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Let f be a Convex function, f′′≥0
Let X be a Random variable
Then,
f(E[X])≤E[f(X)]
where E denotes Expectation
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53JKrRofdKOOi95dhjj9V7pVj03nLAAQdkuJfyyGD2NddcY1Kig6MKv6N79+76fcbCPk+nTp10/ljIQ5yGcPix5cSWI9Xgkcsuu0wfQ2QdA1sPcM4AnJVwUOHvVGNAp02cOFG/Q+qWas2LaqiKUrzaIQhHA2Wl6PuC8IxKgOpj6iuyAEcNpYx1WrLEek+JllvObb2766679GRfS2T9smVcKVS9TwT7HNHKbbTyHqt8NW7cWO+D5cu+T+SbanDqY0hUbhUYBUVBwoMIT7wgFH5QLUW9D4L3DC8FbyBme7OnEuHFR+VTLUNzp4/N7EsvvVTvLar1ove2AFOw8OzCQwZhhLLiu1TrWysCC541PB8Kg4LFffwdyglvoSD2u/EiDAqDaIUqKyhoPBdKGK87FDKREpQJL8qcN3fFxgqKYCUh7/HIg86dO+u9JfL5+M0U4GbNmuk8PvXUU3UjgechHywod+AdRAoG+10VTCQQqyzx0gpi88kqXls2IqMt2MoXFJ5UIIShFRKWaL/fwnNS2WO9E4Tefvvtp8sX3k3PPPOMTkfQli9fXh8ngs2PoLAOQpnit9CYCWKVrf0NFmW5Zkv4fvvtt3pPGcoKWwdr1aql90HIR96PFVS2nFOOgs8UWccAoce7xxuN63i0AgrTQnnjs1HOL7/8sjRs2FCUBas9Ls844wxzV0bwMAwqLrza8HhNlnjvKdFya8s7Zevcc8/Vx5bIssY7oYFxzDHHmJT4ZKWgopV3+z4POuggvbfw3GzB8hVLZiYqtwqMgqLCU9GDrs5gBV00C8oKHwRsly5ddCEcNWqUNGjQQKdHYlvutMaC0AIGW5CAwokQvvvuu3UBp3VHmm09A9/Py8SSmDlzplZOWE3BSmiJ9932eiIgvLBY+vbtq5WyVZoPPPCA3meFrTzBlg/usuQhQjayIRD5fPY3I1yoTFhUWK6RWGEaWXnBuu9aoY4VCpGNE6tweDawAmHdunV6b+GZsMaCUwvs90YqqGi/P4hVUPYdB0E50UgBygUtfz6vZ8+eOi1R7O+KVcnJF37z2rVrTYqPjcsYWYaiPWsi2Oew+1jYhkSkazd5SJ3DqrH5nEwdQxBfeOGFWgj27t1bKx3CP2EdWfhcFIRt/OFmTn2L9cyULaZoIISxQnhflIvzzjtPl/NkiPeeEi23Nk9Q8NYytETWL/6WBkcy7zQrBRWtvNt6x3SBIPR6cF/w3cV7n/Z6LLIuWfkIulCA+QNWw4P1848W+wqBQfcRwhDlFuzOA+Za0AXx9NNP63P7AukSCVKpUiW9t3OUqAiR804uuOAC/Xe8VCv8zj77bK2MsIqC1gPw4uju6tatmz633x3Z0raK1353PFDkkQXryiuv1N0QVvBnRbRWeKxng8jns7+ZFrLtErAgaOjevOmmm3SLl3xlvoZtqQNdk+QtCsVWLLpPgZZvEKvobWVt0aKF3qMUg2AtobwQlnQRgX1HkZaSPbct+kjIH74vmD9BEHr8LoQp30U3SWRLNB5WgMX6jvbt2+v94MGD9R54R3Tpgr1uya6Csl3QwV4BC3PSqD/Qrl07vR8+fHgGIUi3GQrHXodE65jlqquu0nvm4QFlJwjlze5RUsHGH++QhpK9hxh5WIPLli2Trl276ucjZidDAMyBuvbaa5PKq3jvKdFym0z94p0gO2hoB0HZIZeCc94stk7bsh8kWnkPli/7jHz+vffeq4+D5SvWsycst9QXFAhUBqXNsWDQFs8Y1XJK89qKHIi02DkqDNDjAYT75KBBg7SbsNLy+hpeNWDdiJVw0ecW69rKvCc8hTjed9999UAlXl/MXWratKlOZyCeZ4Wff/5Ze8OQriqJ9h7CAwb3ZFVBdbqycvS91lPQzr+x2AF+6wiQFcHQK0ohew899JAedLZzGVThNnfGhoFx7q1fv75JSfeWi/SCA+u9Rp4CeacKvU5jPgeD4vxmnse6QvNcYL2plCLSXkQM+lsX/KBDA/lp3dSVsNP34qKLkwppuLMDg//2O/DIwoWWAWlckkljs/mrKo4+J2+C9OrVS6cHB/CD2CkNWXnk2UFmtu+//96kJg6ejvxtLO8wPDwpz9yDqzjvGKcWznErtuUPcJKgPGQHJbTSXPYpvy+//LJ2trDPp6wZfR/fZ/OYcoNzDu+Hc96tahjp+8B6fUXOj7Kehbz/IHy2LROqEZrBCQNwTrHvnPlelCEcjnDWsd55ON1QNqyzAHPkgp/DHDHKNteCDkrxoHzzN3gCRsNGHmG+Es9AHUCGIDvscwCOHZzjhRmJ9Vp87bXX9DmOM6qxqd8/MgPZhRORddvH5TwSey2aMwdzA7kWnP6hGpJp8gmPUq7hnco57wJ5YOF9kx6cbwbWWYvpGVlRYBQUIKxthrBZ4U8lQlnFgsxCwNu/sxsFPujdRGaSPmvWLJPiwxwV0vH1p8Lg8RP8HLvh3RX5t3itKfM3071UCNysrTBh3g3pkYKRisTvxBsqHspSSJuDFLnhmhrL2ygIQokGQKSXEO6uuAVHYudLqNaVSfFdkK33UXDjHaCw7G9mjxs9zxZ5b9AdHWho2PdtN2UVaS8zKpMFt26rROyGAGNOCMdWqFKhOEdgBMEVH4FC3L1okA8IffsbomHntFG5s4OyrPXf45UYi5EjR+r5N9xnNxogTCwOQjkjP7ILAtEqv+CGt1lQMDOXKLKcUx8i5+8RFohrkRNlKXfFihWLqkyt5x8NmmjQKLLzEoMbn4V3Gp+NUOUelHm0d8dcLcoXwjxR7PxK5sFFg++JJivsBFuUFvBs/PbI+YRA45d7qScWPHutUg5uNNYj3z/QCKOhoKxZk5IOHpI8T+Rk4C+++ELX9+Dn43UbKUNssAIafEGsx1/k3MVIivCfurHAgJlKlxwDonTZ0P+N10mscSUL2UC3BP30dB0xkF6vXr0MXQKMZzFWRH90MJ2/ZWxJKce0QUxMVzy0GKSlr5wuRvrHI7uMLKoQ664sugXwYKL7y3YRAF0hSgjrLonIcREbBiY4OJwV5ItSjNpZAQcB+ofpGqDvOrvggUee2G40C92tjHWpFmsm5wSeA09JfifOEAxgB3+zhfyli4WuScK/0P3C59muVwt9+eQ5YwbKatJdpMpy09eU4NF7oMuFbj66C7kPz0b6xAlXpIRQWhcFjhuMj0Q6G2QFY42qQmvPzWjwW3i3OEooK1875yQL+Uh3LN01tpszGoy14fiCgw5dpyeeeKK5ko5qees8Z62i7KIErR7LZKyVMQvGNxlXjHyXjE+oBoKuZ0ox6q5tOxZh4VnJF7rEI+vKc889p8soXW1BGGP6/PPP9fuOVb+A0D+UU+6nW7Vp06YxPeyiwXMzBkS3fyJQ5ymveMJF1tkgdC1SD3gWPpu/oy7jqMF4GJC3dJNFyjHrKcw6U7bLEJCDY8eO1aGQlLLSDiHIp2iQ33SvJ1sG6AbHuYuuXGRIx44dM71z6hgyNdjtB3Sr0yVImcRRKhYFTkFZ+FlUUARwVoXWkb8YMWKErrgPPfSQ3HHHHSY1/8CYGsoChYyCDjZ0EgUlzDgDg/2O1AWlgnJCcDuyR+bmagGBio/15JRTwcI6eFinmPwGVgBgBWZHOQGD/U45pT70SjjltGcUWAvKkRFMarq+MP1p1eEyi4mOaU9rnO4ijtlzDxtdYXjh0H3IMZ9BNw1dOoA5T7cE3Rd0Y9I9RoMAq5WN7hvS6fKyG56TpNlr7JMR1HjBMX+IrrTIiYKpAlXK5if5TF42atRI5x3dNKThKYZLPp5idF/ybshjup+4jy14bCH/6Moi74kCz3fQ7cVG3pOfdPvRFcXGeyDf8VKkwcbfs6HguS+7SjJVIK/pFqS3hDxnozzTJY6bPXvKO2XdlmdbtslfW5atGCRf6aZkb/OUMh7cyDfyk64z3qctx5zjfRjMe+um7cgeTkElyFVXXaXHIpgXQbQECiWFE3dJCiWFEUGNMMAllsKa09Ybr8oqGFsRqYRYFVRS0qmQzDdhQ+hxnXEgriUCz0wFZOOY38TGMRWWCsfGs1C5UVpUegQAioyNZ7PupYlAXpKHCFBb6TlmnIJ0BCruv/Sx9+rVS48rMYZE3zXCO6eFAMKLfETokcf8NpQKeck5+Uqecg/HbNzLZpV8sFox6ZquPRQK4x5YQHT/MO7IuBvCDoEWmcfB46AisXnPbyf/EbRsPDfPSt7zTLyLrOAdk89sKCyruHgW3oMtx2yUbyt0c7ps83ts2aGcko+MJzJGahWPzWPSeQ9W+ZOW1e8k73huFIgt28HyjCJis9gGAflr89TmMXvOqYM8T7DhEAvkAXlqyzZ5TB5S5tlzjfJuFR7lnWtsPDcKMbfg+clbNsoNv4s8pYzzHngvjEtdZWQf4+x5jVNQCcLMbMLujBgxQo8f8CLZsoIKYCsHlQILgwIXKYgQPlbo2IphKwPhcHAysLAuTFbwfQgWWuccU/g5thWDCkq6rQSkU4ms4OEZcwKe3wp2CjwbFSFoVVDJOWZvhY4V8ihY9ha6tIgAgFLAwYO5K+QVFYfPJU/ZeH7y2rZ2rTAin4F8ZrOCyLaobeW0ijYeCJRga5m8s0Ke/GSzwoZ0BoP5LsbOmFxK2BeePygcYxF8/8HjeFCOyBub9yhVjm0+c26FPntriSCceH9ZQZ7assSe/LVp5Du/yypVfid5bcu1ff+UbzbeP9eywloolG2Evc1byjcTXknjnVCOyXveA2k8X25YiZQh8pQ8s+WGY/KW38M5eU25Jn/tNcovf2fvyQq+I/i+33jjDV2+bU+FlR12C8oQ8tvuyWPKNOXPbuR/vDwnD3lmK/uI/JLXOAWVIHheIeiZ6GqhgFEAbaWmEPBCI1vX3Eeh4LpVPBQOW4gsFDLbtWAVGUI5WMEefvhhXQltZaQSYsUhBKmw/G1BgfwiH9nIZ2bSW4868g0rBK8sBAT3Bisi+czGMek2n21eUrnJKyo7QpWN/EMQkq9UTgQiG2lWCbFxzLvJK4LvP6+qq7VkrGC1QpV0e26VuhV25DPH5Htkubb5Tbkmn8lv8pCN/CTPeRcco3xQRFjQBbFcW8gn8tjKD/Layg3ylQgjwXdPGDbKty3ryI/I8sD9yBDy2+6tQqOxZjfyn71V6LYRTf5zzp578HaMJvvyCqegEoSuGSoObrKxICfffx/hKUJgiCihx7JFGALKkTq49194SYV3n4jsyy0KrBdfTkMLLp5JTFlSjQ654AJfQalGkMPhcORrEpF9uYVTUAmCqYxJHQ/mXTZrxgRVXIpNosPhcORTEpV9uYFTUAlCf24iJjZWlB3XfPRRIkD4xw6Hw5EfSVT25QZOQeUCp50m0qYNYVt8JeVwOByO5HEKKkGSaUFgRT32mH/MKgArVvjHDofDkd8I0zGnWN9kJlYUYlitl8HCaEtER4O1yH74QeTHH31nCbPkTLYh+KbdHIUP9/4LL2G/+2RlX07i3MwThNVxmRsTudhdVvzyi8jRR9MC8RVVvXrmgsPhcOQTsiP7cgrXxZcgTEBk4loyoJC6dvXnRd11l0l0OByOfER2ZF9O4RRUgjBzOzvRA+6+m1hzIkQJmTLFJDocDkc+IbuyLydwCipBmAeQnXAr1aqJ2GWLbrmFz/GPHQ6HIz+QXdmXEzgFlSB7Yub27CnCYpfffy8yZIhJdDgcjnyA6+LLBxDAkaCV2aFMGRGz8ri2ppYv948dDocj1dkT2benOAWVIHvaimAB1HbtRDZtErnnHpPocDgcKY6zoFIcBgnZCE2fXZi8O3AggRdFXn5ZZO5cc8HhcDhSlJyQfXuCU1AJwPo3wFpAe8Jhh4nccIM/L6pHD9/93OFwOFKVnJJ92cUpqARgcTZgkcA95b77RCpVEpk2TWToUJPocDgcKUhOyr7s4BRUAjBICKwyuafQEHnmGf+YybsbN/rHDofDkWrkpOzLDk5BJYBtReRUPywLGh5/vMi6dSJ33mkSHQ6HI8XIadmXLE5BJUBO98PiMIEVVaKEyPPPi3z7rbngcDgcKYQbg8oH2JfEuvw5BUFkb77ZOUw4HI7UJTdkXzI4BZUAq1ev1vvy5cvrfU5BnL4qVURmzBB5802T6HA4HClCbsm+RHHLbSRAnz595IknntDzAXKa4cNFrrlGpEYNkfnz/agTjvzBv//+K4sWLZJKlSrJN998I/PmzZMVK1Yoa3i3Xp7gwAMP1Gv4HHLIIeYvkmPjxo3y3nvvyZIlS+T444+XE0880VxJh+o7ZMgQOfTQQ+WUU04xqYnzySefyOLFi6Vr165ShL7nfAp5PmnSJJk5c6ZUqFBB1alrpAR96BHMUK3BL774Qm677Tb9e8njdevWSalSpfTfLliwQAtlljmnW+vggw/W+V61alXzCXnHqFGj9DN26tTJpOQ9uSn7EgIF5ciaG264wVMmrjnLWXbu9LyGDWkkeN5995lER77glltuoXEXd1MV3PyF5/Xr1887+eSTvbPOOstr27atN3z4cHMlI2+99ZZXunTptM9QCs9cSUcJZe+qq67S1y+44AKTmhznnHOO/vsuXbroz4tk7ty53qmnnuqdffbZ3mmnneZdeOGF3rZt28zV1EApcO+II45Iyys2pXjN1XTGjBnjKaXl7bXXXt7mzZt1Wrt27TL8XbRNKQnvgw8+0PeTR9dee61+d/YdTpgwQV/LDqpRo/PV5u95553n/fPPP/pakyZN9Pfff//9+jwMclP2JYJTUAlApTzssMPMWc7zxRe+glLySFU2k+hIea688kotQBB6xx13nNetWzfvoYce8h555BFPtdC9008/3atcubI3bNgw8xeep6ypNMHHdvHFF5sr6WzYsMFTrXd9vVmzZt5zzz2nBVkkL730kr7noIMO8pYuXWpSkwPhXrNmTf05r776qklNZ8SIEWnParfffvvNXE0NLrnkEv1cKPH+/ft748ePz6Rs+Z3kqbKMtPK3tGzZUv9t2bJlvZNOOsm76aab9PvjPd58882esoA9ZSF7yjrT9+/YsSNDXrDdtwcty3fffTfT59EogB9++EErB9I+/fRTnZbX5Lbsi4dTUAlACxJBkZucf76vpNg78gf33HOPFh4DBgwwKfE5+uijtUL77rvvvB9//DGqNfLKK6/oz0WZrVu3zqRmZOHChVqoYmX9+uuvJjV7zJ8/3ytVqpS39957e3/++adJTQeFxPMiwHmulStXmiuJ8eCDD3qzZs0yZzkL1kaxYsW0lYNiigbKyj77wIEDTapPp06ddPqHH35oUuKDBVa7dm1vzpw53i+//KKV1p7w+++/6/w988wz9bPwbi1fqNYrv61q1aq64ZLX5IXsywrnJJEAa9asyfVBQuL0ETD43Xfdwob5BcYtIJn+eeaTKIEmxxxzjNSvX1+UsDNX0mEsBJQwjek99eijj8qWLVukb9++olq4JjV71KlTR5Sy1ZMylbI1qekoYSwNGjRIW7Qu2agCjI0pJSVK2MnkyZNpFJsre45SEnq9ItXSF2WxmtSMTJ06VdWpKXLssceKspBMqk923yE0bNhQ6tatu8drJTF+SP7aZwnmb+vWreXaa6/VY5svvPCCSc078kL2ZYVTUAmwdu1aPRCem7BelF3YsHt3Kox/7EhdcJIAK1gSIZGo0AzUAwIwGiimkSNHauWG8Irk1Vdf1c4A0aAsX3311fLDDz+YFJ/rr79eKyD+duvWrSY1I1axJBvZukmTJvL+++/LU089pZ8bocu5smzMHdknXl7B80w2VPTo0UOUtaWPLdu3b9f7nHqHc+fOlRdffFErzWg89thjac8TSaz8vZn5KAoUVE4q90TIC9mXFflGQf3888+6gD/zzDO6gkYDb6eHH344TXAkyvjx4+Xtt982ZxmhQPCS8qIVwYq7NIbnzRN54gmT6EhZNm/erPfJzLK3q5PinRWEJQ2efvpp1TjpLt+zsqXi/PPPl3r16smRRx4pr7/+uk6DCRMmaCVy9tlnS7ly5UyqD5+P0sJ7EG+1IHzHeeedJy+//LJ8/vnnJtUHS+3MM8/UVhTecNGwlkJ2FQvWxiuvvKJ/y2effSZNmzbVChGLMlnwPuzZs6cMGzZMn6MUsEoPP/xwrYCtgsAyGjt2rFbm5557rk4LYt9hMlYhnx3NQxCQUeQ/SiVSmSC7evfurfM/GvYzI/MXCxfrD2/L7777zqTmPnkp+2KiHiKloY8eDxce1W6qFWKupsMgMoOZXJ8+fbpJTYwTTzxR/91dd91lUtJRylBfY+A0L2AsVH2dV7as5y1bZhIdKYl1krj77ru9UaNGeU8++aSnBJB3xRVX6L77Ro0aeb169TJ3+7Rp00aPYUSiWtX6s2JtOF1Ybr/9dp2mBJ5JyYiyUvT1ChUqeMuXL9dpjNXgcUZ6ixYtoo59DRo0SF+PVg+gY8eO+rpqAJqUPWP16tU675Ri8ZRy1nUtEdavX6+fI9bGoL59RsaJSGvVqpU+jwTnFq4PHjzYU4rTe/zxx71bb73V69y5s/a2VJaZfq9BGA9iLDEaQacTpYhMqqcdXUgrU6aMN3PmTJOaEevswe+LxHqMUk7yiryWfdFIeQVFgSGTGChUJrr2NIqsIJxTyLmvT58+JjVxGOikMvP3H330kUn1YdCY9KFDh5qU3KdDB19JKfnnSGEQepSNrDbKZRCUg2qtm7N0UBiUbRQdzg8IsmWqhaIsJU+12M1dPghOPvvrr782KZmxSgyltGbNGq958+b6HAW5ceNGc1dGGJDnHrwPo4ErO9eti3ZOwfPgaILQxw0/kc+fOHGiVsQ8K8+EMvj777+9nczbCEC95fqNN95oUjJiG7VZbZEu/Mqi8Bo3bmzOMvPtt996JUuW1O9xwYIF3gMPPKA/R1m73ldffWXuygwNG+5btWqVSUnnjTfe0Nf+97//mZTcJwzZF0nKKyhl3upMwu0zFrQuuYcWSKR7aaLMmDFDu6BWrFhRV2jL999/rz8bd9C8Ai/eEiV8JaUagI4Uxba+sZSYv8KcEYTRkCFD9LwZFAhCMwiCLd68EtyhaTDFArdyvnfx4sUmJTPbt2/XrX/usy7rp5xyilZ4sfjjjz/0fXioRcO28GN5Fu4JeBLy+Sj0ZLwSr7/+ev1MkydPNikZocHK9UcffdSkZMQ2TFu3bq09+lBkeB0yNWDs2LHa2onMMxoYKPys4Pv4XJv37GfPnm2uRgflw73RpgxMnTpVX8PtPa8IQ/ZFktIKCrdKMohJeLEUz4oVK7SLLJV+7dq1JjV79OzZU38f7sOWzz//XKfl9TwE9Sjqe3HzNAmOlAPFRNnAAk+U+vXr67lRWYEwq169ujnLDH/P90Yqv0g+++wzfR8b1l5WyglQPNwb67ttC992G+YEWBsodwRvtPlL8bAKatq0aSYlI8xr4voLL7xgUjKCaz3Xk3EVxzpCoWUFllytWrX0ZyOf6GqMh/0tuJ1HwtworuWly3dYsi9ISjtJWA8dJQhihmFhwBFPHFV54g7m4TyR1QCvdUFlwFUVMH1MKBRQlpXe5xUsw8HY+8SJIh99ZBIdKQVOB1AmifhUDNrHGmAPYstfNKzHGeU5FuvXrxdlDZgzEWWV6LSssL8nmus72OdOxiU7GkruaCeJ0047Te6//37p1auXPsdNPFY9j0es/IqXV/xmfleiruI8eyLvELd9nBoA+YR3Xzyyyt947yY3wEEC8lr2BUlJBYXH3n333afneoBqHUnLli21lw7zHYIVjVhlcOmll+p9JHj84T2DJwzumwiTDh06RC0wqsUjbdq0kVWrVsnXX3+t06zwyev1UCpUEOnb1z/Guy8bjk6OFARhZecTxQJXaOv+HA0rMJQFpfeRsIYPwv7HH3/Uc486d+6s48tddNFFWXrM2c8jll009lRB0Tj88MMPdVzB4cOHy+OPPy5jxoyR4447ztyRPNZtPFZ+xcsrSEYp2vzL6h0y5wtvYmUJ67lsfH63bt0yufZHklX+xns3uUF2vFRzmpRUULSsHnjgAT1XApYuXaoVBi8YF1uCOwKtIlxycbVlolskVEoKPy1JgnoyYZBJjVQKFFG0VpcNyGknS5Zl9qwi0p03L7jhBt/tHENy8GCT6EgZrGsyrtmJgvCJp6AIVJqVEsDtHKK5HFPmTzrpJJk1a5Z2NacO0SNw1FFHyZdffqks89grZNrPs58fiX3urJRnNBDqI0eOlGbNmsmnn34qI0aM0Oc8055CXkGs/MJNH2K5Z/MO+dtEXd3t90R7h1hXd999t94Q6hMnTtTWIY1tLCCmDdgFAKORVf7Geze5ge09CkP2WVJSQTEnabCSyHTbAS/5r7/+Sos8bGfO00JEyTBJzxbUIFhVKDUU08KFC3WBYYODDjooqllPdyJ8a1YRtDP5w2hFUF7txH6lr1Uryj92pAa2UWQbM0GwFrDEIwVfIhYUfxM5oTSIFVJYI0GoC1hMs2fPlpNPPlnP/6EHgG306NG6DGO12IZfJPbziHARDdtdlqyCwoKbP3++jBs3Tp599lkdITynsPkbK7/sb6HeM3cskqzeIfOdVq5cmWFYwP72aO+QHh+sJywnFDFzl4DuPiza3377TUdZR5FFw+ZvNGUb793kBmGvpqtRmZWy2LkDkfMQLNb1Uikik5KOHVRkTkLQbfWbb77R6cS9ioadN8EAOOBRwyBnWDBm3KaN7zBx++0m0ZES4BJOWWErXbq0DlaqlIGnGj5p6cynCcKgPFGqY6GUjP573J9jYcuwEhzaW8/CvJUqVaroeYOqxW5S02EKBdM1lFVhUtLhftyi+VwcF6LBnCWuZ+XentdYz8IpU6aYlIzgdGG9HqPF27Mu4Gz8flzBeZdK4aWlB6OJ4yBCWuR7he7du+v3hvdbJMxtwjuSv43lMIGnMtdtYFqL/U6eSTXUTWrhICUtqEhitThtiyiaCUoXAnTp0kWUUNDHYPubbdddJKzjA3ZQklYEf0/MM/421sb1IJMXTpavlnwlc1fOld/W/SZLNy6VNVvWmKuZUe9Cdu3eJTt27ZBtO7bJpu2bZP229fLfru3KivJk3YGHSe83DpOlS80fOELnggsu0F3RhPKhtc04AWXSdh3jtGO7mCy0jrOyoIh9xt+rhpVJyQzfR+ucskkUFAuWEtFU6MKONphOpAgsKdXgMynpKOWlx2ubN28ujRs3NqkZsc8dqzstDJYtW6b3sfKLunkDfeUK1leKhN4Zoj4cffTRus7TS8Oe98nfKoWvYxFasuriIxIIwxGMlUeCVUX0i0GDBunviob9zEir20a5Oeecc6R69er6OCdJVrblJflCQdkKH0lWXQ5//vmn3lPhgthxg1hdAvaz7GejyJL1nEHJtB3ZVlq93EoaDGkghz97uNR8sqZUfyJ64fp3579S9IGiUrxfcSnZv6SUeaiMlHuknNR6spbUfa6uHHru4eZO9TzHHSbra/ibI1zoVqb7hu4hFBMKAwGHoEfI4AUVOeZDWc5KQTGoz2J6WQkFhMatt96qjxl8R6lZGGjneiwQcpELG9IVSYglsJ8bDfvcsepjGPDcjPlktSgk3Wo0PN98881M3ZvUb5QGTlPUfd4fG++Td0iQVmWlmbvTf3u0d0i+Z/VuCQqLMowle6IpKLwv+X18Nsq0sJHSCsq+yFgtNutWToGKxL7syAFsWkQQy+000lsGYWM9+RJl646t0vaQttL8wOZSv1J9OWT/Q6TaPtWk8t6VzR2xKVqkqJQsVlLKligrpYuXli3/bZHy//vdXM2IVVROWYUPZZXGD/31lJdo45tYyYxnMOCNVyoOOZdffnkGgcTnEFD0rLPOMinRYZVVnH+WL1+uP4sxnuzAKsA4EjHWgnIiVl8QrK22bVVjq1Ur7WwBWBfJgIDHKkt0I0J5ouB40K9fvyyVMtYLignljSdjrFh4vDPeHxsev9EUif3tWKnkOw4pt99+u07LDoy12/zF2xjsd0yfPl17PCLDUKItWrTQ6YUK3dGXotgwJbGiSDCTnuvE3qKvOYgNkURstCDcx5hS3bp1TUpGmNDH3zHBD5g8eOSRR+rjMKj0WCVP+oq3Zssa75ZbPG/dgbWz3BypC2WPskT5spsSmtmOzKBa83p1Vz6HOHnZwca5JAqGEowmNR0mpAafl3EawvfkR0aPHq3H7YgYw3hddmAsKTI8ErH5sgsxG4OfxfgXCxVCgwYN9LMyThYGrLYcpuyDIvynMiYlISw9XRiPPPKIjgIcCY/O+BP++r/88ouOlmz56aeftBsr40cvvfSSdrmlf1gpu7S5U5F/A2eccYbuK6a1yPjVkCFD9HPYCNN5zZwVc3SXYeNqjWXViuJy6KFYlCJrq8e3mg5Y+ps5cqQKWOSME9GFTHcRXUx7Oq6AxUHXYI0aNUxK4vAszCuMNk0DqFuM8/C8WHpYI2FO3NxTsBSZQIvLe3bZsGGD7hYlT+gWpLclu/OTsI7wULb5izyrXNnvabGBCpjDGQbt27fX5SMs2adBQaUqRNHlEYl0HAulUPQ9Dz/8sElJxwbMDG7KbNdeTBz3iog0vWnTJh3GhGs2fA1x/hpnERgyr1ENXfV8nnfeeSZBEc2SitwcDocjGZCtYcu+lB6Dsh46WbUwrYfOO++8kymMEfMSmCvVp08fPReDgWfmItDivO666zJ50zDXgPEu+pWtZcU8KjvDOxVgUUN8NkaPZu6Gn4alZLdYuPEqh8ORDFh0Ycu+lO7iY8E1BjQZPAy6igdBKTF5jcHeWF2BicBgM90ceEThcotLLqCsUFrMwk8VlL5Vylfk1FNZvM4kRiGeMnJdgA6HIxapIPtS2oLCgwUFFUs5Aa6+eOjQN36HMi+Yl5KsziX2H8tQo5xwC7bKCfisaFEqwgSnIbKEoBizZpnEKDiryuFwZJdUkH0praAShUFEwqgwuEjcq2TcVIFuQkIh4baLy2okWbmwhgHRl7p1848TmUNnFZVTVg6HIxnCln0p3cWXLMxh+uqrr7QnXjKan+5BvKts7KwgeP+RRVOnTjUpeUvToU31fmaXjLHCmJvJ3ESmeU2fzoRkcyEJElFGWSk1h8NRcAlb9kGBsKAszBZngmOyZikOEdGUUyowa/ksvUW2I/D07dHDP85uJJJkLCuHw+HIawqUgsotUsHI9LSXfEZYJ4qxKBwlsKL2hEQVlVNWDkfhIWzZ5xRUHAh3kmxol5yE0EdAINlIiPRkrah77/X3e0oyVpVTVg5HwSVs2QdOQcUh7JdUrIgfD2yXF/0ZiO1J/NtJk0RmzDCJOYRTVg5H4cUpqHwAASTDjN5cvKgfdHTn7ujPgEefCUQt993n73ODZJSVw+HI/4Qt+8ApqDiE3YqYeuVUmfm/mTqyeSwYi2LRS+ZFff65ScxFnFXlcBR8nAWVDwj7JTWp3kRvxYpGX0MGGItCSQHLD+XVuGYyVpVTVg5H/sIpqHxAKpi5idCzJ2tY+d5848aZxDzEKSuHo2DhuvjyASx8GGvBxFQCR4m77/aP77qLGIX+cRgko6wcDkdqkgqyzymoOBAHMHJV3lTluutEWBLoxx9FzJJXoeOsKocjf5IKss8pqDiwjDeLtuUHSpXyI51D//7hWlGRJGNVOWXlcIRPKsg+p6DiQCti69atoQ0W3jT+Jmk4pKF889c3JiVrrrqK9bNE5s4VGTvWJKYYTlk5HKlP2LIPnIKKA/H9YOPGjXqf1yzeuFi+X/m9LNvsL94Yj9KlRW67zT9mXlQqWVHRSEZZORyOvCNs2QdOQcVhXyYYKcIydfcptY/eb96e+Pd37Spy4IG+FfXBByYxH+CsKocjdQhb9oFTUHEojUmi2LZtm97nNXaC7radiX8/j8yihvDII3k3LyqnSMaqcsrK4cgdwpZ94BRUHMqWLav3rBcVBmVLmO//L7nvv+YakUqV/BV3P/rIJOZDnLJyOMIhbNkHTkHFwb4kBgvDoGxJ8/07kvv+MmXSPfruuSf1x6ISIRll5XA49oywZR84BRUHXC0hrH7YLo26yKwus+S6Y68zKYnDvKhq1US+/15kzBiTWEBwVpXDkbuELfvAKag44GoJYb2kWvvVkmOrHSsVy1Y0KYlDF7K1otjv2OEfFySSsaqcsnI4Eids2QdOQcUhFfph94RrrxU5TMnlBQtEXnjBJBZQnLJyOHIONwaVD9h///31fv369Xqf3yhZUmTAAP+4Xz9aQ/5xQScZZeVwODKTCrLPKag4MBegSJEioU5W21Patxdp0UJkzRqRhx82iYUIZ1U5HMmTCrLPKag48IJ4UflZQamfIIMG+cdPPCGydKl/XNhIxqpyyspR2EkF2ecUVAJg6v7999/mLG9Z9c8qaTK0iZz06kkmJXs0aybSqZPI9u3+ooaFHaesHI74hCn7wCmoBChfvrysoX8sBMqUKCPfLv9Wpv81Xbw9DAnx0EP+mNRrr/kLGzp8klFWDkdhIkzZB05BJQAvacOGDeYsbyEWX8liJeXfnf/K9l3K/NkDDjlE5NZb/ePu3UVCXs05JXFWlcORTpiyDxJWUHhy0IJfsmSJjBs3TgYPHiwDBw6UoUOHygcffCArV640d2aPH3/8UV555RX59NNPTUpmfvnlF3kvmyvx0Qp46aWXsrVCJFF9w1y4a++S/nyEf/7b82ege49AsnPmiMoPk+jIRDJWlVNWjoJK2IsWFlFKJ26/0YwZM+S4447T/ZFZuRxeeumlMnLkSH08c+ZMeeGFF6REiRJasR100EFKOGYe/ECxXXDBBfLll1+aFJGvv/5aWuB2FmDSpEnSoUMH2b17t2zatEl/bjKgUG+44QY54YQT5OOPP04LhGjZsWOHfj4mpfG8fA/nBx98sDz11FMyaNAg+fPPP83deUutJ2vJko1LZNFNi+Sg/Q4yqdnnrbdELrpIpEIFf37UAQeYC464JKKMslJqDkd+4oorrpCpU6eGJvsQxnEZNWoUSkxv++67r6eEvHf11Vd7N954o3f55Zd7Snl5e+21l9emTRvzF56nlEHa37ApheDt3LnTXE1HKTV9XWlqr1u3bt7LL7+c6b7ly5d7FSpU0PcNHz7cpCbH1q1bvebNm+vP6NGjh0lNR70Ar2jRomnPy6YUk742evRob5999tHHYXD080d70le82ctnm5Q9Y/duT71DGiaed/31JtGRNOsOrJ3l5nDkd5DxYcq+hBTUtGnTtMBu1apVVCUD27dv95QVYs48r3fv3vpv+vfv740ZM8abP3++uZLOhg0bvCJFiuj73n//fZOaEWXJeKeddpq+56GHHjKp2ePvv//2Dj30UP1ZyooyqenMmTNHPysKjHuGDRum08eOHavP//vvP32e1/y8+mdv3pp53rYd20zKnvPTT55XrJinlDK/2yQ6skU05RS5ORz5kX79+oUq+xIag7IhL9T9UqxYMX0cScmSJaV48eLmLD3QYKNGjaRdu3ZSp04dfR5k1qxZ+jM7d+4sHTt2NKkZ+fzzz2XChAn6c26zS8Vmk3LlysmLL76oj++44w793UEaNmyon/UwYgMpmAMAyrLS+7BiUtWrWE+OqHCE7FV8L5Oy5xx5pMiNN/pRzrt1KxjRzsPCjVc5Ciphx+NLSEEp60jvUUKJUob1HhSM5cQCpwdoxiSdGDz77LN6f8stt2RQgLBgwQL57LPPzFlmcOCYOHGiOfM56aSTpHHjxjJ37lw91hUN+8z2N9jxrjC9WXKDvn1FqlZljFFkyBCT6NgjnLJyFCRo1ENYsi8hBWW9OKxVlAhWyEdzZpg9e7Z2Ovjwww/1+ZtvvilnnXWWtG3bVh5hCVgD65B89NFH2oKLZmFhUaFwUESRYCl17do1w+dZLrvsMr1/55139D4Sqwjtbwj7JeUWGIhPP+0f9+4t8tdf/rEjZ0hGWTkcqUgFPKkUKa2gbKgLurrmzJmjveBw2X7wwQele/fu2gvv6quvzrA08M6dO/U+UkHhpn7sscdKr1690qyf6dOn68+cPHmyEphPpykGrBysNzz6rDUTBC87lNd1110nX331lUkV7a5OWqlSpfQzRnLyySfrPd6J0bDPvMtMFLIef2G6W+YW550n0qGDH0T2hhvoxjUXHDmKs6oc+RE7vBOW7EtIQS1atEjvme9E9xjWzv/+9z+5++675bnnnpN3331XK4WlgSBvuG1DpIKqUaOGdj9/6KGH9GcBLuA//fSTLFy4UP7444+0MR8sLUChRaN58+YyfPhwrdAuueQSHZIDy+yqq67SCg3rK9JdHerWrauvowCtIg1in9n+BhQdhLmyZG5BnD71CrU1xaKGb79tLjhyhWSsKqesHGFjDYOwZF9C86D69esn9957r3YaYF5Q5cqV07YqVapIpUqV5IgjjpAmTZqYvxB9P3+HlRJrjAnniDfeeEPPmQr+raVHjx56DAol2I2R/Bhgvb388sty6KGHagVHVySOFdGUkwVHiN9//13ffwghFgK89tpruhuQOV3M7Vq2bJlUr17dXM2IEyKOvCIrpeZw5BYEjUUmIq/zmoQsKGtJ3HPPPfL9999r4T9ixAgZMGCAdl5AmEcqGBuxIdoYVCTWQonELpRFJIesePLJJ+WAAw7QygaTFMeIrJQT2LVOoi3GZZ/Z/gYUXt++ffWLitwcjrzCWVWO3CCWbLMbpPQYlB1bijYOFAvr+ZeIgrJjPZFYr0GrIGNBpAcb4eLff/+N2m0XiVU+0TwTbZq9J5nf7XDsKa4L0JFqhBbRnC6+ePTq1UtP1ho8eLBJiQ9RIfibBQsWmJTMKMtL3zN9+nSTkpE77rhDX7cRHaIxcOBAfQ+znW30imrVqnmrVq0yd0SnVq1a+t5o99mJucoyMymed9999+m0WBvXc4vpS6frSBJNXmxiUnKPkSPp8vW8vff2vEWLTKIjdKJN/o3cHI7sEE+2FStWzLvtttvM3XlLQhaU9eRIZqAsKwvFYif92nsjwZkB7HypIOrZtQs5XYw83/jx4+WZZ56RCy+8UJYvX677S2NZZrQGGFfChbJixYomNZ1ICwrwLiSWH98bbcNMzi1YcgO27Uz3kswt6GY+/3wRnHYuvxxvTHPBESrWqnKWlSOnQXZFk2l2w/cgLCeJhBRU/fr19X7+/Pl6H4n9IUESmdxru+JsP2ckRxLuQDFmzJg013PL448/rqNBMD6EcmrZsqX+nGHDhmmHDYLLPvDAA+bujHA/383nR/vuaAoKJRhtvCovKFvCbyBs+S/3v5/sGDzYn8A7bRoOMuaCI2VIRlk5HHtKmLIvIQXVqlWrNOGPF98xxxyjhXvt2rWlVq1aWsNyHhwrSsSCIio5REYWt9SrV09Pkl2xYoV8++23JtWHEEg4T6CIWrdubVJ9hwbc4XkmvAj/ijL71E4QjuVIYZ/ZKlngGYPzvPKSGuVqyE/X/yRTrphiUnIXjMrXX/eVVf/+5LW54Eg5nFXlyC2sX0SYsi8hBVWtWjU9V4l4eoRd/+GHH3S3G15zTLxlElekJZKIgqKbDWK5cO+1117ahRyYaxXk7bfflt9++02aNm1qUtLhOceOHSu9e/fWbvBBMFWxoJhrde2115rUjESzoMJ8SSxYeGSlI3NkqY1EOfFEf+0oDFeWil+1ylxwpCTJWFVOWTkSwa6OlPIKCojMQBcf4zfsUVLz5s3Tc4lwQWSibdBjz3bfZaWgOinJh5KIVCJBGPch9BCeenbiLmB22jAc0Tj++OPl4YcfzhS/j7lVWG7nnHOOXqMqGvaZg96AKMugRVUYYFgNRbV6tchVV/nKypH6OGXl2FM+/piIPP5xmLIvYQVlocsNC+Woo47SYz1MjqWrLdKCssIdCwiHBRRcZHcbsfSIKhFtHMjC5w8ZMkRbM2eccYZePCs78DxM9iXyBF2TfG8QFC6x+3hWImRA0MkCh46gwioMoNtZf5IpY8rolPvvNxcc+YZklJXDAQw3XX898s8/D1P2Ja2gEuVA1hVXEAiWaBEoGcaNsgNKDo+9devWydlnnx3TOy8rUEzPP/+8VnjE/Yu0vkaPHq2DzvKsdA+C/Q3AS8rO9+Z36H1Vr1CIPoXDRBYr8jtSHGdVORLh0UeJmSrKCPHPw5R9CYU6yg6YhNOmTdM/jq/AC69NmzYJTdyNxXfffafj/bVv396kJM7atWt1bL7zzz8/zW0+CF4qLL/B8/G8jFHRTWitO475LVkt71GQQTnde6/vQDFnDsrbXHDkaxJRRlkpNUfBYuFCvLYJziDy5ZciLVuGK/tyTUEVNFCuKKvsWoF7Aq/oiOeO0McLui/Q+7yGBtTpp4tMmiRy3HG+Z98etDUcKYhTVoUbNMGpp/p1/OKLRd54w08PU/blWhefI2f5dd2vegsL1YDSBRbLiXUeb7/dXHAUGGwXYCLdgI6Cx2uv+cqpfHnim5rEkHEKKkHog7XLgOQ1uzy//7eI+hcmdO+xHAfOExTgUaPMBUeBI1FF5ZRVwQDHCBYthYEDRSpV8o8hTNnnFFSC4EWYlct8bvLfLjOnrFg43x+Euc1PPOEf43o+c6Z/7CiYJGNVOWWVf2Hh8RUrWHuPFcdNoiFM2ecUVIIQJZ35AGHw785/9X6v4uF8fyTdu4t06UKeiFxwgci6deaCo0DjlFXBBMeIAQP8Y3pGIo2lMGWfU1AJQhinPfFA3BN27DKrExdLDa8EHBuffVaEdShxR730UjeJt7CRjLJypC44RrAWLPNwsZzw2oskTNnnFFSChPmSypcpL792/1W+vOpLkxI+WPyMRzGg+sknvgu6o3DirKr8y4gRIhMm+JPxrRUViVNQ+YAwzdziRYvLYeUPkzoV6piU1KBmTd+zjy6BBx8Uefllc8FRKEnGqnLKKnzWrhXp1cs/HjRIpHJl/zgS18WXD2Dicayl6QszzJtgeQ647jp/cp/D4ZRV6kOsTRYib9vWX/stFmHKPqegEiRMT5ZUh6DwPXqQR77TxMqV5oLDoUhGWTnyBuYy0rBkfiNeuVmEQ3VefPkBXpKzoGJDIW/TxldO7dr58yocjkicVRU+rJZ9xRW+gwQT7m3MvViEKfucgkoAJqrRDxsthp/Dh8m7b70lcsghIqwtyTJeLoiWIxbJWFVOWeUst90m8vvvIkcfLXLffSYxBmHLPqegEoAFGWHvvffW+7zm0z8+ldpP15buH3c3KakJg6zjxrGqse/hx2q8Dkc8nLLKO4j3ykpDOOWxlE48wyhs2ecUVALQgoCwPFnWb1svf2z4Q1ZtSf1lbevW9T376NPG9fyDD8wFhyMBklFWjuRAjLHOE7DkHRZUPMKWfU5BJYBtReyDaRAC//xnvr9kON+fLGef7YdOASb//fijf+xwJIOzqnIWGowLFogccUR63L14hC37nIJKgM2bN+t9WGbu5v/M95cM5/uzA/3cF11EAfedJlg23uHIDslYVU5ZRQevvccfVwJfSXzmKybq8xC27HMKKgHCNnO379yu96kSiy8R6OIbPlykaVORxYtFzjvP72JwOPYEp6ySZ+tWP7Cz9dpr3txcSADXxZcP+Pvvv/W+XLlyep/XbPh3g96XKxXO92eX0qVF3n/fXzaeCbxXXuk8+xw5RzLKqjBzyy0iv/4qUq9efK+9SMKWfU5BJcB6plsrKlSooPd5zR2t7tCx+Lo27mpS8g/VqomMH+979uGGnmwFcTgSwVlV0aGBiNce82xffx1LyFxIkLBln1NQCWBbEfvtt5/e5zXl9iqnY/FVLFvRpOQvmAiIcqL/u18/kZdeMhccjhwmGauqoCurv/4S+d///OPHHhNp0MA/ToawZZ9TUAlgWxH7E/LXkS3OOEPkuef8Y2L2MR/D4chNCrOy2rlTpHNnZJdf92680VxIkrBln1NQCbB8+XL9glwsvj0DxXTrrX7lIWbfokXmgsORyySjrAoCd90l8sUXIlWr+l57WcXay4qwZZ9TUAmwdu1aqRwrFr0jKZgfRYuOVXg7dMCN1VxwOPKIgm5VjR3rd+kRCHbUqNjLaCRC2LLPKagEWKekqeveyxmoNESaqFPHn8B7ySXE+zIXHY48JBmrKr8oKybissI1sEbb8cf7x9klbNnnFFQCbNiwQcqzdGwIbN6+WaoOrCoNhzQ0KfkfxluJ2Ue5Z9+nj7ngcIREQVBWGzeKdOwosmmTP++QOU97SpiyD5yCSgDM3LBaEWu3rpWV/6zU8fgKErVri4we7UdBZ4a7W43XkSoko6xSBXoh6I2YP1+kfv09G3cKEqbsg5RXUJ7nycyZM2Xs2LGyZs0ak5qZKVOmyLJly8yZvwrk7t27zVnW/PzzzzJnzhxzlhk8WcKaB7Bu2zq9L186vFZMbnHiiemr8bLoIYO6DkcqkV+sKnohPv5YyQklJj780J93mBOEKfsgpRXUp59+Kocffrg0a9ZM2rdvL6eyvngU+qi3c/LJJ0t/s74D/aY1a9aUR2zE0jhcf/310rRpU9XqyNyMR0Fu2bIltFhUNlBsforDlwxduojcdJPIjh0i554rsnChueBwpBDJWFV5rayGDPF7IeiNePddf022nCBs2Qcpq6CYINapUyf5/fffVYYfolrY16qXoN5CBG+++aY8+uijUrFiRbkVH2bFrFmzZPXq1bITf+YEeOCBB9TLLS5du3aV2bNnm1SfrQSyUoS1YNeW//ylacuWLLiLJQ4cmO7ZR2BZ+tAdjlQllZTVRx+JdOvmHxMx4oQT/OOcIGzZBymroEaOHKkH6KpXry5ff/21yvwXtJUUZPHixXLdddfp5YgnTZokhx56qE5niWJINMDhCeqtouhQaJdccoluNVjscVitiC07zPcXUAsK8OxT2a9jhf3yi8jFFzvPPkf+IBllldMQoZz5hIxk3HOPyDXXmAs5RNiyD1JWQc2YMUPvhw0bFtMPv1+/fqq1vUn69u0rR0dZfasYki9BzjnnHK2cfv31Vxk6dKhJTW9FlCbyaQi0r9Ne/ur5lzx3pgnDUEAhFiXzN+hDpy+d5TocjvxEXlpVTNE46yyRbdv8SOX3328u5CBhyz5IWQX1o1nlrmXLlnofCdYVVhba/caIOB70nUIyCgruYvq14plnnkn7jLDNXJbYqL5vdalUtpJJKbjQd/7ee/5y1IMG0TgxFxyOfEQyVlV2lBURWE47jWEQGtYiL76YMx57kVgLynXxGVAKOEa89NJLuvuOcaHevXtL586d5eqrr5Zf6P8xfPjhh7or77zzzpMyZcqYVB+rXHbt2qWVTaNGjbSrZIMGDWT48OFpXYCR1KtXTxo3biwLFy5MG4uynoBuom7ewMRC+tKB5aknT/aPHY78SE4rq1WrRPAVW7HCH29i0jvOEbmBDRQbquxTwjxlePDBB9EsMbdbbrnF3Ol5Xbp00Wmvv/66SUnnvffe09dKliyZ9rcVKlTwihQpoo/PPPNMb+fOnebujNxxxx36nqeeekqfz5s3T59Pnz5dnzvyhltvpZXhefvtxzswiQ5HAWHdgbWz3KKxdq3nHX20Xy8aNvS8jRvNhVzio48+Cl32pZQFhTXUo0cPUYpIn1etWlVUJslXX30l3333nfbWs1gLB4snEqWI9H7Hjh1y8803q9bGCj2HCgusefPm8vHHH2cYZwpy7LHH6r39fGudhbVgV2GFGQLMiqcRd/bZqpVZsOYpOwo5iVpVFuoBltMPP/hhwj75RGTffc3FXGIjoSkUYcq+Imgpc5wyMO5DvyeOD3PnzjWpGUFxbNu2TS9JjBdfkHHjxkm7du2088R9ESvk0X3H3CrmPeEdGAkTdlF6TZo00ROEUWyVKlVK6zbMj/y781/5csmXOmzStp3b9B7vwBJFS0iPZj3MXems2LxC2rzSRrbv2q7/liXn/9v1n1QoU0GW9Fxi7kqHKBf1B9eXUsVLScliJWXfUvvq1X+r7F1FXjv3NXNXOnzmmAVjpGyJstp9Hg9FJiLz+fuUSp9hSBd469ZMpBZ55RXfYym3ujP2FPJ0646tUnnvzA49i/9eLEPnDNVTBsh3+w5qlaslT53xlLkrnZnLZsoJr5wgO3fvlF3eLtnt+d3MTaqpMtllpj4OMnv5bDll5Ck678uUKCOlS5TWedqoSiN5/uznzV3pbNq+SaYtnqbXFyPf2fPO8guURyawk59EWlm+ebk+r1muppxe+3RzVzrvz3tfbvv0Nl2GKXvkP8fn1ztfXj/3dXNXOm///LZc9v5lUrxocZ2n1JMSxUpIxzod5bmzMjsrzVkxR9748Q3Zf6/95YDSB+i8p1zzfhtXy9yAjkWsLr4Sv/ymlRN+YzgqT53qr1KdVxDRvBorj4ZASisolMg333xjUtNhbInxKbxLrBNDkAkTJsjpp58uzz77rNxwww0mNR0m/qJ88ADcJ2LK9aJFi/S8qyOOOELmzZsnf/75pxx88MFa0d2fhasM11GIlskLJ2sHBworQoNjtliLDvIaEERsCKYdu3fofY/xPWTqn1Pl1Y6vysmH+G72CMLXf3hdNm7fKOu2rpMV/6zQSoLK9O6F7+p7ghAqiXh+kVQsU1FW37banKWzestqqfx4ZkFbuWxlWXnrSnOWzpKNS6TWk7XMWToH7nugLO251Jyl89emv6TGoBrmLJ2qe1eV5bcsN2c+S5Q+PL3DRmk/4GEtAFCC+5TcR+crwuCUQ08xd6ZDvpEvCBXynHwpVsR3mLHWdRCE1dKNS7XyIG83/rtRC3H+tl2dduaudH5Z84tcPPpi+fvfv/VEajY+I5YCmbVsljQd1tScpdOwSkOZc23mCCYoqGbDmpmzdJpWV/Xhf5nrw4y/ZkiLl1qYs3SaH9hcpl8z3ZylE+1+8qhVzVYy+fLMg37LNi3TQps8pwFBvvMOaFCwkGYklGX+FVH/gDKNoiWd9xfJqn9WyXcrv9OKh7xE2ZDGZ1/Z4EpzVzqv/fCaViCRoHDeueAdc5bOu7+8Kxe8o1o3EXQ6spOMOn+UOUsHZdP5vc7mLJ2L618sb5z3hjlLJ9bzxPr8j3/7WO757B7dKKAO0kggX4+tdqxceOSF+p6gsjrrwN+0cqqlqhjRVmrWNBdyCORWVrINP4BEgx7kNCmtoLBkvv32W5OaDo+Mh16JEiV0SKNIPvvsMznppJNiKqiOHTtqJwtaBnQjBvntt9+0hXXUUUcpc/oHWbVqlVSpUiUpBbVj1w4p2T/z+im0xP67J7ODBq260g9mduVEIDSr3kwmL5osEy+dmCaMEZ7lHslsdqMIt9zpe94E2bZjm5z5xpnaqtGt6xJ+Cw+Bf98Jmddg37V7l/y+/ncttKxi1S1JJfDZR8L9KEEsLoQMz8dWtEjRNKUaBOHTfXx3LYxoBVuhREWNJrDHfPWrdJhUx5ylU/uA2vJbj8zdJL+u+1XqPJv5/jrl68j87vPNWTo/rf5Jjnr+KHOWzpEVj5Sfuv1kztKZt2ae1Btcz5z5kEctDmwhU66YYlLSQeEP+XaIfj/ke+nipbVAqr5PdWl2YGZFRH7SyqcFj2ItVrSYFvbRlCugkFGWKEkULOWJPKW8RWvBY3Hd/dndsmbLGp3vPB9/d0btM+Tjzh+bu9KZtHCSttAiOfngk2XS5ZPMWToTflcNxNczWzJYN+M7jzdn6YxdMFbaj2pvztKJdf9niz6TS967RFvg+5feX+cjypK60qVxF3NXOlirNOIou+S9Lc9s5G0k5D95Sb6yt43FUsVKRW1g0mAZ9+s43UjcsG2D/LPjH52f5E/3pt3NXelQFq776Dpzls41Da+RYe3TXVePe+k43ZiYdMlX8tStLeSJJ3wLKqeJp6DuvvtuPaUnDFJSQaF0mGRrlUQ0DjjgAO1qTjdf5IRcxqxatWqlPfi6d89YQPDKq127tlY8/H3kQlwoRLr3WrdurVorX2gLqm7duroVkaiCogV+/jvnayHBZoUGAjuaRRFUUNyDYEK4INDotpi9YrbMuGZGmjDjlXUd21UrMCom3Uq0xBB6Jx50YkxBll9BkL44+0VtMVrhu/m/zdqie/bMZ81d6cxfO19av9xaNxS4HyFDi/7w8ofLgu4LzF3p/Pn3n3LSqydlUB5YCXTRPH5q5uglfCZCyXbnsCG88mu+U55s46LcXpkbPj+v/lnnP/m+6b9NWgiT/02rNZVnznzG3JXO+N/G6wZREBQtCmfcJeNMSjo/rPpBd8GRh+Ql+cq0ChoI59U7z9xVcKBbctGGRbo8c4y1T35iUZ9W+zR9DxPVjx3WUL5f+b3M7jpbqkojvfhgbhBPQUX2DuUpKKhUY8eOHShNT1kyJiUzxx13nL5n7ty5JiWdGTNm6GtPP/20SUnn7bff1teuuOIKk5IRvAK53rVrV32ulJ1XqVIlfRwGRz53pCd9xftl9S8mpfCiXoWHc+XIkZ73998m0eEoYKxZ43mLFnne4c8cHmrdRwaGKfsgJSfqJhJD78gjj9T7MWPG6H0Q9bv0/sknn1Rm8RM6Nh9eeXfeeadcdtll2mrCuy8adP1BfWLWK5YuXZrJCSMvsaGOovXdFzaaN/fDu6hXqKxrfy6Iw1GQoEy3aYMM88dGIay6z3zRMGUfpKSC+ucfP4J3ViE2cKAAq1CC2Im4eOzhss69uI8//PDD2rmCuHtM2o2ErsXx4/0+b/v5dPGF+ZLodgG6Pwo7RVVpxZuvRQsaDv6ibP/+ay46HPkcJWr0RHXiERC8Iey6jzwMW0Gl5BgUruUoEDzxrMKIBCVGIFk88Yg6wfIaFsalHnroIR0Edvr06TJ//nyd2S2UZCMixX4s6RoFvuvMM8/U3427OWMKRFTn72O5u+c2etD1v3+k2j7Vog7oFkZWr2b+m8hff4lceKHIqFF455mLDkc+ZOZMP7be2rUiDRuKTJwoUqxsuHW/Q4cOuoEeluzToKBSjTVr1ugxptdee82kRKdXr156vOiMM87wdu3aZVKzx+bNm706derozxs+fLhJ9bxTTz3VU9aUOXOkCj/84Hn77EPjyvPuu88kOhz5kAkTPK9sWb8sn3aa523YYC6ETCrIvpTs4mMFRzzxiMGXFXieEGcPy+eKK67QllN2YO2os1TzZcGCBapFfqH+LAvRKHBnd6QWjEERh4xuPxyQ6PpzOPIbLDBIpBQmpV9+uR/RP0YHT56TCrIvJRVUohDJnKgRTKpV1pbce++95kpyXHnlldql/JRTTpFXX31VCb30bMEtPXjuSB2o2M8aL/OuXZn/5h87HKkO9hJzX4mOwmrS+GzRyEqltnAqyL58L3mZaMt4EXOe4llcsejZs6deuuOTTz6JushhQZtXVJAg4rldMh6nid9/NxccjhSFBRIIN3rHHf7YKYqKSbipKGbCln0p6SSRShCRAq/AL7/80qQ4Ug0qfIcOxGD0w8Hwqg480Fx0OFIIGlJduoi8+qpvLb3+um9FpSKpIPtc31UcCKlE7L+wqDmopo6LZ+dEODJDLwTjUc2aiSxe7Hf9bdpkLjocKQIRydu185UTiyTQoMpKOYVd98OWfeAUVBwYJExk4nBuQSgUYqURtscRG2L+slT84YczTcEXBFHiCDscoUDDifl7EybgBCYyZYq/fEZWhF33w5Z94BRUHIg6EWsF3rzABmd1FlR8DjjAXyeHlQGI+typk9+l4nCECXOcsO7nzydCjcisWf55PMKu+2HLPnAKKg7MpGbNqbCwYU4IUOqIz8EHi0yaJFK+vN+FcvXV/hiVwxEGuJETuoil2k8+WWTaNJGDDjIX4xB23Q9b9oFTUHHAqy/Ml8TSAOAUVOLUret39xEu5rXXRHr08N16HY68gvL28MP+GBPi43//I1JNcnOcwq77Ycs+cAoqDmGbuTYOl+viSw5CKRJHmFBigweL3H67U1KOvIEl6q68UuTOO33X8cceE3nxxeTnOIVd910XXz6AgLXZjVCRE3xx1Rey+tbVenE+R3KcdJLIO+/4y8Q//rg/98QpKUdusmGD7/wwYoTvqffeeyK33Za9OU5h1/2wZR84BRWHsF9Slb2r6FU8XaDY7IE3H0qK1uugQUzKdkrKkTssXCjSsqXvoIOjDtOHOnY0F7NB2HXfKah8wL777qvN3GhLyzvyBwiJ99/3ldRTTzlLypHzsE4Znnnz5vmeejNm+FHJ8zOpIPucgorD/vvvr/csD+/Iv7CUAR5V1pJi0DrkKR6OAsJbb/ndySyVcdppvuVUo4a5mI9JBdnnFFQcaEUA60458jft27PAJV0XIsOHi1x0kT+g7XBkB6zw/v3TyxFxIZnaUK6cuSGfkwqyzymoOJQzpW3jxo1678jfnHGGyKefUvlERo/2W7zOOHYkC0MzxKa+5x7fAQInnOee8x1yCgqpIPucgoqDNXP/JpBWCDzzzTNScUBF6ft5X5Pi2FPsQHbVqiJTp4ocd5y/3LbDkQhMuqVL7803WfLHn87AuGZOB/4Ou+6HLfvAKag4lMFXVLGFFcVCYMfuHTom19//hldICiLHHOMPZB95pB+CpnlzkW++MRcdjhj8+KPvDEHZqVnTd44gOHFuEHbdD1v2gVNQcShLOAJFWC+pbAnz/f+FV0gKKgiYr74SadvWbxUTkoblDxyOaOAJSsBXAr8yEZwGDSs75xZh1/2wZR84BRWHfQiTrfjnn3/0Pq/Zp5T5/h3hfH9Bh252wiJdd50/0H3ppf4CiCFPoHekEDhDDBjgL4iJrKaMfP65SJUq5oZcIuy6H7bsA6eg4sBkNQhrwlrp4ub7d4Q7Ya4gg+v588/7IZE4fvppkRNOEPnrL3ODo9BCKLprrkkPlUV8PaJEGLGQq4Rd98OWfeAUVBz2ZhRUEZarpW1FbdzuvAhzG9yEiTbNarzTp4s0aCAydqy56Ch00O1LQ+Xll32FRESSPn1y3hkiFmHX/bBlHzgFFQcW7cLUDcuTpXXN1rLylpXy8SUfmxRHbsIA+Jw5IqefLrJunT93qmtXt0JvYYM1nI491h9nqlXLH6s8/3xzMY8Iu+6HLfvAKagEqFixoqxcudKc5S2sCVN578pSukQe9Ck4NOp1y0cf+XNbSpYUGTrU9/rDNd1R8GESd+vWfhcvThEoqTDCFqVC3Q9T9oFTUAlQoUIF1ZpWzWlHoaGoqhnMbZk9W6RRI3+eFN09BJsN0anJkYuw+nKvXv6YE04ydPniDFG5srmhEBK27HMKKgHoiw3Tk8URHgT+ZDzq7rt9pfXkkyJHHy0yZYq5wVEgWLpU5Pjj/TiNRIPAasZpBgu6MBO27HMKKgEqqyZUmGauI1wQUv36+V09KCeWVWD57iuu8AOEOvI3kyeLNG7sT77FQYauXIIJO8KXfU5BJQAvafXq1eYsPDy3RkSoIMRmzfIDhLJSL+7GdeqIDBsmsmuXucmRb6Abr3dvkVNOEVmzxp+w/d13/rhTqhFW3Q9b9jkFlQD77befNnN3hSSFznv7PCnzYBn57M/PTIojLLCm7rrLD3mDFbV+vUiXLn5EAdyQXRsif7BkiT+myHLsuI337SvyySeMuZgbUoSw637Ysi9bCmrr1q2qJTlLFixYYFIyw4/inmgQOuP777+XCRMm6I37wtTSixcvloX028Qg7BnVO3btkG07t8nm7ZtNiiNsDjvMj4r+xhsiBx3kL1R34YV+69t5+6Uuu3f7k7JpUDC2SJcec9/uu0+kWAouWh123Q9b9iWloHbu3Cm33XabVK1aVZo2bSpHHHGEjB8/3lxNZ4lqnnCdbRWz3RT9+/eXQw89VI455hj9oxs2bCinn3663rgPU7J+/foykwkIhrFjx8qAAQPkmWeekccff1x+++03cyV5mA395JNP6s964oknVCF9Pq1V0LlzZ/3dH3zwgT6P5IADDtD7NfQDhMABpc33bw3n+x3RoeV98cWiGmr+gLoqwnqciph+zKOaO9fc6EgJEEUsr9Ktmz+vjTludOkRzT5VCbvuhy376NtMmIEDB9KBobeWLVt63bt399auXWuu+vz3339e8+bN9T1XXXWVt3v3bp1+8sknp/1t0aJFvTp16ngnnnii3pRy8IoXL66vDRo0SN8PZcqUSfsbNj4vu4waNSrDZ7F99dVX+tr777+vn6l06dLevHnzdFoQpYT1/V9++aVJyVv6fNrHk77i9Z/a36Q4UpHNmz3v/vs9b5996OjzvCJFPO+SSzxv9mxzgyMUEEGvv+55lSv776VCBc975x0/PdUJu+6HLfsSVlAomipVquiHVVaUSc3Mvffeq+9p166dt2PHDpPqeZdddplO79evn7dlyxaTms7WrVtVRZ7tKSvNpHje/vvv7ykN7j388MOesnq8P//801xJnu3bt3vKavIeeeQRr0WLFvpZ+D7LsGHDdJqy7PS9QWbNmqWvKQvLpOQtA74aoAvpzeNvNimOVIY22003earR5QtEttNO87xp08wNjjxjwQJPNYLT30ObNp63bJm5mA8Iu+6HLfsS7uJTykG7G9I1pxSGSc3I8uXL9TUWuho6dKgoq8hcSV+dsVq1amnrjAQhMGGjRo2kWKAjmCWHS5UqJX369JGePXtKLWKOZJOSJUvKddddJ71799Zdk2D7V+Hqq6+Ws846S5n838mrr75qUn3ss4cVk6pcKf/7//nPzcXKD5Qv78+X+v13f+InIc0mTPCjE7Rq5cf3YyzEkXtQVe+8058W8Nln/jt56SV//poSQfmGsOt+2LIvYQX1ww8/6H2bNm0yKJEgL7zwgiirSbp166bHlIL8Z9YvQFEkCpPElOVmzjKCo8avv/5qzjKjrKMM41lBeEawwRChSJEi0hdXHsVTTz2FZamPwa7Nv3lzOAOVnY/uLJv6bJIX271oUhz5AdpTAwf6UShYGny//fyYbox94J7+yCOiGn3mZkeOwLAyiujww/3I4yyhwnw1xglVG1RPts5PhF33w5Z9cV8XgQInTpyove3g559/lttvv1169OghI0aMyCDIR40apfeXXXaZ3gexi17ZRbASgc8OWmFB7r33Xm0JvUyo4QhQpijSC3GrikKsz2zcuLHUrVtX/0Y2i7W0wmpFlClRRkc2Rok68h+03h94wI9WgMLC6w/r6o47RGrUoL74zhWBquRIEvLuww997zwm2eIQgUclk29fecV/B/mRsOt+2LIPJRCTf//916tYsaLug4y1WSeJVatW6fODDjpIn0dy9tln6+uTJk3y1q1b5/3000/6eOTIkd6AAQO8Pn36eJMnTzZ3++BIEevzcHDAqUFZc94XX3xhUj39uZUqVdLfxbhVNLp06aKvL1myxKSk06tXL31NWYMmxR9/43vuuOMOk+JwZB+GWceO9byOHT2vaFFEq78dcYTnPfqo561YYW50xAVHh88/98eWbD4iMnCKyA9OEKlO2LIvSwXFw911111e586dvWOOOUYLboT722+/7Y0bN85TVoa50/M+/vhjff388883KRlp0KCBvo63HPtoW5MmTczdPocccoh32GGHmbPM8Bz8XY0aNbz169d7M2bM0E4VpOGssWvXLnNnRrp166bvWbhwoUlJ54033tDX+J1BypUr5ymr0Zw5HDmDagN6q1d73vLlnrdmjedt2OB5mzZ53rZtviJLE7JO2maA7JgwwfNatkxXTPvv73lPPYVDlLnJkSOEKfuK8J8SyHGhW485Se+9956cc845JjUd5ikxRwonhEfoXI+gZs2aspQ+DgUDb4xRRW7t27fX86QsSvHoPtBgd1skXbt21Q4ZLVu21JN/6Up87LHH9LPE4uabb9bjTPPmzUtzmLAwbtWsWTNp0aKFfP311yY1H8JrZTlQ5i+wbdhARzITwvw9Xa5bt/qhEDDf2Ti29/C3dODbPWOIjN3RyW+LDN0OLEG711703frxfxhjpN+awVWcYdg4339/f89ADPeSzp6NsUD6YNg4zm8DBUC+kX82D8lvNvKZSY42z9nsO2CdHfZs3EMe79zp5zGbPbbjsIlV1QINWUTEDrpKmcMEFK0bb6Re+8XLkbMgmzt27ChDhgwxKXlH0gpKWUpyxhlnmNR0GBPq16+fVk4oqUhQNn/99ZcsW7ZMe/IlQqVKlfS9KJ5YMMP5qKOO0l6GMFCV3F64TmUByguFOnfuXDkaN58Av//+uyirTerVq5dBMeJAcf/995uzzNzXurX0PfVUXwirF6prjRW+CGOEOAIcgY4QZxwMZxM2BD2vAUHEhmBCGVAbrSJBSVhhhjJhv3Gjv6reihXpghGhx8g7Sgnhlt8gP8g7Ys5Ur+4fszFhkD15SL84+Uqeckw+k6dsXCedfLbKk3Tr2EM+s1klgAJGYbDZvCZfyWPylvwkDQVCHnONfCZ/uUa6VS65jSoba9cVEeaT42ihqkehYflyf2Xb557zizvw+1n+5IYb/GJQkEFM59Y4VDzZhkHRrl07GTlypEnJO5JWUOPGjdPu2JHwA/mhuJnjFh5JedU6Xq8qON53dq37eJAxhx9+eMyQSTB16lQdjeJfJWiKqpY3563w5c2Cu+66Sx566CH9uceybGYAPAPr1KmjLbmgYoyroNTm+wCmEAhmrBIUJk1LrBryHuFurRfSuBa0criHjb9HwFshH1SqVqGiSBHyVomyWYuMNDYsCc4R7gh1a0Ug2DlmjzJAAXCcHyGPWOnQ5id7lCp5jPRks1Yject58DrvJDKPg8dYlSq/1/9dVL9STomAcOaZouqj7xxQ0HxoKEqqPay98ghYQ3GDI4/0raVLL/WzvSCzftt6qTmopl60cM1tuRPNIZ5sY9FCZCq9Z3lNwgoKpfPoo4/K6NGj5dxzzzWp6RBGiLlK3BdtnhRBBzcqAYW7OUsJJ4KdG/UVvrlRmDFjhpxyyilKpv2jKuqZ2rrD4mIuE9ZXLOwL+fLLL3XXYBCUFqGXWiuL6ItAULW4CuqEE6QvEgMBTFzBYOsaIW27yqxlZLtvIrMfyYNgspYWAgzBhmWAEEOBINDYs2FpoIAQjqQjGPntpPH3+Q3yiLzDDQtLEKXFOQoMBUc+kqdYMfYYJcffka/sSSefrfIkPTKfrQIgX1EY0ZQHigalzTXy3lpzXEdLcA/pbHxObmkIlDvvVT3fjg3/SMeOfhxAfp6FTgmicROZ+6ST8tdcnyD8JuYt4RCMPOSVA9XBLr/PbyxoyjgWm7ZvknKPlJOyJcrKP3fmTuMtnmyrUqWK9nDGOMlzUFCJcOedd1LDtRNBNKyTxIUXXmhSMlK5cmV9XSkpkxIfHCpOOOEEc5aRadOm6cE7PlMpTu3QwXdzTlilYESKSB588EF935QpU0xKOjYkUqSThFJa3qmnnmrO8pZdu3d5c1fO9b5e8rVJcRQqtm5FvXpeyZImwVP1yPPefdfzrr7a86pU8S8Ht0MO8bwrriBCiud9/73nBYK6pByrVnneyJGe16kTA/IZf0eDBp73+OP+PYWRrf9t1ZEkSvZLf/d5TZiyL+HR6FgTZi0EW4VPPvlEW0mR0FUH1lEiHgSm5TujTexVyklbTlhkStno7kf6Z4cNG6adHiZPnpxli8B+ZrTnHDNmjN4fST9CAOZO8UxhoBSUHPPCMdLq5ay7Lh0FFCw9CJQ/jOfzzvO7vxifYR49jgMMD2PgEZyfgCjMCWrQwE9r3ty3QAhsi/8Phmdegxhh0uzrr4t07+53TWLsMxfsrbd8i6lePca0RX75xXeEYOn9wjTeFqR4Uf/d79wdjuyBMGVfwgrKTrTdK0an74EHHqi71ZjQxThQJHZcCE+981TN6tSpk/YGZDwLZYOzQnAQLqvIEy+pWsmYE92KyrIzqVTCfeT9999XlXdf7bCBE0Q07GdupzsoABEm6CYETNogjG/FU9K5RdEi/mva7YXz/Y6QodsXYpQ/ursQ9PgGUXwZ8ps921++nLnqhxzi93QyGZilzHEqoGcbJceyISg10rifya4M+aLg6FnEjkkWHpPeWZ7h3Xfx8BW57jp//SV6SHGcZfwIh4effvJ7VfEvsuGh8E2ifVm3rvnAQkwq1P0wZZ8qgIlx7rnnUlTTIoBHw3YDMs8oEmU5pc2lirXdRIRNw4YNG3Qa3xvJ6tWrs4yuO3HiRE8pPW/lypUmJSMEjeWz3yGkcYBPP/1Up9etW1d3GQY5/vjjvTbMBgwBngUzn81RCKEsqnKpt2yybp3nMQ/+ySf9rr+jj/a8YsXSPzbWVrq059Wo4XkNG/pzjtq29bzTT/e8M87wPHrfVbXwWrXyvMaN/W5FIoWXKBH9s+xWrZrndejgef37ex5z7JkL5ohOKtT9MGVfwk4SDzzwgHaQYG5QrHBFuJEffPDBWuN+o5prDehbiICFCbFssLT4ahwmsMrwtaeb0IYhYv0RLLKLLrpI3nzzTZ2WUwwfPlyuueYa/bl8PmCRNW/eXD/b4MGD5frrr9fplhNo/ik+//xzvc9r/t2pmsCKvYoXcLclR3SsV0Bi1TUh6EBgibU//hBZtAgPVn+lWdy48UnBkx7/nuyADwmOGkoc6NBOWHHEH2SaY9Wq5iZHQoRd98OUfQkrqERBuN9www163hPdbZFdZYlC5HQWRkTJ0RVItxzjS0wYyw4oHmUhCQsXEqvv3Xfflddee00vVshY1qWXXqq9VJjjxThUZLw+YvsxzhWWgnIUYqiitpsvZ6trlvBV9OyvXetvKCtmB1jnU7rmeCwcIun5t971jHdxzVEwCFP25biCAjvPiGjhrK7L8hvJQpDaChUqqMqQPtmUKOqMG8WKpp4VKB4cOIKgQFF4HTp00EqJCBIoseAyHBbG0FCSU4jX73DkJQxQ42eNFRXWWICj0BKm7MsVBQUog+nTp8s999yTyRpJFOYpsWwGa0LhNMF6UCiT7IAFRQuA7kScIZg4fDHrdSveeustWbFihV4mJJpTBhD6CIWLAnM48hT64jBRqEfByU8ORx4QpuzLNQVV0GjSpIm26MYzpd3hyEvoZ2MyMEqKPjaHIw8JU/aZjm1HPLDgYllXDkeuYufrufLnCIEwZZ9TUAlCt2CiIZpymjVb1kiJfiWkxqAaJsVRqLDdeiGVP0d4pELdD1P2OQWVIDhnMBYWBriZMpPcTdQtpNgJ5SGVP0d4pELdD1P2OQWVIMyTihVFI7dxc6AKOYSBgJDKnyM8UqHuhyn7nIJKEJYJKUNU6xDYusOfLVmmRDjf7wgZO1s2pPLnCI9UqPthyj6noBKEJT1wtQyDf/7zw+zvXTKc73eEDEuKQEjlzxEeqVD3w5R9TkElAF4sRPMN6yVZM98pqEKKDTvuFFShI+y6H7bscwoqATYQHlrBoothcPIhJ8uOe3bI6AtHmxRHocKUPx1LyFGoCLvuhy37nIJKAALcAksfhwXrwuxbal9z5ihUsLowFNZFkQo5Ydb9sGWfU1AJQDBZyE5MQYdjj2FhJnAWlCOPCVv2OQWVALhZQlhzARyFHOtm7sqfI48JW/Y5BZUArF0F0aKc5wV9+/ZN2xyFj77Fi0vf++6Tvi6SeaEj7LoftuxzwWITYNiwYdKlSxdZvHix1KxZ06TmHazFYnGvq/Dh3n/hJex3H7bscxZUAqwyg9RhOkk4HA5HXhO27HMKKgHWrVunl7kv7ZYJdTgchYiwZZ9TUAmwZcsW/ZIcDoejMBG27HMKKgEYKNx3XzcHyeFwFC7Cln3OSSIB2rdvL0uWLJHvv//epOQtOTFQypouxNTatm2bbN68WbeMCALJTHHmOlAQOWbPPWyEOcHNlHD7HPMZu3btkt3Gm6xo0aJ6nRgiHdPKwhWVhc0o0GwEmCS9XLlyaRsz0kmz19gHf19BgHdk85N8Jt9tnrORt1z/+++/066xt2FlyGM2jidOnJghf0444QS9J61YsWI6/4sXL6438p78pDuG0DRsvAfyHS8sVkUl/9kYU+C+/J735PX69et1VxR5ykZ5Jm/Xrl2r9+QvZd2WZ1u2yV9blm29okyTr+xtnpLHwY18Iz+ZG1S+fPm0csz5AQccoPOdNO7h/j0hJ+r+nvDFF1/osnjiiSealLzFKagEaNu2rS7gX3/9tVx66aW68LFROCtXrqwLJYIAQY0wqFSpki6sObUKZbCQIuCocLYiUglXrlypKynpVEgGNtkQelxfs2aNvpYIPDMVkI1jfhMbx1RYKi8bxYbKjdKi0pM/KDI2ns3On0gE8pI8RIDaSs9xtWrVdDoC1e55Fio+QoBj9jxPToLwIh8ReuQxv418Jy85J1/JU6tg2LiXzSr5RKsVgs3+nsg85njGjBkZ3v/xxx+flvcIDvIfQcvGc/Os5D3PxLvICt4x+cyGwrKKi2fhPdhyzEb5Jp19TpZt4PfYskM5JR+JYLB8+fI0xWPzmHTeg1X+pGX1O8lHnpt8tmU7WJ5RRGwW2zggf22e2jxmzzkKjufhvnggD8hTW7bJY/KQMs+ea5R3q/Ao51a+cJ6bCornJ2/ZKDf8LvKUMs57sI1TZNw555xj/ipvcQoqAW6++WZdUB577DGpV6+efqG8SLasoALYykGlwMKgRRUpiPhsK3RsxbCVge+gUlKYOI/3uvg+BEuVKlX0MYWfY1sxqKCk20pAOpXICp6cmpDH81vBToFnI9+sYLGVnGP2VuhYIY+CZZ8IVuCw8fyc29auvUY+A/nHZgWRbVHbymkVbTwQKAgT8pKNvLNCnvxks8KGe9koB5zzDjjnHvtcWRGcA5PMfBjKEXlu8x6lyrHNZ86t0GdvLRGEE+8vK8hTW5bY8ztsGvmO0LfC1SpTW67t+6c8s/H+uZYV1kKhbCPsbd5SvqtXr67TyFPKMfnKeyCN5wsK+ZyCMkSekme23HBM3vJ7OCevKdfkr71Go4a/s/fEAzlBvpKn/HbKt+2psLLDbkEZQn7bPXlMmaas2438j5fnFhpFU6dONWd5i1NQewAFjAJoKzWFgEIY2brmPtsasYqHwmELkYVCZrsWrCKjElI5KZRUNiogm62MVEJaOAhH7uVvCwrkF/nIZq0X8pE8tS08jhEQ3BusiOQzG8ek23y2worKTV6RrwhVNpvX5CsCDoHIRppVQmwc824KMtaSsYLVClXS7blV6lbYkc8ck++R5drmN+XaKmnykM2Wa1vGUT4IYyzogliuLeQTeWzlB3lt5Qb5yt6eW4VO+bZlHfkRKb6tDCG/7d4qNBprdiP/2ZPvKHTKOOfkP+fs7X22ToSBU1AOh8PhSEmcF5/D4XA4UhJnQTkcuQjdM0899ZTUrl1bvv32W/nxxx9l6dKluuuRbhO6Z1u2bCmdO3eWQw45RP8NVZLrdM3QjWO7arILnwF0/9A1RNeNI7X57LPPZNGiRXL11VeblMKJU1AORy7ywgsvyPXXX2/OYtOkSROZOXOmPr777rvlwQcf1MdQv359rdiyA2NDBx98sPz1118mRbTCvPHGG82ZIxWpUaOGHv/59ddfTUrhxHXxORy5CIPNcOCBB8qdd94po0ePljlz5si8efNk+vTp8uqrr0q3bt2kZ8+e+j6wygRHAf7u6KOP1ufZAeuLv0fg4XAAQWXlSE1WrFihHXIKPVhQDocjd5g0aRI9FF67du1MSny6d++u/2bWrFkmJWcYP368/tx+/fqZFEeqohoW3nHHHWfOCi/OgnI4chFVx/TeurcngnXpxZ04J7GfxxQFR2pDucH6Ley4HMgHMLD98ccf6+4golnYQW9H6oOzA+DwkCh2zk80AbVs2TJp06aNfPTRRyYlI4MGDdITs//880+Tko5VksxFcqQ2KCgcY9jPnj1bnn32WXnllVf0XKnChFNQKQyTHR9//HGpVauWnHXWWXLllVdqj6/DDz9c5s6da+5ypDJMLgYmP0ZCQ4MoA/Yei22ARFMkTJL96quv5Nxzz5Uvv/zSpPqMGjVKbrnlFj3JkwH2SOznuQZO/oAQZsRePPbYY6VHjx5y1VVX6UUD+/fvn2aZF3ScgkpRKIB4f912221agN1www3agjrppJNk4cKFMnjwYHOnI5WxyodWMC7DZ555pjRq1EiqVq2qZ/fjZo4jBNEELDYETTQFhUcfLWms6osuuijt70aMGKFd1fmbt956S39uJPbzEg1x4wiXBQsW6GCtNE6xjPv06aPf4T333CNPP/20uauAowShIwX55JNP9IB2xYoVvfnz55tUz7vzzjt1+rBhw0yKI5WxDg+xtn333ddr3bq1p6we8xee17NnT33t559/NimZ6datm76nQ4cO3sCBA/VxmTJltFNGLD7//HN93yOPPGJSHKlKkSJFvP3331/LgSB//PGHp6xjr1KlSp5qaJjUgouzoFKU559/Xu8fffRRqVOnjj4GYtIBQTIdqY+dFKsUibz44osyZswY+eabb/QYkQ0oSiuZeGcW68wQzYKyDBgwQJeLDz/8UHfrEa9OCTM5+eSTzR2ZsZ+H9eVIbXhXDRo0kNNOO82k+DCZ+4orrtBdw9OmTTOpBRenoFIQxp4YBEe4derUyaT6WIHnogHkD4gkASxX0KVLF2nXrp00bdpUjytGGycCq0CyUlAotKDwUlaRKEvMnEXHfl5Oewc6ch66f2N58TVs2FDv58+fr/cFGaegUhBa1owTYCUFW9ZAlG1H/sEqg2S8+BJRUIxJMA5hPf5QULSqswKhB86CSn3su4oGUdAhq3sKCk5BpSAoJQQay3YEly0AliCASM8vR2pilUwyjgnxlBrdv7169dLlZMqUKXLBBRdo93OcJLLy0LPP4hRU6sO7iqz7FqKRAOs0FXScgkpBMO1btWqlBcm4ceNMqg8uxGDjtjlSG9brAtb1SRSrQKK1kLGUCI1EFy/jWXTrvfTSS3o8atKkSfLAAw+YOzNjP8918aU+zIFi0c6gVUzjg2knBJJlLhwBiAs6LlhsijJ06FDp2rWrjuVGYE8mXzIo+s477+jruCkvWbKkQC7kVpAYO3astG/fXs9fwz0YZwasKZQQXTU4vRx66KG6QWI5++yz9Rgki9QFxxoRTEwzoEzQcEFIWX755Rdp1qyZbsBMmDBBTjnlFHMlHcoLY1/Mpxk+fLhJdaQixE2kbGBJUXbo7meqAs41dPMzF47VvQs82pfPkXKo1pJ31113aTdkXhNbqVKlvC5dunhK+OjzKVOmmLsdqcqGDRs8ZUWlvcNom1JC3u7du81feF7btm11OmUgyOLFi72zzjrLmz59uknJyAcffKDdk3v37m1SMrJy5Ur9uZ07dzYpjlTlqKOO8urWretVr149rZwoq8rr1KmTN2/ePHNXwcdZUCkODhOEN6LF3aJFCx3hmPA5b7/9tvbwS2bw3REOSrHIe++9p9eDIjoA75KWMRtdgLiGB9f9IXoALWQ7GJ4Mv/32m7aSonUPEoWC5dQZs6L8OFIXumHpHSE8FeOLTMhmQrftMi4sOAXlcKQYdPexJMfy5cv1eCTOEHvSlUuXIg0dNrqGCZNkB9odjlTGOUk4HCkGbUbGn7CWieHHfKkZM2aYq8kxfvx4bWXzOSgniOUd5nCkGk5BORwpBt19eGjVrVtXe+dxnN0lMhhQ5++POOII/XkEGr788svNVYcjtXFdfA6Hw+FISZwF5XA4HI6UxCkoh8PhcKQkTkE5HA6HIyVxCsrhcDgcKYlTUA6Hw+FISZyCcjgcDkdK4hSUw+FwOFISp6AcDofDkYKI/B/ccz0cAz9fDQAAAABJRU5ErkJggg==)
(this is a nice case, one can imagine less intuitive cases, but the inequality is still true).
Further, if f′′(X)>0 (f is strictly convex), then
f(E[X])=E[f(X)]⇔X=E[X] w.p. 1
If f′′≤0 (f is concave)
f(E[X])≥E[f(X)]
etc.