{"id":8045,"date":"2024-12-20T13:09:28","date_gmt":"2024-12-20T12:09:28","guid":{"rendered":"https:\/\/www.laresidenceabano.it\/how-to-build-a-chatbot-using-natural-language-4\/"},"modified":"2024-12-20T13:09:28","modified_gmt":"2024-12-20T12:09:28","slug":"how-to-build-a-chatbot-using-natural-language-4","status":"publish","type":"post","link":"https:\/\/www.laresidenceabano.it\/it\/how-to-build-a-chatbot-using-natural-language-4\/","title":{"rendered":"How to Build a Chatbot using Natural Language Processing?"},"content":{"rendered":"<p><h1>Natural Language Processing Chatbot: NLP in a Nutshell<\/h1>\n<\/p>\n<p><img decoding=\"async\" class='wp-post-image' style='display: block;margin-left:auto;margin-right:auto;' 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IypSj4ACtFOLnbo11fLlKtfCtDNgtCFKS3OdjoelvjwXhYKWwRvjlJHnmsj\/CAa3mWzRtj0LDeU23fZS5MwIcI52WQClB80lxQUR5oHhWl2idIXbX2rbXo+xISZt2kpjtlZISgblS1EeASCT7q9\/\/AAx8FaY\/Tjr2rMDhyWh3wta27cR3PH5Lr4WKzZ5r1N43ak7Q0R8SEcVrupST8l5DDjZA\/iKbI\/VW6XZL44az406Wvb+s4kcS7G+0wibHRyIk86FKwU5ICk4GcbesNqhLfwenDn8BmNI1xqNV3KcmW2GExwvHgyUE8ufDnzjxrO3BrhNYuC\/D6PoyyvKlqSVyZs1aORcySv5ThTk8owEpSnJwlKRknJPN8beJPCWr6d5Glwjz97aIZtoA2TYrgjiimZM+O9lRgWCueF97TnaAZu1xeb4r3tPo8l7ukJLYbSlKlYHJycuNh4V1AsUp2XZrdMkqC3pENl1xeAMrUhJJ8uuennXHO\/N95dLo0k45pL6R\/PVW1rPwhmo4DcSDb+GFtXEhstx\/y9yX3q+RIGchGE5x5HFavx\/4En1rGxf2JAwOaDurazsK9L7qxk4pe1vlhb35FVAJ6f01i3gPx80xx3sMq5WmO7b7hbXENz7e8oKUyVAlKkqGy0HlUAcA5BBAqFdojtascDtSMaSgaKXebi9DbmF16X6OyhK1KSBslSlH1CfAe2vCsbwvq2XqZ0iOE+eLtpIFV8yapctsEhk8sDlbEkgY36+w1UHetDYnwjOtkSQ5N4Z2JUfO6G5zyF4\/lFKh\/o1thwQ41aZ45aSXqWwsvRZEV70afAeILkZzGRkjYpUNwodcHxBAu694G1zw5B7VnxUzpYIIs+tE0ny40sI3SBS7VOsdJ6GtCr7rLUMCy29K0tekzHktoLis8qAT1UcHYb7GmLRvGzhNr+6\/gTRnECzXe4d2p30WNIBdKE45lBJ3IGRkjpWnPbc4+nVNyunA1rTCWGdPXeNLNzMwqU6tMdXq91yDA\/L9ec\/J6b7YL4HcWX+CevWdeRbA3eXGYj8UxVyjH5g5y784Qvpjpjet3o34Ty6joTs+YuGQ4WxoLdpFAts9r+ZFK0zB3Rbj8S66gE+GKZtZastGhNL3LVd5XiNAZ7xYB9ZasgIQnPipRAHtNQ7s\/cX18b+HbWt3bCLM4qW\/EXFEn0gJLasAhfIjOQQfkiob2zpj8fhdbI7big1JvjKXgDspKWXlAH2cwSfeBXlrNKmx9TGn5baeHU4XdfccfkuDqUr8LGkf3aFiC9dr\/irKnuO2gWu3RCr8mx6KHlJGfFSjufoqOyu0xxKlPqky2NNvvL3U47ZGFqUfDJIydqxYtYJwSACevlU40PwK4l8Rbab1YLKhu28xQmZMfSy04oEghBO6uh3Ax18jW6nxdNwYt8jWtaO54\/mvOo8nPzJNjC5xPYK1q3jbrLWFhk6cusSwNxZfdlxUW0ssOjkWlY5XEjKd0jOOoyPGseKWQrJycbms1K7JHF39GxD33NH7Kv2rsd8S585DF2u+n7ZGUQFyDN74pHsQkZUfZkVzf9SaJjtJZkxgdfiH6q4NH1KdwDonE\/MLP\/ZtuUu38DNOGJJ5CVSicAH\/AK5XmKy7YtQuznxFngErSVBads48DUHsNhs+jNMWvR9hU45BtEf0dt5398fWSVLcV7VKJOPbXoTJcjvJdbVyqTmvkfX\/AB1kw+KZ8zDlLoN\/w3bSK5odvsvcdM0Rp0uOGZtPr72vVw2gqtGnn7MUhJgXKa0keSS+pSD\/ADVJ+mmrS9oZXr\/iRb5rIXGuC4POhW4cbchhKh7ieYVN40NmI\/JeSd5K0rUB4qAwT9AFN7NuVG1bKujQTyXGE02on9NlSsf6Ln6q+ivabdK4dXC\/uCCf6LAez0I2\/wDE\/wAiCB\/VRnV9nisak4dWuAylpiDcXlNIT0Q2iMrb+inriLEVddJvWdAy5cpcOIhPnzSW+Y\/MgLUfYk16ZsH8Jawt8vlJbtEOQvITsXXylKMH2Jbdz\/KTTq9Ejvvx5ToJMRSltA7\/AJQpKeb+apY\/yqV2QWOiP\/AX\/Mn9E0Y4c2QAfEaH5AK8kBKQlIwAMAeylDyoAGcDpQFDPhVE8cK6BXAQRikqNLV0q0onzpEqSetRLinMnQ+H2oJNuguS32oD6kR0bFzCDn3jHgN\/fUtpg16u6\/ircvwUyiRKEZfctlCVcxwSBhRCT06HalCQrgJdWQxMdYcwlEYhASNhn2eykQW1K9bbKjjPs86fOItuW3q66xTEMZTdwfSto9W8LI5SDuMe39lX9HafkX7UMSzw05W6tIwBtjpv5VJM8RNLz2SRRmVwYO6zNwS028xb0XNxC1Nk5KgARnptn\/jesrPd36yebAyevWkvtWjRelm40mU3GiwmsOOnZI8z9PSsFa047ASDD0w0sIaJ7x94FPP5BI2I+fzrEvgm1OYujHC3MeTBpULWPPKzcYjbySkvDB3FUbgOtJKUobIO2EGtY5HHLXDyEiNLYj7bhLQVk+8\/0VJNGccNXruMf8LlDzC1JSsNtFJHt64ol0PIjbvJCkg8RY8jg2ith2IxRHPq4IGwNeQOONZAz3ijkADNeu3322zICHg\/u6nPr5z8+a8WobvEtEb01pKXQkZCUnbNcsQuvbXK0hkj2b74T5ao8skOOhI5huPL\/jNSH0JcjBcaSR51gaX2mLdY3VMO2pT4RgZbUNleIJ\/qp\/tPaZ0dOV+VRIjZwVhxO4GRkjB8KsHSsv4tvC5jtawy7YJOV6ePvDdm46Sfv8NoLkQyVq9XJKQK1CTDWuaWwxlwqASkDOTXReyrsnEPTbzVtmtT4VxaWhJG5CinGCD0O42NaCXSG9b76625+SdjvrQ5zDJTyq3znyIrTaE9wiMTuyyHiBjTMJmfxLrZ2E7PZIHACy3Sztls3NPO80cHulIHJjmHys8pXnqefJwSRWxWSNhWB+xFp+bZezvp6TMjqji8uSLtHYWSS1HeWS0DkDHqBJx4AgeFZ4OxrrhcMcBFFB8KKClSVdapgGlHpST0pgSoqoOKSASOtV8N\/KkKcFox8IY2\/wDjrpFzB7j8GSAD4c3ejI+jFY27HkyHD7QemzNWhIeTJZb5j1cLKuUD2nBrZbt28Np+qOHcDWlpjrff0u+pyW2j5XobgAWvA6hCgknySVHwrQm3XO4Wi4RrtaJr0WbDeQ\/HfZOFtOJOUqT7QQD\/ALq+q\/AmzX\/BX7OidT9roz8jzRP1sFd3FPm4+wLsiNjuAPLFVcP5JY\/imtA4Xb\/4qsWpMOXpfT8uclASZykuICj05lNA4yfIEDPQCthOyfx7vPGfSt3iat9FOobM\/wArqmGu7Q\/HcyW1BPQKGCk4ONknqa8S1b8Odb8PQHOy2jy2uaDRs1fxfS6XMkwpIWlx6X\/dc576vu7rc3MA8sp87\/y1Vm7tA9m+18FtE6R1Pb9TTbnJvZLctL7SEIQstBwFsJ3A6ghRJ6HNYO1Cf3Qup\/8AbyP9dVbpduwD+xDw3IH\/AOZT\/wDZ19EazqmXh6npONBJtZKXB4459yx\/NdmR5D2Ad\/0UN+D2lyWeJ+oIjSlFp2yBak59UqS8jBP0n6anPad4odlq4azjt6v05d9X3+wocgOotboZYbBVzFt10rTzFKgdk55SpQ86xt2Dly2+IuqHIAKpSdNPKYSN8uBxHKMe\/FazOKlPNrfkuKVKXzLcU7uouHclXtyTnNcZ3hiDV\/GOXmSSOZ5bI+GHaTubXJ61Q+XVR+QH5DnHtXRT\/irqvhVqh63ucMOG8vSfdJUJiH5\/pIfO3KofokHP01n\/AODmlPI1jrSIFnuXbbEdWjwK0PKCT9DhFYm493ngFdLNpKNwRtCYj0WIv8LqMN1p5ThSjlDjjgy6oHm3BI38sV6Oyvxws3A3WU2ffLPKmxr6yzBWth1KTGT3wJcIIPMAPDarmu4U2q+D5sbEheHEGmyG3+667JcflYs9OiWVhkx6aD\/dZo7dXBbRWn7E\/wAYraiYnUF7vcaLLy+SyUmO5khGNj+RRvnwrWfgRoqzcR+L+l9D6hL4t13kutSCw5yOcqY7qxynBx6yE1ut8IPhPA6Any1LFwT4\/wBzya1J7JW3aP0J\/wC+yP8A7R+uR4H1LNf4KyMiSQl8YlDTfI2t4r6dkzGe72YuvkWuk\/CnhdpjhBpFvR2khK9BQ+7JzJd7xwrcVlRKsCob2rdJzdTcIpciC2px2zSmrmG0blaEJWhzb2IdUr\/JrMI648KFttuoU062laFghSVDIUD1BHjXzgNQnfm+2zOLn3ZJ5JKzeXEcuJ8Tz8XVcpnnU92okDASTiuk1rhRbPYLTZLe0GYkGCw002nokBAyfeSck1Dr12QuDF9uD1w\/Btyt5kLKlsw5hQ1lXXlSoK5R5AHHsqd3JKIslUVAUEMpQ0nPkE4HTbpWF\/GrWhmaPCyAkAv57XwUvgnR34WW90tE1wvM45tgn6a8q1+2rqX2WnQuQ0p1A6oBxn56vqftZbU6izvuNIPrrDqsJ95xXzZi4bcxpJma0jsQ4n68Ar1FzvK\/hJ\/JNTi0p6nwxXpslucvFxTE5DyAFTiv0Rjb9eKklq0\/Y7rARN9Ddb5yocvfE4wfOn2HbYECOWIcZLSFHKuXJUo+09TXoegfhpkZUkWVlSNMJAdx3B6dQK9eVyM3xBHEHRRNO8cc9E1pNKPKrqM4ycfNSU1UHFe8rDKqQndQTgq6\/RVaAc0U4IVR1oANUpQ6UIQrpSFCrh6Ug0IVsirExp11hbbKsKUnavSQOhqP651TE0Lo69avmIK2rTDdklGcFxQT6jY9qlFKR\/KoJ2guPQJzGGRwa3qVyK7bPDC+aB4w3K8XS2COzqN5UmOGXC6l5YwFcpIzk8yTjzUfma9A2LSnD+\/txnL8nUGrC0VOwrUpLkWCceslbwylaxnBKTgEEAHrWUON73Efj5bYN7vMxYQ1KMhMZ1CFtxl+sMtnlBAKVD1c4yBnfesZdmPSgXe7zcpUQtJgsiK2hXVDhJ5hj2BODXLm1OKbGe9h5C7A0afEymRS9D6Jt4laS1FqrWkYSo8Vti887yimTJK4aW0t83KnvQ0ThBCfyY\/fFcwJCSGi5aY0fpWQmNIZbcQ2MLKhkhXtUT1rOGoWhA1FZrrIRyxkzUxlO8v70HNskeIKgkfOKYuKPDyE1qtdyt9xK3I5bUxJS34gfKAPn7a5zNRL2Rh5oUeg+amlxxDkGFjbJ5BP2WDbhP0m4r+5ITYKjtlHqkZI69DuCM+YpNvh2m5HmtzrsR1P57Cth70nY\/PUlm6AlM3pd3Zml2SpxT2C16gWoknCc46qOPAE5AFU0\/oCexKfuMpwRW2wVuKVgDl8cirvtUO33HWU0Y2QX++wAfJNMbXGrNNJubElTctVrWyk8qikPJcOEFIwd9849\/lThI1nqfUlvtbMdUYqu6pHM0XFL9GQyoBSlJGDg5GN99uvSr+jdEp1hdp2pZqlKhSHiiI1jAcSj1e8P6wPeaerzwyXpDUln1NbciFd+e3uhxQ\/IvqTlGfYvl5feAKa+bF8ws2++Bf3VtmLqHs4m3fu7\/koRItFoKhHmv8AePLP77IVhJJ\/RbThIHsPN76cbbwxeunqwp9skKIylAa5cfzVZ+givDf9LahjXd95TLq1E5QAopx63T+rrUw0TZL1Fs77lzg3By5NvpXDa7kOsOJ3z3ilkFvfA5kHIA8TUnnu2BzJBfzXOdD+8LXxH7L36VicXtAvtNaOusi1zZj7ERiMkJkxZTzi+RtHK6lRQpSlJSDlQyfDqPBw70XdeMGs3rhNcivzfwjHkXGGwwppXryGkP8AqqG3IXTkJ6civ4udhtPs6jvdhsF1t+nTM1HY75a7tFty5CWvSFM3JtSGS8r1UpISnK1DYZJFY34FnVUjtbaVnact6DHv91k3JbjZ5WlQnpDq3VpB6oI3T\/JBqxgyeawuNbunCrZcbmFrRe2r57LrFYbREsFkgWOAlKY8CM3HaSBjCUpAG3h0r3KIpRG\/KFZ5RiqKAHWrwVBJooo60JQkkb5pOfKlnA60mm0nKgP01WqY3zVaEJDzTT7K2H2UPNOJKFtrGUrSRggjxBFal8W+wZb77dX75wp1BHsxkqLjtrnJUYwUf\/ROJBUgZ\/NIV7CBtW29KAru6F4k1Lw1MZtOlLSeo6g\/UHhSxTvhdbVz6jdgfjK9JKH7vpiO3\/6RUt1Q+gN5rZzs69mu38CIVwlP39y83u6oQ3IfQ13LDTaTkIbRkk7ndRO+NgKzR+dSwfCu3rX4ia9r+OcPKkHlmrAaBdev3U0mZLK3aStC7x8H3xUn3Ka5F1hpTuJb7ykqcckJUlKlEjIDR8\/Otg+0XwA1Dxl0JpjTGn75boUqwPB1bksOd06O47sgFKSU777jpWcxuf21DOKmu52grFFuNuhMyHpMoMYdJ5EjkUonA6n1cVFnfiDreZkY+VM8boDbKaOCRXPrwoMnVHQM9ol6MHzWG+y\/2WtY8EdYXLUmpb\/ZprUu3qhttwHHVLCi4lXMSttOB6vhvUZ449hedqnUsrWHC6826Cq5Ol6ZbJvMhCHVEla2lpBwFHfkI2OcHGwnA7R+rP8AsK2H\/Jc2\/wBKlf2yGrAMmyWrHuc+1UbPxF1uPU3asJQJXAA+6KIHSx0\/uuJ\/rTCD\/NDj\/wCp\/RYl4d\/B8X5y7Jl8UNUwWLa2DzRLStTj7x3wO8UkJQOhJAJO4GM5Fi1fB+61h67g+n6ptErS8aah5+QkrTKdjpWFcnd8uAtQHKTzEDJPsrMP9shqwHey2r6HPtVkLhFxQu3EGRc4lztsVj0FDTiFslXrBRUCCFE9MV0nfiv4jme93nCnCq2ih9B6\/NWsTxdj504hif7x6ccJu7T3B6\/cbuHTOkdN3GBDmM3RifzTVLDRSht1JSChKiD+UB6Y2rBvArsX8TuG\/FvTmvNQXzTz0CyvuvOtxn3VOrCmHGwEgtgZysdSNga3PSPGlprlaZ411bStNk0rHcBE\/dYLbPvCjz8112Zb44ywJaeXG2d9znzpaSNqQnrSgMHNZXvaqnnlXAAdj0NMN9s0mQ+qTFBdCgAUeIPmKfh0pSceNcbXdCxfEGJ7Ll3V2COoKs4mXJhyeZGsfvW25oPKYEg+5smvfb06jFuetkW3ANvqPrOpKcEgA9fYB4VNP5O1VGM5JzWIwfwygwJzLHlPogg0GiwRRBPz+i7MviF8zNro2+vN9fVeaywF2u2sQlLC1oGVFPTJ617qoB41WvSsbHjxIG48QprQAPoBS4EshmeXu6k2mHIA61Qn2VSjOOtSKFLQc5pVIBwdqWDmlAQiljakjrSqVCD0pFLpB8qElpJPjWMu0fZZuoeC2qokAKU7Hh+mBsDZwMqC1JPn6qSayfyjFN99iuy7HcYbLaVLfiPNISv5KlKQQAfYSQKZK0PYWn0KnxpDDOyUdiFzRe1G5a1wdPWeKu4ttNFqUULSOQgZKhkbkH9VQLs5zm3xeXVEl2VcnXV56ZJUf6Sfor225V10VqmXa9SMOR0zn0sxnVjKXXScBOfaevuo4JaQuWk5D0e5BSFuy3XAjO4bSSkZ9pG9Y0MbHjyNPU0t9nvL8mMjpz\/RZH1LYLdeLfJt1yZCo0hHdupCuU4P5ySN0qGxCh0IB8Kx3e5txszLTOs0OgxkpZbuqGeZh9A6d9yA9yvHUqAST0PhWXpiEPvY5UK9Y5SRsrwGaab36C6EwgDz8py4NgDtuKoxS17p5CsHHbIQ5vBWEpurNHRGlTDqC3FCen90IIV\/J33+bNRq9ark64ab0xYIcluC8r+7pwaUglrO6UBW+425iAB4Zqe6osceXMMaLGZdeUACvkGfeSB4VSBebXoaxSmpdiVJnd4VJSE8vf7AJAURj\/8A2ujDJGw21tu7Wq80L3GpXe73oJ9slhgWuHFaix0x4rLCQ0gEcqUgYAx5+2pZddK2XVOnnrJdwtmNKjE9+jPMwsbodT5KSoJUD5ioFYOJEi+xXI90s67a62vlQ0+gK88cqgd9ql9y4v2XSVgZculvkymnFJbKmIy3VAY\/O5R6vlvUBjlbKCfiC6rcmB+PRIrp9ljayahiXSQqwajAavEdxbBU6jlRL5TjvWj0VnqUj1hncY3rIWnLDMjLSllGCdxnpg00a6t+idY6Tt+qtOW5Ml4vJVKjONgFbPKSCUn84EAb+Bp80LoTSd5gsn8HvqyPyifSHu6HvSFYx7KJvLcL5HqOqqxQyt+EA+h6J8vN1l6kZk8NdFvhNzmRhCuUyOeZNpiODDjqlDo8QVciM82cHACc09PW26cOOMujJ\/D2FbY0tOkZNsYflNF0QosZ+OFOISTgucjwRzK8FqO5qYaY09A04wqJbYUaLGCgtDMZkNpSSN+nUk9TUL4g6tt1v4+abtc1ShFZ0zMadKBnl9JeZ3O\/\/sBU8EzmMd5fAAJ+\/qqMuHE6VrZRZcQFvLw51M\/rLRFn1NJQEuT4\/eEpRyBeFKTzhPgFY5gPAGpIRmoVwXhXC3cLdOQbn3ZdZiFKCgbKa51d0fnRyn56m2Ns1rsUufA0u5NBYfMY2PJkYzoCQPzVsoOaoEnNXKoRtsKlKrK2oe2k8vtpas1SkSgpON8Ucvtqo86rg00pySRjxqoPhQfKjAFCEfnCqjPXFU\/OFeDUWorPpOxTNSX+c1CtttaVIlyHc8rbYxvtv1OMeJI+cAJ4CE5BSR1OCOueleK8WWyahhCBe4MaZHCw5yOjICh0I8uprVziHxMtfEW+KvekdQOzrKG0NxltlaEcyRheEnH5wO5FRkTJh29MfBxnHeKNQOkLSW1ysbm+KWxTOxTFuaOOv+Ftcnhdw3Jx+Ktv322B\/bWm\/E+S9aO2JbNBWx4RtPPTLY25b2wA0pK0JKwQQTg5OffTyJssp\/55IJ9qz+2rCx3j\/pTnrPA5Dh3Vn39afDlNiJttrkS+IMR\/TGbx9P0W3J4WcNRsrSduB8Rg7frp4sWmNMaZDw0\/aosH0jHedyMFeOgJ6kbnb21pqZ0wD\/nj\/wD9VX7aBMm7ZmyBkE7uKqISgCw1WGeJseN26PHAI+n6LeNKkBfKVjHv8aWnOMkYrTHSGszo\/UMLUFzvb8S3xXkuTXCtSkhgfLyN8jGdsVtZoLiDpDiZYBqXRN7bulu75cYvISpPK4jHMghQBBGQfcRVmNxe21qNI1Zuqxl+2iPnakyRil0geFLpy7KVSk0kUpNCEsdKrVB0qtCEobiq5NU6UUITFR40UYJpqYlYHlSk9KSlPnS+lKChFLpODSqVCD0pFLpB8aE0opCsZ+SKUAc1WhOC0A43cP4\/473FL8UOtwJz0hkOpB7shXOhQz5Z2IqPQYzb15Xc0+szLaS82oDPMFgHP0VvLxE4P6Y4iFMi4SpdvlBPduyIvJzOI8iFpUMjwOP1bVrdxO4f2vh9q1en7HDVGtjMKOmG2pallLYbCMFSslRykkknO9ZLPwJoHOkPw\/qtjialDksZEPiHX7LGcpxaCsq+SQceRFR273tiDBW48oZbb5yT8\/Xz6CpZf2FIYDTSSoHOMePnWBuO82423R6nIQWhbjyG1rB35fZ5CuTjQefKGX1XZkn8mIyAXSpP4k6WgJkfhOahDrqDhCTlQHzZx5VjPWHGGReWfQrUhaGhzYVjCsA7YOfdUIt2mNQ6ikpU3Ec5FAKLjgKQM+\/rWSdO8Jr1HZSpUeK6lzckDKk\/T4VqWQYeEeSC5Z85WoaiOBtaVHNHSdQyJSZSlSlpWe8yoqI+mny\/621bYeWWiWtCO8xgglJHluMb+dSeNZNQW19MeLJKEpOAjCuXHiDgkU5ztN6kvdvfjSLfFuDLyOUshshWeuU4SCD89Reex025wFK6NNkZjEMcbT5wj4n2XUNodtMyHHhyigkJxlK8+A+mpxwruyWr1Ls7RwhhBBSD+bnbb\/jbFag6mtVy0LOTGTHnRHXzkIdSUKGDnZVZc7POrrnd9VhuX6zymVd6vPjnx\/XUGdgDY6eL4U\/T9WeJBi5A5W61nlJUEggZTgZPl0\/q\/VWAOJWmtQ6n49XWPp+E5JfTFt8YEKADTfKFKUc+HMRsPOsx6SmrkTDFWnm7l1OD5H\/jFZD0LpKLceI7VyZYBD8lAeUnfIbA6ny9X9VczGcXXGOruF0Mh4hd5x\/h5Ww+jrdJs+j7FaJieV6DbYsdwDoFoaSlQHzg0749lKzsAcDyFBGa3LGbGho7cLzd7\/McXevKRgeVCk4pYoPSnFNVlQGOlIIGKukUhXWmoScbbCqb9M0qk9DSUltVKcb1Sg9aMeNInKhIBrE\/asXjs8a3wcfuejp\/37dZX86xL2rP\/J61v\/i9H+3bqaAfvGlRy\/AVp5wouaLLwqTeJKFKahelPlKPlKCVqJFN\/EbiDpXh5rbSvCvUmkUay1zqf0RySm43dcC02gyVgNtJKfVJH5ziumM53wPfwotzV34Uptklag1MEuOop6gKWoZHtGc1HeOPBXRHHa5WjU2t9cPaI1dBgNW64PvW92RAuiWtkPNLT8hZycoO++MbZJx50lfFaxejey+3z+dW7cav+ayewu2Rkt3DTklSIIvMzTV1tpn\/AIQRbLpGBKu4k9XWFpHMknfCknCclIeDjp4jY1DOH+kNL6G0XYOHGgvT5Flskx+7zbxcI5juXW4OJ5OdDJ3S2lBCRkDISjqcqMzGwAAwAKpZe3cK6rg+ITje2k49EAc10tMt6n2qHFvt91RdJdv0zpK1m7XZUJXLKlcyilmM0r8wrUCM7HJAyMkiJcH9YaP4xWFnVEDRcHQsW735WnLRcIupTKuBnBkOoMqG4fyjKshJVueY7DHrCW3m32udGvth1Pa5c\/TWq7UbTdkQk80mNyqKmZLafzihRJxuchJwcYOH+D\/Zz4TcINfxeI0PiDN17PtBU9Z7NDtbsVQkYIQuUtezYTnODjffwwbkVbBS1GhDAGngPq+d19Vk\/UcqXK0BfW7k2hmfDYmQ5iGyeRL7JW2vlJ6pJSSD5EVnb4PqWGuBstsp9U6il5\/+ixWCtRRZsXQN+Nxdbdmy48uZLcQCEl50qcXyg+AKsD2AVmvsAKA4HzBnpqGV\/sWKkhDfIeB6qLwxs82Xy+l8fRbXNKC08w6eFXB1rzW8KEYBQwcmvSOtQkUtmlUpNIBpaaEJY6VWqDpRkCkQlA79apk+dUyDVaEJkqoOBSScUpJpKTCliq1T5XsxVaWk20ZNK6Ck0rqKEoKOYVQ0EYqlOASFFFFFFItHsNYV7SulXplig6rio5l21RYk+OGVkcqvcFbf5XsrNW52HWsOdoTtC8OeC8ONaNf2m73Bm+Nutd3BjocSUAYUCVrSM4Phmq+REJ4jGe6sY0phla8dlqvcZbbjKslSSjPl5VjnUrLU9kRpEdLyN8hacjPhT25rjSeolOz9LvzPwe64sMInoQ3I5EnGFhKlJyPYo52O2aZ3ri26vIV036ZrDOhfjyFvcLfxyNkjDuxXhtlhgw4aksxWm1HcAI6j+qquTG4QLLbCwccyjnOT5V7nbk2kIVyAHG4z5ddqZLm+VuKc7wJzvjbr89I2Nz3WVIJ2Rt2hMUi580r1GpRBX62U+\/pvU80bNgMoL0pT7Dh6c+23u9tQJD4RLS8tvkyrHyhvU3tq4l2TFeDxK28IwnZKvMbDerErCG8BLFkAm7Xl4laCtWt22lpYJfbBKVEYx7a8fALhC\/pXVEy+SXkqV3a2m0+QPnke+sxwxbhbmQ6ttJVuR1O21JgssszFJg55FqxsST18POomzzNjMQPBSSRwvk849R3U74e6ccvGoY1qjpIVKdS3zAfJyd1fMN\/mra3T2i9N6WL34FhBpb5KluKJUvc5O56DPgKgPA\/h7Js0MamvDBbkSm\/7laWMKbbP55HgT4Dy+istkk4z1AxmtPpGF5EfmSDk8hZDV8908uyN3ujhUI9bKentoooJxXZXFRQdxRRSFCQdqtqq4rxpCqQBCTVCPGq5FFCAk0Z2xRg0UlJ6SdzWKO1akjs8a3PKcegIGf8A47dZYxvnyrCmupUjjBqlXDi1qSuwRVfum6tPM06RsrI6KAPqgHqcnpStk8pwKoZ+Y3GjFC3O4A9VqtwTweHULB\/6+R\/tFVOgcDA2x0x51PNfcJlaTvIt+idHqYsXcNlhMCLlHOEgL5ggbKKgVHzzmox+Kmquo0zd\/wDMnPs1Un3Plc8eq8v1LFnGVIdh+I9AU46O0Sdai4RYd4jRp8dpLkaK8N5ROQoBWdsAeR6irLnD\/WrUswHNNT++GBgMkp\/nDb9dMk30uwPl64l22PxUhalvEx1NjwVk4KevWn6Pxu1kbWX2dchyE2CDJJaXygbHLpGdvPNMFEchNibilgGSxwcDRI5v5EHovXqfh3M0jYWJ16ukdq5SXQE21ICnEt4PrlYOOo6Y8Rv4VEScjbr5+dKj3N3VUn0iFcl3Z+S5yd4h\/v1OL\/RBBJz02pzGk9U7A6Zu3+ZOfsppBHugKGePzJD5EZA6dz+fHUqG67z+Jl7x19Be\/wBU1mr4PiOy7wKlvq3CdRS84\/7mP+2o\/pPhzer\/AH+JbbzpOU7bXHQJqJkVSWVM\/nBXMMEEZGPGp1p2I12d9XN2SJFaj6PvLvMEstBCGFk7rISMcyduY9VJ91XMeby4Sxw6lafw9K\/T4zJKwhhIF+l\/X5rYhJx6oxgdMeVLHSrTakKSlTSkqSoZSpJyCD0Iq6OlTcFb8c8qo61cSfCrY61cwB40JVU5xtRv40Z8KKSkKqetKpIOKOb2UlITNjNVHWqZFFImFLB3pVIT4UuhNR89KHSk4HlSiRjalCUIV0pNVqlOSFFFFUIPgKEiFnlQVYzgZxWBu1bwWjccuGE2zstpF2gZnWx07FEhAPq58lAlJ9iqzjJdPKcEj3U0urCSQRlJGD7qY4XwpGGja40aKWq1en6VuKlsSo8hbimXBhTS\/krT8xRUhVd7rCd52ZQeQg+shYzgeG\/Ws9duDs3zbVd3uO3Da3rU7urUENlJ9ZAAHpSUjrgbLA8AFeBrXSxTol+iomMnLgSAsHGxPlWcz4fKk8wcgrV6dM2eIR92p0Vq9hSv7qYdYIOR4j6a8si+GTlLCyQfPrV9VvJHKpJ9xG9eSRYklJPd8v8AGT4VREsY6q8cZ686pcnHKOmcnJp6s94fhuoWygheRypGcGmRvTb\/AHhUl9RBGwCsGpVp7SQdUkOEjz5ldffinPljAq0seK8lTSy3W4SMMpSVrcO6sdB5YrZLsyabt9y1qh+4tIlGDFdkpQ4ApKVZSgbHxHeZHurDVgtbERtHq\/JSPCpfpHipJ4bazs34LfTz3BTiJDK+jrQCcpPl63Kc+YqvDM0ztse6FYycZ3s7mtPvLe+im+w3qHqC1sXeGrDb6ArlPVJxuD89OGR51uGlrmhzV569rmu2uRRjNI5seNV5s+NOSKuQKoVb4FUz13qg60IVT40kjNCifOk52OTQhUwKOgoB260nx600oQSTRVSmqEYFHRKCorxO1KNKaMnXNtzkkLAjR9\/+sXsMe4cx+asewdSaY7P3CNzXus1Oh6cpDjjbaQXnnHM90wgHx5dzk7ZUfCldoi6IbkWG1vtqcYQtct5sY9bGEj58c\/01hXthy+IN14PW28ajjwYVrdu7HokFBJeT+ScKVKOOmPM59gpMcCSdrSs3Jlh+qPFElgAHFgX1JTkfhEtKBX\/4aXk42yZrIP0YoPwiul8HHDW8DbwnM\/srTPS+jL9rB2SzYIrbyoyUqc7xwNhIUSB169D9FSL+wjr8HaDGz\/70j9tdp8WFGdr+vzKkk1ZkL6fIAfnSyBxq7S1n4rG8LgaVnQfwjFbjpD0hC+QpABJwPZWP7PxHi23h5K0UbY+45IDiQ+lY5AVnPTrtVf7CPEAbiFG9\/pbf7ap\/YR1\/19Bjf503+2mj2HaWBwA69f8AK5TpNPddvHJs890\/cG+N1t4X+gGZYZU4wrmmee6dSnmSCg8oz4+qa2NHwiultscNLx\/nzP7K1U\/sIa\/Bz6BGz5+lN\/to\/sIa\/Of7hjf50j9tBGA524kWfn\/lWMfOw8bcY3gFxs8grav4xXSoBJ4a3fHXecz+ysoaS4jaP7UvDa6SNPMPw7hbVAriS8Bxh7BUj1gSFIWApOR7fKudWqNA6n0hHYmXyGw0y+4W0rbeSvKsEgYHTYVsT2HPx8bZ1fN0SuC76P6GqTGlD1nx+U5QjbGevUio8mCDyC+Ln6cq+7MblQuB99pHbr9luZwI1S5f9EpiTVKVNs73ojwV8rkxlB+jI96TWSAQdxnB33rXjgJfVr4j32K5GVERdWHH3GMn8m8heSPm5l1sMOvzfTXLhNsCm0PJOThtJNkEi\/orgApQANWwTml1LVrrpWAKKoKMjPWikKtV5TVCR50c\/tpqEyjrSqQFDNLBBFMSFKT4Uukp8KUdqE1FFBzjOKtuvtNJBWevgOtKCAlpXAQTgf0VRS0JGVKwB1PhTZJvJQCGi2B\/HpnlXZJOXnwR4pztTXStCeIyU9y77AjZAc7xY8E\/tprdu9ymnENSGc74z4eWaaZdxt8hru2UgueZ2AqPS7hfbSlTkJtt9KiTjBz\/AE1D5hUgjWSAsuxUEkc3KCoZ6HFeF9JznFM2hdRKvltfYk84lw3eV1KxggKGUn\/WHzU\/OpJqQG+UlVwUy3WE3OjqYeQFpUCCD0Oa5u9pns+zuB2q\/wAcNKRVnR99lK9RA9W3SjlXdHHRtXrFB6DHJt6oPTRbWx261Gda6IsOt9PTtM6mgJmW24sliQyTglJ6EHwUCAQfAio5ohKwtKtY0xgkDguYdmuKbg2kvgrPKNs+t0pyVD5E8zSeZJ3AG2PZSuI\/CzUPBHXD+k7q4p+Eod9bJxGEyo5OEk+SxsFp8FdNiCfRBcRMYyVELT+qsTkxGCQtK32NI3IYHjulW63MS3UrdbPOnzT4e+p5p6yQmsPLbHMjoCdqiVud7o4KkEA9DtUhOoURI55VNo5huepzVJ7nE0Fea0NT9cbi1DQp150JRg5SBufcBWPNJ3lvVnaE01p8r\/IGPIVynrhPKv5zlI+arN81ItxhxClFR\/T8TmoTwXnyXu1FoyWlRAMqTHI80mM9+wH5q6ulY+9\/vLmavkGKIbfVdStCXM2VaIiyCyU8vLjbHnWSyttQSpBBSRkEdKxO0zhLCGlZeXypCUesrJ8MDx\/bU3t98ETEF2MVhv1HFBzKkq8R5Vr4Dt93ssLO3zPeHVSIbb+dB61aYkMyGQ\/HcK2iNsjBB8qubeBq0SFTIrhFFUyKqdxSJFQ79KQoYNVO1JJzQhG3iaKKKEIqnlQdxRjpQj6rAPaKeRF1baZTysIaghZycJOHVEg1Au2rq6w6s4FWaXZ57LizeWC4wFDvGj3LmQpPUb+PQ+FZA7WFhXcrLElNoUQ\/GkwVEdApSeZA+fCvorVfWuiLraOyTp7V2pZEh+7Xu\/Jejl9RK2IPdLDaN+vNyFYP6K0jwqTBj\/fb77hZSNszNQyCK5on6V1TH2YI7czUFxhvglt9cNpeDj1VOKBx8xrqEnszcF+Uf8knVY3\/AOk5f3tcw+yv\/fXL\/wC\/g\/7VVdjQco2PhS5bQch9\/JSafiwz5k\/mtDq29R8lqZxgR2d+DmtbHoafwb1hf7hf4b8uMixOTJbh7s8vIlsPcyjnGcDCQQT1qMcJNVdnPVE6Bozi1w2uXD3XVznmJEsVwfuyC8gglp1LjnKnlVjlySBzYHiKxzxsZfsfGji3w4tnFGS1qbUEGBJtNwvckw0MNuvKfkWxqQohLaFBSSlYKUnlLechRMf0OrW9iGgNLRdaabvevtJXifqhyXJntzo1jsKY6UPR3ZAUQsqUS6EJJKcDpVgYcXl3Svex4pd\/ttr6Bb4Dsy8FiM\/ii7vv\/wBKTPvaD2ZOCuP70XfrWZ97Tdp3tScP9QX63WRu331iNeJ3oFsvL1vU3bZx7hTodQ8o4S2vkWlBVjnI9XIINZkBBGQOtUnRbPiarTdPwj0jb+QXJrtmWe3advUqyWpksw4V+dZYQVFXKgIVgZOTt5nepZ2AL7aLBb9dTLvc48RpIhHLqwCrAd+SOqj7Bk70w9ubbV9zOM\/8o3\/9mqmPs1aAma74XcUkWFbrGoIMWM9a3WlYV3qQ4stjw\/KBHJnw5s1dgB9ioev91wtLEjInDHAuzQPTqtmeEF5jX3jc9dIYT3T5mKKAR6oKCQk46Hpt7a2bTkgZrT3sK6dkojm6yA4paIS5Di3MlXevuZSCT48qVVuAlYLfP4AZqjGwMsDsVf8AD8Zjx3km7cT\/AN+6WOtKrGPELtD8N+G10FkvU9+TcAkKcjw2u9U0CMjnOcJOMHHXBFU4d9onhxxJu5sNlnSY9wKVLaYltchfA68hyQSPLrU\/luHZdve0mrWUAetUqnMMAg9elVBzUad1RVeY1SiikJlpSTvvSaKiBtCvZ22qqlkDA3NW0ZOwGfb5VcV3SN1LHNSpAF45ctcdPrL9c\/JA6UzOPOrXzrwo+2naTFblrJbcHNnrmvA7HWyRz\/NTHKYAFeRUaPIymMAzIIyGyfVV7qapDWCpCgUqHUHwpzlR0vpICuRXULzgg+dWUvC7QnObCZ0QcrwA3UnwWPfioCLT2lRuY33SitPWvO1PAVl09Bg79ac5KAtBSpBCvbUcuER1KiUnG9RkFSVfVSzTK2GLipxoDEpvkJ8Tg5H0b\/TUsKSfCsaWec7EksPKVlDa0kjHgDUxnasjtpWYEZT36Kj6oP8AXVmM22lER6p2KCc7U0XnUOm9PtKkX6+Qbegf+svJR+onJrEGvtf66dQ6wiabdHOU8sYciiOmSv5X0YrFBtDep3lemSi++o7l1RWtR88neml9GgpWxe7Z6LKXGjTXD\/tD6HuNm0jfbdP1JaG1TrOtBKVh8DdrKgMocA5Dgn80+ArRezuyIjzkGYyuPJjqKH2XU8q0KGxSoHoc1mi9Ku2ib0\/C0vqAszW0DLjYBWwTvgEjHNjG+MgGobqG66ruSJb2rFs3h11J5H5kdKpLKgMBSX0AOHbHqrUpJx8mszq88Mjiz+ILWaPHLC3cfhKi0ha21eoo4VvTZIuTnMpLqshPQE05K51M\/lGlhSD0A6p8\/wCioteXuQqKdielcmNgcV3nvoWk3Ce48hSE+NT\/ALK\/DqfqnjA1qBgtoj6ahrmOLcSTzPOgstNpx+cStZydgEnzFYyiIccwVHmzvgda3e7F2iZEGypnPR1o\/C0lM95SwQfRmxhr5ionHnzCuzpoIloLhao\/bCXFZinT5NjDtmgB0XIK5XZh27pRHrBvxzn8\/Y+XnUwt0USre3LRkOJSA6n9IAbK99WdWWJHpj1wbALhPMs488U46TbLsXuir1h0zWmDKKybnhwteqDKXCt0lTTfN3TiFrQenKTgnHvIpxi3ZmSAcBOfDPSmxC0R7kuLIThDoLajt0NWp0JcCQVNnDedvdQXFvRRloPKkgdaUfVdSSegzg\/rpSlEbcvz0wszQ6jkSfDBpbc9xj1O8Pz70ol9VGY\/RPPWivG3OyjIAUcdKuRZjUvn7kkqaGXE+VODwUwtK9FFU5h76CdtqkpNVaoelUBOaqrpSdeqOii\/ErTStV6NnWxlPNJbSJEbbcOo3GPeOZPuUa1L7Tep0Xzs4WS2vlKZdovbMN1vAHqJZcCCB7vV96TW7YHjWrfah4JMXaDKnQ0KZt090PlTfyYswA4UR+iok7fxjjG2FjPlStlPQdVwdTY7ElGa3pW1307H81rT2Wlpb1RNcWQhKHoJJPQAOq3Ndg0Xe0lA\/dSJgjwdTv8ArrihpHU8zhDebrAvdlcfeeDbSkpWE4KSohQOCCCFf0VMP7Y5vf8AcGZv\/wDqh+yrGTBNJM6SNttNUubFk5OJkPkhj3tdVG\/QLqrxM0Lw64t6RuGitYusO2+5d13ymZCW3gW1haClfUEKH6z5mocz2ceBNk0+\/a9FWeyaaurlkXYm79AZjpntsrRyrc5yMKdUCeZZHMrJycbVzb\/tjm\/+wZn+cj9lH9sc3\/2DM8\/+cj9lNEOYOjD+asnVss9cb\/6Wx1p7L3EHU+s5i9W2Ox2kX+NbEXy4P3tE+DIj2yVG5I6IqAhTa30REK+WtKEFaRylXKnfJF1s7TaUIuMQJQMAd8nYD564\/f2xrWSfwDMyfKUP2UHtHNEf9ATD\/wDyh+yiSLLkq2JGatmRj\/x\/\/r\/CmvbgdbkaquL8dxDjS9RPFK0KBBHIobV7exXqlvR+jeIl02MpaoLMZBI3cUHgDjyG6j7B7awfxD4lf2RYsGzw7G806zJ7wHvOdTilApCQkDrvWyvZJ4BzV882\/lz0MuNv3BA+TzIB7tgeZOfWPkcDwNSODsfE8t\/DjapY8k8MHlhv715ND0vv9ls\/wG0orS+iESZLRRJuq\/S3BjdKMYbT7gMn\/KrIZcQAU7g5wdj13z\/RWvnbMdlW7h9YlQpLsfmvKUZZWUDl7h3Cdt8f7qinZG4qPKly+Gt6muOrkc0u2reWVKKgAXGgSd8gcw9y6iZDUdhajFjZhxNxm\/whY4uNiha17S07T19cfXDuOpJDDxQvC+QKVgJJ6YCQPmrItn7OU\/THGS3SLBMcRboctucw4vCgllGCQpYO6ic7Y8ahVgwrtZJRy5H40SiAT48znjVrUs2e12mn4qZr6GUakaSltLyuQDnTtjOMb1bdZ4B7K3izQwlxmjD74F9j6rfIb7g8w5sZ89\/CrapcVClNGU1zg4xzYx781QrAQOZJJOQkDYZ8vZ5Vpbx9sshfHq6JlSpLMWRDjTu7Q4pHMChKCMZ6cyTnxqo1gceVYxceXMnZjx\/E40P1W6TU2M8opbfbUcEgBWSceO1XkKCq5\/OQlxUKl2uRKtkxjLjUmPIcCkLABAGVEb9T7q3T4RaguOrOG2nNQXkgzZsBDj6gMFax6ql46bkZ286Hsobguhqujz6Q9rZyDuuiLrjr1ATpkedB9lJoziqwFLkpanShOB+dXkcCs7qP01fUokVZc6UJQrSHXWVFSSN69Blxnd30d2fIivKQatqOPVVhWfE0qcr0u2hTKlISFIUM7dR7qjEp78A3SPcHU8rKz3T6vAtnbPzHBp\/QpxneO4oewnb\/AHVYkIg3xK7RcWg0uQkpQs7hR9nt9nU1G4DqnNPKab\/DVDnFYyUrJ9tMshjmAJ3p7tCZU6yu2qfkzrS4YbilfKUEj1F\/OnFN5bOOT85Oxz51XcO6nBTWtgNoK0jYeVVZkt7JWRv7avLy3lHLsetMFzLsR8Bs7K9YH+qjdtS7dy8et4bUmGoJBKiCOma121FMvtvlOQ7U4llxpZ\/KBOVD6elbBzJwchOOPnmwkkeHreFax631zarRqGUiZzBhxfNz77HG9c3UpJBEHRdV1NKEZkLZeyxxq2Pq9N4Vd4d3eQ84tTjinUc6FLJyScYOc53z81JY4gXhstQNV2F8oSOX0mOC62onzxuPnAqbRrxp2\/tLNqnx3yCSQlWa8sqDDkJKHG+Rw7BaNhWcdMSf3jVp2RB3wFNbvoyiX4qvUWNhgjIPsqg0Ha9VRi06+Ykg7tutoyE\/yxtke4g0p2zrhocC5POfZ0pdlurkF78qSUdKg32dzVea2hTlFdKcO73K4j27h9LjLMuTJQCGk83eNE55kdMggKwf6MGunGitMx9HWVq0gIEgJSqTyAcqFAeq2n+Knpt139la38BtWaVsev7XqTUMCO8uKy5Ejy3flxEvFIUse4ge4E4xW0N\/dECYtKFDkUc8wOQfnrU6Q5j2eZfKyet7xIIiPdTtdW0LAUQCl1se7am\/T6hHllrwJz+uvUHkS7KmUFZLasH2Cm62uZlJUPE5rt2DRWf56Jy1XCC2xJQDzJOcpqttks3m3+jO4EhkeqfOnWW338QoX8kpqEIlu2W6c6iUpzkDrmo3cFDeV7U80CWUqzufGvW7hw94MHm\/VXpusZqWyi4M7pUnIIrwRyR6qhikQF7o4yAMUjTzhjakVGUCUSAQR7fCvRHTuD4VRmN3OoWZCTjepGjlNPCe5cb0d1TW21WPZThJSl99yPzbj1lK\/qrwKGFlHjVkKAilSjeq4NHhRSRUq1MhxZ8N6DPYQ9HkJLbja08wWCNwRV5IPWq59+23SnBhf2sJCNwojhap8duy9GurL0+1xXJcMAltbQzKh+z+OjPv9oHU6b6q4S6t00ta0wjPiIUcPRklR8vWR8oHz6j2111wRvy\/qqHap4TaP1Y45NlQPQ5zhJVJijkUo9DzDGFe8jPtp0M02L8PT0K4EulT4zt2CeP+J6fYrkQpJQSlaeUp2IIxiqZT5iuj+quyHar0suNv2qcSMAzYnK4P\/iJyahSuwtCUsH8EWU75OLlKA\/o\/VVwam0fFGbVYzZTeHY7r+VELRUjHUYzUl07w81VqUpXbbYtthW6pEgFDQHnkjf5s1vfprsaWe1OoeebskRSDkKYjF9we5bm4rL+lOCmiNNPIlLiLuUpG6XZmFJQfNLY9X6Qaa\/UZHDbGyvmU5rM7I91kewerjz+QWs\/AHslq71i9XNK0N5y5cH28LX5pYR4Z6cx9+fCtzrNZbZp62s2i0RUR4scYQhPt6knxJ8TXqCQn1QRhIwMDA+ilAbYNUaLnFzzZK62FpzMP9447nnqT1+3otee2p\/eDY8DpeR\/sHawe5o66af4Y6S4zaXK2ZEKa41Mdbz+TUl9Xcun2Z9Q+9PnWzvaN4Y6o4paVtll0r6L6RFuIlOekvd2gIDTiNiAd8rHh0zXs4XcKplj4PJ4b61YjvLeEpuSlhznbKHVkjCiAc9D02OPKrTZA1gCslhLitVOGl8\/GntF2bUimCybpfFyi2PzSvmUR9JPzV69WFtrtPylvK7tA1I0onoAApG+ayBw87L3EXRfE20amkv2l+12qeXi4JR71bQBAPJy9cY2zXo4wdlbXerNdXHVukJtpfiXR0PrZkyFtOMrxgjZBBG2Qc+PSpdzXOu6sKPa4N+62b\/D1j5QhV8hBJx0kt5zt7fb7enj46w9ovRt21rxx0nbbBK9HXeLUiIZCVcyUIbeeUpeUnf1V+e+ANqiLXY44vcyi+bJgpIHJPVkHG3VFbBaW0VxH0\/dNHxpEdkWW22VMO5oZnJCRK2HOEYysJSgbjGefxxVOZ5iFxe8bCtwe\/ZJoiqUPs3Y0gMSEP3niVdp8ZRC3YzMURu8OMYKy4vbqNhn2+NbCWa02+wwWLXb2kx4cNlDDDTY\/e0JAASOmRXpZVlIPmMn3+NXADnehzy7qnOc53xG0wc3voznxpNVGB41AkSj0FWl9DV09BVpwZpaQrJqyuryjirK6QpytqAI3rzvoC0FDoyCdsHBB8CD4GvSd9qtOc2MDodzTHKRvREErfkLlvtp9JwIssgcoc2Jacx9I+c+VNFzYMeb0wDuacELMeQl3m+WnuXM+RPqn3hWPmJqt5QJcdL46kZJHnjNRu5HCfdFMUqMCjmSAc1HL1HK45wPXQM58xUraV3rHIRv400XFjBORkZ3qNzd3RPYfVQdUZuXDdCwQlKCce2tVtX2tN3urz3oCO6K1blAVsCcfT1rayc4mAxMBOwSrY+ORWl+ptZ6k07q2XpuDZFXBtxxTsYpdAUEk9DkYAGeufKuPqDZHxgRrsaa+ON58zuqs6Gsrclm6RrU0zLYPMhxnLagc+PKQCPPOacZyriCVvRlJ5fZsa9Vpn326NOOXS0NwXkH1UtPhwLSRkEnw929JnTnXMRZCDlPTfpWakJJpxWrhY2rATI0\/LcILhVjOCnOxpxjxY7uSW\/DISRsP99J9HSlBKU53zg7\/AK6WwXGFh0NFQz8nofnppKns3SftOzHYb\/d52HUnrWb+HuuJcOQiDLkOOQZRHKFrKu4V4EZ6A9CPnrArbqklD6khJUegV191SaxXwtqKO8UgEjbr81TY8zoZA4FQZeO3Ijohbt6PlenWybEUckDmSPIdK8lqk8lx7hfUKxmovwN1Gi6pAUsqcdb7tzJ\/OA\/Zg0+ygYOo1NKJADox7jW2hk8yIOHdYGWMwymN3ULITquVkZOQRUU1Nby6gvsgEp3OBuBipK6vmhtrHRSQRXhdw6ClQGFDf21ZeLAVcGk16Uu\/fRvwXLWMr9ROfA+de1UVbLxbWnBT1pklW5cR6RJhg87JDg93jUlhSU3e3ty2zl5I5XB50xoA4Tib5XojtZSNq9Ho49ODpG6QAPfV2I2C3zAdOtKecT6V3Y8SN6sNFBM6q6pTbclbLXNsslRPiTSZbfrpdTsD1Ptq2VtIkyHnXAEtqJUSegz4mvQ0FzGnXi2tps47pKxgkfpHyB8KkCjcvISelBO1BB5sUEYpVGsa9pG4TrVwL1ncbZMeiSmbYtTbzKyhaDzAZBG4O9c0zxJ4hDprq\/gE9Pwk7t\/pV0k7UG\/Z\/wBcf4qX\/rJrluQghWRuASNvGvor8IMXGl0WeSaNriHnq0Ho1vqu5prWmI7h\/wBpSiNxU4kwnjIicQ9RIcT0Ui5vcw\/0q2y7I3ak1Xq3U7PC7iTPNzlzWnV2q5LSA8tbaCtTLpGy\/UStQUd\/VIJORUS7Yn9gdvS+n2+HcbTTWpEygXxZG2kJMXulc\/e90OX5fJjPrZz4ZqDdjPRt31Lx4sl3hMOeg6a76fOeAISnLLjaEE\/pKU4NvIK8q7Wrw6T4h8Lz5+RiiAta6raGuDh0qq4cenqpZWRTQFz2gLpV58oJx5UoJVjmAzvisZcd+OVh4G6VF6uTBuFxnKUzbbalfdqkOjqSrB5UJyMqwfAAb1pVeO27x6uE0yoV2tVsaJymPGgIUgDyy5zKPzmvEPDvgHWPEsByMRobH2LjQNdh3K5EGDLONzei6R4O\/sOK8d9vVv01Zbhf7q8W4VriPTZK0pKilptBWogDqcA7VqNwD7b8vUOoY2jeLcOCx+EHEMxLvGb7pCXSQEofTnABOwWNgeoxvUh7cHGfVvDqBatE6fTETB1fa7lHuJfZK1lshtrCDn1Th1e+\/h87h4C1WLWY9HyGAOdzd8Fo5NH6A\/dOGFKJRE4dVIrb26eCNzu0a0ti\/NqlvpYbdcgYQFKUEjPrZAyR4VsSDkA4OCMjIri9BlvW+ZGnMKSHYjqH2yoZAUlQUP1gVv52Ru0lxB406tvdi1mi2liFARKYVFj90oK7wJIO5yMGtj48\/DSLRcX27Sf9tg9\/c6z1AFevXlWMvBbE3fH0C2nGaWDjxq2N6UB7a8X7Llq5kkYJ291KTtsOlIHlVxPWhCUCaodzkk1WihNPJVRjPSq0il0JyjtFFA61ChLxgCkKq4o7AHaravGnjohWVp8asqSavKJqyukKcFbKSKQR1zSz1oUQfEVG5Pam+c13zLjSdlLQQk+deayXdq8wAgqyXB7uVQ6j5lBQ+anCSkEVA0XJ6zX6dBW0lpCHvSGAnYLbWAon38\/ff01HdKSlI2UlmWtrw8q81wRzZBHU05TW0l9uS0oBC0hWfPO+1eK4KCSPbTSNoQeqxrrKK82FLBxzZT0rU\/W9pdi8RGVuKDaJTKkBwnHrAggfOCfordu\/WpE2GUqTuc4OOlax8X9FuSucLbJJzg+0dCD4GuflwGRpAXTwZgxwJTHBi\/g5hRU2l1ZSr8\/JCsdc+JqMTo5S4XS76x+UABkZ6Vb03MkwpabFe5KkoIHoz7h3C\/0FH29Afm8qcp1qW44VtrCVn5Xs+nYVlcnGfjP2u5+a12NlNnZuam1IPJz4A3+elqAH5RRGR5b5pKVlB5ZCcFJwDir6Gd8qIwoYHsqtasbrRHHfAOAZ6+qd8V623FRySrbzGOnurwRn0xHVoKh63t8quSXeYBYVud+tKFI19LNXAbXzGndVxG7jIQ3DlLDSlE7IUdgT7N8VsjrmMpi8MTUjAdHMD7sVz6bv8SCeeXKaZA\/O5gAPbms06A7YGkLlDsmgNSXBUqQmQWGb0lxHcMo2CUOlRCiSogBSeYADKsCtLo+S7aYX9OoWW1vGYHjIYeTwVuYyQuzML\/iDFeVIKgCauxlmNYoaVnJUkJJNUZR3asHos+NaIcrNKwG0+khtwDldQUH3Gm+zOGw3s255X5F4kp9vlTzLaAUhQI9UjfNNutI4RHj3RpJ5mHE8xA8KQjulCljLYaSpITtuc+dN0JQnXJwgkJBGPKrwng2FM\/O7rea8MF5Nss0u5u83KEZGBklRIAx85FSl3RRr2KdjsTHOZAdUXOfHygD5n2jw8vfTpHcK+ZLh5go7+356hdncfkqaUpIbZPyvWysnPszj6fmqYw0\/mtAADbfNPCRy80hvu3lJ8Dun2CrSule25oQChaEqB8SRXgpyjWLu1B\/5P+uP8VL\/ANZNct+YDO56V1I7T4\/8X\/XP+Kl\/6ya5bkk+rzAYORmvpP8ABkn9iZAb18w\/\/lq7umf7R+v9gsm8WOzpxG4NWu33nVzNtdt9weEdqVAkqcCXuUrCFhSUlJKQSMAjY79M5J7H3aEe0DqSHw0vsGEbBf5yWWZTEdLb8eU4cIK1JALiCrlT626QRg4GKh3HDtPar44Wi3abm2G32e2W54Se5jPLeW68EFAUpagBgBSsJCRucknAxAuGNlueouI+mbJZ2FuzZV0jhpKQcjlWFKV7kpSpRPgEk+FayXTsnWPDssPiRrQ8hx93+Gvhd3Fj5FWXsdLCRN1WY+3XqCXeOO34FeePotjtcaO02egW7l5aveQtAP8AIFOnZV7MGjuM2jL3qbV9xuLK25irdARCcSgNqShKi6oFJ5jleAOmAfMUrt96ImWriXbddNsE2++21uM46AcJlMFQIJ8y2WyP5KqgPA\/tPax4HWG7WCxWa33KNc1mQyqU4oeiyOUJ5wE\/LSQlOUHG467muJhR5+oeCMaPw88CXa2iDXQ+8L\/76KFoe7FBh6ilii7wHrRdp1nU7l+3ynoqlpOPXaWpJI9mU10Z1jpvS3FLsuNa51jp+HdbtbNFSZ0CVJTzOxn\/AEPmLiT587aT5ZSK5zR4901FeGo8dpyVcrrJCG0pBUt6Q6vA28VKUfprqJqzTh0l2Y79phzlLtq0TMjLKehUmEsHHsyDXP8AxQy3Y0mmtD6n39QaNe6D07FMz3Buyjza5YbZ3AIziutPCrhPw44ewGrvovSUG1TblDYEp9kKK3RyhWCVE+O9clvzsePMK7Lacx+ALb5ehsf6gqp+NOTPDBjRxvIa4usAkA9Oo7puqOIDQE5A7UoUjx2qtfPC4iuhQqoJz1q2nwq6OlIUhSgrzqoOaTVc4OBSICVSqTnO9KCqEqjmR50JIUtIHXNW9\/Ols\/vyB\/GH9NQ2hXVYUebw6VbWNtqWdk8vkf2Ug9Kf2QrS\/CrCiOlX1DNWl4pCnBWyNqRg0skdKtrBxkHpTSntSXEEprFPFF162XWHOSCELbWlSvakg4\/mlVZVDo+SrY1DOKOmZWodPLRbygTYzqJLBV8lfLkFBPhlJUPfioHg1SmZQPK9Gh72nUmjbfcElKiW1NHfJyhRT\/VXqnoKlpwOnWsS9l7VbU7Tt200+4PSLZc3sAncNuK5gMfyguswTkcqjSNO5qR7dppeWQ2FxsEbK2rHustLMXNlQLWVYOD5GsjkczCQR0NNM6IHOYqJwfAUjhYpDHbTYWo+vNAvRErUUnmST6xGw8ulR23zJTKCxOBcU0OUOE9UjzraLVWmotzaW26k+Q22rDOpNEmC466hrKSOlUcjGZM3a8LqYuW6E2CsfviO+rvScb+VIcCAgFKht0T51ddsU9S3CyCADjl9tMs8ybW+G5a0qB35Qc5FZrI02SHkchaWDPilG3oU5IYRJaDz2AM4SAcHNR\/VM1yyxlvBz1hnKD\/xivW5dI3IVslwkDGCOnurGXFe6z1WVUZLwQJDpbU8o45Uhta9vLmKAnP8YedR4mKZpmsKMzKGPC6TqoJqPVF01Tcn4yHOWMhzC1IXkOJwMD2b52\/4PmDb0NCVx3TyhPKpsnYjxGOmPfTzYpelocUQXbekup2dW4TzKV\/wKdhZbNPAXCfW0o\/mlQKR9NbWJscLdjRQWEnmkyH+Y82f6Lb7scdrKbep2n+C3EWS5IiPrEK1XNayX2HMfko7qvz0nHIlR33SDnNb6JgJIKVZy2PEf765GdmPhjd9VdoTS1gsilSExZabpMUkECKywe87xZGMYWEADqSQPHNdin2EqC1tjGeoq1EOEy0yPxVOM8qOUn3V5r9aZVzsrkOG33juUnl5gOnvpz6Ejx8q9cNPLzHPyqloJCSor3E5rTkWG7GcDyFlKk46Dwrz6iujcCJFtKElXeAOL22AHT9e\/wA1TEICnkj9GoLq5z0y\/wAo5yGglgHy5Rv+vNNeKFhK3nqnO2LafioU0cLUc+VOMS5OxJZYkI9RWwUn+uozY3VMupa35RUsQ0zMa5Vp9oNEZSle25rDkdCknI5v6qbK9Se9EVUZW4TgpPuryZ2zipOiiITDrzR9u4gaPu+jLq++zFvEVUVxxkgLQD+cM7ZBwd9q1pHweWj8D\/wj3\/p\/6ux+ytst87VUHFaHR\/FWsaDE6HT5yxpNkcHmuvIUseRLCNrCtUG\/g8tEBQLvES+rTnJSI7CSR7+U1mXhJ2duGfBtbk7S1seeurzZZcuUxzvXy2SMoScAIBwCcAZ8ayWDmlA+FTal4z13VoTj5eS4sPUcAH61VpZMqaQUXJi1xoLSXEjTcjSusbUmfbpGFd2o4UhwfJWhQ3SoeY9taw3b4PCwSZynrLxLuMOKT6rMiAh9SR5BSVo\/WK28zSgcVDo3ivWPD7DHp0xY09uCL+hsIiyZIRTCsKcFeydw74O3JGpG3ZF8vzaVJZmzUpAjZBBLbY2SSkkc25wTuMmstat08xq7St50rKfcYZvVvkW911sDmbS82pBUAdsgKzTklQpRVVLP1nO1PK9tzJS+QUQT8vT0+lKN8r5HbnHlagj4OmwB\/vG+J90S1nJSqA2VH5wrH6q29t8REG3xoaCSI7SWsk7kJAAJ9u1LCtqWFVZ1rxNqniAMbqMpeGXVgcX9Any5Ek3xlLBAqtIoJJNcMKFXEnBq5VoeFXEg+dKkKUDg1Ubnak1UHFB6JqXkjaq5FI5qrTU61pp8Zn2Sv4W3v6jkfZqqPhNeyUlYWdW3rY5\/6DkfZrjJRUdBKuz5+E47JBz\/AMrr1v8A\/skj7NJPwm3ZJ8NXXn6kkfZrjFRk+dKhdmT8Jn2S87atvX1HI+zVk\/CX9lA\/+dl4+pJH2a42UUhFoXZA\/CWdlDr+Nl4+pJH2aT8ZZ2Uc\/wB9l4+pJH2a440UUlsrser4SnsnLGFaru\/1JI+zXnPwkvZTAUgasu6kKJ9VVlkYI\/m1x4ozRtCXcV0gsPa+7N+guLczVOlNZXZ7Tt9QpyVHdtT4ciPg5IGR66FEkjxTuDkYNZdkfCPdlh1KR+NN3zjf9xpH7K5BZPnRmmCJreie6Vzuq68H4RvstBIQNU3cj\/E0j9lWHfhFey2sf3z3f6nf+zXI7JoyaXYO6ZvJXVyd8ID2ZX929T3XzGbO\/wDsqJ6i7bfZvubZ9G1FcipQIINqeH9Vcz6M+NM8lpT2yub0W\/kTtY8BmVvFy\/TyFkkfua6c\/wCjUA1Z2iOFN3vKZcG6SiyAoZVCcB36bEVqFk\/8Cq8xPU0eQxP9pfdrNUvju9A1RLl2d4yLU6AA062QVYHUHqk59+1RXVPE2Vqx1K57wbbbBCGmkEJGfPJ3rH3MfOjJpWY8LHbw3lNfkSyN2OdwpzC1fCMRKJ76g6wkBtYQSVp6BCvPA6HqMEHIxj3RtewG1oSme60kkArDajyjzA8axxk0BRHQmpC0FQUujvYq7VfZS4A6RuF01nqm6fjdf3cyUtWeQ8IkVCj3THeBOFqO61qG3MrA2SK2aZ+FL7IKQc6wvW\/gbFJ+zXEgknqaKcDXCda7WzvhP+yA4A9F1jew4Nik2KTg\/wCjVWfhSeyMhPrasvWf8Ryfs1xRyaCSetLaLXa8fCkdkVJU6NV3pSkpJCfwJI9Y+XyahrfwkXZceecdlamvQW6srURZ3zuTk+HnXILOKMnzpp5Sh1LsUz8JH2TmVerq28+\/8CSPs08RPhOuyU0AHNXXoef7hyfs1xdoyTSAUl3ldsPjQ+yBsTq+9er4fgKTv\/o14HfhOeyMpZKNXXrBJO9jkfZri9k0ZJ8TT7TCbXZ74zfsk\/wuvP1JI+zR8Zx2Sf4XXn6kkfZrjDk+dGT50Whdnx8Jx2SR\/wCd15+pJH2aPjOeyV4auvP1JI+zXGDJ86Mmi0LtAPhOeyTnJ1defqSR9mq\/Gddkn+F15+o5H2a4vZPnRk+dFoXaL4zvskfwuvX1JI+zVfjOuyP1\/G+9fUkj7NcXKMmktC7Sj4TzsjkY\/G68\/Ukj7NK+M+7Iyeurr0fdZJH2a4sUZPnS2hdqR8KD2RD11be\/qOT9mq\/GgdkT+F17+o5P2a4q5PmaOZXmaLQu1Y+FC7Im2dW3v6jk\/ZpY+FD7IQ6avvfz2KT9muKOT5mjJ8zRuSEWu1\/xonZC\/hhevqKT9mqfGi9kL+GF6+oZP2a4o5PnRk+dG5FLtgPhQ+yFj+\/G9fUUn7NV+NF7IX8ML19RSfs1xOyfOjJpLRSKKKKRKiiiihCKKKKEIooooQiiiihCKKKKEIooooQiiiihCKKKKEIooooQiiiihCKKKKEIooooQiiiihCKKKKEIooooQiiiihCKKKKEIooooQiiiihCKKKKEIooooQiiiihCKKKKEIooooQiiiihCKKKKEIooooQiiiihCKKKKEIooooQiiiihCKKKKEIooooQiiiihCKKKKEIooooQiiiihCKKKKEIooooQiiiihCKKKKEIooooQiiiihCKKKKEIooooQiiiihCKKKKEIooooQiiiihC\/\/9k=\" width=\"302px\" alt=\"natural language processing chatbot\"\/><\/p>\n<p><p>NLP-Natural Language Processing, it\u2019s a type of artificial intelligence technology that aims to interpret, recognize, and understand user requests in the form of free language. NLP based chatbot can understand the customer query written in their natural language and answer them immediately. Chatbots have become an integral part of various online platforms and businesses. They provide automated responses, assist customers, and enhance user experiences. One of the key technologies behind these chatbots is Natural Language Processing (NLP).<\/p>\n<\/p>\n<ul>\n<li>The terms chatbot, AI chatbot and virtual agent are often used interchangeably, which can cause confusion.<\/li>\n<li>Don&#8217;t waste your time focusing on use cases that are highly unlikely to occur any time soon.<\/li>\n<li>The chatbot matches the end user&#8217;s message with the training phrase &#8216;I want to know about baggage allowance&#8217;, and matches the message with the Baggage intent.<\/li>\n<li>Researchers have worked long and hard to make the systems interpret the language of a human being.<\/li>\n<\/ul>\n<p><p>First, we\u2019ll explain NLP, which helps computers understand human language. Then, we\u2019ll show you how to use AI to make a chatbot to have real conversations with people. Finally, we\u2019ll talk about the tools you need to create a chatbot like ALEXA or Siri. And now that you understand the inner workings of NLP and AI chatbots, you\u2019re ready to build and deploy an AI-powered bot for your customer support.<\/p>\n<\/p>\n<p><h2>i. Intent Recognition<\/h2>\n<\/p>\n<p><p>Similarly, if the end user sends the message &#8216;I want to know about emai&#8217;, Answers autocompletes the word &#8216;emai&#8217; to &#8216;email&#8217; and matches the tokenized text with the training dataset for the Email intent. When an end user sends a message, the chatbot first processes the keywords in the User Input element. If there is a match between the end user&#8217;s message and a keyword, the chatbot takes the relevant action.<\/p>\n<\/p>\n<p><img decoding=\"async\" class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' 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\" width=\"309px\" alt=\"natural language processing chatbot\"\/><\/p>\n<p><p>IntelliTicks is one of the fresh and exciting AI Conversational platforms to emerge in the last couple of years. Businesses across the world are deploying the IntelliTicks platform for engagement and lead generation. Its Ai-Powered Chatbot comes with human fallback support that can transfer the conversation control to a human agent in case the chatbot fails to understand a complex customer query. The businesses can design custom chatbots as per their needs and set-up the flow of conversation.<\/p>\n<\/p>\n<p><h2>Would you like to learn more about Khoros?<\/h2>\n<\/p>\n<p><p>Any business using NLP in chatbot communication can enrich the user experience and engage customers. It provides customers with relevant information delivered in an accessible, conversational way. The difference between NLP and chatbots is that natural language processing is one of the components that is used in chatbots. NLP is the technology that allows bots to communicate with people using natural language.<\/p>\n<\/p>\n<p><img decoding=\"async\" class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' 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\" width=\"303px\" alt=\"natural language processing chatbot\"\/><\/p>\n<p><p>Evaluate the features, ease of use, and community support offered by each framework before making a decision. Gather a  diverse range of conversational data that aligns with the chatbot&#8217;s purpose. Preprocess the data by removing noise, such as irrelevant or duplicate entries, and organizing it into appropriate categories or intents. Before diving into the technical aspects of designing an NLP chatbot, it is essential to define its purpose.<\/p>\n<\/p>\n<p><h2>Industry use cases &#038; examples of NLP chatbots<\/h2>\n<\/p>\n<p><p>Here are three key terms that will help you understand how NLP chatbots work. Take this 5-minute assessment to find out where you can optimize your customer service interactions with AI to increase customer satisfaction, reduce costs and drive revenue. The terms chatbot, AI chatbot and virtual agent are often used interchangeably, which can cause confusion. While the technologies these terms refer to are closely related, subtle distinctions yield important differences in their respective capabilities. The chatbot removes accent marks when identifying stop words in the end user&#8217;s message.<\/p>\n<\/p>\n<p><img decoding=\"async\" class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' 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EpCoAFCRJdCTIIukShVZIx4Q4qymglnkvkhjdI62riGAmzRve42aB0uCpbwv4RTVs76ic3e86NvdkbATycUXRGwG3WbuOriVYzuoa7JhuT+fqIYz1iPlKv66Zp8yq6vrPQDh0I4eWKa96TcU+yKtt4vfwRv4SCy5j3oKOSVwZFHJK87GRxulkNtpDIwTYXFzuTvEuD9VC5jJaapjdI4Mja+mfGZHv0YyLO0B8hOxo1Vne534Osp8PilDRytUOWkfbnlri7vdlzqGNjyHLszOcd66P8AH7OtY+I9PXh8VOlTpKUYtxu5NNtaX20V\/VdhE8VllZIh\/Bvg8aLCO9jbPHSTGSxu3lZmTTVGU728pI8A9ACpvFsHYPqV6uFB\/g1R+Qm\/w5FRWHYOwfUsnQGtKt7TUnq5Ti34vM2ThHfM+8uXxT1TGYXh+d7GXpYrZ3hgPNGzMRdTGN4IBBBB2EG7T2EaFUEkbfbrYAC+pAboAL7GjoUq4seGcuHVEb2PcIC9vfEWY8i+NxDZSY9jZmtu5rxYgtAuQSDrcT6Bzn1lelVvNuUsrjZO7btfN5ba9xE8Nu0y6YWFTUNYLvcxg6XODB6XELCra4scGEBxa4MO0BxByHXcCQqMSYbVTvdniq55mkskJilq5g+MlsjZHgOdmDg4WJXluj3R+PFM7lVVNRtyu3e\/euwwUaOe+ti8tJiMUhsyWJ56GTNkPoY4p2qBTUjo3Wcx0b2kaOjMMrSLOacrgHMdsI2blZzuZeG0tVDNTTvdJJTZHMkcc0r4Zs7QJHk3kex0ZGY6kPbe5Fz0OO9DpYDDvE0qnWRVr6WaT0TWrTV\/AvVw+RXTudQ4V1T4qWplZo+KnnkYcocA+KKSRhIIsQC0Gx0VQ\/urYsTfv6e\/0IQ3\/pENgOqylfdbuP7owB3iijjyX8XMZ63lMl\/l6RXtuDepciXq+iPAKEMGq1VRqOok1mgnl30Td79+xnoU0o3et+4vJxa18k9BRzSkvklponyPyhuZ72NL3ZWNDW3N9AAFIbqhXA+wrKQtsH99U2W1s+blorW33ur6leH6U8CXDa6cZZlPNJLLly67bu617ttjVr0sj8Tl3dE4u5kEMDSRy73Of1spuTOU9RfLGf8A41whxXX+6Y8ajP4tQPQaQn+8FxxxWbhaUcNG3O\/zPGcTbeIlflb5A4rzcV1Piq4t46mLvqqMgic4iKJhyOkyXa90kgF2x5g5oDbHmE3tYGdHi5wzyU+uT\/6i5HE+lnD8BV6qtP3uxJu3obWE4JicRDPFK3eVvJWVHSPleyKNpdJI4MY0bS5+g828ncATuVi3cXWGeSH12f8A1FtuD+C0lJc01NFE8i3KEummsdoEkxLmtPQDbqXHrftA4XGLcJSb5LK\/sdCl0ZxTaUrJeJs62PLZl75GMZf6DWtP1LyppsrmnoPs2H615Pd+vz7V5uK+I4nGyqYqWIjo3PMu7W6PoFKgo01TfZb4DjgpT8n3xH82plcPo1IZVNt1ffnN7WHoTPhNB\/DMOfuD6lh7ZIc7f8JykTYQHF28tDT15C4s84zv9PUmWP0+YRvG2GVkvXlF45+371LKbdIC+8wq\/wATN2przat8zw06X8PL2NPyTubIKMcW0VoJHfzlVUv83KujH+GpHVTZGucdcoLrDUnKCbAbybWTTg\/Q8jDFGdSxgDjuLzzpSO17nnzqkZWpNdrXwv8AoXlG9RPsT+NhvW0+eqhO6CKZ5+nUmKGH\/tjqvQtusGRgEne61+xos0dg1Pa49KzCpKV0l2K31+bLRja77X+n0AJUl0qoXEWJSlYoAWk4awSOppmxlrZDG7KXXy3sco0YcpJsL2Nr7DsW7Wq4U8pyMnJl2fKcuXLnuASMheQM3Rcga+dSQz5r4vHlkcDfm3Gp51w5w1Nzc6elM4NTf48y3\/D6I981ALcp5Z4LdhbZx0IsNRfUkC51WniZYD41KyMqiQcDMOMkrQASezTTeT1aLsFLT8m3Lps7D9ZWi4r8E5OPlXbXaNuNbDeejYR8BPuFeORQeOTmtcMAJeR023N6yQuBiqjrVMsT0GEhGhTzS0H73hI3L8elcjxjhpK9xczmN+S3Q7NhJtck7VrqjhPUO\/lXjqbZrd2wW26bd6lcLm92kHxaCeibO3MgG4n6x5l7wwEbfj0rimF8KakEEyOdbcWg3ts1y39v6ut8GsYbIwONwbC9xrpbzHaVrV8HKl3m\/hMdCs7beI9qI9fs\/WsIoy49HT0p3yzTfUfb1qPYtj\/InYLDaSbD2dqwxpuTsjcqVIwWZktpKe3T8WT5kPWuUs41MpAMZdrtDg3Qn5LQ03371uKHjLhduc3pBsTa41A2Edd\/NvWV4CstbGl+8aEnZSJzjOFtlikaRtb022ajXcbjaq2cIKExyOafkvI6tCW7fMrM8G8TinbnieHNNgdzhfZmafF367FxXjmw\/k62UWsHBrx1h7b9HTm2Lf4a3FuLOZxRKSU0bjuZHBuJ04eGuZI4jKQPwkeUwkEjmOD5WWO8OcNxLb0MVHe5iw902J00YF+Tf309xJ5jKZr26WGrnuljbqRv2q8gC6r3OOgQhBQlCIKEKrAiRKUhQkEqSyUKGSjkXdWU5dQQuGxlWwu7Hw1cY\/7nN9KrOrocZ3Bzv2hqKcWzvYHRXNhysDmzQ3O5pcwNPU8qmMsZaS1wLXNJa5pFnNcwlr2uB2OBBBHSF9h6A4qM8DKj\/qjJ6d0tU\/W\/odDCyvGxb3iKxJs2F0mU6xR8g8b2vpiYiHDcS0MeOp4Km4KpVwJ4aVdA5zqaTKH2zxvYJad+XRpfGdjx85ha62l7aKSY1x04pM3KJYoNhvBThjzbUXfO6QgXA8W19mwkHh8S6C4uri5zoyjklJyu201d3s1Z7d25jnhZOV0Wh4T\/AMWqPyE3+HIqLxbB2D6lcPgxwn7+wl1RoHupp2ytAs0SwxyMmyg7GEjOB817VTyLYOwfUun0CoToe00qitKMoprvWZF8KrZk+0sDV8EaMcHBOKeATmlinM\/JA1XKF0bie+CM4abuaWA5bOIsq+VPiu7D9RVn63\/9LD\/6fF9cSrBU+K7sP1FdbonWnUWJzycrV5pXd7LQy0G3fxZc7h5w3iw2kjmlBke8MZFE05XSPLMxu8g8nGAC5z7G2lgS4A8JxLj7xJziY+9IW3uGtpzKRvOZ8zzmPXlHYtx3VQdfDduTkJbfNzfwTN57ZFzTi2xCngrqaWqaH07HuMjTHyw1jlZE4xW++Bkjon21\/B7DsXK6PcCwf7veKqUuum87yvX8LaUUtru3Ze7MdKlHJmavuM+FfCSaumNRO5jpC1rC5jGxtIiuG81mlxe1+odC6n3I5\/hlV\/VR7JobfWVDOOvHaerrnTUusPJRMB5EwAujzl5bG5oNucBcgXt0WKw4puHf7lzSTchy\/KRcmW8vyBaM7JC5ruTfmPMtY227V3sfhqmL4Q6VGlklKCtT0WXZ5dbJW8jLOLlTsly2LX8YMLTRVhLWkikqbEtBI+8ynmkjTZu6FR1qu9wqrWy4bUysvkloJpG325ZaeSRt+uzgqQtXn\/2fJqlXT5Sj8mYcJsy2vc00rDhVM4sYXcpUnMY2l+lTUW55F7j7F1Bc17mf\/lFP9Op\/8moXSgvAcebfEK9\/9yf\/AGZp1vxvxZz3j54PunpBJGC59O4yWAu4xuGWfKBtIsx\/ZEVXIuV0AoxiHF5h8ri99LFmJuS0vhBJ1JLIXtbc9NkwXEVRhkkm1yscbG8OdaeeLs+dxnwCP8Aov6uw+nb51tXFes1GyFscUbcscbMrG3Lg1rdAAXEk+cps4r4X0mnm4lWf830R7fhtPLh4LuEc5ebinMdU0CxY023m9ztSy1YG2Fmuy9xfsvuXPhhaMo5nWS7fdnp6RsbmeSdsr9V9xi5ycYRSl7x81pBcd2moF+k\/Vdb+OhjIByN1AOzp1TqNgAsAAOgCw9AXr+H9DZRqxqVppxVnZX17tbWRza\/Fk4uMItPa7NeEqxCVe+OCGUbOz2WI+oLJIhSgKgIQgBKgIUgRYlZFIVAMV5VN7G3x7V7ELzlkDQXOIAAJJOwBoJcT1AAlAUW7pfA3x4hLMY5WCa1y9gyufG1jM0ckfNcC1rDYku5pvt0iHBXgjJOw1DnMgpmOIM0hsHGPWQQtJGYN2F5c1oJtckEDtHdH8MI8QgcI4WuY14MU7Z7zN5EtzCaHk7FjmPk5ofdpeDzlwCZskjoYHukLGFrIonkiOPlCCS2G+Vr3ukdITa5z63VVWjNNpmWeGqU2lJWudSxOtD4ORp++HWyWfFUd5PLWOaZGx1L43lj3gOs8sc3XoK5xgOAuqfvjjUBos15kqDK6SVus5YTG0xxDM0ZDmcDfnHd2WagETAANjQNBobADdu2+lajgtheeKSNoLskk1yL6CWaeobfLsOSSA+dcuni7QlZJbG9iKMaVpTbatr8CAMwiBpIcG3G4ffHeggk7N6aVdHCNjR2cmQPMC3RbF+FOD7yMfIw3uxshhIOozEsH3xwvfnbwOtaCnwpzXgvjOUZbhrMrzkBA1JGRztrjck29G1Bp65jHO60UBxFRsPiOcw\/iuzD+0x1xbzb04hxWaB7GOsQ\/xHN0a7UNIcxx5rgSAbG3OBTKhpnB\/NBt0E303dqd8JM2anY1pL85e1tr6jJa46NB5mlW91yyy1RCclHNHRm5w7hY+SQQsY\/lS4stzRzmZsw1da\/NO\/dvutXUYg+pLiAA1pyl7+frtsyNhAe7YdXWsd1xdzHwXnb99iN52kyAg2eX6uOVx8ZxJPp0smuBOApG2Fy0v3aklx8boNi0a7mjoCxLqks1Pe9jYm698tXa1zwfhDXbMzz+O7KzTZZkTQR\/1FejODch\/k2noyyuvp0F9\/qK10VU4HMSBqR4zjbR7hzY9lyAL9LgphwYqJXQunAc6OM2kdG8vfHZvKHPBOzLIxovcxyZtmguFmlKpFXVmaa6puzuhrwbq6qldmhc6IgEFs7OXp37LB74gxzANvi6Zdo1S8KcdqK+Vhmipo5Y7wOyzsivZrqkudDNO55jDA8h7SWO0a0lzmtPTqGljqIZCzI9zRI1r2XcySzCbxh4DmA57ZXAEG4tsXO+H3IDvGaFzbtwnD2SuabhtXEGwSnMNDKxrHtcRfK6IjQsKYeWdttWaIre7FJO8Wd87j3glyLauZ7bSsnkpXAtAcDByfKAOtcsuTvI2EKwi5z3OuJtqcNjqQ0B0znmUjQOlgDKORwt097DXft3roy2UazEKRKQkUgEFCVQyTFISlcEigAhASoSC5Zxt8UEdc41FO5sFSfHzA97zECwMuUXim0A5RoNxtB0I6mhbuA4hXwNVVqEssvg12Nc0WjNxd0U\/wAR4qMVjJBo5H9DopIpmHrblkzAfSAPUvbCeKDFZSB3qYgflzTxxMHa1r3SH+ywq3ZQF65\/tBx2W2SnfttL5ZjZ9rl2Ig3AHgMaHD5aUSCWWUTOc4DJFyk8Qha2MO1EYDGDMdSbnS9hXpvE\/i4sO8nHdcVlKRp198q4AQuVw7pXjMHOrUSjOVRqUnJPdX2s12mOGIlFvnc53PwWqDgIocgFT3nHFyZlZlEjMhc0yhxZ8k6g261wWXibxc3HeZ1BF+\/aTLrpf+NXt5rq3dTO1jXPcQGtBc4nYA3UlR\/9\/VH\/ADrvzEv+mnDeluKwHWdXGDzyc3dS3fZaS09TH7fGjpJpX11Y04xOA7MQpG07zkkYGuikAzcnKxuQ5mg\/fInAua5t9RYjVoIrbivFJisTyzvR8oGx8MjJondbTnDmj6bWnqVnv39Uf8678xL\/AKaX9\/dH\/Ou\/MS\/6arwfpXiuHRcIZZRbvllfRve1mmvAxU+KUYaZ4vzX3OB8DuIetmD3VJbSDK7kw5zZ5nSWPJZ2QuLY4c1i67s1tABe4j8nE\/ivKiHvU6uy8sJY30oBNuUMgfcRgc6xaHWFst9FZwcO6P8AnXfmJf8ATWzwPH4KjMIn5i22YZHMIDrgG0jRcabl0YdPsepyk1Bp7KztHw1v43b8jLT4pCcrRlFvkr\/qNsUwYigkpYucRRvp4wSG5iIHQRXLjZtzl1JsLqqjuKTFxp3jL5p6dw9LaghXIWS5nBuk2J4apqnGMszu819\/JrtMlKu4XsQniKwSalw2CCoYYpWunc5hex5Alnmlju6Jzm3LXtNgdL66qcpEoXGxeJlia060rJyk5O21276GKUszuZBKsQslrlRji1OTYjW2hG+23TpWlcVKQh8QO0A9oB+teS4v0VjjKzrU55JPdNXXZ5fE6WF4i6UcsldESLvjcthWVLp8rWs33JvcC+hubaNW671Z8xn\/AED9C9mhauC6KVqUZU51vclbNGMdXZ3Wr28jNV4nCTUlDVbNva\/ctxYxYAdAt6NFkkCVe3SSVkcdu5rQhJdCgqKEqxWSAVCEKQKEIQpAhSJSkKARQ3jorDHh1Tl2vaIidwbM5rJLncC0ubf8ZTIrR8O8K74o6mHfJC8N+k0Z4\/8Aua1UqJuLS7GZcPJRqxctrr5lY8BoI+RaHN\/CbBY23gHrzdO+\/QVAqmgYMWYANgY86WGcAgGx2aNYdFJK+pFS7kQcrGW2OtzWbD5tLeZRd7y3FHDM481ou513kOjaedba6zm+3z8PDRaz\/wDFnpeItPLf8yOn1lNmAPV8a\/Yo9RzGlqXG+WGrAYTqGidgAa2Ug6CVkcWU\/OgI2uF5TTC7AeobOvXZ2JjiNC2UOY9gcxws4EBzTl2AnaLHUEWIIuFqwnluns9ytWgqsLMi2I0\/OI6CbdBAOh6lrJKEE6+3Z8bVtMRw+eKwY9krB4onc5k7bg83vqNruWbaw58ebpcd+hxOtqWgjkY79PfIy9RGWMlw9B13LPGDezXrYaRWsX8\/kPBRxRNdIcoDQSbkbhfUnYNnpWp4J0Tpnvq3g\/fObCLc4RXvmDd2fS34vaU2psEqKs2kcOTaQ4sY0tgv8nNckyv27TbS9l0LB8LcGZTtB0FwDYdAtYDqCyykqcbJ3b38BQp55qUlZLZd56YRSag21A\/Qd+8aKN4nhTYal7XNDYqwmSMgc1tSwNFQy42co0CRo6Q4W0U0wiMlxFraaDY47B6N68+HmDvlpnQWF3EOa4c17HxnNE6Nw1DgQNR2bysFKVm09mb+Kp54q261X28yA1HBll72BF72IsfYVtsKwCEgAtIG22fMy41ByO0J0TChxSaN3JzxySEaF8bG8rp\/PU5cOfbXNEXB23KFI6HF4Pm1Z\/FGGVRfptFhT29qyT61bO\/ejQjCju1buaJZwSwpsJjc3QFxeRsa4c1pLu3Jv6Fz7hHgjJ6Gtqo42CKOSmp6RjGhjDTYaXUkszA3yiapqpiTqTrvUuFHUVV4sktJTOFpXvIbiErfmwRsLu9GO8UyPOe1wGi9xI+GlCyPC6tjWtayOkkDGgWY0QxkxADoBa30LNQqSg7X1bXl+prVsOpK+ySdvP6HVOJo0sNJFQwTU75KZmWZsLszBLcuqshBIcBK94JBNiddSVOVxPilomxVdPDEA2MQSyGwAzXbkja38QZnO69OhdsXRwtbrYttW1sczG4bqJqN73SYhCRZIstmxpmKClsgqAYISoQkRCUIUEiJQhIgFQEICAUJQkstLjvCmCndkkc4utfK1mcgHxcx0Av0XuobMdSrCms02ku8f49RmWGWMEAvY5oJ8W7gQL23XXMfuf1XRF+e\/wBql44waX+m\/Nf7kfdBpf6b81\/uVHlZysV7FiWpTmtOxogmOcEZ6eGWeQRiOGN8r7SZnZYml78rbc42B0Uf4BO\/dF0jabUxNa5+cGIWlLmtykg5jdhXQuHnC+CooquCPlOUmp5omZo8rM00b2MzOzHK25FzYrnfc+t\/c6SpdU2tKyJrOT++m8TpXOzAhthz2+1ZIwpODbepovCYHMln08V9iX\/c+q+iL87\/ALVLOLngzLTOldLk57WtAa7OeaS4kmwAGwenZv8AT7odL\/Tfmv8Acl+6HS\/035r\/AHLGlFczZoUcDRmpxnqv5kS8JVEY+MKkJAvKOsw6DrOUk27ApZDIHAOBBBAIINwQ7VpB3gggrImmdiliKdX8Ek\/BnosgsQsgpMwqVIEqAULILELIIBUBIlQGV0JEKQa1KhCqVAFKEBCkGSAhCAVCEKQBSIKEIArxqYszXNvbM0tuNozAtuOsXv5l6pCVBJSThPhMlFK+U5XRtu0tuQ+7TlIAtYtzDfbZsWDcHDpxWX0lijfGPyjTmLumzSBfqHQuscamCjvqcAaGXPbYLStZK6192dzzoolLT3a0D5DnMO+1i11uoZXhcCU8knFeHkenn\/Fpxm+5+Zs6U2Y0dFvqvqPP7FjGQNfOB0k7T2a7+lLLsFv16W9mqZTu2dv1LSe5nhseVZLmvmGm70XO7ZoFFsRp87iBoN52ADo5w271ucbxINaT127bnKBqOsKMzcI4WBwe4XI1AOvTuBtdZ6VOUtkXqVYRXvOw9p5n04dlbma6xBBBIte3N3ixWiosaquUDpHwuY7XLrFI0X0ylpNyAd41ttC0mN8Mi4FsdwL2Gm6wtqTt2+xRumkc519dD2+ldOnhGotyOVVxyzJU7nasLxbXML6773OltNTodq8X8N6ps+V9N95LgBJ3xytxqWHIyMBp08XNp0nQqDNdIGAC49Ob9i1tLwllikIvmF7ZSTYW3tvv06NyxU8LmvbUz1Mc45c10dW4ajlHsqIxlAY1rwW2BsZLuGujrOAv1KR8GXZ2jQWA11sbbNAOz6lH8Jx5lRAbWBtYttrsvuGosCf7JTngJW3e5vzRY63Nt1usXsT+taVSLWj5HTpzi1eJ0KlpgDcbSLXv19Gw79epaHjmrcmGTjYZCyID8s4XHXzWuW\/oJd3xuv2bfaonx6NzU1M351YwnW2jIqjTtuQsmGtnX97GpiruLSJlxHT98zwuPNkpo5MwBJDmuYIbbdLOc09hXc1w3uYsCnjfPNKwsDmZQ0m7gS9jm7OkMdv3BdzXU4erU797ORxeV69lskl9RChKhbxyxFiQsyEigGCQrIpCoAiWyChQSIUJbJEJBAQi6Aj\/ABh8LY8PpzUytke0PZGGR2zudJe2ryA1oDXEk9G8lcirOEba5xqmMexstrMeQXjkQKc5iwkG5hJ03EKT91Mf+Gj+tQ\/3Z1zLi+dajiJ2DlD6JZrq1WC6pS53ODxyTdNLvXyZvpZA0XcQANpJDQO0nQLCmqWP1Y5jx0teHj0tJUU4YcKabDqWCuqqcVlVW5n0lNIf4JBA3I4Pe0tc3lMskTi7KXEyZRlAJUhwWPvuOhNRS0VBU4jTS1WG1FHOHhwpRE+WKugDGkc2eN3JuMgc3lBeNzLKnULZvU1YcEk6d3Kz7B+hNMGqzJG17hldq17duV8TnRSgHeA9jx5k7Wu1Z2Zw5RcW0+QErwp6yNxs18biNobI15HaGnRanGcQp4aepxCta6WmppBTwUodlbUVPNzmbc9jXOygOu0CORxa42C8eA\/CJuIUgrKrDcPp6F1YyhjnpqhsWIQTzCMQOyNY13JZpI2lzXBwzZuTcwOcNhUVbVnaw\/BpVKam5WvsiRqccWfGpBNURYaIZ2ysY6MSEsMLnUjHOfoHZmtLY3EXG4LntJG+N81PK7PJTycmX2y8ox7GTQSEDQPcx4DgPlNctJxNOtj7fylX\/g1KvQpayT5ItwqMqVeUHvs\/UtoFkF4xS37V7IenFSpAlQkULILELIKACUIQgFQkCEBr0IQFBUFkAkSoBUIRdSBUICFIArErIpEIECEqEJI1w04KNqgHBwZK0WDi3M0t1Ia8Ag6EkgjZc7Vy\/hhwEFFGx2cyOlmeZTlyRh2SMQtiZckDLHJckkk3OgsB3RR\/jBwzlqWVoF3MHKs3m8V3EAb3Fpe0fSWpXwsJpyS1sbdDFzjaLfu3OEvj39H6AP0rQ4kdf1elSEv+O3YtPiItu3\/r+1efe56Cm9DknGnijmOYxpIBBcTsJ1A6NN\/6lAGsc91gCT1a+noXYuF2BRzuBde7dBbrtp2dSTC+DsbG3A84bYdVrbF1KWMhSppJamhVwUqtW7ehz3CsDeNXREjr1A6bgLfUlI+PxA0X22LQeq4e3rPpKnVNCGjdbcL\/AFpnibrnYCPjduKxvGOe6Nulg409jSwTykaxBx6crCegWDXi+5aLhXhwfZzmOheBYuynkzbfvsfOppQC9rBvVpb7FKosNaW2cyMnpyhx9J+xRHEKm72M1SjGrG1\/Ur\/Dib4HANdq035rswPQCRu19nSF0TiuxnPN1ubc+aw3dV\/QtJw04HlsrnsAsdwFh6Ny2nEnhb+Xc5wOQNI87bgZT0guPoWzXnTqUnJbnMw9OrRrKPI7Th1RqWno8+0Df51tcdw1srYQRfI4vAIuPF5O5B32K1OHU\/PvvP2dXSuk4BwSkk5OVz2tjLbZbEyaOfq2\/N5wtr1b9i51GnKd1E6NetCFnJ2JJxeUuSnad73Od0bHGNvmswelSJeVLAGNDWizWgADqH1legXoqcMkVHsR5erPPNy7WBQlQrlBEhWSxUMCLFZFYoASJUhUACkSoCgsIUjkqRSiDlHdSf8ALR\/Wof7s65pxftvRxA7CJQewyzArpndSj\/ho\/rUP92dc04vP4nD\/APJ\/izLJW\/wV4\/Q4HG\/wLxXyZqeHXAY4vR0tNHLFFiGHNdEIpXcnHUU55NjJI3hpOrYYyCLgOztda4cmPFFxWvwWf90MRkhEkbHspaWGTlqiaaZpi00APNc5oAv+EzOLQznTqvw+OUASMY+xu27ec09LHbWnrBWFBg8THZmRjOebm1kmN9A0SPJdY9F1i6+L1e5jhxy0LOPvfATA6dzI2h9s5L5H28XPUPfPKG9LQ6RwHUE9XpUwOY4te1zXDa1zSxwvqLtcLjQj0rzWvJtu7OBOTlJuW99SP45gUdbS1OFyyNgfNP33QzP0hdKdZYnEfLDjKMu0tnzAOy2UC4D9z\/UUtTHU4lNSwUlM9srnNn5R0phcJGMYCwZWOLRcnnW0AJOnXcSw27AJYiWSC4EkXMeOlmcWcNRqOkLXQ4FA0hwjaS3xcxMgb+TEhIj8y2FWVtbndocZ6umoTi20hxBVGaWepLXNFRIHRtcLPEUTGQwZ2\/Je4MLyN3KAbloeJ7\/n7fylX\/g1Kk6jPE42+Pt\/KVf+DUrLhpZnJ9xThlV1cRKb5\/ctQw6jtT9N4IbalOLqp6gUJQkQFBJkFkFiEoSwMkiS6EAqVIEIDXpQkKAoKmbQgFIlQgEqEIBUiUIUkiIQhSQCEJEAqRC0XD2adtLMaUhs4jcYyWh3OAJAAeC25tbUEKAjkHGZgZppyAPvcl3xG2liRnjv85hNrfNLTvUJrn3+N\/VdRB3G5iFQ9kNTUOkjMgBjfSQMyvGZg57IRJG9riWnK4aXB2lP34wDoeaevxfM7d51wsXQSnePM9Dg6t4e9y0HMkQJ2pxktp+z9a17am+\/7dOr43pJqvZt+y+3VauRmz1iQleAD2bPgLUVsIJvqf7RHTfoT+eoHo+zb9u5a2SUE7T2X0WaELFJV7mwwihbtuQQLjbbTbzRtUgwhz3HKcwAJFiLG412naothtflI9BO22zo3qU4TWtPO7O223p07FWpBmWFZG0qMHvt5xI6NdNgaejavbg\/AI76fB6F6nFQdQNPb7E6wSkfPI1kbS97tgHYSSSSAAACbk7liyPYs6itdkh4MYcZpWsbtcfMBtcT0AC58y7jBEGtDW6BoDQOpoDR7AtDwK4NimZziHSuHPcPFAGobH+LsJO8jqAEgXdweH6qN3uzz2MxHWy02QqRCFuGmKhIUqAEhSpCoBgkKyKxKkAgpLpVUCIS2SISIgIWq4VYwKeF0mhd4rAdhe7xb9IGrj1NKPQrUqKEXKWyOfd0GO+oG0UNjNyschuTlBaHNYzmgnlHcrewG4dOkIwjAZaONtNNk5WO+bI4vZ9+JqGgOc0XIbK0HTaDa41PUuLfBSb1ct3PeXFmbbzic8h\/GcbgdVzvTrhVwLE8plbJkc4AOBZnaSwBjS0hwscrWi3UqycpQt33OBiaNfFUc9t3dR7I2f8A9OWrOGUtIc02c0hzTvBaQ5pF94IBU4+5u\/8An2fmT\/nWr4T8EHU0fKGVr+cG2EZaedmN7lx6FhcGjkz4fiKac3GyWt7r7mxbwkpaloFZGWyAWErAbeYsOZvTlIc1Ec+GQ85okncPFa4OcL7tJGsZ6QVybEuFLY6htPybiXGMZs4Dfv2W3NtfTMvbhVwhFLkuwvz5tjw22TJtuDe+f2LKoTbWm+xsKvXbjeEZSa0k0r\/b1Jnwo4QPqXAuAa1t8jBqG5rZiXfKccrddmgsAtOnPA6k77dE0HJyrM4JGfLePlrEC19NFMvubv8A59n5k\/51iyyZrrDYjENzSza6u63IImXAng9NQ4pFXTZOQfysjcrnOkLKuOSMGxYBmZy13Nv8mwvcFdKZxbuvrO22+0Jv5rv2qVYvwejkpxBsyNAjcdXNMYysJO+9rHpBKy0s8L2OjgsBiaeaVsrtpezuSWGUOAc0gtcAQQbtIcLgg7wbr0C53xWYw5jn0cujmFxjudQWk8rGOkbXjqzdS6IArxldHewuIVemp7dq7HzQqUIQrGyZJQkui6ECoQEIBQhIhRYDBKkSqCBUoWIWQQgVCEKRcUIRdIpJBCEIQIlQkKEAmdQb3BTmRyZSFQyyKi90xwG7yqu+42\/eJ3ZjYWbHUDnEaeK2TLmH4wf0gKJ09U2RgcN4\/b9auNw54Pw1tPJTztzRyNyuGxw3tcx21kjTZwI2EAqlfCHAZ8LqnU09yw3dFKBZk0d7B7LjmvGgez5LjvBa52liqWZXW6Ojg6yi8r5jhri03YSOq+mlrXbuWf7pPHjNv1gejRe0TARcbDr8dCXkfjeud1nadPqr7DSSuv1exeZf1j0p2+j6vR+tNTht9h+PNsVlUiyrpMyheRv9J0+LfUtth0pJtrbovt8w1KY0mF67D6dNVKMCwwAg6faqyqRLwoMfYZE9xF72HxoF1\/iRgHLkgeLE83tvzRRbexzlz6jjAHxdPsM4TOpaiDk3Wc4vuCdHNGQFruolzdvQPNipVf4ib2Rkr0b03FbllEqYYDibZ42yN0uBcbwd4T5eji01dHl5RadmCEFJdSQKi6RAQAShIgoAKQpEOQAhCRQwCEWQAoAi51w6eamsipWnRts1txkHKSn+zGB7V0Zcdo8YeKqWSNnKSyOe2IHnAGRwANgecQwWAvbXXYqTZy+LVUowg9nLXwXL5G346uMD9y4YWQxsdNNmbEHg8hHHTiMPc9rCC8jlI2huZu0m\/NseO\/d5xPpo\/VD\/AKqd90rBUtfRmpex7nMnLQ23MGamzg5GNF9W7L7Nq5jguDyzlwiaHFoBN3BgF9Bq46k2PoXSoxh1alJepkliHbM7xXY9LeJ0P7vOJ9NH6of9VMcb45MQnZycneuXMHc2mLTdtwNTIdNSo9+8mq+Y388z\/Mj95NV8xv55n+ZWzUP5fgYJYunJZZTTXZc1tbjEj5hO7LnBYRZtmXitl5t\/xelemPY9LUZeUycy9srcvj5c19TfxQn37yar5jfzzP8AMj95NV8xv55n+ZTno6O6022MSq0FZ3jptqtB3wc4xaumMZi5C8Tcjc0JeLBnJc4B4ucqkn3ecT6aP1Q\/6qiH7yar5jfzzP8AMj95NV8xv55n+ZReh\/L8C9PEUaatGSXPRol\/3ecT6aP1Q\/6qkfF1x51MlVFDVsgdFNIyIPjjdDJG6ZwjjcQXubJHmc0EWBAJNzax5NX8FKmNjnuY3K0XJErXEAbTYG5TPgy0mppw02caiANO4OMsYYTodAbHzK2SnJPLZ+BsU8Rm1jK5arjHpzBPDVR7cwzbgXxWLcx\/HYC09TD0rptJUB7Wvbq17WuHY8Bw9hC5Hwynq2R8jVZJGucHRytAFnM2i7WtvzXOFnNB1uDop3xY1OejivtYXs\/6HHKP+lzVyoP3mYMHWXtU4pNXV7Pk+fruSYLJYhKsp2DIJVilSwFQhAQAlskRdQDXrJYrIKoALILELIIQKhCFIBCFi9wG1SDJIm0tYN2vsH600fMXb7dQ0VXJE5R\/NUtbtPmGp\/V50xmxF3yR9p\/QPatfWsy7\/NtPoTWDF2t8Y2PYR9Y2KmctlJHG+7QekA9eu1N5V44PXCRpI0sbbdx1afrHmTl6sBs5QDjd4CR4jTuicckjTnhltcxSDQG3yonC7XN3tcbWcGkdBcF5SsUFloUVijmpZX087THLC7I9t7gEc4OaflxuBDmu3hwKkFPIHanTrtp+pds4\/OLc1kffNO0d9wN8UCzqiFt3GL8uwlzmdOZzflgtr9hFV8fq3di5GMo5XdHewVbPGzNyYbdm7W\/1JYoQ7T7LFOIdRp+lZRNF9R7PR8da59zoKI5oKAafH1qSUNIGDpPX8fF1rKFw6Ru7dOpPamvAGlz9XnWJybMqSR7zz2BubAb7\/F1EqCp5fE4It2R\/XoHRvcfOGEede+NV1xtv9Q2bBfQqL8W1b\/xqlO53KM6tY5Hj2sC3sHSzPXsNPG1ckVbtLfcFpjFYbt+u39J0U2a4EXGwqCwM0BUjwSq5vOIA6z9hXbp+7oedqrNqbdKkHSNR1G4SLYNYVCEKACRCRACRLdIgCyEiVACRCAgFauO8Ws7W1MZeRzmua0nc97bDXpIzN\/tLsTVV3jDxGSkcxzQCGyyRPYTZrreLzhq1w5N1j1nQqjg5SSRxuJ5utpOOtm\/o\/obfuvfwtD+TqP71KoHxSHnT\/RZ9ci2fHhy5jw2SdziZqd8jGOcXyRNk73flkc4A5rOZputbctZxTeNP9Fn1yLdqf+v\/AH2mPiEnKhJtW20fii1mHcUVK6NjnS1d3Ma42fEG3c0E5QackNudhJ7VhjHFfh8Eb5pqmqiijaXPkfNC2NrRtLnGm7BbeSAuj4R+Ci\/Js\/utXI+6jxqrZBFSxQx961x72qap7OUFOamSCGHKA8BhIdKc7gQCG2IdZakKSk0jd9gw6jfIiKY1XcH4nUjW1lZP32WhpglppBCHmNjXVzXxNdSgmTxXDMMj7tGUrpDOKGjN7TVZtobSwkgkBwvam0NiD2EKufC3hVTUNbLQR4ThstJTy97yMlouXxapyWZJL38SHtqZCS6PKLNDmWGy3Uu56ipcPxbFcMa+odKZWuhu5z4DBBG2QB9tBUx98NjMjvGDGgWsQs08NFRul3lI4LDt2cET37jtJ\/O1v5yH3ZH3HaT+drfzkPuy6PdCwZI9hm\/d2H\/IiqfHlgLKTvmGNz3NEAcC8gv57bkOLGtB1B2AbVw3gd\/G6T+tU3+NErEd0\/8Ahar+rM\/ulV04LMJqaYNNnGogDT0OMsYYfMSD5lt4PSMvE5+FioTqKK0UnoW+41J2inym2Z0jcg33YSXkDoDSRf8AHA3r24mnfwV\/VUPt+bpj9pXC+MvGKtleKN5JdnhvMXl5kikyyHkQQOTj8dp62O2LvfFLBlpAfnyPd6MsX\/2lqZGpJvmi1JznjVOSy+69Odl2+bJelSJQsh2xUJLpUApQhIgFRdIlUWBr0oKxSqgMwsgVgClCEGRWLpAktdM6qXcNiMskZy1e4fXZNaiRw1tp03v6ehYlqQPLdno3fqVGWSseEsx6vR+lNJpXdPsCfvYHAuZ\/ab0FM5AsbLoatqDvXnUwNfoR8fYkqWpqJ7KLk27B7wYpjHKQCcj22sdzmc5uvRbOP7SkxUapqjY7eNfRtUmss0dij1PMhYFq9i1azFsbgh\/CSsafm3zyHZsYy5O0blIQ4kjuq790DwC5CQ18DQIpXgVLRsjmks1krW7BHKbNd0SEHXObdKxzjUYzSKnkf+NI8Qs8zWB5PnyrwwvhnFXMmpquJrI5o3McWSEgNkBa8u5TxbXuHDYbab1hqxjONmbNCUqcsyK9YZN6P0J6+SxXvivBCemc+2SpgZc98U8jKiLJdwY6dsLnGldYAuDwACdCRqmZNwvP1IOMrM9LSmpRuhyzELfH6NibT1xPZ+lMqoaJjPOojAtKVj0xKo09K8OK2iJxSlI+S97ju0bFNv6LuavCQXXT+564NNfLUVT2tdybWQQ31Akqbunc0D+UbGIwDuEzuldHCaOxzcY7xuzvNC4vBDbBrRcuPNaGjVznuPit0T2nma5oMdyxpIcSLOcdAX2OyPSwG0Aa6krX8IqdzHck0kRgAWGmY2u4yEeOb30Og3BPODQy6ekdu37V00rHHe10bGknLSLbNhF9CD1Ld3103eY+haeeG2zZuWVa83a8X5zRf6TOafZl9Kvexikrm2ukTCnq\/jcnQm6vQbH0HapUkUcT2SErBsgOw\/Z6QdhSq1yoqRKUiAVIlSIAQhCALri\/GdwWjlq2xSnLFLPBMTbQtMjW1I6i60zerOCuzlRTjMwflYeUaLvhu6wGpYbcqPNYO\/sHpVZXWq3RocRpuVPNHeLzLy3+ByDuux99ofyU\/UPHp9ignFN40\/0WfXIt73QWMcuKAm+dkUzHm20h0GV195cBc9d+paLikHOn+iz65Ftzd8Nf+9zRx1WNShKcdml9C+GD\/govybP7rVEuOrgG7FaQUrah1OOWjkcRHyrHtiJuySPM0utcPbZws+NhNwExwzjVo2xxtcJw5rGgjkQQC1oBsQ\/UXG1OPutUX\/uPzH+9asaiTumb6xuHcbOa9TlEWA4ya99OKTC556ZgMGN1uFyRySMjbAIHCojzxz1zOVDRdriDC8kmxJxo8FqsPp6KCeWKnxLE6+oFRUR08ddXTU80bnTRurp4zHBVOeYQxjLgvdGRf74F1n7rVF\/7j8x\/vWm4bcNcNrqaWlm78EcobmMbOTlBifHPG6N+Y5XB8bDsI0WX2hPexHteH5VF6nKeJvhLM2Wjkp4ayJhqf3LFHV4tLLRmOZr66eanM7GZK+lFJI18ZaWk1UbW5C6ytaFwfg9U4PDUOqXuxCrkBjNMa0uxB9GIgQW0M1TI6SMPcc7iXEktZ80Kdfdaov8A3H5j\/eq1asZPQmnjaCWs4+pyfun\/AMLVf1Zv90qvHAr+OUf9bpv8eFdz498cjqu+Zow8MMAaMwDXHI2xOUE2Fz7FwvgbIG1dI4mwbVUxJ6A2aEuPmAKz4N+7Lx+hoYWcZTqST0zPUsfx1YLG6qpKgfhWRysIAuXNcWiC\/wBF0lRb6R6F1jg9QcjBFFvYxoP0tsnpcXelc84LxGtrXVDgeSiIc0HZzf4uz6WhkPWD0hSjHOMChp5HQyz5JGWzN72nksXtbIznRQlrrh7ToTtt2asLyd\/JG1g31tSdd7PSPgufmyUuOnwfZvVceNDhjUz1UsTJJWRxSuhZHG50eZ0TjEXPyG8j3ODrA6AEWAN72Eo61sjGyMc1zHtD2uF8pbIA5hF9cttdQPToqxVp\/wCJPP8A+4O\/8orYpLc36jPKHGK6kla4yVUUgs4NlMgzNBc3nwzaSRkteNRa4dvVnOCmK98U8M9splja8tvcNc4DOAd4ve3VZc941Kug5ZonkEcwa3NemfNeIulIymOEtDrhxGvyze1l0DgjNC6niNP+Ay\/ezlcy7QSPFkaHA3Dr3A+pRN3WxsOjThTjJTzN7xt+Hz+X0NqlTPF8QZDFJK++SNpe6zS5wa0Ekho1Ow+hQ4cbeHnZJKTuApJD7MqootmK5PUKF4Zxm0EjgwTFpdYNMkMkLHE6AcrI0MBvbVxG1TNp+OzQ7FDViRghCFiQFC9GjpXm1YSOurA9nSBeJYHfsXkQka4hQSYSw2+L+kLxcnwqAduiHw31Hx2qHEtc0s0vJuDxqNjx0j9I3L0xCHY5uoIuDusdR5tV6VlPt07R9dl4YM\/M18R2s1b9B+ztsbjzhUsWQymF1rKmBbSVtiQvGVixlxjCFvosWOVoA1AAJJ000FgNu5asxrCN6vF2KtHjwhnmeNHuA3hpyD0t1\/aud4pHlOv1enzrpstiFBeFkG0jdr9V\/Qk3zMlLewwoaJkmm\/eP1HaoXjbInPeyMnJe23RxHjZRvZfZtvlvvC9sQqpiea4tA+aAD0eMRe5UHxWkla\/MyRze0Zo9LWsBYtOnT5lzK2JVSOWLt3nUoYZ03mlr3G+OGOjdyjS5rxez2OMcguNcr2EFp7CtbZ2Yk63JJ6SSSSbDpuU2j4SSxgNnjcW75GAyM6LktF2DT5QG1bWOpjlaHMLSD0ajfdaDg1qzfhUTZqK9pGhFvj9S0VQ65+PgKaxsubaecXHnCb41wQzNMkFyRqYzqSN\/Iu+U4fNO22hvYGac1ezMk4u1yM07OjX6z2DerOcSeAGGKJjhbITNLssZJTzWkjQuAbFH2RErhfFFg7qmrja0F2Tn2A2ubbkgT8kZudc7BE7oVs8Jo2wsEbTe2r3WtmfsJ1+SNgHR1krp4SnrdnJx9TTKhzi9KHdpG3r1WqwltnLfVI0aeqy1cgs666TZykbOti5twvLDpA4Fptfcn0GrVoqgZH3H6v2KJMI9pY8pXtFNdOpgJG5ht3rVRnKVUkdl9l6wzLxeb6oiQhjiWry6nUe1OmnQHcRdauvZdq2XB8547bwf2farxepRrQyulKHBIshQEqRCgAlKRCkHFuNzgM2ztPvMhuxwFzDIdg6m6m2y4JbuXCYamooJHtAaHEAG7c7HNBJa5hNiRt9JB1Gl26qna9pY8BzXCxadQQfjbuXH+Mji3Ba4hplh1II\/jEPXcalv4wuNOcN5mnPJo1eL5HExGGdBtpZqb3X5fDuOHfv7qf6H81\/uR+\/up\/ofzX+5YY9wNmiuWDlWdLR98A\/Hj2+dtx2KNLdhSozV4pMrTo4eorxSZKP391P9D+a\/3I\/f3U\/0P5r\/AHKLoV\/Z6f5UX9kpflXoSj9\/dT\/Q\/mv9yP391P8AQ\/mv9yi6fYThMsxtExzuk7Ix9KQ80dl7qHQpJXaREsNRiruKRssS4Y1EjHRuMYa8WdaOxsdtiSbXUp4quA8ksjHuYc7tYmEWy\/0s3zGtGo6Nu2y3HFxxZOe8GwlkFiXHSlivsJJHOdvBIvpo3S6sXwT4OR0rLN5z3ePIRZzupo+RGOj03WnOrFrJTVlzf2MdGl13uUllhzltfuX3HXBvB2U8TYm7tXO2F7z4zj0bAANwAG5V445f+ZVWzbFs2fgKdWXKrNxzf8xqu2P\/AAIFNFanYlBQiox0SJ33P3CYua6jedWXkgu4jm3JmYLbcpOYDXR79LNXOqo\/8Td\/9Qd\/5RW94e4W+gqaerg5rZAyVtr5Wysawzxu\/o5A6\/WJHgeKozBViWubKAQJawSAbXATTiQC+wuGayypbtEN8iU90H\/Hxrf+Dxf3p7rrvFD\/AMvpfyZ\/vyX27N3o6lyPuhP4+P6vF1\/KnH2LrfFGP+H0tr\/g\/wD\/AFJt320HR4+++lJfhReP4mbnhRTGWnnjt48MrLXtq+OQbN4NwN+1Vw4KxARhwtmcTd28ZSLAncLG\/Xm6rqzzxvsT06aC++1r32j2WVauLzgI+skmZynJRwENc\/JyhzOL2sAbnaDpG8k3000N1WOx0MBjFhayquObRpa2t3hiEQfEc2oyc0k5rEDaXf8ARfp7ND3niymc6hpC8kuMDNpuSGgNaTfflDPgqGYTxJwMcDLPLM0fyYjFMx2+0hD3uynTxS09a6lTxBugsGgAAAABoaLBrbAc0bhuUSatZGTiGP8Aa5RnlytKz1vf4LbkMkJLousBoC3WJKUJCpBg9eZXo9YFCTEnpSNuNht1bv1IcsVBJm6qHytOvd5nefetTjTORcyob4gOWToyS6E9l7O7WrYPPT8eZeTMoBjfrE+7bHXIXaWvujPsPbpV6lloYYvDvH6dNyYOC2lHAWx8m43MfMudrmj8GT15bA9bStcW2NlRouhreyZVotruWzmjTOoZcEKrJRrm1J2LTcKnDk3a2zNd5rgj7VsHDXsWh4axnkySbD4GnWdio3oy8V7ysQOOuY7S9jsts13jt6141NOCOn2\/H61F8TwrM42e9p6WgC1jprvPsSYdTVMThaZskemZskZbLbeWvYbEjoIF+pcOdOPJnejOXNG8fSNP4p+PSmJpHg9XTuKe1E43frTd9du0NvN6b71hu+Rsxs9xu5xafiykGD1uzWxH2anzLRubm19m1e0MRab+zo8+9SX2O48QtDSsfVPa3LUz2duyZWgiUQttzX5i57unlLjfab1T8pIXBOCuKOjex7HEPY4OadoBHSNhaRoRvBIXTsF4UmouJAxsg15twx46WhxJa4bxc9PUutg8Usqg9\/mcTG4VqbmtvkTyA5mHq+CtdIdV6cHJr5m9Xxom07rOI610lK6OZbU3mHO0TXGYri698NOi9KoXUvVFeZqMGq7Gx2HRO8Sp9brSVzcrr+foUgoZhIy28D9qonyLNcxlC5OGBeOVOYWqUQZTsu0r34NghrghrdCs8MaQDbaQbLIkVZ7yNvs3bV4r3i009PbvXlK2xVyjRigJboCECJQkXMeOzjJmw19OyKKGTlmSucZC8W5IxNAbybht5Q7ehbmAwNXG1lQoq8ne2ttld\/BFoQc3ZHT0Kt3hC1fktH\/1S\/6izh7oeqvzqSkI6BLKw\/8AU7Nb0L0D6FcU\/Iv6o\/czey1Oz4o7Xj\/AyCclwBieflM0aT0vjOju0WJ6Vz\/hHxUPfcmOCfrBEU3peWkdgeVvOLTjfpq94hcx1NUO8WN7xLFIQLkQ1Aa3M+wJyua0m2l7FdJXnMbw6tg6vV1ouEv71TWjXejl4jhlNyu04y7Vp+hWOv4odfwFaz6A5UeYmN9x503h4otfweIHq5LKPOeQ+1WkSha+ap+Zmv8Au6X+7L4Ff8E4nTcHvYD8aeXMPzZcTf8AsLo2AcW0bLcs\/PbZHGOShHUXDnEdmVTtKFVxvrJt+JeHDKSd53m\/5n9Dzo6VsbQxjWsaNjWtyt9A39a9ghKFJ0EklZAQq58b+Ezvr6lzIZ3tJjs5lO97DlggacrmNINiCNN4KsYsgVeMrMiUbkX4TcHRV0QgdYP5KMsJ2smjYOSJB8UXOV2w5Xu6lX\/A8BqW1EOanqRlnjzfwaTKMsjM13BtrCx1vbfdWpCX0qYzsRKFziXH7waqJJ2VEUUssZibG7k43SuY+N0r+e1gJDC2RtnWtdp2aLnkVFXAANjxAAbAIp2tG\/QNFgNdythGLLO6sqllaxDp3dyv3FLS1Ta2LlRV5HRzeOJgwO5N4bnMgDWu2WJPQui8VFbyjZiWNjfyryQ2kNITG57m07n\/AHtolfa5uCdovYlT26xcL7fr+LFa84KclJ7r9fuZYTyxyitKAgBKrkGrRdCLrGDIJCgFBVgebisSsyF5lCUYuWKyKxKqSYleUrAbg6g6enavYrzc1VZc9KF9wL7R97cd5y86J1+tpPnJTHEY7G69HPsfpc3+0274vaHN\/wDkXvWi4v8AGuxQ9UOYxAuExqWJ3TncsaliruStCN4hHZwPSozxlzBtOCfFDhm6gN5A2gGxPUCphiTNOxQvh4c8RbuIsfPYFYKi0aM9N2kmiAugYdh29d9uixkiA0Px2qE4RhL3OcDNK1jXEBofqbfjOvlaOjqOxTDBsOytyh0jhckF7877O3ZiNGi3tXFq01B73O5Rm5q9rBPTMtcbbbL\/AB0rW8jrv8\/tTyqBBsCfi6xb8bwsKNs8WNt+346E9ibcdnx9hXhyfo6Pb5ksbes29FutCEP6F1tFJsKrbEOBs5p07R9h+1RPPrpft2\/sT2hqSPi\/wVMXZ3E45kd44HVwc9pGxwv6d3m+xP8AH22eufcXGKc4NvsNx2Hbr0bD510nhTHo13x8fpXoKE89O55nEU+rqZR5gUl2pzIdVrODElxbtWwn2rZWxge4xxGnzDrWuw2csI6AfMt0mc1LmzjpFx5lWwTNhUMBs4bD9aygamPB+puCwraQMsbKy1IZ6BmhWUBtf6J+pLKbAryp3aO+ifqKyEC069Z\/aPj9C8IpDYZRdx2DYAPnSO+Sz2ncnVNFYG5zE+M61r9TR8lo3BSirGpQlcEIVECrz3W\/4ah\/JVH9+mVhlXnuuPw1D+SqP79MvU9Df81p+E\/+kjYwv+IvP5HGMLo3SyxRNyh0skcTS4kMDp3tiYXloJDAXi5AJtfQ7FKOMHi3rMOax9RyDo5HZBJDK6RgfZzwx4ljY5ri1jyObbmHVRzg\/WCKeCVwJbFPDK4NtnLYJY5XBmYgZiGEC5AudoXROOXjXbiMTIIoZIomyCVzpHNMznMbIxjQyMlrGDlHEnMSSBsAN\/quLq42OMpRoxTpO\/WN8uy2t7+TOjJyzK23M5hFUOjIkYS18ZD2OG0PiIkYR1hzQfMr4UU2ZjHbMzWut0ZwHW9qp9xU8BJcRqGtDSKeNzTUSkWYG+MY2E+PO8CwA2B2Y6WvbXhLi8dLTy1En4OGNzyB4xyDmMZf5bjlaOtwXiOnlanWrUcPT96or3S397LlXi7bfc1MY02orcd19ZHE0vkfHGwbXySNijHa95AC0VPxgYa92VtdQlx0A78j1+iS6zvMqj8NuFU9fMZqhxOp5OME8hC07GwsOg0td3jOIuVo1mwv7P4umnXqtT7IpWXdd7\/AmOCVtWX5Y64BFiDqCDcEHUEEbQm+IYlFFYyyxRXvl5SVkQJG3LyjhmIuNB0qq3EdxhyUM8cEjyaOV4Y5hN2wulOVssN\/wbQ5wL2jQtzG1wLzXutsPle+hcyOSRrWVIJZE6UNc51IRmyA5SQ3TpynoXCn0UlR4jDCVZ2hJNxnbeybtZvfSzV+Zi9mtNRb07TjTuF9c\/nOra\/MbE\/w+dmp22ayQBvYAFZziN4VMfhtOamrjdOTM13LVbO+DlnnZFn5V+dxyBgBOpFtqqWFm3D5JAckUr73aMkTn84jQZmtNnaj0r6NxvgNDH0FSuqVmnmUV2NW5aa\/A3atJTVti\/aW686cHK2+2wv22F16BfC2rOxyBbrJYhZKAKEqRKgFQhCEAClSJUJNWhIlWMCtQlaUhVkDErBwWZWBKEowIWJCycsSqkmJCRyzCRVZZGuxW+RxHjNGYbySzntt0m7Qs8Lqw9ot4rhcdFnAPZbqyuavaYKM4dVlpc0ixY5wsBYWjeTGR9KKaA26lF7E2NzK2zllOF7VjL2I36+leUmxRawZqq6K4UF4RU1w4dvX0roZF1HOElDcEhYpxujLTlZnCMOpg2aRjiAS7My+gIcNbdNj9YUki5o5pGoI6j+ta\/hng1ydNhuNxHTY+hM8BqCXclIdf5N5+V0ted7rDQ7TrfWy5eIwzd5r0OxQxCVov1PSpiHn29K8Yx5h7NU8qqa+ul\/jdsTRwLTY\/F7a6fGi55v5hW\/HX5xt2lI91tn6vMOlZgX2fH6d6V7NOz40S4uekbOj42LK9un07fMvKnlsLdHn27LfG9JP8a\/apRdSN3gOJmN7Xg6tINtl9dQb7js86sHDWNqaVsrDcFt91wRo4OHzgVV1lRbbYexSvgVxkMoC\/lHGSF7SXQtezl3EDmGnZK9oMp8WxLQbi50BHQwNZwllezObxCgpxzrdHcuCZ5xHx8ardVm1RTixxiOqa2eIuyOuC1wDZY3ttykczASGTMOhAJGmhIIJlVQ65I6F2Y7HDluYWWA0cPjavaEbljVMUkGsxGPk3hw2EqQwPzAOG8JjjEOaM9IF\/Qk4KzZmW+apjow9h1iklhbpXpA0BhJsNN+zXTzplXuzPt0JMeqQ0MZqXHnZQMziBcN0GgF82pIHNVr6lRzDPuGzed53XKeQlaehBJ51gNwzXP8AaI0HYL9q28HVb0qyIZjVjW\/T9i8U7qwLdf6NqZqSoKvPdb\/hqH8lUf36ZWGVee64\/DUP5Ko\/v0y9R0N\/zWn4T\/6SNjC\/4i8\/kcbwSi5aaGG+Xlpoos2XNl5eRkObLcZsue9ri9toU841uKiTDYmTcu2oidIIj\/BzTyMc5r5GXbysgewiNwzXFjbTXSBYPWmKaGYAOMMsUoaTlDjA9koaXWOUHJa9ja6mnGfxoz4kxkToooYmP5TIx7pXOeGvjaXyOAu1okfZoaNXXN7C31XGLHPGUeoa6rXrL28rf6r+GnadGWfMrbcyK8F+EE9HM2enkcx7doueSkaNrJ472liOosdl7ixAI7\/x58IRU4HDOwFrap9MS29y2+aocwkbS2SANv0tVbFYis4NyScGI2ZTykcTatrbHPkbK+qsG7cxgkfYda5HSOjh6eJwmInZSVWMb9q318Gl4X7zFWSUoy7yvUMWYtaDYucG322zkNuR0C9\/MrQccvAWijwqbkqeCN1Kxr4pGxNbN97ezlA+UDNJyjcwdmJuXX2gFVbPxY2PmPSuk8M+OKqrKPvR8cTM2QTSte4vlETmyACMgCHM5jC6xdcXGgK2+OYDGYjE4aeHlaMJ3nrbS8dbc9E1bv7y1WEnKLj26nNZRcEdR9qvXwUqjJS08hPOkp4Xntkije72kqjuHUD5pGQxi8kr2xsG3nSkMbe24XuTuAKvZQUojjZGNkbGsHZG0Mb7Ghec\/aDUjahD\/VeT8vd+vyMGNasihFN4rfoj6grR9ycf+Hy\/1yT\/AAaRVcpvFb9EfUFaPuT\/APl8v9ck\/wAKkXY6cf5a\/wDlEy4v8HmdeCySIC+NHLMglBWCyCAyShIEoUEC3SpAgFCRUqRKCgNUhY3QsYPVuxJZKN3xvKxKsgYuWLlm5YFAYFY2WTgsVUsYlCUrEPUMsjCUKD8JZsk5\/Gax\/brJDJ6ByfsU7coVxkwWYyXc1+Rx6GVAya9HPEKpLYvE3vBysEsDDttmYe2Jzoz\/AHL+de8uxQviZxLPHURk6x1EhtvyyE206Lsf6VN6gItUQ1Z2GkATbEIrp5FtWFQ3aoIOecJsGvcjb8e1c3x7CSNba7dNumy3WPsXd6uC+5RDhLg2YGw86xuJnhM5tQ1ZOj\/GG+1s3Rf8ZZ1LQdie1mFlrtnXsWqqAWnp+vq8y52Iwl9Yeh1KGJ5S9RWRW+PrWLzbb+peLqiyGPzfGvmK5rg1ub+ZPY9DT79nVb4umVfOWC52fG\/zJ7JUkandu\/T16BRPhniwbGXaX2AdJN\/Q0AEnsV6VNzkkY6tRQi2zR8JeEZuWsvmsNLWHPvr0O8Xp+22ihY7V17uO07XG+2xOwdW\/0BPMIwhz\/vj3AE7jcu69Nw0Ho6k9lwp42Wd2Gy9BSpwpqyPOV68qru9uSJVxK8ZEuG1GcDPE+wngvkbI1tw18RtaOpZuIFi27SNhZcHgbjcNdEKqnfmjcS0tcMsjHt8ZsgF7OF2noIcCLgqglRTObrZwtt0ta28dCst3E9Q93frf5MiJ1rc0Sx3a5w0sHOZJENv8ns0WdbmJMsEYN\/2hYzx6bE9c2wsvMLJZC54lvMP0T9RWp4JusXjqv6LqQQ7UssYuTYX6bC\/nKWIuajDhd5PQm1bUNfIdhtzekc3b\/wB2ZbeaFrI3uAsQ02sSBmOjbtvY6kbVE4o7Wt8frVZaFlqSRjLWt9ScUVWL2OnamOHzXTqamvqNqtEM2M55p7P2rXJzTSXBB22KbKSjBcs4+OLuoxE0z6d8AdCJGubK90YImMTmlj2Rv1BjIII+UNdF1MpAVu8Px9XBV416Nsyva6utVZ\/Bkwm4O6Kv\/cFxL51B61J7qsm8QeJfOoB199Sn2ClVn0q9J\/5zxL+T+n9TP7XPuOJcB+IKON7ZK2Zs+UgiCNhZTuI1Ankk500ezmhrL21uCQe3NHZ2W09HQgIXn+I8VxOPmp4iWa2y2S8EtPqzDOpKb944VxjcQ+eR01A+JmclzqeUlkTS7V3e0rGuyMJueTcLC+jgLNEGh4kMVJsYoGj5zqyPJ\/8A1lz7f2Va9Ku5hemnEaFNU7xnbROSu\/VNX87maOKmlbc5lxQ8UkeHu5eZ7Z6qxDSGltPCH6P5AO5z5COaZHW0uAG3dfp6QJbrz+Nx9fGVXWryzS+S7EuSME5uTuyqTuIbFG2AFI+wAu2rsNNNkkQPsXcOIfglPQUj4ajkxI6d8oEcnKtDXMgYMzso5143aC+5T4FKF1uJ9KMZj6HUVsuW6eis9PMy1MRKasxUqRAXnTAKlCxulUgzSrEFZIQKgJEoKMC3SrFCgk1SUqk3hbYt5PhPq1T78k8LbFvJ8J9WqffljsC742D43lYlUkHdc4t5PhPq1T7+jwuMW8nwn1ap9\/VgXaKwVJ\/C3xbyfCfVqn39J4WuLeT4T6tU+\/IC6zisCVSrws8V8nwr1ap9+R4WWK+T4V6tU+\/KCbl1LpHC6pX4WOK+T4V6tU+\/IHdY4r5PhXq1T78liUy6JuE3rIGyNLSAQ4EFp1aQdHDVU3PdZYr5PhXq1T78vN3dW4r5PhXq9T78oyk5jr3F\/WupcSqKd925idHAtOnPjdrtDgZCDsOZdtfqFRjhJ3QldUvilfT4a2WE8yRkE7ZcpveN7nVZzwkm+UjQ7LXN9y3uqcUAtyGF+r1HvqpGDReU0y4rBqiQKnI7qfFPJ8L9XqPfUh7qbFP5jC\/V6j31TlKZkW9mYtXWRKqju6jxT+Ywz1eo99XjJ3TWJH+Qwz1eo98UODJUyxmNYeOhQqqohntb4v8AsXH5+6OxFwsYMO\/MT+9rWS8edcTfkaG\/5Ga3\/lKjpMyxqpHasVoA1pNgfb2W6P1qGOqiAXbLX2HTm\/sKgldx21sgsYqIDqimB816laGTjEqC0tyU4vfUMfcX6Lyqk8Mp\/iRkhi3DZnVKLFmStzNeDYkEZgXAjc4DYVEeHOKMFmDnO5xOtwM7JoHNcNzssjj25etc1p8Te2+U2uLEgkEjbZxB1Cx\/dB3Q30H9Kijgo055r+BFbGyqQy2JlTV5yh7TpoHD5jzsuP5t9i5p2HUbWlbKlxkjb9a5\/RYq5huA07QQQS0g2zNcAdWmwPUWgixAK9G40\/oZ6D\/mWy4I07s6RNjgtZrSXdQzWucrQG7XPcS1rWjaXAb1dbuf+A\/7m0LGSD+EzWmqTfNle8DLE07OTibZulgXZ3W5xXz64H8O5aOeGobDSSugeZGMnjkkhMouIpJGxzsL5I8xLNbA62J1XXfDAxfyfCPVqn39WjFIm5e1zbhMpNDYqkQ7sPF\/JsI9Wqvf1jP3X+LuFjTYR6tVX\/8APVhcvLCspVRVvdeYuP8A0+E+rVPv6XwvsX8nwn1ap9\/QXLs8IpbRgfOcPQ3nH25fStCGKnWId1ji0hBMGFiwsAKeoA11J1rTrs9CxZ3VuKj+Qwo9tNUX9laqvUsmXSohb46VuKdyow3uscV8nwr1ap9+Xs3uucWH\/p8J9Wqff0Qui8xZvXjOyx7dVSQd2Bi\/k2EerVXv6wl7rzFz\/wCnwj1ap3\/\/AM9WKtl2ShUj8LjFvJ8J9Wqff0eFxi3k+E+rVPv6EF3EoVIvC4xbyfCfVqn39HhcYt5PhPq1T7+gLupSVSHwuMW8nwn1ap9\/QO64xbyfCfVqn39AXfuhUh8LnFvJ8J9Wqff0eFzi3k+E+rVPv6Au+CglUg8LrFvJ8J9Wqff0vhdYt5PhPq1T7+lwXgCUFUeHdd4t5PhPq1T7+l8LvFvJ8J9Wqff0BeIJVRzwvMX8nwn1ap9\/SjuvcX8nwj1ap9\/QF4kqo54XuL+T4R6tU+\/o8L3F\/J8I9Wqff1NwXlBSqjXhf4v5PhHq1T7+jwv8X8mwj1ap9\/S5BeVKqM+F\/i\/k2EerVPv6PC\/xfybCPVqn39LixeZKqM+GBi\/k2EerVXv6PDAxfybCPVqr39RcFdUIQoJBCEIAQhCAEIQgBCEIAQhCAEIQgBCEIAQhCAEIQgBCEIAQhCAEIQgBCEIAQhCAEIQgBCEIAQhCAEIQgBCEIAQhCAEIQgBCEIAQhCAEIQgBCEIAQhCAEIQgBCEIAQhCAEIQgBCEIAQhCAEIQgBCEIAQhCAEIQgBCEIAQhCAEIQgBCEIAQhCAEIQgBCEIAQhCAEIQgBCEIAQhCAEIQgBCEIAQhCAEIQgBCEIAQhCAEIQgBCEIAQhCAEIQgBCEIAQhCAEIQgBCEIAQhCAEIQgBCEIAQhCAEIQgBCEIAQhCAEIQgBCEIAQhCAEIQgBCEIAQhCAEIQgBCEIAQhCAEIQgBCEIAQhCAEIQgBCEIAQhCAEIQgBCEIAQhCAEIQgBCEIAQhCA\/\/Z\" width=\"303px\" alt=\"natural language processing chatbot\"\/><\/p>\n<p><p>Consider various scenarios and edge cases to ensure a smooth and intuitive conversational experience. NLP chatbots can help to improve business processes and overall business productivity. AI-powered chatbots have a reasonable level of understanding by focusing on technological advancements to stay in the competitive environment and ensure better engagement and lead generation. NLP chatbots are pretty beneficial for the hospitality and travel industry.<\/p>\n<\/p>\n<p><p>Artificial intelligence is a larger umbrella term that encompasses NLP and other AI initiatives like machine learning. Natural language processing (NLP) chatbots provide a better, more human experience for customers \u2014 unlike a robotic and impersonal experience that old-school answer bots are infamous for. You also benefit from more automation, zero contact resolution, better lead generation, and valuable feedback collection. In a more technical sense, NLP transforms text into structured data that the computer can understand. Keeping track of and interpreting that data allows chatbots to understand and respond to a customer&#8217;s queries in a fluid, comprehensive way, just like a person would. This is an open-source NLP chatbot developed by Google that you can integrate into a variety of channels including mobile apps, social media, and website pages.<\/p>\n<\/p>\n<div style='border: black solid 1px;padding: 13px;'>\n<h3>Chatbots and Large Language Models in Radiology: A Practical Primer for Clinical and Research Applications &#8230; &#8211; RSNA Publications Online<\/h3>\n<p>Chatbots and Large Language Models in Radiology: A Practical Primer for Clinical and Research Applications &#8230;.<\/p>\n<p>Posted: Tue, 16 Jan 2024 08:00:00 GMT [<a href='https:\/\/news.google.com\/rss\/articles\/CBMiNGh0dHBzOi8vcHVicy5yc25hLm9yZy9kb2kvZnVsbC8xMC4xMTQ4L3JhZGlvbC4yMzI3NTbSAQA?oc=5' rel=\"nofollow\">source<\/a>]<\/p>\n<\/div>\n<p><p>In other words, the bot must have something to work with in order to create that output. Chatbot, too, needs to have an interface compatible with the ways humans receive and share information with communication. That is what we call a dialog system, or else, a conversational agent. Theoretically, humans are programmed to understand and often even predict other people\u2019s behavior using that complex set of information. Natural Language Processing does have an important role in the matrix of bot development and business operations alike.<\/p>\n<\/p>\n<p><h2>Three Pillars of an NLP Based Chatbot<\/h2>\n<\/p>\n<p><p>B2B businesses can bring the enhanced efficiency their customers demand to the forefront by using some of these NLP chatbots. The best conversational AI chatbots use a combination of NLP, NLU, and NLG  for conversational responses and solutions. If you want to create a chatbot without having to code, you can use a chatbot builder.<\/p>\n<\/p>\n<p><img decoding=\"async\" class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' 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\" width=\"306px\" alt=\"natural language processing chatbot\"\/><\/p>\n<p><p>With the rise of generative AI chatbots, we\u2019ve now entered a new era of natural language processing. But unlike intent-based AI models, instead of sending a pre-defined answer based on the intent that was <a href=\"https:\/\/www.metadialog.com\/blog\/nlp-for-building-a-chatbot\/\">natural language processing chatbot<\/a> triggered, generative models can create original output. The earliest chatbots were essentially interactive FAQ programs, programmed to reply to a limited set of common questions with pre-written answers.<\/p>\n<\/p>\n<p><p>Today, we have a number of successful examples which understand myriad languages and respond in the correct dialect and language as the human interacting with it. Reduce costs and boost operational efficiency<\/p>\n<p>Staffing a customer support center day and night is expensive. Likewise, time spent answering repetitive queries (and the training that is required to make those answers uniformly consistent) is also costly. Many overseas enterprises offer the outsourcing of these functions, but doing so carries its own significant cost and reduces control over a brand\u2019s interaction with its customers.<\/p>\n<\/p>\n<p><a href=\"https:\/\/www.metadialog.com\/blog\/nlp-for-building-a-chatbot\/\"><\/p>\n<figure><img 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' alt='natural language processing chatbot' class='aligncenter' style='display:block;margin-left:auto;margin-right:auto;' width='402px'\/><\/figure>\n<p><\/a><\/p>\n<p><p>The most common way to do this is by coding a chatbot in a programming language like Python and using NLP libraries such as Natural Language Toolkit (NLTK) or spaCy. Building your own chatbot using NLP from scratch is the most complex and time-consuming method. So, unless you are a software developer specializing in chatbots and AI, you should consider one of the other methods listed below.<\/p>\n<\/p>\n<p><p>The key to successful application of NLP is understanding how and when to use it. And these are just some of the benefits businesses will see with an NLP chatbot on their support team. Here\u2019s a crash course on how NLP chatbots work, the difference between NLP bots and the clunky chatbots of old \u2014 and how next-gen generative AI chatbots are revolutionizing the world of NLP. Explore chatbot design for streamlined and efficient experiences within messaging apps while overcoming design challenges. Both of these processes are trained by considering the rules of the language, including morphology, lexicons, syntax, and semantics. This enables them to make appropriate choices on how to process the data or phrase responses.<\/p>\n<\/p>\n<div style='border: black dotted 1px;padding: 11px;'>\n<h3>Bard vs. ChatGPT: Which is Better in 2024? &#8211; Techopedia<\/h3>\n<p>Bard vs. ChatGPT: Which is Better in 2024?.<\/p>\n<p>Posted: Thu, 01 Feb 2024 14:19:00 GMT [<a href='https:\/\/news.google.com\/rss\/articles\/CBMiOmh0dHBzOi8vd3d3LnRlY2hvcGVkaWEuY29tL2JhcmQtdnMtY2hhdGdwdC13aGljaC1pcy1iZXR0ZXLSAQA?oc=5' rel=\"nofollow\">source<\/a>]<\/p>\n<\/div>\n<p><p>This intent-driven function will be able to bridge the gap between customers and businesses, making sure that your chatbot is something customers want to speak to when communicating with your business. To learn more about NLP and why you should adopt applied artificial intelligence, read our recent article on the topic. For intent-based models, there are 3 major steps involved \u2014 normalizing, tokenizing, and intent classification.<\/p>\n<\/p>\n<p><p>Employees are more inclined to honestly engage in a conversational manner and provide even more information. To build an NLP powered chatbot, you need to train your chatbot with datasets of training phrases. For example, consider the phrase \u201caccount status.\u201d To properly train your chatbot for phrase variations of a customer asking about the state of their account, you would need to program at least fifty phrases. And this is for customers requesting the most basic account information.<\/p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Natural Language Processing Chatbot: NLP in a Nutshell NLP-Natural Language Processing, it\u2019s a type of artificial intelligence technology that aims to interpret, recognize, and understand user requests in the form of free language. NLP based chatbot can understand the customer query written in their natural language and answer them immediately. Chatbots have become an integral&hellip; <a class=\"more-link\" href=\"https:\/\/www.laresidenceabano.it\/it\/how-to-build-a-chatbot-using-natural-language-4\/\">Continua a leggere <span class=\"screen-reader-text\">How to Build a Chatbot using Natural Language Processing?<\/span><\/a><\/p>\n","protected":false},"author":16,"featured_media":0,"comment_status":"","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"advgb_blocks_editor_width":"","advgb_blocks_columns_visual_guide":"","footnotes":""},"categories":[35],"tags":[],"class_list":["post-8045","post","type-post","status-publish","format-standard","hentry","category-ai-news","entry"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.6 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>How to Build a Chatbot using Natural Language Processing? - Hotel La Residence<\/title>\n<meta name=\"robots\" content=\"noindex, follow\" \/>\n<meta property=\"og:locale\" content=\"it_IT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"How to Build a Chatbot using Natural Language Processing? - Hotel La Residence\" \/>\n<meta property=\"og:description\" content=\"Natural Language Processing Chatbot: NLP in a Nutshell NLP-Natural Language Processing, it\u2019s a type of artificial intelligence technology that aims to interpret, recognize, and understand user requests in the form of free language. NLP based chatbot can understand the customer query written in their natural language and answer them immediately. 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