The traditional evaluation method of cohesionless soil based on particle size and gradation can't give a reasonable explanation for the unique engineering characteristics of soil with irregular particle shape.
Researchers from the Institute of Rock and Soil Mechanics of the Chinese Academy of Sciences summarized scientists' research achievements in physical characterization, numerical simulation and laboratory experiments of particle shape.
The results show that the particle shape description is mainly based on three scales (form, roundness and surface texture). The numerical simulation method can simulate the shape of a single convex particle and the arrangement structure of the aggregate, but the precision of the concave particle is not ideal. There is a correlation between particle shape and pore structure, natural angle of repose, limit pore ratio and particle size. Under the same conditions, the particle shape affects the permeability coefficient, small strain strength, peak strength and participation strength of aggregate. This study summarized the current research status of particle shape and prospected the future research work of particle shape.
The results have been published in Rock and Soil Mechanics. It was supported by the Strategic Priority Research Program of Chinese Academy of Sciences (XDA13010203), the General Program of National Natural Science Foundation of China (41877271,41572304) and the Hubei Natural Science Foundation(2020CFB243).
DOI: 10.16285/j.rsm.2020.1904
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)
Fig.1 Sketch of grain shape parameters
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAASQAAAECCAYAAABXDKrHAAAgAElEQVR4Aeydd3RTV7r2v//un3fWXXPvnZk7NTOTmTSSkJBASCiBUENCEiANEiD0HkIJIUASeu/VdELvvffee8fYuOOOq2SV51u/Yw7IRrJlW5Jl472Wl2Tp6Jxdn/2W5333/1NFqeiBih6o6IEg6YH/FyT1qKhGRQ9U9EBFD6gCkComQUUPVPRA0PRABSAFzVBUVKSiByp6oAKQKuZARQ9U9EDQ9EAFIAXNUFRUpKIHKnqgApAq5kBFD1T0QND0QAUgBc1QVFSkogcqeqACkDzMAafDrtTEeCUmp8vp4Ro+dthzlJmZqYyMDFks1jxXOmwWJSfcV2pGdoH3MH7kdCgjLVUpDzJkz3OXin8qeuDp6YEKQHIz1vbsZO1fNUtjp8zWtPFjtHL/FVnsT8KS027R7rlD1PzD99X4/aYau/jAI+CxZ8Vr+YyxmjxztiaMGac9F+49+i7/I7MfxGj78hDNXrhc+09eVabjyWfl/03F/xU9UB57oAKQ3Izq9b3z9Enz9rqSlK24q1v0abN2OnInMd+VTmXGntHooaO0ZMVqrVm7QRfDHl7jyNbZ1cP0Secxup2QofMbp6hlh0G6lZyT7x6S9UGU5g/tpZ7D5yksPs0jaD3xQzmVY7XImlOAPOV0yG635/nzKdQ57bJkZ8vmBqwf19cpqyVb2RarggNnnbLbrMrKtsheQIWcdpuysrJkybEVYUwet7riXfF6oAKQ8vebM0NTe3ygBu0nG6qTNT1evRq+qu/mHZTD9Vp7unZN66dvBk7RqZsRsrp8aUm6ox8+rKLu8w4q0ynZwg6qWZ2amrrjVt57OKzaOb2Xan/cU9cTLa53L/R91NXjWrF4vhYv36CbMQ/cXO/UnVM7NWPyBE2cONH4mzp9ka7dL1gFdXMjtx85LOm6eGiL5s6dq7U7jikly/bkdQ6rQi8c0uJ5czVvwWLtOnEtTz89+QP/f5KZEqndG5YrZO5C7Tl1Q1Y3CG3LStXZ/Zs1d/ZMzV28Rrfj04IETP3fP6X9hHINSNnpKUpISJK1wB08dwisWenKyLZJ6ffUo/6L+vTHNcYX9uwHGtXydTXsNS/PYrKn39fqiX1Ut1Z1VXmzjgbP3qykzNxFmRi6R41e/7fGbrkk45OUi2pTp6q6Tt2RZwFkJ1zW59X+rU+6DNasaWM0ctJcnb+bXxJ7copkRJ1SlzadtP74FR1ZO1Vd+o5TWGpe+1VORozG9vpaX7Rqo06dOqltq+aqVLmB9ocmP3nDon7idOj4mgnq1Ge8bkXfVcjQ3vpl3i5l2VxXt1NxF7epV9e+2n8tQveuHlKftm219er9UpM4nLY0zR/aXT9MWafIG8c0sGsXrTl5T3mnh0NHlo5Rn2GzdScmUqsm9dPn3ccqOi1v/xa1yyqu964Hyi0gpUVf1bxpUzVz5nQt23JC6VbPqo3dkqIVE/pr9tZrUtItfV39n2o9eqfRg47sBxrX+k3V+GaSLC63cDodys5IU2zEbW2YNUiV/v2SJm+7avwm7uo61XjxOc3aczNXIkq/qnbvvqGvR61VtoskFXNsqSr9+Vl9P3m1Th3drs4fVtXbX/6ieNcH5RtHpy1Du8d/o3pdJisq06mc6DNq36SWxm69lmdhZSRE6uTJ80pKz5LValXoqRVq22244jLcSDL5nlHYv/asWPVo9IZ+XHHGuPT2jqmqXu9LXYjNfPxTp11nlwxR/c/6KCxLcqZFadw3H2jM9mulZLR3KvXaNtV9p67WXYyRnBZtGdVW9btOVWLm44F15MSoY4OaGrcut21JN/eqUdXXNe9QxOO2VbzzWw+US0DKTrqtER0+04SN55SUFK4h7T7VtK0X3e/Mzhxd3TlbVf/5f+o557iUFq4u772olkM3G51uz0rVsM9eUcPe8/NISK4j4rCk6NefW+rLvvMNUEi4s1P1Kr+gKTuv5y6+pPNqWfsNdcsnId3YNkMvvFRfO24mGLe7tnuaKv29srbczXK9fZ731tQ76tekitqO26Q0vskO1+CWtfXp978qI+cx2gGYTqcpsdi0bWp/DZm3Ry6X5LlvUf55ELZdr/+5shacvmP87P71jXrnhdf165G7LrdBQtqoJu+8oU5jVujQ/jXq891PuhrvAlouV/v9rTNbx5b+oErvfKHT0ai4Dp1fPVjPVv5Ml2Mfq7yOzPN678WX9MuK48Z8yYy/pFbvvqzeM/aVEpD6vWeC6gEBByRc4bG3Tuv45XvKfrwx5ekUp92qiCvHtGzZKp26GZPnO2/+CT0wW69VbaRT0TbJYdGGcW3VqM1oJT5er49u8yDivKaPHK6vm1RV75ATkiNVY9rXU5MeIcY11vQE9ar3knrMKWhCOnR23Xj1GrHCAKTM+GvqUb+y+i8/oWxJOWEH9VHt6pq45UYeG1LssWV6rfK72nQ53nhWzCWArIo2hXpetBjSv3znefWefcC4t+zRGvFNXb3XYbySPUlWmaEa2r2r1p2Ldg/Kj3rDmzdOxZ8O0d/+8o7WX8qVGhLCd+nd55/T+O0X87TPacvUkRXDVelff1G1Jh2081yED57vTR3dXGNP1eaJX+nlWl11PT7DAKTL20bpH397V/siH6vJDlusOr7zbzXoOV0PrHal3juhFlX/pd7T9+Zpm5snVHzkgx4ILCA5rLp+ZK2aVXtWn4/crNQnnU6SbDq6eoI69B2v6zfPaHjvrlp2OFR5zBOFNHzL2C76d43Wumusa7uOLxuiN6t/pONxeRHQYUnS8ukTtPvYWY1oW1vfhhw37nxp6wx90KyzbqVaFHt9i5p9+JUO3YqX056t2KhIpWZZlZ5wV/v3HlJkQqpS48P167QJ2nM5Ordm9kwdXzxAH3efrLDEdF3YOE2ftv5e15OtcuRkKzYyQg+y7crJCFPv5vX0w5xdyrBYdHHnXLXs8HOBKltm3Dm1qvmS+oQckmEGz4nU0NbvqmHnyUp1C0hORR5brq7fT1REWt72F9KNHr52Kv7MfP39mZraeCnSuCb+zjbVeg6J8HIewLFlJmjb4mkaMXqEmrz1ump8OlB3kz1Lfx4e6JuPHQ+0dUobVX63p24lMDGcurx5hP75bAMdjs5rV7t9eJm+/vh9dflhpIZ/31F//9O/NHv/Pd/Uo+IuBfZAQAHJ6XDImhqtae1rqdnQDW4AySlbwjV1afquhq87a4DTyQUDVL/tMEW6Ry83jXNoyaAv9MJ7HRVlmEscOrNqqF6rUkd7Qh8bJp2A4/4VmrFin5KS4jTs6xr6FgkJiSY9RmtnjtCYGQs1Y9xwLdh6Wpk2hzLvn9eAbj206nSoYq7vUNuPGqlVl/4aN3mmth27oizbYxHMkhqhaUMHaWrIAo0bMUybjt82RP60iLMa0r2j1p+MFGrVnaNr1bd3P4X8ulSTxo3XrrPhcjxStZ5snvVBmAZ+WE3tJm5ROl+n3Vb/Fm/rq1/W5TMqP/ytPUvbZw7SsIV7ZTE1uCdvW6RP0iL2qNozVbToTKjxu9jzK1X1xapaeyoXoHJv5tD1HbPVuvNg3Uq36PrRFWr42vP6efUFj6pvkSpR1IudFp1aMViv1vhKZ/BKOu06tbiv/lm9jW7FGz356I5I6PFRYbp2/ZqWjuqgynU66HpCKQHpo1o9HW8CCkhGl2bGa0HPumr+y3qlPMaHh71t192jC/RG5ZpadynK2G0TT83X85Xqac/1+25HJDU1VbGxsXn+Fgz4TC/WNQEJCWmwqrzZWIciHxt0E24e1E8DftLeszd17dxR9f74DbUZsU5RCblucafTrvjoCMWnuKhPjhzFx8Uqw8J9HEpPjtWd0Ihc75yb2jls2YpDosp8LAoy2RNiY5Tu4m+2ZiQr7G640jzpsK73tmfp6Jyeeq/9ON1Lcyoz9LC+avSe5h4Kz1UpHI9BkZ8BjMN6ddX2S7GudynRe4clUQOa11D/xQ8lyjWjVKtpZ918SF1wwO9x2rR3Rh817TBCiQChI1WrR36lzuN2KsMXgloxWpAeul9Nar+nlWciJUeGlg36Qs1/XKwUC/Y2h4x6P7wv4x95ZoNafviRQvbekMteU4wnV/zE2x4oXUB6vE5z6+u06NyGIXrh9Q904FauXSXl+mpV+vPrWnw67Ik2YbRds2aNatWqpTfffNP4q/JmVTV94y969q3PdfMBC8OqnTO6qUajHgrNeiwi3D2yTO2+bKEvW7bSl58108vP/K+ef7upJq497RPD7xOV9eEHlvirGtClqxZu2KNVs4ep/8iFisu0y5YRr43zJ2vTibuPDLDxV7aoR58xCk/BmuWr4tClHfPU47vhOnj8gMb9+J2mrz8jq8Ou6As7NWHWCkWnWnT/6k71aN9Rc7cc1YUTuzXqxx+042K032wxFotFGzZs0KlTp+TIB8xGy+3ZWjPpB30/Zp6O7Fmt77/tr33X4mWzpOvo2nkK2XhC6TlSdnqSrpzYpVGDB2j+5pPKdCWZ+aoLK+7jtgdKF5DyS0iObJ1Z84NerPKxjt5JNCSk5Gsr9eKfKmvhKVcPzuO27NmzR2+//bamTJlikPRCQuZp05LRalq7njZdTpHDmqFpPZqqx6RtBicIlq7VZpfNmqn7cbFKSkpSfMRNDfz8LXWevFvpWXlRkolNrNpjj9XjZxflHfd58OCBbLbHUlpRfp//2sR7V7V7x3btOXhKcWm5pMq0pBjtWLlAh68+XvRJd8/r0NlbKoD1kP/W3v1vy9LtC8e1Zct2HT9/S1mG1ONUwq0TWrZ2l2KSM2WxZCrm9jlt2bxR23bu0Znr+Tk/3j3K26vu37+v999/XwMHDjSoDu5+Z0lP1JlDu7Vl+25duBVljH96aqIu7t2oDQeuKDMnR6GXT+vwkSO6cvd+0G9O7tpYlj8rVUB6wizktOnWgZl6rUoDbb+eq2LcPzZH/3rxPe2+Hue2n3fv3q1KlSrp+vXrxq7IwnfYMnRu0yz1HzpFq5bP1aChU3Q9Lk2ypWvzzJ/0y8ytioqO0cgRIxQXFydHZqIm9fxYPy0998Qz+H7YsGFCNSxJiYmJ0TfffKPjx4+XGNzMehAA7Br9cPToUYMEGR0dZV6Sq4oUYJN6dGEx3xCakr+g+pw9e1Zdu3bVuXPn5HDYZbPnVSXz/8YX/wNIH374odEHhH14KvSbzW7X4SOH1aJ5c3Xo0EGnT59WenqG0V+2nJyA1NdT/Z7mzwMPSFkJWvjte2oxbKNS3QgLmVEn9VmdGpq+/5YxLldWDFG1T3rrTqJ7lQNAevHFF3Xjxo2842jPVujVizp7/oriUjNzvT9OmyKun9O5axEKvXtXX3z+ucLDww0DZ1JcpBIePPmMsLAwvf7667p6NZf0mPch3v+XnZ2tESNG6JNPPjHsXd7/0vsr7927p3feeUezZs3y/kd+uhJwqFGjhr766islJ+f1YvnpkeKZH3zwgXr16iX6u7CSkpKiEydO6LvvvtO7775rvKLuVZTS64HAApLTobToaxr+RTW9132mQhNygcKSFqdNyxbrzN0k4f3aPmeIOv84QzevntCYPp01Z+c15Tw2/+TpLY+A9PAqT6oWQMNuisRSUElPT9dHH32kH374wb1doqAf5/suMTFR7733nsaOHeszKcn1EbQVFRYgOHbsmOtXAX9PXc6cOaOGDRsakmFU1GOpzV+VSUhIMAD/l19+UU5OXtXb0zOpJ7ankydP6uOPP9bLL79sqHxI3J7mjqd7VXxe8h4ILCDJoeSYO9q5dplWbNynsLhcNSgr5Z7mTxqtfVdyPWnZqTE6sGWNlq9YrW0HzirDExpJKgyQPHURklHNmjW1YsWKAoEGm8+ECROMRVWQGuDpOfk/HzdunN566y0jkjz/d774n/qiGrZu3brUFxTq8+3btw3VrU+fPoZ67Is2eroHIMR8uHjxYoFj6u73gE98fLw2btyoOnXqqF69ekZAMh5c2lFRAtMDAQakojXKm4lQEkBCvMfuUlhhp8eTd/ny5cIuLfR7jOjt2rXT1KlTPRpeC71JIRdgD0EywQPpraRQyC1L9DXJ6/r376+6devq8OHDRjqUEt3Qjz8GmAChlStXqnr16gYwzZkzxwArd/YyP1blqbx1UAOSNyNSXEDC3oKExMQrDPjwsjVt2lRINyWdlEx4gK127dqFqovetN/dNdSRfnnjjTd04MABn3n23D3L289wDmCrwca1d+/eQvvc2/v66zrmRGhoqGH3YzNq0qSJVq1aZdimCpsv/qrT03DfpxaQsDc0b97coAp4M8EAI0AE170vytChQ40F6i87BUbdfv36qUqVKobHyxd1Luk96Ltvv/3WcBJs2bLFK8NzSZ9Z0t8zN7A3dunSxXCe4DksbftcSdsUzL9/agEJIBg5cqThkfIGkFhAeGIQ531Rrly5YnBmUGH8BUp38SR+8YV+/vlnYZwPhoLHDbsdxv1169b51JaGjW/p0qWGWujNmBalP9LS0rR//361adPGIODOmDHDkKBI7VJRfNcDTy0g0YVjxozxGpDwErGIUIV8UTA+L1q0SJ9//rnPQM5dvaBDoHJMmjQpaCQSAJi249EaNWqUz0AJt3/jxo31448/+s0+Bx9t8eLFRp+ifmILjI6O9tum4m5My/NnTzUg4X5np/PGLoRxGE8Rf76SaJAWmjVrpiVLlvhtjtE27Eiw2SF4Yg8LhoLEhk0GDhnqqy8kOOxUOCoAJFz5/ir0KURXQBXnAZLzsmXLAsa38le7guG+TzUgISF169bN60WK2la/fn1FRPgmeyDAhvrSsmVLoRL4q/AcFsw///lPzZ49O2gkJRY2nkBACfW5pCASKEAyxwm1kLkwePBgPffcc4Y6h1rnq/Ag8zlP02uZB6Rdu3a5Z2p7MYqAAUZKb8GACY9KgO3DV1ISixAbDypVSRdkQU1mkWzevNlwZe/YsaOgSwP+HfVByoAacO3atWI/H+IpjgokrkDadpCeUY2RnitXrqyffvrJCJmpAKaiD2XAAYmFTGyTvUCymVPkTmIHKmzhF9ftT1dB2kM6YSJ7U9jR8VyxI/rSaApvCArChQsXvKlGsa+hzpwSAqhCPSisb4v9oCL+kHqdP3/e4PwATFAyitO/AAO8MsChOL8vYrWfuBx1mLFs1KiRqlWrZtBEmGPUK1j6+olKB9kHAQektPth2rdtvTbvOqzoFPcBkKSNPX1oh1auXK1D5295DBuhL0sCSHfu3NGXX34pKADeFtQ2Qgwg+/mqIBkNGTLEMHB7C47FfTa7NqEVxOfh4QumApAQrY/zgDQiLOSyVgAegAmpD2DCcI9pgDlWAUqFj2bgAMnpVFbiDY0Z8J3mbDqiXUsnqvdPs5VIciyXepIwf+WkIRo5d6Ountqp3t+01uKDnkGppIDEjlwUNQFjJmrBtm3bXGpd8reELcBkRnXzt6gPW7x9+/aGoZsdvTSkCXc9ZhqLiRt86aWXNHz4cMOD5e7aYP+MPsXrh+0Obxxxk3jn2HBoZ0Vx3wOBAyS7VUfn91fDrwfpTppDGRHn1KFRDc0+HOmSsMup+Ivr1aThVzp6hwhxm46F9NFbzfspNMm916QkgIQ4/be//c2IX3LfPU9+yq6Nq5dF42uPFSEK2CAI7PR3YbF07txZVatW9buqWNS24H2kLzB2w6Mi7jBYQLOobWFzYZ4hlZJEEAlw+/btZVL6K2rbi3N9wADJmhGnoa1qqsWAEKWQyDEtXKPb1lCzH1frwaOMfFZd2jpcr1T7XCfDUoz23D86S8++VF/7brhPYQsgvfLKK7p1KzddSVE6gd2KQFcSehVFnL506ZIhjkM89GVhIRIYCyvcnwZus843b940AAnqAepSMBWAn1xKHHJJsCtBr/RPQePEBhESEmKo8cEmhTCezBeoF1ATCKOB8Y3qX1CbgmlMAlGXgAFSdupNtWvwstqNWpt7WoY1VtN7NFCtr8Yp7lEuabvuHpmnl1+oppBDuWd+xR+eob8+W1Pbr7g/DglAgmODx4ydZ+vWrYaB1Bv7A7sXNiQmfVEmMB4cpAtfq20M+JEjR4xwj0OHDvl9/JE6CBxGVaQPSpqEzh8VBoTgihGXhwMCacNTMYmRBWWM9PTbQH3O3IGl//XXXxtq6ffff+/3LAiBapsvnhMwQMpKvqrWdV9Sx7EbZJDtLdGa2q2+arQaq5hH58I7ZcuM1cTeX6hG41aaPn+hBn5dV39960tdiHLP0yH/zx//+Ec9//zzhqSEtNS3b1+vYs4ALQCJOKWiABIdv3z5csMO42tJhgkLFQFViuDOQBSSkmFIbtCggZG6IxDP9PYZSA+MDSlFsHsBTHg6oWDklywApEAQI72te0HXIc0R2E2aE2Ike/furcjIyDKrmhbU1qJ8FzBAsqTfU7/m1dR62HIZXOH0cI1qW0NN+vyqlEcqW27VM5KidGL/Lh06tEv9P6uppt+FKNH1DGqXFiIhERoBG5msjuw+kNW8ARgACRvFZ599VuTwBZ6FoRJVMf/CcKlesd6iEuIFIy4rELYTc8GzOFj0vmBNF6vhhfwIaQmjv0lCRJqkrmb/m4AUzBKSaxOR0AEhgAnaB4kAkbpxOphtcr3+aXgfMEBy2rK0bXxHNe44UpHZUnbURXVp9KbG7vB0CKRDJ1aPV6NGX+houOfAUADp1VdfLZYNicUOp+jvf/+7wX0pyoAjGUGEwxPkaxIekxG3MdIAdgZvwLUodfd0LcZ0bGpE5LO4g7EwZkTfEwNHJgMAFFsTfYRNkNhAf4yJP/uC8cbLOmDAAENaItUJ5gdU6KcNmAIGSJwUmnL7kHq076q1B6/o8IaZatNxkMLSbMrJTNSejWt1KYIMkk5lpyfrxsmt6tO9l5bvv/LoSB93kwJAwhtTXM/Upk2bjB3XyK3t7gEFfAZjm1gmX2UAcH0Uxk5UN+xj2HkCUVjUEAtRe7t37+6V2huIeuV/BouUTQAeFXmqcKsTEoNkjPoJYJXFhUybmMemyk4+8oMHDxqRBGWxPfnHzZv/AwhIVMepyCvHtGLpUq1cs1nXInM9adkp9xQyboT2XI5VTmaKzh3dp02btuhGTFoejpK7BpmAVFwvEeEUqACwg4taELdx5cI18UcBiDhRBXDwJRGzsLqyCJDOevbsWSTSaGH39cf3qDfTpk0zVB7UnkGDBgUtkHrbfqRAJGPsmxArW7VqZZgj/M1P87Z+/rwuwIBEU5yyWS3KyXMsjlMcPWMceOqwKzsrW3bX830K6IGSAhIhC+ywvBa1MEGILMdD5Y1Xrzj3x8NEUGwgvG5m/ZCUWBCvvfaaevTo4XVojfn7QL/S9xi5iWGDUNm2bVtD0vO1wyGQ7QKUUNk4hAI1FEkZLhOOjvIMTKUASL4d1pICEkfhENs1ffr0Yon5xIThncKY7o+CBPDpp58aUlIgjc2oCESu4+3DqxVICa24/QgAYU/q2LGjITGNHj3aWMAs7rJcsC/BTWPj5A8jOPO2PJanHpBY8KQUYfcpzs7DQkVC8qdahW0EUEIaCyRXiIXMuWUsAvonWA3d5sJkLPDCYRfcuXOnEXPI2JJNAdtMWZaYsC8x9hMnTjRIucTJkbqlvJ2KUgFISUlG6gsmLm7l4hSktBdeeKHYhnVvnokE95vf/Ebz58/35nKfXQMoYVNCfYNlHCiPX3EaAGAi7eL2B3z4H2oAEhM8K7xvSBtludD/tAlP3J/+9CcjFKU8HW5ZLgAJu0FxjdoMMBMVclpRov5dJzW/w7hNag9/FRLkkxEAI7c3Rzf5uh7YMgjhCGZKAABkEiNdqRjYmFCtsS2x8UyZMsUvnlFf93lB94NYCRBhX8IrCrmX/wuTAp1OM61PAXd/mCKoNFTdcgFIuP2LC0gMi+mlKa5KgqrHPTgj3heHSXqaKkhwnBVGArBAu4EBbsinzzzzjGHoDqQ9y1N/5P/czBhpSkiu39Nf8JTmzZtngBZHmkNCRM0LdF+61qsk7wEMTA6ES0F/wDPKPHSbUcDplNOepXP7N2nB/IXae/qWMnOetK05HTkKv3REyxaGaO7SDboTlyaH0zUfR0lqXPhvKwBJMgIyf//73xv2ksK7zP0VpCVh9/V3NkYMmv/617+M3TDQC4nnMeHZAPC+FYcq4b73fPMpi5N4N0iTBXk9kS64hswKqHNQP/gs0P3pm1bn3oW2r1271iCK4mRhnLAvmW1y5KTr8KJh6jQoRDfvXtOI7m01c9t52VyxxmlT2LEV6tRzqE7djtD+BT+rxTcDdSmWvvFlbT3fqwKQHmaOROwtCZiwWyE2c4Q1Z6L5q6C69erVywgz4CSUQBdUISgB5JHCLgNXKljsStSD3FaFnQLCIkW1wTOKVIvKD+ueeDl/jp2/x4p2AUwY9gmYpk2mdzQl7Ii+ql9Ts/dHyeGw6MDCfqr36UDdTc15xPWzZ8RqZtcP1HnGDqU5nMpJPK+v69fS4MVHZfOShlPSNlYAkmRMQnZKIq9LUlioiM1nz54tyW0K/S2ETEI84CiVVkE6gjhJe319vlog20Q+dVQ3SIjED5LXu6wbvtkc8cziITUlxavbpuuVl6poVxhqmkM39s1V9co1tfFagsH/o8+zEm7r27pV1GHmLqUb2ly8BjevqQ/7hCjL9qR6549xqgAkydjhSbqG0bMkuz2Tu127duJ4JVejqj8Gbvz48UakOKpiaRWM+Ri5kS7xwCGZFIc6UVr1N5/LAmbsUN04CBLVm1AUQLck88G8fzC8Hlr0o557vpZOGOnjnQo7slJvV3pFs49Eyv5QHbNlxGlm1waq2nyQLobFKyXxqrrVf0NN+oQoswKQvBvGkhIjzadAAiSbH3FQxS1MbCL0SfBeUN6e4t7f9XcAEZkKSPRVmiQ5jNtmm1nISEv+BmPXfvD1e0CWDQUJFK/ir7/+atAHTFuMr58XqPsdXDhQzz3/rk4ZzBanQg8vMwAp5OhjQAr2rfAAACAASURBVJLTpqjzW/R5vVpq3WOQZk8crFef/Zd6TN+tnPKpstkVeeO0li2Yo3mLV+timPvk+smR17Vx2ULNmT1Hi1ZtV9wD9+lrGUxfARKudDxY5JguSSFIl/gjiIT+nsTYPMh0QHK60iwAsZnoDefAhAkTfJ7e15v2AY5IahxAWRLJht9in5s1a5bB+MZehn0xGD2L3vQL11zbPkNVXn1LeyNQvey6vHOqqr5eTztuk+rE5S5Ohx4kROnqlYvategXVa/5iXbdSHpkZ3K50i9vA6iyOZUefUb9u3TV0r0XdGTDDLXrPlwxmfl0U2uiZg/qoRG/7lZsdJjWju+jAbN2KM2Ni5Ie8RUg4VJHQiJQtiRAgspCPmhij1Bh/Fl4FuER5HMqDQO3a9sAJbg+qDz/+Mc/jLQuMIv5PFDFlRjpCykN+wtpfnEisMkQhQ/wcu+SzJFA9Yfrc1LvHtUX79XQ/EOxksOqffO+Vd3PBik8LfeIJoeLBETbMu5f0Xef1lP/WTuVkccV53pX378PGCCRD2nrmHZq2GGEIi1STtxV9WpSVUM3Xs/jenTEnlWrerU0fc9No7V3NozWh13GKzbT/UkNABJkQSZOSQs7O6lFCyOXFfYcxH6OSuJ+vlgYBT0PAywGWQ4dMD0qBV3v7+9YxBiJSZ1BvqKZM2f6lZvl2h6Th+Tro7QZQ2LkUJHJTIonFRW/NO13ru325j0cpLNrJ6jzwMk6cOSABvXoohWHb8ohh64eWKmJ8zcry+GQzZKh0MtHNG3YDxo1f4ceWGze3N5n1wQMkHIyYvTj59X1+aAFMpLRZkZoXPva+rDvUqXmuMiM1jiN6FBPVZp206krFxUyrJ9CdlxWvqSSjzoAQEKkJpUtk4Y/kqkXR2TnmBo4NiWNF0MqgBOCLYnMkv4uqJuoboFc/AW1iR0WUMal/u9//9s4JtvbLJ4F3bew7wAkQircESML+21h3zOmgP/evXsNrg8ZGMjwCFkUyQxpNbilJqcc1jSdPrhTm7ds04mLt5WZwybv0J1T27RwzX5ZbFbF3b2igwcP6+yl28qw2AOmqpn9HzBAyk65pjbvvaQOY9bn5tTOIcl/Q9VoOVoxj5L851Yr6eYBdWr4ov7wXFX1nb5VBR0XCBD94Q9/0H//93/rd7/7nfGHp6s4hl7Utd/+9rdGrJDZQcV9hS8EFwQDqb8nKosBIhy5xbGf+Pt53vYJwD5y5Eg9++yzhrQE4PvTDgMHB+mFgxlNd7e3dS3KdZAoaQskzL/+9a/GhkisIYBVnI2wKM/2xbUu23/e28HmNk6LzvtxIP8LICDd0Df1X1ansRtzAcYSrWnd66tW6wkup47QdIduHN2o0SNHqmurJnq5SkOtOh6WR61z7SAkJKLRCTjEs8UfO2VxbBf8Fu8KNqCSTixAAWMzdStuNkvXdhb2HgCGS0VMXTAxqE0CIvwepE/qyInB/gBNxox8QQCDP+7vOgZsAgAuOdUnT55sUAXYgOCGYUsr68xv17YG8n3AACknM1ZDvqihlj8tkZEh+0GYhn/1lpoNXqd0F6OZPfmW+n31uRYcvq2M5Dua0O0DVf98sO6luJeTACQIbUzykhbi0FgwpBNhQpW0ICVxP1zz/oxxM+tJqADPg6FbUrXTvKevXmk/nirOgCMiH9XHn1KMr+rtzX3Y/FBJkYbJWklmBMacNhY3g4Q3zy2P1wQMkGS36NDcvmrc9ieFpjmUFn5K7RrUUMjRaIOYZWaMzAg7os/qva/1F3M9VMnXV6lJ0266HuceIAAkdl5fSCHssIji2KR8AXBMGGxJSC14ZwJRUFs4bDJYz1mjfhz6SD4f4uFgtZcXYEJqwrMKwRLnCAZwsg8AVEhSJXWWBGL+lPYzAgdIUNPjLmtI986atnynVs4aqs4DpirR4lR28j2FjB2u3Zdi5bQmaNbA9uo8ZIbOXjiv9XOGadisbS6n2+btMhOQShLt73pHRH6M0dDufVHYIVu0aGEYQn0hdXlTJ9LdEp+FKuFvL5839XF3DRwqpDnIh6i2LObyVABeksShqnKqDZvSiBEjynzaE3+PUUABicakxYfr8L7dOnTiohLTcwmP1owE7dm4TpcictNyWjISdPbIXm3bsVvHzl5Vunttzegbj4DktOrerau6fD1Uma5ePNcedeYo6s41nTt/SbEpmUZMD7sY2RkXLlzoemWJ3pOnBhc4InwgCvYTJA9yPJEdoKT2MH/VGbBEgiQ6HTWORHAlkZYI/yAeESk3GNrMOFAP1DmcDaQIwUZJDqMFCxYYtj5/27r8NXb+um/AAYmGYMkvPMcKif9xpRbcdHeA5LSl69SmeRo5daGWz5+iKUt2KTWfJ8/psOrmsQ36rnMbNa5bS827jVZoUpZhDCcRGnYYXxVADvUEVSpQUhJ2DfhAuKbJlxOsEggLFmmJ/sH2AsMdo3xxnBI4MyC3+sPtX9K5QDuhB+zbt89Q4TjcFNMA/DGoKtjYKsBJKhVAKunguv7eHSBFnFyl9xs214mobFlSQ9W1aUPN2XPD9WfKTonTsYOHFJWUpvBzW1Xnhec0aW+uYZx7YuMobsK2PA96+A82JPLvQKgLZMGewXOJMQsGqcFT21mQq1evNhjusNyRIEg0VpRF6i9ipKc6F/dz2kTMJGCExETSO+YbPDJ4a8GqZhe3vUX5XTkEJLvWjvxGVZv2VIJDclozNLN7fTXtM18WF2nL4bArJyfXbpGZEKo+X7fU1mu5p7WyQ7MoSpIfKf8gkGeHkyMQ1wPJ8IX3Q5J7bBgYk4NVUqK/qBsLldOE6X94PtjyvHWh+5MYmX88S/o/oATwoM6R+hgW+J///GfjlBdsTaivZTV7Qkn6phwCUrKGt6utmm1HyrBQ2bO14udPVa1xH0W6sZumJURo55Kx6jfqVyVl5YanEIJBsjUCNX25WzHBUCmwmwSy0B7yhnMgJiAbzJIS/YK6RigQByRS527duhlqXWFqHA4ESLGE7JTEFhXIsTGfhVrPSbzYLvHQYQjHtsb/xVVhzXuXpdfyB0j2OA36vJrqdZqcewS3PVurhn6mKnW66o4139A4IWGuV88v6ukvz1bR5M0XRSgoEx9yJOCB2uDLgljOWWd4YQJZ4CXBYIazxfE5wV6QIOijRYsWGU4G7C0Y6AF1T2oc40aQMSRRT9cEe7tpg5mbCUkRVQ7nBHnUCVOhbSXZUHIsGUa/ZhthI+57w2nPUVpKkhISk2UJUB4ksyblD5CUohHt3tW77cfmMsJtWVoysKmqNR2gOLfxuU6lRl/TkFY1VL/deCU9VOsuXLjgU/e/2eGwwWH0okYFysBtPhs7zYABA4RBlayThUkc5u9K+5VNgfPIMHoTtMzCpC1PQyGdDRsIuabIooAHGGBGPS0qMNky7mvTr3M0fcZ0/brhoJKynnRf4+y5emSzZs6YqZnTp2n5lqNKyecQ8me/l0NAcmjLxK5666OeindIDku6xn9TU1/8slpuNLaHfWvT8aVD1arPDKU8BCRsPvXq1TO8Pr4cAHZugmFZXL7iOhWlftiUWNyEtDDRizqpi/IsX16L6ow3Drc+gcQczHnp0qUyA6rF7QvmC384WIi1hNfE2MGVI8sphGBvwNmelah1o7ur+5h1io6P1ZTerTRk4V7lx5rEG3v11ReddPh6rLJTwvVLp5aauvm87IW5u4vbwHy/K4eAJMVc2Kxm77fQkXuZyoy/onZNP9SKE2SCtCspLkZJGRbZLZmKjoxWVo5D1swELRrVX3O2X3oU3cwk6Ny5s2FY9TXDFvsGOYxYVKVhZMamhIRGmAMexbICSsxdFh9nxCHlsSjJVumqxiH1lRXJL99aLPRf5iQbJazvoUOHGuoceZpQ57A/FTSOSTf36MMa1bT4eKLkzNGxlYNUq3FP3UjKm/zwzv65ql7zS52JSpXTma3pvb/QoAUHHqW5LbSSJbygVADJOKzOR4jrzu1PAqobB1dr+JjJmjF5vJbvuqBsm1O2tChN6NNVE9ZdUHzYKf3YuZVadeylIUNHasWO00+cU0XALjYXXn1ddu3aZSwq1I/SWEBIHMuXLze8b5D2SgMYi9unLEziBDHQo8oArEuWLDGMv+T4xmtVltpTnH5gzrCxICUiNXHYAmfNQZ3AXkgfuZbz68fpxRfe0P5IPnXo9sFFqv5qVa24GPcoyT/fZMVc0jfvPq/GbX/Urk2LNejniboSnV4oH9D1WSV5H2BAcigh/LLWLV2gJau26FZMLjM7TwOcObp4eKvmzpljnJcWEhKiRau2KSbV/dFCbgGJGzpsSoqP0/2EFOWYWcyddiXHxyk53SKHzaKk+9EKvRuu+0mpyrE/mdmQ3ZiTNXDD+tLbRvXY6bhv8+bNA0oDcO1rJD/CNmAQIzEFW0Cua13dvWdREuoDkRVpiXYQP4Yx2Nfj5e75wfIZwAS5ElWcPiBhH+lo8FSaUtOBhT/ouedq66ThS3Eq7Ghukv9Zh1xyahukZZuu7Jqv+i//Q89Va6ilh28HLJ82/RlQQEqLPKk+HTtr2aEbOr15ltp0+VmRGXktzVmxF9S37cdq9mVrg9nc6tP6qvxuW12IMtK6PTEHPALSE1cW7wNc9A0bNjSMiMW7g+df4UXCtQswmRPH89X++wYpjZNDSIfrz3xF/moBfQd/CXrAf/7nfxoLkthGX6va/qq/r+6LVERiPGxLxDJiFjDzgh1ZMkTPv2ACkkO3Dy1R9Zcra8HJ6DwSki07QSumj9HU2dPVvflbeq3B19p/I+EJictXdc5/n4ABEilsd07sqkbth+peplPZMRfV88O3NXrrLZdcR3bFR17VqXO3lfwgTenpabqwbqzaD1qoxOwnJRgaYwKSN9H+iPlFdeNjnyAODR3d14UJhGGZ3R0iXH4x29fP83Q/JA1ACQ8W+aPdifyefhtMnwNKqHCc7Ivht1+/fobjAJtdafVtoPuHdgLESI6EDAFQlNt756pq5araGWoTp4tc3DZBVd9sov1hqY/sppJTd48uVtPP+upG7AOlhp9Ul/ff1tcjVsliahl+blDAAMlIYftZbgrbBzTKUwpb1wbbErVocGdN23k7l1Pk+t3D9wASLGTcowUVdlFOkUC8L4o0wmQmRzO/8wfZDomErIoElxYVLAtqb3G+I2wBOwSSBgzislaQBnBEIOlhX4JewWZC0jRfhgGVtX6hvhmxF9Wt6buavPWOHPYsbZnUQU27TFR8lt2ILbXZSVdr0+Vt41T7g766m5BrIjk4tZdaDllU/g6KzE65rrb1SGG7Lm8K21ZjFJvf9/hwxB+EHlXPTt/pUmJ+RuPjKUEKWwx6vXv3Njg28Gwg0+Xn+GDk5Dz3GjVqGDm3H9+h8HdID+y458+fL/ziYlxBYjW8RhAXsQeUVmF3BRTJhY24j+HdG5dyadU3/3OR9AAe+pC2wNXZtGmTQd/g2G82FqgWpdnH+escqP+dDotCDy9Xr+9HaM26VRrU/0ftuRQph9Oh0xumq+/IRcpwOJQdf0vDerXTyDkrdHDfVo0fPkI7z3NdXiO5v+odMAkJQGpT72V1GmemsI3R1G71VfPr8R4B6dL26er+83zlPynJtTMAJIITsfOQjZAdnjAJ2K6uBUAipIC800UN3eBe3HfKlCl+Ef2R2PCOECaxfv1612qXynti7Ujw9qc//Unkii7LBmL6lkMfCAX63//9X0OdA5jKmgHfFxPBAKXLZ3TkyHHdjoiXzVDDnIq5eUa7j1yU1QHnyaHU2DCdOnJAB4+c0I2wOHk4gcwXVXriHgEDJGtmrH5uVUtfDln8MIXtXQ1t9ZZa/LRBaW7zFdk0f1Anzd528YlKu36AykaSL5N5zARkp3RXEOkhO5JapChqG/dCWgCUkGb8UdjRIb4BrBxWyf+lWZCMiLiH54IKlB/gS7NuRX02fQmowr4nPhFpCYkUbxy2R0/zpajPKQvX0xfGX77KPjHfHl6X7zK//xswQHLas7V3eg81bjdM4RlOZdw7q44Nq2va/nsG6Yro+zxLMP2aenfopaOhBcd8AUjensuGGofhFvWuqIBEjBR8F45W9leBCoAhlrgt3LilXVjEcJUAfNRJJKcnJm5pV9Ll+dQNg25BRmz6mM0L9Z2TimkbAaxsNPw2mNvn0tRy+zZggEQPZsdf07DePTRnzV6tmz9KPQfPUrJVyk6N0PyJY7TvSm76D4hb4btnqseI5UrMci/tmCNietm8SWHLhOMAQ3LQFHXHB8DgdiAlYZvwV+HEDPIw85xr166V+gJhgcIMJtEb0iXhG8FKOkQN43RZnBeF1ZF2MY6MKe0i3Qn9jursD+eFv+ZLebtvQAEJt2JixE3t37VD+w6fUmSCcf6IrBnx2rZ6mc6Fm0RJm+5dPKwT12MLiD/LHQoACc4FR8+gZph/+ScVE5DdkQmIGsJkzD9pzWvMe/Dqeg28IYhneG2Qtszr8ktbqADmd7zy3PzX8D+fm9fx3lQdAKL27dsbx1IDBnjizPtQR9dC/cx7eLqGvijqNYC3a8EDh6Eb4z5SE4s//zVcj1Tl+ix39id+V9A15jjQx+Yf9zHbzit9RZ+Z3/MKRcP1oEh317hKT9yHuhDwjIucTQAKBvFyJNSDRsBzGSvqyzPMetPvrvVxHQfzOn7n7hqzztzL3TXm957uQxtcr3GdO4wBz6Te+a8x6+I6rsH2PsCA5PvmY9Qm2JIoaPLImH+TJk3K8zB4GbiEcQX/z//8j5Eobd68eXmugYZPPh3zHrzCZDYLA0oMEblqkLTM6/DkuBZAkjPuze85vDB/Pu0NGzYYhxq6XuMabEtuH3ZugnBhc3Md96SOZmER0AbzHry2bdvW4KCY17DgMEy7XgPYsXjNgtfJPEbcvI6Usq6ucgCIttN3//Vf/2UsfIzDrsf84KGD8W32Da/EWZnkPJ6HakSKWddr8tuooHD07dvXyIfEdeRFwqFgescYB1jIcKb4zrxm/PjxRnwX9aLdSHNQGFyvAUxNkASwTp48acwL2s19AFw2OFJ+QBZF2gKsmBfmfRgH17xSgAo2Rj43ryFdMdwyc5MBRJgn5nN4Focc8HwTKKgX843vzDZhjGfMzWsAH8bc9RqiCVyPkgeIIEe6XoPdtDBqjDkfSvO1XADSX/7yF8P1T/4iJg5/5B1yLex2DByZ+fC2YDsgGbxruXLlijGB+T0Titf8HjlO9OB4aKQsJiCLm8npWqAJ4KUy64Ibnd+5li1bthgT0ryG612PSmICoj7gOQQE2LmZnEhPZmEh0Abub96HBeg68ViYhN9QT/Ma+sFV7WQCIzm6XoOU4MqLglTKgjevoT54BQFR6kFBgoRTZT6H1/xgw3MBKddrXMGG+2DjIb0rY2D+0QYkCgp9g1TDIjO/55VFiFOA39JuxhPQcr0GL6YrIHEYAn1mXkP7ACA8c9ST+3Fs9m9+8xtDbaWvGSvG2Gw3r+TKNseBe7H5EQRsAhKbBznOabf5LJ4LlcQEG0CL+WZ+zyv1x/BuXkO7iNtzvQbwZsM1C6AFkLpewyaAHTTYS5kHJKQR4pdgUrvuxJ46nkEhQRpHBDFJilqYzEhfGETZgf1dUNcwuuIZCpbTNGgzCwlpE2BC+jMXp7/7o6D7I8UBtqjULO6SFu4BQZR85Gx2bGZIJwRbAwwVxfc9UC4ACRHbG6M23cekZZf68MMPjSOXi9Ol0PFhAMPeDkRhsZOUCxAcNGiQYdsIxHMLegY7NqlVAWdY5uz22PGKA/IFPaco31EnNiUkBFOiKMrvPV2LlIP0x4EJqLIQcQlgRSJDMjFVSU+/r/jc+x546gCJiYroDKBgqC1uYRcmbspVPSruvbz5HZIZlIPf/e53hg3Gm98E4hoACGkJ9RX1BsnTVK0C8fxAP4O2oYpBvoX1zybB0U1sUr4EwUC3K1ieVy4AiaO0vZWQ6HhsI7j+AZXiFiQtThCBz4JaFYjChMdeANsce04gTy8prH2oN9g2kB4wpvorzKawegTye6QmbEnYi1CpecWEwPyqAKfijcRTCUhMFuwBeFJcvURF6ULuMX/+fCPPMaJ8oAr1RVIiXAaDd6AkNG/ah7SERwhyJzYXjn26c+dOwBYnY4LxHSN9oACB56AmYk/EC0k6Gci3SFAYo1HnUPkCVR9vximYr3kqAYkBQTp69tlnDY9OcQcIciWEQbwugbad4IFjV4Y74+ryLW5bfPk7+gLvFeeqwQvC1e7qsfPls1zvBTDg6cJjGOjxoB7Y+tggaC/GdYz+0ABmz55tfI4UWQFMriP25PunFpBYMKSnhcdUkgK3BE8TO2QgJxu7LtIHkggcLNzgpou5JO3x5W+xq8C3ApgwBmN78ad9CUqBSYw0Xfu+bI8392IOMA4Y1olJNLlR0EwIWYJ3hBQXDF5Jb9oT6GueWkBiN2Wh4CkpyW6KLQmPC6DAPQNdYHIT8oCqwDHdwTjRWYDEwiExENwKz8gfBUCiL0xipD+eUdR7AlAAM+f8YXPEI4wUB98IaSoYx6uobfTl9QEHpLT793Ro1xbt2H9C0SkFn631IP6ezh4/rBMXbyvTw8F2GBGLatQ2O5Ddi1AQjJMlKTt37jS8XyUxkpfk+YASbHCYxWQMCMZJjsTCAoQoCfMc9jhkVV/WFUBCYjSJkSXpU1//lnZiT4IgCyhjvyTCgPxdkCqpeyAlbF+3z1f3Cygg5Ty4pylD+mnaiu3aMH+0+o1aonS33ESHksJO6qd+/TVv3QGFRyc8TtSfr+UlASQmBzuWK0M63+29+hcvG0casdDYDQNdmMiAKrwoSKIwx4NNfTP7BFWGBdiiRQuDJgDpEyO0LwqSGF5IWN0lkXp9UZeC7sHY4BXmCCfiA6EO0B+EmkDc9QWps6DnB/N3gQMku0VH5/VXg68H6U4a6UfOqUPDd5T/1AM6K+rSDrVq3EBz9lyXxZE3mDR/ZwJIL7zwguHRyP9dYf+jbpHqA3WipLsT94KXRML+0ppQ7MCEYZDrh1xGxfUgFtZvvvieusI8J6ULqjOxYL5QeblvMIOR2XfMN/6oK2EqhDoxF5GcCPlgU4F4CoA/TSVggGTLiteoNu+q+fchwtLiTAvTyNbv6LOfNyrd5gI69lRN//Zj1fryJ8WnE72fnedUhPyDAyAxiDBmMZjy561BEzGamC2kG1+oDrjjiXPDYF5ahQnMZCbP+HfffVdiddSf7WAxEpqB6gzbGwY9YRmMRUk3CH/W2x/3Zs4CQIRAEXQLTw6AIokcoTlIkb6Yo/6ouy/vGTBAyk65oXYNKqn96LUyooCssZreo4FqfTVOcS45tVNu7VOdF/6hDzr9pGH9Oqhhgw80c8s5ZXs49QAv2V//+leDD4Qbn/PP8eggsRRWmPTEJrEYfLE7YweA39SoUaNiSWyF1dfb71no5BX/7W9/azCoA8kF8raOrtcxDtiT8EJVrlzZ4C8RGPu0gZLZJwAP2RgwhKPK/fnPfzaCucmkAOEUKbC8lsABUvI1tXmv0uOc2tYYTeteXzVajXXJqW3X7UOz9dKLb2r6rgtKTY7WquFt9K93WupspHuAMdOPEFOFCsBCRBf3VkpCmsFDVRSmt6fJwAI6deqUYWTnNNjSLOyo8GFIpwEXBrAM9oItDgkBYiHue1KiYLAnkNUbcMI2Q8oUNiNvrg/m/qD+bCzYJNECMNSjCSD5IkkS/oR0WVRuk9PhMO7rKWk/zzVOln54JDl9mvuZixbjx44LGCBZ0yPVt1k1tR62XIYJM/2eRretoQ/6LlXqo5zaNt3YP0WvvNFQu2/GG81OvblWr/yjmladc38sD4NFtj/E3eIUjMF4ZgAyXxQGj5w2GLiRTEq7sKDJooj0EQhyoi/ai9pJWhMCoMkHhVeKvizMNofNjJg64ukKu9YX9QzkPQAG2gcQocaRsYLNBkY4ThnAqTCVzmm36NqpfVqzeo1OXLknq5vTmq0P7uvg9o0Gf2zjxo3atHm7Tl2PkD1fYkB/tT1ggOS0ZWrjqLZ6v/MYRVkkS8wldWv8pkZsuulyUKSUfHOPGr/1tuYczl3MaRHb9d47zXTotnvvFYCE29+bgyLddSK7Mjwizkf3Vqpydx/Xz9ihYepyzjyEydIWsdlloQWQvI0EaYVNXNe2lNZ7gB01Do8ZgIpkQBArNia8aSzQ/AUp0CRGltf0IPQL8xTVDQcG9iZyyrMGyEVFbB3jzZxz7SMOar24eaZ6/DhNZy6d1PDe3bXi8E0jn73Zj+S9P7tpqhrUek8fNm2qjz5qqqqVX9e3M7YbJ5KY1/nzNWCARPrapJt71al1R60+eFWH1s9Qyzb9FfrAppzMRO3dskGXI1KlnDSFDGqjL3pPVmh4uPYsGqbeo1cqMSvvkdtmp5iAVBKVCw8H4rAvg1WRvAi2hGtCsqzS3rGPHTtmSJKEuhw9etTsvjLximTAYmOMsKcArrCg8wMrgBRsxEh/djDgBPDAhifTApEH0FgIKSKxG9KUSalIjzqjDu/X0tSdd2W3Z2v37J5q1Hq4ol2OsrdmpOjojk06cyNc8fEJSoi7rB87fK0lh++Wv3PZjIFxOhR+4ZCWLlmiZSs36FJ4rtSTlRyuWaN/0a4LuUcMZSZFaNOvczV/8VKtWr9LsenuwYh7+gKQcLvi1cD17MuCPYOUpWRWhEXNBCqtwrNZsEgbiPuAkusOWlr18va5ADocHZj1GHoBepwXeBTNcBTaF6zESG/bWZzrGEfUceYb6hvBzahzMONR2Sk3ds7Say9X0Y5Qu+S069re2ar+eh1tvZn42Itt2K3M03+cSjy/Xh27D9XNJGx4xalZ0X8TQAnJrJxTVkuWLK6ufg7xzcnJi8JOmzLSMx8eZmf+9slXQKQkKht3ZEKzUBGBfV2I36J+AB6eo9IuiPMEe+IJRDL0VxiHv9oJsNIG6g7FAokJ7xMxkN/leAAAIABJREFUYqjKhI3g3MAg/LQWbHDYVMn3ZfKYjiwZoueer6ljhgzgVNjRlXrn5Vc191iUnlR+JTmydWDBz/p++hZlePBw+6N/SwGQfNsMX0hI7L5MZAyivrb3sIDY2ZGUiHcLhqONGAGAnEME4Lrg2fKV/cy3o1vw3ehLwAe2MzmisDGRtZJFmF+dK/hO5f/bAwt/0HPPvatTRrilU6GHl6l6pVc052hkHjuS2ROW1CiN6NlB689E5D0v0bzAT68VgPSwYxH9zah9f/Q1XiMMs1AMXBOy++NZ3twTMR/PFUBJ9kySqwHGpalWelNv12uoK8CD/ZCAVcCVPzaWNWvWGJJvWWqPa9t8/f7ixomq/HJ1HYxG97Lr6p6Zqla5pjZeT3issrk8NOHWHnXtOkg3E3wT1uNy6wLfVgDSw+5BDcD+QBS2PyYxAIBaASjh7cJTFAwFaYIwE8JNMBbnPx0lGOpYWB0YLyQ8xhBjN84ECJZkrsSwi4RaluxlhbW3ON8n3z6gZrWra9HReMlh0YFFfVS72fe6m2p1IwHZdGzpCH0/dZPSrW4VuuJUwavfVADSw27CTUxMFRwPf9kfWDiEAWBPIubN9IB4NVJ+vIj2kukRFzKBnhzR5Avmuh+r7PbWgA62E+xiSKQYvZFI4TNhN4MEm98d7vZG5fBDhyVVu+cMUo8Ri3TxygWN/La9pm08LZvDqfDz+7Rq61FZH1quHRn3NGVgby0/etetOufP7vEKkBx2ixLjE5Se/fhoGZslSzluiFX+rKy7e/vChmTel9QdiPwlTUdi3s/dK6AEu/xf//qXoVb4Qxpz91xvPoOTBamTM+c4RQSQKm26gjf1Nq+BHoAKCsMbkAWg4F1xFhtucKRA4vtQ5/i8LLXNbGNJXh2Zidq9YYWWLVuh7YcvKt2C99qhy3uWavSs9cp8yO2yJN7VhrUbFZHyeL2X5LlF+a1XgJSdfEejunyuj1t10qgpIdqy74QunjygrQfOyurZI1+UehT7Wl8CErYI7CnwOvxZsHtwOACcEc78CqaFwSI2T4WFcAcTmIUeTMDpaWw8ESNpE55U8jGR2YEcWNgLOXgToiXeOa55GorDbpPVmtejzWc5OY+9kk6H3ZiThSTa8Et3eQVIltQILZs8SsNHDNO3HVupdrXXVe2tt/Rq9c+U9MDql4p5e1NfAhIT0ww98JfaZrYLaYTFga2jNLMDmPXJ/0pfoObgiaNPgrGO+evsDTES8Ec6IhcRDH2kJgKiOfcOZngwbQ752/c0/O8VIKXGXtTc6cuVkJ4jh92q+6FnNXnYYE1csEXWnNLdWQAkJI2SMLXNgWaXRGVhB2XS+rtgiOW4ZtjTwRD3lr+9SEWQ7eD5cAYZ0tKFCxeCdtFSV5MYWRiNgbZhN0QtnThxovE7E5zwOCJNmRye/P1S8b//esArQHJYH2jPkvH6adIyhSely2Z3KP7GKU2buURplqIBkiU9QSf2btHOQ+eVkvVYTMzbRKcyEqN0+vgxIzH85VuRHlVDX0pI1AEeCzYUPGKBKFAAIClypBEpJ4KxoO4QI0VOaIzeSBN8FmxqHFInoEn9iiLhokIjXeFw4CgjNghCUNgs+Iz7AnBPi1pXmnPQK0CigraMeK2Z8oOaf9JC3fv/pOE/dNUblRsrPsX7M84tqaGaMPA7TVu1R5sWjNZ3w+a7RPo/7gZb+n0tH91VterUVZ33GmrYov3K9MAW9TUgMfnIjzRw4MDHFfLzO0JX8AZB8IuPz81y4OdHFuv2HPuEzQuCJ55CjmIKtuIL4GAOnDt3zrDzsVHgpSOFC7mz2Kj86fQItv4MdH08ApLTmqmExCRlWjhLKrdatuw0XT2xR3MmDFX3Lt00Ys4mj7mun2iIw6pTS4eo8VcDdD3Jpgd3j6tdo3e16GTME9T1sHPbNHL8fN25F6GIiEilpHsGPV8DErs+th0COQM18XgmKic7M+lL4dMEa0FKQJ3lkEzyFhH0inpTmIoUrO3xVC9TpUNyghFOehpsaRjDGSfmCPGAqImodlzPX0UpWQ94BCRr/G0tmTdLs0Lma/OeYwqLSVSW1VSxchmyRel/UtiObP2umg/ITWGr9HCNalNDn/60IW8KW2eG5g9qqbfea65JC9brzv20AlsIIKFicS6ZrwpqFEdCk2QtkGI6uy+BuGPHjjVUIl+1xx/3MUEUFQlVDjsMi7c8L0rIrBj3CVdh42COAFBQCrA9Asxwy8pzH/hjLrne0yMgkS7EkvlAMRF3dWTnes2cOlmzFy7TzgNHdSsiVumZ2UVK2pSdelPtG76sdqPWPExhS8bIBqr19fg8KWxlz9Cp3Ws07ud+qvfWq6rZrJsuxHimr8PpIbKZfNYcac3BjUyaknhL2O0hSGJHCJSUxKBQZyY2kewcQ10WcvrQV9jdACbUGlKtAExFseG4TsiSvMcWhDQDM9ufoMAmBcES8iWSE7YmjOmmUZzAXxjjSE/Y2gK5qZWk/4LhtwUAUt7qOWzZunfjvHZuXqs50ydp0vS52n7wnOxekiOzkq+qdd2X1HncJhl0KyOFbQPVaDlGMS45tV2fGnNxu76u+5o6TtjmMeIYQPrDH/6gP/3pT/rb3/5m5NcmaT9u6+IWJjPZ8jjNhMDTQBYWFbYKJCVc06WxsIvTXiSDrVu3GvYl0oOQDxr+UiALmwdseyTMkmxIRa0zgMOzAScS8xEexB9qP7ZIzu3DTlgWNpiitt3X13sNSDnZaYoMv6vwiCglJKcqPvKG9mzeKYvFOzanNT1C/ZrnTWE7qs07+VLY5mue06GLy37WR90mKi7bvTcPlY2jdMigx86MfQMwKukOyYQm5gy7QSAnNz3AxGVyM6nJoxTo5+cbBa//pc+RCIgHxL6ErYXDMwnlKOl4eFMJxr80E7QBTEiMADGcJqRFMpHSF3gnAUsoFNu3bzf6BON5RcnbA14Bkt36QJunfa+qr1dW1Xfq6Ju+I3XmboKboLy8N3f9z5GTrlU/faH3u41XbI6UE3tVvd5/XYNWX1FBVKa7Wyfru8mblebhItJokHfZlzYks95MHIiLgF0gFpT5XF6ZrOz07LK4ngP9fNe6FPU9Uh3ZN7ErYWOBXIk9jrzP/uT2oCIBSIMGDQoaIzvtRYWEEQ6lAFCC54YnlxxccJ5QM/3ZL0Udv9K83jMguTgMUu8dUct6DTVh9WGdPXVUa+aNV5dufbTh5J0igJJTqaGH1K1tJ63af1kH1s/QV+1/1L0Me24K283rdSUyVSl3T2pw7++1fOsBnTq8W7Omheh6gufD8nztZXMdDCYJAZqc8uDrPEmuz/H0nh2XhYx9wjUzoqfrg/FzaAxISUgI//znP41YM06uRcXxNcgCSOTUDsajtF3HhsBlsipwGAEOASgUpKAlfhBTAUn9Amm7dK1bab/3CEj2uMuaMmGSVmw5oPCwS5r8yyDtvvYwZYYjRxGXDmvarGVK92D/cdswR45untylRQsX6ddlq3TyRrQBaFnJYZo+fLC2X4hVVkKopg3po559B2vxmq26Fh5fIOj5E5BoA8ZlJLDSymGE+kZ6EDw6qABl0b2Oykn2QrxR//d//2fY+gjb4BhtyKC+AibsWEhlLGpsccFcaDOSJOodThhAFM4THmMCrwEnHDV47vDu0Ycl7SenPUe3zu7XyhWrdepGpCwF2H/t1ixF3jqv3bsP6GZUUt5srn7sWI+ApJRTav/JJ2r+8Yd69906eq9uXbXoOFBbD19QQhq8C4uOLF+i9OSi5/Vx2GxPpDXIQyF4mNvXm3b7G5AI6eAASnI5l3RCeNMed9ewuDhjjeOeWMTBkrbEXV0L+oxFhWpNGzgm6ve//72hzsGsZtH5on9Z5GXRq0Wdsb8BQKjoeO5wDpCwn3FH3cM4zrl/EFSL2ldOW7YubJyuLgMm6fiZY/q5RxctP3JDT8K2U9mpMVo59Rf9MGqOLoVGKS3LWuTnFTQPCvrOMyA50xQaGqWUxDhdPnNM65bMVI9vPlfjRo318adf6vufh2vwkElKS/OsThX0YF99529AAgxw49apU6fUpCT6CkkJrxvZCEix4UvJwldj4e196FNUEpKnkRSOODkWH/weyIbYz8oiqHjb/sKuo+2MN+ou9iXyU40ePdoIAka9++STT4z879g4ATBUVa4vqM/SIk+r0wd1NHVHqGz2bO2a3VONWw9TZLotjwZitzzQ0qGd9EX3kbqRkBEwycjsE8+AZF7h8mq3WZUYdUcHtq3V2F8GadLyfTKpki6XBfStvwGJxjDgABJSUkGD7u+GsyvidcPegF2JBR3sqklhfYLUxKKD90XSflQ6QAo6B/1eVmgPhbWzpN8z71DvAGxY8hz8iXeZ/F3169c3/sdAzkESsP7xOLrOjZu7Z6typde14w4yUe6pI2+9VlfbbiU9BiSnQ5GnV6raK29o+vbTRpTEg8zAZvMoEiC5dqrdlqMc25MCn+s1gXgfCECiHUgnTADzWJlAtM3dMwAldkVSZpDlgMT2gchM4K4uvvwM2xh5mOBgoc5ht0Nywm2OmsJi5JqCVBXAC3sMLveCrvNlvUvjXgANDhcAGy8zCemwyRFjyBzFxEDfQTEww5AOLx5snDpy/OGpI3ePrDBOHQk5GvXIfOK0JGvNz830t0qNNGLcKHX8rIk+6TBYZ++VnEbjbT8VG5C8fYC/rwsUIMFtIlwAt20wHEmNpwYj9zPPPGOQ8coDKJlzBXsSTGe8UPQ5EiFqCvFjBw8e9Nj/jAtATfI7JK+npSA9YVdiTiAhkWAQIOfkZPOI+QMLftBzz9d5dOrI3SPL9XallzX7yONTR6wpERrarKpqdZqsu0lZSr69S02qvKT24zfJ6iG43dd9XAFIRehRpCN2IPJhl6bqZlaZRQcJEVc3tgXUOWwJ5aXQx7QRlvP06dONbAivvPKKoaaQ/xtpinxGJisfiYHIfI60KoveSF+NG9IhUhQSoykpXt4yxTh15EDUw1NHds9Q1ddqa8uNxwdF5qRE6Jdmb6nZsHVKRlNzWjS1Q33V7jBO6R54gL6qs3mfCkAye8LLVxYBZEnsHsFQmHCoKCxQDN54Z8ra4Y/e9CPghCGcAGRAmGOPODoaNzmMelzkSFVsGN9//30F0TBfpybd3KePa1XXkhOJcjqtOrSkn2p91Ed3UnLVYAdubmuKVv/cQrXaTVFMms044XZu7+ZqPXSpsiskpHw96uHfQKls5uNRJ+CIEBYBtyZYCsRNDimAfIjBOxhOyfV33yA5wdEifgxGO9LTf/zHfxhq7LBhw4ykchVHIOWOgiMnTQfmDVHnn2br9LkT+rlbW83edt4IkA89vUOL1x1QNobz2wfVqulHmr35oK6e2aYBvQdo//X4R5KWv8e0QkIqRg+jGmCrKC0Gt6cqo94QogAtAMMwHpnyHJKAdIhaAk0ArxL8HQiGxI4RrkJwNOostiiMv9jZUOVcvU+e+rL8fe6ULTNBuzes1MqVq7Xj0HmlGhlbHbqyb7nGh2xUlsMpp92qm6dyycur1qzX8cvhAbMf0eelAkj2HKusXnroENVdoliemCeBlpDMCkCYxNCKuzrYzjDDwAl3inAN7F0s1qelADYQR+HwYF+iH3CRQ9sw1TnUbjx3qICudpanoo+cDtnyrz3UtTzMZLQ1m2w29wHt/uynwAKSM0e3z+7T/JBZmjNvsY5cLfjc8NTwsxo3aKhOx2V57IPSAiSAEr4HxmS8OsG26yIJYG/hHDKAE6Z3MHgHPQ6kn75gXGBAo96RHoUsCsQnknMKFjS2KOIFiR+DbMq1FaX0eiCAgORU0u196tSmkzaeidSVPYvU8uvvdNvTYXROi1YMa6t//qWKtoV5TtNQWoDEkDF5URGwXaAuAFLBVuDvkGaW+CjyRFUc9SNDbSORH944AJuMBIwhUhT5i5CsTFKm6aUKtnEtr/UJGCA5czK09pev1LjLGEVbpZz4a+r7UVUNXHFROfl1ModVdw6t0k8Df1SdN2pq693gBCQmBfYL+DEvvviikecmGCcKagnR5RwiQD1xoWNvKm/FtKEhuRYGJGweXI8kiYoLX4ekctgFOQWGLKTkwiJTAYx4UqegBgabJFzexjBggGTNiFT/5lX15ZBFMuAlK1ITOtbR+70WKsWaV7J4EHVRU8ZO1tGDW/Xx27W1pRBAev7553X9+vVSGxt4MLiaWfDBbK/BqIt6CW2BLAb0WXkCJljJsJWxmxWHhwRI4UVFisQI3qlTJ8ObivSEPQ6gIsUwAcJlNcC51BaJlw8OGCBlJeWmsO04dr2M6BhrrGb0aKh3vhilaJfz2RyWZK2dM0nrjt5W7IU9avpWTW0JTfdo2EZlI5cxx/OQZwfVCZd3oBcaE5TkYPwFMw8IaQkJonPnzgZFgHw89GF5sJ2gZvk6QRvABkDBfYLqAdcLKZNjq+hDWNF4NgnnQVquKCXrgYABUnbKDbVr8Ko6jt2Qm1M7O1qTu7yn2m0n6b6ZU8mRo1uHVmr8rNUKu5+sO8c2qUnVd7TmSrzH45YIwiSXNvwbYnj4gydUGp4vQPGPf/yjkbEw2Bc40gQZKekv+g6pgs/KskqCdAogYRvyNWOdfqF/AHNAaMiQIQb1A2oBEjr2JwBq2rRpRoZR1EDALBjtiiWDDP/+OmCAxDFIo9rW1ec/LpCRQSk1VD9/WVUtR25X5sOUAQ5LmjZN6qMPPvzYSEfxQf2a+r/f/rdqN++hvXfuu+0JU0LCS4IozR8TszQmAouAFBok6Mf2UBp1cNtJHj6kfpycAdMZNe6rr77S+PHjy+xOb0pIgQodQQpHMrp48aIx3vCfsD0hPeHZJJYMyQqKAXMD6bSiFNwDAQMkOaw6uXSwmrQepBvJNiXfPqbWDero1zNxcjgdys7MNLhJ6cn3FR4eZrhpT29fqvcqv6H5R24p/dGZcHkbBCARGQ4vKBgKqhv2JBL0czxQYcbV0q4z9cNuQpQ8gITERGZHXOS+ljL83VZIoGwIHPsdyM2APgSc4DVhp8NATv/Rn4T0QFKFrIr0hlRK5ggM5YAZhnKACgksEHPFYbMq6X6MouISlJ3jOVuHzZKlpMQEQypMSk0PWF6kwAGSJGtquKYM7qtJC9Zq0dRfNHDCCqXbpMzEUI3/sa82nYnKM2fvXz6gz+o00I5wz+eyAUjo9KVp1M5Tacnw2pBoHrYwiyPQ9qz89fH2f2wgFy5cMFQeVBAixjngoDgGYm+f6evrAKJALOzC6k0dAHQ2KDhQZCnAG0u6GM6vIwaPjRQuFNQDnA30NWAGsPoDUJ2OHB3bME/jJs/SnOnjtWDjUWXY8ru4Caq16vTGmWrRpLEav99U345fpYzyGlybmRqvy+dO6eKNMKVm5rqe7ZY0nTt2WGEJeYHHnpOt+7GxynLXaQ9nhAlI6PbBVCAhYjDGPkPGP39MMH+1FwAihzh2EvI89+vX79GZ9hVqR/F6HYBCCuIP4Ed6hpA5adIko49R88hvhSePFDf0PSlrz5w5Y1AOkL4YFza3YgGu06HkGzv00futtOdKtB6EHlKnzz/T0mPheQ98dTqVEXFRM8eP1bIN27R9+y6duxWd95ridYFXvwqohORVjYp4UbACEs1gtyNxFln9giU7QFG6l8VDvSF/Iu2hehCKUVoHHhSl7mXlWjYqQAYnDOlj+ENagkFuHjZJsDSUEgiuJGPD7scYFEWlduaka8/E1qry+QiFJdsle5xGfNNIXw5amkf6QYo6tGSE2nT5WaduRsoS4PCRCkDy88zFwI79ABWI3a5Yu5uf61jY7QEm7B1E1pNvCFWDbITQLDAkB4v0x8Jmg0L6CJY6Fda37r6nv5GGACmY9mYmzT59+hj9zxjg2UMCJ4EdRvzVq1cbkjhARYaD/BSEnLQYjf3iHdXvt0Bx2ahp2Zr33cd6s/n3isl4TJJ12LO1dc5QNav/tp574WV1GByisKTA5c0vF4CEqBtsKps50QAgDO4AEpISidnLstrDZCcuDokJAzgHHmJIBnhLG2xxy6NickJHWbJ7mXOlsFfsUfQzkjfMe87qwyYFKJFXG7sUYTDEV3bp0sXIS27aLy2p4fqhcRV9/NMyJRr4Y9Wi/p+o0vs9FZn2GJAkh7LSHygu6q72rpyodyq9oj6zdyvH4cbWVFiFi/F9uQAkjNrBCkiMCQuVnYud7B//+IdxWAC7YFkueOY4/ww1jt0a9YLQi9L0drJY/cVDCvaxwsZEfi48eCEhIcapJBxKYfLhrGnRGvVpdTUZuETxRlLRDM3u+aGqfTZQsQ9tuU+20aGDIb1V87NBSswKzHytAKQnR8Fvn2Doxj7AToZB05wsfnugn2+MWoRKgSo6ZcoU4/wwzhAjeyOR8+bu7OdqPLr90wxIZiew0fGHFM78MqVWp/WBto/6Um+1Ga+IVLvkiNHQNg30+Y9LCkxPe+fEArXrNUkplgpAMvu4wNdgNmq7qzgThdAWVJ6+ffsqJibG3WVl8jNsHQAuHqO6deuKrI2BlJiwZ2FfgXJRHlW2Ek0Kp0MJ1zarSaOvdODmfT0IPah2LVpo2bEIcbxZQkykUjJzZEuL0/5du3QrJkWW9ARtWThJS/dclq1CZfOu+8saIJmtQqpAvQCYSIVRlu1KZpt4pR1IKkiAJETDtgHRErYyNhB/FrxOa9asMbxQZdmo7bc+cmRr76+TNXLSTM2ZPFYhaw8qLcehrPhbGtO/ixbtuaGs+1f1XctGat62u0ZPmKbNB8/rgQXSpt9qlefGFSpbnu4I7D8YiMlmSNgGfBTin8pToX1wsGAsY9SHAAjx0p+qHCqKqaaUp770TVucgqmNNBQVl6Qce26WDYfdqrjIe0pKJ+G/XanxUbp587buJ6cHTDIy21cBSGZPlNIrxmHOtq9ataqRrL6su6zzdyPgAPMYtjKgC6cGBjihFQBWWTfu529vWfgfYSdAAk+RuyPggEQS8eg7V3Xz3v0nE7OZ1XfkKD7ijm7cvqdMa8HGtLKqsplN5ZVFiYeEXD5wfJAqyqMNhHZCtIQzA9EPcCJZHCBcFJKfa99VvC9fPRBQQLJlJ2j1jFEaNX2+5kwcpvGLdz9x3pPDmqkDq2eqe7tWeueNymradZxiMz2DEom0gi2WrbhTBC8cWQJwow8YMKBcHJHtqS84tgkeDYHIRMjDaIffVBL6BiAOFYFA4Qq1zVPPB/fngQMkp123ds/UR1/00umoTN2/vEct32+qnbdS84iPWQn3dOjgYd2OiNLRtZNU7cUqWnfNSFjitifLg4Tk2jCkCIiGGINZpBApy6O0ZLYZ1zRBpRwLThwXRn5SoJBOBkpBUexNRM6T9gOyYHnuM7PvyuNrwADJnp2sqZ0b6qM+M5SEApt6V7+0fEttxu2WK+eKVCSmRT/x2gF1adNFZ+97Ph66vAGSOclYjCRN43RWDN/wesp7gWlNdgRyWcNqhzqAC5/4LqRHjP4FAVQFD6nsz5CAAZLlQai6NHlVbYavlHHQjCVGU7rVU912UxWfn3TldCgz9b6WTvhBQ6ZvVGYh0f54qcz80EzY8mIoxa7CAkVSwuaC7YUYpfKsjtA2gMfkNBFk2qJFC8O+hs2JQF+kKdJ5kCqYP4zjUAoAbQ6G5JoKm1TZBKeAAVJW8lV9XecldR63KTeFrTVW08mp/eVoxZgpbB/2oSMnS1cPrlKL2pX0t+ff1qpT0cp7DMDjziaF7RtvvGGctUXwIa5lmMJlnQX9uIUShwgsXLjQOImVhF8kmi+NFL2udQrEezYWPHQQHhlnJEbAiYT75FHHdsjxTqSRpV9IXfz3v//diOUCvDm5l7PpSpy6IxCNrXiG0QMBAyRL2l31+LCKvhm5WkbscGakxrWvrQbd5iop36kj1Mxhz1HC3VPq80l1fTFkhR7Y3TsqmajkHML+QGAlidjLchpWT/MSmwhpJ8iVU6lSJYMNTdZBf5MNPdUn0J8jOQFQgDNZGW/dumUYxSGV8gdDnBSy2JCaNm1qGMrxWBJsCgGV+QGYzZ8/3yBtYjyHioAqiDTFX3khpxY2No6cbEXcvqqz5y8rLvVxeInb3zkdSo29q5v34uVhCbr9WXE/DBggOSypmtu7qT76broSHZIj8ab6f/y6esw9KYsn8Ud27ZzUQ+2GrVKaB7UNG1Lt2rWNCGjYufyVZ5UGAGLnZ/EBTEiF586dK9C2UtzJUZZ+ZwIW4w94Qy84duyY8YeTgCPPe/bsaeQ7f+aZZwzjOWBFahiCnuFGzZ4926AgEAgNPwz1v9yBlMOi/9/elzhFkfRp/wUbsbGxG9/3buy78737zupcOqPjPYo6ON46jvcBireoeON94YmggiIgIIIHoKKIIsiNoiKHgqAg930fDXQ3fXc9X/yqKWiaBlHblobqiIqqrqrMynwy66n8HfnL9HBfHDnthnsBV2B3xhNlzV3raOXN5XDa8hfWnAqCuGtjt8G6itEIicIalCUFYKnFZsS8q8K7p7exZN4qvKqWQKVoQW7mW1Q1SiET1uLtm7coLqtAaU4KnA7tQWh6dZciGxFSbw4/YrCW0smIXjoyb9Oy0OQFTftnz56xMZr7MiHrwPDBv4QFkRSNrohcSJQnUqcQHiTWEVlRMH7S0dEcPDIikNjHBUUjwqKVRGgJbgrYT0sikc6KdHmUJ7eZCuZ17yOwdMZfCHpdBYoAcNb6T+z1fgq5vrlqahle3nfG5GHfYcmh2xB3OXD4YDP0+AYjEhJAq9fG3faAo7M7XJzO4XZsOjsMFFW/x+GNqxDwogQ12XHYaLkUazbb4pT9OQTGpEJHxdShcn3Vytahkl38oZeAXi6arEvxmslkTvGJ7t+/3+emoXQBQafThMnHkgP5RJFVk4iGG1nR+n40B490U6Qop8UiSVdJ7hgU0WDt2rXsYpvkfU6ERc6slJaMK+TkShZDIkDPDuW6AAAgAElEQVTaiBDp9yll61TBzzyR4LMbQ35fjoxaElPECHFeB/OFh1Ak7rgiCkOTcbPjccHlEuw2/YVlh271PULSYMlAImqCWN5RJySXSqFqZWl5SzPq6gUa5fcHGqA/E5IuNPT1vnDhAqvUpZeIvv40EujOVK6bhyn/Jz0QTeolHyaOBAxRHxoNcdY88pkiowJFzyQyIpzJRYH0VBQY7bvvvmPFQnJZoFEXRXU8c+YMQkJC2JVGSO9H5aMoCGQVpGgPxhILaZ6az655+HXWNhSxpm45XlzbhyG/zcWLEkkHf0CpoATezueQkJMD34OLseRAAER9S2QzRNfonAdPSB0xIfIhhS29NPRC0ItCZnAKN0t6ERIx+uqPHCPJqEEB8o3hGElYklKcrIDkA0VGB5qjR6RDi4aS/5iNjQ1r+aVAdrReH20UzI5IjEZbpGwnR04nJyc2XjbFzKbICDRao40shCRm0kYWx89bkUQFN5sZGDHXFmUUJJKR48X1/fh51Cw8LWiPxKBWSZAccg3e959DLK2D7/6FWHowAKK+JrJ9iReBJ6SuUSWLFH2ZybpEvlpEThRFsLS09KPFmq6f8iWukNj18fn2ZsdI8q0iZTlt5GNFIzmyBtNGJESLdZIukDayFNJ0mm+++YZ1byB3BgpJSxuRHKWlaTe00cokRIr0IeKU8DQ65I61xVcSwwIOLMHw2a0jJEaKaI/tGD5hOVJrZK0jJAZ1OXHYbLUCpy56w/eqK1bPHIFRszYhMDbj4xvlI1MYVYf0kWXr0e08IXUPE3VOGhlR/KWjR4+yuhAu5jIpdXuTSKdSSJD3KhZXvbxw/XYoypok0NW1ktghKMmAh8MR7LQ9jODnWZC2rozBEdKBAwd6tWMkkQSNrjgSodEcERbpnWijkR6thktkQxuFpaW42eTBTnvaSJ9Fei360NCokNZ3o/hTNBKjZavoPxk6aISl/Uu7exKjzC2QWqUEo2yCv91SzFp/ATVtpm4GjRXv4ONyHmfOOMDB3g4LJ/6MX8wt4fUgUTurL3LME9IXgbV3ZkovASldyWJEnXv48OFsh6YJvaTTIHFA+4tq7FoUvbgFq1XbkFpcjiifo9h4/AbquHXWWwsjFZQh+IYnfP1u4tjmhfhp+DzEFwrYq8YW2YyJD+crRXsa+ZLiPCMjg90o4D+JfLS4wcmTJ1mfLDomHSIp7Nt+tOZaZRp2L1+Iy+FvUVOSgd2Wc+EVk8Ouu9ZQkY93uaVQtlom6WOmVtTDe/dfWLDXD0IjOCLxhNTWWv3ngEiHyIfEB/Js50QEciiksLOkg6JOb0jF8AfRVTfhzOqZWH7Ej7W8NhY+x4zRZrj1urRDUilr8GiGSq1GQ2485kwwx/131ew9pBymeW/0sn5NYu1QYCP8obqy5NHqh0cfHu6/Lg40wqx69xQXnS/Cy8MNNx6+gIiduqVEbIAjdp3wQr2WmpFRi/As0BXudxMh+wQx+mOrzxPSxyLWx+6njkvTUMhVwNramp2OQWKAlZUVq6sgkU63U38JCJi615g3dgh2e8Sz2Uvr82Ex9lvs8O5aTCh9HQY7hyuoEMu/RJH6bp70QRI1oqFR2MH7Wt4iRGOzuIO1zdgg9AlC6o+OkV+ioxDxkDUnODiYXYCAPJlpWg6NoMgf58aNG+yoikZXhv61vI/ExCFDYHc7nc1a0VSCdRP/F1YnHnR6FMMo8CrUG0snj8SMtSfxvlrU6R7+hGki0CcIqbevy2aKXYN0D2QNIqscWXnIRE3kRJ7MJOaR9Y4cAQ21cq0kJxoTh/6CY3c0lhyZoBCrzP6JVfahneBjnfZKs3DH/RB++fZb2HrEsj5rRKicuNIpEX/CJBDgCckkmunrF5IsdTSHjpTh5N9EXuFk5aFY4GfPnmX9bygkCE18pVHWR/8aM7B44nDs9tSIbC3VWZg/4p84fEczYtKXn1omhPfuhVi69wpojEQjNxrFkZLXqPovfYXjz30SAkYmJDUaKnMRes8fdx5Go6hG3yobDBrK3+POlQs4fc4NsakFUHTjkMWb/T+p3T8pEY1AyDxNCm/yMqbwwTRpleaCkbmZRGciqk2bNrH+NdQ25OFMaYgsyMzd5Y9pgceuJViy7woUDIOazEeYMn4OYnJqAUYNOc3GV6mhVikhk8mhZhgoJY3wO7UVp/wSQHpYbl02KpMxHCO7rAt/4ZMRMCohtdS8xdFtNrgaloTYOxdgvfs8aqUd2UbeWIRze9dj5RprzJs8AgN/mYig1KpuJ9fyItsnt/9nJ6SRCFm3iHRoPhdNkyDxjjyRiaD+8Y9/wNLSkp0X5ujoCCIpsoTRdAxKq60wr8qMxo5N2/DwSTy8z+zBCd8YCOVqSOsKcNnhLMJSy1CZ/wz2R4/C6+Zt+Pu44dR5bxTUa7yMOT8kmr1P5nH+Z3oIGI+QVFLEuW3D9NVHUShSQ1KWhk0zxsI5qpD9ummgU6EiPxmR0alolsjQWJIMm1kjsORw1/GQ+BFS7+l0nA6HnPHIwY8m/RL5kChH7gRETGZmZuzUiWnTprHH5LxHflHkuJmb8x6JsSG4HxSEl6lZaBJJWNJSimsRGxqG9BIBxIISRN73xzX/u3ialI6aRnKe1NijiZBobllvd4zsPS3W+0piNEJStFTDzsIMiw54o4lwEJfAYfV4zNt/B80KzsGBgVIhhbxt4nETfPYuxnK7O106ZREhUcRAcvjjf70XARoNkW6JSIomqNJadKdPn2ad+GhqC01rmfj776zSfOnSpeyIimI9kcXvfXY26+BHYh83qiLy43oNV2suyL+dnR0vsnGgmNjeaIQkbXyPVZMHY51DENjBtLySDWE73tIRVV3EF1E0ZMFu8xrcfd19PCT66tIXlouxTF9obVHAxNqkXxSX2ofIhTbS9xBZUbhZmpR65coVbNiwgQ1VSyLfgAED2JEPxSgicYyiPlJIX1oFl+blcRsp1GkS8fPnz9vOcde4PfUR7ljf3hjXu3oG13/1lYvOdZWOu59LT+IzYUo6O1N7D4xGSBJBFlb+MRgbzj7QhBWRVcJl8xSMtzyLSknbkKjDy5j6yAsnXLqOFkk3Uwhb6rA0g5rmaJHvDClZSfHK/0wTAW40RZ7kFPWRXAxoAiqFKKbZ8v/xH/+Bf/mXf2GdOMnKR21Oe5o5TyF+6f+nblwf6ir9h653le5Tz3PPo/pxdaW8tPs795/2dD+ROY0SKeKDqSn3jUZICnEFDi4ZB0u7m2Bn1wiLcGrFWMw7cBfCNpGt9QVSK1D9NhYuHrdRLOjeCY8L8k/hR6kB/P392U5sag1hmtRh3FJTm5KeiIKnUTtTm7u7u7MLTNIik6RQp9ETHfe1jWKG0/w0qhctYkETaGkOIv2nybcUYoZ8xug/uT7QCJL0d91aNo3bfD16mtEIiVFKEO5sjRnrT6FUwkBSngbr6aNxLrIAFC6b1Q2wRVaj6v1zeF+5jszSWghFQpSWFkMg0m81IR0SfRWKi4t7VGH+pr6DAPUZcoTkfvTyEWkZK+AZ91xj7KlenOWQxDCKFKpdd/rfF+ptNEKiRhOXv8Ze6424+vA5Qm6exbodjqiWMpA1V+LOFXck5NaiJisCS8yHYehvv2POn7Mxc9pUzLc+joJ6/SMlXqltjNfBNJ5BeigvLy9WjNd+WU2j9HwpCQGjEhIF+q/KTcOj4GCERjxBfpVGzyMTVuLO1ct4mVuHuqI3CA66h7uBgWwQ9juBdxGfmtflyiS82Z/vyBwC5BhJ1jpa7ZYX2TlUTGtvZELSgMOQdcVAOPGEZCAg+0A2vGOk6TfiVyEkQ8LGE5Ih0TTtvHjHSNNuPyo9T0im34Z8DVoRIO9wcg2goPm8yGaa3YInJNNsN77UehAgqxvnLKnnMn/KBBDgCckEGokvIo9Af0GAJ6T+0tJ8PXkETAABnpBMoJH4IvYMAXIYJOdBU/NO7lnt+sddPCH1j3buF7Ukb+VLly7h8ePHHbyY+0Xl+0gleULqIw3JVwPsPDeKh0QRAXgrm2n2COMTEi3BIm6GSMIt3ds1cGqlAirdpUt1buf9kHQA6cd/ecdI02984xKSSoLk8FtwvuiKSxcu4P6zTL0e23JxHZLC/bB1+168yO8+jAhPSKbfCQ1VA94x0lBIfr18jEdIjBrV6Q+w3MIaUVn1yH8RiKUL1+JNTedZ/HJRPRLv2OPHoeYIeVvfLTo8IXULT7+6WF9fz66IQstJ84pt02x6oxGSWi7Eddt5mLXFGTUqQN2Qh4MLRsHmSqLeibPK9w8xdpw5HmbwhGSaXcv4pSbHSFoGvLKy0uQiJRofrd75RKMRklxUgu1zh8PymJ8mQJu0HM7WkzB1kyca5J2n2moIaVKPCIlfubZ3di6+VDwCH4uA0QhJIsjECvNB7SFsFVVw2zIN45bao1LSHmSLq0BPCYkiRk6YMIGNmvfgwQPQlpKSwg/ZOSD5PY+ACSFgNEKSNuVhw/ShWHcmCHICSFqOCxv/wKR1rqiVffoIiQiJAsEPHjwYQ4cOZTdaWoePqW1CvdBAReUiKZJzpKkFtzcQBCafjdEISSmtx/l1U7Bw3xU0AmAE+Ti8eARWno+BngESejpCIqU2jZBSU1NRXl7OrsxAq46QPoH/9S8ExGIxu2IujZL5iJGm2fZGIyQwSrx7dB5zLG3xplKCyrfRsJgxC6HZjVCrlRDU1UIs40Q3BtK3QRg1yhz306o7rb+lDTUR0pAhQ5Cbm6t9mj/uhwhwZn9+5VrTbXzjERIApbgG1xwP4bSLD1wdjuCMTzhoJW1xTTaObFqNgOeaQP1yUQ2e3jiFX4eOx+lr0VoLSXYGmjP78wtFdsamv53hHSNNv8WNSkgEl0ohRVVJPsrrmqFqXXqUUclRUVyEJmnr+mzsIoIqdhUFlap70YsjJDL38r/+jQDF1KbFJGlJIH7qiGn2BaMTkqFh4gnJ0Iiabn6kO7S0tISDgwNvZTXRZuQJyUQbji92ZwTIkJGfnw8aKfFWts74mMIZnpBMoZX4MvII9BMEeELqJw3NV5NHwBQQ4AnJFFqJL2OPECAxTSgUglaw5UW2HkHW627iCanXNQlfoE9FQCQS4dSpU+yKx7xj5Kei+HXT8YT0dfHnn25ABDjHyAMHDrCxtQ2YNZ+VkRDoE4TEz/Y3Um/p5Y8h69rs2bP5ELa9vJ26K57RCUlQnovw4DsIehSD4nqx3rKp5CJkJcUiIOAOnqbmQN7qQKnvZt4PSR8q/fMcjZA4x0iaYMv/TA8BoxKStD4b9nt2wCvkGaICnLDtsDsaZLpso0JSsCts9p5H+ptnOL17B+4mFoOb5aYLsaEJiXxZyMvXUEpRilxoyJdDKpWyHuy6OHzqf8rPUNEVCTdD1ZXwp/yofD1tC4FAgNWrV8PJyalTnahdSdmtVLbOBvhUwFrTUZmoroaaxE06L8qvp3X9UPE/FrsP5Wes68YjJJUMTz12YOrKoygUA5KyN7CePhYusSUdyEZRl4m1MyfC4dE7igmAtBsHMNHiMEoa2aAlnXAxNCGRYx3pIOhra4ifv78/u9Y8LdHzuT8iDgqt8ujRo8/Nik1PLztNswgKCjJIfm5ubrC3tzfIS0ovqK+vL+zs7Ho8c5/IoaSkBBTKVvfFrqurw/bt2xEXF2eQuhYXF+PQoUNsdInPzZDqGhERAWdnZ5Y0Pzc/Su/j4wMK5UskbEo/oxGSoqUaxy3HY9H+K2DD9otL4LhmAuYfDIRQwY2S1Ch+eQ0jh09E0NsKFse6pKv4YfAUxGTX6MXV0ISUnp6OH3/8EcnJyXqf97Enjx49ijlz5qC5ufljk3a6n76gv/zyC7v2WKeLn3CCwnVMnjwZZ8+e/YTUnZNYW1tjwYIFPSaQzjm0n6GRzN69e1kRzBAWs7KyMowaNQo3b95sf8hnHIWGhoJ0lzk5OZ+RiyYpkcamTZuwatUq1m3hszMEWOzmz59vsPwMUaae5GE0QpI2ZmP1lMFYe+YeWOleXgXXLdMw3tIRVVJOIJMjLfgIfhr+J+LzNbG0G98HYvDff8W15EK99eEIyVCz/TMyMgxKSPSFNyQhURA6V1dXvVh87EkipClTprAxhD42rb77N27ciIULFxpELOIIidZZMxQhjR49mo0sqq/sH3uORqkUFNBQhERkTuIm+VEZ4rdv3z7242Co/AxRpp7kYURCysLKyYPbQ9jKKuGyeQrGLz+rRUgyvA46iEEj5iGhoIEtvyDzFn4iQkop0lsfIiT68uXl5bEvAok1n7rRS5CWlsYSUkJCgkHyO3LkCEtINPGT8v+cspHYxxHS5+RFZaD0FFWTGyEZIj96qYiQaCT3KfmR3oM2Kh+JkzRCIkLiznHXu9sTzjQapTy07yMRixsh6V7Tvq+7a3QfXaft4cOHLCHRh1A7jfaxdr7csb7rRBocIVGbcPfq7vWl1b6Hu077PXv28ISklzFaT8pFZdizYAysjgeA1aaISmC/0gyzbf214h2pkPvEFUNHTENkjkZEq0u8goE/mCMiS79Oh4bOJGItWbIEK1as+KzNysqKNRv/67/+K2bMmPFZeVFZKD8Ssf7+979j2bJln50fzWT/t3/7N4wcORIrV6785PyoXLRZWFjgb3/7G3799Vf2/+fgR/kNHDgQ33zzDZYvX/5J+VE62qgctP/pp5/wX//1X+wxd627PaUjK9u8efPa8uDuJ1Hy3//93zF27Fi2bNz5T9nTc8zNzUH9hEa/XHk/JS9KQ+0wYMAAfPvtt1i6dGmX9e3pc+g+wo4X2bphJLVSggjnjZi+9hRKJUBLWRo2TBuF81FFUHIqJAq1XZWK5VPGwzn6PQA1q9Q2W7IfhYLOSm1SXNIIiZSVGzZsMMhGXyqS5w2VH4kxH8qPntnT51FelOfHpOkuby6/7u6haz15nr669iSd9rPXr1/fhgWlpTy5c9ye7ueOac9tRNJE/j///HPbOe4alxdXHu30dI7731Xe2ue58mq3a0/Tc/fRntsoP23surpHuwxcWu17uXLROcrP29vbYFbPbl5tg14ymshGFrOmgufYusYaAdFpiA28CCvroygRqSAX1SIs0B+pRQJALcND1/3YcOgycrKScGbHWlx6lA49KyWxQBApkXVF30a6B33n6Rxd6+p6d9e4/Lq7p7trXHquDNr/ueOepufu1913l767a1w+3d3T3bXPTc/l/al7EtVsbW3h6enJij2fkg/V4VPS9cY0VBdda6NB2eMLZGZEQtKUvio3BXdvB+BucATyqzUKPGljKXwvOCLunUZMU7QI8DLiPvxvBSIyIROKL1BxPsu+iQBZrIgc+J9pImB0QiKYlAoZFFz82lbcVEolGC3RDQw5iim6DfBvmpDzpeYR4BHoCoGvQkhdFYY/zyPAI9C/EeAJqX+3P197HoFehQBPSL2qOfjC8Aj0bwRMipAYtQoyuRxqbV2TnvZTKeWQyT88iVKlVEAm/7CeiiwVH7ZWMFCQ49wHlm1Sq8g5Uvlh3Rijhlwmg6rbyjJQKuRQfuCZBJG6ta564Op0ilGrP5gnPVeu+LDymGFaLaAdFIQ6j2ytq1JHr6hzF/uX8iOcqc5dZalSyCGVydH1AlpkmdVYWTnrmFpNbdz5idTuSrkM8m7bjAH1OQlNVP5AW7B9mCZId1tXaleZpg76CqVTTDVZk7u9j2H7klzZNSI6WX61vyZDSEpZM1Ki7sPTywdRyblQ6H1RGUgFpQgJ8MFlLz9kVzZ1SV6SxgrEBPvD86o/UnKr9BIEo1aiqbYM0UH3kFhQ2WUj0X1Vucm4edULN+5FoVasxy7IqCGsyoaX41Hs3GOHiJQ8SLvoIGqlFHmvYuDhfhlB0ckQaTtqcaVQy1HwOhr2h/fD3jUARfUUtpW7qL1nIG+qROS9m/D0uo60gtpuXlSaz8wgPfY2bke+1c5E65iBqCYPt3084X0zCAW1Yv3YMWpUZyfhxlUveHp4IDguDS36vhFqGd4nRuKKhwcexKVB2LZ6sdYjuUOVDDmv43E/KBhpeVVQ6KmwQlyDsFu+8PS+gdSC2ra1/7gsaC+rzcXta96se4CHpye8fa4j7k0JdLmEyKix/D3uXfeCb8BD5FULO2PMMJAIyhERdBOX3S/D/2EcBG1TobSfCjBqBTJfhOGqhyeCY1Mhkqk6Y8cwaK7MxYMAH1y65IEnbwr11pNyVikkqMhNQ3DQAxQ36AOX2lOF+uJ0tm9eDQhBpbCzP1/HUn7df6ZBSCoxQi7th82pm6gse4cTGyzgGZODtjm5rRi21GTj+EYLXI54h5qcx7CwtEF8Tl0nhBlZLc7vWIFj12JRmxcHmzXWiMis69Q5lJJmJIa44Oe/DYBD+JtO+XAnKtMfYeVKG7zMLcOzG3ZYd/AqKkUdRw8tdfk4t2cDduw/iG2r5+Af/zMMTg/TuCy09gxeBp2DhfUJlDfU4frxLTh4+TFEio5ft/L0p7js6oZrvq5Y8PtQTNvigjo9L4JCWI6zO1bC8dZz1BUnwNrKGo8zuiJXBsKi55j+y39jzqF7WmVqP2wqSYGtlSXup1cg+8kNrFi7H2+rOse1olWK3Y9sxsoVq7By1Vp4hSZDqkuYajmSAs9jzbYzKKivw9VD67HH7VEHR1nuyS31RfA5tRO77a8ir4aIQTczQNpYhIvbV+DsvVcoz32BDcvXIErHw59RihDhfhAz/1wAq1WrscZqGcYM/RX7br5AB4gpPndJMnavW42AlyV4E+GJpSv3oEDHQVctrYP7AWuc9o2DTCzAg/M7YON4txMpMSopMh6cg8VWB7yvqITX4bU47BUJqc6HVVqThd3r1uD2s2zU5kTDau58XI3NhkpPfUXVefDYuwTfj/4Tzwr1x3+qfh+DtRZr8DS7HG8eXoDlFgcUNPTeCAAmQUjCwidYMn0arsWXgmFaEO+zE5MsTuh4b6uR+tAJ4yetRG6jFEALDi2cAJsLDzuENyHv7/JkP0w0W4inNIFX3QyvXYuxws5fK+qA5jWgPiBpKsLKMcPh2BUhqZvhu98SS/ZeRbNcDXHpC8wxm4QbCR0nAzdUpCP2aTokSjVkwjJs+3MYZm5x0Uw05t46Eq0kVbCda4adPvHs2eKYyzCbsgxJJdrRAhg0VFWgXkj1VOGZxy5MXLoHZXpGZsXxvpg4aR5elFCMBTk8ts7GwiMBWk9sP5Q3VyLQzRGWM0dg/tH77Re0jp5c2Ynf5u2DiAFkTXmwnjMRJwKSdMhcjZLkYBw7fw0F1Q1oFoqhT1yQNRZg+/yJOHhNkz4zyhmjxy1FdmNHMZpRiBDoYIOZyw+gUCDReVZ74bJjXDHabCHe1SqgkjXBectsrDp2B9oht1SiOiQnJqK4uh7NQiEaipKxa+06hGV0/CAxKhmiPGwxY9khlMkZiKqyYDN1LM6EvOsQMFBa9xYrp06GV2Qm1Iwa2SHn8OeqEyhr6jgSEddmYcdMMxwPTIVcrcbbMFdMmb4cr6op3hNXByXSg+3x+9w9KKiXAIwM/gcXYcKas2jW87FhVEqUxXlg7B8LEF+gh5AYBYJOrcL0jU4QylVQ1r/DoomjcTE8i3tgr9ubACGpkRHsgBFjpiCmgIalDAqeXMHQoZMQqh2SRC3GjX1zMGz+cQglmuGr367pGLboCDp81JRCRF9YjmHT9iC/VtOIT1w2YtC0TShp6NyoMmE51pmN7JKQ1NWpWDV1OLa6PdV8YYVlWG/+PVY7RXdobNIdtH8MGXjtWYxle310yBJoLgrHmAHDcPkZTZ0BmgofY9xPw3AluoulwpUihHrYwzMkBfL2B7Q+W4Lg8+sxbNYmFDQReQHhF9Zg4Nj1ELTe0b5TIunhVfjcfwb3rVOx4Ii+GEkynFwyHOZbr7CkoJI148zKSfhzxyUI2l4qQC0XIODoCvzw82gsWr0b4a+KoOxUNqDmbTjGDRoEj/hythjl78Jg/u0A+KbVtuPCqFGZdg8Thw2H3bVgPHkSj4z8Kj1iJ4PAw0vw47RtqJaRpCJDsMNq/DZjI3K6CkXFKJEf540NthdQqdP0KokAJyxHY9YOH9YxVyWsgvsaM0zZeRN1kvbK0gjp/IbJ+GXqOsSnvICb3Q5cfpQBqY6YXZ7ijzHf/YzbiZo5mfVvHmHy6KFwjylu7xdMM8JcVmPotJ0oZEcxDF767sT/DF+GwmZ9oxoG1c+8YTZloX5CkhXAZspoWJ25C5mKAaOsxtZZQ7DskH87vu0doFcc9X5CYpSI9dqJX8fMRWK1piOUJdzCkO/HwDexrB1EWQPOrRgNszWXIJJpxJsHR+bi29+tUStqF3cYSQP8d03FqCX2KGnUiFXJ3jvwzcjFyKsStefXevQhQhJmx2HOmEE46P9GI2q0VGL71B8w19a/U17cCXVLOQ5vWo0bT3K5U617NWpSvDFgwDjcbo1u0Fz5BJO++x6n7id3GhnQiOaeyz6Ym5nj1PWnaNGdX6Oux5V9czBmwSFUizRf7FhPG/xz4GzktkPCknx9Tjxc3P1RLJDAY8sUzD+sj5CqsXHCT/jrsGaEpZKLcWn9dIyzPIFyDd+x9WCUUpRmv8GjwGvYsXw2Bo+Zg4evSjqVP//5Dfz8z+EISK9i01VnP8WM7/8PTj4uaRPHGYUYEU5rMOD7CbB39cLhLcsx3vwvPEyt1BFjZHBaPxm/LtwPgZr0NXJEXNyIIWYLkazJXgdrQCUXItBxB07fSulEcIStzZQBWGwXxF5jxDW4vm0izCycUNmkpSNk1KjKeoL1U3/FwCGjsfV8EJqknXVDuaEXMfh/f0HoO00fE2ZFYsrIQTh9+40WISnw5sFZDPxpAvyev0dTYyMeOVrh78OXoahZC+C2mnRPSExdMuaP+RU2rhEanSsjwO4Fv2KqjTM6C9ltmX7VA5MhpGFj5yO5VoNV8fOb+PmHMbieokVI0gactRqDCevdIT5ZOtEAAAzWSURBVG59Me8d/BP/O2kzasXtXzQipICdUzHawhGlTZq38qXnVvy/0UuRX/3xhCTKjsNfvw3CkdsZGkISV2DL5O+wYN9t/Q2rkiI97ApOeYaiQdqBFdjJxDWvvDHwu/G4+6qYTd9cFoPfB/6AM8EpnV5otVyM7ORIHF07Hf/941TE5WhiSLU9uJWQxi48ippWQop234h/fv8X8rUeLReW4aaLE+LZCAtKXCZC0jtCqsamiYOwwE5TN5VMhAtrpmK81SlU6IwwuDJI6/JhZzkeCw74QKCjd81/fh2/fDsCd95qRg1VWbGYNvD/4kxUaZseSdkigNu6aRhjYYf8RjlkglwcWDgaf2xwQbVEW08ng/OGyRi+5AAaGRohyRHmtAFDxy9Giv7Yfmipy8X+jRvxtFAHNxJuWUIaiKUnHrC4M6Jq+NhMwDhLIiTtiqhR+DoaDqeOY+Pyyfhh2B8ITCqFrgGSCGnQwKEIy9RQQdO7cEweOQj2gRnthMQ+txQOW5Zg1qK1OO/mCosJP2DI4mNobB31c7hq9h8mpAW/DcNW92iWkBh1HXbOHYLpW100ETc6ZtYr/vV+QgKDrFBnjDGbgdhC6ggqZEU445eRfyKmQKsjqVsQcGQhRi060SZve240x7iVZ9Cs3X9UYjxxW4sRM/civ47eIjVCz6zCsLm2KNf+8rU2z4dGSOq6DGyYNQbbL8ezIpu6sQDLx34PG6/nehpYhaLXUfC4egfVYu1Ctd8qLI3FhB9G4nK8RmQTZN7HqMGj4P+8o06qPQWDhpJXWDR2LHwS8ttPs0dShLrYYOTsLShsFdmCTy3FD1N2dfhC1r59CIs/p2GxxXKsWG6Bkd/9J7755Xc4+MWhoypEgbNWYzFlmzf7kiqldTiydBwWH7iKzlTOFUWJtAenYbHlAip0pI66rGiYDxkCr2eaD0vJm7v47Z+Dcfd9fduIRSVpgrfNTJhbO2nSM3JEnt+AkXNtUdCoNVIBg+CTy/HzzO2okQNqlQQBdsswYd5ulHRU57QWjEFRUiA27bmAGlHntlBJBTizZgLm7PJlRTZFYzkcl4zGPLv7ELQppRjIG3Oxb7UlfGMy0VyTC7ddczB2/j7kkA5I61eZehfjBw3FnZRaMGBQkRQE85HDce1lVQdCImW9TCRAYe57vHt5H3PMxuL4raQurcrdiWyMogS7ZpthpUMQK7JBVoENfwzCGvuHbfhqFbFXHJoAIQGi4udYNmM6rj8tBdRixLhvxB+rzqFMqN2RGKQ/uogJk6yQyyp7RbCdMw62lyN05GU1ql4F4HezBZqolOoGuGyZh7X29yDWkfuphWTCCqwfPxLnItP1Nxgjwo1DVlhMSm2FGsKiOMwYOxX3Xpfq3K9GXd5LePvcxvvKRsjlLSgpyEN1Q0cFh1pWg70LxmOHbwKbvuDxRZhNt0JaRdevvLgmBztWrcITPRbFkhfXYT5pfptS+8KGabC07yiOKcT1yMxIRUrKK7xKScS+xaNhvtYRuWV10PVMiPfdjbFz97EEJBW8x+oZ4+EY1BEb1ldI0do2aileBDrD0Semk5VN3lSMnYvMccg3ka3r27AzGDFxJYq02pWsUy+v22LUzK14R8ohyBHhtAmLdl9Bnc4IMzfOA2PMFuBtnRIqaSMc10/DBocQ/ZOz1VJEeh7CyZsv0Crhd2gvEvniruzFjGUHUSYHmivSscZ8DC5Galt3GYjK4zF/0hyEvCK5kEFzxl1MmbYCiWVsoOa2PCV12bCdPR7H7qZCzqiQGnIOk2euxdt6WaeRLyUiNxf/42swf5M9ihrleu+h59U8vwqzqYvwrFAf6yrx8MwaTLN2gkiugqI6DX+NGw2PJ3lt5eptByZBSGRteHnHCdvtXBEX/Qj7t2xBeEYl+6UpSQuH04VrKG9RQ9Zchst223D2+mO8eOiJzbsd8E6PGAYikTM7cfjibcQ/uo5dtnZIqxRDKRPg8c1L8I9+w748jFKO4rcxmD3kB2x1C0ajWF+jA01FL2G7ZQeCouLg57QfR73C0ahgIGsohd8lZ0SkV6IiIxwWk4ZhyMixMJ9kjvG/jcIUyz0oFGrJTq29IyvWD5u3HkZ84lOcP7wTl0PeQKZSozwtAk7ufihtkiMxxAf2jq54GBIKX7dz8AiMh6SD3VqTGVmbbpzZjZOX7yAh0g/bdx7H69ImQC1FesR1uF6PgrCDBUcFr+0zseTYA719taU2F+dsN8Mz5DlCbzhjh50bKpplYISl8HVxQmRqKepy4rFu0Twcu3QDwUG34HUtEKX6dCBqJXLjbmCb7TFEvUyA477tuBScDCK0yjfhsL/oh4omCRQNBbDfaoV9LgFIjA/BsX0H8Sxf0MkZUCWuQaDDLhzzCsaTxwHYtuMo3lRorItJYddw4UYoWlqV63JBNk7t3Im4Qv1+VFR5aX0OHPZuhXtgDIKvOsDm0CXUKtRQtpTD+6wjotJLoZYJcOPkVmw54YHX6W/wyNsBJ73CIOggThJXKVCU4If1W4/jcdxTOO7dAs+wVCgZBvWFr3HB0RmZNTIwKgVqirMQ7OuEfSfdkUt+Xu0ahw5tomhpwFPfwxgy8g9cj3rPEisZT5KCfeDqFw2RAmgsS8VBGxvcjopHkOdx7HEMRE0Xo/MOmX+lP6ZBSPTFkDQiLSEOj8Oj8DqLlJ7USgyq85JwO/Ax6tjPHANxfSmeRj7G48gnKKpp1usYR1i3CMqQEBeJx1FPkF2iMfmqFSIkht9FZEoea9ols2pDZSFexj/F68x8iKXaIzKtFlOrUJWXhsjHjxH74jXqW83vCmENIu/dQVJ+PZqq8hAfF4OYGM0WHR2LlHcF0JejSt6C/PQEhIaGIyE1G2LW4YpBXV4Sbt2PZEWMorQ4eLpchG/Afbx8k8062WmVqMOhpLESL2Ij8DgyDrll9RpMyLEyJRx3H6foKMMZlOekIaOgVWHXISeCXIXmqgJEPQ5F1JMXKG/QvNCMpAZhd28jKacGNOKKf+iHSx6+iE5IQ21z16Z6RtmC3LQXCAt9jJdpuRDKCBEGdflJuHEnAnWtui9BeTYiQ+7jUUQs3uSWd9Gu5ARajfjIMIRHxiGnvL7VuqdE5ssw3AlPgKz17ZYJShAdk4BGPaPi9iqr0VCWg5hwqutLlNRpRqkqaR1C/P2QnF/NjlzEDWV4Hh2GkEdhiHvxmi2zXg5RSZD5Kh5hYY+RkJYDEVtXoKkiG3f8bqNIIIe4oQKJz+KR9Pot6oS0LFJ7aXSPlDIRit6n4Wn8C2QXVrKGACKkrGePcDcyBaR2Iqfd2uJ3iAgLQ/TTJNTQx0M3o17032QIqRdhxheFR4BH4AshwBPSFwKWz5ZHgEfg4xHgCenjMeNT8AjwCHwhBHhC+kLA8tnyCPAIfDwCPCF9PGZ8ih4iQEYB3TAbvVmh2sNq8bd9QQR4QvqC4PbnrGku2dN7fniWVw2lpAlR1+3x17KteFvZWyct9OfW6j115wmp97RFnyqJUlgGz0tuyK4UsTGW0m7ZwWzuFpTo8YruUxXnK/NZCPCE9Fnw8Yk1CDCQipvR2CRq9exmUPkuFm6+YRCy080kuLx7GdaeuIPmZiFaWv1vePR4BHQR4AlJFxH+/0choFaKkZkUg5s+3nBzdUNIQg7UyhYk3ruEwERNJE5VQyY2/fU7tpx0xzHbTdh66CJKmrXnoX3UI/mb+zACPCH14cb90lUjL+uYa6exea8jXhfXI+bKEexyuoeWhkJ4nLuMEjYCAIOSRH+MGzIKh9z9EBrohTmjfsRRv9Re7TH8pbHj89ePAE9I+nHhz/YAgerMcCyavQQRbyvYu5tqylEtEKPsdThc/KM1M8pVEkS6bMSM9fYoEioAWSlOr56KfR7PeULqAcb97RaekPpbixuqvowU0e42+GONM2q0AuDRPLS4wMsIS9aES5ELK3Bk2TQcu/mCjbogrUzH5nnT4f+qc6xzQxWNz8d0EeAJyXTb7uuWXClE0PGF+M3qLIoFMkia6/EuLR3VgipcdbqA7FpNPKD67CjMmTILYZl1ACPHswBHWO93Q6O+WcVft0b803sBAjwh9YJGMM0iKJEV6YohP/4Ei022OOngjKhXuWjIDce5KzEQtS4JU50RjuXzl+DaoyhEBN/EWScvpBZ3juhtmhjwpTY0AjwhGRrRfpQfhYktzkxGZNQT5JbXs4tattQUo7i+pU0/ROEwBFUleJ2cjLc5xRB2FcKlH+HGV7VrBHhC6hob/oohEegusI8hn8PnZdII8IRk0s3HF55HoG8hwBNS32pPvjY8AiaNAE9IJt18fOF5BPoWAjwh9a325GvDI2DSCPCEZNLNxxeeR6BvIcATUt9qT742PAImjQBPSCbdfHzheQT6FgL/H8GYw6bnIo8RAAAAAElFTkSuQmCC)
Fig.2 Determine the Sphericity by look-up table
![](data:image/png;base64,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)
Fig.3 Determine the roundness by contrast picture