAa9A5wWY6cD2DiFkM0TYkyaunDCajO75Fhct7UJgKEddG9gSSsPAE+TXsc6RJ7k/Mw6Z79YCN2ZjIkCR1QAZ7DU2Tpd4X8nEFBDIWnIKwPtd2qksCh13p4rztgJrLSwuP8vRHWeJ/u2/G9ovwMqXYGgi9fMc8YbHabp3eBolwPdusnKxlq53nt43K9dcEEjKaSqOVNSFgFz86FDqb72iYVsaM4Glws3G7V4tdFokO4Q1NJLaohC4AQLwJD8y3dXv8m34+Ehpcf50KX0fInOl/YSyAFm7HSXe5zNDt4UzRlZ6ysXwMtIFgbWqqmHg8+Ttpf+0rutfqKpqC/AxYtfLw8AP1nU9k+75BeCfEF30s3Vdf7Yxc39FiTRXmSMOtgIcaVBa3bDrdMzBWGasRxMMkFdukfnSgH3DFsheSU14aTTqNU2SkgJwBxVkE3GNbk1MbZKGqbAV58G8PnLwQA5o9qgHacBu4kjr1rkZOHwu5gc3EMIlYFsgtNd5mOyHfr3Nb4XQIDQBncd260JgKC5Ufep7QqT2tIDl52FMXlnnkGUuCoi9T6VBalLoxY/SBntx7jqvSdtPLCYaP4Gj2iB+XeMG3bsqSetRWSNkoNJCMkrE4krb19icBM5EtvPA3KMwcVucnn4Sds8SC16b2O7rJKGRbU75PA48S4DEu4lNZ5bJUTZuTchEl2YvcHYHsYB8iG5NW/2mRVQvRZsh8+aka19M/TJOANppQh3vpDYMpnactb7WIrWVbq3VF1iVcc7qqH5wZ9UKsXOP6qWoAYH4SBqLdQLct5OVAgHprlRvL/cy0gWBta7r5aqqvr2u68WqqvqBL1RV9XZig7bP1XX9a1VV/QvgQ8CHqqq6FXg/YeFcBfxlVVU31nXd2Zg5Weg0sfSonUJdnLR3XlG8ljb/dW1Tg+Im3wiZQ1PZEnR3wgzbedVvlm5TV5zRGjG4fXRrn9AtOEvEJBagCpz8GeeNvRPJeVktEAITb4dzxxI0tU1azBLUT8DRWbhpmPPvvWc03TsffdS6Ckb7gP3WXpluWrikFSmAWxpli7QvIBmAnPpI43AGmJuDreobaSriYjXx54mJ0CYLu8x1aRVqq4BWi6BTP+of1yYFsDLr9aSZlyG50oMJ6lNpSf3pHi0iskomCOkXN7tEgIMWsNvgjhdh6AAcPQU3L8JsP8wdh6kzcGwGrt0M1QABJNeQF6l1AiS2pfrMkZ9AGyJrklq0RbeozVoUFlLfz5O5S8nVdvIrJQTS08SGEmNkMPQ4YWm2L6T7NF56edlaKm+RDJCbUv2k0Q4AxwmA07hAfmRZGrQWCWmu2yxvga2soZPpc0cqq5WODaUx35HK2pbGaJ7YmOIy00WpgLquxZ5ozT5LAOu70vHfBR4iwPW9wB/Wdb0GHK6q6lnCaPnyhozF/bkDRB0p8NSAuMezIoOBvImQHQrKzx1ilZ3TKiVtTlqfNGKKOklANZnlDBLwqnckgAN2jTsylJcWB/e4rpO9lJrA7rWEDLJt+1shm6/OWQvYBR5pK/7OoVjY36FHR/vIwLaFrBnUhOAPEsInIFU5mlSqt8BdJqBr3Hq9qvi+VszRl4H9T5E5Lpm7MuuluazZd23x5k4YWR4yixXy5W/f1DukfEHyOFzJhNqlBU9mvBZTWT1rxOQXZaUtFrF71I8yyQVSc3G8fwvcPAWdFrAXdh6Ev1uEG2+H6yaJvQNuSPnL0TcMvI3MLWohFzjKjF8ga6ACvwEiCuQssbLp/Tej5IWzRX6fuPpd4ylrr5PygCzrk8Sg6hXbkgNpkFp4KjIfupjKOZX6RPJ2hrztoxQnyfUkWSnRon6G0KI1xgrHmiNHcWxJfSK6Qo+xSpOGHNc6zcZNc15FuiiwVlXVAh4Frgd+s67rJ6uq2lnXtap0kuw62UM3iB4h1u6NSYOtTtQxeYe1SlX255yhTFMBm3uXlZdzap6P1H8Nvngb3acynK9tE0KhCeZml8fACtRHyHykJr00Dg+HGrZ79MSLvKhr9ucxqR7VMEcGUDdtBXhq1wKsPxyytu8aYps9gZk0mO1k/q10gInfkvku7qvkmbVYqT/EX5/j/GJ4DTEfeIL8COEs3fHCKneG7P0fJe9f4BqxOzZ1nbQWLYyj5IgFOYD6LK8O3dbJMDEhRa1Iy5IDairdP0u3xnY6lbfD2j+bGixLbBB4HQzcwHnt7vUvwYMrsHQORn4s5aOFT0HrO6xf1Q/9xOxT/SEDw5jVXREJAkKFFEk+d5O1XXnJlwgTWY5NWRi76V7gVZaAb5TM+fojpJvSmIwRsjeR8lwk5EOWgBQmPYnmIYObU3mvEJvxaDGQ9jqR6q6wqfHUlztSvufI89652jny4lGGMb6KdCkaawe4o6qqSeAzVVV9e3G+rqqqbr47Lmk6+OEHOG/S3/N6uOc2QpDGyIPq2thY+pOm6vFt0ijV+c5TClh8z00Jg2uf7iATMCjWT4CilnhIE2RgcZ5VTiTVU9qQQOwcWeuaSdduJgOwQENmnTQvAbk4uG3p/tNk7UqOp4qsuR2D50+mEMJJ8qScSN9HySCjfpKASSvUBH0lfW5L9RYlosXBNe8RsoNsNuqqubD2PAwIoE+TedV5Ms8q03GMMBOdl5epPUqAy1T6/RJZi9UYa6GQNqoQMy2C6g+F82whh38tkbUeLfZrqby59KdJPZH64qV0fILuxedIavwYcDSd3wMTz0L/38KRY3DDHLEVIjFu54FKSgNkGZwlVJspsrxKWz1H7AKm0KZ1YvFcAw5Z/wzYvQOp3QKldQJUh4m3M1ydyn06lbuPrP1fR16kvkR++8JWQobOEVr4CWLv3OVUhiiMG1O/tVN7BtM9qwQ1pXHrT304k/rhBTL9s0jIwsspn02pvQdSX01a3kc4z7s/9BI89Fw6/y1w6V9yFnVdn6uq6s8JXedkVVW76ro+UVXVbvK+xEeJrlbam45tSB/+PjLvpiBhTWyp/tIcZHL5I3CKCvDHSMXVSRvVIGsirpNDVyDzg/KKKpymtnvFT7l5JOB1nlZlQBZ4Oc0EigJbyNyl8vJXjoq3Up7DlodAd40QHjlzxInpT6aoKJRj8BjJWbrHyhZ4KuBe5Si0h6I+HUKoBfAi+0+RJ6RHDUhLFGieDdkdAI6ehP1bUl4zZIAaTN9nU95zxARTP4neEI2ghXiGbgtBfKicd2qDOOZjZAtEYTordl6LlLYklGzIUhFYXUU37QJh34n6OUNWGnTPCjHBJ9PxfQmfFqF9GPq2EyB4Y6qnImHkU1hL9+r9NUfpjuldTn01S7iXB8jjfohs0RxJ9d2e+uIYeVH0fQK2p+NfSffekvriaUL2TqU6XQtMtuCdneBkNXarBMjvIvHGm+DAfOT1HLFwPZ367G2EbJ9Ldb0vXfMseTPzbanu0nyPpPptIsoVbmh+bgPenMbqzwlw19NWL8I918M916R2LcAv/TmXlS4WFbANWK/reqaqqhHgXuCXgD8Dfgz41fT5yXTLnwF/UFXVR1ITbiCGYmNypwxkINV71qUtrJDDOdzUlXkhJ1fJw8rkEsntXI3MI61oeiRRDhiIwZJgniVTEUoCTYGO6lPT7aGtyA4OcZvSbjqER/UU2bQWgMuDrdCWTeS4SQlLhxA+548Uo7dMCHByYCweio2jvxNiRRd/KuqhJgNbTXa4qR4L5L0rtZ2fwFUhP2qrL0RyKEkjbKfNtSfIQKHyhyx/5+dkDkrblDbeD/VK9Hc1To6xVJ/tIaLvK2KCqo5aEGRma1GHTBsdszJl6ku29OSQuOBpu1bj/wqZNhghgOM4WeusCbDqpGu2wY4qqvPKJ2DXO1J/zBFAsTnlcQMB1IPEY5kLNmbifufITsSRVJdxQtauTf3yNCF3AiAtQFOkZ5rTOAyRHx/V4jtH1hb3ECC1JV3zFeD6TvweSmWIL51O9bsBmLkdRtNL11TeNQTwqp/6gLektr3temg9F23cTWi2ogNPpDqeSPfPpXJGUx9rkT8FfJXQul8hAPsQWamZIM/Fy0wX01h3A7+beNYW8Ht1Xf9VVVWPAR+vquqDpHArgLquD1RV9XFC8V4Hfqqu62aaQNqQnhiSGiNzXK4y6PIos0oO5RCQ6ZE0cWwCz7NsfPm8a5cCDvGTCqoe4LyT4fzfyVRHOazkWJIGLYLfw7akmQyQCXOZ6acJUNRWZ4tk8n+KTO6PplE4SeY/xW0pfznIWmSuS6E26WmU6ReiS26YImyKHWRt6kVC2GTS7SJvGScNTObaBNkzO53OyemkxUS8qmiCYUKjqqPdy8BKP/SluFbmyRrS0ZTfJHAnobm8TLYuNGZ7o37VnNVxc6rHDAGaR8nAJVN3KtV/E9mBcTydHyc0ltOpP+bJ9JIC0F9KbbyFHOJzlFAjdO796fhxYuJOEqvJCgFEW4DnyQvlDHATrE7Bx6Zh8TT8zG/D2D8l5Hk/IfP9qc9HUz6vAT5HyMdyGtMnyHJzkJDRW9O4HSN76UltO0I8Q78j1Re6ee+7Uvu3pvZ+PfW9QFyyKQri+lTPviG4+1/ByL+AvyZkTlztTcCRL4cJfxJ4A/DFdP6R1Fc1ofleVcP2Gg4+F+VrcyDJ1TihjXZSG+WElVzIInicDMD9qZ5fJtDrVmLxuj31yV4uO1W9cO+/Zqqqqq4/QzefJi1Ok1QBzRPkpyR0TYsQAmmNejplza4T+IjI1wTTyl6TNUg5wWQGCmx1ncJHpBnL2++apXhQURDStqTp+k75M2QeUiayngwRYb8zHVP/yFFymkyFSEhkgo6k+0T2rxIr9oPw8G/AUzV8//Uw8Y+JiSRtS/GWMjPVb+rXkVSPOWJCi1c8meql8BtpfZDjYwWGSas/8Th85mAoLXdcC6PfReaYTxGT7Wyq087Uf/Nk7m+RNDHJUQGyEGSVSGa06O4hwFkOjTFiAg6nsuU4kcm/hYhl6Sc0m13EJJwltCrVd4yYrHK03krmgQcJoBVPuZT6XJTB1aktzxPcZT/MHoKho/DYJ+Abi3DXAPSPB67UadEermDqBnj8KCytwK5FONqGagUmxiNE6/YPEYvMtlTfE8Df2Vg9SzxkcJDumOytqS9eJN5/81S6Tk9BHUp9KY5YC/s6WfvV2PQRpKETgeup724F/iaNzxSZvjhELFgn0/hddQ3sWYK5aTiznrn961I+fWTL4njKYxuZNx8mA+w3iAVKrwLaX0F/HQuRlIRrUj/dCNXPQF3XHt/yTaVvAU37KtPLZD5Nm37MkJ0oMrNl9kgjnSNWIT0Bokc15Y0WfaCwLJnJkMNsZP7LnFW4hlY+BTZfT2Q0XYfppFCcVqrDcfKTHTKj5VmV42aI/MioAFR1nkz1WiBWSTmJpEloEZiF5f8Hpg/DqVeSw7QFVR//X3tvGqTpdd33/W5v07PvmA3AYCEAYiEWrqJISiS1kQ5FybIVyUo5rsiSE7tixZHLdsikYjl2SrGrLOtLSpVYXiTZkSxH1mJLXESJoEhKhggCIACCWAYYAIMZzILZl56eXp58OPc35/QLSJSIMcYz6VvV1d3P+zz3uffcc/9nvy9rF2Dd7fGeM4egrYbJaRjr/unxcTi4F74ywNYGK64nTeAzZIVKPVfgFLGBzIo4TQDAtaRQEcghA2DObwUZzV9Hpu1sh8X9sXfv+suw6jChoWzpY1FYru7v0oLRrWOZ4vp+fW9/dh0hcNb28Rqdvol42ToCyPaTQL+DAJzDfXzXkbXmpkZtJDaegbFzRLnMDWS55f7+/5/rNFLzhdD29pJ8YVnsOPDpWJ+LwZwzsG5X9PVNPwJ3/2N45klYfbBnTR2HYS6G+9hLsG4DbNkMnzsCb38zHDkKnz0IRxrs/vuw9luB7+40nSM0s/eTgcLPAXfHmlwc30znh62EcPnmPud7yAq8k8DuMXh8Mdbs3v7cNOEHfYjMETLwdoassvqdTifX4yjwbuBB8kT/a4mAwAMvBDgryPeRRQ3mp+7o/SnMdhJ75yRw6zXw4uGYkwHQR/rYVg6xv75MvGM1sccvEALxdbbLp7H+C9LPaiRec1k/1nj53Ii3Zpnap+lZ+k3XE0wxSUjebaQJu4Jg4vP9eq2oUsMS8Nb2H3Ppxnt/RvE3kZFiCCaaIRZ6nExf2kAsssGzE30MlgKqpZtSpU9ujNRsfwU+/wl4ocH7JmD3nbDvcdi1EsbuhTPPwiMHMhvNwLXy6ZpxuF2T8sME8+3s73iO9BmawrOR2IjmC18gQOoThMk73uepxvgmQji+QOZ/HiMDXYeBNXD41+CxV2D7Crjzr/Z79/X3HCIrk24l/WJVgB3o9HgnWfP+JmJDvNjHvYbYSF/p9z1LaJvvITbsxr5eTxOa8T2EBvfW3v9+IkP7cF+32whwfQr4IOkWgizxfKb3fZo8hnG20+CWPscDfU6PEhrbpk7/XZ3uhwkNcnenyxYClL8adDz/MhxbhOcm4cYGu364z/lh4IcIYBqD3/o8fMtdsOathLDYRBYVvNJ5YDvhC+3FCheDa4f62N/S6XBzp8HQaXRN54M7CY3zNBkzML1trM/1JLEH++E+PNnX0tQ9/fuTDRaGrFS7rtPIQNVM7++tBGB+kHA0PtTpeXd/9xN9zT9CEOB/ejx4Qx+rlsqePjcxZ0UZ4wwXg2Ltv3p9GuvlA9Z/Siy4JsshAnDWE4u1lSCCptROYjGsC15JMIpBLn2CG4hvyNu4ARZm4ZXTaZpYy+y95pmu75/rBpApvOcogVRqyetJn+MagsGrO8OA0kZi4zjOyf758f6cvtGBANGtpJSfJRj5GPB/w+lnYO2NfX6mB20Iusw/CqfOBg0nJmHqemgNpiag1VQbA3MGA7eS5u82Moizgthcz5Ha/CTwQP9tzubNZNrODoJhp/tcd/b3roaFfx2CYOYsbL8BNv55Mnn9ecKX+luE9vMEAawW008RprK5m8/1NbCa5tp+35O9v5s6zef7+P5Nn+d1fV3eRQD17xEA+jChPX0rocUd7/0Onc4K8CN9nM93vri2j2MDoQWdJczYFwngeRuRcqR7aA3BNyc6X7xMAPKNwHeOw88vxHtPESD+tv7cQZKPHgC+hUw1eol0Y91M8Mp7CJB+juSh3cCmMVi5GM+dH+uCYzHmcVN/18t9vi+TJ1DNAu8jfKAfIPbJbavg8QvwifmY732kMvSHnca7GtzU4OHFEMhvJnNMrwHeuxn+5XH40Bisnw+h/AIhDDf2ub5MBlFN3m+Ehnuwr9d/0ee6o99/fV/vMeBf9fncSVY63tTpLn1UxF4k85AXoP3KlQqsP08GBEzWNnpvVYhmfC1TO0UQqJkyrAAAIABJREFUfpIgruk2bvhFYhNtIM3u0wQDHiI3jFUaplDpC91JSrKNJNjMEUmXpyfggZlYPMe5k5CypoQZvT5KCI3ryXpqiMWzdnkXqdWdIhb52T6eO1ialfBMf8c2MsUFshzv5T7u3cSmN0XJBOlNBHAfJn1Z5v3NEZqefuMPkWbdL3aa3dHH/EKn480Eg2oi9gqgIw/DmjVw8ChsmoKDn4ulvOtWmLqnz9fIvW4Qx/M84d97vI/NpPKJ/vmG/tlt5MEvr/TfOwhAOkkA7a1kccDKPtZvB+5bD798Mmjl2J/qtBLwnya0Tc+rXUtqYrcTwH+QTAXcRGz4N2+GR46Gydv6+u0geGFXH9fd/f+ZTsNv6mv8QKfHJkLbeo6MzN9KWlaC7Y1E8OpWQiDt6u+8jQBQg38AN6+En52JAE0jBMpbSPfEXcAX+rVHCXB8hLSmagzgBjI4e7C/T1fAWmI/nByD6xt8ZSG0zYfH4JrFWKubCA37AumKMChZc4XXExrtY0Pw7xECXG8jgP7PEsrX1/ozVm+pfd9MZskcJvrYRgi8Lf2+58jMEDXus9D+wZUKrP8vQShI/4d5rJsI7WczKeVXk+V4lrdZkWLwwNQs1fxGSHUPbDDRexNLT9daS2wYD2gwGPIcS+vjDUgdIAsZ1Ez1Ta4j/Y/rCZDb3z8bCNPzZL9nO5H+cWt/57E+5/f8Gfj934G52RijZ6dOERvOE4/MKtjZ37Gdi2Y35whT8lZik/wBscm+RGYybAb+JvDPSG3pGBfPFuCF/u4biUS7f9FpKtiYrL8P+CC89MNw4ELUN99CmK2n5wKHfuAegqk39TG+i9iIM8TGe5IA1CcJoN1HbNq7+lj39Tm9A/i/iCS//cQmfYK0GG4igEE/yNv7c5Y+ThKa8eH+3DShBX6V9ONaWbWLANwb+zhv72PW57K70/Am4Jc6DT01bE+f41YCoOzr2wj/6s5O2+Nkwv6G/t6V/Z3Ws7+FTEs6Q9Yybuj9f62P6wMEoDxECJhvA36ZEJKf7mt2HfDJ3udZQugPwIZxeH4h5nU7GUD99T6OvwB8keC5V/qYbyCr0Xb2ee4D3kvu4wfJKrLbCOF/D5kmtae/72R//lsJBcIKrZMED6zpa/bZPp+dwM3vhPYVmLsApwb46X7ft5OKyCwp/Hd1ev/AKjh5LoTSyU7zR/s4N8Vat5+5UoH13xDMbtrLNFkpcphY9NuIhT7Rr5m/uZbQAqYJhpsjGO4GMlJ+jMxVNKn8ZdLUtdZ4A7GpNFHu6YPUsW4pn6a3AKqWezPBIB5OYYRZX95AMO954E0TMD0Pw2a4cDTG85Xe747+3On+3EmCYc/0cQm8jxEb2WDKLcRG+g5gbAMcPRH91tLPXQSgbiQDfVbTbCI1Lk822tY/v54wkX6HYFZTqh4ncgAfAO6Dh/5H2LgO/uFDQYIf+0E4+Etwz1+H//7fwt/dBVs/0tdQIDnXaXmkz2dtv34zsdlMlzI3eT0hJI73tdxB8IU5sAYKnyDTn9SyzLecIABsG7H5HyFr/vcTgH6kj3OM9JsaC9CnfCdh2lrhdW1fo68SQHeMFKR3kf7TmwgAPE/w+Xwfx76+hjeS7hfTfrRcNHen+vjP9P9fIoJM5unu7fc/32n2FMHT126Hxw4CxL56qr93R6fB+lXwyrnwYX6+z/EGQmCYafLuBr87BM9Z+PE2Yp9YCvr7fW6mm2kBrSVA/cX+YyreTjKIq/ZoQYIZOaeJINP7+/yeIITaeKeZe+10p9lv9mvvJAXlK+TJXEf7e+8hjy98lDy7dSO0j12pwPrp/s8EQVDzGE+SZWVTZJ6j4La6/JgyZXndZjIrYJpYnHXEZjEt6RTB6KvJfLnrCLA42/9eJIDoGUK7qYnIHyCCIesIxnkrqXnc2Ps2r2+MkJRqsauBFxvs3gJHjvRvkyMY9T+S+YfXED7H7+biF89ddB94GtAiIb3fQZr/E8Cn+n1mGUwQjNiA9zZ4cAzWL8R43kRs+N8jtBtzNoc+n3eMw8sDHFoMeu4hfHhfAP4iYU5+jospZ6d+G/Ychbd+X6eNptndpAb6YeCeDXDj/w6v/CT86ktx3xGycusAWedvwOcnCQ3jRWKjaLquInyAM4SQ+mhf1z/sz+sXVys81On6eH/XzcD8mojunTkDp7rW9lhfe4Nq76EfcECasZAFEoLHcWKz3kXwzzxxNNHP9+u3kPnPL/QxPNnHMUsIhMN9DgY2j5HuHgie+0RfP2m3BbhrPZw4mXGIJ/o7T5Cnbe3YAHMngq4KhgcJrX0j6XoY+vjM2pno7zve32m58R2kAjJN7OWdpJunESD9aUKwaOmsAL5tArZfF8LhN/amC2sVwTNnCGFl8O0AGTy+t/dxiAwKbyWwY5rMe3+RdF2tIAOEO3qfRwgF4hmy3PcpaB+/UoH1fyUAZB1BlFmCaJom0+TibCB9rWfGguCbFoP4zxOLuYUANtODPLlnIMDtQWJhjxMbcA0BPmcJif8kAVhfI4j7CMHcOxvs7z6eCYLp9xCMeIBYvHeSvqWvkilCj5JR1mvIEt05YmPfRIDTuj6Gf08wrzXkppLM9X7/S0KImAbUy/HYTTDFlwnB8e3kcXKTBHP90C3wo8/wyidhyz/s13/or8Jnfib6+GDp8xYCtJ8lj0hc1a9v6e9fIMD+hYkIIDw+n6cWTRBug9vJlCwtDbWtOTKp/iay5v1c54d397X4HsK3cAd57oCuFw/Y+BzwfZ02UwSIf1+nzYFO8+N9fW4h6gOt4f8W4Pxm+PxR+BsEPz1NavaWlD5CAPiX+rg/SAgPta+XSR58hKyiO0CApgelfIoQzl/rc9pCghidLjs73Xc22DQEQJ4n+MJDd95EViBtJZSKL/Qx1m9nOE1oei8DT62EszPR/zMEL19P8Nhugk+39euPkmW7L5LAeU+n0S2dRibhW6Rxovf3NvJLBo/0Z42BnCQE1S0NHhpiLcxAOUbm0uoi0LVm9s90f6dB5bny7IpC13MET+0nePPe3q+B49V9bPqLFwisOAXt+69UYP0/iUnuJEB1NzHhZ8ny0mvJ04MWiU320gRMjsFnLsQz5p9ZudUIxjcFaA+x+TQnJ4BnG3z/FBydjf4bGRHVNzdHMN1HJuC35jM/8XFio6whTdYpghnfRzDdNnpN9L1wbD88eiSzF1YRptjkFGz5Xvjkr8CZhSwcuJGLDvSLh/ZeQ4DFpgYbhtjcOwmzaLKP872r4Oh5+OJiMJPpXtd2Ou8iy17fRQgXK9g2EhqW2Q1nic38IWIDvtBpNwP8yBb4d69kAOeVVb2o4Fw8r0DUvUHv8x13wr5n4S0b4D8cjLGcJJh9D3l4yp/rcz1LbJyTxGa+DzjyHlj5xRj7OuJ8vWdPhX/N3FnB5k19rVaRFWjb+99P9zlbU/8SmSB/fecXgzTbOz98jSwY2EpWc32A0MSfBD56XRxPdeZUHhBzqNP8JgJkrSw8RGx+3Ueb+1p9qs97e3/fs4TGp7/xOOE3/nzno0ae1KRrRDeX+cOtP39+Ozx3MJ63pn4Nod1bwq2QPkDw3TwBTOaa39Hfs7nTV+FzjAS8a0mX2Nf6eEydMoVyqr/jOrLQx3EbPLRIxf6fI/arBQqr+7NqpBN9XT2caP0kHJ+LcTby7AhzoQ0KW6i0l4uB7fY3rlRg/bv9n7cQoHOENFk2kakVHlZxmCC0DHE3wdx3EBqNQHMfcPvWOOjys4cDiObIzWBU8aHe19unInUEknGeIjbLBLEA7x6DvYuZCrOJ2Oznycj/HAFG7+rv8JyCBWIhP93fK7CxFh47HQvqhvgLb4Enn4ZrLgSwfGEITfVeMjH6GFlyu4rYgNJnDwGGVtnsIp7/rj7f+wgNeej/30UAyZ5OOzWfuT7HLxPMuLu/5w8IoaGb4c2dHh9p8OkJmJmLNTtEVres6InYW+7q570+B4vnYg03EpviKAFi13eavZnYWBP9szc12DZkHfzmPn7Toe5cBcfPpbloSlrra7K1P7eVXOep/v9xYl239fe3CTg/AePnYde3w4nn4NHn4p2eXatmfZCI6E+0KCJpZHbCLHn6k+dbGNH3pK5JMt3NPbCO0AYf7GuwtY91FSm4GlngYZzCQpW5PobrOw1N0TvceeGaTr9NhACbIn3r24F3vgnOH4YnTsWYNxM8d7C/9xaWHphzhgBe0+LMvfadunemyYKcTaSmuLqviWeobiar8KZ6fzcDZ8dgT08X20bwkvGTC50ON5Pn197eYNUqOHI2hFOtmjS9cp60NF7oY1oTfV+5PtaPExvfMrTtxCbVx2rljSCxvv+9lYzK3kgs6nHgr90Nv/poLK7VWttJhrD87hh5gviHCeYyDepgH4spPR8imNFDJJ7vPyb262YwH3aif3aMWCADEg/1+byDWPTHydr1u4ho6zcToLBIbAqzFL6DkNT7+8/GPp/bx2DPEIBj7uV7+j237YJf2h9ALg3mCSH26/3a9UR0/XsIF8SPT8CB+SzRfKHPR9fFE/26gZEbyINVv0BqXIf777ePwcRN8MyeoNPuXnL0/Bi8PB/a9d1lXvLBw32NP0z6td+5Gk6ch0cXEkAEx+eB89Nw9wQcGYcVp+DIEPxymHjHMQKUVnc6qX2bcWFqksLdwNFcf8d5glfXNTg49ODTNPzB+eCLu/vBEU90njDD4jhLk/OtbFtD+iMX+/UVfS4qD6f7c+8mgMHSTbUsyy/VUD3nwQNqtpCFMQdJTVmXxBzB58/195j+d6r3M07wpqWjGwlBKyCtIV1CVkyuIKvg9MHe0t/5BFloYt72QGq6Ztlo2p8gc9qnyntO9bkZIJ4meHBtv//J/v99vZ9nyUNwJggNeui0sGhglrQoNwB7of3tKxVY/zsCaHQwryUmZSR0ljzU9n5igSy/fKb/1lTwCDHTSb5ERK3PEdrYLYT03k8Aw0kCgDXrTB95mDCTJgkf4339mcNEwMDCAv2937sNXjqUwbdxQnM2k2AjYcZ8ufdjvuvOPu/bic30TO//GfKw0q3AzhXwm7PhB/xyp5elru+agJcW4IEhTEXLYef6vN5BBg/2k7XvLxHM+ru9n3cQwD9PCIE7CMHzMnmu6A1knf0CeTrQsT7P3cBbvhnW/M8w+Y/gxYdh36l41319HBvWwcGpqFo4PAPnTqYf/HliM7yd0PZWrIYvnQ36nSQEwhOdbgN5cPReIj1n9UaYnoKVK2DuJXh6MdZqdecBT8c/1NfO7AIP8NAPa07nBFm4Qv/8PGGlqBEdJ4TyTSTYe4rU3ZMwezNMzcK+vVku7BkUugFeLO892j9/Ux+rPGluqulGL5IpTmtZaomtIg8HsuSzkemKFj6cIgOb472/c6TrYBVprp8lvzl2Lykk/NaCsdKPKZMXOi12kkFpc6wn++cbyWMLDVqt6fet7PRYJDNXxsiD0C1dn+/PKUg8otBCGIVvI/3zt5PpibpJVLqme3+HoP2VKxVYv5/QqDaz9BxJU24+Ryz4ncSiv0gs7gwpddeQScbz5OHRq1bAqtn4/24C+J4gUluuvw32PZXlkc8A37Ea/vnZzA/U17aHzKlTQ72B8G+9h2C0G4Az47BzCr4wE/fcSizUccJUfJro20qPLxLO/UcIZvhuIkXk3aSP6XFCIGgOrSeYwSTxDeQRe1aJmc+7ps95DaF1/AfSz3VNp/GuSXhgLg+s0I/qGNcCN4zBvx2irvoWgmbbSVPw+v7ed3wnnHok0r1uugAPvwR75zM6fZ7MjT1KppSd6detijrXaX++r+cHgemxqN7RStlKlsJeT57FCXlqUz3sZHOnk9kVHgizjQRJyCIS799BHtt4uF+7h/DbHel0208Wm+grPAqsmYazF+CVxaDBHJm25VkKPneSPBVrA/nNAwqBgXQHuP76jLWuIHOTj/a1d1ufIzVC82JdP6PoxjQUQJDAqt/VOMU0aW2dI9ZFF9L5/oyKxSbyoBozGsz1tZ/tRFXYwcUA1Qnyu6vOlvl7Eljj4lcNXexP18IB8lS4NeQ5wONket87Sa27Vhqq0b4StG/fdaUC60eJBftx4J8Cf6XBi0MQ5FECiHaS2owm6VqCIM8Tvkf9jaad7ABu2wD/7kRshE8SDHiQTH86TYDYHgLAbiA2hoeznCRr1lcRoLOBrBrZQ+aHuqkFOOuTIcwQiwbOENrgQ+W5LwE/2u/7QIPrt8InD4fm9qX1sPss7BoPH/DZBtOL6UfbQZb4WoHlRpgDVveI8oapqF55+gIcHYJ5TNd6ptNsltAs756ExcU4z+8l4OYNsHgGHpsPsLhmDvYtZD6n1oYJ1m/pNHMT7SEr5tZ1Om4hBIqCQJPSwMI8GWzZRoCApl6trPkSqc0YwafPR7fCBKGFX9ufO0iez7uBPExmscHmCdh6Hyzsg+Fg+EyfI0//MrVvB/ntBmpjG0j3xOPkubgryG99OEtsfMu4LfpoZC7tlt7ny+TBL2qbamgCmn7Xs+SZA9OdFrohDvcxmUKo4rFIfttBK/2eIjMJIMBS7VhLzbRBQdSzIRbJYKAl33NkEYsnlrmPFXDX9Ouzfd4HyQN9Jsp8N/WxnCZ5RZopGPaSwV7ziS32MMVyO3lGrbC5vtCgH57U7rxSgfWf0P2BxETXjsHxYsKtIzbUZtKX+RkCAGT2DUQOpptXn5Bm9QFigV8iD3nYQkbZ72rw3BCMN0cs7lcITUjJPkZo0KZt3NDfNdvH9Gz/Leg3InHe9KprCY3V0sdJ8it8n+/9mEVwFHjzCth9AdqtcOIVWJyBuZkAtjHiEICj52I8lnteWAnXvxlmn4QXZ7rp3eJYtPlpWDcOCzNwYDFr328gmOn5Pue3AVsanB8PbdOk8NP9vjv6PEzo30EIi5fIrzw2FQgyRUtN40Kfe62xt2hjjowKr+vPbySPqjtOfkvsejLgMdvv304ewbeVFD6rSI3MtJ+1/V2TnX4bgFUNJqbgzAVYMQFH5/KL+Tx+8CipZcqjjsNKv1ny2xus1Jvsc9T8Hkht2sj0DJlSqFaoZmqBgwDjOQlzZNmnqU5TZJqXc3be58iKwgnS8tGloHAyZU7AXEXmj6vVniPW3yyTCdI9tpqsipwhQd5iHTXVRfJMCfu1dNz0LAVYIwTkUO7R/bDQ53CMzAOvWrWFBp6Q5WlrMyTPLRRadcBv33GlAuu3EEnpprM8QhBvC6mB6b8zZ+2btsEXDwUTvkAwxHT/ewUhtScIYPSosH2kqXlzg98fghluIc0t+jgeIU91P0D4YyaAdROwbz5L8yZ6f3cSTCPj3krcc4o8E/V6Mr/SaLp+pkb66TzwwuMLT/c+9hEMeYg8jm0TmVeo5mdO3pFOBzdOl8AXq09uJJPGPatyhgS0k+TpWuvISjOFiRFgN5PZD62M4wwpSATLM6Qvcz353ViLZII3/fNVLPUfmtp0sr9XQDvZn9/B0m+dcKNCasAryQodz6SwMu3acq9+dM8yWEtmqQhqulwsOjFtbWsf/yEybW2SPLbwAOlXNeA0SYKKGm4vuLiYzz1JnnWhZimgaIEIqGtJwSJozJAamvQVXA3cCPqrCL5QY3T8uh9O9s8Ezlnya2LUhDeQftuzZMqkgG81lkUVi+TX1hwnDyxyj5hGpY/f8crfs/0++W2RPIfkApmu2cgT8VaTvusT5BkRU3FP+94rFVj/AaH2v4fQenaQNd4e+PE0QYS39+s3ESk/cyzVfHRQmwi8hSDqDjJZezOxqC+W/9WYzG+EPBV/B8F4NxF5fm8jFvAgeTrVcXIBV5NSUn+dPqI3E5rh6v7cpwizWT+eeXzHyRJDzbCzpFaopqIJvKE/Y9qKAQjLBRUaaiJ+5mEa08Rmf4HcpGv6zwIB5Nd0mntYjsEdfXpurpNkorXakiXDawnBeI780rsz5T7zez1sZ66Pe12/3xLYlWTamUn5T5Gn15vSJDh57wnyOMEJEkw81EUQ3zEB5+ZzjdXw9JPqk13dn9uyOyZwah88sZBFJKfJr4geJwTuWH/vUTKoKM8xQjs1KIM93megRoHq2cRGyQ0o0cdrXvcJUqudJvhdkNNXCSmYLAO1klFXQCNA0jUSVBWqat1WPymgNN+tUvOdBqUaWW59gDyMZSWpiKwlBcVJln5Xm3vIsmhdGYsk2Cr8dd/oStFFMkkGu+ah/ciVetC1E/ksEbzR/2mZ3F5SdbfG/wSxGEfJdJGed3bxBKHnet8vkeaBQLeOMD2smDH4YsrL48RCCS6rSY3xGdJvZE6cuZKnCUYyYuri7ial8dY+TquCthLMZuoJxMacJrXKlwkG2k0WEJgnuUhoISvIDQd5YLGJ7gK+2rCRUE2qjeThI2qumogbga0T8N75YHi1wHGyKk5TVTfHBZZqdybJayZKKzVbI+ZGmDW9J0mz2vGcJzWhGgH2EJ+VnUZmNHj+QY2WV21Q36NCZpjPg8mN4uvbHMhUqilgzUS/8AqMLcQaCXoGp86Qm34Nmb6mFul5FtJeIa2mOJDmqVkfK/p81Pj1gSrozpNWlS4YfdarS79r+lq6DwUwNfkV/XMtnxnSetD3Camteo7G0OkvcKm3abYLhBNkGWq1oAxaLZKpbwohrRKB2r1LoRGkgJ4tfejnt0rL9DOFrEUW8vHrbJcPWG8jiHqQMKUEqTvJlCNz6AxOVXPjSWID6KxWat5EJl6bRKz6bw26IHeG/AoU02tOEwAPGcnV33OWBBdz4XSgryclqoEOK6m2kd/7JGMrzY/2Z68hNQ4DMNv6/8dIDXQbuRmOlnEYPHMjHuzzFEDdbBfIAMN4H9c06SdV01lJZ9AGaxqsHTIFZnN5xwWW5l6uJE34ebLEVTN7DWnemWoEubFNWBfwIE1Hs0DMINlGAtYYqSFbEroZmGpwcuhm5xhMr43BnDkHJ3pSv9qypbaC+0T/3xLlSRIYViz0hfLQAFLYQZ6u5qlrmqjny4/anAfTqJ0a4BLMTT9UAxc8N5IuJ5/Vr63JbQpZIwHjGlLDdwyn+9g1iQVv81FnSDCXNvqwBd85UqNthY4Kxgsk0Avuhwr95VXdEtKxHoBjSqHCzrxXgdLgnPfJy66NwkuFpu4JhbNC43W0yweshwkAmyWrcI6SeamC7GOEz3AgN9w8EXwZI7W3A+QmHyNNaZlQqawGsY5czNXktwlc03+OEoGpVQTg3MlS7cISWgMo+n00YU6QBzmfJ0/dkvEPkZU6+iNXE5q0gKeTXg1OUNZvpe9Lab6/96GpfpoQJG5Aa7VfJJhMTXOKTFYfJ78naiWwdy5NJN0FSnfNTghwUCAaxaXQRj+iQSzIDXKcBH77NrtBv5+bXdAQtLYBs2OwtkWp84VFmJgIgTDb1dPNi13oTEDr16bHYMsEDHNwtgf1jpCg4FjlD8hg0jhwfoD9M6kVKrwEt1UEbxp117y9wFJfsEANKXxMWteXvbKvh0J2Ban5a+2YpiTIqRmbYD9PBsmkPSwtLtBnrEbtCWmU31XgzZIuBYFOAFQAqsUqXKv7xyCVCtQ5MrgKCZwqIq4JpV/HoU94ul8bL/MUrB2P2Rhq+/Kt++ksr7tdPmB9msgtXUGAIuSZq+cIMNMEMGAh46vyb+nXNpNSbi/pOzEiuJFgTiurqulbI4fXEIDne9Qop4jI+Q1kjqfEN7o5QTC95ooaxnoyqnyBzDOVcdeQOa9WcFlxtI40oQ73cZ7t9xq19sxaCCvASOf+/r6TnY6byROTDJqdJHM09Wdp3p8lN/oJ0q8lc5vZYO6mzKk2KjDqT1RrgvzqEpld7Wiy/38tqXFYDqlGYnrNtnGYWAVtgDVdpRlmYYXmywZYMRmLMr8fZgZoF2BqLkpQGYe5OTi9mGOytFTQoc/5xT4fS0chz/PVVaAm1gvMLq7p+fK/kWgBaCX5/ViCq9q/5ixkNFxLZrb8P0ZaStVlYDpS1fwMbL1Mam0GBl0TMzv0pU+VPixLFdwMKpkp4PxWFroo9DXpx0mNfZz8hgqFKaTGKFhrofl8BVWVARUChb/ZGwulj4XyfyO/JcEcX62mSxB2+mOBtbU2TaTq6wX79WEYPtZa+wngR0jD5+PDMHyiP/Mx4If7FH5syAMClzYrLjwh5wz5bZ8GaCSmIKImSL9nC8EsAuEasm7fQyB2kX6T63v/r5A+O9NgdpJRYI+H0+wymGBOoeazWorRZpPvTflwA5ikrJlrCpIpKqv6HNRQ1XIMCJ0gAVwaGYAyAKEvWXCoidbV/2Yg4No+dz9zQ1l1IwCo4U+UPo6QpycZjW6dbkr92fI+XQeaXJr2vkNw8L1uwhqIkV6zfd7HF2DF6QTsRuTrjp0kvo/mFVg8DWfPxzsFg2GAsQHaYmowakMVDCCj2rqj1NAmylici6b3UPp0wzu+9aRgaqVv1wDSreHc7U9ftPzquwUJTVz9/4KLwloeMareynMzZPBLc726ZszJNZ1JoacCAEv9utLRACLkVyDJ87pGpKPrrzXjvHQnOSfjElW7NsNBRWyqvMfxqAm7vgrxqs2afVG8O99o+2OBdRiG8621DwzDcK61NgF8obX23j7EnxqG4afq/a21O4hvVb+DgLTPtNZuHYZh8VWdu8jWGGsWmyKhdqMT2wCA0sc8Uc3m6mOS4UzfWE9qXqZYeJjFBRJsfcY0nCnyRCw3wGbSee57NXs0l0z/gNx4BlBcXDeYGovuC8Fcjdb3rCQjraaKGO1US1Fz0V9tqpRa1hx5sLUaiub4OAmqagr6kzX1jLobYFjF0qg+ZEK4Plb9qOaNVoFZ/WmC1oryM136V0vx3QpPAWScOPBlYgamZ3L+gopg5waTD7QI6NcFAsG2RsC1OMyvNJtDoBBcBMXqB5Q/qqZrsEu3lJFud4ugLN01WwVh10UNW17RxWMkX7CUFq6lgk0emCYLF/TPCujuB/vSZNb/XAWLGmf92z2uO8Cse1fyAAAWKklEQVTxSQeVilGtUheU+0y6KhQFT3+qa0KBJ2a4Tvbvs+57hcV/amAFGIahph+Pk4kkr5WK8D3ALw7DMAc831rbQxSR/cdX3Wn6kEDhSTUHSX8aBDxbJ20QyzQmiVK1H8FqA2H6uvk9sFgwcQE2lf+NuFZ/zBT57a/6Yk3ZkdkFTyVgBWi1rZXlmnl6a0nprkbsQb9quwogtVy15KrRqU1CMiYkILv55jsd1Goggcs+zFFcy9IvXoRMqzIKfaH8fZoUHAKhJukxMitAjmss/drsUfNbk2yK1MLVwGt5o/XdjkO3gvOq5p39QmrZuiKk8+nyDn2dFSylcU2XUsA6Bvu2T2lbsxJq5N/Am0JIN1PdYa38licVkPovpX0FUkFG99RC+e271QC1fhSEfqaw0efqvpsjwU3N2jFWgaiG6Gf2WzVz5zdWnhOAq/Zp0Ku6I1QMKqDXAFjNxfW6FiGkoPfZS+Ag/bpdtNbGiELMm4GfGYbhq621Pw/89dbaf00ccPY3h2E4QRjUFURfIivwlzYrYmRcJ7uOmPBWlqZrGMDQHBEwIBfAjVpNFqV9DSrUIIkJ05DEdQPar8S+UJ5z82p2G52WsWVqtSI1Vn1tSkhzcPW5OU8ZURdIBUn7VlM2NcnN61w0d9zobpoq3f1tUEhgUGupJnL1IVatw3WozC94mHYDCcRVO65R36pZ1kTvapVUbUqtBNI/p2CrQs13Vn+k41MrVit1vc2ZFXzt1/FKF0FO2tUdpbnPyDVdKo7LANNQ/q85oioBNfXLZ10P51etCtdEU7/mnCr01OBdR1OdVDQEad0V8l/V8t0L1Tdqf1UxkBdURqrby/50Q0irVu6pgnOyPFd5GXLtpacqocLdORrUre4gx/A6259EY10E7m2trQc+1Vp7P/AzwP/Wb/n7wD8G/vIf1cVrXfyJ+7lIiPfvhvffTBJnA3k4iD4g8+oEK90GOswFNZlUZveZSdIHJZCbaWBE3oiipj+kZNcMEmwEg4Xyo1nkYvpu5zVf+lIrqtqZvsCqfVamURK7aYzoOj+DKFUDr9K8+hIXyQDGLFk2aU6hqVvVP2lmgWOpWpmb0LnoA5NOvn+mPKs1IdA6Xl0b0kINR4Hk5xUsBTuFzYpyvW6sqmHpPqq+1eoTXMFSTbfOyz4ULq5R1Zx0b1R/9ag2qmDXqvC+Vu6BpWlKrh/lXsdeAc+107UlqOlC8pkLpV8BVKEiH/gu+cq821Hz3jWXR7WUpJ+gKd9UwV01YMi8cfeMNK7Bq6H0K/2rbxdSeallwgqE/r77n4mfi5r462x/YqV3GIaTrbXfBN4+DMP9Xm+t/SxxoidELPq68ti1/dqr2k+8j6UObAFoLbm4OulnCMC0/LU6nUefN6oqYxr9hzTJlcyQWqQa4grSua/vS7+UTG/E0XdWp/0oGJhLZ4qNjGHte9U61CorENa8PAFOxtVvNZDBsvnyrpPkV3Tbp1kLk6SwUuutwSPBGXKjSXdpAOl7UwBZYdPI9C6dSc7Xv2dLv4LFaEAIckNXjVE3gMUBjlPTd4bUck1bEhBrYGh0g6p1O4/qwlGQVJ6j9OtaaSUIaOfJVMEKEGpwCnpTpGZ5baGqhiatBCBpJY/6Yx9aDu4JtdfRtDdBVyCTLgogQVQ+1LJy3wmegrunl8HS9Cf3izxmxN49pODVZ+y7fEaNXD6pERxp5ZpokVQryz1YUsvefxu8/0YuFqX8vd/jdbWvlxWwBZgfhuFEa20lcezy32utbR+GwXjgnyWyTSG+Tej/aa39FOECuIUoCH11G92QNQgwS0rx2XL9FFkGpzluX5raalkDqfLXDWnOZGWQGrCRSReJKHcFvMWRe2T80eh41QA0gyo4jrN0c0EmyldNpQKv/VTtUX+vDKNpqgCQ4arPqvq1bJa5aioK2FVbV+urgSw3pIJLi0CBovByfAYH1K7h1dUuVdhqqnsQiKc6VUAz2GnARppUi+N8uea8akQdcsNWgSZNXWMBFnJzutnd0MPI/xUonHs1WX1nDSKpNKgxCjrVVaVW5joL5KO+z8nyrPOq1obavfRSeCpUFEqVNgKa/U+W/hbKPabc1dzTCoIKPt9r9N+1EZ1qcKkKlkqLGijzXZVmNRimAB9dMy3I14oe/Snb19NYdwA/1/2sY8AvDMPwO621n2+t3duHtBf4bwGGYXiitfbLRIbqPPDXhj/qMAKjxGpvmu5K7tGoXgWpMTKYYWWJGq7+PE0hiSk4QkpsF89otU7xmhJUTc5K8BogqvdBbkiBWA3EjaXLwEWGV0nQJZrWbLlPM8U0laH0IzM5X8fneGU8N6TXpUPdIF7TbPRaZdiq8dqvfY+T5qKgOqqBmVanOS5A6CJQA6oC0PdVsJku/QrIsFTQVf+uoFOBRsFp/xXAzemtm1SeGEofaqV1DKbrzZU+qu+7+kQFboU85LrWa3WNpEs1213TleVZ71PALJZ7qw+3lXtqeW21zARLNUrX0zFVIF8gram6zkN5P+X5yfJs5blq6lfXSs0sqEhj0LCm6o2zlIa6pubLT6XX62iX7xCW/4WMPlefRpWYaqxn+/X1ZAndAZY6t404Vy0EcrNUk7Omm0D692Swqs26WWpgogYa1JCV/LUpDEw6F1jV0BZZ6jt2vIK6+Xj1twzqvGV2x6pfqgKD/crEaq0+W10RNbAwqmG4+eZYytTVpyVYKMjUMkeDQTK+Y9T/NZqxUMcqX1wo75gY6VsQh9x8zt81o9BCkKkBi2p2LpYf32urflGFStWWVQC0YPQrV9fVROmruhzkAUp/jtt5jfPqOU6WvxdG+qjgKH3my/MVrHQVKbgqmBtorM9Ie0FJa8U9rOWpa6FaKfaj/7XyqXOp/FszVZxjHZ8g7ZqMxlzoczCdUUXKn3loP80VeghL47X9TnWBJFjVSD3OTQCk/10joTJiNb/GRu5dYCmDQ5qR1Tx0cSp4qsEZhKqmXiv3ybhqtX4+CoyVkaomMUmAxopyXS3O32rztbxwLUvTpyqgXyCBVM2pbtw6jkoDTbuh3FO1UAWFvjotj0rP6rPVHSHD1wDQXOljRbleXQj2oyBS+FVz2rH6f/V9Vu1abUd+qBvXNdbXr8Y16terPkjnWt1H1fyfLNeq6TxT+tHKodCxChPpLhhVEBGEqnVQ/14YeWayXJMvFXxVM/dH91TNUHAeo1qo6yqth/Lb9XF+lGvOb4alPKcVWgG98hgjz8vjar02NW5BtWrci7zudvmA1U2pb7GWzlX/lsRzI6uNCLoCRTWBJXT1qegaqCfg1IDB6EaDpQxazVH9kaY4wVLwVnNxs2oCyhBqXzUVyrn4nD7NVvpeLNeqqQXJ8LoUDOzoO1osn8FSrcg5VVPOZ9RQqiulmsxV03Lsru2oVuIGq0B6nqWFBtWHXDdE3UyO33WyPFJBNlf+rkCif9vnDbhUn+GoRmcBhgFBf9d5VN9y9UO6pnW8ZoN4v/7LmfKcY61uFGni7+rrlk5eE9xdA2k3X65VX/yotidPm45YfcXVHSN9pJfKkJp95U9b1S4NejkOAb5qxozQVZrVzIw65lHXYRVg1fesAK4WSd0Pr7NdPmDVX+qBEoJRTYmqzQoQCa8mofbl4nhkm1K/MolAZ06dizCa3qHpUMEOcsHGSO3NzTKqdbmJZWLBuGosbmLBQhO0BsLcFEPpp2rYbnQj4zUYUSO91celhkHpy/5k6KqVjWoidVxuDn3DdS7Vp1XN+6pJuybVbK3AXJPhHYv9VfCsPkzH7lzq5natreQRtKr14Jgd0yhAVxO1RpmrS0Ea10BbBV2vVV+vBSqwtGTVvtXAxkofavRV87KNCgBYCsAKLzM06hp4n2Y8LFV2IGkp/XV5VH6pQFvdLdXKs9VyVsdffcBaMNWShVS4Ko/V92hpOGbHWelbM1FGg7vfQLt8wKqmaTWHLgHrhquJ6CacIw9MqIngFVhNpapSqjJ4BaGqIY9GKGU6TZ5q9latyVbB1dQb+68+H+/1d/WhyvBqBmMjz6olVK26pvpUU1qmU8BUBpapnaPA7TxrSXHVJmTwCm5V4o+660f9r7A0Y8LruoQoc6vFFpB+1sVyj3MdyrPOpZqdtjqOqjFVE7D+VL6rfs2J8nf1Cdcx1Gujf1dlQEGqMqDWZ3BTwHM8ZsgMLAU5gaP64BWu/l15pK535etRvyvlfjVFrzkmf4+C+lA+qwEmr+u+c70d9xRLQZ7SDywNEtec7ToeBUN9dwXQyq/VH/sNe1WXtssHrFWKWA2hdJwiARSSSNUsNM0Glkr3qk1Us1Qgr1+pAUtNYZnc6/W35xTYZ/UDVrN0vDxTo9eOZ5QB1UJkFjXSuhkpn1dhUBnIsar1+17HoTCqPkU1OjWT0fSz6jOURlXLGt2M1R1RN2elCeV69cFJG81xRu7xOTdknbMbrOZF1k1aU6sEEQGyChd5BZZu/KH0VU1nWGpZtNIn5bkqCEd5xc1c+bmCWrWEnG8VTvJDdWf4noXyrL7GhdKnrVoPArvjGHUn2LdrVpWFUcFax11dDdWyqwKwuktGheSo26vuPcdU318tnFHhujDyzDBy/yXICri8Gqtg5+G4TkpNpPpWbS5+LWtbLM/UoJTPVU1F7aumkVRiSnj/d3PVEtqqJbjhqhSF3LD2Vc38OZYyZGUSN++oWVc3h8AnQwxkabAuFgG2ArqCq4L2KOg551F/mpqd7oiaxK4ZW/1atprCVTeZ/bp+NW8TXu03k19g6cZQKFTzrQboquakllmDKfJM9RO6vh6d5ylUlM+q1l/XX/eOAU61pjq36j5QE3Q9K28JeIJdDRD6f/VJVlo5V3/XYGd1VzinqllWejkWhU/NqhAgawaDn0kb+aO6UaR7VXBqPrbgWs30igH2V4G2guSor7m2KlheSxBcAlCFV+tFb1yrqSxufMFSYtZ6aXi1iVUX05N2LHms5ab10Imqmcjso+aJR97pMxxjqQ+qug7GSt81gAEX/br3P1HGZhJyBfJ5lo7V/71PxtKPViPUVXt0HNXXCK82a60d9wzNCiZqz6+VlrNQnqV8Vnx193+V3CR1s3ti1WR5ZvRz194NWbWaunFGgdKxTpafukkEv7HSl/zmutSgV6UbLD0oRM19Zfzc/9VCM9dyscyn33dRc5Zm9lddVqNRdptAUcudx8s1eb9aCu4pwUpAHQ0Az43cVy2jhfKzCPc/TO5JaTOqvAiqdfzV1bVQrvlOM1/8vGZfuD6um+tejwGs2rzBwbqf5HlT317LfeTfoyD+DbbLB6zVTPT/Uf+ajFI372hQxw0Br/YNVbO9sRSkPIDCk+0F1VrdJLBdKPfUex1T1ftlVvL++79c3l03kQBezU3HvVDuqePy62E8K9TP/K4r+/as2ZP9d63RHwUVmU+6OF/HW0HZ+72vMvsC3P8QS01IQXNUo/CnairVPK8ms+tYNvnFzVDNVrVax1r93K6ldHUuC+VaBdW62SAtBbXOPrb7H3wN+vj36JhGebOat/ZZXUI18DRe+nANK0A7R69JZwWNbpxRf3BVcOq865y74Lr/8X69rh+v8Vydi8+Pl5/q3zZY7fjnRn5XYVI1aP+vLo+6fj5bU6rqPaPuhhqkuwTt8rkCNOProRmCVNUkK/NVf1PVwtxA1Q0gQMPShfG5mic4yVLQrNJyeI1+6mJovtd8VPusQqPO5UK5pslqFkHNFBgFkBqdHW1VU1CjrrSrwCHw2jxYpc5R0Kxz9zg5W10rSM1wdbmnBmkg02so1xyfGqZzmS/3OI/RdLsxsvJKukj72fJ33Yyjboc6hvouAXcUjPxssjxX175Gv0fbqEY0sLQCz3hAFQCwVFhXP2p1mcDSAEzNI647fRTgL4x8Nnp/dW+NFsGM9ll92PZffcpV4NbMnD+uVf9sBdFRV0Adh/dVgaFmXt0Y1cq7hO3yAWv9ehOB0E1QpWElXk3voPxdJXn9qYtmYEPGrMBTXQW+s24WwbBWQI36jXQFVK2j+tE05WsEeiC0T32n9eyEyqiUcdc0KudfmWUghVJtVWOzSfeaJ1ndGaP2zOj/VciNvq9qij6rhmrzXW6Mms4zqk1JkxrBrvOuYxzdONUfXccmLapgHvXvDSP9CWaNdNvUfEsFm//PsfR8gLqBq9VVq73kgXomr+Osflmv0a/rBx2ldaWdPFlzOIeRvqpGOl6eq1kF9bnq46xWwmhzjxuglCY18CYNBfzKRxUo3QeVJrbKE6NBs3mWrmetinOMXw/o/wTtspW0vuEvXW7Lbbkttz9Fez0lrZcFWJfbcltuy+1qbpcveLXclttyW25XaVsG1uW23JbbcrvE7Q0H1tbah1prT7bWnmmt/Z03+v2XurXW/nlr7VBr7bFybVNr7bdba0+31j7dWttQPvtYn/uTrbXvvDyj/sZaa+261tpnW2tfba093lr7sX79ap3vdGvtgdbaI621J1prP9mvX5XzBWitjbfWHm6t/fv+/9U81+dba4/2+f5hv3Zp5jsMwxv2Q8Tw9gA3EPHBR4Db38gx/CeY0/uA+4DHyrV/BPzt/vffAf6P/vcdfc6TnQZ7gLHLPYc/xVy3A/f2v9cATwG3X63z7XNY1X9PEF+U+d6rfL4/Dvxr4Df6/1fzXPcCm0auXZL5vtEa6zuBPcMwPD/EV2T/EvGV2VdsG4bh8+RXgts+Cvxc//vngO/tf1/8evBhGJ4nFuedb8Q4L0UbhuHgMAyP9L/PAF8jvoLnqpwvwPDaX/9+Vc63tXYt8GeAnyUTkK7KuZY2Gvm/JPN9o4F1F7Cv/P8Sf9TXY1/ZbdswDIf634eAbf3vncScbVfs/FtrNxCa+gNcxfNtrY211h4h5vXZYRi+ytU7338C/C2WZgZfrXOFyFj9TGvtwdbaj/Zrl2S+b3SBwP/vcruGYRi+Tt7uFUeT1toa4FeA/2EYhtOtpdC/2uY7vPrr3z8w8vlVMd/W2keAw8MwPNy/4v5V7WqZa2nvGYbh5dbaVuC3W2tP1g9fz3zfaI11P0u/Hvs6lkqBq6Udaq1tB2it7QAO9+uj87+WP+Lrwf9zba21SQJUf2EYhl/rl6/a+dqGYTgJ/CbwNq7O+X4z8NHW2l7gF4EPttZ+gatzrgAMw/By/30E+FXCtL8k832jgfVB4JbW2g2ttSngB4ivzL7a2m8Af6n//ZeAXyvXf7C1NtVau5E/7uvB/zNsLVTTfwY8MQzDT5ePrtb5bjEqXL7+/WGuwvkOw/DxYRiuG4bhRuAHgd8dhuEvchXOFaC1tqq1trb/vRr4TuAxLtV8L0Mk7sNENHkP8LHLHRm8BPP5ReI7Yy8Q/uP/BtgEfAZ4Gvg0sKHc//E+9yeB77rc4/9TzvW9hP/tEQJgHgY+dBXP9y3AQ32+jwJ/q1+/Kudb5vCtZFbAVTlX4Ma+ro8Aj4tFl2q+yyWty225LbfldonbcuXVcltuy225XeK2DKzLbbktt+V2idsysC635bbcltslbsvAutyW23Jbbpe4LQPrcltuy225XeK2DKzLbbktt+V2idsysC635bbcltslbsvAutyW23Jbbpe4/X9nGwcxiuGaUwAAAABJRU5ErkJggg==) + +In [8]: ```py imgplot = plt.imshow(lum_img) @@ -167,7 +169,9 @@ imgplot.set_interpolation('nearest') ``` 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)In [14]: 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) + +In [14]: ```py imgplot = plt.imshow(rsizeArr) diff --git a/docs/da/088.md b/docs/da/088.md index 2cc9a22..86f43ea 100644 --- a/docs/da/088.md +++ b/docs/da/088.md @@ -109,7 +109,9 @@ show() ``` -![](data:image/png;base64,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)In [4]: 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) + +In [4]: ```py axes([0.1,0.1,.5,.5]) diff --git a/docs/da/137.md b/docs/da/137.md index 1da819b..11f9f79 100644 --- a/docs/da/137.md +++ b/docs/da/137.md @@ -397,14 +397,20 @@ Image("http://stats.nba.com/media/players/230x185/"+str(kobe_id)+".png") ``` -Out[16]:![](data:image/png;base64,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)In [17]: +Out[16]: + 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) + +In [17]: ```py Image("http://stats.nba.com/media/players/230x185/"+str(curry_id)+".png") ``` -Out[17]:![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAOYAAAC5CAMAAAALbLOrAAADAFBMVEUAAADrsIz4wJs7ccLRmHz7+/xwdn3///9tdHpsbG9ydXqMaV//7zSCeXrDxNDIln9CPz99c3aEbmyKbWhnXFivmpmPbmhSWWG4ucBHRkdYV1dIS1NMUFami4OcmZ1dXV6tj4u3g2YgSm8BHE2sr7UlWaT////6+vv4+Pr/wZv8/Pz8v5f4vZX8/P/29fz6+v8uKyokISEnJib+vZL6wpv08/s5b73zuJH39/7/wZbwsIv+x6D/xZupaU01MC//w6DxtY0tJiTx8vq2dlQ5bLnu7/fprYmwdFffnYLwrIbgpH//y67JkHLRlnPIi27nqYTip4Pen3y+h2r4upD1s43+vZ/lrIjvq4Pm5++5f1/ZnnrOkW/Kj2vDhmGpb1bq6/TWmniwb1D/yqfwq47Dimf+uI3Ci2//w6bepIfcmnfOknbsp4i+hGI1Y7K6gmaxeV+2eVn6tJWgY039t5n1r4bnp4rmpIHXmXTIime/f1z/xqzZmX/0spTjoHs2KSY0arq7e1jrp3/bon/Sj2hCNDH/6Sv7s4re3+rtspTWk2vinnbal2+zfWXWn4T/8CDkoYimemmfa1ipc18eHByVZlYtWquNW0utgW1ALioaWtAaVbDpo3kpaL+2hm/W2OLVlXnGkHkiXrcoUaD5rZDhqpCui3mXb2LOi2V4V01RODK6jHmfcmPUknLxupnNoY3/3ST5xqUdSZ3QmYW7lILJiGEVOYWjgnMKKGbYoo8fQo/zqH1lSEDEmongmXD8yjHsmpGbeWoaYMP/z7bmsJfMztv0vqPDg2/Ng30UMnOBZFl6TEDWkHnFgllkfbtSRkPdi4Wfqc3wtqHhlov/4D2FmMj2tUjwjYq/eG9PacpMb7RFYqL3opnbkmWaS0Hsopvsnmu1utQ3YM59g7j0xGfpp0LViy+VjabKd3ClWFT900z24M9qNDL8rqjbe3PEbWDVr6EVFRVldKTctny/akxRWYisWDbgvrODcoH57dtuYHg5QnHlz8PZi095eZX+9ufaumdCji6uAAAAJnRSTlMA/v39/vIp8hVXQf7+cv7+/ouy0/396nP07arbx6qWjdTwjf7HpwLsinIAAC7JSURBVHja7MGBAAAAAICg/akXqQIAAGavDk4rhoEggOpk7A8BHQJGtsEtzEwBA9vYb2L7Si0pIZIhtzRgkwcaVqDLooX995d5mpbpKubyQNO0bsd57s3tq+7nsde2lId5ba1WQ9I4Rk+Qbp9reZCPaiUkUQCsDuNCeCsPMa97BSQghZ4GR6gDE37E7C5bM2UIkbQjZSQJgKOkMut+90bnwxpgAYSNJJDfxKhEkRLTR7mzs4IyGRGCg7I6kD0EkMTVbbK9yl2dzQJEhd4pWyRCEn/nlimoR0ccN12j2ztskAqmwYAUhigRHAAmrgchKOsdP/SH+vJZbSKKwrjdFNGFWQhSW+g6xEUmWUjEXLgELFmIgsGhaoQsIkpdxDjUZpFLxrkEm2yUynQgCC7EdPDPxuAiaUBw5RD6BHmDbPII/u7oQ0wO6dxJ6GJ+851zvnPOb8JB5IRGRWREQbQVtBwpQItlFhJ0XoA034/E6pno+mV5JLMWCFrlqM2jIwEcrP9UzBpAOi96HnHCmeVYuQrdSuVwRGUBAoHWQoKo4TJNV0jJBXijJvfWMqckvLyB1Pa5FYqrqIR8QimFechAZwFVwvQhDT2iUozIqwXvQP4TGEqAU6tjoeublB0eogIdWMul0EoooaGTKGqolFZWTmlrSe7qrIx7rcnvLCW6Onl7lYQ1XhkElpJK6yDQWik4dcBBzXJYWZW1wCabuQERZvKYvrSxIsZyIWWRkDGNAQrBhJM7rmHI1zA8O+MHqVNaY6AIbDApVfRE1dUoT1IWVXjyECpYzkIFYaCCcHLy59fPzxf/nHz+efFkcjIJAA6kxRuAUmlqk+TOrsbkt76Rwx/RUiNcqILJJFBh5Pv++y9vP1y6dOnj6ffTH6enP46Pj9+fnPAqjqSiirOkuIwdB2NZgeVsEyNkmFMmVRdR5Bf9yH9+++HtB69f3721tlZee3N9be3bt1u/P71++ukDpOSxpZSQwZmi2ZK6NOnE5+22MGM57YeEXTR3dqvV3dbQGw09r98bDGzbcRzb7t64Y9u2e2vt/oMnH46/+AuTu4FGVbOxoOfGuYTHtoDSPLOeRM0W0Sl1ZsTIO+zPp5COxwPXduzBoMen12vffvhkt9H0oyDO3VAtjbuIhLvKlZQQGH+ImH6x0+mUCIOJnIeHczjBHLvjihMzTufzuTccVVv8U3MRKhlOwLRYzRJenVtLs0jSdoKowbPHlK3ZrOr1+1MTg8EASnvsuIZzOp0feqMZiheLtR0/WuA8AeNvNpdwzk2zdqUmoQp9CCGFslodDvu9di9O2YGR0+YP4Dag/cPhcNaBE9DiToTxYEVsK6lEDwkbZuPC/NXkMZRgQnngvUJKIFEQvLHj8AHU5Qc4+96wWmrUDGdjZ6FwTjPkJrs6t5hLRYjv+61SpwFpq3Xwle5DIbr22HZNp+12x06X07X3XLeNnt6oU6oVm3A+fs8sIXEXKRI9wm/RJqXWUHZqlCZijg6Goz5S2mXHNoj1erfLwaU8Ltt22Z32Pa9qOE28i5QUWrCOJ3q03cBONGbSaJVqHeTsVEdxYbZdxwSQ+XS9CyyfSuyh9n6v//Wg1Ykxa81IS4Wa7GQJlvMCOshUStF/EBM1W1UMc9pr75UrBi6fL+QzhXq3XqjXuZK6ZXtvv/3MmyEnlLViFEqhzLKWTTDmtjHN1Fno75ZqjdgyRyPE3HfLlXt5olBIF4h8vV7Id+uZPJlbBrPvHbRKO3EXescYrAXLSpIxrzIDsV5Fj8lZ+g+Uw5H3bB8trwGZeZlPpyFNg5nJ1NE1X6lUnD0wH5nqjPX0lZnj6UHr5xIbV0xpivDdrpGSwgSTWRZMxCxk0kSmcBNUw5zPpDP1Fy8qjrvf/vqo2vrP2ZyogNFWJtk4/1Jrbq+NVHEcbyWI61LiJV5QVvRFKO3DeoFiyjaK0Jy2s1M7JisxTaiZMJPMDDO5OGnamUjdikQ3YZoYUkHCDCS7m2anpaTLEkzFZUOztJFKfemLfVVR7AqL+uCLv9Mq/gvjj+lJmkwfPvO7fc/v9KmXXxqDzBRjGBMn5k2gzKTecXo+HnIB5Ojo4JBrFFYMCZYcSno876Qy834oQkvu0yK0tgZbT0t3lKfOgzfXClLsROYJkJifYExw5tDga0NA6gqNAisQY3O5XEDqoaczUXN2YWkBawQoQnv7n78B8t/Ccg+CdmytDTEbw5UWnAllNpP5YsITdw0DJFBhMgjbUXiHKYeGkyrNZ2bm02nYzbx5IQHJWW5/PgYnSVbGfOnlj/b3CrFYDPeTb9LL2JlfvOPxDGHnAZ0LcwIofmW9Qy6vF7zJz0Tnl9PpADTPxAV3Yq+99tH581bGPHMexEE96HbH3EsLCwGgjGJpAJTJIag6mNHFjoZCoVNMr8vlxd6cvGL6/VCFIDsBs1xvr8EexcInDYA5tnaCuQSY6eUrmRTst6Y98dOS48IWwjYKgACKvRmnU6moac6mbwZONiqJ0t4aYFq5b545P/ZIvVwIumMLJ1uTaCaVynw44YyDI8Fw2J5QukIu4IQLMJM0yKAr/uvXIWyhCL0HmO39sZetXGnPgATaK5f+2YDNzkejqRMF9PYQeHGUxe1kESghbrErTzHjgDkTXV7GmD43lNrCbhtayiMWlgdnxvbb9XLQd4rpn49moJtAyA5BqE4BHu4oocWpEAsOZeFXFpOqE9OTM1fMT9IBwHwPMMvt/UdesvKw9swj++1SSRJgayIEArPzM/z0hFP1utipO3emwFwsC5RTIYBeZFn4gRU4PVi+m2Za8LmDsBkr1dv75y1cgfoePsX0xZYWwoGAPzo5nZL7dxY3Q4CJLww2dWqLU4uL8Ams7M4DKj09OQ+K7wQzWPgfYNbLJXcs5hMw5gxSFHurs76zCVzAhKEAEy787vQjsM2d9f5IRPGnb/rcwOku1uvWxnxwf7++W3C7MeaCQM4pEWOlsbW1vXHvYDPEspCdmBIzY14MiXE3Dzo1u9HkyADGDLqlUn3f2v+I8KyjXv8H0ycyXD5fWV29tnt2d/f21YY9kvVCPmI+vEJaspubO51ObWNje6OxupEnBQljBoslx76VNygwC3LslhNuNxwq+CSRgpODylZj9Uapvtdu10tXNyJZNnRCCKyQk9mNq/iArL57baXRaOQ5SgoWi8BZdjie7bOyPQOYBYg7nyBJVC5XaWxtN2vZS5c5MSdSlYbd1s+elFgwVzaPT4rq8AAgn1cqlYYhSsWiVCwUSg6HhRUt2BnH2XIpGJREURIBs2FvtmrZ4cGkU0NztrmLF/MRlYUCuwhtZD3CrK5WKIOxXarVthqNSnE1VyjcAMzS7q7DwhoI7CHH7XL5AmBKElPJGYZNVh/wwpjAM4F0glBQZNzDTk2BKog7+yM2bIhXky6207RXKpXVUukU86zDwql55uzjDz11rVROYEyIUXtNllWvd8QJ3X/OJMlZwnZ52umFCsSycfqtixxBcDoaHxl+dXMnGzGMxsqNGysrxUL57LXH+ixrDxbu33/8sRLGzAlQf5p5RVYv2WwRZHJNxaCkWIDhZvg4i+WQKusMw4jFXNj/LkiI7OZ6xNZYWV0FzBIcbD/aZ1lJO7Bwc/mbNwulEmBSDGMoSkTmRJ+vUtqr168VOaMYW2DmUk4v7FTiskKKuWBBMppN4qISIYjIZVvTqED/wZiFRx8rW9Whzx1K5pVvQJImcC+BeMzbpCAMAz5vj33maN8qL7QYwUdM8vHBQS+NbJR0oWhv5s62odTeEn1u0Za3G6eY5VLi/v3fH+2zpJ07/skwr7+ZKAMmQ+i6TkiJ8i/tHxxXHR9cvfXzveI3M4RAKRqdTHpVjRB9RaZbemLXMfab44N2OZgoGmCVSq5QLycWzPSSRd157riYt3GBRPlCjiIhI+eEmHtvL3fv1i7Uzid+vrOx3VpOUwqi49W4qjE5Qeiu3Hvxidt7n992/Fn/Bf4MspUSMeZ7pK0YfL7Pknbux0OkUUSwHMyJnCKnTNJPLty83mtubRVXNpokuWE3SUrHmDSvMDlyoXHv3l9Pg57Y/fOP7b1fym5KoBjALCcCjH3l6AVrNpVzv3a/75GzgCmJHJIn56Pv+rleT6t1FK6n9BTk7zIU2UNqPF7VeoSva+REgms1Vq7e2moSPhjqxcIcQUkF4LWbxnHRopjHC99f58gLiaCP0GFjpStI0RDSslme11Cv1xNFiuR0DXuTVkDANowcB7fpRivPmX5KIANExEaBPJAofbl716KYA8fXM/M2wHQDJmez6UiW6fFxWZY1pPd6CilRpL+na2pVVQHTL+YqUhf8jDS4BXEkwRFcLQ+YZZFZuPnm3YZFMe/yMupSRcBkLjKGDY2P8zTNw3SyZ0aRhgiGI/06SIZqEtomx5EgerumaSoIXB5BipLnjGaekYIliptdXjo2rKkQBr7Laroo5jAmYRiKJvMnBoM7WMBhCkdyCgRtNVnVFFuPJAlG0FEmqs+BQ6fH5YgCHYUBUVvp2pD53qo1MZ+jv2tyXZJKuEWKYjik8TQ2WNW4StNZrZcmFcVU+GpV+1ZRFDINkY3gBj6VgqcBNygcQ1G54o2VYDePyBVrBu3zX9/tMjpiEm5BFKFxyoAHRXWiCoZxFZKMzpjQUKpV1NNtSA8InIbvUekTkwGThL5ZLBSlw7t3tasWxfz1+NCeVUnAzFEExCwNkGAnC2CiHrp80VQy78fjEwpnyyMz0O3xajyZjFdhVWkN2QhGrBQLRPfwsIua1sQ89+tPQXs/xvTlGMI2A3V2oprEFk9iVF7LE7Nm9Iv348kq4jBn1EQa+BZ/jasvzl5GXC0Ua5Fu97DXsmZuDvTuHxU6cbIQjElhgoO6kqomvSeWTMKbiRnu+qye+bKadCVTfpIgOZkHSKBM4iMGXpORToSpXKGY7RiH948Na3rzoY3Me0eVzbkEjCApYtY/l+IxpcvLsvAy6ERz81/No5T3jndxUTVJ6Ci6HD99AnDFeeiuflIQi6Xcei139PuxRTVt37kseWHP7iwU3BKMCvwKr3oX/x1VDk5kEOKxHFr8mWV/ZpGCIEQV3gtfYvPGadxLw0KuWDIesB8dpZFFN2J9A62t9O/FdQmGJGHSD5hx7+IdMCAZ9WSmUyi702nVaHykomrrO9BllRRwng6lvSqPOGik0DYjzaMjH21VZ/Y9uLHRkpsRJhEMUgTpV7RqEmOCN0Mh57RzHNWaR79ck5NJlqUbt7d3Ogq6hHjAPBn1qTTyk5RPKqzUgkdvik2rOhNaSquz00EMDGpFIu1H2kQS5j44KkOu8UvZ13ml0f3pp+bBwcFOq7xW3m6B6h2fgPk0cLJxjBkWfFJptWUgvbFl3dOFgVot2y9zgOkjQfFotBeGzy7ATDpHsq+r0BkPFlWltb290URak7Ght2R1EA5WAJRVnXLUT4miVKrkW51a07Ixi6OWlzWkrBaCvrAQ1mU6CUUVMFUeRrXDI69naS1S67S2tjY6B1lNk/ud/SODo1PwJCA1adiHCz6oQJVIrdZSrBuzUGt5qKd0o1QUGUHgIrTqxb6kteHBV5Le4ZFsNlvrHGDbOYChpfq60zny9mCI9YKBq/U0CP/gNQNFalrTujGLs1OjO088VoI9iuAj9becKgDIysjQcJwGRth7ZrOdzs76+s7OwYGqqh6nZ8QzGHIlVSyC9LAvhysQqMLvzvVZ2gaef/ShvifdUjjsE/xRfsTLasT6SH82q835STI964/O2WqXZiZRPiLXOvQ47/HQcXzWAM+A80mSVHjyCfClxSlP7bGgJIQFYdZMjbjUbmS9U3uXS4eFpYDfvJL59N3Lk7qp3xSprpFHSFazUdqV5KcvRYiYW3IHH+0beM7SEfufS+HkLwxFyD8z4vUrw/2Xudn0rK5HNY3GEv5vas4utJEqiuM7IRS3YS26uPii6IPCat4sBCNlA9G0jjP5sgYzmZSpHeMkjWnqmialK64RMWoG07BaRWILZsaamLQ2EgIGG602rIphK7ZooS9+VOvW4oOlUF3832QREd/tnE5bWvry6//cc8+cc+594xnzuREXj80jHQhNSSuSfeSh0aBTEoma2RPHtGJdxajXzof9fHB81G4555llhXdR8lkmtrlJ3szGN98aGWDt2EACemlFtp8dD8Y5Mer1jhWP5nvJf9opa5jnxTAfH3/m3ZQgS8l3Zz9vttbWlpe3tpbX27hra2tTA7KeibhlacXuOh1M8GIEPQb1aL6X/PfitHrtSGkY35N3zaY8+rlQaHu72Wy1WhBzE5yEdq31efPzWXTKQvn81OyZp8Ki2+32Dp06ph27DjXMkF3kE2+cmRi9szT302evZpvNDupuax2gRM7W9sbqas9cSJY8wTN0WIy4MXxwRDsn/2nd015GCNlR/DltHH307KXmL+/csLe3kt85rB3uQ1Qg7gJ7o7kxnU3nllJU8IwrjJ5oZGzoKGc//7ZrTkXtgp4R+fjg6cFBJAmb25W9w52PD67sXLlysL9/sHO4t19RCj/BpusrOmr0dMiNQhki0NEeOvj34oy6GZZBlX30biM1OOFyrO02a5f2d3Z2Dq7csX94+x0HD+/Uys1ff91YnU2NmEbvtAQC4Bzrb2goAmHnzKILxNjFRHDQmEpZ7qft29u/7ra2Lu3tHBzsHx7s7G8t7+5u7zY3mCAq1dQjLjdKtBh/0tLShNeqEQZmF30Tg5SHMjt8kY3t3d31VmsLQXYL0XZ9vYWC58ZqyOWIDRh1djcjBiJjRe0kBx2vHXO3MfngaEyKmR1x+0aztd6xzc63ZURad8A3MTAgpQT8NVqbY6c05bOItUWvO2AX7XafyyPFJuggy6w217YuX8bG2f68vNVqbgQY++zAlJyXI24mgM5RVktxthNr025A2BmelSQJM15saG51u7l1GYDAxOdaMzeHEQXX1FSt5vYG5tBWyDS0kbP/w05lc4GAGEAc0kvywFNTAqvvKcBx1zqZXqtZqPT0hPQDA4Jc7kmH3RAzUzRoKKHt2MnpTMHtJgs0VJMkNP+EWVmuF3Jk9CeDOSelsrQkS/TAgFyu57ztac1MUdUeZn8Rg4dYn/ZAT81GTTzlpGOUxICmiInEniW91DY6uVSv5DCeCcpGcVpzmNd/kcnkIjC32FPOU/dPOBw28wga9FJySqJM46mRmC2Gspe0VCmkvYQyo/YPaRBTxJUyaS/8ca5ck2xoLOBMKhq6g+bYyCCp/YySsQQJYirpCKFsZIef0FwIut7qTxcz6Yg3HQnUwRkzPzloHO/YWRhAzeYRSS6XKzMwQnleg5jXDXv5ADjT6bFcoV6WkzhE3gZ8CEa+4iDuYIwEIKVDmcFB5Sc0lbgTO2H1JuKBYhaYMxgFl2WHGfcdtCE7cg6OG0delsuVglIFZTGT8OOwvCYx2bgbnDMzhTrkjFG4EwA9W7RsATn+5P3mVCxfw8qsVkFZ9PNhYGospQUmDhYJnJBTyR5ZL5cx2r9yLjZKViZR8xyVz2NdloHZaGQaqpcXNYvJJpPJtJpRlEqlqiIfqGG+f3wclXg0N1fK9QL+ATdUqo1GQx1DhWwy2t+nrfewDmaCReWZHitWlUpj3tDI5Gbqe7XUpdSnn6LRsFRR1AuGiw2IWVWzPIsKWXRYg5jWyYRPSCY9XBachvmqQa3gWEotX8uvrEj5Ggb4gTk/j5VZnHazPj4R1qSa1kmRF5JOT14/Bre9SO7YU5RCuZaX5dpST6WuqDhR9MHFarU4HWHZq0578pjG7LjVn0iwguTJe5gZjMzOzxsMDQXBCB9zBehaVQ34nVJFLGb0AiNqFLPfz/PsVNJJIWHPzSiKiuMLCqxSKeQUBQvy4kVDVZnJZNFIYVmWaWNqqRj9t5o+FovTRo6IBWaqStVgUBsNpV5QlGpbSoibQTroZkKswDL+yWhfn5ZaCx3MqJ8HJid5KCov6edy1TZoA2ldtXhBVdUGfkb0daPIwAlYnH7/+b4+zb2JHfcmgMkhBnmoVD6p78EuWSVh9cIFFQ9wkfrMFAKgZJIcMEX/+aj2ktrjkwmejXNOJ7n50iPJ+qXyXEHJFGGqikdFelToCQGT90FNXxtTe2kQMH0s1JSgJuVMyjIeuafQLoWoYM0oFZQQmIAoMgIokR74J4GptdJeG1PgiNfaPM6kXpbk9iNJ8pIMQ+Yn64GJclEclCyfIHeSDGstPzhBIhAHTNrjcTqTnCDn81RqJaVbXFx87KGzpU9LK0jeMQ4t8thOBGBixCs6rLWN8/r32xEIYjrBmUxyEigxKLO4iMsdgIpbAFIejmWI03KCIPggJ7Jaje0ox9Pv+9g48VnKQlE2WkhKoMQNCLi0g1xj8cCirkR5knDbhC/IcS6uI6dVU/3NY93ZqOiLQ0zaZjYZTWYnx3muitnBXNQRTAlNUN4Xd9G0K8i25Ry6oCHO7ozVy7Oci3Y6KIvlwQctNppz2q5itg1eq0N61A6y3ATtcsXjPsgZ7Z9+QjNR6LrsF94wMGmadlJmi8lkohwcTZy2hKUJMR8jcpZMbUxWcIEyKMR9cFtv/3TfsKqJzbP71DDupMW0DAdKh6OD6aRpDzB1CLSwO3U6YynVVhO7TpB2ISSzPh8PzKGhqLXPcKKrq/vo5n1diD0np61h8e0EWZqgtJktwDSabE4nFqeut1enI09vqWQypWxJIiYHLYNcnGWBGY4C04ukz/DBa1/cciSrtl033frlyZPTw+fFRAIOCEyXE5Qmi+lBk8kCTspUMuquYprASUHN2bjL5aK5uBCPx9mOnNHJMK5Hsv7y+8LXGHPsOjKiXtN1DfHV75774Zf+Ydy6knj2WdZH1MR6hJSIQUajhfJ48IPR2Nt7Bpy6EjAtxGnjLqeDjuNvBcJJ5Iz6SaLgffWHhQ///Ojxb2+88WiAdl9734/Hr7ntz4WFD62Y0+OxX76EeMIKbUyiJjARhDyEGZi99xBOnQmYNDcr0A6HC8K7CKdPhJzRsAhLRL9fWKi+/vR7vz1841EISTd/8ua1375y70ff/Lzw1R+rLwRfnCDisD58SToJJthgFpsD91WUdOCEkRBkIduM4AJmEsEKvktSIdEfhZrkf/T218D86PHHv/nk4edvPvY/W/dfxZ15TBx1FMdDq/VCtJ5NNCYemV2Omf0DBoaFBjLuLC5qEUFYq7C2nqh41ApeZKVmXamK0YgJSFbRKMYLqzbYxqIoXoloFZtIo7bSWjX6j1eMRqOf9wZWrff9+tvtAtnd+ez3vfd7v5nZeYsyE5mt7fPnJ/u/601tX9JV2x2r7q5f2vlg52lLa+ugbGwo48psyJkTrYZRrRBu0i+Yq0hTJ9TW12KrZHVNdF50/mWn1Ned8NbYyMi348mh6Uw8/T9z7n5UPD2Rjscnh0oj/TtSqbHro82x6obqurbOns7jO2tVTCiLCoWTxyUVYqonp/izQKuvbYqeQBlxApjCSbIluJfWxS59a2Tkw8mh5FAk7WXSeYv+r6wL5B556by8TCJhbBwoLR2c/yFyXlrdgIUpalATn5XAFMzywgaJzML8iko4uQpmyTzJvqtIQKh5QrQJTDiRU0837ghfSmh+9+4gasYtPsu8vKP2/l+q+sMWLcqbyNual/E8I90+iJwH9qbGukuKixuQc2nnKafVatKBsUjUFN8l0aJnVYW6rWDWg9kEaFNT7Sp8d6mG56mdtXWNx2xPjTzWn4wMTQYcL57Jy0tnFv0PJ4cfFc8sWpRJx9OZhB0y3kDO8TeRc9NzleXFDWXR2k5qvaZqCgMYGdwQ08csAbNIMNVdm4CMglkrIYqe7PZc1VVXds2m1MiO/mRy4A3D9dLpdN5EOoOmiw47atFh/52sh7luBiFd1/MSrmNkkLNU5YwtL4eT5HI8xTqYmFCWFBbLg3mz8wmxqZgkICwKJlUSN1IvdVFtR+ymb8ZGxj4ZB3MjmPF4fGIC180QpTvyMv/NDLPngj2PyrimmZ6IW5btuAnXl3NQ5Nz+WgVeKyuvVU1gKlp+oXA2lAmwcHJDTFJQ3QmCGW3C6vSO3QySuurKXngvNbKJ0EwOTRi2R5bLTMS9NJhpfCiz6OB/XdC988h7eWnPMYxExg3ZluMlLCMucpJsc8c2PFdZTHASa4SmuOk8GIsKKwslE/Gjb1IchXN8JUVMHBeTEGWN3ZETXbY9V0NzcDphOG48kchMpO14mn8TeZlM4pMjDz3i4COO+Pfqoz34ZHmreMIzCkwr7jqQuq7jJ9t3t/Xmbn99eWVxuA6ZEFO0xApJsdwxBFmMeSYcjtbV5UQFFIvmiLE7hRm0q+y4L6bEZyMRQtMJuXEvgce6ibiAguluPPLII0dHR/+ty9QtOOLzRDpB3uGNnUDAsBKoadm2Y3jTQypnauqbZ5cXV+dEm3IQk2pHMQuZSXBdeYCiDbOY4ebmnJy6KDEJZTX6ytPYs9uc88F7ueqzpQNbDdv2UBOH9YhRbCKTTkyMQon983uv8ZEjDnlx9MUJJwFn2vNcs8AosF3bslzLChlb+5Klg/2f9uaODT9XKVssmCUVEoyiYXllZblwcmMiBVW8ViwarQMTSkHnWfxctuSLsdTIgf28ID4bshKJhMRl3E0kwORBPO/FUbVD/2nKPUbVXhzdaHge7+a5nhMwCgIh13Y8JDWMyYHSyPibU6nc7e+XSCknW641j2TZcrkAeGEJhUFJSaXvt3BiYaGsy2GRhvLyO54XFTE/nB4vLcVnQyHL82ROyaQ9cOO4Ejn369EXhfTFBf+0mAr54trRGcOxwXTBDCKn6bi25zlOyMj0JSM6qUx99nwFRU81W14hhpykoIpKMf6DlbQLlHJydTomzuqH5pU8IgU9goaLnv9iLLf3McRM9k0Y8ga27QomlF4cV4L0c8HkQz/4n1aT14Vy3drNIcfiY3XRMABmQcjClyyI/Unl3e9w2892WU4uJa1yqWjBnEdsKmQ+1JqRyE1FDY2NDY2x8+rqmqJlUjVgglnU9LaIOTkeKR2aNERNh+AnTgTTTXiaiMBUe+W+/RfuseAfq173O0ApwVyXNh3L9cB0LcE0LRtM0hGTChU8tRDZ9oMbl8uMycaDKXKCiZD53GtKmscNzIbiMkm30Zx5uotavLassOSWL0ZSvU8ym5CAhNImx4U8OOPxBG8sgnqfjLIxbNC+b69YfOte+++38G/tOlqw5x4LF+63/703r7jt67XYunXr1k4YIUcwcaUgmEYAcR3BZFJJRnSlkvveB+cslyRboVZVQjuJSogry8vVgyGVhEsTjYZYXUdHtIy9txWPsNZG4pLj3t6kYlLPTttgMl1ZFnkITFIChqDWJ6Nr1b5eUSMdRlasgPUv1vYLFh70wC231NRIL4zzF4MplGvWbjUcHJXp0rZcJwQpPzlWwDSMgsmBiNZ8wvlEBb4pnLgqlOXl/sNCsRL5rnUxXWC4OCZX0QmjO78UR64uWorLplI7+iMRCj0oCc2QZZkWcipmnIBJmDOjsjVgLmuhiQFdZhbD+pd2ZS98YNln0uqspaWF4yEvH8DLQrlm7UbDAswC07FdNsAMmJYDKZyZvkHCs/9h4Xz7nErKHvCKyzHiUjHhhFBQy6ULTAOYXR2y94/lG5NMuLrpti9SU72f9g9GENMzHF7ZNi3LCJJsIURJMD1zowQQnF8fTb+1x6XNiKi6Yv8/K+iC/ZctO7pFurldcw0d3dreemndGiDBlLrEEU+yoWU6Me2AA7jjFBhaC/mzZ+q9t28sbJTV57UYSHAKJsICimm3m2tj53VJJ5HmWDjWTLV3Xk6rZNkP3xyPJJN+ZIrjBAOEhoWWagnXNbaCyQat+/qinp6eay5DUr+hykEL/lxivXcxlDRNoNEXjaM2dG24Zd2au8TWThohMwQYsLbFMIO2w10whJzGjHCOv/spesLZuDIcpvFSo7QpKpfohFXSEKiiMYI2Nt9OJzWsq2316vq22uffpphNzeCykYHJAkPcxrZCwaARkCxEpnXhdG1jq7gsH/rXNde3Xd9zCh30Wuhl0Lr4z3EuvJkmD5c/3tMDIZvQRWezk+cwPzFMMCUDwsh9yLSFFb8iDSXItqRbn/ODGxtjyLTyzAY4iUSZO2migaza5QbKM1euv10p27pqu1aze6+VwOyl/pHIJNeZlqQ6wQxaplZDNmKCOUHKZ4PWrLu5p+16WstxnOkyOBev+DOc+928uLXmalpDKCLW3Rwb/nxAMddMBw0w8VjNgIGgScXnmgH8KqDhyayCng/3Mq989gR6NjZqPy040bGcZiHAwlpZLN2n1jfTvLFDrI6R8/x7qZQGpp9/eANLMLXeMgIuSdZywXTMzF1E5l1g3jrceX2POO7wMJyE54q9/ijn/tJNh8uwdq4WQjGCp+fzgT7F3OwhJ5hOkLc3C4jIIKr6mHDmwSnxeWAudcI37xThsUBqJCJj8Zn5VcAyJNGeKX8LN3d303+qu7sj+ug3I1C+O64uaxiOTlyQWuRzhm2DSay6lhnfTGSi5pq9hpUyy7kCzj3/GGUrlBe10LIFRoUEM7zhq4G+vj5IN8dRk6wgjhswQ3hqwKI8CBqM0I84d0wpZyGQCKlKEpnAkXuB5pe+yJxBHIsJat3r34ylerdJ+okMtMfJP+KhOA7ZTjDNoON5knk92/A2Sz7kQ39JMUmTw2D+Cc7dD1rsxyVSdnU3YwIaU0zl7EsbcFqBkAWsaQZRU6ZN+cABJg1NwInX9c982Ns7sv30k4qFD5MEmw+bMELJPXeyS4Wqj0R71VPbfUqeO0QxS2SIl3IvwWHyVoGQzcLPk+VtcBqXxcDEaaFEzccvu+bUyy7/Y5xQEpfnS8coxWuOxdRpq7eAqQamaZi8MT7KKOBe5u9ggUmYWiE4M+2iZ7L/zU9ze0c2nX4FiNrrRfprqYRq0IItViigV920aWSWMiKUBjsmZKnpMFf5dQjvhpyy8iPdfaIJsW/NS2+RgtBT5AR2+PHLW4Vzj9/z2GWtrUe3DKvDghjTGyaY7X197dzSkICmmNR6BTywbB8TxxXO9PQAmJHx/gOnekfG1l9xLJDcqiqqyml7B6dSKmZlVZVMLw2vnTdLWSqUebyI4FH7UIf4mPJupi2RabumMSmYfX0DX721mikPTDFw5zgX/D7l5ae2MYXAFlspiMK5MiyYQIKZEcxgADCDETB5bNtCHGTgXfw5MTOQZHsH+2e29faObbrimQowK6ToQ04FzWLmU+nSm2n9WGo2+5QqZQEzlnht3AbTkREyeAtm6oSLmmBCqZj0xmmDT0nl/vHLa+Dc/7e/PbKstablms4OEh9NMrGY4ILZuOXLoXaxLKYhUoZEzYKQjymkQYHVMn5wvjjuuw+L4178DGIyZUJJXF6ievJIQauqKs/+eBtS5j4MJVq2i7sE0Y9YZDeQYqJsQD9Jsi8/C2YfnO2C2bW6DSNCgUTYUx/X+PyN+nbPVp+yvguHFUhNghqg1bd/iZpiiqlIAR3woqZObAzBNAU0TwMUx93xIY678uMrNAyLxdRnfb/Nh7Pi7LvFYacOZL5k8aWUph0MBaXUi3sO9bNgOiH5JAPymIlrZg1agvn5W3VaYGwQTOnA23k8DQNbqeP3/A2Xram5fPhBOilB2QgjnCvBpF5rWP/lULI9mcUUQEhlxQmbZfG/YuogSFl+TuK4zCxkohSOe/dz+cJVnjV/XiENX6IOu23Grwqm0xr5QTAlFBMJpERQhngQseK5oZBiQimYzd0d3R2rSURiyEr/mPMvIj73+w2Xpfbp6eyij5J0Pm0UNcVhWT8oJpsBqGICqH7rS2j7mEALJvfCWfDGwGApNpuJtrx2kkqpqIXc9Ifyk1TK3HPeHNcKb5LQlsoOj5W3kCU7Ovqk6jiGbQvmGz7m0OfXyIx3e1cXoJ1grm7jaLD0dlp864Jfm0ukYx39ojq6aeTW6GOKrEBmMSNJnCrrtBqNqiZo2SF/gVMcl4wrgk5qJrrpNYGj5itHQ/4J9SXrhfLDHf1COTTwhgZ2gNxdYEp+c8B0bcF0mFn0xS3LxwRSMIebtcku3Y7E6rtoY3XKEuRc/GvRuTf9v1o4hFrfEQs3XtygmFKSNrDMLypc+SWTfhbTZ2SoeJbjA0LM0Af8XTMumQhQzUQI+k4+oLJE0aoIWt9hP30Thy1NDrRvNcTUO/1BCWvDKIMqOqhquj9gRoY+P1VSx3lUxPDR0Yv6vw2vFTkP+pXI5PyIllOP51hcWNaJMmfHYCySUVQOpmxwFtNXkwGVrUUnIwsrDzARVJ82LrVfamzLUz5nFaCy2L5kC5SaYUvFYeMGVmDzmtmIsBOuMspQx2GEQiFj45p2xdx8aiwcBRRSzogjNlnmPMhB0gtbF5OEfvE8u6PleDindsh5dg1+DdZQqAbm+m/H2V6Z9WfVxF3nSG1HKk5D5lDFNBQZv9VMpIIOSu2XGtnyDpW7LK8lPCuvglIyLJTMlht9KXnmjzAdMJURX6UI8TEdcw5zcPMSdt6HsRiHgwEFs/6OUy67gHZAv5yEFiLmGZc9yNk8nMyjRySRkXwPZTkt+tZ/OziLGffDJzvUaU3dKlMqIV9KEdlQdTb2Dfq13zbhfKqkws+zxbOUO3BYKCMThlhASbKkgVDCA5Bhu9yz3tsZ87jmcAzI02V3fQecYHYSnNKr66BfvL7GMhopndrJGSw5PiaWX6KNXoW0G8z5O2PqlsDjqJSKiaCQFgArQzPKhO+4c5z5lZqBZilnlHKAowiYOkR2WhJe08e0ZThgip+wAFTMZFLUBBLLAZMd+GAeU3/a8UtauIwLXvsr1xnTU9AuBXOe+qpA6t4b4qn7k8H5cM4fnPZ8p2VknTak8imdAvqkdgBM33GHeKrPObXlJuEsr3howyalTErymbRVeJ5shubUZPDAS8xhOnNOa4K5FUwy4uDms5obw2FGdVgwaxETzOPOor9O64q9f+kb/Bci5oOnkYH0uKTsZSwpkazIjaGYEmSTgZ9UQeq0IUn+OjQ1cT83CFFzdgqdXzounGNtl8rCuuSYTakUHquUOo+o/HgDgs1h4v1uwoKLCQVVbf7IkEy79a72SFIxw2XkEDD1QCKcbVdyyYwlYNb8QnAueKDm5BOX4LOKWSaYQFKJIaii1oKJyQ7/nTEDlpllDGTHXI6CMlvj9uv5Ca9exU6+17enUik56hWB0lAr0I8GRkaIJyqmnaAwcCgJqNh1hVuA4CEwxWnBvB/MsFpOOHopmHKiBr0bLrjhl76LtXcNXbGWcHYVZ6/kXMdJZ2BWidNWwCikx0wDiQ3pNvkgWvcopgJmh4/v14HA+px+fM5MpVJbXi9aft0GAvNhjUufUrWXRKaLWBL3XKnhuUIX0mUnD/iLj5mMUAGDGSsTp43FwMRta7n8x2m7nHuuXK+m9d49f/4FfvLskuM75bQrTvUtIjgRk31TFTACW/7oTzHVOf0h0bIznS/lnO+Zs5yA6iGzDTdd8iqBue3dcchnX5BPimH4IurwBQ14rlNgIqQuxmBkcPwt7672pGLeGVOn9dOQROfSpbvscq4fnDcv3DnPPu1jLl0lakpwsrAnz7ILjsFUV7wPmKWMrJrKOEeUxSxQTIXVoZgM7I0BMDlkhtu+8MKWKU0/pfOHqGLnPrjsQFBlFB9GTT6AIJgMHzMkmJqCFLNaGKOzmKuuvFKclo4OF97ys6+97nHhhRecv+Q4MDnVN5rjx2Z+RYn2YAZzefFjERhFTX8W/0kwBnaKSqULZmEZ+hTNt/2T7Ar77KOx3NST/aVY+4QyBudeQrKQaqpzsK5SbH4tpLJWIYdnYxOvlUyrx71hxAjOczh7lRx0nGIetJPXLrzo8MMPP4smCKvOka87EZ3zfmKPNNwjjIq5m9iujF1/a+y2049YJsLzcdvc3O3vTeVue3NQY4A//OJr7TY3vMTs73b1ds2+sGKq0/INEKxJ75pOOIevo2HHnQXPLa1zp81/D1j2g3LkhLH2AAAAAElFTkSuQmCC) +Out[17]: + 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i/tHxxXHR9cvfXzveI3M4RAKRqdTHpVjRB9RaZbemLXMfab44N2OZgoGmCVSq5QLycWzPSSRd157riYt3GBRPlCjiIhI+eEmHtvL3fv1i7Uzid+vrOx3VpOUwqi49W4qjE5Qeiu3Hvxidt7n992/Fn/Bf4MspUSMeZ7pK0YfL7Pknbux0OkUUSwHMyJnCKnTNJPLty83mtubRVXNpokuWE3SUrHmDSvMDlyoXHv3l9Pg57Y/fOP7b1fym5KoBjALCcCjH3l6AVrNpVzv3a/75GzgCmJHJIn56Pv+rleT6t1FK6n9BTk7zIU2UNqPF7VeoSva+REgms1Vq7e2moSPhjqxcIcQUkF4LWbxnHRopjHC99f58gLiaCP0GFjpStI0RDSslme11Cv1xNFiuR0DXuTVkDANowcB7fpRivPmX5KIANExEaBPJAofbl716KYA8fXM/M2wHQDJmez6UiW6fFxWZY1pPd6CilRpL+na2pVVQHTL+YqUhf8jDS4BXEkwRFcLQ+YZZFZuPnm3YZFMe/yMupSRcBkLjKGDY2P8zTNw3SyZ0aRhgiGI/06SIZqEtomx5EgerumaSoIXB5BipLnjGaekYIliptdXjo2rKkQBr7Laroo5jAmYRiKJvMnBoM7WMBhCkdyCgRtNVnVFFuPJAlG0FEmqs+BQ6fH5YgCHYUBUVvp2pD53qo1MZ+jv2tyXZJKuEWKYjik8TQ2WNW4StNZrZcmFcVU+GpV+1ZRFDINkY3gBj6VgqcBNygcQ1G54o2VYDePyBVrBu3zX9/tMjpiEm5BFKFxyoAHRXWiCoZxFZKMzpjQUKpV1NNtSA8InIbvUekTkwGThL5ZLBSlw7t3tasWxfz1+NCeVUnAzFEExCwNkGAnC2CiHrp80VQy78fjEwpnyyMz0O3xajyZjFdhVWkN2QhGrBQLRPfwsIua1sQ89+tPQXs/xvTlGMI2A3V2oprEFk9iVF7LE7Nm9Iv348kq4jBn1EQa+BZ/jasvzl5GXC0Ua5Fu97DXsmZuDvTuHxU6cbIQjElhgoO6kqomvSeWTMKbiRnu+qye+bKadCVTfpIgOZkHSKBM4iMGXpORToSpXKGY7RiH948Na3rzoY3Me0eVzbkEjCApYtY/l+IxpcvLsvAy6ERz81/No5T3jndxUTVJ6Ci6HD99AnDFeeiuflIQi6Xcei139PuxRTVt37kseWHP7iwU3BKMCvwKr3oX/x1VDk5kEOKxHFr8mWV/ZpGCIEQV3gtfYvPGadxLw0KuWDIesB8dpZFFN2J9A62t9O/FdQmGJGHSD5hx7+IdMCAZ9WSmUyi702nVaHykomrrO9BllRRwng6lvSqPOGik0DYjzaMjH21VZ/Y9uLHRkpsRJhEMUgTpV7RqEmOCN0Mh57RzHNWaR79ck5NJlqUbt7d3Ogq6hHjAPBn1qTTyk5RPKqzUgkdvik2rOhNaSquz00EMDGpFIu1H2kQS5j44KkOu8UvZ13ml0f3pp+bBwcFOq7xW3m6B6h2fgPk0cLJxjBkWfFJptWUgvbFl3dOFgVot2y9zgOkjQfFotBeGzy7ATDpHsq+r0BkPFlWltb290URak7Ght2R1EA5WAJRVnXLUT4miVKrkW51a07Ixi6OWlzWkrBaCvrAQ1mU6CUUVMFUeRrXDI69naS1S67S2tjY6B1lNk/ud/SODo1PwJCA1adiHCz6oQJVIrdZSrBuzUGt5qKd0o1QUGUHgIrTqxb6kteHBV5Le4ZFsNlvrHGDbOYChpfq60zny9mCI9YKBq/U0CP/gNQNFalrTujGLs1OjO088VoI9iuAj9becKgDIysjQcJwGRth7ZrOdzs76+s7OwYGqqh6nZ8QzGHIlVSyC9LAvhysQqMLvzvVZ2gaef/ShvifdUjjsE/xRfsTLasT6SH82q835STI964/O2WqXZiZRPiLXOvQ47/HQcXzWAM+A80mSVHjyCfClxSlP7bGgJIQFYdZMjbjUbmS9U3uXS4eFpYDfvJL59N3Lk7qp3xSprpFHSFazUdqV5KcvRYiYW3IHH+0beM7SEfufS+HkLwxFyD8z4vUrw/2Xudn0rK5HNY3GEv5vas4utJEqiuM7IRS3YS26uPii6IPCat4sBCNlA9G0jjP5sgYzmZSpHeMkjWnqmialK64RMWoG07BaRWILZsaamLQ2EgIGG602rIphK7ZooS9+VOvW4oOlUF3832QREd/tnE5bWvry6//cc8+cc+594xnzuREXj80jHQhNSSuSfeSh0aBTEoma2RPHtGJdxajXzof9fHB81G4555llhXdR8lkmtrlJ3szGN98aGWDt2EACemlFtp8dD8Y5Mer1jhWP5nvJf9opa5jnxTAfH3/m3ZQgS8l3Zz9vttbWlpe3tpbX27hra2tTA7KeibhlacXuOh1M8GIEPQb1aL6X/PfitHrtSGkY35N3zaY8+rlQaHu72Wy1WhBzE5yEdq31efPzWXTKQvn81OyZp8Ki2+32Dp06ph27DjXMkF3kE2+cmRi9szT302evZpvNDupuax2gRM7W9sbqas9cSJY8wTN0WIy4MXxwRDsn/2nd015GCNlR/DltHH307KXmL+/csLe3kt85rB3uQ1Qg7gJ7o7kxnU3nllJU8IwrjJ5oZGzoKGc//7ZrTkXtgp4R+fjg6cFBJAmb25W9w52PD67sXLlysL9/sHO4t19RCj/BpusrOmr0dMiNQhki0NEeOvj34oy6GZZBlX30biM1OOFyrO02a5f2d3Z2Dq7csX94+x0HD+/Uys1ff91YnU2NmEbvtAQC4Bzrb2goAmHnzKILxNjFRHDQmEpZ7qft29u/7ra2Lu3tHBzsHx7s7G8t7+5u7zY3mCAq1dQjLjdKtBh/0tLShNeqEQZmF30Tg5SHMjt8kY3t3d31VmsLQXYL0XZ9vYWC58ZqyOWIDRh1djcjBiJjRe0kBx2vHXO3MfngaEyKmR1x+0aztd6xzc63ZURad8A3MTAgpQT8NVqbY6c05bOItUWvO2AX7XafyyPFJuggy6w217YuX8bG2f68vNVqbgQY++zAlJyXI24mgM5RVktxthNr025A2BmelSQJM15saG51u7l1GYDAxOdaMzeHEQXX1FSt5vYG5tBWyDS0kbP/w05lc4GAGEAc0kvywFNTAqvvKcBx1zqZXqtZqPT0hPQDA4Jc7kmH3RAzUzRoKKHt2MnpTMHtJgs0VJMkNP+EWVmuF3Jk9CeDOSelsrQkS/TAgFyu57ztac1MUdUeZn8Rg4dYn/ZAT81GTTzlpGOUxICmiInEniW91DY6uVSv5DCeCcpGcVpzmNd/kcnkIjC32FPOU/dPOBw28wga9FJySqJM46mRmC2Gspe0VCmkvYQyo/YPaRBTxJUyaS/8ca5ck2xoLOBMKhq6g+bYyCCp/YySsQQJYirpCKFsZIef0FwIut7qTxcz6Yg3HQnUwRkzPzloHO/YWRhAzeYRSS6XKzMwQnleg5jXDXv5ADjT6bFcoV6WkzhE3gZ8CEa+4iDuYIwEIKVDmcFB5Sc0lbgTO2H1JuKBYhaYMxgFl2WHGfcdtCE7cg6OG0delsuVglIFZTGT8OOwvCYx2bgbnDMzhTrkjFG4EwA9W7RsATn+5P3mVCxfw8qsVkFZ9PNhYGospQUmDhYJnJBTyR5ZL5cx2r9yLjZKViZR8xyVz2NdloHZaGQaqpcXNYvJJpPJtJpRlEqlqiIfqGG+f3wclXg0N1fK9QL+ATdUqo1GQx1DhWwy2t+nrfewDmaCReWZHitWlUpj3tDI5Gbqe7XUpdSnn6LRsFRR1AuGiw2IWVWzPIsKWXRYg5jWyYRPSCY9XBachvmqQa3gWEotX8uvrEj5Ggb4gTk/j5VZnHazPj4R1qSa1kmRF5JOT14/Bre9SO7YU5RCuZaX5dpST6WuqDhR9MHFarU4HWHZq0578pjG7LjVn0iwguTJe5gZjMzOzxsMDQXBCB9zBehaVQ34nVJFLGb0AiNqFLPfz/PsVNJJIWHPzSiKiuMLCqxSKeQUBQvy4kVDVZnJZNFIYVmWaWNqqRj9t5o+FovTRo6IBWaqStVgUBsNpV5QlGpbSoibQTroZkKswDL+yWhfn5ZaCx3MqJ8HJid5KCov6edy1TZoA2ldtXhBVdUGfkb0daPIwAlYnH7/+b4+zb2JHfcmgMkhBnmoVD6p78EuWSVh9cIFFQ9wkfrMFAKgZJIcMEX/+aj2ktrjkwmejXNOJ7n50iPJ+qXyXEHJFGGqikdFelToCQGT90FNXxtTe2kQMH0s1JSgJuVMyjIeuafQLoWoYM0oFZQQmIAoMgIokR74J4GptdJeG1PgiNfaPM6kXpbk9iNJ8pIMQ+Yn64GJclEclCyfIHeSDGstPzhBIhAHTNrjcTqTnCDn81RqJaVbXFx87KGzpU9LK0jeMQ4t8thOBGBixCs6rLWN8/r32xEIYjrBmUxyEigxKLO4iMsdgIpbAFIejmWI03KCIPggJ7Jaje0ox9Pv+9g48VnKQlE2WkhKoMQNCLi0g1xj8cCirkR5knDbhC/IcS6uI6dVU/3NY93ZqOiLQ0zaZjYZTWYnx3muitnBXNQRTAlNUN4Xd9G0K8i25Ry6oCHO7ozVy7Oci3Y6KIvlwQctNppz2q5itg1eq0N61A6y3ATtcsXjPsgZ7Z9+QjNR6LrsF94wMGmadlJmi8lkohwcTZy2hKUJMR8jcpZMbUxWcIEyKMR9cFtv/3TfsKqJzbP71DDupMW0DAdKh6OD6aRpDzB1CLSwO3U6YynVVhO7TpB2ISSzPh8PzKGhqLXPcKKrq/vo5n1diD0np61h8e0EWZqgtJktwDSabE4nFqeut1enI09vqWQypWxJIiYHLYNcnGWBGY4C04ukz/DBa1/cciSrtl033frlyZPTw+fFRAIOCEyXE5Qmi+lBk8kCTspUMuquYprASUHN2bjL5aK5uBCPx9mOnNHJMK5Hsv7y+8LXGHPsOjKiXtN1DfHV75774Zf+Ydy6knj2WdZH1MR6hJSIQUajhfJ48IPR2Nt7Bpy6EjAtxGnjLqeDjuNvBcJJ5Iz6SaLgffWHhQ///Ojxb2+88WiAdl9734/Hr7ntz4WFD62Y0+OxX76EeMIKbUyiJjARhDyEGZi99xBOnQmYNDcr0A6HC8K7CKdPhJzRsAhLRL9fWKi+/vR7vz1841EISTd/8ua1375y70ff/Lzw1R+rLwRfnCDisD58SToJJthgFpsD91WUdOCEkRBkIduM4AJmEsEKvktSIdEfhZrkf/T218D86PHHv/nk4edvPvY/W/dfxZ15TBx1FMdDq/VCtJ5NNCYemV2Omf0DBoaFBjLuLC5qEUFYq7C2nqh41ApeZKVmXamK0YgJSFbRKMYLqzbYxqIoXoloFZtIo7bSWjX6j1eMRqOf9wZWrff9+tvtAtnd+ez3vfd7v5nZeYsyE5mt7fPnJ/u/601tX9JV2x2r7q5f2vlg52lLa+ugbGwo48psyJkTrYZRrRBu0i+Yq0hTJ9TW12KrZHVNdF50/mWn1Ned8NbYyMi348mh6Uw8/T9z7n5UPD2Rjscnh0oj/TtSqbHro82x6obqurbOns7jO2tVTCiLCoWTxyUVYqonp/izQKuvbYqeQBlxApjCSbIluJfWxS59a2Tkw8mh5FAk7WXSeYv+r6wL5B556by8TCJhbBwoLR2c/yFyXlrdgIUpalATn5XAFMzywgaJzML8iko4uQpmyTzJvqtIQKh5QrQJTDiRU0837ghfSmh+9+4gasYtPsu8vKP2/l+q+sMWLcqbyNual/E8I90+iJwH9qbGukuKixuQc2nnKafVatKBsUjUFN8l0aJnVYW6rWDWg9kEaFNT7Sp8d6mG56mdtXWNx2xPjTzWn4wMTQYcL57Jy0tnFv0PJ4cfFc8sWpRJx9OZhB0y3kDO8TeRc9NzleXFDWXR2k5qvaZqCgMYGdwQ08csAbNIMNVdm4CMglkrIYqe7PZc1VVXds2m1MiO/mRy4A3D9dLpdN5EOoOmiw47atFh/52sh7luBiFd1/MSrmNkkLNU5YwtL4eT5HI8xTqYmFCWFBbLg3mz8wmxqZgkICwKJlUSN1IvdVFtR+ymb8ZGxj4ZB3MjmPF4fGIC180QpTvyMv/NDLPngj2PyrimmZ6IW5btuAnXl3NQ5Nz+WgVeKyuvVU1gKlp+oXA2lAmwcHJDTFJQ3QmCGW3C6vSO3QySuurKXngvNbKJ0EwOTRi2R5bLTMS9NJhpfCiz6OB/XdC988h7eWnPMYxExg3ZluMlLCMucpJsc8c2PFdZTHASa4SmuOk8GIsKKwslE/Gjb1IchXN8JUVMHBeTEGWN3ZETXbY9V0NzcDphOG48kchMpO14mn8TeZlM4pMjDz3i4COO+Pfqoz34ZHmreMIzCkwr7jqQuq7jJ9t3t/Xmbn99eWVxuA6ZEFO0xApJsdwxBFmMeSYcjtbV5UQFFIvmiLE7hRm0q+y4L6bEZyMRQtMJuXEvgce6ibiAguluPPLII0dHR/+ty9QtOOLzRDpB3uGNnUDAsBKoadm2Y3jTQypnauqbZ5cXV+dEm3IQk2pHMQuZSXBdeYCiDbOY4ebmnJy6KDEJZTX6ytPYs9uc88F7ueqzpQNbDdv2UBOH9YhRbCKTTkyMQon983uv8ZEjDnlx9MUJJwFn2vNcs8AosF3bslzLChlb+5Klg/2f9uaODT9XKVssmCUVEoyiYXllZblwcmMiBVW8ViwarQMTSkHnWfxctuSLsdTIgf28ID4bshKJhMRl3E0kwORBPO/FUbVD/2nKPUbVXhzdaHge7+a5nhMwCgIh13Y8JDWMyYHSyPibU6nc7e+XSCknW641j2TZcrkAeGEJhUFJSaXvt3BiYaGsy2GRhvLyO54XFTE/nB4vLcVnQyHL82ROyaQ9cOO4Ejn369EXhfTFBf+0mAr54trRGcOxwXTBDCKn6bi25zlOyMj0JSM6qUx99nwFRU81W14hhpykoIpKMf6DlbQLlHJydTomzuqH5pU8IgU9goaLnv9iLLf3McRM9k0Y8ga27QomlF4cV4L0c8HkQz/4n1aT14Vy3drNIcfiY3XRMABmQcjClyyI/Unl3e9w2892WU4uJa1yqWjBnEdsKmQ+1JqRyE1FDY2NDY2x8+rqmqJlUjVgglnU9LaIOTkeKR2aNERNh+AnTgTTTXiaiMBUe+W+/RfuseAfq173O0ApwVyXNh3L9cB0LcE0LRtM0hGTChU8tRDZ9oMbl8uMycaDKXKCiZD53GtKmscNzIbiMkm30Zx5uotavLassOSWL0ZSvU8ym5CAhNImx4U8OOPxBG8sgnqfjLIxbNC+b69YfOte+++38G/tOlqw5x4LF+63/703r7jt67XYunXr1k4YIUcwcaUgmEYAcR3BZFJJRnSlkvveB+cslyRboVZVQjuJSogry8vVgyGVhEsTjYZYXUdHtIy9txWPsNZG4pLj3t6kYlLPTttgMl1ZFnkITFIChqDWJ6Nr1b5eUSMdRlasgPUv1vYLFh70wC231NRIL4zzF4MplGvWbjUcHJXp0rZcJwQpPzlWwDSMgsmBiNZ8wvlEBb4pnLgqlOXl/sNCsRL5rnUxXWC4OCZX0QmjO78UR64uWorLplI7+iMRCj0oCc2QZZkWcipmnIBJmDOjsjVgLmuhiQFdZhbD+pd2ZS98YNln0uqspaWF4yEvH8DLQrlm7UbDAswC07FdNsAMmJYDKZyZvkHCs/9h4Xz7nErKHvCKyzHiUjHhhFBQy6ULTAOYXR2y94/lG5NMuLrpti9SU72f9g9GENMzHF7ZNi3LCJJsIURJMD1zowQQnF8fTb+1x6XNiKi6Yv8/K+iC/ZctO7pFurldcw0d3dreemndGiDBlLrEEU+yoWU6Me2AA7jjFBhaC/mzZ+q9t28sbJTV57UYSHAKJsICimm3m2tj53VJJ5HmWDjWTLV3Xk6rZNkP3xyPJJN+ZIrjBAOEhoWWagnXNbaCyQat+/qinp6eay5DUr+hykEL/lxivXcxlDRNoNEXjaM2dG24Zd2au8TWThohMwQYsLbFMIO2w10whJzGjHCOv/spesLZuDIcpvFSo7QpKpfohFXSEKiiMYI2Nt9OJzWsq2316vq22uffpphNzeCykYHJAkPcxrZCwaARkCxEpnXhdG1jq7gsH/rXNde3Xd9zCh30Wuhl0Lr4z3EuvJkmD5c/3tMDIZvQRWezk+cwPzFMMCUDwsh9yLSFFb8iDSXItqRbn/ODGxtjyLTyzAY4iUSZO2migaza5QbKM1euv10p27pqu1aze6+VwOyl/pHIJNeZlqQ6wQxaplZDNmKCOUHKZ4PWrLu5p+16WstxnOkyOBev+DOc+928uLXmalpDKCLW3Rwb/nxAMddMBw0w8VjNgIGgScXnmgH8KqDhyayCng/3Mq989gR6NjZqPy040bGcZiHAwlpZLN2n1jfTvLFDrI6R8/x7qZQGpp9/eANLMLXeMgIuSdZywXTMzF1E5l1g3jrceX2POO7wMJyE54q9/ijn/tJNh8uwdq4WQjGCp+fzgT7F3OwhJ5hOkLc3C4jIIKr6mHDmwSnxeWAudcI37xThsUBqJCJj8Zn5VcAyJNGeKX8LN3d303+qu7sj+ug3I1C+O64uaxiOTlyQWuRzhm2DSay6lhnfTGSi5pq9hpUyy7kCzj3/GGUrlBe10LIFRoUEM7zhq4G+vj5IN8dRk6wgjhswQ3hqwKI8CBqM0I84d0wpZyGQCKlKEpnAkXuB5pe+yJxBHIsJat3r34ylerdJ+okMtMfJP+KhOA7ZTjDNoON5knk92/A2Sz7kQ39JMUmTw2D+Cc7dD1rsxyVSdnU3YwIaU0zl7EsbcFqBkAWsaQZRU6ZN+cABJg1NwInX9c982Ns7sv30k4qFD5MEmw+bMELJPXeyS4Wqj0R71VPbfUqeO0QxS2SIl3IvwWHyVoGQzcLPk+VtcBqXxcDEaaFEzccvu+bUyy7/Y5xQEpfnS8coxWuOxdRpq7eAqQamaZi8MT7KKOBe5u9ggUmYWiE4M+2iZ7L/zU9ze0c2nX4FiNrrRfprqYRq0IItViigV920aWSWMiKUBjsmZKnpMFf5dQjvhpyy8iPdfaIJsW/NS2+RgtBT5AR2+PHLW4Vzj9/z2GWtrUe3DKvDghjTGyaY7X197dzSkICmmNR6BTywbB8TxxXO9PQAmJHx/gOnekfG1l9xLJDcqiqqyml7B6dSKmZlVZVMLw2vnTdLWSqUebyI4FH7UIf4mPJupi2RabumMSmYfX0DX721mikPTDFw5zgX/D7l5ae2MYXAFlspiMK5MiyYQIKZEcxgADCDETB5bNtCHGTgXfw5MTOQZHsH+2e29faObbrimQowK6ToQ04FzWLmU+nSm2n9WGo2+5QqZQEzlnht3AbTkREyeAtm6oSLmmBCqZj0xmmDT0nl/vHLa+Dc/7e/PbKstablms4OEh9NMrGY4ILZuOXLoXaxLKYhUoZEzYKQjymkQYHVMn5wvjjuuw+L4178DGIyZUJJXF6ievJIQauqKs/+eBtS5j4MJVq2i7sE0Y9YZDeQYqJsQD9Jsi8/C2YfnO2C2bW6DSNCgUTYUx/X+PyN+nbPVp+yvguHFUhNghqg1bd/iZpiiqlIAR3woqZObAzBNAU0TwMUx93xIY678uMrNAyLxdRnfb/Nh7Pi7LvFYacOZL5k8aWUph0MBaXUi3sO9bNgOiH5JAPymIlrZg1agvn5W3VaYGwQTOnA23k8DQNbqeP3/A2Xram5fPhBOilB2QgjnCvBpF5rWP/lULI9mcUUQEhlxQmbZfG/YuogSFl+TuK4zCxkohSOe/dz+cJVnjV/XiENX6IOu23Grwqm0xr5QTAlFBMJpERQhngQseK5oZBiQimYzd0d3R2rSURiyEr/mPMvIj73+w2Xpfbp6eyij5J0Pm0UNcVhWT8oJpsBqGICqH7rS2j7mEALJvfCWfDGwGApNpuJtrx2kkqpqIXc9Ifyk1TK3HPeHNcKb5LQlsoOj5W3kCU7Ovqk6jiGbQvmGz7m0OfXyIx3e1cXoJ1grm7jaLD0dlp864Jfm0ukYx39ojq6aeTW6GOKrEBmMSNJnCrrtBqNqiZo2SF/gVMcl4wrgk5qJrrpNYGj5itHQ/4J9SXrhfLDHf1COTTwhgZ2gNxdYEp+c8B0bcF0mFn0xS3LxwRSMIebtcku3Y7E6rtoY3XKEuRc/GvRuTf9v1o4hFrfEQs3XtygmFKSNrDMLypc+SWTfhbTZ2SoeJbjA0LM0Af8XTMumQhQzUQI+k4+oLJE0aoIWt9hP30Thy1NDrRvNcTUO/1BCWvDKIMqOqhquj9gRoY+P1VSx3lUxPDR0Yv6vw2vFTkP+pXI5PyIllOP51hcWNaJMmfHYCySUVQOpmxwFtNXkwGVrUUnIwsrDzARVJ82LrVfamzLUz5nFaCy2L5kC5SaYUvFYeMGVmDzmtmIsBOuMspQx2GEQiFj45p2xdx8aiwcBRRSzogjNlnmPMhB0gtbF5OEfvE8u6PleDindsh5dg1+DdZQqAbm+m/H2V6Z9WfVxF3nSG1HKk5D5lDFNBQZv9VMpIIOSu2XGtnyDpW7LK8lPCuvglIyLJTMlht9KXnmjzAdMJURX6UI8TEdcw5zcPMSdt6HsRiHgwEFs/6OUy67gHZAv5yEFiLmGZc9yNk8nMyjRySRkXwPZTkt+tZ/OziLGffDJzvUaU3dKlMqIV9KEdlQdTb2Dfq13zbhfKqkws+zxbOUO3BYKCMThlhASbKkgVDCA5Bhu9yz3tsZ87jmcAzI02V3fQecYHYSnNKr66BfvL7GMhopndrJGSw5PiaWX6KNXoW0G8z5O2PqlsDjqJSKiaCQFgArQzPKhO+4c5z5lZqBZilnlHKAowiYOkR2WhJe08e0ZThgip+wAFTMZFLUBBLLAZMd+GAeU3/a8UtauIwLXvsr1xnTU9AuBXOe+qpA6t4b4qn7k8H5cM4fnPZ8p2VknTak8imdAvqkdgBM33GHeKrPObXlJuEsr3howyalTErymbRVeJ5shubUZPDAS8xhOnNOa4K5FUwy4uDms5obw2FGdVgwaxETzOPOor9O64q9f+kb/Bci5oOnkYH0uKTsZSwpkazIjaGYEmSTgZ9UQeq0IUn+OjQ1cT83CFFzdgqdXzounGNtl8rCuuSYTakUHquUOo+o/HgDgs1h4v1uwoKLCQVVbf7IkEy79a72SFIxw2XkEDD1QCKcbVdyyYwlYNb8QnAueKDm5BOX4LOKWSaYQFKJIaii1oKJyQ7/nTEDlpllDGTHXI6CMlvj9uv5Ca9exU6+17enUik56hWB0lAr0I8GRkaIJyqmnaAwcCgJqNh1hVuA4CEwxWnBvB/MsFpOOHopmHKiBr0bLrjhl76LtXcNXbGWcHYVZ6/kXMdJZ2BWidNWwCikx0wDiQ3pNvkgWvcopgJmh4/v14HA+px+fM5MpVJbXi9aft0GAvNhjUufUrWXRKaLWBL3XKnhuUIX0mUnD/iLj5mMUAGDGSsTp43FwMRta7n8x2m7nHuuXK+m9d49f/4FfvLskuM75bQrTvUtIjgRk31TFTACW/7oTzHVOf0h0bIznS/lnO+Zs5yA6iGzDTdd8iqBue3dcchnX5BPimH4IurwBQ14rlNgIqQuxmBkcPwt7672pGLeGVOn9dOQROfSpbvscq4fnDcv3DnPPu1jLl0lakpwsrAnz7ILjsFUV7wPmKWMrJrKOEeUxSxQTIXVoZgM7I0BMDlkhtu+8MKWKU0/pfOHqGLnPrjsQFBlFB9GTT6AIJgMHzMkmJqCFLNaGKOzmKuuvFKclo4OF97ys6+97nHhhRecv+Q4MDnVN5rjx2Z+RYn2YAZzefFjERhFTX8W/0kwBnaKSqULZmEZ+hTNt/2T7Ar77KOx3NST/aVY+4QyBudeQrKQaqpzsK5SbH4tpLJWIYdnYxOvlUyrx71hxAjOczh7lRx0nGIetJPXLrzo8MMPP4smCKvOka87EZ3zfmKPNNwjjIq5m9iujF1/a+y2049YJsLzcdvc3O3vTeVue3NQY4A//OJr7TY3vMTs73b1ds2+sGKq0/INEKxJ75pOOIevo2HHnQXPLa1zp81/D1j2g3LkhLH2AAAAAElFTkSuQmCC) ## More @@ -514,4 +520,6 @@ Image("http://stats.nba.com/media/players/230x185/"+str(jordan_id)+".png") ``` -Out[23]:![](data:image/png;base64,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) 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) 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