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7nFtiP8Arlq\/2RWjj0QoWC81ST\/xb9yQqx2NVsn5IwFpatC39IJ7po\/BR\/oplI0vfWfnQFKx14SD+Q1vZ1VqIH+52s\/x3Pza+HVt5PuO222OZ8PaXE5\/\/Gacdolhz\/8AZncDzaPs5dbi2INObAVGciO\/FPDJYcaI8FpIpA8jjOKkyRfGJKOGfptDmfCJKQs\/U6GxWFm6ftE1BdhszIjhHzCwTj4lHEj6jVJW6JVlK0vhIkA4Xv0NvurCnxtriBMwtPyUV6r3G0FoeZAt2rdW261zLoopiMPuELd5gZwAeEZOMqwM1sB58xUcX7bOfM3qalXHQcaXp1m2uSflUSgSmdxtgIWznjTlIOMgp90+NSK4pSUqUhJWoDiCR1PpUDFKanphFFECHFt3XzzJPS33VlTTOn1nk3G6yD1pMjqKh3TPaQial3LkbffsOlxUxrgbU5NTJDqW5Pdd4ErQUJUkHCk5weeKmI5PMio1fh82GyiKa1znkbgp+CZszdZqQefZZ4VOuoQFKDYKlAAqJwE8\/Ek4A8aqN2me0ZqTUGq0dmvs+Pql6suazFutziOZ+TU4JW0hQ5B3APEvOGxyyFc0uv6oBvfrLbTTumdHbfRZIvWpJS3m5jbHGpkMFBT3X\/S94pBHI4A8yK2XsabEaW2326t2vApu5an1bAany7o4kqd7t5Ic7sLVzxk5PTJxnOATpsOoIMIoG43WDWJuI27i4bC7kOG9VlRPJV1BooTa35jy4Dn9F72z2I0\/2aNvmk6fcS5q2+3S2xrreeELceU9LaSttsLB4WglSwBjJ+ccmpJ3C1RqOxTrfbdLwGJs6ZDuklEZxJy6tiPxNoBBGAXVNg+hxy61mNdaenaisIi2p+O3cIkuJcIZkFQbL0d9DqUrKQSEq4CkkAkBWQDjFarc7HuPd3ZernYdttt3hwfYrVAize\/4UrfackKW+tpKQtaWUoT7mE9STn3a7zsYi8VFW8OcS6+tlfZqj\/jt5DNShEKdpiiFhla3zPetFvd71RB0Y7rOw7wXaRAkwkG4XV6PBSi3zvbI6ChDDjJ7ghLjyFtrSrhCU5IWMmRdv0Pvw5VzTuTdtXRXlJbacnQobCWVJyVcHs0dniB4k8zxDlyxzzhJOgdT3xjU+oJEOHaLrfHLVIi21MjjaQuA+HkLkOITguukBC1JCgEIbAK+HntOnka1kT5t21YuFCYdbbah2mK57QlkpKit1x8oSpa15SOEAJSED5xJNKrZ4nwFjC3bwbfY2wyFzbMXBAy559iYQ8F18+\/xt91p8vcu62\/WWsNPXC3NIiW2EX7NI6CQ+1EQ9IYX6gOtqT5pK\/xDWEVuLq+4aKum68F22MWO0GYr5NdiLW9LZiOKbfX33GAhSi04WxwkY4eLOeWe1nttcdR6c1jFMlyPcbhMXcLLJiOAOsuphtNIB4gB7xQtCkn3ShagTzrXLDoTWTemjtPcLOWbCbg9Ml3dUlpSX4L0pcpUJDSSXAvKywsqSE8AJSokgCUzzIx9ozVDgW3B4avrEX48s73skOMt7G++32XiNftbw77fnZmr3Ztsb1MLEiO5CjIXDafjsradZWhAyULfGQ6HAofDn82guc7VEC3317d+8ajUqAy\/LguQbe3HS44jpxsxUKylWeQX4c8jlWStm3mrbhqC7XHVMm2w7VLvaryxBhKW+8t0RG47XeuqSlISnuy5wpScqKPewkhXuwWbdC222z2hRssSLp+OzEwmSt75TCEJbClHugWEBGV8KcqKwkZCQeJ6aSndC6OIt1iG3Pq8DcbNt7X1bbjfektbIHgkG2fHxT\/W12mWuZpmFCf7pd2vjcJeAk8bYYfeWnmDjIY6jn5GtF0PN1hepllvatRSZrz7khnVNreLKWLS6GSpLDaEpDiXEO92kcRPG2pa1E+5WY1NpzcrVQZfeRZbROsDcyRbJMaUt0Pz1xXY7ThStv8Aa20peWog8Z4sciBk5GwWm\/StSytXXu0x7Qp2A3b0RUPpefdCVlXePLQkIyCSEpBVgFRz73CGmGOCmIBaX2z2HjbqDtGwhOuLnyXzsq2dpfaVe1M9faD2mmt2e4MvIRc7aBhiWVnh7xCRySvJyRyHLiGFD3pQ2duGodUwZs7VYkMXGyyYsFClsht9Y9hjrc71XMOBa3VK5FQB95KsYxgu2zNjx9q4cGYE9zPuZaPEeRUIkhTY+PeBGPWpF0TClRrprBT7KkNu3xBjqI5LaTb4aMj0CkrHxBq9lq3z4GyWbN+YDjt1QWi19+07VWxRCOvc1mQyNuZB6bAtj4fh9dFK4PkKKyXZDmrfUZwPVNWUjwrL2ZOLjEP\/AE7f+sKxjCOdZe0DFwif49v\/AFhUSQ+qU678pU+UUDpRVFe6zhRRRRQhFFFFCEUUUUITeeP7Sf8A8A\/krXkjlWxTv\/gnx\/AP5K15HhS2\/lVvh5sw9\/2SiR6UqkdOVeE+FKAY6105bVOJO5aBfN69P2bVR0XHss6ddQ+thKUuJQHlBAJDSEpWpzBKgSeADhOCetYLeHT2l9MqjbkXeI5LVIvNvbmtPlbicLcbb4ghtClOLCUhtKVZGCBkYFPt4tOKtVus+utJWB2Rc9PahiXR6Nb2Cp+a0smO+gISMrUWnlEDzHrVlNL6SYhsIul4ZRlPvALxhv6fP4Vr6TVlfC7D4gGkFrxc7tpcc9xuDZVFZO2jY7tCS47P7LH6a0K5OSiRPBZYwMIxw8vXy+FbQu4WCxNiFb4yZLyD81KeLB8\/Q1jr3re3MtqjMJQtCRjKlcDYH15P0mo3ve\/+3+nFqiTdd2+M\/wCMO3N966T5YR4\/TXaeooqF3YYae0m3vsDbk25DRvzzPJVL4qyu\/wBSpFm8Ng+VypGmXLVFzypuG6yg+BHCMfE0wXAuwPFJuUWPn8d7mPqzUVJ3zl6hONG7Pbhak54DslsW9g+vE+Ugj4Zp17fv\/csrt20Gk7M2fm\/Kd4U84nPmGwRmuuwasrz2k2u4n+ZxHyAH1T7GiL1RqtHu8VID0dtOe91PFz48JJpk97CPnaqbPwaUf56ji6W\/tFJjlb1z0Lb8dUMMOO4+tKa0K4RN\/VrUDrfTafha3Ff\/ALBVPX0XmBAka0d7nfZxVjBCZc9f5DwU9LegA5GrAP8AqFf014E6Og4Rq9g58FsqH89Vvft2\/SSca606T\/khY\/8A21jZC9+Y2T8vacleY9mcaz95qNDU9ibxuZ7nSBSDRg7XfIeCtW1cFKxi\/wBrd8uJxSf9k09Zm3NB4me6cA\/CakII+rOfuqmUjU++EE5esdjmDyZlLST9YrFu74bh2NYVdNA3NoD\/AJSFIS4B9A51qsOxmqYR6rXdzxf5qDNh7CMnfJX1bvy3EpbvdtU+0n5qnGzlHnhXUfXWD1LpqXLtU6boZ1h+WWHFMxJK+H9t4TwjiAyU8WPDPWqhac7ZTttkJRMmTIix7vBNaW2fhk1OugO0fpbVi0pEiMmQrme6WErPqCOR+kGtjFFR6QNENVGQ\/dcZ+47D3Koe2fDj2kZuN9tnvCa7bbawdBaVtNvuEZiVfo6HH7jcVtguvTnlFyS4FEZAU4teB4JwOlZXWGs7BoWyvXzUbr6I6AeFLLYUtw4zgcRSkHGTzUOnLPSt8nSYOpYyp9vcDstscRCcBbqcdFJ6KPqOfpUD766sb+SLNtza4j8i6a9nizo4GA4YUYEGVKWlSTw903kjIwFFOaxeI6P1VFirW1jddryTfZlmT3WHDgrqjxKGqpyYnWI+u5Vb7S2o9F733zQOrNNXCJJaut4Xp63ykILUlhKkJX7+SFIdKnAUA4wUAjkomrd7FpCNl9CoSkgDT0ADPXHcJqnHaAb0jtbo3a+bpKyNyZKLy8qH3sglxbkWGy2krURnhQ4onPQcs9auZsuwIu0Oi4oUFd1YYKCoHIJDKRU7SYxDCKdtM0tjD3BoPAEpnC7+dyFxubC555LN6jsjN9hIiyLtdLe204HlO26WY7hABHCVDqnnnHmAfCof0tcb6xttoG5I1bfXb5uL7BE9qmyfaBDLsVyW860hY4Ur7ll0JyCOIpJBHIzZdYz821zIcZ4NPSI7jTbhGQhSkkA\/QTmtLm7fSYuiNJ2GyOx13HRaoDtuU+VIacVHZ7haVEAlIWyt1GcHHGDg4xWWoqxjY+yef3vdax28r26K3mju4uHBJaYXcrNrq7aMfvs27QWrVCusdc5aXJDC3XZDS2ysAFSD3CVJ4gSCVjJGAnFlm6ahveqNRPaqusGHYZSrfEhRHg2yppqKlTynAQeJalvKwrIKQ0jhIyri2fSel59tmXbUuo3Yzt9vamzIMfiLUeO0FBiO2VAFSUca1FRAKluOKwkEJGr3fbrUdwkXu3xtWsQrRdJki4JajtrTIXIXHDYadWFgFlKx3hSBlfJJwAeKTHJEZ3EvANmgm23+Yiwy\/wC0h1ywAC44KH4N9vM\/by2amteodUu2d46ZhS5yZcx5+5TjMa+UFx0Alzh7suNHuwAtRPCPcBO5bh3WTA2+jtaJVrK3XG93mIxEdlR5kiS2Wlh5WWnFFYbUhpQKTjiBUCK2eftJNYhmLpnUSba0lcK4tR1xO8ZbucZ1tYeACkkNuhCkuozkkhSSlXEVPo2kdUv3eBfdTakalSI1wXLXFjMLbitIEd1lttpClqII71SluE5WfBIASLGTEoHkSgjVDi62eeQsDlb7dUw2F7bg7StG1pqqTq\/ZC77k2eRqKwXG22ie4ww1I7n+3W0EYWhJPGEvIKcKweSgRzo1rb2tLXbSUCTfdZzmJcmWuW3GkzJL7qExiOHhY97h7wtqz0BHXBxW2XLbr2myam07BuLTUK\/XQT0NKRkRuNTS5SOR5944l5fop4081hpq7XS4WjUOnZsaNdLO4+ECYypxl5l5HC42oJIUOaUKCgeRRjoaYZWMicImGzbuPuLRqi9rixvsvxThh1gXEZ2H1z+SXsbEaPa4yYqZ7ba094Ez3HHH0cXPCy4SoEeRPLFRNttuBeZ2s7paLpCvkmFfZ02ZanZMJTKYbbDhZcZy4RlACGVe6CQt1YwAMiWrDa7jaLY3FvF4euk1alPSJDgKUqcUckNoJIbbHRKATgDmSck6kzt\/Ii2fSzCbkj5T05NExUlKVBMhTgcRJSRnOFpecIBzhXCfCm4JoW9q2U62tsPDab9QBxsUt7XuDSzIBQz25WA9ttZEKA4fl+MDxEDmQofzn76m21BgpnFkgn210Lwc+8MA\/DoOR51B\/bxfiMbXWdx6alt5OoYy0MJcAW8ngcCgB44yk9DjlUsbfd0\/Gv8APZA4Jt+luJWkpIcCOFriBT\/i\/uq4mjIwOF\/Bz93NqhRv\/wDPeOQ+62Ph9fvor3wen3UVmtY8T0VzqNTdkA4FZW1AfKEX\/Ht\/6wrHMjyFZW1D\/fCL\/jm\/9YVHkORTb\/ylTt0oooqlWcKKKKxWq3XGNL3p5lxbbjdtkrQtCilSSGlEEEcwfUUuKPtZGxjeQOq4Tqi6yuCKK5tdkvcHcC9776Vtt73A1PcIjypHex5l4kvtOYjuEcSFrKVcwDzHUZq2Paw39nbI6Phs6babXqO\/OrahOPIC24zaAC48pJ5KI4khKTyJVk8hg6vEdD6mhxKLDI3B75ACNott+gF1Bir2SRGUi1lOgyfA\/VRgg1yxslq7T28zc\/WNjf1pqNqM6Q9LRcXEIS5gKKGklaQSBg8DQOMjkMipo7He9298zXKNub7FveqLKgrbmPTQpyRZ1D8Nx5z3uEKHCW1q4uvD0KTZ4j5P5aGmkmZUse6PNzb2I6n62TUOJiR4aWEA7CrwTR\/aj3qg\/krXkitgnY9jfxn5p61r7Z8awA2LVYeLMKVT4UonnSY60on+ei\/NT+5bvpC0Wm3Wx7V+o5jUaHGBUlbywhCQPwiTWiau3Z1frxKoe2enlNWpKi2m73JCmIzmPFlv57o9QAk9M1v1k0YxreNEvurmu\/s8DBtNoWcsK4eXtL6Oji1KBKUqylIxyyeWN1jLS5cjHaGG2k8KUgch\/RW+xSEYNo02SL1e0A\/5PvvPBo3D3lZilkbUVznSes4dG8hxPEqIztQ5qDgVrvVd2vrquZjtOmLFz+KG2yCR6KUc0mjcXs7bJSE2UO21m4nkqDZLa5PkNEeD\/syFBlXo6pBPlVde1N2sRZ3Lxo3TVweh2i3rVbrhKjrDcm5ygf2yMyvq2ynHCtYwpWFJyEghdXNutGdpvtOznrdtVY5rVrjEd4YKvY4jAJ5BTpKcn0JJ8eEVYaJaG1eo2srXap2ht7NF+IAzdyFgON0\/W4jGRqk5cBtP2AXTWR22tn4LiGZTOo4LS+XtL9jkdwj\/AAlICsD1NbhG3et2pre3c9N3eJOhSBxNSIrwcQofFPQ8+YPMdDXKHdns\/dozs1vW+Zq\/Uy4b80lTTbN078Kx14kZIP0g062f7Rd90zffaHmfZZpUldwisq4I1waSebiUdEPJHPI5KGQfXX4toxV1cP8A4k2q7cRe3cQd3O\/uVfBVQsOta\/I7fcRl7j1XTy4ajmy1K718kGsJIlg+Na1pLWls1laW7lbZCHQttDmQfnJWMpV6Z8R4EFPPFZF504r55r46mKodDV312mxutXB2b2B8Wwr7IkjPI1i5UkYOT91fZD2M0yjQ5V6usWywXG0SJrndIW4cIbHVS1HwSlIJJ8hXKWnfPI2KMXc4gD3px7mxtL3HILFXq9QLVDen3KU1Gix08TrzqghCB5lROBUUP77aPuEtce1Wu+XRhJ4TKiwP2pfP8FTqkBQ9QSKgntM9oyHqjVPyRoxLcyxWt5SLIyQeF\/A4TcJKc4cdcVktoPuttlPIqJJgifcNc3pZm3jUcxS1nIR3pCE\/4KQeFI+AFe44J5OI44w+rN3dB3ZZ5cbjks3Pi4N7Xtyt\/nuzV23Nb7eakkC13Iu2h+QeFtN7hGMy4cdPaPeYQfABbicnkMnlS9h2w0tIvHszjMy1rcwQuM6WVpPUHhPI\/SDVJLNrzXOkHMsXt2bEIwuLKUXm1Dy4VE4\/i4NWI2j3gtz0eCpp8sWoyUsuxCAtVnkuEcCkHkr2Vahgj5rZKlpSMOBekp9Hm4VUsc0epfZe7TyIOYPA3Iuq+oqXVEDuycQeh91sj0BVtNOQ9+Nu3m5Wnrm1rizs4UYclfcXBKB4JWfdWR4fVw1mbvu1t9rq7wbm1FNuvkuHLslwbmwg3OtxeCQThQyASE5GcK4BnGDWybfXxM2JHeCjlSQFA+BrUO1NYbdLk6b1FHZbj3EFTHtTY4VKHIpSsjmoA9M9PCtNpJhLJMLkMWbQL2OdubSdndsWQwbE3OxJkU4s4naMr\/8AIbD3hVV320Rc9B7eaOXdpcrUEraHVT69RRwvL8y1XCUJLL4WoE8JS0GiSCArPUAZvZtnrTRuv9DWnVOgZzMmyTWAqPwEcTXm0sfgKSfdKT0I8q0HcDTjd628tu5Ueytzr1arQW5sZbJdRc7etIEqE+hIKnG1AEjAUpKgFJSojhNYtP6muHZD3Ggan057VI2f19KU3MiPjCrTPTyW24ScMPoOUkKPCoIJyAPc8ZmjGk1AImG0zC4gbA4n1nN7ztb03L0MOOF1Be4XY6wPIbAfseq6AK5VqW59wuNs0FepVokrjTVMCPHfQfeacdWlpK0+qSsEeorYLTd7df7XGvNpkpfiS0BxpxPiD4EeBHQjwIxTLVWn2NVWCZYpMl6OiYgBL7OONpaVBSFpyCCQpIOCCOVYOnPY1DRMLWIvfkd60D7PZ6vBRxO0+nQWqtLWXb2xrlsf74TX4b12WhKVdyw13hU5xkE8fEoY95a1LPMkmMp+ptfO3K3agsWmiZmnp2o9QymmbghbD8ZNyMd1lXElJUSyh8NnhHv8ChnhUmp7sehLfYLw7qaRc5c+7SC8ZUqQUJ74uJZTySlISkJTGbSlKQAOZ5kk1itK6A07oqfNuxvS5Kpdvat7gkrQltKEyZUhasDoVrmL4uf4CemK0cGIQxguLdcgbwfWuTcH3OyPJQHQl2w29\/csBrbSWn9UXnRl1l21QfvNxQZhanO8LjCYEhwIyhSUqTxIRzAGcA1uwslttmn12K3xlsQ0R3G0oDyyUhQUVAL4uIHJPPOfKsDoWBpC96X0rO0lqlV6tGnS4zb5aHErDwbQ5G4VKxz4UkpB5Z4QcnOSjrHeTaXSqXoGo9z9O2qU42tCG1z2lPJUQQCG8kkg+BHpUGQTzvbTwtc7UOYsSR6xOzM5CycbqRtL3EC\/E8vFQxo2b8hN2+2WPTU\/RZ1Va7NBiSW4zTYuS\/aW0TZmUKUEvhElKUF0BauIqwoJwJE\/YbYoWt2dFstTpNluNlfmzWJFykP4kMyGEsucS1lQUsOPcRBHFwDOcVGDm5\/Z89hjQHNy9QXe6WuC1Gtdw+RXk\/J6WltvpLSO5Q2VFcVtSs5Kw1w5xkU8sXae2ksjsjUd51BdLncrr3bS31xWIyUtNlXA00yXiUJBWs4JKiVEk4AFaaejrJTrRROBzFrEXJtZ1zY5DPvHAqCyohbk5w6jLipF2l0xY4OmoeookFxudMRIC3VyHXCW1PrKU4UojASEDp4Cn+5O4WltrdKTdY6tuCYsGGOQ4h3j7h+a22PwlqPQeWSeQyIl0t2wNg7Ta4enGLjqNtqCwGUvyLM8ri4eXVsHJJ58hiorsCz2xt4RftayH4eh9PvrRZrApKkrlcIyXXgn5vFgZJIGPdH8JmLBZ5amSqxIOZCzM5Zkbmt5n5bUqSvY2MR0xDnnIcuZ5LH6b0dqftK6vRu9utZJRs1ydXC0lpwPKQgMJJUt51aRltlKQSpeElxZSkciEm47MOLBYTFgxW47LYwlttAQlPwA5ClIVvegF5vvWBFBSmJGZjpaRGaCQOAY69PQdAAMc1HPGoGK4scRcyNg1Y2flaNgG738TvKk0dGKW5ObjtO8pvw\/GivdFU\/angp13cU2ZGMfGspaRmfF\/wAc3\/rCsYzWVtI\/t+L\/AI5H+sKYkORXHZtKnOigUVTlZxFYjWH\/AASvv+S5X\/lKrL1iNY\/8Er7\/AJLlf+UqpFH\/APojP\/sPqkSZMN+C5o9jn\/jCaR\/wpP8A6ZyrCf1Q3RV5uNi01rqBFcfg2dx+HPUgE+zh4oLa1AdElSSknwJSPEVXvsc\/8YTSHxkf+mcrp7Pt8G7QpFsukJiXElILTzD7YW24k9UqSeRHoa9Y0wxV2DaSU1axutqsFxxBLgR0VJQw9vSPZe2fgqD9lntdWTarTLe2+vLPJVZ2n3X4dzhIDi2S4srWl5vIKk8RJCkkkZxwkDIuvt9q\/bzXFpe1BtzdbVOiyni7KXCSlKw8evfJAC0uHlnjAV0quu6XYC0jfFS7rtfe16flOZcbt0oF6Fx\/ipV\/dGh\/LA8BjlVTbZddyezVuk6lKnLbfLG+lEyKh3LMprAVwLxyW2tBBBI5cQIwRyKnB8H007WqwmUsqDm5h3nmO\/eLjelNmnw9zWztu0b11fmg+xvA55oPX4VryBgYrI2y9wtS6Uh6ktiyqJdYDU6OT\/e3WwtP3KFY5NeRva6JxY8WIOa2WG+tGSEqnwpROAPeUAPU0mk4x0rSt4dw3dt7BG7qx3r268srXb7sw2hUWL+3txlKWSCUrSt9opyMEqT41aYPg0+NzmGDLVGsTwA2+\/gnqurZRsDnbTkO9WsYQmFpmIykBIRHQOXwqvO9msJWjdG6t1jDKBKs9rlTI3HzT36GyW8+nHw1YWc8FWCOsdFMIP8Ao1VvtE2mXqParXNogNrdkv2eWpttCcqWpCCsJA8SeHGPHNeiaXtjJwymf+QujHIjL6rK4VrBsz9+a436iu0zUd8i2yTIcdaip95SlFRWtR41qJPUkkZP9NWf7NvbD1j2cbZIsVhtsObbZKuNUd4cPCvGOIECqqSGlQdROOnHC8nvEK8CCMcvq\/JWYjiXKH7Qhas+VewvhY1mrawVc0mTmpW3\/wC0Jq\/fnVStS6rdbT3ae7jx2uTbKPID+eoSnSS1IalNHhcZXxpUDg8jms47ZLo4nIjrx6isPOsk9LrMZbKguS6llA81KOAPvoidE31GlOOhe0XIyCtZ2WdyZtsv7NglPqMfjVGCSrkG3ElxH1FKwPjVyVPpcbC0LyCBiueG0qFxNVQpTRKRJncTfq00ko4vpKjV9bJN7+A0SefAOdfPPlKpo24r28e1wz7xktfg7SKUA7E9kK65NQZ2jdy5mhNIXaJbFFMy+wHLMhwHm21ICkvFPkot5Tn+Eam19RIxmqydrS0SZttYuEVpT3sK0SVIT1KRxA\/V7v11VaDtiONwdvsB\/wCvmnsUDvNH6nBVY2w1NYrMjUd2uNhbuV4uEYw7c88ctwEr\/ujqU+LnBhKT4BSvGmMyWDnpzpjaLLKamy7fDQp0MOkJUOqkfgq+lOD9NZB7T11OSWF\/VX0697InkONliI43SMDgNqwMt4qzjFL6RuzlrvK4oVmPcWVx3kZxniHL\/S4fvom2iawCXGVYHXlTjQOnJWpNWsQY5CERWX58hZHJpmO2p5aj\/FbIHmogdSKW7s5WWKSQ+I7F0H7OG7Xyxpq0vXF\/MpyOluSVHmp9pRaccPqtTfeH\/D8gKkPtFX+PLsljDTgUpLxVy+FUx2jny7RpuJKbcUlTrjryMfiqcUR92Kku962n6haiMSnCoR+nOq6qxmOWjmpX7dg5qqZgpZiEdUzZtV2NvJiLhoezSEHBVFSk4805H82fpqCe0leLHbGLo5d9KsXTTV3QIuqbPMQ9GkSkJ91E2Istd13rQ4SXO8wUBIJSUA0+2d7QOnrXqmx7I3hmYq53aO5KtkhHD3LSUNLcW2vJzlRSrhwOpqwziQpBQpIUlSSCFDIIPgfTnXg1fQTaL10dVM3WZJ6zbE7L7ORB2cF6FDUNxON0TDZzTY3H+ZLnLsdrXeiyoVpXQ28NugaPbKGLfeBpl66yX2yslALIT7zyQe6OAeTaUk4S0TPCdvNW38xv2bdo\/dSQXE5V7HpOXaGVlK+Li4UtFKOnDg4znGOdWL09pq06Thv26wsLjRHpDkkMBxSm2lLwVJbBPuIzk8I5Ak4ArInlkjrSK\/SkVMxfBC1t9+q3WPMnVOfcUqmwsxsDZHk8rm31VcH+zDobXE5pV31PuFPhLUJLj7stmNHmAKzwnukIWMknOUhXqMCsfv8AbZ7D7ObPXy9w9uLe9c5babdZ25HHKecnve4yEF9SyMKPEceCFEc6s2onPXp05VUnf7d3Tts3pTc9SpYf0vs\/azdn2F8zM1BLSUwmEDoXEoSVpz83K1H5oIcwatr8UrWgPcWs9YtBte2wZWzcbDldJrYYaWEkgXOV\/vnfYM0letS23slbFac2ziATdwdTsoRHjRXO7xMWlKFve6M922eFKUgZdUkDqpRGN2L7Mm392fXctcaOt+ppUcuquc+Y86+j5SK8rZSjvO69z3g5hKkqcKx7obT3mt7Ebc6z3r11I333QmoRqO\/xg\/ZIwayLHa18SW5iEK5IUrCkx89SFu+9w1dK12i3WG2xbPaYrceJCaSyy0kDCUpGB8Ty5+uas8ZxE4Ox9NA+87zeRwO87hbc3YOdzwUeiphWO7SRtoxk0EbuJ79q0mJsPsnbVEQtotHM8\/CyRj+VB8qz8TSml7W02xbNOWuI2yMNIYhtoSgdeQAwKza+QpFfQ1jJK2pn\/wByRzu8k\/VXTYIm\/laB7gmfcstAJbZbSAMABIArGw7ZEtiHkxG+Hv3lyHD4qWo8yfPAwB5AAeFZRymznSuNkda10vUbwTN1PrTR2njvjTRYzzp0G5XEjw+tFeqKWhNmfKsnaQflCNy\/5ZH+sKxrI8aydrITOjqUQEpdQST4DiFRJNi67JpU5Cj1wDTMXi0H\/wCaRP8Avk\/019F2tZ6XGN\/3qf6aqy08FntR2Ysqj9uzVu92m1Qo9inP2\/QsxlKHpVuCkOqkkkFqQ6DxJT04QOEKyc8RGBFVx7c+5d125k6GmWa0mbLtyra7egtwPKbUjgU53fzQ6U597OOI54fAdCJr1gucN233ByBKjSEFt5l4ocbcQeqVJVkEehqPT2f+zuqb8of1utMd9xcWQ0kJzn8TPD91egYPpRhFPSR0+I0Yc6M3Dha5Pv39RyVXPQVJeXROIB5KovYQ2wvd\/wBzEbjuRVtWPTrD6UyCMJeluILaWkefClSlKI6YSD84VunbstW9ca6N36PfLlJ0B3baxHhJLbdvfTjJf4Oa8qwpLizgdBgj3rj21Gn7PAYtloTAhw4yQ2xHjBDbbafJKU4AHwpwuXb3kKackR1trBSpKlAgg8iCOhFR59M5JsaGKvhBaBqhpscuRO\/nbJLbhhbT9iCb7bqgWju39uVp\/T8az6g0za9QSojYaE955xl14DkC6E5CleoCc4588kxFKO4XaZ3akTI1tTJvl+eQpwRWSGIjKQlsLUcnhbQgJBUo88eZxXRe59n\/AGAu8ozJu22mS8TklphLSSfMpQQPurbNLaT0LoeKqFo+xWizMuEFxMJlDXeEDkVEDKj6nNXTNNsHw\/Xnwuj1ZnjM5WF\/84BRvwypks2Z92jklrLYIeldHW\/S1vKjFs9uYgMlXUoaaShOfXCRTEHlWdlyY6ojyQ+2coIACvHFYFPSvLnvdI4vftOZWvw1upGQlU+eM4I5VSHt7b+6nZ3Wsm3lsuhRp+xWOIiVGS2kd4+qUzJcKj1zxRIxHkAfxjV3QTnGSKol29tF207lRb1Ggt9\/drC6444AcrdYZQc\/RXoHk9rIaerlZL++0ActpKjYvSuqWtLf3Tf6eK6tLeD2kYDyDkLioOf4tQrd3lN3B0oJCg5nPlUjbZXoap2W0tfkK4hMtLDx55+cgH+eo01Flq5PJI\/CzT3lBa\/8LpJh+6G9QAPqFXYHbt5GHifquYfah7PsrQ+tZj1ohhuzTH1SbW42MIaCzkxVfilJyEE8inh59QNb0XqXSNtiiyaphJtFwYA4lONkNueRB8M+vrg10Z3K0fF1hZXYziEd8EEJ40BaFj8VSTyUPT8lVa1HbbnpJaLdctJqkQmFkoaVBhXSJ\/FamtOKaz5IUKt9HtOqfG6IUmIkiVu8bTztvUw4VNSydrS2IO4qLH7zo6TKZttnmoutwlqDUWDAQZEh9w9EIbQCpRPlX2XtnMtsl25aufbtlzZDjT8FHCs2RjHvJeWMpM1wEpDKSS0kqK8KKUjfI26F1syZUfSloftPtiC041arZAsyVJIIKVuQmW3lp5n3VOEelYCDpW\/6qdjszIrceFHI7iGw33bDX8XxPqauZcYpqCM+buN\/5nWuO4XT7aGorHDtwAOA+5O5fNsrF8salRdWoXcRmglqK0BgNsp5JH09fqq2FlSWYjaFDGBitD0NolqysIJbwodfOpDaSlpAHkK8ex\/ExiNQXN2DJXTIxG3UG5Kvu8jnyrRtwLMLvbu9ZipkPRgohpQ4u+bIwpBHjkfkrbX3utYmY7kKTVVRyup5Wys2hLLARYqlGrdHS9FXX9kljbRItmOBvi5At8XKM8rHuOIJPdrVyUnCSQQkH23rDRsgFmZJTb5SQO8jy0FtxB+B6\/EcjVhNc6SefcfutjfSw88kiQwtAWzJB6hST\/8A3nmoJ1Fo2wziI1y0vMgLa6fJ76Cz\/FbeCkp+CQK9zwzSWlxiBorCQ9otrAi5t\/MDv5jbwVA\/DJqMl1LYtJvqm+XceHetO1JrPSraDDszYus5eUttNIJSD5k+npTTQtkuqoN0gRkpS9ee7auslI5R44WF9wkj8JakoOOeOBPQcRO5WjQmmYaiY9oucgn8CXIbZaPxSwhJV8OICtsiQExmG2W2mmm28920ygIbaz1CUjkM45nqfEmraTHqakiMdLck7z4KE7Dp6pwfUWsNwXiKy3EYbiso4W2khCAOgSBgAfVT+Kr9tR8abKbKTTu3NlyU2nHiKoPOdYEkp98GqbBaHuLriXt\/2jtKaujZUqzQob3CDjIPeBQ+kKNdWI7hdjsvKPNbaVfWAa5g6t0lD1tv01Z3InflMR2P5kqatrLqf5K1nFdPm0dw0hgAYSkJ+oVQad1kctNRQDa1pJ99k5hlIYZZZT+8fovqvGklEZpRVJK65rzcZK8Wubg61tO3WiL1rq9uBMGzQ1ynOeOMge6geqlFKR6qFUC2+0tqLtBWy2623Dh97Zzepd1i2WKspc1Dd3D3ii6s8uApSlsJHJtho57sLC6kztbahuG\/G6lm7L2jrouLbbYr5W1dcE57qMhCSsJXjrwIHFz5FbiB1HKxG1W3Ng0nZrY7abU9AgwYKIdnhPJw5Fj8yp1zIz3zueJZPMDAwDkV6BRSt0ZwsSn\/AH5c+bWbve7M9yz8zDidTqfpsy7z\/ZP9ttHT9J2Mu6hmNTL9cXFSrg+0gIabWoAJjsjwZaSlDaM8yEAnma2hZpZflTdw5rFzTvqZTK\/aVeRxiNoYNgSThFN1nnS6v56bufkpIK6kXKaudKcuc6bOdKdCE0c8aaL6GnbnjTRw08CklJ0V54vSilaxXEgxT5j0NMWfCnzHSmHJadtcsAeVOms+Zpq0fyU6a8KjuRZO2zypyjqKat05RTJKUEujPgacIz403b6U4QedIOyy6nKD050sjlSCKWTnxpJJK5ZKilE0kkeNKJIpKLJQE5qMN5Nj4e6z1uuJniPKtjM1tAWjKXBIZ7spJ8OaUnNSeOte0jxp6nqZaSQSQOs5FhvWxdly33aybHWXROoW+7uNihIhuIKgo8LeW0nI65ShJ+mtf3BDdtnOvvOJbQOqlEAD66zuk798hXJL7mSwscDg9POsJu0zbNTwZMVCgtuQ2pBHoQa29dicOOaMmOd3+rGcxyvcW9xt7lQQUzqXEi4D1XZrS03GJLTmPKafT5oWFfkrXr3ZIVxyp1CVZ8xXNfeLSmoNsdzrim0Xi424SXVOIdiyHGFBQOCCUkHyOf4Vb9s412h9ZR5DsPdvVFuZjtoXHVM72Q3ISSQShbpwQkjBxnr6U3H5NHSU7K2kqwWuAIu0792ROxWBxVsMpiewghW2kbf2nvVFMRsc8nCR1peLpmHCwltlKceQFVhb1R2pImmYmpWNwYstmXLbiIQ5CaUeNcgMJOeDmOMj6Kft7idq2JezYX3tOSXkRUyy67BUUFJWUj5iknOUnwpt+gmLWsJ2Ef8AIj6hSfxaIj1gfl4qz6GEMjCetJvLwM551VdnfXtOKM3h0fpyWiA+5HcUiK6niWg4Vw5f5\/V99Y\/\/AHT2+i4a57m2cJTDYypz2WQBjzA4skfCmfQHF9xYf\/vxAXRiVMdt+itRIe9axEp7rzqrts7Uu7epnHWbFoezyFtJ4nOAO4SD0ySsDn8fA+VKQN6t9dQJkqYsGm4Soyy0tuRFkBfFgHp3vqOdPt0CxeM2k1B3u8AlNxSmOwnorCTlJWCDzz1FaXe7NHlKU5wDPw51Ea9zd95tqYuba9OspkFCO7TFXxI4lBIzxKIxk0iL1vZcZ7lumaygRVJZS8C1AbWDxEjAyAR0POrWm0Or4DcyMH\/0fBDsUh\/ld0\/upBVYOBfuIPXypT5Be4CotEJHUnkKhq7T9yXdHm+N7iXl6Yo8KY0FITxHvOHl3YCgMAnNQ\/cLjqLUU5mBcbxcZzzroQn2qS46Qc8z7xPQc60lJolPMC59Q0AbbAn62UGoxmNhH+mbq28+zOMsCSkoUg\/hJWD+SltL29c25sNpQTlQ\/LWH0XaJDNgjwUhYQEpCUn8EAYH3Cpr2f0UblqWC0po8PeBbhI\/BTzP5KzFRWCjY9hdrWJAPFTzTiQ61rLcNq+y+LDrdrdHU107y4mROkIhJQClCHlANhSs4yGkpTgfzGrDHypTljl0pM9awtZXT17+0ndcjIchwXQ0NFgk1msJrKffrZpW73HS1qFzvEaE87AhlQSH3wglCCSR1VjxFZtX89JK8ajxv1HhxF7bjsPJDhrNIuoP2L2IkaH0cH9Zuom6r1TL+WdXy1lK3JUknvExuIcg0hRGUj3TwnwUamgnIAOK9qOKTUfCplbXzYhMZpjmeg5DkNg5JuGBlO3UYP8+6SXSC\/Cll8jSCjmozU8kVdKbuHmaXWfCm7hzmnAklJL6U1dNLrPKm7pzmnmribOHOaZudadudaaOU8Fwi6TwPKivtFdXNVNmfCnrJwKZNeFPG\/D4Uy4pSeNU7b8KaM07b8KjuK6E6b8KcI603R0pwg0yUpOEdBS6OopBul26Scs0Jwg0sg5pBFLo6U2hKg+Fe00mnwr6460w2p191DaEDKlrUEhI8yTQAXHVaLlcJAzOxOE9aUHSsRqXUdl0hYHdUaiuUeBbkNlaHX3kNh7lkJbCiONR6AJyajjTfah2w1bqi1aR08\/NlTro8pjg7jhUwoAn3xnpgZ5E4B5+OLUaP4n2JqDC4MG0nLL3qOKyBztRrgTyUvEBSFJPiMVrV3fdYWUug4FbOmm8+3R7gyW3k8\/BQ6is\/Kxzx6pUpobresFUDtTbI3DcmGi8aTge03SPhXdJOFKUkHH1gkfSD4VWVrd7dnRtstuhLqhVtYsMlp1ECZADThW053iUuEgKI4vXmPQ10quWmLxCX39vWokHKVtk8Sa16\/wBzFyYMLW2kbHfmUjgxPgNuEj1yBn6c1udF9OZMEp\/MaqPXYNnEfUfRRK\/CvO3CSI5qhv8AujdRP3ebdJ2mrLIjy2mUtwAHExozzS1LTIbb4iEulRBKxg+4nnyr4jtAzk2S1NOxJw1DGkIRPu\/tYWqXCDilKZCFJKUEhQAPhjOeZq0132S7M2pHO\/uO0ptbxHNdluT0VA+DKcI+6tTuXZL7O0oqVC1LrK3lR5JX3LiU\/Tgk1vIfKBgcwHatc09w8VVOwWrZsaoa1X2hbXEmW9nbSPNhW5bz0i6NTm0OOOOOOhai2tSlEE8TvU4BKcUprrtHWN3T8e26At8uLLCkocdnMoWEMhBGASpRKiccz5etb\/M7GO1JJMLdq9IGeQcgtnH+iKxb\/Yz0EnJG7dyV6fJ7Y\/nqWNMtGja8h+F3gkjC68ZBhUZ6g3T290\/ako2psq7fdFd2HXnIaEtvIHXvMklask4PXJPPBptqbenTz8WM9Yo90buC3Y4mOOJQlDjSPnpAJUATk4IA+NSM92OdCI5\/10Lor19hbpm52RdDoUSrca8LA5+7EbGfup1ul2jhz7Qk\/wDF2ffku\/huIbmH5KJbpuza2rtHFptUtdnYjlCob8jBU9xBSXAr3iOHGMZ8\/IVrErdC9riSIyWI4W+4VJlL41yG2+PiDYWT80dOY6E1YBPZW22bHC5f9QysdcFtIP1Jp1H7N21cIhYsUySR0VLnOKH8lJAP1Uv0zwCP8gc63LxKUMIxJ+WrbvKrbM3b1a9PRMYkxWXEMhgNMx08PDnPzTnmT+SsxtHom8ak1Mq+3KC6hKnFKSVtlJKlHKlYPh\/\/ALVoLLtLpWO4GrNpqAzj+9RwPv61KejtmLhIKTDtQQjPvLKeFP1mqXFfKDS+buhoo9UkWvvsplJo\/NHK2SqeLDNaTpzTXdNtMpaKiAOQFWU2o0UdO2\/5VmxyiTJThCT1Q31HLwJp3pHa21WBTcyaESZKMKAI9xJ+B61uvhy5V5PU1r5zmVezyNtqRr4T4Umrlmo73X380Hs3Lt8DVqLip25Nrea9lY7wJSk4JUSRjmeQ59D6U+223i0Hu2zMe0PdVzEwHQy8FsltRVgElIVzUBkDiHu5zgmpMOC4hLT+cxwuLOIFx8lXPqIonBrnALclHJpNXjXtSgeaSD8KTVVfqkGx3J7mkl0mrlmlFUkrxrqEks5503UcGl19KbrzSxmhJOcqQX40q5SCyadCEi50Pwps540u4TTZ0+tOjNITdw8zTVzlmnDtNV+NPNQvHEaK+UUpCRZp431FM2P5qeNdajuKE9ZOKdN+FNWhTpvpTDkb05RzGKcNjnTdvrTlrnTLjZLS7fWnCOlN2\/CnCPKkE5ISyOlLo5DFJIAxSqfCkFCVTUSdoHWDX7FlaDsriHrve5Lcd5AGfZ2A43wKP8Jx1SEpHQkJGcOcpaylKCpRIAySaqjvCs6im37aYQ+DWF6uwfWlbgbWU\/8AMWELcI4U5KlYzkOukJHuIJ3GgtFHPVvqZQbR2tbbdxtcdwB7lVYpI4NbE22dyb5Cw49VHWmds9TPbhQ7f2hL\/Mg2eOFQmGJd3DlyLYSW47ZKSsoIPBhJwMJ5+IqQNutddmnaa5O3PSFputwnx33oDsu4SgXYxQvgcQlBSEpVy9CQfnYNRHubsfedsYUJvWGs7dqDUU11XyjCgPKkO21sJCghxa1cPEvmCBjGOpBBEeagnaH03c1wdNXt3V10lSS9OfQ0WmG+I+6kOla+8UOQKscOc4PQV6ZiuFsxPXic598hkbN53tbdxVbRTdk1jyRq57jf3Lq1bLhEu1ui3SA6HY8tlD7Sh4oWAUn6iKdAZqv\/AGPLzuneNESjr9gi1sqZRZXFo4Vd2ElKkJOMqQnCMHmMlQBOOVgQMV4HiNH5hUvp9YHVO0G60jHa7Q5fQKSkW+DMSUy4jTwPXiQDSw6V9qEc9qWCQbharcds9JzypQhrYUrxacKcVrc7Y6E6SbfqadGznAWhLoH1kVJ+K9cHLJNKbIW5N+gTrZ5G7CoTmbC6lTkwdaRVk9A\/CUAf5KqqxvPve1s9qtekZM226iktIKn3bS9xoYWFFJac4wMLBBBSM4xzxXQHUE8wbJcJMd9KH2orq2jwBwhYQSkhHEOI5x7uRnpkda4xb8ru7m7mpfluTcZNybmralqlx+6cbeT7qmuHvneTZHAPfPJI6dB6XoDo9BjrpZa1t2MsMssz3KrxXGaii1WxnMqa7D2sbXeLzDttyifI0WQ6G3Z8r3mo4P4S0oClEfAE1bvTGyt01XZ4l\/gbiWmXAmo7xh+DFUtC05wcFSh0II5gYIIrk21xoWFKBGDnmQPvAyK68di\/U7upNhLLJlyVFUVx2GhtcdpgISggYSG+Sk8yeIgKJJzk8zYac6NUmCUjKugbq52IOe3YRffl3JOFY3U1bzHIc9uxP4\/ZwYzxT9ZzHfMNRko\/nNZu27CaIhKC5PtkxQOf257I+qpL8M\/kryRivKjUSnImyujUSna5Ya26Q01ZwBb7PGbwMZKOI\/WayfClKeFIwOgx4UqRmvBFN6xKZJLvzG68npXjxxivdQ52p9fa9252vcvu38PjlqltsyZRbCxEZIVleCCOauFOTyGTUuipnV1QymYQC42zyCQ53ZtLuCjPfbcbs6bqr\/Y\/qi63iBMsTzyGbtGioKEDo4Oasqb90HJA+bkHBOa47nbY2vbe1wNUbU6tuGprS8wqV8pR2yj2dfFgNLSklbJwAQpRGeY8Oer6ds2nNzvarHJ1bbtM6nmPd2wzdFraiS3Vc+HvhxBBKjjhWkA5HPnis1bdOaodvMPS+gZEi66gcccjqaiu92pboUo+644oJeBAzxK4evjXvmB4QMK1YI5X2G1psW949\/NZevqPOGl2q3V4\/XLxU79jXeO4zZsuwa01bLulxvK23YipshasBtBSqOjiJ99KQlfhxBLhPNIzcNXWuXU6VqbTqoJuMkWvVdqvyWpSZILDjIUhHAn3UZSWijiwoYUl5aieeK6eW6fGu1ti3SGtK48xhEhpaTkFC0hScHx5GsV5ScPZDURVjBm64OVrltrZcc8+5SMCm12Oi4WIG3bz4JRRxmkVZ8KWXSK+RrzMLQJFRpBfPnS6hkUgsYFLCE3WaQWedLrFIK586dBQm66bOGnK\/Gmzgp1qSU1d8abL6mnLvjTZdPhcSdFFFF0JFgU9ZHPpTVlJxT1lJph6E7aHOnLdN2QadNio7kJdsfRTlsHNItj0py2k00Uq6VaT05U4QDnpSTfLFOEA02dqLpRApVNeW05IpZKRiuFF7L0kcWARyzVQ+0QL\/adeuTbbeo6nJLs2bJUppSFKeeWnJ5HkQ2yykEEcknlzGLfoSQapDvpezE1bMGpXW4D4dcTwSFhBDYHCkjPUYTyPQ+Fa\/Q+aSN0scdzrWFtuy5Jt\/m1MSxMle1z9guoDv2r7zLiKtYXHQzcG1KTIUgqW3lRSpKR0yCDkq4lHIPLxlzY\/sgbhXS5WyfdILmnbaOCWu5pktuKdRkKQWOBRJKhghRxgZP4uYz2R0RB3W3KOhnNQW2Elx11+K4+Vlak5JWEpAwSQQUgkZ4fr6lafskXTtjtun4RV7PbIjMNri68DaAgZ9cJrYaV4+\/BYm0dIAHOFzlnmNveoNJE2U9q43sck6YaDLSGUAlLYCRnrgDFLAZOAM0vCiOzJDcZgZW4cDy+n0rIIu8W0qeFtiokrZBy6UZ6dSBXj+q4jXdsJ27TxyCsJJdU6rRc99vmsX3ZHUEV8PAgFS1BIHUk8hVfYe+95uG\/k+2S3kO2iNFU3IJWAUOKS4tpATnqQw6rp0QedS9vNsZZ90dCwX7jr+6WRtaUyWVQlYQriT811ByFj6j61b0+A1U7wSLR2Di7g07Da46BdqJWUxDZDmcss8+C2uxsRr7d4dpbdS+1LdU24WHgFJSEknBB5HljqOtab2jNvtOaC0dN1DatQalTdWY6nGYbj3fMLWBnGVNk4z\/D6eNQbtptFrTY29S9Q6S17AvlwRwqtqpTbsZppfRQdQOIrQUk8hwnPPPhT\/dHWvaZ1raEWmVo7T13Q2CFPRruvvF9eXCtlA9Pyk16ZgDdEqWjMT5WSPve7xY7NmdhYLPVf4oaoOiu1n\/r9wqsaq3t3Mdbn25NgS\/EkBbaVOwl8XdkkYVhRGcdccs+Yqt150vcZ1xenSbbcy8+tbjhS1gFRUcY5dOmfLnVvZujt7GVK9o2YnKBPVm4RCP8AScFahqPRu8ctru0bT3hkhQUCJUUdPVL1aLDMWoKG4o+yY13CRufC+afqad1S0GYucRxafBViRpGWhxBdtlwGFczwH5vLpy69amra\/ePV+grdC0zHt7bNpS8pbi1sLU6jiOTglQB548POvc7RW\/JOE7ZzU\/4UiN+lrFr0Bvs4vhd0O8yCfwpMb9LVtPX0GIxhlY+J7b3sXi1+qgMifSuJg1w47w0q3u2u\/GzUWOiXrzW9+jvKSriQw08lKFcPu8mmSognIPvDHrU3bR7vaZ105eItlnvvW+2rS7HkTOJK+5WOiiv3iEqyApWCQRyHhzmt+2e5alhV6gMspHVBuTbf1lKHD91b7aNO6zEaVZ2tXWXTMCc2GJQiLkOKdbHg4pasr+hIHkBVRjGF6O4pTebRmOM7bsF3dVykOI08jpXOe8W\/fNgOi6TRZ0GejvIUtl9Pm2sKH3V7WUJTxrWlI6ZJqiu2UPQO0bz82FubeLjNcb4SiLCWlgEc\/dCikZ9STyrIbrdo6+z7HphESShhLrjxlK78B9C+NQjnAIzxBh7pn5p9M+V1uhtTDUalM4Pad+V+OYBNlqqWoiqLBx1TvuPubXV2QEkZBBHmDSMiMxJZXGlMIeZdSULbcSFIWk8iCDyIIqD9jN8VatsabbqJ\/vJschIlDAex4Z8FD41N8GYxPS53LyHFNL7twp6cWAr6OSgcVExbRirwmnjrSbxu2HgeBCjR10UtQ+lB9dvzHELnR2iezBryy6uudzgadnX62zFOS4Mm1wuMpSThLC22x+1qSMJBA4SkZ5cwIatmsb\/b5jFruMOO4\/FT3S1d6oOIUg88LT5EAciOYznnXX95oOsuMkrAcSUkpVgjIxyPnXKjffaN\/ZPX7OnJFxtz6HUpkJkNSkBSo5UAC40o8SF9MjmPEEjOPQ9D9IzjDDQ1QGu0ZWvc2+ihV1K2E9szfkeCyV+nag1q+1cdSXJZk29yOwiZOcS4os8QPCtxILikJ4gQVlShzA5ch0k0vYmtM6ZtenY76nmrZEaiocI5qCEhIP3ch4CubLC48vvYgytEplAPCOLi4gU5GOvQdK6RaGbu40Tp8agbU3c\/kqIJiVdQ+Gk8YPrxZzVFpxVS1EMPaHedu3YP7qVR08dM8iLYflmsmsCkFgc6drTSCkivO1YXsmxHSkVjzFOVjlSLnOlBF7pm4PIU3X15Cni08utNnEc+VOhGsmjg9Kbr6dKduJJyKbrAxTjUm90ydHpTZxNPHBjOabOpz0p8Ll034TRSndnzorq7dJtJIp40OmaaMkA07bUDTDgmwU8ZScZp22BTJpWOVO21+tMOCVmnjYxTlCTyNM0LHnTptw9KaRmnbYGacIAzTVC+VLtrx1pshGacoApYJGKbocHnSyV9OdJIujNOEAdKr\/2tNm9Ma0s0HWkmwMSrvbSIoeU8G1lhRPu54FZAUc+HX1qf0LqO9+XHRpBlKT+1uSAFZ+GR+SrnR6rdRYg2Rp3Ef\/z4pEkRms3mFzm4btt7rK2XZguRVW6UkcKHipLLiFBSVpUcZ6pXk88k58a6naE1TD1vpC0aqhKBbuMVDpCfwHAMLR8UrCk\/RXPbXdjjz7o6w6kcM1oPIOOjjfurz8Uqbx\/gKq0fYenXl7aWZCujLgYg3qQxEdUfdWkBPHj0C+LJ6ZJ8jWw0vdFiVBHWjJzLX7j\/AHTMMJpnGMbLqxjclVvhz5rasLZhuFPxOE\/kJrQU7kN6et05KWkuOvNqSFE9ORrZtSsXCVYpUe0nEhaCAnOOMeKfpqouqNxkiVJtS30e0NLU2tKFjKVDIII8DWEpTUTCMU21mtff+a2fRTqelbI4mQ7bfJVk3SuNqusLWFziXF1jVK9VJbQtDykKTb2oClKxjzc4\/rPnXUBq7XSbs1oOSq4haZNpZkSQ43xuKK2wpKUqCgEgEnqFcsfGuQGv0pGoNQuKUorFz4SMjJC2VGupunHYKtsdEhuIhuU7pq3+1OpGC7hgcOfgDgfVXrmlE0dDgTLWF2BvUN+wWfgjfJXua47HX+qwOtNZ2DRNnVfdRz\/Z4wWG0pbbU4684r5rbaEgqWo+CQD59ATWvaE3d0pr6Wu329qbBnFK1oYmtJSXEp+dwqbUtHEOpRxcYBBKcc60\/fvT+rdUTtKrsKGH3IPt7shpxQSuQtKEBSWgfnPKbS+UIHvHJCckgGLtiLKudvO3fLQzw26z291Ml1DCmmlKUlSG28EDmkLVyI\/CIHMHGGo9FKKTAH4lNIdcAkEbAQbAHLafuraSvkbVNgYPV38e\/uVhLdqQ3J9a7tr2Lp5uTOmQ7fHVBW+p9MVrvXllQUAnhQCefLw6kA\/Hbxo12KJa98YXcqYt8kLNlc5tTl8EVWOPPvq5eaequEc6wls2wm67k219i6QoQsFyvyZLUhfCtbc6GGm1IHiAsc\/p8sVj1dlbUS7Mi3uaqsoeTa9LQyoSFYDlteK3yMjopJAT4564xV7huC4LNSRySW1iAp8lRUMkLWsyHLks5Pf0AgOe2b3W8d0q4hY+SF5HsABlj5+P2sEE+fhmm\/7FtO3xmY5prcKNenbeiE\/Ljpt62ShmWOJlYUVEc0nixjp1xWAu3ZQ1FNemKRquxtiU5rA83ycJujSUxuWOqSnKx9Wa3Xb\/AGlmbbr1DLuN3t8sXm22CEy3GdKld7DYDbxIx83Kcg+XXFP1+FYNS0r5oSNYA22rsU8znASNyPd4KvmtdaWLSkhMOe647KcHGGGUjiCc4yoqKUJGQcZUM4OM1jrdfLZqKKuRbHlHgPC40scK2yfxh5eRGQfAmtP3QhKhbgvX+ZGLsSWhyOh4tFwMuJXy5AEgFP4XUZPQE150A0WdQz34zZRb0W4KSkJI4Fd4SkEHoccSgOoCvWrKHBaZuENrGPJfYE55X4KoNdL572Dm2F7bM+9bVLQtDq+6dCUBBSocHvA8sEKzgePIjyqtj811espsp91xa03fhYUpRPCjvikp+GM\/XVmJ0RBihEltBcSAo8sgK9KrMuO1+yK5LVycRee7AHhl81oNGXtc2bWzOrb6qBirHh0duKs1oXUE\/SkxqdHWeQ95P4wq3vZm1dcdXRNT3CeDj2xhTac5CR3ZTgfyRVM0SYLDaEuyQhSgPnEDBq7vZv0ZcNH6HL9yaUy7dXESENnqG+H3SfInOceWK8\/0gxGUYZ5o8+qXXA5jarl1BGyo84sNa1vcpE1bqe1aJ0vdNW3tZbhWmK5Le4fnKSgEhKR4qUcADxJFco9b3a4bq6yumrrywHnZsg+IJKlHHClRBwACEgjolIxV5e3XerzC2ciWW0MPYvt7jQpLyM8LbYStwcR8MrbQPo+FU8ttqjwJcOG0pPdw2++X\/CcUClP0Acf1jyqdoRTxYfRvr3fneSByA8SotWx1Q8RblMHYs2Y04nXc\/Us6HMcNkjJXEYkuoUy3IWv3VpSnkSAlWCQOvSrxKIHLGMVX7skQAxYb5duEDvpTUfOMfMQVH7lj66npTgxzPOshpPWyV1e50hvaw7lLigbCNVuxfVqFILUK+LdHnSK3qz9k7qoXyFIqIOa+OO8+tILexTgCNVDihSDihjNfFveOabuPcutOgLlkOHPOm7lC3hg86buPetONC4vLuOeKbLr2t3PWmy3efKngEmyUopDvaK7ZCbNu+tO2nefWsQy9nrT1pwAimnAI1bLKtu8+tO0O8qxTbgyKctu+Aph44JQCyjbtOUOkVjG3ceNOm3elMkJVlkm3jTlDuRWNbdzThDuOVNuGS7qrJIX0504QvNY5twmnCF0hGqn6F1pu9Fhkak20vMOO+uOtpn2hL7auFxruyF8SVdARw8wcgp4gQQa2pC8Ctf3GisXLRtxiTIrkiI6lPfpbeUy4kJIKXELTzSpCglQPpg8sipmGVDKStjnk\/K057\/lwSJYjIzVbtXOrUb9vcAZm65m3iQCS2zCdQ4s5BGeCMCo5B8VIGD1NTb2Ud99RaVjXXRc7TTSNOWOFIujrvF+2tSXHW0x45I93icAeVgA4A8knLm5aZ0dHf9ieul\/eLg\/uYcYbJHqpDJ9Rnl9FYS7i3WuAmy6ftjNutyCVBhkqVxuEc3HFqJU4s\/jKJNei1mN0VdTGl7PW1tmVgOewZjdb\/shwudzg5xsB7\/dtKnnfXtcaC2ttMVqAHb7JuLZUowH08MRJxzcUnJBwrokZBByRVId+dU6W1nqaHrvQNibsaVxkd67EdWXZD4SSt0gqOTnHzcJwBWH3LhrgzE3iQ+4YKgWpKBlWCfmkJ8AfPwIBpfsx6Mia13g01pubBK0Cb7W+3+C7ECFlSSUnkef3CtZhFNQYLg5npxkAS45EkgZ3+g71QzRSOrdWXbfLl\/2tT1bp+8Xu\/wByVbIa5EqVEZuBjNglxfdoPelKRzPAgFRx0ANdKdOy+70zY4WT\/alsix\/5DSU\/zUxuvZr240Su4bg21EtyXAt0tuO28pKkt960tsnOM\/NWr66TtUtBiR0oUTwtIH3D+evMNKNIm41Qx08Qs1m2\/G1ugFrK\/gpGRzGVpvdO5cS33Jcqz3SExLju8LwbeQFoUDyIwcg4Ukn+MKZP2S0WqzOwrNBZt7HEl1SYiA1xYUCokp6kjIOaczJAZfiyMe6V9ws+QXjH+kEj6a+yJDMlD9vQ6gud37yfFIVkAkeRwfqrFiebVDQ46vDO2XJTuzbra5GaSRHfYTwxL7JS2cnGGFfTzb50g+Lon\/6gk\/8Acx\/0dMHJWmW0JFyiwGXQkBaX46U4Vjn1GCPUVj5E7QfPnp\/6WmP6KmRa+y7vhBSrlPJT15Tn\/wBoZJ+DDH6OsJcZ18DS2f2Tz0ocBSoJDKSR5ckUhLm6FJ935A+hpj+isJNmaOAV3LdscJ5cLMdK1H0ASnJPwqyhY4kX1vgC7ltI+a1U2eHKgSI81kTWXJLuC+AvjAOMnl5g1jFWe3WxhuDbYbUdL7gTwNICQfFROP4KTz+FbK2ExIcZl1tLK18WGsYwSSvhwPED8lYp5QdmrWB7rKO7z\/CVzI+IAH8qtBDUyguGsdXbbdw2JBjafXtmsLdByVy86rZcdL3mHqRy6yoTzMG4354xXlp4UyO5XxucGfnBPGgEjkCoDrVkrqsIbURyxUi7MbO6N3o0En9kSpcc6dvs1LBjqSnjQ82wsgkg45gdK0+E4y3B6eSaQeqbA\/296rq2iFTIxpNrKljV2Wzfpt7usduappyQlpEriKU+8oJxggpwOHB5AEV0K7NHaua3LsSoWotMT7d8jW9sSLqG1riyn0ghQB4f2sqABGSQVEgcyAajdsbQNr2\/3ciWqzW7ubSm0RvYWea1uKBWFrUT85XGefxFbRsBt9OsylarvalolSG+GPGDisNtHnlYPLjPkOQ+PS8x6rw+u0cElQMngFgyuHcvvyVDFSS\/iR7PaDnfgf8AMlJvav3h1Fq67W7bWFp5B0+ppi8uLSOKRKWA4koRkgAIJ5497i4SCMgmsxVIEpw2PWgZDih3jMtKS82QAAMLKVp5DooE+p6m1GsY9kvdrTCvTHeBCuNlSFFDjSvNC04KfoP3Gosf0Tp65zFNLvtwBaIJIaZccHwUpIH086oMBx2ibTNgMfZgbcrtJ\/m37VbVOGVFy9t3cLZH6hWu7Ltrfs+0VvclXJqa7PddkqWhQV1PCOIjkVHhJ5dAUjwqV1v5Gc1GWyVmjaV28gWqBGdjQ0la2G3nS68UqUVFx1eBla1lSjgAYUK3lUrwzWEx6SOpxKaWB2s0m97W+XJSKKF8cDWyCzhuT1b\/AK0it8edMVyvM0g5K9arBGpWqnq3\/wCFSC3+XM0yXK8M0guT604I0FqeLfB8aQW+AOtM1Sh50guUPE062NcLU7W+KbuPjzpquSKbuSBjNOCNN2Ttx8Y602W+KbKkZ6mkFvgU6GJJFk978f8A8aKx\/f8ArRXdRFitNa3o2hB57q6P+3Iv59Om96tnh13Y0cPjfYv59clsmvvEfGvWD5M6Q\/ru6BYn0rl9mOpXXJve7Zwdd2tGfb0X8+nLe+GzY67uaL+3ov6SuQnEaM+lIPkwpD+u7oEr0sl9mOpXYRG+ey\/ju9oof5\/ifpKcN76bKjn\/AF4dEf8AiCJ+krjnxelHF6Uj9ltGf13dAj0sl9mOpXZRG++yg67xaI\/8QxP0lOEb87I+O8mhh8dQw\/0lcY+L0o4vSknyV0Z\/iHdAj0sm9mOpXaRvfvY7x3m0L\/4iifpKXRv9sYOu9GhR\/wBoof6SuKnF6UZ9KSfJTRH+Id0CPSyX2Y6ldsUb\/wCxQ5nenQY\/7Rw\/0lKK372FeaWw9vRoFaHElCknUkM5B5Ef3SuJXF6UcXpXP2UUX9Q74WoGlko\/THUrprrrXG09tvLnyPu3pOZGJ42vZ77EWkpPgrCzgjpWjXbcLbt9J7vXenVE+V1YP+1VAyomjiNTYfJrSxWtO7LkFPZp3UNGqYW9SrS7g600y9a31W3U9ofd40httuW04SriGDyV0B5n0FTP2Jtw9odJa41lJvur9J2eKUJTa5lzuMaM53XeHKEKcUM5GCQPxRXPPi8hX3jPlV5LolDLh78PMps7fYX3eCq5dJ5JajtzGOv9l2z1jvlsPe9KXe0s746C7yXDdbQEanhcRUUnAH7Z54qB7HvNtza47SJW5+lpKEjCybxGS4MePz8K+jn8a5h555xRxms03yWUbYzGahxB5BSWaYSs\/SHUrq45vXtDLjKR\/XS0ikLTy4r1GBGfQrzy5V9O9+06kAq3R0nxY5gXyN18fw65RFWTnFHFTH7JaG1vOHdAnBpnN7IdSuqzm9u04HLdHSn21G\/PplI3p2sUPd3P0of89R\/z65bcXkKOI0pvknom\/wAQ\/oEemk3sR1K6ay95ds1ck7k6YPwvDH59YWZu5twrONwtOKz5XZg\/7dc5OL0oyPKpEfkvo2fru6BKGm0w\/Rb1K6Ayt0tvlZI13p8+HK5sn\/arEObj6DSgga1sOVKK1YuTJyT\/ABvAYH0VRXI8qM1Pj8ntLGLCZ3QLh01mJB7IdSrk3jcTSUwKbiarsoHRTip7fL4Di978lT92YNztqNG7eTI993b0lHlzbm7J7mVfYrawngQkHhKwRnh8q5ccWeozRxcuYp6p0Ep6in827YgG24XyTR0xmc7WMQ6lXH7RG6GjdVb2X67SdXwbpbbbblMWRyDNakMl0x0FACkqKQO8U4cjOFcvhtundz9CRLZHef19p9JcbCiyqeyFt5GQk+\/zIGAeQ6dB0qhneHyFfCvPhUyt0PpqykipC8gRi1wBn\/m9RKfSaaCV0ojB1le257q6JmOYTrOxlI8flJn86snoXUm2l6vjZvu5mmIMBPvviVeoreUg\/NTlQJJ+7nXP8Kx4UFRquHk+pWs1GzOHuCs\/TmcCwhb1K7HI312SZbQyxu5odDbaQlCU3+JhIHQf3TyrwrfrZfn\/AO97RX2\/E\/SVx0znwo4vQVC\/ZlSe3d0CY9MZvZDqV2HVvxsyem72ivt+J+kpJe+2zXQbuaL+3ov6SuPpVnwFfM10eTOkH67ugSfTCb2Q6ldfF76bNkHG7ejPt6L+fSC989nfDdnRv27F\/PrkVmvvEfSlDya0Y\/Xd0CPS+X2Q6ldblb47Pnl\/XX0d9uxfz6Rc3u2hPTdbR\/25F\/PrkvxGvmTS\/wBm9H7Z3QLnpdL7IdSusa97dovDdXR\/25G\/PpFW9e0h\/dT0h9uRvz65RZ9BX3I8qV+zmkH6zugXPS2Y\/pjqV1WVvTtKem6OkftuN+fSZ3m2n\/fR0j9txvz65W5HlRkeVdHk7pB+s7oFz0sl9mOpXVD+vLtP++hpH7bjfn0VyvyPKij9ndL7Z3QI9LJfZjqV8ooor0RZJFFFFCEUUUUIRRRRQhFFFFCEUUUUIRRRRQhFFFFCEUUUUIRRRRQhFFFFCEUUUUIRRRRQhFFFFCEUUUUIRRRRQhFFFFCEUUUUIRRRRQhFFFFCEUUUUIRRRRQhFFFFCEUUUUIRRRRQhFFFFCEUUUUIRRRRQhFFFFCEUUUUIRRRRQhFFFFCEUUUUIRRRRQhFFFFCEUUUUIRRRRQhFFFFCEUUUUIRRRRQhFFFFCEUUUUIRRRRQhFFFFCEUUUUIRRRRQhf\/\/Z\" width=\"304px\" alt=\"nlp for chatbots\"\/><\/p>\n<p><p>Thanks to its many integrations, you can enjoy a smoother and more user-friendly chatbot experience with ChatBot. You can easily access ChatBot through various platforms using the Chat Widget. In addition, chatbots can be integrated with platforms such as Facebook Messenger, Zendesk, and other popular CRM software via Zapier.<\/p>\n<\/p>\n<ul>\n<li>They use generative AI to create unique answers to every single question.<\/li>\n<li>In addition, the existence of multiple channels has enabled countless touchpoints where users can reach and interact with.<\/li>\n<li>RateMyAgent implemented an NLP chatbot called RateMyAgent AI bot that reduced their response time by 80%.<\/li>\n<li>For example, some of these models, such as VaderSentiment can detect the sentiment in multiple languages and emojis, Vagias said.<\/li>\n<li>This guarantees that it adheres to your values and upholds your mission statement.<\/li>\n<\/ul>\n<p><p>NLP makes any chatbot better and more relevant for contemporary use, considering how other technologies are evolving and how consumers are using them to search for brands. \u201d, the intent of the user is clearly to know the date of Halloween, with Halloween being the entity that is talked about. In addition, the existence of multiple channels has enabled countless touchpoints where users can reach and interact with.<\/p>\n<\/p>\n<p><h2>What is an NLP chatbot, and do you ACTUALLY need one?<\/h2>\n<\/p>\n<p><p>These solutions can see what page a customer is on, give appropriate responses to specific questions, and offer product advice based on a shopper\u2019s purchase history. To successfully deliver top-quality customer experiences customers are expecting, an NLP chatbot is essential. Leading NLP chatbot platforms \u2014 like Zowie \u2014&nbsp; come with built-in NLP, NLU, and NLG functionalities out of the box. They can also handle chatbot development and maintenance for you with no coding required. Recognition of named entities \u2013 used to locate and classify named entities in unstructured natural languages into pre-defined categories such as organizations, persons, locations, codes, and quantities.<\/p>\n<\/p>\n<p><img decoding=\"async\" class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' 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\" width=\"307px\" alt=\"nlp for chatbots\"\/><\/p>\n<p><p>To enrich the user experience further, integrate playful elements such as images, buttons, and cards into your chatbot, undoubtedly elevating the engagement level of the chat. Creating your own AI chatbot requires strategic planning and attention to detail. Embarking on this journey from scratch can pose numerous challenges, particularly when devising the conversational abilities of the chatbot.<\/p>\n<\/p>\n<p><h2>Services<\/h2>\n<\/p>\n<p><p>For intent-based models, there are 3 major steps involved \u2014 normalizing, tokenizing, and intent classification. Then there\u2019s an optional step of recognizing entities, and for LLM-powered bots the final stage is generation. These steps are how the chatbot to reads and understands each customer message, before formulating a response. If you decide to create your own NLP AI chatbot from scratch, you\u2019ll need to have a strong understanding of coding both artificial intelligence and natural language processing. It\u2019s ready to help 24\/7, can answer common questions, and even speak different languages.<\/p>\n<\/p>\n<p><p>After all of the functions that we have added to our chatbot, it can now use speech recognition techniques to respond to speech cues and reply with predetermined responses. However, our chatbot is still not very intelligent in terms of responding to anything that is not predetermined or preset. In human speech, there are various errors, differences, and unique intonations. NLP technology, including AI chatbots, empowers machines to rapidly understand, process, and respond to large volumes of text in real-time. You\u2019ve likely encountered NLP in voice-guided GPS apps, virtual assistants, speech-to-text note creation apps, and other chatbots that offer app support in your everyday life.  In the business world, NLP, particularly in the context of AI chatbots, is instrumental in streamlining processes, monitoring employee productivity, and enhancing sales and after-sales efficiency.<\/p>\n<\/p>\n<p><p>The bot you build can automate tasks, answer user queries, and boost the rate of engagement for your business. Traditional chatbots and NLP chatbots are two different approaches to building conversational interfaces. The choice between the two depends on the specific needs of the business and use cases.<\/p>\n<\/p>\n<p><p>For e.g., \u201csearch for a pizza corner  in Seattle which offers deep dish margherita\u201d. At RST Software, we specialize in developing custom software solutions tailored to your organization&#8217;s specific needs. If enhancing your customer service and operational efficiency is on your agenda, let\u2019s talk.<\/p>\n<\/p>\n<p><p>Still, the decoding\/understanding of the text is, in both cases, largely based on the same principle of classification. For instance, good NLP software should be able to recognize whether the user\u2019s \u201cWhy not? One person can generate hundreds of words in a declaration, each sentence with its own complexity and contextual undertone. The combination of topic, tone, selection of words, sentence structure, punctuation\/expressions allows humans to interpret that information, its value, and intent. Some of you probably don\u2019t want to reinvent the wheel and mostly just want something that works.<\/p>\n<\/p>\n<p><img decoding=\"async\" class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' 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\" width=\"300px\" alt=\"nlp for chatbots\"\/><\/p>\n<p><p>These intelligent conversational agents interact with users, responding to their queries, providing information, and even executing specific tasks. Natural Language Processing (NLP) is the driving <a href=\"https:\/\/www.metadialog.com\/blog\/nlp-for-building-a-chatbot\/\">nlp for chatbots<\/a> force behind the success of modern chatbots. By leveraging NLP techniques, chatbots can understand, interpret, and generate human language, leading to more meaningful and efficient interactions.<\/p>\n<\/p>\n<p><p>Some deep learning tools allow NLP chatbots to gauge from the users\u2019 text or voice the mood that they are in. Not only does this help in analyzing the sensitivities of the interaction, but it also provides suitable responses to keep the situation from blowing out of proportion. Developments in natural language processing are improving chatbot capabilities across the enterprise.<\/p>\n<\/p>\n<p><img decoding=\"async\" class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' 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