Excalidraw Data
==⚠ Switch to EXCALIDRAW VIEW in the MORE OPTIONS menu of this document. ⚠== You can decompress Drawing data with the command palette: 'Decompress current Excalidraw file'. For more info check in plugin settings under 'Saving'
Excalidraw Data
Text Elements
CRISP-DM ^kNtjkh0J
Тренировка, Валидация, тест ^puUxWxhm
%%
Drawing
N4KAkARALgngDgUwgLgAQQQDwMYEMA2AlgCYBOuA7hADTgQBuCpAzoQPYB2KqATLZMzYBXUtiRoIACyhQ4zZAHoFAc0JRJQgEYA6bGwC2CgF7N6hbEcK4OCtptbErHALRY8RMpWdx8Q1TdIEfARcZgRmBShcZQUebTiADho6IIR9BA4oZm4AbXAwUDAi6HhxdAAzQIRPKn5ixhZ2LjQAZha6yAbWTgA5TjFuAHYEkZ4ATkGAVkGOiEIOYixuCAAt
KGSiyEJmABFUqGrucoIw2ZJlgEEeAGsAMRhbo01iABUAdRaAKwvCFpejbAAZQAwhtiuVCPh8IDYMFloIPGCBFBSGxrgg3iR1NwAIyzZgotEIGEwOESBHnWaovySDjhbJoPH5SBsOC4bBqGC4gAM3Nm1mUZNQfOZEEw3GcPEGcUmsy5aGcY252gSLUmYxaU3xhPRwLY+DYpGWAGIeOUxggACyWpEQTTs67KakLPUGo0SFHWZhswKZW0ULGSbjK3nc
pmbKQIQjKaTB7Sh8PFMKHRktbmTa2WsNjWZO4RwACSxAZqByAF1ZpVcOki9wOEIoVThAs6cwS/XG6LNM3iABRYLpTIl8uzIRwYi4A7EXHSqZS63Syay0VEDjXOsN/CzA3YdHTtDHfCnUVwNjzLK5ZlgPKbIoi29gblXitXm+3kO8xObD9h5/Ml8RvgoRQHq+j6GoU4AApnn6aAdluoqsPoDaTggkGBG2IhlCiQgILMcAYcwWHDmW+QAL51IUxSwI
gyyVAg1TkLUopdE0uKWsuEasb0/RlAAbJMCSTC0PAjO0orzIs4oSCsQi2tsezBFORwnHhEn7ugACagwAPqaQAMjwyiTPpACqcAAEKacwABKADSOK3FApl8baEJQiSQoQBS07aqi6KYsQ2KMn5RKeWU3n6pSorUjGrYll+ECsuynI8vexQCkK6WQNJqDOFmOLaJxxTynlOI4i0KpqhqWqITqCCuoaJrlNyCTYLytr2rueZCC6+pNR65AcN6uC+uss
wBkFQZoEJsySFGMbrGgkyJcmGk4sM3I8CJwwzKKPWFsWuQAeC5A1hp8FNr1xDxRunYRt2139mkGQXmgI6imOE7KYys6TFKkzcoMlqzSu8zrnBm7bmwu4pqgh7HhGp7nsOr5Xo+HR3s+mNvt+mNgDi2Now+2VFJaRO3rjd74wkFObFTYDOF+RQ4pMdNFAzTP4zwT63idHPo844kPlK7PXoLlr4yJYuc5L6NqjLgvFZsmqKw+zjK2TvObPz4vq5rYC
WoTfM40r+OWjwau3hr5stFbmw2+j1r20Ukrm2zJvE++5t8S7hs+37OJ8E7vue5T6M8wHYf0/LpOG6HOumw+LQJFHide5sHFp0UusM5aOYh37/3Z2Aufo8JJdlw+S6V0nt7TLXGdFIJjfh9XBcPpaCc53Xmx8cz8d+3xwed93pe90UfHC7eXdD3Lo9Dwbs/RwLD58Xxrcx2ve0Lyveu3nxqeF3vDN8R3M9j1Xt6DHHy/p2318D3fPdN2A0qb6v1/z
xffu1bv99b2vhvY+ADP6bEGDvH+J90bDA/vvcB59M6Xwnm/RBZMPagPgUUBIt9LbQIfDgqWYw/aEPlhgl+D9NikOTtrChgCqFxx4OQ8er9qG3h5iQuOOJkGsK4XbfBt42FUM4fjZhV8GH42NpghmQjXZSLoWA7Bccha/zQYzcmAjwFH3Vho6RMDIEOzESgwYwD9a/wNhrX+I9rZGNfmffGljNGTwsbYyhzdtE2KLi4ou1jDFFwHo4vRncDGu1cfQ
sm38/FOMNsosJiiwAtFMZ46JLRImhL9iJBxcSsEJICdkhmaYsl+x4EkqJQT2FpMZvkiO08ykKJyTwXx6Tok8DyYHDxdSWFuIJhY3R9SGZBwcfw8pmwcTKOGf0mBDi8EjKKLU12MzJkiwcfIrp4SMbo1oWs+JXNNl+12STP8oCIBAQJKBcCMhqjQXPHdBCEYkIoQOOhekWFuA4TUkjQixFjrkUoqKGiEV6KMUoLabizRUCwJYkwboHA+gcAGGgMYC
RhianVAYuYCwlgyXoPJXY+w4YIw+cUc4EhCAAHEcTXGBLgYEAB5PiplgRks0hwfAKxNKWheJaT4blITQlhBFHytoCT+QxIGXEoV0ThXhFFXyMVhBxXpBK0UyUOSwDSvyDggoyjZTFBKFoSKipyglOVMYVV1SoslQ1fq7p0DGham1DqswuqOmdMQRqtroBDRGmNf04rGSRMjNGWMjJSneQYhpf6SKNqWnRQdIsJFKxnQQLWSG91ihutummu5xRHoL
GeoON6pZ+YQC+qhdaf0AZAxBsrE54NbnQ1hhpQl+EYJFqpgzOOWzxHU0Fos7ZOTxl+2UYMYdKzu0oOUeVMdgsg4zvVhVed1scR9IHQMlZq6e0JI3X7SpTNqkPhCYzVmfs1H7sDlOg9t5yorKvaMppx670s3mY+wOe7F3RJXSs1ZW6v2C2IZ+vdPDul/rMYBoZb7pmQdndBw54H0Y/pQRVfGE7X7Ib2Xzf825gLnIglcttDbEKEGQkBJ5XzAhvNIL
hfC5Hwg/KKBRfIVFIAArolUGooLoVsTQOvWYYK4UItQOVBIG0eAcTGLWySWL0ArGYhGBS+Lm2qTOBpCApBCCfAALJKjeAARTss5AAUoyyYMB6C4E0xQHSvKPICplYiK1gVgpCatdK8ksrbSxVpEqkKKq2RqtKmM3VmUdWzFykLMYhVa2lSZqk81NVa0iqJB65qrV2rck6g6HqfU3TLE9MNH0r0/VTWVRGeawalqoANfiCN7F+4cXKjXfa1JDqJtF
FWc6hGIyZp86gS6XYewFtem1iMZafpCcrVMatoNAL1uzY2vcKkjxEsgMjIcl5uldqXQ7RDr9YnbddgB2ZGyF2bsnSso7Szr3TP7b+6ZZ20PTNHZ+6ZtMXuCzTIHIZt2kNDKfQTIZwH1kBNVu99WKcvsfcu2uhDQzoekWOackCBgLlQQI/NojJHULPMwhRtA7yaMvIwvRsAjGijMZKLRCQQKON8a45wbg+c6eNB4vCsoQduQcSYeJs4mLcqrHFGcP
FSkCXKfUssZwmBhAtEwJ8HEuwVgXAABI2TYBQN4Yx8CTDgDZ/lpJBUecc/6lzdVRVufQEKq6iq2yleKKq1KjJeSau1cGML+qU5GtFDF1U8XLWm+Szak0CBuQtAqjiTL3U3UpcGl6QrfoJrG5/Ilcri04wJhq3DdUYZBg4gk7W+NR13olo6ymi6UN5XXSzX18vD1BsDmG8dUc45y0zgBvOS0ao/7FFXBDav6bIA7kWweMXSM22o02yh4d8ZPwoen7
+TDiOcMo7w8Qa5sE+85oEMRx5aFaOUeoyeWjJFflMf+aUNjEamKcZZ+CpnUKb8CbKP9BI68NoJEQRiqSywVhciF4pBA42La4uEgbwPQBYtwkwQgLQ+A+k4QImmkumYwnwUAfEbwgu7WfK5ukUDm/uAUxuq09UWBluFe1uCUsw9u6qjuwWWqWUbuCoqSCQnuEY3uhUqoFqXeyIoq0edqZoFo1oEerqPY3BXqseo0RWCeJWaASec0C0Iawoc+q0tWi
KZ8QMZ8sauYLWCaje7WyaqaG+V0LYvW/WteT09e62ReTe30cMomc4wMHe0wtaPeXW3eMMQ+8MI+xQa27ae2k+0S0hmyChRyCiJyS+YEK+a+lWxhSY2+pGu+RO2EVGK2EABE8Rx+DGfyEYrG1O7GV+zOMKjOH+/GvEjOQkW0JiaovOX+MkRguK/+gBHhWwqmMAHAAAGqQM4AkICNgDpLcAAI5sA8CaBbRQA7BjBK4ABquuRBhuuBYqkhJu9yhBdm7
mOB3WCq3mNuvmEYFBgWTuooIWruoo4WiSloTBJUEoCQiQ1UfuixXBgeEgpo5oVoNozqWWUe9x6A+WPq4hook0zm/hZWshlWAJSYShQmS4YyfEXckWGh+YWhFhOh1YpezhkAPWmx+hA2phL05hxalhLev0bedhnejhc2GJgErhouy2raKMG26yW2fhChs+CYQR2yIRZyy+lyq+6OZJ0RWOZG8R++SRKRuOdGReJ+5OwB6A1wPQUAnw1wkg3IhmtoW
RnxWA40RxJqUoxqCoFUjBbBCWEhzmYyrB6oYwYmoeUJ3Iw8taKechTCzutBsxwhxoOICArprpAh2W7qHxIhBWYh8eGBtm+u9m0UtxRITm00CxSYSxwZKxoZGa6xVeiUOxGqzWcJheuJiJnWGO8mfOywuALQnmPYVeURAgYJmoImz+4weR3GQmiURRbOuI20BqiSOI7+f+imS2iMuade2JRapZpaze42Nh/0OefEm0gaThOZLhTaXZSRBwmAlWEAw
INkBYgIkEzgOwmmnmlALwapywK5a5G5W5bknAUAgIhARgZQkc7WZ5tw1YkIgWswC5UAFwRAyg4KJyCA5Q6pXETAUA5gBAb50Yn5UArItoegmQuA8wTAehA5ho0Y8wBAe5i5B5q565m525/IQgYFNk4Ql5CRB+s2dISuQJuI8QGCZOBQkppaSuSuLwbIygRgvY3Img5QumwIKwvRFk5QgIZK6BmR5+2Rl+IKdBeUFs2peUokkwvuHBEAfxkZYmMhF
W3AKcDpoWTpPpLpEwOI2APAnp7xuWMefpvqlYmByxFuMxYZeB8xBBZuFl2B8ZqJiZvWyZ/mDuQmexEYBeI2p0SJcFNexKeZEguAkwRZleRhgVZZ1hVpuejSclYKjO9Z9OsKxRjuEC0wyKImHZIuSmVJmJ+aZh/ZUVg5VhFahJsaQMEC24pJA5g+lJ3Zq2Y+tJ8S9Jx2Q6LSRS0Se6z2x2HSciqGIGU6u2IGD6TMP2aG76E1IGFic6n6pSci01wOR
6417SKyS18Sue61xSU6G1DSASc1x2jS36xSe6b2R1PVp1XVF1DiD23SSlMGLSD6e1DMrS5sgcai/2bZ+MQOm1BsvVV2oyL651gNLMD6Yygc4NEyMOD4gyCGX14NINMN16z1g1wOz1L1CGz10Nv6z1d16N3MCN3Mv1OScNIsl8WGh+qR2h9yMR2Oe++OiR2G7JYRnJERLVBMTSJS/44p1F8mqmHApA+gkgwIfEumFA4xkg9oFAmk+AmApAlo4xtwu
mypQlFQORolGp9BuqMW20px+pNxxQClhxgJKlaAviEABxUhVqzpueOeelBlQhPpXxcev54I5lsZllqx0ZoqEZtunBYUDlxBaxNISZ5B7llBnluqPlNNfl2ZPJWwwV6AuArkBhN0kV/e4acMqo68WV6YNZDOaA6KDZgm3CIe7+Yw1otScwwuABDVSReafYRV7YJVY21hk2lVEC6KU5CdJyFJeVjVyRzV70PhGG7VKyB2jMmNJMUGC+wRwpRExOCJt
NfJcRIpgpzNyOrNaONyI93sV4koPN6Rp+/NywvRvRPQ3I+kkwbwRgHAmkQQHAVmcA9AfE3IcAoIz5atEANOuRWtqA0WEoTCZqBtclxtPGHSQaqeju6lJtPtAeRldq7pbpSArxkeTtiDvp3xAZEY7keuXkwd8DNlRprmQdVlCZodrl4dKUkdQWsJY48JmZuDuhZemdUm/OuAgw4Vhh6JA5a0uI7+uerUFR9++RaA6hojTQj+uIIkbQQcoe6KCmuVc
5zqvZhaLdmdbd5Vth+cMauqPddV/dKjJ4w9pYo9cGR1vhx2C1j4kNVjoNBMR6aN8SD1FjDjmSY97j/Vtj3VlSzjOSd+bjyNmwxcnjwTzcBs/jDMLcYTW66o9j4TYAb9CTW6/cKTKCw86Tdi76i8s91jNjh90S45eTDjxTEsuTSsQ8Y1JN0T3jHRXiDi8OKCGYjTRcL6ioDT/6RcBTTTdiyiSNqTY1ANiTUJDiwzqTBT4zGTdTUzdidTNT6MZTYG1
j7TONzTZ6099cBTI16yTWQTcTL6Oz8SFcCGLJJaC93yy9vJO+OOi9hFSRSOuGbN3JVMJz16R9pOGRxKqmNkumFkNkcAOkmAbwZKgIcAUAFAxA2AnwmA+kFk+AkxX9VO6tIlcmxQuUkJklko7+slta4DVWuqtplWhS+xNBGl1l1qmDxoweoeoejt10whLt/pbtkAeD0x3tAdxDkZdlgdntjlcqIdpB/tSUEdux0dmhGZH0zD/lrDm+n+0mltSQadJ
ZJV/D5tOCBqwk7ZkjhdqAElOrqVjZrQokU8UwEwOVddA9DdajDe05kAWjreOj45GokDBjJV9VVr1JOJHamyWTE+Eck9CzsNNMxSkiRzOShzazr8lSK6Q8kiQbt4aiG0gcA8uegcL6HC813MUTCGaimbR14NvT91Mbsz91NjsbLS3j06KSccpb6yJLncGSbV7jHVR1Z6CbmwokDiAzKCJS46xSs1ObIsY1ENLSU6Q716K1o7x2oGy6E7oyB187RQK
1RbuzYzGS11DjY1/2Y1Ub3SOTRTfr6yR64bDMJ7ZzhOIpvlW+q9tzryjNRF3eoRqO+Gu9Zj18mM8iCOnzJ93zywLRhASuPQpkmAmmmmhAgwtwtwYQMAkE+gOwdkvYvRqtyLP9GtaLOUuIozXu+qW0uLhpilyl0DVW1dVtwoNtWlNLYe9LOWA0nx3qrtUxZDHL3k9UftWxRDxIzHTlamLl6JblNDYr9DrWsdrLLDKJ8rHDYw3D6dvDqrYJSowMPMY
kBd4K3Cqn0j5tIegwmoYYiUSjlrxjJhhVfZGjcrDrBJTrgwLrNVa4EnHrRnnhpjPrM9sT52pzfhUs+y4NS7U9ki/2bsEcvngXIse76yIX7CdbOyz1q70XUswXD6oe3nUsYXcX8sONlNny1NVzN7NzDNqABOK4z74RLzB9TSbQHzVFFOJK6A0BFw5QLwKwYBFknwCQtK3IYwQgfEOwh8mmpkKHgK6HtoGLbQWLYmID1xYDieRHchs7kAZHuqSWuol
HIe1HaDghDLztDHzLTHfLhDnLcxJDsx7LPHXmYdfmgnqZ3lEr17aHMrEn7D+Zn9FePDZnGe601U68WYaTBr3AhRKVmnQmJS3CbQwwH+Bn9R+VxnTdpnEnFnE2FVzralYMdndrfds5w+UPTnNJe9dJR7rVXnnnizk9h1DjXC+NBPCGm6mXnhR+on3kdN/J69D7DzxXzzb7VMpMFbOcvN1XqmOwHAOCdkuAOwzA+gMAkgFA5QfE+A9AvRpAfELRYVS
Lg3qLw3WH1dut/0+HvxxurjxQRLqliUC3FHVLVHdL63XpjL23plgZ+DBuLHS3h33LpDe35DzllD/H1DAWV3xQMdOXd38dA5j3IVOwMnKrmdardZQkHeaYCVKVjO1dJd7OSKbQKcbBFrkPg9jdQ2OJA58PI584SPrrtV7rRjmPg9Xh4+ePbnr8By74yX8s+yL6qXOS+UP1+yMbwXMbmzDsJbnf2bA/Ecp7Es3MFPbflSTCzfxNjfIsUXg63M8/r13
MPbr8GbsXOSBs4wv83MG/AyjCe/VPi/gcW/HbLM3j20H13MI/IsXCh/t/8bO1kirfr1XCN/7Ccc9/H/+MS/QX71n6F/QOE40DjbMT+JTRJnNwWTptwBuNGAUhgCS98WYCAi9lTSvb08HksRO9njgK5M0iuLNF9lyQ55Xgb0ZXSrl80aLLAbIgIHYPoGuCAhcA+kBIGwEgiv0WgwIN4CUnF5cMVeF+YFBhz1S/R0UMWOKjrwjD4sNoM3YlmGhN6aU
qWyDD0pb0Mp0csGjHMykGQIbu9WOvtfAq7w0EsczuVDC7j7yoLCdGGUrOOsiTR4h9k6ZKcPhnTlZR8Vo/catG9V+6tB/uD+NKhCiqrWgV0ijWuln2tZYl1GcPIcu3QqqRZgY+jUvpnQc4V8hSzncxg306q197qkiUNk326od9okBsE9DkMkRf8Qm3MF/uXBX5xt5Y7/PuFLEQFvwpY4/M9lLH+wGwKuWQ+WDUMqRJdWhIsQoXMl34ZCRYq/bpC31
87NCahR6VJCQkaGnopYZ/AmHHESR2N5Ysw9DMnGWEdDlhNjBYZ+nGFfVxh9QhDOMMqEsxxhvnCQRHB6GOM+hc9VkhcyXpMNrmmA/LoV0Ahs8d66+KmGcPYSXZv2VXGir0Q4B8UjwtwHSOUFuB2Q2AmuT4IZiVwtEgWLLSnKrz4Hq9Q0QgzUvrUm54s9egaQ3ubVrQyCKWzpc3uHkUEYNlBTLW3rgw9p6CeOTvdjlGQO4ncBWFDIVhxxZCitfekAf
3vcLE73crBSdS2krjsFydI+YJVmB3mRRmktqbgvVsXQB5eDNoBqKUOawkgBD66qjYIba17oF8O6xfWzr3kMYY93CWPJqjj3fY199mKCCLt+CH6w19kmw/ZEen2HqxvGAXbxr/3VhqILhioMNvsiTazCOikiQYeFxPZeibG+bBxu3yC7T9h+k9RpJDmHb9D2E7Q7mDUK35jCUxF6a/im0H6fpC20Ag4bBmvRfVchNQ1mPjAuFljie8GRtp+kOaLCL
RaGKdDvw+xFwIMKSNsTOw7Fk8uxiTK0a7BKHg4exW6IWBPWiQjiPOx2ccSLGjHTjrh5zOngHwwH00BSLPTek8zeGVYqYU4ztmQN/YUCJAtwbAJoAsg6RNMvRMlIZna4vBgQ5QYED0B2CyYKAygAbrwNpz/0eYYaYQdtFEFG09ehLMiubUDT4jOOhI1bhby7BvFSRnqckT8UpHqCHeNItjjoOO7ccmRHvFkfSJFaXcTBaZBhpK2Lzic+RVRZOgWCF
FvdEICnCqIJFzyfD6gCfcRhbWT4yM0wIeXweD1VGesCqMPEIWj21GI9rOyPYivqLL6GigCo+U0S533oNj/WC6WfskMnG5C7R3MB0f/0nHeN/R3jL0VWyOGMwq2A462Ce39Ent3RNiAoTaI/5yTO2OkxhDpOeo6TJ+OksMTpIv46SxkOYmdqmxMn3p/O9YlGr5IXb+TsEgUsAF9QHiliuEkwx6tYzgHRshxKCVZomIdj6S8YLYscbu3MlJT9kFiGo
Y7HVi3Yaeq2BcdyIZ63snhuAl4fgJK5EDTJpAnWLzxoqGZgQCQN4L2F7DAhiA5QXsIwLeC0oP61wc0BZAuAvjhKSIsShtEAYKghIP4yAPi2ro4jeAxvMlnAwO6gTaWxIiCeg026YMYJODd2vBJDJoStB4ZZCRS0ZHhUMJAnYwVHVMH4Sk0vI3utYMtpKllW9g97twHfzWhBIaoWtIlVTAacvBZpLaEikrr6cOJjnSADn2bqhCyqjrUcl3AEkl9Ue
vdOIUaMr6JCZJ8krdvjwaSqSsZVYyxghlsmSIvJRQPMSkNv4bsYx7YqmXVOOS3DRSxUpcUzzuYb08BW9AgezVx69CrwrSXcRKVPoSBxiKwSYMQF0yGZygitMYPMEMyaYeAmkIQG8E0jEBEWZ+VDr/U1oRgMWYwD/N7j4jTT5KJ0g3gBKEzSClp1tWQcoOpZgT1pD0SCVtLJE29YJe0+3gdOFRITbKughCYdIMFe8jBHlOhrhJE4B8S8AVNhvyNwB
2QyJEnKPuVCmCHwU4+daUWTTomeCjWqAJUKkhTggxq6EPNUVxNz7FVNGYQ7RnDN1Eo9hJsQ8vqjISESSkh1osHJjIgGE9OxMCeMdelcnP825oyL6o/wbmjIKadMoqeYNy6PCVxOAx9gPleGvt3hxAz9t3B+HkC5gqmMYE1KgAtFnApATnJgDgAXBeiVpTQC0VpRCAjAh0lUmhzV5jSJMWLRJPrNmlzTjZOeWBubIJFaV5BqDDaRt1o7QTHZu01ll
SK9luztBHslCW730F8cyCfs2hl5T943d6eIc2VpUQVYMCo5aPGOcPAUZjAz4HgsRnqzDRMTUwsaBILGg4g5ywZ8Q9USZx4laji5sM+cJEKzB6j7OVcsSdj29Z1ysYRPW0ZwtvDJTe0a8SehcK4T+iwpOUjNkGJ2QdCcp4wkmbpPNg6SmYt8ALiQOCT7Jk5ITHKZWOrhKL1JwXKUWvHkU3k14OU1wWvF4VT0H0U8bzi+ksVpTrFxil9IJCsWiInR1
sbaKIgMUvp84Tip2OIrb72ly4Bil0QFwbYHxRFFi/0aN0Wa+LOYkSw9MF1iWPxm+D6HPN5zUQpK0plSdJZOOOowIDFA8LJRGO+owJdFR6G+KotKXdoCpyRIeSWiZlr0WZq4tmeuOnmbiD6tE5drQgXl7il5ywT4M4HoDYAnQJAYEIgVuA7BeiUAHEBZGYqQQbZ1Eb+urP4G5RsqOHHjGam4Tfd/FYg43DNiNlm0AGi0l3M/JAlaUHU6WGjt6W2k/
z4RbLVCYAuOnALTpdyq3BsQgXbF2ROE67umVu7wKHu4clWi9OFEODRRSKYRoDE1CqcORDAOUWnI2hwrUk0wdiXUTznQ8C55E0bDQss5wyJMjSRGRXLlYoyWFJothRjPrnj0Jx3Yp2JPWiWzofJY4sKfEuP5jjJFGUuZAF2aEyLcpM8YLkvHkVLwcpS8MxVyszguKHYD6DiJPWfiJNKkUq2ASAi3a3xZhISpBBkm8ayqUEWceVdKrUTqrX4oTf+A4
zeZQJjsezY1YasdGzCYmBqxJvEy1WpMn4swzJnaoyaeLHVMqx1UvEdU2NdV3SJZmapGZqrHVOq2YTfDgRnsHVViMNTAndXmIo1h6b1SGotW/xA1qiONdfB1X/ZZEhsGoVmoNQiIyE+amhIWvYSZrGEvnLNdwmLVA0q1QU6JFmtLXpC61TYptXFNfjWdbqyajtdEmqqVNu1BTf7BwWaTHZ34va6xmen+wCRN2Nqupk0O8Q5Dt2/iKdVugkbLMHG1o
JdRqv2wpJ+1GSPdP9g8arrEmoeDdWvy3VHUd1LSPdcUnaY7sF1LSNpAAJPUzUu1M7dKZ+lbYOMVqNQ9pjUJHaT1dF2MzmAPEqWDzsujMxnvUvvbjzWelU9njPOXSYxOl9UgWegEBD6BdMLwV+pgFMjMA7Ib5fABZCCgtEhAvYfQM9NVmIi3xms96YGlKhTxtAGyq0lst/G2VsRxs9TqSyOXkcLZnqe1GlidQfyreW3UQhSOdlnSjcjyzjuJpIKvL
hWKZT5TAu+VwLCJD08OTZBQW900FK6cYCMBDyQrWgSfGFaXU1AqExkRqrYGQurkULuJmo/PpioR46McVXbcuUwtEkNEh6tc0lRwvJV5TJ6KibhQ7BkXjs/N1bHzcuhqFTozFU6UVSzB3TUzTsu6W9M2IXT/Yz0eQmdpemzGzoia2W/MSlsLE7YzFkA49K5L3QVigMBWodQ42K3+aZ2e6UsQezq2Aaj+FKiAS+lOHtaUBWXNAYuIg1YD7ma4jkhuI
5orCyVpcZDX+1JQ9BrgzAdkDiE0iaQlcFkbAPpAoDOB9IMAa4JaFpQ1EeBI0qjeiz+6JRSoIMBjZaWtIEdhW806rJxsdIvyqWZygTbbM2lfy8s1y3btSMOm0jDZDI55TJvO7vLsJ10wOWYIIn3Tg+4cwEBpr4Zgl/ooeI2MJEM035uAJilOTCkB40SNQ1aZRcSks1Eq7QNrPPq3Xs2F9gYTmvFa5rcL46q+HNTtM1tc6ySAtVWxJsokEVxawtO2C
sTdi7kLIYtAOPtDIoQE0rg2H2U4d9h52MwFYfc/scsKGSC6hkwu67FDgl0RYuttPMDcPJKl5cx5zwp9rBuG1cz+d1sPNbTJ/b8zJt6AYgHAAsCwidILQUgJoAvH4BbggIUgJgBzyaB+BZ8xZciKEzrrVl6c9ZeduY0zTE8jJUUPNJBLzczZ3G+7ZbKJEXLreImp2X/P2lxkvt7so7k8tAWndwFcmj5cDq+V4SflKmiHcRMtovBod8nawiDFZgh5e
QP0+iXq3+lpyeYECbaCUkTnyY8d7myGbD14kk6O6YYVJGGjdaVy3NxojzSSvNGNyt0Ueu8IETnGXs7mt3Opf1tZkVT2ZVU+Dd+HD3vhF9PPY+ubv3HoAbIKwfSHxALAvB9AvRTTM1KQ5vAlc3YSCBcAQCCi9tKLUaf/Qqi0aeQhURjRdt17zEo9UDOQiAeAkrStKvBZ4onuE0mUU9P9f+a7Ik1Z6pNf2wVrJtZFYSrpAcovUHOKm/KiJSC/roCvR
Wgka9CKkTK/n03N6DWGO2NOVDaCI7M+KKnshqKJ1FyYZWK+cKxL00ua0ehK9zTTsN107UhdJPffvuZJL7UBK+9AX1rKkTy2SW+uDa0skMz4rwSePmXzQt0nJ6AtwBUgWEkDjE7IcACgKQBaBkobILwT4BQDf36Rhpn+g7Zh0ZBFLmCaUM7ZssxHAGJDkASPT4ctox7Fu9UZ0tAf4Ikj7Z385Pb/MQNp6vaiEoBagd+057vZeerA/JsL2Kbi9ym8H
SVUem4AVZIdV7tHLBI8x5G0wEpLKOR3iMW9pdYhSDGhKgzkVnE1FVDIH1cGHNcMznG0Ap0CHmFQh9GTPrG0s6fDC+qQ6bpuE1L8Q8hnXeVL13KGDdZo0Y+obUPz5D9Zu7QyfpORvBr6mmT4MCH0D1hmAgIMYG8F6ItFrgZ4MYEGA/3nyv91G1oJ+L+7KgADIeg2fMVDUR7jZ+vaPVxqCN3E5BKDBQYJqUGRH4D0R25ckfuVcthWTvaTRgYB124C9
uBzI/gc12EHVN5e3AG8Cr0ii4YPMeGSnBviVGcFLTOg14I2jWcNWeeFg80bYOULbNxO9o6Tt0ZRDGFvRifWjM82DHvNEYh9Dyvp3Wwk2qi56qovtFpT5h3ncVd5wNgBdnN1cZvgPGCWVJglLozvoqc74ynO+R6dlXHHZUPp2VyprKZqbHENxy4WU1U2OOSZmnLT6py0/qbtEOK7Rhpy0y3ztHNqFJM6rKQU0V2GILEPp0JCtU5VWrrYfO5wD90Z2
Tip4zciMdh34WWmj0/pxmPYgQzBcPjsNKRXwjtFJshVh8SRKGd4xU8HTdKhSX6K9O9yFJ4Nf0StHLMRjqzCGAefPUmOY5tdzPaDYNu3otKOaGsZmJWtN2/CUNEAMlELUmC4AjAPQcYvpG7CaRJAMAHoKLIQDq5U6FG18X/XuNlRBJ5xIuowReNeHnMOS02sR0CYZRAjpvS2aEZeLAmoJb2qIzcqQPp6oTzvGEzGU+3nTMDmE9I8ic5GwLg5pe3I+
HJaI4ngVeJykyJkiE0H9Wf5VOYJl2jv4lwkmHvZPr71UK7NTJjujpxwQW0x9BKvo5PuEOLGF+Yhynlwo52kzA2JPCLTWZZ3EySeiZu/rGLF1Rj4tFk7te5IcZ5tThZarLSLFckZsitk/IrVvz50ca5+IAq4TO02GljNhgu71a5KXhCWl4X1TxYLvFWJm3JTsC4WqouFLwudPiyyeglZWGwhVS8YLlJaUnpczLyceRZsJ/RVL6Zq+6Y62d12Tz9dn
Zw3WGcxidC1j/ZnQ8QB6BwBew2AGyCtrakXBNMWJzAEYEwC4Aeg2AOZSxgWVDcxKsWHWUMEGAeGmNu5yMokkkHcA8RJ5njSaHPOwGrlN5j7QApQMu8QFL5l5QibZFA7PzEALkWid/NhzMTmkQC29KLpmsLYtqyCzgs0Vo6pGXg6YFaQlH+Cmj4MgnewcLnmdB9FVdC1tDZPIycLnJ6fURdn29sBTVQqKdVuQGfoLEZi/c8knPVPr62D647Aks6Rb
oRGh666xeouv3W1jExjXbUocsNK2zTSoba5fwvZWD65CLpcfp6USAlc+AZwJpAOAjKYAxAMlC0AQDXBNA+AbAGMF7AmGHDtxpwwILKhqKIAuxOIDucu24icrxyn43dpOVUsir4R17cZWwa3nYj/LB83SJ5ZSp0DzIt85dP9nQKvzSmn8zkdatIKVgHViie3UiwdcdN2C2snN2hVQX2cZ8FOFPCYSNHOy5C/Oa0eoWoX5rCczCzEOwscma5a1gi9J
PWR8nyhhtzan4zWqEWGkzbRJqjqGNbojrdt3tubZaSRMB2KTWy02ZXotn3rTlpQ80sIE77SZmsJDUfo2NA30A7uloFAHoCSBewgIegHAEPlsA2ANkQzNB0tCEBkONxn3UlaRSSUlQ6VwA9svmIW15p1ZW7eSzJtnmniYRy8xEevNgnabLs+8xVafP2VITNVwwYDpwOc3Gr35ggy1blZ5HcAgt+5CUbbIh42gUZpOYGnwXR90wU2ZM93omvK2Wj/e
tW/iQ6PzgFrWtpGQaKp39GuT61x2+woJiJS5k59t+JfY/QEzYaMiuyZfan7S6wAosJnS/bZ3nC1dhUl61MdKkzHFDjzL6wHdUMpSvhWhvnssB6D0BgQFwQGMQAuBQBVcwIYEM4GuC6ZeiSuBIGSgsho2c7/9JmEQskrDBC7rx/FiMCJvpzIGEBo6ctwBPINirDs0q2oObtxGM9CRyq9nuqv/au7iJ+q73aatg6g+f5zE5oFHvkH1oCOzBTVCR0kn
xbrOQTIfEEgV12lNdFe1ZpVvr2ULm95k/QuiF72RJB93CwMePs8nexf65la2u6TOAVqSi9pl6PaVyIhVhi5dJyrcV9oEuBTS/mOOPV9oIlB1+JWemljMrd2AXTVeDk5UgxbqfKgJM7BNP9qTLsSALtPfVhv07RBTASA6OURnwHRQzIVcDDGZGSLE1nB0StUuIOi6mL+B0WehGBVPu2Wk1nTlKzWKghVKyj0aGcuKNMNJY1SuvskIf/pguuyh2EJF
6fen5FyKMZomY6IzN2nMzFpzM1dEzMtJ3p10WdS0ndP2nASCTL09Z2cqmnSKB0T00mf5P/0RkzZ0k7qYag7RFiSLE6caYmWxq7+O0Q8/hwe2f7zZ0eY5dmPOX5j31rcU6utiPO+zi873YlaTm/W+rQ12FWaUiGqhxnEkcOdgFqJK31HA52w48E+CaBlAKwUyAgDPHjFlAMVmFrgEgjK87ecJzjozc9nIHuHvs7uxzeoK/GkrqSGUFixGD6ynezpR
7RlkpuXLGHjd4rM5kGegHKsdZse9YUrJZ5Oc+efu81d5tys0SZBiGYTvbQlo+JthQGGMnLtCTKdrB4ld4S80+MSLZ9t+3zrjiTPU2Si1i72IzYRPqhBlqXQpKlhBnzY/Jp2HyvNgCrbYWU82KGfFX/ZFViW51WhnFWzDnHKqmtmmpVgpruqnq3dMGp8SRvm4rqzptariZJqch0bk1fG6KYRqimIboeMm6KYxqimsbopgmqHjpvrGmb0ptm+HUBvu
1ub4dfm+7XFvh1pb4deW+7WVvP11bxJu2qDfdJ+3ncBtU7BzXzCNL8wkd0WpbURwp3zFvqkIprUEwzFWaxM/WqXfOT3TDjJp2YqHchnO15TLt6dfiQmJj3OSQdVUkjWjqa3Z70+HOpNWemch97w1XepNXnW11Nj3dFeu6pnr3Gj1o9d+4uuvv3G77o9b+5tv/v7bgHrdjeuKTAebboH39I+5na9JgptW6rR+r7cxShh2Ho26OKNcAbLbQG924vhc
vAPo5b1qDb7bssk5vL8VtWaC4he6sl7g1+R9eRDxQklQAkHOeHMOm5zaTmxwYBQBeCi8jANkRgZpEBBtkVghALcr0WID4BI5zD8lwd0pdVXyrNLt5bw57sMvSbzhvKG0DNQTS8olddl8EdOX8buXddqm/RyYdAGjSbG/ZcJfEe5W1QH0kpB/gEd3ShHmdBVxJyQuajNdar0chq6BlLX97urqffq+5OGvKVvmt++h6ouCwgt/bBL6Fri/haQtUW9n
dVpy9Hq8vy6pLSxdy3RI0tX1TLZ+gOo5b8ttYor01tnR8WTq1YwU5VqTOtfAk1WvdI177TtfStW1lmDGzy0bW0MnW6Q5vv9uczNNlH7AdR5qUTb6PlG1c6x7U5ynlvGO7PKHlaTg9ePSrFUWo/x01dGrjUzF9yEkCmQOKuAZ4AkGLDMAWUyBMq9S4pZqfOHGn+Ezw7qs6en5sew7drSM9Ysg4rBDEaed41cuGHoJmmwK8jJCv5porlz4yFEgd4sw
moRKF56zKWDe6fntHgF+9aqu5r6rznGBf4PLXdbXraLyY9i9JfiLGXzONStUXFnClVr4cTa/tc5SOh7Kp1966diuvO47r0d5z87hGWfXelw2P68Tf+wB3BNCXy43rcXWZfXjMX2E/9XLra3L7sX+ZrJiWr235qtX727iYq+Rmjb0ps25WZi/YzSvjJlr5GadvrG3bgNab/19bo0z5vttYb77fG/P1rbz9Zb8d/W/P1tvx37r+MQO+g/7sJdxbCXc
m6F3Uwmd9O6j+zul34YxJhWtmEVqV3Zrpd3O9GRLumY2f3d2ej52QodEv8T932tvcwJn3bvsv2vHHUVNbrzTZD4aor9xN4PcTRDxqpL/HZ/ddf6NuB7utV+eF0Ho9S3/ilt/T1/fztpB6dvj/SZsHp6tP5fuj+QMDfiAah9zGWPgcmHx37h/iQ/rL7Oft+4R9Ntt9gNX9v20A8m98NpvA2mQ5c2LTzeERK5jWct+4Dhm1v5J/6A3rTC23JO+ZaG0
i+Uar2OhoICC8HKAWD5wKwJBCEALAgWAgiZKAWBbaD3i3azEz3mgYd2mnvnp8OunpXb6eQsFaRnEkAF+JpWoDIljmeD2pZ5g+DdhD4E2fuhQ7Oe0VB9wQkSKCtDSu3NgPZyupBv57Kut3MF5VoLJuF4GOkXnhaSSoDsN4GuhTEa6Jec+uuxpevnMNQhaFFg14haQlgV7xSKgbFIlew6nV5sWWgRAIVeHkjoFyqNXjOztM6Wp14rI3Xguh9eXTM14
OwawvP41aFga4q9erXqcKDetXkR4IYo3uMYlogDh2bkeqClf4b66uj1p3+odhTgguF8tKJHmnQEZrs4WYEuBTAsaJJi8etKP/6GcgAZsaS8bAKZBGALwBwDcgQgBQDcgHAJoCDAN0J8B8QkuGwCIBrDgzY/aNDlxxoBb3rS7ae9Ll966o4WOMB/eAekzAWwZnv8aWyoPjy5J6/LtQHJ4xsjdpiuGkJ3pfSgjDdIl67AS9yycirlNb0mOPniTDkk2
IDB8BRPhF4CeUXtXzk+sgfh7U+zOlIHWBEgdzynBx6DpZ5SpYvdgq6r9i3J5SqlkMgMW4OPcEfYPch9iy6H2PLofYrwcrrP2qumN5zGE3tySX+f9p86KGNHmKRhBy5vtpLeMQVUZVYjErEECMRsMpw8emJsrJpBgQipjLAtKDpCTAvYGJjAgsaJgBCAMAIZhkoYngZjMAPQLcA1B9Nq3ZYGsJizboSbNt7xtBFdstKY2koF3D4BONhKCRY/QQgzx
61shQHU2qgvZ6RkIBn4bp4QthpA3woeFtAZ8IOrdJo+ocvK7Fkr0ho5UKQXnj5wyBqDGj8B4+oY6rWZPgbaiB4hoqEkwB+k9Y+BU8v4FTeUIT7ZfO1Si9b3+EQXcbP+xrDUbs4QkIIxtkLHonQ4hfHghaD0h3mSgvAvYAgD6QlQOMSmQMAAkAIAQgJaDAgcuHpCGYRoMp4chDQSgFJGXDs0FaeH3jyERg1Dp0GTAessZ4dEE3OwQkBAwbxoU21nr
y7g+MocXb/E/hgqHLGcPuCRBwEwOmADWXNlkY82PnjqERUQKtZpoq9PDwHAwJocc7au7JhaF62VoaIZH+naCMaPgDoeNqkePzi6GQh3tlR4ehsIaEHrG4QQlaRBTHuCimm14YDy4qRCnpzJBmJu/LL2yLgd6qYloBwAXAGGnZBRgmkKZAFgCAC/j6AkEDpC9EcNoi55hTQRS71B7ITBGchtVtgblhx5oy74ObQCy49BYyPWEGkBVg8RDBrYSMFUB
soVdoTBH+DHIgy7+CPqeeMroI7o+A5Jj6902Piq4bB4Qvj6auH+FhYLYggcY7WhJ9mIHWS8/qzpKBIWrcGuKnwXlLKBAuo8GAh4OO8HG6EkcbrfB4OL8HhOKuhDjAhkfrl5Ah3ge2YcyEIaqyBBjSt1qyGcIeeEIhjhkiFS2OCgwpkmsKiYjjA1nHbSIKHDOUB4hkXod6mQgwJpDlAmmC0RkAKwIMBCA4xNyA9AloDZBK4QgJpAFguYWS75h32pJ
pFhr3qzZIRH5r3aVhQDNZxChMWIJBihtDhKFrSUobZ6jBJEVITdhxsiAYxyPVrnjWgWriiag63nvRElUjEQOTMR3AUaHzg4wNpxmhOtiuGk+hwXxGmOc+luGaGoId87ghb7IeEfO7oTCFze8IYJQMeV4X6F6suqHPZGwG0CHjKiuZJibPiNJpNaHeLwICDOAsVgkD0A4xAWBvAOICsAWQgIHxB2QmkHZBkoZ3syH7cBYXBHPmyUYhHveyEVApYBf
IZ0E4stYdWF5RlLNXZ8EF5s9qfybYZQEdhLGl2F2heysRyVRook5Fk6RsPMHZG44RwFY+XAbOEdRSnBnI9GxPn1EmMR9oNEU+w0QjG76Yxo6F6R2+pESGRboceGzRXofNHzKi0b6HIhNkatHohAaGqA8wrSB1wuR+ZNcZ7e74e5qHeY4GICTAhAJLg6Q+kDpD0A3IOUAXAvYJpg6QpANcCEAL0ZoIJRiRg0EqevHJ7ylhP0UJy8hxNvyFpgMlEDF
EBQPnhE8ENdhDG5odsjZ4qCO3NQHyhFUf4ZR8bekQqtIw8DRGsBsrljFLBEfHKxtReMerY6MXURuYD42ttxH7BQgafayBI0TuHfsrJL4H6Rk0YzFHhM3ieFzR5kQOZQAYwGwAJAPQGBwRWcAEID0AsvBiAIAPACIByQ2dox4/eeUH6oEBqlEHqeGYwZLZl2qSO0HA+JoG/JFRbsaJqp6LDiyHIB70e3bFhKUd9FpR4rEHF0R2ocLEhUTcaHF6hUw
biCAwQMGGBSgxJrWR7uXMZC6CYOdMMCNIMJGLEABKLnSY2aHBrNZRx2Know9RCcZNZJxBrscGtad2F/HwC6/i4x2OGSNsyJmsPmKqJmZvklIhqvSJmrbsOajY6JmSoA4hQkp6O0wFKiTJgpjMMitrLds5Xtc4VirUOOiqWalpYEVio2oVqnCNWiujkJ76IDAps1CcsIUJ/cLQkrI45Ewmzo0oCmwjswwCmxToqoBehpagLhlpTsNzu+qzUWzu+om
B2shejKIPMGYp527jpgmeOHXKejZSpPGgn1aN9mxZjUrSKlrSJvZn1RfqbZCQj1avMnWo/qcYnWpaJYmNn6NIBfnUyNIIasYmJmI6nlKfY3atImeWN7n2hBOVbtMjeJniS4m+cj8n2hP2w6mYljC6iTIqnufaKYF9unjlcF9uKibu4/qMSY74ICabEUx2J5iT4nBJE6pklgJdiR4l2+XiTUK5mXiUkm+JYwl+qFJW6K06uKriX1TGJMinC53BfOt
qx3BOkggnRJ8CWkmYJWiXolsW6ialqDJp/qeGa6a+goYwa+4ZN5UwldJjCSgpgQDZh2h3krgtAmmPpAcAHAJaC9g+QYZgwAZQfgAC8RgBZBCA3AhZHo2VkZ0HOJm5lJQdct8vgQagFDk74k22AQ0G20gJq+HOxL2tDHSh7sXFEIRb0YlEGx+YT7ImxC8RjFjhTUXzYcMOKNjGaaooqihtkTCEfHWRtZKUl3h5JokhqgijlfJXx6QTfFKu01isFzh
68NKBCuXESuArWq4QNHrhNoeT6SBv2ILChuqXp37mBJtsujLCPCe14mJR1NIl86bjnlKhudiRcL9xouruirMfOvqrG6Miq/5JSFwqGGuw4fke4SwrSQUw+q6yDin6wHFjeqlidAaEhCWttqEjLCIeoanpssSILqxxoSKpZdwWSBWLVhNqSAJ7qFYk8muwqTtsLtMrqTOw9qKTq5JHxLqa5KqgiCUVp9OKTkGnpOQaStQ2KM7OQ6MpQae2xFanSSG
kfUWTkJbNJ1sEgkACFiOvDtI1TILqF+aaapZRJ6sGUrbCRTqcKLhBkmWkzMpwgGnJe1aVWlJpYzKcJmkiCRWIPJjKa2nupqlm2kpOywt2lppQlpfHepDaYyn+p8zP6mZp/qdUw+p7bKWIXuYZkVpzp6aZ6mZp1PKBohBYyUZEfW43uf6lck7JrBhmfSIskQOEgLpjMAmsZIA6QSuJaAUAbANYCAggIIMQtEOID0BCA7+mcl4Oa5iUia8FxJVDEBY
wZdbCu7EFQ75WcerxrDxwwXAbERcEhPGvResRw6oBs8V9EtBZYb9HgpbASHHbRSCgJQUMRRqgrwpH4rqTmaKKbqzoxdkaXQ54g4VjpIq4sYha4xbRto6VoOCDnjVh3dPHEUpJPqTH62NKfxF4eHgQ+CfUQAj6ItITkoAkpcu6N6pNCNjNMBDwNjNk7dq/1BpYGwSoMgmSIqxhh6ps6XroEns6SR5Lls9SdVphuz6AjSRsFYt8YDepwvynXoRsJDT
g01mZV5JsdmR5K2ZrkkDB5mLmSZmnoekvAknsGkcdjoJngapZ8GsNFpEQCpCQN6uSZmQTASquYg5nmptmapaXWA3uamHMiqcYGRsiluDRPB1Wj47pmQlsqpg0eWVwhWJY0Z6Hrpr1kzF5xADs6HTJxAvllBwh6ff6HeAxHxCaYhmLKQ+A4xHxC9gFkOcYJAkEABza4uDi3H6ebZMdrbxlUPjalRJsmGjzSXqahF6erya/LvJI8TtJN2hsXBlt2vL
IhlGxF0tyGoZGoQsEYZQVJia/4G8VOFKhAjPVgGoQkHI634yVNLYo6wjBMCWkpCvt696dGRvabBbeExm0sk5GxnkkHGeJJcZvrHxnsIJwWgnKSY7D/wZItmV+5ZiOQpPxeq8XAe7JwqWryopsgfiN4uipYur4hSQllaZaKIAjKZfUBZoTnzUUmZJa3wgupKmZwDWi3zmp4wssLguPCkznrC6bJsJrCA8L5mdejoqcI05ZMAJbeq8lmqok5cvhAIE
5M8NJa6mpwhLkhMxYrJmyWccIfBvoL6DpxvotbEzluimuT/wNmz1mVm/2ucdf7bpfgTVnXoFqSYjgONFH5YRW5QJBC6YFmOMQ8AZKNyBK4PABQDpAhAAg5DZS0TgFtJ1ySujbmweplZG8jnsRwB5A8fbEQALpMtkQZJViVHQZ62ZnrwZSUY95zxyGabFQqqPtKxHZYYUgq7aZ2SsFVRrMEqDjSB8SRll5hrKXStQFUNZz9wr2TRnZ8H2Vo5fZc4E
xkZgyqnWj6O5oTxFkx3GUNHucs4ka4f2FMkxadseCVLCJmWpOXBmKHeD9QSppSru6VIZTqV4GwAiQZmf85WocytQIAuWzJsn6IOko0h1sOFg099pMFm5h1jKnPo99qmmjIjmVuxyJsNHflge5bE/nXWOOrfk6StLG5kZIxWiuif5ais+jCpVpM/xKqi1p4F8pW0efnFIfaUDS2SL+JIiiQxSB05Y099r6mc0obnmn3ogqeWzb8LSAfmwF0BbkItC
svqmwOuLbJGwyKVsc/yJmaYKmyv5vbH7m35fKZgUDeGBTGyxoxSEEmP5k+VwVWZAzK87657zsuLQhkyRNGB2L9rwUDeINEek0UVcSBxoEkgPoBo2L5L7rfSklI0jPGQedQHjAesptFCQ6oCNabeNpF8Z5WaEaBlDxMeYRGQZsMePGJ57DptnM2/ySCkYBn3gdmYxkKUPb8iQxFZ6FGywcUbWEK6MPD5wGoLdkv+aIQ9lF0OmkK78ek1hHH0ZLec/
imoFsKxld5vUZF4qFEgIABEIIAACIIACsIIAC8IIAAcINkWAAfCCAATCCAAXCCAADCDUAqAIABIIFUWAA3CCFFgACwgVRYABiIIUWAA8iC1FgAEIguRYACCIL0U7kwnvuRZFeRUUWlFlRTUX1FTRa0UdF3RX0WDFwxZWBnkF5FeSPZqxZkD3k4EPgBPk/yGqTAUH5MsDBAP5NfgAU7gEcWgU4FLMCQUUQDBSkAK8SqjqY/gMhRjF6ADkUFFxReUX
VFtRQ0XNFbRZ0U9FqAP0VDFtoLgA4UKdvhQbFxkd3gwUpFE54UUjWapi2QOkC8DjEmADsDlA+gJMrEAwkPLLYAiAHZA9A3uZzGY2qSKiIGaaVpNmdhkZKHlyEs+ebHfekBnII6UDtLHl8uUGWJrxRSeQ4WNB22c4VpGSJvw60RjUU8WYZ/OEMRxWRsbhlwpcMNC79wMaPdn9WypSfFxBwMBVBCxuKfiH6hDJpwYMZ32SujqgfbLsECBicbxF95FM
QPkHwJPJa4RwnKi3yhmHQl6IyqrPl64WOTsBlxrppkeBoVZRuWCE7p1Un3yYwHeJbkDmtKMd5AgmkHYDKA9ADpCcAcAArH0A5QBwDYZC3o/5LKqlJE4B6qSJoXdxU2WG6AZ4jKRwgZVdmBlsl+lByXthvyQnk8l9hWyEfRqeUhmgpwpYvGjh6GR4Wrx6AEMSVlBef4UaQgMqqCagoRebQV5GOgoycewMONYN5QQmsEzWrESXKiQgRWoQvx7GSTFA
5a4SDkbhTsODm/oe1uJbb+pNF+oW28XlGn9eBMBaYoeqmUN635wUv0kQCDkoJn2lV/G0JP8BalDlLCb5cnCtpLrk+U8+N5WTAdJciq2Jc+gbt+VgVPCjIodC4zAIU+lG6X6VBB40YGXiFaSKDheWi8od69ggHKQDjEMAGMAtEtwJphGAbwIaDRApISxRplD/oiFP++ngnKSUCKiQ7B55tBQ4AZ1Dhy6vyFZStnva0EdtkbZDZTPGfRO2VyGQKZsX
gYNRWoQgrwu5ekMSFksKTDrWEwkFtAN6WpdeEyMAYa3jD6/cLeG46b2bRmEp0MgaWt5fgq0h/ZqRa/EZBBwbTpbltKaTTnl4NJfY7sncuTLXoFwnjSP2k+Xa7OVKsIdZiZJWaMnlZhuYhVn+JubumdsHlhMgyFA5oCArAKwKQBkoW2rShsAdkKQCTAgtJphwA3IAWB2Q4xFhTvpw2eSVCupUKkinENJXDGKUpdhMHAZZhWWVDxnFVWUwxNZdyX/J
fFZhLwRApakbvmrZWhnBxnZVJUKsQxE7Ee8spfJUfc3CBqUVQI5QtLqVjIBMBKcrMKaoWaulY3n6V8RWxGJFhCqSZLhxMT3nA5DOjZXrooOVQjnlYWVaVoYrtlmyHVxwsdVqIvnIZmnV91KmzFI+Sk9VOVR1KmyuVYUjuxc5t1Vzl8piXPfaJck+YDUjJntg8LCFM0aIXIVIDqTLlc0hciXLAmAMCBQA1wAWA2QnwHZBvAfEGg6aYZQfoC9gFwC0
TrypJRja5QFsDrRZlE2VoVTZkDNdoll1VSyWWydtLpS9lkMUJpx5XJbYV1lDyvrFtVglYKWdVmAd1XLxklRKXLAQxKS6+FYcZ1YHKOCBJgV5TZNNUmyqoBMATApGW+HXx+OnEWfZa1UuXZypOXCVmVa5TtWble1TxkuM2QiylY0bKaMhOJxQpFIiWdalLDOSnlX1S+VrteZZ+VoNSPLg1zMZDUhVQZdgjhVYZToYXAMAK1mQQ2AL2CiyygO1LOAy
gGSj0AUBNyD6AUEXlU+5mNhbApWrQFmCMVYwTTVfGhygtnsVrJfbQs1nyVDFERNhTEYwZusbyX8VW2XzUdV7NvtliVmodnm9VotRIBDES5pLWbxfYWMipIGoCJDtxxGeCjf+c9pcSKlIMEFk6VM5dOGq2zeTrUiYIMBJhExewW/EWl1lWbUBM55YpKO1AbJV7RmEAlKbuBcZsYEhsp9X5KX1oyOamM+SGA/aH1NMtoFP10qvDmTiDKgZaGJJppRb
DiuQrrnzibzl7bTRvtXTEqGXZprD9JkVToaDApkLSi3A+ANd6mAKwC0QJAMADiBsAloJoB4auwMTUXJJROTWtAIeLnVTZrhojF2kdNUXWkBYMTAb1VPyWPHV1dhdzXJ5QKU4VN1e2aJX1RbdRYLilx2f1VAwYjvQG4gdtOmACQyTstE3Wb/rCojAGYG/T2Ee0RZVa1i9YuWVkE9qPr/ZM5OuWsKJtVJL7VtKgfXZKuMr2KZK/Ptejc+ZuSY3dyn9
Q6WBiwvjpkM+L9ecHcWEutyl4yTjaPmkyOklvyOSb9du531wbtRbX1LMIpZ5mAFZzShNmmb+jA0XFjaXvqhjVuh5syWro3Vwh5XnApN8sGk3JwjahdZZNtMTf53C8FYFWwlSFf7XiF8yF+zw1EgHxAWQFAEIC3AbwMCDXALRGMD1cRgFACpVH9E1xcAzcenW5QgMJAxFVvIMQ20lfIWXaF1LycXXUNtdqzUgmDVfQ0QmvFXXWtVjZUgElhLhShEj
hqJsLV/K0la1ACNWdOtACQQcIpVEZv0unKK1bZDfDrwK0LUmLVc9bqX3xC5bQqVkwPKZX4q5lfimWVIhlvX95p9qL6EytpTRaxigkQ42wVt/gU3ANlWX7VZx4haTAuNUDZsbXAFwMwCYANkMwC3A4xG2AcU68BQC3A4noMCYAXupeFklvTcAUB6OmkM1lVuIB/iR6EeeYUPELYdM1XmdDQgbzNglS1VM2/JY3XGxazS3WcNh2R3W8NkpR1x7NWmk
igmIM9cfG6s7+aPXjl0oGNU3Z8jR82KNjJoZWJFilbHGd5bzUbXmlved833V6yM7Z+Zx1cbb7Wx1cAKPql1QTA3VL5fsygt+TQFUQt/pcU3Qt0NVa2IawdZsaAgpkGSg9A5+qQCAgloKiA8AvRBtCGYrpOUCSA9ht03EtuVhBbXJ4wCVVU1wzaGgsVf0RbETNzYY7FcVdnrWXNVizRy2Gx/Nc3UcNGzeJXt1PDbnlCtQ0nJXV660OqD5ww5dEGj1
KOo3oRF6cl3DVhSjvBZLVs5XfHzln0B1GVkmoFPlbV69RZXvxMXvJHb1qTZa02M5apDkZacTffXQ5gTXMJgChZqa31m67bDSqWaYqE0hJBmUyr6BEcIQnI5sTbHD21PCr5ybCvnOvyxi5rke32NDtbpF5NDMuC0+1kLaA0LGW4szBZZ8LeHYQAOkDpDYAfECEA2QPQIQBjARgHAAiYmVbpgawLRF01p1MbctCMlbhq0AVQFLaHrzExhfspptzJYt
nk2WbbQ3FRHNQw1c10JvXWOF7Vdy1ClgtW4UQpFbT/5d13IDg41tuJtMED1NaPHI0GkDHPZjIJCp3SKtmtU3kqtCRUuUZgu8auUA5mjXq7UperVO0/NOHpa2GthqrvUkejZoA1g1zMiA2fWJTa63B2HrQB2aAloG8AWQ3IDAAWQmAHHUvAOILSimQqIL2A4gHAEYC2C0bSTW5W8BWS39wWHW8bOYuHcRyWZzyXyEZtQeJKEkdo8Sy13mtQayFLNA
lU2VCVqUV1UMdHZUx2PSQxM9y9152VvFF0P+kbAQIk1aQkyt5JltBcdDWMJ3vZK1drXKNrMAJDBmccYbUydxtfJ2m1SncDg5NTcpkLZN6MImY98IFbDRNCATSapmS+QhHCpidtaN2hcINVp3e1OnZ+16dLrRzSawXjuhXdKh3rSgwAZKL1KQQCADpBTAYHDiD6ALRMoAUAFwBQArauDTRWY2gkJSW8Ab9L53iCM2RVG0tNVQ8QJ6EXatk6xjvPm1
UuKzWnktl9Ha3X8taXV4XcgYfOx1AW60KCrIoTCCpXLRRCZI21GyKB22ldFXXpVzlRKYO2swlzbvZatTXTq27VOjdO3pNlredVGtlrQAX6tf1MdVztolrEx2tb7Q60ftTrcFWLdhurqkh2hcToZkocANFVsAtwJoCaQFkGFYrArIKSEvAfzCsDSc7nXg3LQCafG03wD3fgT3yeHS90M1vGu91WF7NVXWstCXey2/dMXegF0drhUD3uFIPTs29gIr
aKKT2g9XBY0GCPZK2V5KfOKIiQ5pGj3LVGPQZXidlZFNi49OrgT3aNIgcT2ZNlrea3k925bDTW2e5cdVeB2WRp165cFUz1zdLPZnH0xI2vMic9dHgB30AasTADnRLQNgBvA1wDsD7GFAAWCtZ9ALpg6QHyemXUVmZXL3fp6rJTX5lybRNgUO+HX8bihGveF1a9nJTr3Rdk8U97TxDdQl1Ft7DZnmilElds18NTIRD3S1pRkOWV049U3oO9xXVC5L
gwDDc2qOdzWvbIWYnUvXY9RCmo2NdGjc11WVrXVT22VlrbH1YeFPSf6btEfZOxmt8fQA2CFQDcz1BVqfWA3s9ISJn0YVn4SsDXAW0BQAUAnwBi3KADcbFb4APQJpAvA7Jch0edPGCO3xt0wEr0l2tAVVWUNTYWF2FRH3dxV/JCzfWVxdI/X93NlPLSW192S8WKUi1grWLXcgbnX2V4ZcMDpwGonONmD29qpWx4yMGVBmDxU7vb20zhq1TV1fS+BZ
q3+9G9bq0X9n8YPnXBpriu3PB7ctfZ8pQ3a43XoHlQhj8F3pWC1J9kGvN3G5bPfhZNIX9at2A2h3pgAIAYwGHUtEfEDACkAKBKQC0oiLbSj0AOwCMDVtCA7L2oAw8Ld1MIesqVXYdRpE91OeavYR0FRa3L33VlczQP2wZP3ep6j9bDSJUT9VA1P1EGQrW+lZdheSjFiYC4M5Fgu5zTgi8g1oGF7alkXsq36l3vazDv4ErWIPLhZ/V81SDEure3qd
lrda2P1j/UDS7lSGI1rVas1HT0Rm1WqAKe1M3VrqOtn/dVmhVLMAtT7+Jg0sk/MFADwCbyOIPpCEAgMDAA7A3IPQBGAkgGyiRtlFT6GIDXg3alktqA/4N+dilOMH7KyA8F3ptVDd324DEQ7M1RddNjENEDBbcCkJDdLry2ltXDTyI55zHd2WZVVvQpVXNFJiurLRq3o72A8cFnV1be/A/PWaO+/cIOYKdATUPbVAfS11E9bXZtTND7Q8uzHVUfcu
0U9dYjYEswfQzwp/l9cCeXXwVI5sAVi2kjSMDeDI1a0UjnbDjlj8+7cpaPtSflyOFeEcKpElqsYrKbsj3jsKOTiGbKumadb/dp26DKfeMMB1kupjDFZMw8enoAK8oZjMAMuHxCaA7uuUDQ2MADZCQQ1wJpiTANkNL0eDV3blCiN6hWfBoDRpBVXBDTJZ335Rdw+EOMt9dsy3gm0Q7XWvDBvYP3/d5A0kPtlPVeb18N5GhkP9lTZG2QSYq9ZwNqcM
jmqUv+6YL7Fd6s9RrWVdnvUINPNZdOmAkkJ/QPiUp/Uef2Yjl/ZaXTDqgztiUy/QyMydDrCDWNDUdY8DgHUaHhFnGtL/cvraDBuaMNFNrPWn3s9TSH/1rdy8hcBvA2APgAvAZKJ1wDE+gDpCfAbAAWD89LwJpjwi+w54MawWdXlCXEdybZQgJRZQtLoobFbcMWF9DngM5tTVYQNMNfJYW0fDrQV8OUDQY1s2pD+ZD4U4ZfhUwN1tRsOtEdcsYyjp
8dvMZQ6CML+N/4xF3Y2UMPxqrV+mxy3xqiNjtHzRO1HBqikrnecRWZ3xqIaFRGKDO2CJM4apKNPIowFQTWM5cIXCSaYX8vIM3wZsETZaIuSTOdfz32ebNOxrqhzPs45ChzERMmq5bNWGLqWNL10xsGiUeq5CnOFdTowTE6+rli/og+hiJ2SgPCYKSSuWJeiB6omwvOWg/a2djH/d2Nf937QfTyTRQJIlAug48sC5BMdQWBotYwHAB8QhAIQA6QJy
S0DMAk5oZg917MYt4WjJqJtXXJCinqR2xrfZ7F4d/hgePYDDxOBkPDHo2tkUdj5lR2ct8Q7R0C1JvXy1m9NA5W35k0pS1G1tKOhJhCMCQTQatt6OuSYjAUJEwjSNirb7agTjzdwbMZNUCkV49p/eiNFjQfViODoqcTTG7hko4n0qTyfWMNkepudTG9hSxmpn/th3hHV2QmAG1DlAQHfMMtE3ILgCfAOwNFW6YRgCQbmj9fWVAuTHcTqStQW4/DFd
Tu4+Aall6vUeMoM2bfHlnjbLbEMveEU7tmJDCmt8PA9cU/8OW0ZdUNWvjcpetBfj1YYIyZTtZG9NcDWnJFimo4wPXnXxhU6J3lDOtcxkasrzeIPjtm9Q0MMkVMd1M2WSk4z0tTMo21NTJEw9uEwzo0cqN/CbALpico4xJBC7eC0RFAqFSVvrXLTUlIKF/pJDf+KXDphVgNd9u00CZujrsZ908VR0z6NxDpA4l3zxyXab2Md103kaDVMpQ9MjVjOE
5ED1QXc22tAitTnj5wwkMxkFTHoUVMDtj8VKCGe/0Mf0VT+Y4DnUQ7xRAAjFKFEuSnkmQOsXseWxVAA7Fj5MKwvkVxScXfk8Ig0AXFQFO+TXFOuLcVnk0FHSCPF10whSvFY47rPglkJXhSsAMJVukG1b+uxpIlbMZsa9gewPQD6AbUL0Qmj+o7SiQQvRDXFRWgIFnbzTvuqahjcK0GtOKU+dfspaTARvTWhDYGZYVMz3yaR399zw96MXjYU1eORT
xbYGObN1A9P0cM7g+GNvjL/kv0VGKjqc1q1iPezhytWVIkjdtyLgDNVdSjbQo6cL07Mmml3eVVP1DxY4f5JNrih13DiMqgZZVm5YhY1g0n9aGaHMYkyoOddsNK5V+NvqpfPrIJE8FIuNbWj40r+j87+giZFrSPk8pNjXP7w016nvMtI1ij/P6NMHnZVaJL1Ye4zsZ6NJatMJI8egWZTXse2WBl7TtjeNs6Ne1QL0UoynW1ZwRkxLqDPfZYIVak3K
PiFUw/9YVN6AHZCaAmgAgBsA4xG7oDTKdPoDuonwEYAXAuQYS0cxBw9wj9NQDKgOUznkxQ4Szvk/TP+Tlc+XVs1ffY1Wc1ebezMnTnM2P3nTGRpdOxTHc/mRsdjA49NDAgRWMjqhqlYyAfTTvWlBv0jSAajTl/04rOAzYE+J1zz45GAWjtZpRIOE9NUyWN6tcg0JPkWALW/b3ljjWoMk8w+fO7XBWSf4vZeNSNN1Sjs3UjMEL7U6jOwtEVaQtSAm
ABcB2QBYKNAwwbAPRQ2QfEJmFMUN+koUy9Tk6Gi1hbZO5MNh1AWh1kNlWAD4hDoXcIvHjgUzXMSL5HVIsNzxA9R1ctZ058MUDWedw38z4cpb1z9F2S4ZZgL+C/gQq0okcPopsKlaTlG20AtXb9pi4oZKzGKirM6c3g71YG1ms+jyydnzfhaWlinU4si6VPvl5Uqk3aY2JNt5aV6nz0fQ42/xfI8FL6ZD5TMKteWYNu0zwxYubB0joiPfZK5obpko
7s3jEQpNs5Yre3iTlBT5y3tW+d+pb5+6lvmUFhzPRNHqsK5/mwrZiolkEw8Sddawr+6uDQpJvbEmxorvbNpm/quQnCv22/E65X8T99l3y3qqmb+o+ctklvm2S5bAJOVsqmfuqps2+SkgIrGSEStKqu+cKlVs989dZJsAqxqpYrFwnG0LsswqUsLs7QrCu+cUqyzBKJ3VFvmKTTUx2NCFrUxEsoz8o/KvYRRnYd7XA9AGwBvAKBL0TjEFAPpC6YNk
C0CAghmA+KkALwDpDrguSwtMbQ640zDayBcy220B+CY6ODx1S3tMnjB05IvnjlHc0vhTsi9eMoZHS5P3lt3S5iaz9aiyLMzQVEbC5XDks14O3Z94dNj/QRsH9N4pU8xmPVds88j4rQiUOSn499i4H18K6844sdyXXe4wW1a6hfXDdKZpgthNxXrDSzCSbBcJ5sfOnmyC68wi5lu1u1tH4iT8sKpbiqsC56WhNHBau00Jc60VoOKt9Yswdac+aE1Z
pq7cWnn1MCKWKq5wTfoihNOCIeu7rNMHlk0wy6/xk8W5YmetCT1E0JOmZqmVOuR9pYj5xFaPnEJZsrqWqpmtJqmTpJHoEwBBVUIvXTTCSrNMP9hL5MikpmoLQkwOrli8Cd+uZiKZvQmqZnIymYXrpjVamqZu7VhtkjoyOytnlaG1+WmNfKVJOuVlSBJNbsSmYdZKZtkjRshLzU+qvhLoc8629jhg5rDCJmMwOZ8QkEO1wrAzANyAXAhQQkDKA59L
2AFghADwAtEbADCnZzYlA/nXJuUacP4s9o8RysV20+XMMzNfXaAux1c5F2ejdc993SLCGa0vCV7S63NltXS8oshUuVd3PqLWnDng54Qy3oso6sY/eH0K7+IwWzL+a2YvTziI8WuRYqs9J2VTlaxiOOL0g+wiSqk9H82HotPh4vhb1ah4ucqIisL5KjvJoTQpbrjmUJpSZ7QY2vl2Wx7W5bycF6Wqryk4xvr6mq2IWutfYsQWNTWfYd6fAfYEIAFg
pkBZC4AhmOcYWQkwKZBwsL6TpAFgbkc6s5zvdqVDa8Sm8bg05u44r7XDBHVUtIMIixDI6bldfUu69nM/r0czhvas3G96zXeNtzKQxiZIKJJX0s5dEKJXTayiSDWk6LerPGOfTdZBbDEKwwIrZzLAgwvV+bJU6wPIo1dOWvBbEM5IOrzEukTKALr9UcvoLZ9b42uLbQ4oOrtvE7+i5CQloZIsjxwkyN754Cxcu9snkgAudrbtt/MtIJ7N+rp+KSM6
YPWR9ddaACKSEKY/u55UPPB9M8Ca2d+GbHDnA7a6v9TiZCBbujw73VCGJxuoo4aqMIwCYOtFw8whKlc5wCeKqeN4qhKl+uCbk7BiIuC3Ib4LzGz2Pf9+FvznRZnGzoZwAdkC0A9AhmF0RmAUwFAC0oBqJBCWQ9ANYaXdLqw7bChPGIm0t9lLctDoo12qbJlzs21HkBTVc0ttRDBm/EZNLbw6w3Nz4/RdM7bFm78MCt8UyFSpBR232HDwnHq1BzZj
vYzg8xbbcJjcIAkK0h5r42AWt9tmPUsusDVzUFtazmy3BPkx8W6SNv2CgTWJGu/wbDR1r58843KRYDs/bVJDKcnAaKw672KjCCE2JaFKR6Ae1mOYUk47Y0qinmxCqxWqlu9iebCfMXth7O+Xu1qwtMKfl57XPsQ7KsEakPL0C1sKepa+wWyjrW7JsIQFdQj/lt711olzfqLKikjNCn+Rfv0baq+/0arCu+pO/OV4BI1zI5TVHMAdBYLpimGzgBB2
ARdkIZiEATXG8CfAFkJoAcALQKouEzGZUNtjZy0HmUZWJSxcOBdFDeM2Hj/q4zOiLMzUFNfd3u6Gu+7NHW0s3j0a8kOxrVm8nSQQQIxpD5wpRIwaTVhZXPYmaY5Ec0Kz8y+YvFTW9jpxKgSKfnsbLdQ9ssKdKusgunlGHvYHXOTI6tQflCWvepqB91CYEMr3bNAXz+Wk7VMFIYpp36IT3VM9UaHv8535ST1+6Vu37TG77YP7LoVTBU7YAN8LehRL
RjanNFUOEVZTULpnLbBMqTdO4A1QcwdJEh3rgArAOkOcZvApkJphBWQgIZi7yRgNQt8QFADAAR7BA2zM+7vo69FyLZm4HsZRCoKJBpWtYZgogxbyTUvu71hfUtkOAXXIQ7jUfBqCAwZ8FMBxoMa5Zto8SU5nRa1hoUsuI+qtdweCGRjr9thbJPJFtv2D7djvv118zsjM+HpS3v2u7PvLDOuoFd/Vuu+89mpTHoZRMedwvrqH4muoG1L6k07vjbZi
511hsfxSmOfuze+GqsH56qaxwcxq+ex3qr++9fmr4HHvqq76DMpvoW7WMnviMynHvqr74jM5x3Mz2+Yvs6mDwDbl8dHHxiI8eO+zx8eyvHjvu8eDuOx8exXHUJ4sdx+ncGO5EIEfpn5zI5aowjInL9qic/1KCKn5Lua7rqYbu2fpu5/x57vn4o5+7kqnd+g7pP5tqTfsYjD+diDX4lu8/vV1YLeqrSeHHzJ4v4GtHfmuqD+y6r37xS1J0MJ8n8Uv
SdDCXJzv4Cnr8CaWUnRtiKfSns/tvvXuCHvYHL+MOy+qHtqUou1ann6hk08Kep2FU7WlPjWtyI55fXx22VSsYcX+OcV2MK7/lZYfsLVkac2TqZGWUC1Rse3MF9VHDK7MlDGkL7aHeLRL2C0oPQDwCSAuALph8QQgL0SgdmgKFa0ovRJ8Aph2B2w6xH6236NkDW27ePJHUlEQrZRJqHhy8Lr3XNvZHGB0y11L9DeIL0l5S2GgxyqoGZqy2Qte3PVH
uodl23xgg8VJzhjR+WkNd6yy0eWhoW9WvU7ji+IHXB9KafbWOIWiXsla8gVl4iRwIXitr80hwa0GBxiCuevwZXohtGBI6xoGanW5w/M7n9y4oHQLTMFYEei7XnYHKnv6F15cpzgdAuuBm80hg39kTW2MLdrG1NGqTdpwXFZ9K41d2nNJzX+OxoctcPDRF4clnPq13m4ob1bH9GDbOASuGeka7LwLcC9c9AJgClBAtqzN69x08ZunTpm4QdQq2Z5K
AQIeZzqQbQmR0tklnC218ke7CBuIIsV5EQpyD1GoCuiBx9402cY+LZysF1HuPg0eD13Z9BN2LP2w4uDnyh3q1ljxp1dbWlDsL4s7YLiwuhiRYqopFiqUkXlJV7rirJHG6uy0LCKX/YvXsQJ6kapdJS6l7KnqRKqxnGELDMZHybps3qzFc9tfZZG/nTeiMvjLpdEqCxUK6FKsuHsUeBcZ7HoU1kJAnwEri+RzgLSiaY+AKZC9EOkKZAJADIcQAUAz
ncmd1BgKbzU4XSXYD3zZLyZ0FiYxF23F6yhZztNvdPfTkfa9eR2HpUxm097EgqdhJcQeejZ3tsMRHF5wFVd9R+BPzh+cHxdfbBe7wfCBwl3ssrGwGmnGWn5lxR7y71l2VkOnjk/wKnNTl8PMzg68OXREKz4UgrZA7hwSESAFAOqOTAvRLfQ8AGJUIA7AhmG8Ad4zTTZDXAh0itsbbsEUlfLNF1xmdRT22wRd602VwelkXRHeDH7TZHfixeTSMRVf
AWW0CnB/5tVyQfNnk4ZxcfZzV5YtdnYM7UPLzfB1DPtU9U5+Cn+VpwZGWXI1/nE2X351YdOnjl2OXkmEmNmDqgN+S4fwiwEwruHe+kGMC3itwM4AXAbAMoC3AQgD0A3wD9JpA7ALwIMDLX0R5hdGbKeRGv+78iw1YPXgME9cCQL15M2CzLqGIuRDNF6VcbTPYWGDS1o2YqLNk1dJ0sh7THTUfhxYN9xctXkN80cFjnGVWsnYJp2jNdTsM0jdDXAQ
WjcsxY12/uHeCQDrvC0zABi5QAmmGqAnd3IC0T0A7qErzm7vuvOD/eBZx5N274JNTOBdH+IIvOjmm+9e1zNdYZupnMizddcz6eWCkpdwY3GtIK/ApreK3YmKJB6cTbYPO/jbbQJDZyAeRPNPb8I3v1AzyjVaTRjfvdDchb1Uz1dNDPXovvG6oC7Kc7+FTkXDd3daqU4XoASIQntME64PeQ0/d7WKj3tYmdTps493VqT3dWg85vofpm+jemb6L3d1
adTMStdDs1A1oHUeWVOwJZfSZDSeO+qfVoI09Wkzm8p7OdMilaCAq4HvoVqVOxrCaWkJbRBi1CfzCR+1lk4f3DY2bbk7G98TtdDHQm+hhS6bGT3ZZ5jsYHSJpqTAKy7vWtbdQtrGx8L5ZI5z8LgAAEJbRwAvPVEAHA3AFRDQA80OkDLAE4JrFggDAIQALmrW1RenK5QLQ+0PZD9gAiAY0AWAHA+gDCB+TdqJr3FAjD6QDMPrD1Q8V1uR6JoQAPD3
w9pAtwF6Pe0Ij0w+vQLD2kDsPCd5ACiPsj6w8KPLS6nnSPvDyo9pAquPzfcPMj5kByP+gL1JpXmj2I/6AtwHeQPkexbbhmP2jxY9rFBFJsX5Adj4Y+sPBszbMSApxW7SuPUAEY8wgo0K+S8PauPNC4ANA749GP2yfA7BPFAKE+qYo0KiBos3kNgCogUIABaIoiYMk+pP+AO1apgzffAcuPoRwYB4PLEAQC4QuILzQRPrD7o+ylQs2Q9DKxACbPOE
fdsMofEFOBZD6gqmMaDAgK8r09QctoHhTKAKELxoxzozzsD9PlT8o/Gz9UL1IAUnAGQaehZgMIDMAQ5iQBNP05IHwIAeFJijqYWqCU8RgGQJd7BAfpx6GjjhADrjdjHAEiRBVwgFACrg9zJU92AnwAgDYAWQICBXPcAJphsAiwNslHP9dOABk4MRgzLAAZECABkQQAA=
%%