{"id":9235,"date":"2024-07-30T17:09:23","date_gmt":"2024-07-30T18:09:23","guid":{"rendered":"https:\/\/ipc.cv\/?p=9235"},"modified":"2024-11-04T06:05:48","modified_gmt":"2024-11-04T07:05:48","slug":"how-to-make-ai-chatbot-in-python-using-nlp-nltk-in","status":"publish","type":"post","link":"https:\/\/ipc.cv\/fr\/how-to-make-ai-chatbot-in-python-using-nlp-nltk-in\/","title":{"rendered":"How To Make AI Chatbot In Python Using NLP NLTK In 2023"},"content":{"rendered":"<p><h1>How to Create a Chat Bot in Python<\/h1>\n<\/p>\n<p><img decoding=\"async\" class='wp-post-image' style='display: block;margin-left:auto;margin-right:auto;' src=\"data:image\/jpeg;base64,\/9j\/4AAQSkZJRgABAQAAAQABAAD\/4gIoSUNDX1BST0ZJTEUAAQEAAAIYAAAAAAQwAABtbnRyUkdCIFhZWiAAAAAAAAAAAAAAAABhY3NwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQAA9tYAAQAAAADTLQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAlkZXNjAAAA8AAAAHRyWFlaAAABZAAAABRnWFlaAAABeAAAABRiWFlaAAABjAAAABRyVFJDAAABoAAAAChnVFJDAAABoAAAAChiVFJDAAABoAAAACh3dHB0AAAByAAAABRjcHJ0AAAB3AAAADxtbHVjAAAAAAAAAAEAAAAMZW5VUwAAAFgAAAAcAHMAUgBHAEIAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAFhZWiAAAAAAAABvogAAOPUAAAOQWFlaIAAAAAAAAGKZAAC3hQAAGNpYWVogAAAAAAAAJKAAAA+EAAC2z3BhcmEAAAAAAAQAAAACZmYAAPKnAAANWQAAE9AAAApbAAAAAAAAAABYWVogAAAAAAAA9tYAAQAAAADTLW1sdWMAAAAAAAAAAQAAAAxlblVTAAAAIAAAABwARwBvAG8AZwBsAGUAIABJAG4AYwAuACAAMgAwADEANv\/bAEMAAwICAgICAwICAgMDAwMEBgQEBAQECAYGBQYJCAoKCQgJCQoMDwwKCw4LCQkNEQ0ODxAQERAKDBITEhATDxAQEP\/bAEMBAwMDBAMECAQECBALCQsQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEP\/AABEIAR8BfwMBIgACEQEDEQH\/xAAeAAABBAMBAQEAAAAAAAAAAAAABgcICQEEBQMCCv\/EAGkQAAECBQEEBAcHDQgNCAoDAAECAwAEBQYRBwgSITEJE0FRFBUZImGU1DJWcYGRldEWIzVCVFVYdJKhsbLEFzM3Q1J2tNIYJCVIU2JkZnJzgsHCNFdjd4SForMmJylERkdlhpOkw9Pw\/8QAHAEBAAIDAQEBAAAAAAAAAAAAAAECBAUGAwcI\/8QARBEAAgECAgMMCAQDBwUAAAAAAAECBBEDBRIhMQYTFBVBU1RxkZOywQc0NWGBobHSIlFV0SUyRCMkQlKS4fBDRaLi8f\/aAAwDAQACEQMRAD8AqqggggAggggAggggAggggAggggAggggAggggAggggAggggAggggAggggAggggAggggAggggAggggAggggAggggAggggAggggAggggAggggAggggAggggAggggAgjOB3QYHdAGIIzgd0GB3QBiCM4HdBgd0AYgjOB3QYHdAGIIzgd0GB3QBiCM4HdBgd0AYgjOB3QYHdAGIIzgd0GB3QBiCM4HdBgd0AYgjOB3QYHdAGIIzgd0GB3QBiCM4HdBgd0AYgjOB3QYHdAGIIzgd0GB3QBiCM4HdBgd0AYgjOB3QYHdAGIIzgd0GB3QBiCM4HdBgd0AYgjOB3QYHdAGIIzgd0GB3QBiCM4HdBgd0AYgjOB3QYHdAGIIzgd0GB3QBiCM4HdBgd0AWMTnRJ0CmlAqe01KyZdBLYmLcQ2VAcyN6dGcZHyxq+Slsv8KymfMTXtsenS+nFd0vI5eBVT4fdy8V3Zzzjg8iw86zjL8Oudc46aere4O1m1t+Bt6uVNTYzw962e9lhw6KWzDy2rKZ8xNe2weSks38KymfMTPtsV5ARnB7hG14pzn9QfdwMfhNNzS7WWGeSlsz8KymfMTPtsHkpLMH99ZTPmJn22K8viEHyQ4pznp77qA4TTc0u1lhvkpbM\/CspnzEz7bB5KWzPwrKZ8xM+2xXjkd8GR3w4pzn9QfdwHCabml2ssO8lLZn4VlM+YmvbYPJS2Z+FZTPmJn22K8cjvjakAFPAKxiHFOc9PfdwL4eNTYk1Helr97LBB0UdmnltVU0\/9wte2wHoo7OHPaqpo\/wC4WvbYhnSJWUVu5abPbxTG1Um5FKeDTYPoSIrxXnXT33cDqcPIqWeDvrS7WTC8lJZv4VdM+YmvbYPJSWb+FXTfmFr22IMMS7E3Uuq3EY7sCHBo9nU9+XSsyjROP5AP+6LcU510993A52fBljbzHDT+LJS+Slszl\/ZWUz5ia9tjPkpLM5f2VlM+YmfbYiXN2VLuTRaRKoAB7GxHzM6eI6vfblU\/kCJjlGdS\/r33cD3rKbCooKeJhK3WyWvkprL5\/wBlZTPmJr22DyU1l\/hWUz5ia9tiEVRsuaadKUNHA\/xY571sTTacls\/JHpxHnfT33UDTrMaNu29L\/Uydx6KWzB\/fV0z5ia9tjHkprM\/CspvzC17bEA10SdSSOr5eiPFynzbfumzFXk2dLbXvuoHoq2kezCX+plgXkprL\/CtpnzE17bB5Kay\/wraX8xM+2xXqWnATlJ4cIwULxnEV4pzn9QfdQL8JpuZ+bLC\/JS2X+FZTPmJr22M+Slsz8KymfMTPtsV45gyO+I4pzn9QfdwHCabml2ssO8lLZn4VlM+YmfbYPJS2Z+FZTPmJn22K8cjvgyO+HFOc\/qD7uA4TTc0u1lh3kpbM\/CspnzEz7bB5KWzPwrKZ8xM+2xXjkd8GR3w4pzn9QfdwHCabml2ssO8lLZn4VlM+YmfbYPJS2Z+FZTPmJn22K8cjvgyO+HFOc\/qD7uA4TTc0u1lh3kpbM\/CspnzEz7bB5KWzPwrKZ8xM+2xXjkd8GR3w4pzn9QfdwHCabml2ssO8lLZn4VlM+YmvbYx5KWy\/wrKZ8xNe2xXlw74OHfDinOenvu4DhNNzS7WWHeSlsw8tqymfMTXtsfSeigtBXudqinK+CgtH9tivWWdDawSlJHpGYWNv3KzJbgLTYxjOEiJ4ozl\/9wfdQJ4TTcz82TaPRPWmMZ2ppDj\/APQGvbYweigtEcDtUU4f9wte2xFhi7ZCYbAKW8\/AI85ybpk4Mllg570iHFGc\/qD7qA4TTcz\/AOTJU+Sjs3OP7Kum\/MTXtsHkpLM\/CspnzE17bEPn6TS3R9blGePbuj6I1XrZlFjKGEcRx80Q4oznp77uBHCaXml2smX5KWzPwrKZ8xNe2wHopbMHPaspnzE17bEJnrQSrJS2APQI5c3a0w0CUIVDinOenvuoDhNPzPzZO09FLZg\/vrKZ8xNe2weSlsz8KymfMTXtsV9TEhMS5IWg8I1+I5iHFOc9PfdwI4TT80u1lhvkpLM\/CspnzEz7bB5KSzB\/fWUz5ia9tivNJ48cx9AgdmfhiOKc56e+6geix6Z\/9JdrLC\/JR2ceW1XTPmJr22NuT6Iui1JtTtO2lGptDat1amLaQ4EqxnB3Zw4OIrxZmEt8erSfhEWodE071+jl5rCUpzcw4AcB\/ajMaHdHPO8iy+VbGtcrNK29wW12MukjS1OIsPerfFjZ9L99nNLvxKq\/+ZLxXcTFiHS\/fZzS78Sqv68vFdx5xvNxT\/gNN1PxMwc09bn1+SPoQQQR1JrmzAPGPrszHwOcfUCx85gzBBABmPeXc6tYVHhBkiBaEnCSkhRS1ZLA81eI+ZysLeTjfGY4AUe0mAqPYTEWRs3m2M4aF9R2aPOhuo9ao8IdCiXO22yE744dkMw04pCt8cxHWkKo+k4yePpgzFp8SW\/KXKPHK16XXNlxR4cO2FjT6lTplAQoIHDthipCamM548fTHXRckxI8CpXDhzi+FLRlrN7njx6+lUYod6Zp9KmVlW4jj3COQ7b9OdJwhJzCIkrxmHiMOE57Mx0E3HNs+coE54843EKjDkj5bPL8fDm3cUzVjST6SpLac57o0anpswoHcA+SNSRvtxofXAcR2W79l3B9cTgEcI9lvEkYz4XhvUIOa0+LAUvcBGe6EzUrcWwopSk\/JDuTFzSb7XApyfRCamZqXmpnA5Exq6rDin+E6GgxMTEj+Ma9FvTLilEJVgeiPN235tviUq+SHnpNMkXGSpaU5Poj3naFT1LSNxGCIxNFmzsxijSJsc0H5DHwabMjm2qHqVa0m42tQSBgxzpq1pcKwjHZCzFmholyb6BlTZjxIKThQMOy5ZgmAoJbziOLP2G8niGjiFmQN\/xgyYUc7bapbOUkY744szKlokd0HqBq5gzHqmXcVgpGYFS7o\/izEA8swZj6LaxzGI+SCIAMmPpLik8UnEfMEAbCJ6YSf30xtsViZRzcyPTHMggBTS9ylGAVDMdWUudJwCT8sIQEjlH2l1SeSjC4HVka7KuYC1Y+Ex1AuRmkYymGdZn5hriFkY9MdWUuaYawFLJ+AwJTsKmu06XIUpOOPdCNmZIdbugcMx0Jm4i+ndUTGoibStYKh2x5YjaWo94WZrKkVJGU5zGs4Cg4MdwvIKDwEcebIKjgYimHJvaXlqWo1t4mLVOiQz+4xeR\/zn\/ZWYqpHOLVuiQ46LXl\/Of9lZjkfSDqyHF64+JGZlDvVRv7\/oNx0v32c0u\/Eqr+vLxXf9sYsQ6X77OaXfiVV\/Xl4rv+2MZu4r2DTdT8TMfNPW59fkjMBMEBGRzjqTXIwAc8o9ENOuKCG21LUeQSMkw6OgeznqVtCXkxaGn9EXNzC09c+8tW5LyrIPF19zBCEZ4D7ZR4JBMTzOx\/sd7HcnSattR3hULyuaqNrckLZpTDgYe3SAVdU3h1xIPDfddQ2TkbpIiUiXrKz6Zatdq8w3KSMg6886oIQyhJU4pROAAhOVEnuxDp0XY12kq3T3qvLaM3ixIy6C65NT1JdkGUoAyVlya6tO6BxJzgRZvZ+1rSbDYCdJuj11TkKOAA3NU60Vy5dR2HKGSVD\/aPfmNBWoFwdIzqA3pfS6TcVl6T2gGpu92Jo+DVCpzilqCKcoA\/W0Dq1bw90POJ3SERey\/IXKv9N9m3VrV+rOUjTGzKvcjzKt19yQlwuXZ\/1kwVBlGcHBUsZ7Mw9NQ6Lja5kqOqqJ09amHEp3lSjFZknJgegJ6wJUfQlRJ7MxdtaNoWvYdvytq2bQpKjUiRR1cvJybQbbQPg7T3k5J7Y7BORj5IpdEn5jrrs+4rLrE1QrlpM3T5+SdLEzLTTCmXmXBzQtCgFJPwiOLF8G3nsf0raK07mrjtekS6b+oMup6ReSkJXUmEAlUm4rtJHFtR9yoAcATFFdUpz1MnnZN9C0KbURurSQoY4YIPIg8COwgwesGmOcdKlbvWAKGY5o5xsSzpaVnMVZ702IsPFUmLuQUwhkFQAyI51VfZyUgDhHFRVlpQE754Q42zfo5XNo\/W+2NJaQ+pkVqaUudmgkkSsm0guPunsyG0K3c4BWUJzxiEtZ01VnOG8BYcULjZw2Y9WdoepuSmnFqOTUpJ4E5VZhYZkZYkcEqdVwKz\/IRvKxxIxxiZ0h0Rl4TEgPHeq9BlJkjAbZk3Xkj4VEp\/MMQv9sTaloWxXatv7M2zvTJCk1pVMQ8uZSylwUqUUSlLgSRurmXChSsrBAHnFJymIHzGuGo9xzS6nX74uCoTbp3lvPVJ5Rz3jzuHxRlYEXJ2vY4etxdFOVrjwatdGJrvpvRpmvUNNNvGSk0KdeTSVKE0hA47wZWApeB2I3ldwMROetyfTNNy6coWpwN7qgfNJODkcxxiU2kO39rBovMuM+NHLno62Vt+LKw+t1La907jjbnu0YVjIyUqGRgHCksDWdRZ+9b2mLqrrjTtSq1R8NmnEMpbSp1a8qwhOAkZPICMxK11Jo1WldJ4aa9zHN2jNiK\/dm607eu+5LvotZYuGY8GZZkEPJW0eq6zKt8AYxw4dsMAmRmWVFRSRiLVOlAmWWdGdM1PgYVUjz7\/AAQxWlMzsgsEDd4xTBw1iQ0pbT0qMeeBi6MFq1GdNrXrOoF+W1p1S55qTm7mqsrSmH389U0t5xKErVu8cAqBOO6HI2ltny8tmC8aXZ113HS6zMVOQ8YNu09LgQhHWKRunfAOcpzwjW2Y1yTm0ppXuY3hd1Lxw\/yluJN9Kuww\/rdaZeAz9TZAz+MLjHxsNQloo2FJjyxoNsgmqsTbbW7uHiYcbZ20Vv3ab1I\/c8st6Vk1syLtQnahOBfg8oy2QkFW6CSVLWhKQOJyTySY4bFuyUy0gcASYsO2WbTldlHZGu3XupSqGLgutgP05LqcLU1xakU47Qtay76UKB4dnhtM4hrtC7PF8bLl1Uy2r1qFPqiKzJGclJ+QS4GF7q91bfngHfT5pI7lAw2707JvMAEAHGcYEWN6kUxW2lsMSd2zbSH9QLDSZh5xsAKcmpdG7MjA+0fYPWBPIL3Oe5FYNRZmZdOUk8PiPyRKdgTBtfotNU9TrJoF+UzUe0pKUuWlSlXYZfamS601MNJdSleE43gFgHHDIMecz0Lerz6t791+zRvdng01w\/8ADENH791KlGW5OnX3cstLsIDbTTNWmEIbQBhKUpSsBIAwAOQAizXoerguqv2XqObouOq1dyXq0kllc\/NuTCkJLKiQkrJwCe6KvWQrrWM7J9DHqzLAFeq9muY7mJof8EMJtC7Ida2eLwlbLuWt0yrzU1Ipn0vSCVhsJUtSQk74Bz5p+WGxkNTtTEulyY1DulYWoqG9WZnln\/TjtG\/alVnWn6zV5yoPJSEBybmFvLA\/k7yyTjJ74lNLaWvcSM9p822FKDY5dkO5sw7Bl37VguZdrXhRqCLXVJpfFQbdWXjMB4p3erB5dQc57xCRmK408k4KeMWDdEDMJeZ1aIxwdon6J2DcXsZDGTV0KeqxJ\/8AXVZQ7MdRM\/1Y0av0LWuEtIuP0TVKyqnMISSlg+EMhR7BvFBA+GGB1Fue5v3TryQbqraUouSqICU1F4AATboAA3uAx2Rm09XNULCqzFwWbqRcNLnpZW+h0VBxacjj5zayULSccUqSQRkHhFblRsNZNANU9A7yesXU+2H6RU0IDzJKgtmaZJIDrLifNWgkEZByDkEA8IQC5F9AGUE55RdF0isrIakbGtgai3rbzNMul5+kzrUuoFLso\/NyhVNSwz52AM5Se1pJPFIiImwnso0LaB1nSLqpqZu0rTZbqdYZJ8yZUpREvLKxxKXFIWojtS0sHnxmwGn2cOj72idpKnN3LbVus0S2HV7rdarKywy+O0sIwXHQP5SU7ucjeyCBJxHQlXwKf9d12t4VHd4NCmvFre7Bvb29j07sKzbq24r4plxT2guz1Um7Wo9uL8XVKrU0BEy682N1UtLkeaw02fNJSN4qGAUgEKr9n7w1V8NVVF6mXUZtSisveOJjfznOc7\/fEAcbaM6OnaN2daS\/dNWocvctsS5y\/V6IsvJlhwwp5ogONpOfdbpSO0jIER909s6b1Bv627AkptqUmblrEnR2X3gS205MPoaStQHEgFYJxx4RYnsHdIbf0le1L0N2g64q5LduSYRTKfV6gAuZkn3SENtOuH99YWSE+fkpKvdbvANJ0m2zAxs062U2\/dPJVdMtW8y5UKcmVUW\/FtRZUkvNIKfcAb7biDn7ZQHuIAcnyJOsPZrPZ\/q01\/Vj6T0JusSTw1os3I\/yWa\/qxAs6xauA4\/dTu\/58mv68W0WPdFzP9EFVroduKqLrCbdqDoqCpxwzIWJxQCg7nfyB25hYlOwx46FLWQc9aLOGP8lmv6sQM1k06qOj+p9yaX1epS9Qnban3Ke9NS6VJbdUjmpIUMgce2PL92PVz\/nSu\/58mv68Jio1Kfq869UapOzE5NzCy48\/MOqcccWealKVkk+kmCSGkzwBzFq3RHfwL3l\/Of8AZWYqpAxFq3RHcNF7yP8AnP8AsrMcV6QfYGKvfHxI2eUetx+P0G46X77OaXfiVV\/Xl4rv+2MWIdL99nNLvxKq\/ry8V3\/bGMzcV7Bpup+Jnlmnrc+vyRmFzo1pXc2smoVFsC0pHwqp1ibRLMJXwbSTxU44ftW0JClqP8lJxk4EIcDhFgmwlNUnZr0xqe1HcNoTlyVSs1mXsi0aPJf8pm5l3C5lbQwSpR8xpISCSUOJAOY6tK5rSxDT6xdG9hjQF9c9PsSVKo0v4ZXKwtn+2KnNYAJ3R5y1KUdxtsZwClI74j5N6aa5beV3WzrPUcaN2bb3hAtWdlkqVcs5LvEBbylBQS0lQSNzIwMkgLByfKW1GRt87Rlq6eVaya7b9iabSKrmuWgV2X6h+cqvWBDDEw32tI80pSrd3wp7eSQBDka76l6n6saxjZH2d60bYcp0k1PXvdbTZ3qTJrCdyVlgMfXVJUnJSQfOCUlJCyJsWR4tdHns\/wAseouLVfU2qVZZJM7O3mW5gqJzkIbQhHPvSfTmGvuTYV1W2Yaw\/rrso6o1qvVCkJM\/P2\/W0IdfrEsg77rCnGQhMxvpChulCV5OULC90hD3DROi8sytzFp3rVr\/AL5rlMeVL1S70T9TmUy8wD5yi5LrQ0cEn96bWB6eMOhQbkuPYwqFr3lRtWZ7UjZwvaaZkkzlQmBNTNuuOn62+HQBvM894ADG6cpCx5zWxYlroZrBbuu+ltC1QtkFuVrDBLsupQK5WYQSl5lXpSsEchkYPbC8iIOyQf3O9p\/aD0KkJhHiJuoyV20qWbxuMGcaSp7cA7CHZccOHmZ7YltUahJ0mnTVVqDwZlJJhyZfcIJ3G0JKlHA4nABPDjFbEmzk4xmKU+lG2czpLrO5fVBlEotu+Q5VJZLaCBLTgKRNsfAVKS8nkMOKAHmExOCobcOqmocvMVfZ90TlG7TlXFN\/VnqBU00Sku4ON5sLUhTnEHISokcN4J5RxdoOxNVto\/YquW4dTndO6ndVsTTtw0V2xJh2bkXpKXaSX2t5xayXVNmY4JVgkNemJSsClqAHEe81L+DzTjPMJVgfB2R0pSirmG99KN7PdFQcjJ7Ynr0NDVNXtRVl2YIM43aU34MD3F+XCyPix8piDc\/SnJVOVIKeGYdLZF15f2bdfbX1TKFu06SeXKVeXTnL0g8ktvAAc1JBDiR\/LbTnhAPWOZt8uVWb249TxV1rLqJ+UbaBPJkSTAaHwbm6fjjh2tablRlkqCgMiJ49IBsjzu0bJ0Xas2cm5a5J1+ksmoScgpBcq0mkZamGTkBbqEEpKPdKSlKUgqSEmBltXZO2rMGl3BTZuQm2VFtyXm2FsuoUDjdKFAEKz2GLKTRVxT2nQqWl8y4VbuPRiNKm6WzyKjKrLRwl5Bz8ChElNDNJtS9fpiYNm226inyralPVSdQpmUCwnzWkuEYWtRwMJzgHJwMGEVPVn6mLpfte4pJchVaZOmVm5Z4bq2nUrwUkf7xzzziXJhwhbYWSbT9O2WZzTi0mtqhiZdozTiDTAx403hM9RhR\/uf5\/uM+68344iq7L9DM0ohyUrSccD9avM\/nh1+knqMrJaPWC4+RuuT5Az+K5isepVenuHCVIAJ74hN\/mHCL1tFhGkjvRKnVO00aXeMBePjiU8Qh1N1BPh\/Wp6jPhP1n3e7++eb3w1HS7TDzOutm9SpXG2Ty\/GFxHnZk8Ed2mtLlIUMpvKkEY7\/C24k90rcpLzGuForeA3hbhAz+MLg3d6yVFLUiL2zZZVa1p1ltXTKRZdW3VJwKnXUg4Ykm0lyYcUewBCSAeGVKQnOVCJcdJlrnSqbdVt6BUGYbYkLVk2p6fYbUAhLy292XbI70M5IHc7y5YU3R5WJbujekV87U92NJZl3JR+Xk3lAJPgUqSp4oJ5dY+gI+Fkd0JWudJ7pBVKi9U61sp06ozb5BdmJp6VcdcIAA3lKZJPAAc+yDdtZblOB0cW0dTbb1jc0prUy34qvxksS28objdRaSpTYPZhxHWN95V1Q7TDF7bOkh0I15uC0JSXWmiVFYq9EJGEplH1EhoHuaXvtjn5qUknJiSlH6S3R1iban6XsmUqTmZdYWy8y5KIcQoclJUGQQR3iFztr2pb21pspWxtL2RKblTt5kzj7Hu3ESazuTsqojmpl5AVnHJteB58Y7qFr0dpNnylWqXEOK4jj6YtD6ILqvqM1G6rGfGkjvY\/wBSqKyJimFAJB4CLMOh7ZUzaWpQJPGqSP5mFRXDqo4zsiZRZV+6uXEuwkAbwaT+iMSCAooO8MRodWtwJO8cBIH5o2Gusl0hWOXGMaqxNNWiy0YncUwndzkCLHuh5b6uW1Zxg5don6J2Kv5m4FNZSciLMOhfqQqMnq8ee49QvzpnfojwpMPFWInLYWnJWsat4HogUXbXU3RN3AmtiqTfjMNpubd8L65fXY6tO5++b3ufN7o7WldwdEBQrtkpu2puWbqiXUmWfuRmuqlGlgghSlTqfB0EEDzl4x3xW5q1V2WtVr3aWoZTctVHP\/LHYTspMGouBqSZcfdxwQ2kqV8gjK3\/ABIytolVFFl\/SjWfrXcdMpOsdNuGmXBpVS0t+CytLJPgK3gB4Y7gkPheUoDiThCSAEgKWoqrodpmQntONR5xvcM\/4\/lWncEb3UplQWwT3bynsfHHRsG3a\/pn0V90UvWWUfkHXbeqzkpI1BBQ7LtzBV4G0UK4oVvqQQkjI3hyMQ+6MjaNp2g2ts1bd3VFuTte\/wBpinTUw8QluVnW1KMq8on3KPrrrZPL64kngmNjhxc43R5NpOxHuartRfnZqZuNSjV3n3HKj1icLM0VEu7w7DvlWfTmNCbqDDySARmJk9IbsN37Zl7VzXHSegzFds24ZhdTqLFOaLr9KmHMrdWW0jeUwpRUvfGQkqO9ujBMEZFFRE4JR+XdD+cbikEL+Q8YjFtZWPeCTVzFURMpSqYlt9C2xvpWk4UkjiCCO3MWq9MS25MbMOnD9Y3vGpuKX3gUje3zIPF0HtAyOPpAhmdhXYcvHVG8qJqfqRbExSrGo001UG01BotLq7zagttttpXnFneCSpagEqHmpK8q3fLpQ9eqfrRqZTtOrWnEzFvWGX0LmGjvIm6k5uh5QPJSWkoShJ\/lKd7CIojzkrvUVyFpY5JJi4Swh\/7GasD\/ADaqP9MVFV6reaKjhJ+KLXLJkynoeK1JJ5m3aikfHOqiNIq1YptwYMYIhYO2l5vAAfFHIm6Gpgn0Q0kW0GciLVuiQ\/gWvL+c\/wCyMxVgqWIJEWodEinc0ZvJCvfOP6IzHFekBriHFfvj4kbTKIuNXG\/v+g2\/S\/fZzS78Sqv68vFd+cGLEOl++zml34lVf15eK7jzjO3FewabqfiZj5p63Pr8kbdOaD06w0rkpYz8HbFs9t2ixaVlbDNEnEJTJztzPVmZAHmmceY69gnP22V8O3Iip2hkGqS+ce7P6Iuw1f03ua99hnS+69N2Vu3fpxRbdvGhpbbK1rflJNpS0pSOK1FO8dwcVboSOJEdWma+x1NnIhnbm2mJSojE4+zbr0sFe6MuG38kegb7XyiELpjI3BUb\/wBtyybYL0tqPVWiujuhzqnnWnZKbTKdUs8U7rix5wwB1rZz3aNyav0KjX5p50hdlIffs26Ka3aGo8jKJLzlKXvDceUlIKlKbWEoIAyUtNYB34eHWvRW6Lnu+gbWOypcFIXe8vT0sPy7kwDTLqph85DK1g7oVg7qXN4ZG5lSdxJFntuSI7ZC1i2V7T2U6bQLhuO07dcock7LXZR6utpqcE2CoO9dLr+uPFZ9zhKir3IyQQGNQhNI6L3U2arMs9IUG47zfnbHkptG44xTHJ+VLCEJVxAy3NLA4+aSQcEQubh1TsKr3Aqu6wdGVds3qA0vLrstbKJ1iYfSOCvCAjDqcjgrDnDkTDRa3ag667SOotr6fi0JKjVaUdSq1dPJBxuYVSXcYTUqwsAtM9UkhSGF43Qjz2glR62bcpDY\/wDsGydTu3XfVjU6fbeW3S6Pb1nGZUreDs7LSTKJpOc4KkmWbJP\/AEie+JykBQIIyDwhtNnTROkbP2k1I04pswJuZYK5yqzxBKp2fdO88+onicngM8kpSOyHLjyb1kkANobRfWuqbR8\/fN4bPM1rTp1Jy7LNqUKSr8vJyNM8xIX1sopSVOL3t85IKDvDJOAlLn7Dmh1+adyWp1XvqxWbFod9VdE3RrMbnG5hNMlwlxK89WVNp3w4hO6DnDQ3gOAEsOPLPCADB4RNwfnH2j9MZvSPWe57AmWS2aJVHpNAI5tBW8yr4FNKbI7wY2LQpLT0slZIzjtifvS27N07U5il7Qts0tTjKZZulXEWUZ6tSFHwaaXgcilRZUrkN1oRXnRqqqny4QpRG72Qe0tGDlsPq96c1Ly6yCOXZDZHmYWl01gzjZSFE5hHJaUte6OZiCHFraiQ+y9t1a4bLDxp9o1RisWw+51kxb1VCnJUqPNbKkkLYXgc0ndOcqSrAiZKOmS0trkuzM3vsx+G1JsAlwTcu8lKh\/JU41vCKt\/F72M47M8o13UdWrdPOBBYTrV0xOqV30F+1dGrJkLClX0dUaiXBNTrbfaGQUhpokZG9uqIzlO6QCIPp1ErTtUFVn5uYmphb\/hDzrrpU46sq3lKUo5JJOck98JOCAJo7YHSESe0\/YFq2ZTtP5q3nLcnPClzDk8Hg+OoLW7gJGOefiiJhueYWcqcUI4IGYyRunBgBz9HtYEaYapWlqNMyK6i3bNak6sqUSvcL4YdS5uBWDjO7jMPBte7Z8rtR37RL0kbSftxFKpvgCmFTaX1OfXFL3wd0AHzscoigASOcAHOAJ0a7dIlKak7P1F2fNPLAcs6iU7wNiaWZ0PmalJZHmM4CRjLqW3FKzklGDwUYiE9ca31lW\/nMJMc+6M5UO0wetWCdhf026BL7pUocIlnsxdIKxoNp9cOmd0WEbvoVceU6iXM4GEspca3H0HKDvJWAPgOe+IHda4OSz8sfQmHh\/GH5YxlTJS0kWcmx0p27qe7PTCpBt1uVU6sy6HlhTiWt47gUQACoJwCQBkgxJzZA27qdss0e5KW9YjlxGvTTEyFpnhL9V1aCnGClWc5zEERMvA53z8sevh72MZz8MUVLoS0oltPVrF43UpdO6krT5oAznuj3cqMqpnAUnJhu\/Dns5zHsmpP4GSAIq6RvWNM7FVcQpRwsc4kvsNbcsjscsXoxPWG\/cv1WLp60FqcDHUeDB8HOUnO914\/JiJrk2tfFRPGNZaiTkmMqENGNijdyz97pcNHJl5x97ZHpLrrqitbi3JUqWonJJJY4kntjYlelysangzVn7K9GkZ4e4c8LZZwezzm2MxVulREbcvOqaIwcfHF7XZdNWJYbSe2trLtQqbpl3zkpRrYlnQ9L0ClJKZcuDk48tRK3ljPDJCBzCASSWF6hojCsHPM45iEu3WVIHuo903AocCqNlg4kIxsajGw8Wc7omhs59IzrloPS2bQqYlb2tiXARLSdVdWmZk0D7RmZTk7mOSFpXjhulIiQbXSs6XvuCrPbMLZq5\/948LlSoH\/AE+p3oqybr4zkqjbZuNCftgeHfGFjOLd4mfg6WilInTrj0j2sesdMftWgy8rZVvzIKH2qa8pc5NNn7RyYVgpQRzS2lJPEFRBxEVqg60sFYAPphEtXO3nBKcR7vXGytkp38fAYxmntMmLSN5ybaQ4U4ES1tnbSlJHZGm9l36gXHVTdPmJLxv4cAkda8XN7q93PDOOcQgcqgW9kOcBCgpNWbSkZcAOB2xFmi2pimclmUJKSQQIT9WkUrGUJ7+2PWYq4P2\/541VVEKzlecxU9YtJ3E+5TVhZ8wxZ10UTRY0ivVGMH6px\/Q2IrfW+2o5wIsn6KtSVaVXsQOH1UD+hsRx27\/2Bi9cPEjPy2enWRt7\/oNP0v32c0u\/Eqr+vLxXcecWI9L99nNLvxKq\/ry8V3HnGw3FewabqfiZh5p63Pr8kbNNeTLzzDyz5qVjPwdsfoP2IbubvLZW05qLTwW5J0hNMdAVndXLKLOD6cIHCPzzg98Ws9EBr4y9Tq9oJXZpsLWtVdoZUrzlK3Uom2Pg81p1I\/xnSeQjqrXMAfe\/ujtsm6tTnbmod51eg2PcNQaqd22ZKOqbk6pMNHfSpG4odWFKzvcCRvKKCnPBsb3RqjsL6s2tpts73czdlB1CenZiQ08uKYShFNDWFKWzPOrT1KFE7id5QCiDvBShvRYRnhkQ32r+z\/o\/r1S2aXqpY0lW0yufBZkqWxNSuSCS0+0pLiOIBICsHHEGJ0uQEOdozW3a61X02mNMqNsqap2XX519lZqlDmlTMq42D57SnmEFPVqBOfrgHAZyMiHe6PeV0QVpAZzTq0EUK7ZJ5VNvNqdWXqqmotnzw+4v65uKOVISMIGSAAUqA5y+jZ03YLkpRdatYKXS1FX9z2LkT1SQeaRlriOzzsnvhF3xs61HYZqFO2h9m+XuC4KTTWTKX5b89OmZeqVPUoqVNoVgYcbzk4G6nAVgDrMze+pCxO4DEEJrTfUa0NWbJpWoNjVVFQo1YYS8w6ngpBx5zaxnzVpOUqT2EQpooDEEEEBy6yrXaZ6Q3X+2dVL90lpFBsYUCkVObo4bnaQ5NOTEuklJ63fe3FbwJPuAMH44gROMuT829NplZaX65xS+pYQUtt5Od1IycJGcAZ4DAh9NvmXNG2wNS5YDHW1KWfA\/1sjLu\/n3yYYxibcCc7nKKzk1qR12SUtBLCji4z\/FynMqNFPVbxAxGjTKUHJkhQBjs1GpKcb3OrVy7BHPpcw6l4kNnn3RWN+UrnmHSxj\/AGA+LN86VSGzHVdI39GaY9fc7V0VKXvNTifCWGEutqLYBG8B1aFNbiSEYcKsb+SY1VRoJnFI5YicFDkqc50bN83Aqmy66i3qnKS7c0WUl5DRkpIlAXjeCcknGccTG70almWTe0rtAUnUhhpNFXZITNTZYQt6UYV1wddaKh5qwjJBGOIEehyZAbc+mPmJsJ6Q6ZsCYFu6HbNmltBsqSUWpeVqVHVNz00yDgLmH99JU4pOCokHieZj52t7U0h1e2dLQ2zNKbJkLKqNVrzlq3bQaeAmVRUktrcS62hOEpKkN7xIAyHEkjeySBCkc4mZsy0no4a1p3b9K1+evI6iT047LzSKcZkS535hSZcAoG6PrZbz6c5iG\/g73Y0qFDp5LvC\/raK0qAFYkuf+uRAEnOkn2adK9mTUi1ra0nkajK0+sUVU\/MJnZxUwouB4pBBVyGByhz9B9mjYvpGxjbG0ttPt3I2a9V5umpepk495ykzL7TaEtNjPKWcJPoMbHTSMrd1lsHcHBNsKz6wqHca0M04166PrRXRJrXWz7OmKSZa5pwTc006vrn2ppa21N9YkpVvzqyc8iCMQAy4Y6GTPmzupGf8ARnf6sV+VISgnpjwDe8G65fU73Pq947ufTjETqvnokdU6dac7dekOqdo6kiQbU67IU5RZmXEgZ3WvOWha8faqUjPZk4BgzNUuelJh2Um5N1l9hxTTrTiSlTa0nBSoHiCCMEd8L2BphOcekxkoAGc9uIWWkEmF6tWS1MMhba7jpqVoWnIUkzTeQR2iLZduTWrQXZC1QlLpoehdAuzUu5qWylKp9lCZOlyDK1pSUICTurcUped0AndGVYAAXTBTQpBScKBB7QRAG1KOEgk+gZi3fQHU3RDpN6DdGjOrWjVDtW66VIiqU+oUZtCXkMBxDanWHN0KQpC1tBSDlKg4MgjIhs9QtuvR3ZUvCo6HbOezZaNRoVoTTlJnqtVEkzFQm2VFt5ZWUla\/PSpO+pR3sZHm4EAVpEYPPMSr2Jtp\/RHZ3p17yWreijF7vXJKNNyUwpll4thCVhUstL3BDaysEqTx83iFebiQm1ZZGjG1bscsbaumVhM2hdlBmkydfkZJCENTCeuS06HAAlK1IK0OIcACikqSd4hO7zeiGoFFrFK15NYo8lPGXoEgpkzMuh3qyUz2SneBxyHLuEAV0PLS46pSEBCVKKkpGcJBPLtP6Y893exgEk8olB0bNOkqntmWLJ1KSYm5dxc7vsvtpcQrEq6eIUCDyiYG07tXaL7I+td0Wdo9s9Wvcd3zk0J+5a3VG04bfdSFplmgElQShBR5oISN7kSSSBU\/uEE5BBHAg98Z3Qe3hjOYthp85pF0luzfqFPzGkNJtDVTTqUE\/LP0ttKFOFTTy2UpcwnfadLDram1khKgFcDumIudFhRpGpbZNrylYp0tOSrtMqii1MNJcQrEo4QSlQIgCIJSBzMARnHbkdkPFtc0xLG1HqtLSMs2xLtXdU0NttoCUoSH14AA4AeiJb9Htb1JnNjPagmqnR5KampSizKpd5+XQtbR8WTJBQojKePHhAEN9mnQef2kdXaTpLTLil6JM1Zt9aJyYYU8hHVtlZBSkgnOMc44mtmmE1otqtc+lc7WGqpMWzPKkXJxpotoeIAO8EkkgceRMTn6KfaFrdDvy39nRVh2+5JVOZn6gquLaJn21dTv7iVcgnzAPjMbG3FtvXO5dmq2z6jR+zVSRffovjvwdXh4SQk9bvct+AK2QtWeZj7KncDOcE4B74nZsWbPmkFn6LXRtq7R9CRX7dtmYXKW9brgCm6jNownfcSfNWC4sNpQoboKVqUCAmO7KdKzSanWfEl3bKmn01ZL6upfprUuhT4ljwI89HVqO72FIBgCvTrFpOQY92ZqYBCUFWTwAA5xMrbg2T9PLLujT3VXRCosSemesS21SIeJDdHfcLalJO8chood3wnOU9W4nkBmUO0vqfQOjkbtjSvRTZfoVWpj1HRPzt1VeRLom5jrFNqSt1KcrdAQFq3lcA4gJSABEWQvYqaFSmAMKUT8cZFWeHuSREptozbitLaM0uVbNV2b7Ot+70zrS2bhpzaesalhxWhHmhaSogD3RTjszgxExUVaR6KTsb3jd49pi0volni\/o1ebq+Zucf0RmKpgnOItU6JDP7i15D\/Of9lZjivSCv4Bi9cfEjZZSnwuPx+g3HS\/fZzS78Sqv68vFdx5xYj0v32c0u\/Eqr+vLxXcecZ+4r2DTdT8TPDNPW59fkghY6VanXPpHetJvqz6kqQqtHmkTcq+E7wStJ4hSTwWhQylST7pJIhHQR1SMAvi2Z+kJ0X10ocvKXRXpCzrvQkJmKdUJgNy8ycfvks+o7q0k58xRDie0EYUZEvahWBLtpefvq3W0LGUqXVGACO8ZVH5m2J2YlVb0u4pHeOYPwg8DDl6C1W1Klq1adP1TpiKvaj9YlGKrLKmHJbMo46lt1XWMqQtO4le\/wAFD3GDwJETqYL57p2o9nOy2VPXNrXZ8kE5ykVRp5fDnhDZUpXwAGGUq3SDUe\/p+ZtTZb0eu7VeqISGzOIkjI0psqBwHXXsLSOHHfQ2kg8FQ3GseiGzpp\/tSaP6c2ZptblAptsyVS1Cu11DHWLXISaCZcPOOFS1t9Yw8opWSDuD43d6OGgOy+z6\/qHUJHwaoakXJUrpmG8e4bccDTLaf8UIZBA7N4xNkgMtZdg7V+xqKproq06HVLTuKecqN16dWw444mjMq4iYlSrKS4jzgsN5QBgEqQApEzNOtoLR3VO0ZG9LRv6kOU+dRncmptDD7Dn2zTra1byFpPAj5MjjDh885xxGOMU2arad2XqO9qjqTRbclGqrdurknYVkIlFuSrLLoI8KdDTZCHOs6yXSSpKsEuKHnGH8wLdjftigZN60H5yZ\/rQC\/rFPK9aD85M\/1ooT2tntLLT1frNoaIUA0qgUBzxUl5c\/MTa5+YZyl+aUX3F7oU4FJSlOEhKAcZJhkDcVXzwmx\/8AjT9ERsBNDpJpKkT217W6hQ6jKTrVXplLm3HZZ5LqA6mWDBSSkkAhMujh6R3w19t6eCpsJO4Fbw48IZShV2Y8KQ\/NvbxCs5wB+iH5srUWTkmUJW6nhE7S8cSUVZMy7o6VrOG0hPpEZlNHEtrO60M55wskan0opOXUcfTGFaoUpJJS4gfHEaIc5S2u49dHsJEr0fN3UNSQfCdSZeZ4DukpZP8AwRxNkKzhSdONphtHmib0ym2TjhxLT\/H88Ix3afmZbS2d0kabkVUmeqyay48Qrrw8G0ICQc43cIHZn0wjLT2oKvpxSr2oVBlqfMMXzRXKHUFTCVFTbC0rBU3gjCsLPE5gygz9Ts9tpo7uB2cBEjpOiB\/oyZumYyUa0oVj0+KGz\/viOkxdzUwndyMA98LBjaArcvoy7oSmVkfEUxcqbqVMbqvCRNCWTL7gOd3c3Eg4xnPbFQJCUsJDjJJ3c\/BHTt+zESNz0J9ABWipyqhj0Opj4lb2lG2SkrGY8X7+alZmVnWCkuyjyH0A8ipCgoZ9GREpkpky+l4p5qWtlisIaLi1WwUoSlJUpSjMKAAA5knhiItX1sras6WzrUjf+nlUpqn2m32X\/B+uYdQtIUN11veRkA4KSd5JGCAY+9ofayvbaTu6k3deEhS6fOUaS8Bl\/FiXGxu9YVhR3lKO8CeYMPHpf0om0JZFDlrduGoUi8pGVbDbSq5K780EgYSFPtlJcwOG84FKPMqJjDxldvW11F46hVdGhYOrNH2jqTWbTl6vJ2s1LTguZZQpuTellS7gaQvI3VOeEdQpIHnDdUfchWWS2u6XZ9Y2nNTKraBl\/Fc1cMwtssJw2t4BImVjhg70wHlZHA72RnOYcrUrpR9c75t6atmiChWfJTrZamHKNLKEypCuCkpdWT1eRkZSArjwIiJ795oWveLmSefHOT3x4Sc1FRi31ltTd2KbTe3GJbUq0JlI\/e7gpqh603EoOlrp6Z3afkVuK4C2JMAHkPrj0RBpGoKqLV6fW5dLbj1Nm2J1pKx5pW04FpBx2ZSMwrtonahuvaPvxrUC8pClyU+1It08Ip7aktltClEHCio5889sTBz0GuW5DtpXJNdEXTmpDakqykfxliVL809T\/piF2rVM3dQrtdWreUqvVFSiefGZchebO21NdWzZfUxqFZNOpc7UZmkv0dTdQQpTQadeZdUoBBSd7Mugc+RMNRdF0vXJV6jWpoIQ9Upp6bcSj3IW6tS1AejKjiPTD09FRZF0mWBaKgJ6ITVFA7KtNf8AnS0ePQ88KTr\/APzfp36s9ETLb2u7+tPZwuDZkp9Gozlt3DMOTExNOIcM2hS1IUd1QVu\/xY7O0xr7NO11f2y9LXhK2RRqPPpvSTZkp41FC1ltDQeCSjdUMH6+rOc8hGXY8xwejPQEbZOn6gP42dz6o9Ck2x6HLT+1tqm\/MJClmu9vd1DWIjjoRrZcegmplH1RtWTkJqpUZTq2Gp1KlMqLjamzvBJB5LPbCh1D18rGqGoNe1KuKXk5apXFN+GTLMqFJZSvcSjCASSBhA5mCRaTuT46LiksUxvXAMgBL1vU4EDlwE99MR\/6N6Zo9rbXFhvT0y2ymZl52QbUtQG867JuJQn4SrAhvNC9tK89nsXSLNplInBdsmxJTnjBC1dW211u6Ubqhg\/X1c88hDJyV4ztMmZWdptQmJWaklocl5lh1TbrTiCClaFpwUqBAIUOIPLEWKkkts7SG67V2ntQHKxb0+hmt12Zq8hMJl1qbmWJhfWJUhQGFY3ikjmCk5iWOyPpBdWnGwbr3c1z0mZpgu6g1SYp8vMNltxUszTHUh0pPEBSlLxnmEg8iIj7bXS7bQ9IoLNJuaiWfdU1LICGqjUKepD5wPdOBtSUKV2khKcwi5\/pLNoCu0\/UOnXRNUisNaiUkUWYbel1NtUyVDT7e5JtoUAjhMrJKt5RITknEAK\/o7ZenyO1rZb7jjbalCcbQSoDeUqWcwB6Y4u2Rasw1tQal+HU2ZbderD06lKmVZUwUJV1o4cUY473L0xGa3NULhs+vU+57Yq79Nq1JmETUlNsKAWw6ggpUMgg8RxBBBGQQQSDLCt9LVrpX7VmKFUbPsF2pTco5Iv1Vyklxa2VoKVDqlqKOIJyCCnj7nHCK2LXJPbHt9XdUdhS47S0Oplu1vUGxqlMTKaDVpPwhE0y471ySlrfQVKWhTiUKzxW2RziN830jO1RI1pdvzeienLVSbcLapNVkTIfCgcEbhe3s\/FEVdNdftR9Gbslb40xuiZotXlU9X1jZDiH2jzbeQsFLqDjiFA8eIwQCJTJ6YnaATIAuaf6fuVhIwKkae7nPfudZ\/xQaYuhGbYu0HtP6mUq39Idf9N6Paqqe6zXKVISFGclH3A60ptvCS64CkhZG6AFBQwQCCIW1B2\/ttLZ5prGmOs2nLNwSlHSJVLN10Z1E0lCRhCC+MJdAHAKUFEjHnGIpajbRur2quprGsF6XlNzd1ST7ExITje60JAsudYymXQkbraUL84ADmSTkkkybtvpfNo6SprVOva2LJu9TCAhE1PUzqXlEfbKDRDef9FCRCKa2htPYPDqzbekW1jsNXjtN1XQSmaV3rakysS85Jy4lk1Mo6jjkJQXm19aW074JC0cDgERVyTnviQ+0ht368bTdHl7TvCoU2kWvLPB9FFost4PLuOD3KnSSVObueAJ3QeO7njEd97e5xLRCZ6D3Ii1TokP4G7y\/nN+yMxVUlQwItV6JDjo3eX85v2RmOJ9IK\/gOL1x8SNxlLvUx+P0G26X77OaXfiVV\/Xl4ruPOLEel++zml34lVf15eK7jzjO3FewabqfiZi5p63Pr8kEEEEdSYARv0ZW7MuEc+ocx8O7GgOcde22EP1AocB3C2QojmAeBxEpXYLHddr8qNwVzab1aKX1qTSqLpTRvN3i45NY8NaRjt6tp745kd8WV6S2MnTbS607CQ2lHiCjysi4UpwlTiGkhw\/GrePxxT\/VJ6\/Lt0gtnT3TO2qvU7nTUp\/Wi65mmqTvy3Wu9VK7ozvKW2y227gAkdY2UhR3sPLphStmvU2rUam6T7Z+s9B1Mq6EKp9Qrc1NpamKgQFeDrUpIbeVvEJLfWqC84G8Dx9HEi5YhrdqDLaVaOXpqTMFJ+p2hzk80hRwHH0tK6lvPetwoSPSqK2LW37Fpei9Cm2nJh3THTy49aa4leFF6ozLb65ILPIrC20EZ48UfDCq1p2gdR9V9Ip3Y+1KaYltXXb8o1oVB2WbwzU5V10ONTqEgAJBWhBWAAAN08N\/CfueojF02ztn6r0hpJpVFoabAoagcpRLSMshDyEjkAG25c8O1avTmqVhcq\/ucTLtQVNTj63nnfOccWSStR4lRJ5kkk59McUx3bpeDkygDmlIBEcKKsk9G3FNcUnlG21Wpxn3Dh+WNDJ74IgHXTclRSP308f8Yxg3JUyf3388cmMpQVkJSMknAA7YXB0VV+fUMFz88eC6nMr4lwiPrxPVfuF78iDxPVfuF78iAPPxhNDk6Y+fDponPWmPbxNVfuB78iDxNVfuB78iAPLxhNf4SPlU5Mq5uGPfxNVfuB78iDxNVfuB78iANcTDgOSrjGTNv9jhj38TVX7ge\/Ig8TVX7ge\/IiLJi5reEPH+MV8sY693\/CGNrxNVfuB78iDxNVfuB78iFkLmt4Q9jG+YwVrVzMbXiaq\/cD35EHieq\/cL35EEkhc095YGMmDfUe0xueJ6r9wvfkQeJ6r9wPfkRINMknnGI3fE9V+4HvyIPE1V+4HvyIA0s8MQZPeY3RRqqTjwB38gxnxHVfuF38kwBo5J58YzvGOki36koZVKuD0Yj0Ft1A82lD4oA5BOYI7KbZnDzQY+hbM2nmgn88AcSD4o6zlAnE8Aw4fgTGuqjVQcBIPEd+5AGjBG74mqv3A9+RB4mqv3A9+RAGlBG74mqv3A9+RGfElVxnwF38kwBowRuijVQnjIu\/kGPNcmttRQ6koWOCkkcQYlK4bseCTFq\/RHEnRe8lf5z\/srMVYIlSYtR6JNstaM3ok++ccP+yMxxPpB1ZFi9cfEjaZM71S+P0G16X77OaXfiVV\/Xl4ruPOLEel++zml34lVf15eK7jzjM3FewabqfiZ5Zp63Pr8kEEEGB3x1JgHpLsqfmG2U81qCR8cWW6HdGBT9YtBbY1KRqHNW3cFelnJhLLlMRMSoZ61QayN5C+KEpJ849+OyIr7JGyrcG0Hdq3pmpNW\/alExM164JrdQxT2MZAClkILyxndSTgDzjwGDOKZsTZQ0mnU03SbpDrlsKalTgysvc6ZyTKsfbMJAaUM8SCMRdakRa55UHZu2yNnS47ouGl2Faup1Oue1UWhMGg1TwCaYkW2EMtuIQ+lJS7uNpyEdaCrj3RG249U9atONPtNdKdTdF10GjaY3DJ11qZepT0jNznUzHWdUX1JKEFXnAqHEnBOccZtWXce2RUZfr9GNqTRnWyTaSVrYqDAkJ4o7MiVCk\/Gop+GO87tQ7VNpoMprTsQ1eoSfFD83a9SZqCSnvDHnpIOeSnBFlJraLEQLQ1nsvVbbguvahcl\/F1AtehT10ykrPLbQ86uSpYYZb3QSFOKWN4JQVccc+2XeznpJOz\/AEd1VtaebPjvUa269Vpxwo85c7UG3i2sjtIT1I\/2RDW3VffRh6rTfV6paWz+mFfmSVE1C3ZihTHWHmpS5TLLhz2rJ5+mFNYukFAl2UM7JfSEVORZUgCWoVXqMtW5EoH2iZZ1SS2COBKEg\/IIrcWKcqwta59xSj7oBQ9AIz\/vjQwYlHta7E+rOzmGrsvuZoM\/TazNOtSk7Rn1qbW4AXClbbjaFN+bkgDeHDAPCIvhpSjwBMVasSfEEehYWPtT8keiZR1XHd+SIJs7XNfEbEh\/yxj\/AFqP0wGUeH2kbEjJu+FsK3eAcQT8sLMo5JbRdRt+Kqn4rFb8XzPi9T5lhNdUeq67d3tze5b2OOO6NSHy2XxQL2qdU0QvZ15FEudIn2HmkbypSdlQXErSP8ZCVNn0H0RKi5Xt\/wA\/MOVrNjNVKi1ej+DGrUyZk\/DGEzUv17RR1rKvcrTnmk44Ec40u3ESEtmdoGreouomol2UIVSm2nQHZyj0VxxSGAywttiXaVukHcSg5ITjJz3x16Np\/pzdt36PXGmy5OmSd8Ss6ajRmXXDKqcZK0JU2CoqAVgHGeYiq\/E4pcvne30Lv8LafJ9Vb9yMvbiMcziHQmbVt5vQap3SmltIqzN4imtTOTvBgMFRaHHGM4PLMJ65axb83Y9s0ynadCj1GTS\/4bW+ucUavvKyk7qhujc5cCYhSTSfV81cNNfP5O3kJCPrq3Or67cO4Du73Znuj5znsxCjp6mW6ZTZSYk25jwyZWd1ZIATkJB4dvOPCpx3TxTUb3flcxKyodMk1G935XE7g5xHpLy0xNr6qVZW6vnuoGTHek6ZTWjPzby2urZmeolw+Vbh4knOOJ4DhHklmWTdEuzTCENqU2VBBIAOAVgZ444GPB10ZaUYrWlfX9DG4yjPSjhp6le72bL2OL4O\/wBf4L1K+tzu7m7xz3YjL8tMSrnVTLK2l891acGPSbecmag+6hwhbr6ylSTx4qOOMdG4gqbuFUohe8W+rYGT3JCf0x6rHlpR0tjjd\/I9VVSvDSsk43fy\/c42DyjA4jPfCimpSmBqrSzUglIpwCUv7xK1Ob27x7+2E6BgcuEelPjqoTaVj1pqlVCbStYIIII9zJCCCCACCCO3Z1rTl411qiyjgaCklx10jPVtjGTjt4kD4SIvh4csWahDazzxcSOFBzlsWs4hIBxBEo3tkWatm1ZG8bjtivqpE8EhiffHVsubwykjd5BXMZ59kcZWj1glO4KU8Mjn4U5\/WxG5hufqcSOlGUe2\/kaeef02HKzjLst5kdezMEPXX9DqK5LLct6celpkAlCH17zaj3E4yn4ePxwzM1KzElNPSc0ypp5hZQ4hXNKgcERgVmX49C0sVbeUz6Svwa5N4T2bUeUEEEYRmhBBBABy4xxp6l777j+7wWd7MdoAE+dyjSnZxtCCkLAIyCIKeixoaRx0yaEnlwiz3ooUhvSG9N330D+hsRVy\/O+cSD2xaB0TLnWaPXmrOc3OD\/8AqMxxPpCd8hxX74+JGzyVNVcV1\/QbPpfvs5pd+JVX9eXiu484sR6X77OaXfiVV\/Xl4ruPOM3cV7Bpup+Jnnmnrc+vyQR2rYoszWagzLy8q9MuLcS0yw02VredUQENpSOKlEnAA5nAjjAEjhxMWPdEvs8tXXfdQ1kuCnBymWVuS9OK05S7VnU7xUPSy0UnvBebI5GOrj+ZgEhtmjo+mkac0FvaSnZuqsS6zUJaxmHyxSpN5eCXZtLZBm5k+aFKWSEgBsZSOMvKHpTpdbFORSLc02tWlyTad1MvJ0aWZbA\/0UoAhU4HPEIHWrWqztCrNXd12idmVvuiTplMp7JenapOqB6uWl2x7pxWD2gDiTEN3Az+01oRslW1a85q3e0hLaa1KlZelbotT+5dURM4O6GvB93r3TyCSFE94HGORssbSGqb1Ro2lO0rbNTo1ZuSVXPWbXakw3LuV6VQT9ZmW2ypDM4lG6soB84KPmjAK+5pRobfWqd30zaG2pW2112SUZi1LJSrrKdbCDgocWDwenD5pU4R5pSnHFICV7tRaNTGtOk0\/RqDNeAXbRXEV21KilW4uTq8t9cl1BYyUBSgEKI5BWcEgCJ2gc6sUGhXDKLkK\/RZCpyrgwticlkPtqHpSsEH5IYy9NgfZIvYqenNF6PSXiDhygldMAz29XLqS2eQ5oMLzZ51TTrTo3bGorrHg8\/UJUtVOWxumXnmVFqZbKftSl1CxjshxYrcEGtSei1tyv2k9bdg62XxTZWXSXpCj1moKnqUl8AhJLXm7nAlO+kZG8Tg8jV3qls\/3\/ofeTtl6jW\/MUmfSSpkueczMtg46xhz3LqOXEcRniAeEfophD6waLac662e9ZepFusVORUesYd9xMSbuODrDg85tQ9HAjIIIJBm\/wCY2az8+JtkbgUpHPkMRvU+1UOgndSDEjtrLY9v\/ZfqPjZuY+qKwpx4IkKylG67LLVyl5pIGErzwSsHdX6D5gj7J10NoJPD44lLXrN6o0+NSvQ\/mMuWY1u726CY8\/qZl5VJWUjISTy7Y3Tc7biCkbueUa81UFvJISOBTGyjvWgcNiKo3z8Ww5Mdq0Lur1i1+Xua2ppMtUJVK0tOKbSsALSUq4K4ciY4pBPKFLaemuoN+NTUzZlnVSssya0omHJNgrDSlcUg9xOI1Zu9R52Vf11ae3B9U1p1QyM+W3GXD1aXG3ml+7bcbUClaD2pIxHTuPWLUS6Lppd41K4VoqdECE01Uq0iXbkwk5AabQAlAzxwBxzCWqtKqdEqMxSazT5iSnZRZbfl5hsocbUOxSTxEaqQVEJSMknAx3wXJbk2EvXe\/KLXULWS\/wDU+XlJK7Kow7LSTi32peTk2pVovK906pDQAUsjmo8Y0K9qTeFzWjb9jVqppfo1rpdTTGAyhJZDhyvKgMqyR2xwqlTajR55dOqsi\/KTbOOsZeSULRkAjIPoIPxxq9vpiEktgevaHwCNpFRm2zLFKxmTz1XmjzcnP6Y1Y6jdr3G9LU2bZok2tmsvqlqe4GzuzTqSEqQg9pBUBjvIiJQjPav+MpKEZ\/zK54SlYnpIOhhxGHV76gpAUCrvwe2PJE9NInfGAeJmN\/f3zxOYJ+Qm6bOv02oSzktNSrhZfZdTuqbWk4KSO8EGOzaen97387MMWTa1RrS5VIU8mTa31IB5ZHxGKrBw1e0du0qsDDi3aK17TkTlRmZ51DzxQFo9yW0BP6I9Z2tT8\/umYU3vJVvb6W0pUT3kgZMe9BtK57orZtu3aFOVGqgrT4JLt7zuUZ3hj0YPyR4V6363a1WmKBclLmqZUpNfVzErMt7jrSsclJPERCwcNWstmwjeMLV+FatnuCdrdSqDXUzT4UgkKUAgDeI7TgcY0O3OYyD24ziOi3bVecoL11IpM0qkS8wmVdnQ2epQ8oZSgq5bxAPD0RaGHHCVoKyL4eHDCWjBWRzYIOPIjBgi5cIII2aZTpqr1GWpUikKmJtxLTYPLeJxx9ETGLk1GKu2RKSinKWxGvjPAc4cDRGfkadd027VJxiWZVTXEBTzgSkqLrRxxOOQPDMO3bukdl0CSS1N0iWqc0UgOvzjQcClehCspSPg+Ux0lWRZQz\/6G0Hj2eLGP6sdfQbn6mnnGolJXWu3kcjXZ\/T1MJYEYuz1X8x5b82yp+\/dLZLS+pz1uNSzCGGn5xqZBdmEs43Bgq3Uk4BJA444Y4w0UpUafUkqep08xNISd1SmnAsA4zg49BEaSrJsrts2hj0+Lmf6sbchSaTSGlMUilyki0tW+tEswlpKlYAyQkDJwBx9Eb6mp5U14xjFJ69V9rNJjY8Ki0pSk2lbXbYuo9FY48IjVqOcXxWDy+vnhy+1ESVXDq7HumWmt9SGolRvnTu17impe50y7ExVqPLTjjTfgcurcSp1CilOVE4BxkkxxPpCznDyDKuH4sXJRa1Lbr1HS7j6SVfWvAi7XRXlz5QRZttFbHmmd22DU6hptYVJoF0UyWcmZJNGlESjU4pCd4sLabCUErwQlWAQojjjMVkIUlaErQchQzHCbm90tJump5Y1MnFxdmntX+z5Dtsxy3Fy2ahiO9zMEEEdGa4OHI9sIuszboqUw2FealZAhad0IOtg+N5r\/WGDCNZS1LOSecWp9Efw0XvL+c\/7KzFVaeyLVeiR\/gWvL+c\/7KzHEekH2Di9cfEjcZQv71F9f0G36X77OaXfiVV\/Xl4ruPOLEel++zml34lVf15eK7jzjO3FewabqfiZjZp63Pr8kb1FlhNVBpBGUpO+R3gcYvy6PyxG7E2ULMa6jqpiuNO1yZzzUuZWVJJ7\/rYbA9AEUOW2y6mXn59pBJYZJB7BgZJ\/R8sfpO0+t1m0LBtq0pZG41RaPJ09I7gyyhH\/AAx1b2GAd88ojjta4\/dE2c8n\/wCaUp\/RJmJHHlEcdrX+ETZy\/wCtOT\/okzER2gkcABwEEHafhgiGCMWy28ux9d9ftCynq5Gn3BK3jSUHgAzVGAt5KB2IS42k5HDecXyOcydiNU5Lpt7pD5GdQrdReGlimCMe7ekqitSjn\/Qda+SJKxLAQQQRAORd9pW7ftrVSy7upMvUqNWZVcpOyr6AtDrahjt5EcCFDikgEcRmKGtrLQSt7Nur1WsGb65ymk+G0acWOE3T3FHq1\/6aSFIX\/jIPYQTf5x7OcQh6V3SBq8dC5PU6SlAuoWVOoTMOJSSrwGaWlpZ4diXSwo9gAUeyJWtWPenxt5npchT7T3Vur4r4FULuQk2nJRTizxCFfohsJSZcZmeqXzCsHj6YcOivOvyigknHVk\/mMeuHK20xqz+1d4GhEhNFBZg0EvFV9XJX6JT03LSiJiiy4dfK9xzCcFaMJ7zk\/BEe4WlhaxahaaSE9S7OrTMrK1F1t+YaekWJlKnEAhCvrqFYIyeIxzjzUkk1+f7p+QcbyT5F+zJE3hbVIrWtN9XjdFvydwSlFsSUrtClJrfUidaDMu0y7NJwFKXukqWk\/bDu4w3V8KtigSul2q9K04tuWmbjkplU9RlyhXTnFtvFpLqWFHzcjiMHGQDDdM6x6my99PalM3lUBckwktvTyl7ynWykJLaknzS3ugJ3CN3AAxwjn3xqJeWo9Ward51x2ozcu0lhgqSlCGWwchCEJASgZOcADjFI\/hcbcnm3ftui21NPlX7W+j7R3dsS85eraqVyhNWRbUgthcq54yk5ANTjwLCDuLczxTx4D0CGyuaryU3YlrU1nTCWoT0oJjrLgbS51layrmsqASdzl5pMF5awah6gUaRoV311NRlqfudStyVZD+EJ3U7zyUhxeEgDzlGOfXNQrxuS16JZdbrj01RbcDgpkooJCZYOHKt0gZOT3kxCVtXvJv8AQTnx5iWOl8lppOabaMLvivV6nzzd0zvi5unSDcw28vwhrg4pS0lAzjiAeZiJwAHLlCgZvy65eQodNYrCky9tTS56loKE\/wBrPLUlSlDhxyUpPHPKLp6vin2FHG7+DXaSUo9o6euVHV\/UC8hbnhUheKqdLOV+RfnJRpDrrqieqZ476txIBPAce2E1TZWz6Dtd2xKaYuTErRZqdpzqmEtPMNha2kqcShDmF9UVklIUORENPbetGpdo1yrXDQLoel5yvOF2pBTbbjU0sr395bS0lBO8SRw4Z4RxajfV31a7\/q9qNwTb9weEImhPqX9dS6nG6QezGAABwAAEMN6Eoy5FbUTNacZR5We1XfmJTUKpPS7zrDgrMwN5CihX7+rPEQ5m0lT2qttP1qnzhUlmdqMm0twdiVobBOfgPOG+vvVa+NSlSzl41KWnHJQrU243IsMLKl43lKU0hJWTgcVZjcufW7Uy87eatq57hRUJRnqdxx2TZ8J+tY3MvhHWnGBzVFcNKEYRf+H6Et6UpS2aX+49t+WhYE8nWOzpPTCj0JGnEu07SapKNLRNulMwhoiYcJw71iVFXEDB5Q01OvCQl9nGtWMqbSJ6auqSnUMYOVMol3gpfdgK3R8Yjn3Prvq1edtC0blvSdnaWQ2HWlBCVTHVjDfXLSAp3d7N8nEcCXvu6pWy5nTxirLTb85OIn35PcSQt9Iwle9je4D04iLOzT5Ul2O9yP8AK7bG\/mrWOCc54xiD4IIt1khC50Xk0zmoMhv7uGEPPYI7Qg4\/ORCGhY6Rz7dPv+lrcOEvKWx+WggfnIjNy5xjV4bls0l9TCzFSlSYijt0WSfJynJ7o1X3WmW1uvOoQ2gby1qUAEjvJ7BG0og8uUbGl1g0vWXXWmaZ3IlS7ep1GfuSqSwJAng28002wogg7m+6lSh2gYjvt0GcYOQZfi5hjq8YK9kfPcoy6ea1UKWD1yEKrUiyluraYrjb5bUULLCFuBKh2EpBGY+FahWmDwqDnqzv9WLQ6XTKdb9Nl6LQafLU2nyjaWZeUk2UsssoSMBKEIASkAcMAYj1W64OPWr+JRj87Yvp9x7vQpFb3vWfV8P0a0+ir4zv1FYFMrM7dcwmmWJbdZuKou8GpeTkXN3e\/wCkcUAhtPeVGJt7N+kk9o\/pyKTXnmHq\/WZxyr1hbBy2macSlPVoPalCEIQD27pPbDuOrWs5UpSgO85jXVwTg9noj5zu59JtduxwI0k8NYeEndpPW37+o6zc9uTpchm8aDcpvlfIeJJSRjGcxS7qxQ2bb1Qu6hSwQlmRrk8yylAwEtB9ZQPiSQPii5+ZmZaTZcm5t9DLDKFOuuuHCW0AZUok8gBkmKVL\/uUXnfdxXajPV1mqzU81kYIbcdUpAI7DulOY2Xohjib9VS\/w2j23fkTuscXDCXLrOBBBBH3I4oO0fDCFrf2Wmv8AWGF13fDCGrKSqqzPpcMVZaKuaaRyi1Tokf4GLyT2\/VP+yMxVk1LrV7kcItQ6JdtTOjd555i5x\/RGY4r0gP8AgWKvfHxI3OUxtUx+P0G06X77OaXfiVV\/Xl4rvPOLEOl++zml34lVf15eK78HJxGduK9g03U\/EzDzT1ufX5Ie3Qqx2bmtO8pyaZzLyknIsKcx7hc3UpZhPwZbD3yGP0POY6xeBgbxikLZ0oBo2xhrXqS6jeblq1aksnCeKRKzK33ePpEy1+TF3rmOsVunI3jgx1c9RgHyeURx2tf4RNnL\/rTk\/wCiTMKfXTaNZ0wqtN07sO0pi+dS7gbLtKtqUfDfVs5IM1NukEMMDCvOI87dIGOJEP8AaOqe0bL3rpMvWjaJ0rtevfVfLTUnSKZJocbtlRYeCZ+ZU86lbjQ4oIVhBK+CzgZRWu5FyyftPwwRFGT2gtddBzJzW03SraufT+outNS2otnFZYlOsVutrnZU53W1EgdY3lIJA87ORKiRnZOpycvUadNszUrNtIfYfZWFtutqAKVpUOCkkEEEcwYqySPOpwSxtw6ITCRgzVrXVLKPeEmTUB8pMSMHKI56oAP7cOh7A91K2xdcwr4FeBpH5xEjByizAQQQRUBCX1Ss+T1B01uuxagyl2XuCiztNWD2B5lSAr4QSCD2ECFRGRnmMcOMED8xtckpil3C\/KzjfVvNuFDif5KwcKH5QMLq1p6WRKqStY3i0QPkMbu1dbaLQ2gb7oTLJabkbiqTCEkYwkTCyn8ygR6IbWmVV9p9ptKjha0p59mYnYELUY7Y6H1O1o2\/9VKac8aSJsSJmwAUJf3d7qz3K3ePwRzxzh8dlSYoVxXPP6Q3tLvTFt3UwX3EtYK2JqVBeadTnl7koPoVExWkrESaTu9g0Vdtiu2y5JtV6mPSSp+Tbn5ZLqQC5LrGUOAZ5EAkZjk5AIESIsKpyGqOo+peo9xW5J1mYolvzNRo1Jm2uul09UttllBa+3Q01yTy4ZMKSjWnaFyXnonX6rYlFpr94Sk540pcvJhmTmFtrWhpwS581JVw4DgSI809UX+fne30Jk7Nr8vK1\/qRT3v\/APeiMgg8odypW1TqZs\/1StTVDalqoL2MixNOS+491KWCVNJUeO6DjhyzCcuupTk1p7aMk\/plI0RiUTMBqvNSqkO1nK+JccIwvc5DBOIJ3+XzVyWrfP5NryEVLtpdmGm15KVOJBGe8gRIDbd0fsbRLVqm2lp9TnpOmzNtyFRcbdfU6S+7v753lcQDgcIYKTOZtnH+ER+mJY9Jv\/D\/AEX+ZtK\/\/kixBEeCCCACCCCACCCCACCCCACPRl52WdbmJd1bbzS0rbWk4KVA5BB7wRmPOCJTad0Q1dWH0oG0BSVyCGrlkJpucQMKclm0qbd\/xgN4FOeeOI9MPpsP3bSrz2nqrVKMHww1YU0wetRuneFQkzyyeHnCILnjziVXRsVWQp+0PPSs5MNtLqdrTspLJWcda8JmUd3R3ncacPwJMYG7TNqqs3PVNNia1ovr1HlkuVU1JmMKjDVncs9USAcc4b3UHVqWsKqS9KdsG9q4ZiXEx19DpBm2UZUpO4pQUML83OO5ST2w4R7f0x4L4Ac8cY\/KGBiYUJqeNDSX5Xt89Z9YcZSX4HZ9ozCtpKT\/AOZnVg\/\/AGyf\/wCyENXNvzRO36pM0OvUa86fUJRXVzErMUhKHGl4zuqSXOBwR8o74mDVKDQpa15aqS1Q6ybc3CU74IUT7oBPMY\/3RSftQVKSrG0Pf9QpcwiYllVlxtLiDlJU2hKF4I7lIUPij6VkG5HL8yrZUtXg6NoKaccTS28j1amc\/WZtj4GCsXDnfW1rjbYP9tJbdtBv+x57T7S2kVaWZrTSpapVKooQyRLK4LaabSpRJWMpUpRTgEgA5yIYcP5Wf90A4cvggj65k2R0WQ4DpqGOjFu713bf5tnMVlbi1+JvmM9YQQQRtzEDOAcRw3qSp+dfe3chbmY7hz2R6tuS7WVLxntjyxW0tR64etnGbo+5xUMCLNeixbSzpLeqEDgLmT\/Q2IrTnKo2nO7jHwxZN0U0x1+kt6uE5BucY9TZjhd3mlxHit\/nHxI2+VS\/vMV1jV9L99nNLvxKq\/ry8V344k8OEWIdL99nNLvxKq\/ry8V38MnMbbcT7Cpup+JmFmnrc+vyRZfoDYc1WOip1kTTmS9MTdUmqlg9jco1IlZ+BKGXVfL3RKqwOkI0\/vekINs6TatV5+RYl0z5pNqLm0MuLbBGShZwFcSknGRxiMWiLs9cexPp3s7UKedlKhrPfs9SJp1k4dapDDqXKg8B27raUJ7QS4kHgeLw2hrNonskbWutls35cctadDqtOtRVDZUw6toiWk3UqQgISrGEutjJ54HdHW7XrNe2Jy3L0upvR67No+z20S+quvt\/osq26hPt+dRpJycEnKNYOdzcDZWocfO3Mg7gESYsjYk2dbTohkq9p3SLzrM2C5VK9ckqmfn6jMq\/fHluO7xSVHJwnGM8+2Ik6P1m3NdtJb70E0WvWnzF66c3y9f2n004dxmoy6Z3wyXAC8EFDi3G1AgAZbVyJ3ZJ0bpA9B6bIim60VOc0zvGTbSmqW9W5GYS6y9jzuqUlBS62SDurB84YiJe4bRN\/uX0LZx1stzSigNCa0a1uaqdGnLSnSX5WmVRMup4qlwondafaC0qRyCkk54p3U\/s87Rx0Uti4dCa3pzqZeStNbkqFAk6lQLfcqTKaehYclkOuJV5riG3N0g\/apSe2OudT2da9TqPtJ3HIzVpaHaPSU7U6VVqwyZd6v1KYa6nr2Wled1KEEpb4ErW4MZKgEtZs97aGz1aOkmpdxXJqTJyl76hV6u3MKT1Dy1sLdaDMnL7yUFG9uMtknJG84eMNpI7OkepA2mdq63dabSsa7afZNBsGckZOq1imKlmJubmJwb4ZXkocG4hHFKuxXdEwYZXYrpDtB2UNLqW8kJcTbss6sDllYKyfj3oeqKsBBGQMnuHaYizfm2XWbjuupaVbJ2nTmpl105XVVCqOOFmhUleSkF57I607wUAlKkg7pwvhEWuCUv54zxHHB+SIiy+m3SRXQnxjXNoPTq03HTlMhTaEZtLXD3JUpAOf9pfwwwW1lqztwbJTFvv3HtC0e4k3EZgNJkrdYY6rqdzO9vpOc9Z2d0WUQRW6SugO0fbB1CQWShucnJGeaOMBaXqdKqUoejf3x8IMRekkFM4xn\/Co\/TDt6s6o3zr1dC771FqSalWXJdqVcmAw2zvNtghA3WwBwCueIbaZlwxOS4A\/jUD\/wAUGBXR0reuOt2nVma9btRdkZ+XC0tvtY3khSSlWM8OIJEc2CK2B2LYu+57MrbdyWrW5ul1JneCZiXc3VFKvdA9hSe0EEHujdr+pN+3TcUtd1wXXUZysyW54LNreIXL7hynq93ARg\/yQITUEORJcg1NtvlFVe2qWoWo6ZZN8XZPVdMnvGXbfICGyrmrdSACo9p5nvjSqt9XfXbepFo1qvzc3RqCHBTZNxWW5XfOVBA7MmOFBD\/6D1llobmW3FHglaSflBiQG3Bq9Y2tWrlNuvT6pOztNlrbkKc444wpkh9rf304UAeGRxiPWAYzknOVE5gDEEEEAEEEEAEEEEAEEEEAEEEEAEbdIq1UoNVlK3RKjMSE\/IvJflpmXcLbrTiTkKSocjGpBESiprRkrolOzuiXen3STar23LtyF9WnR7uZbAQJlLyqdNEDmVKSlxtR+BtPpJ7HGm+lCtsSazI6NVdyaxlKHqy023n0rDalAf7MV\/QRylTuHyGqnvk6dX9za+SdjZYWcVmCtGM9XvJK6pbfOtGosjNUSitSFn0yaT1axTFLXNlBBBBmVYI580JQYjQlCUBISMADGB2R9QRvcvyukyrD3qjw1Be7ze1\/Ew8epxql6WLJsIIIIzzwCCCCAMjOeEJmpVZbU2+yCcJViFLCErKiKrNJ\/wCkMQ0ntJi7M+Xp510nKiAYtM6I9W9o1eRWeH1T\/srMVUjs+GLVeiPGdGbyT\/nP+ysxxPpBVsixeuPiRtsp9aj8foILpc6dP1Cu6ZCQkZiZLcjU97qWyvGVy\/PA4RXv9Tdw8T4hqPqq\/oiZaelt2hkDCbI08HwSU97XGfK37ROM\/UVp7x\/yOe9rickwc7yegw6JU8JaCtfT262\/8vvIqXSVOK8V4jV\/cPH0YVJrF26oSM5WJV9ml6YWvPNySX2ygJnqnPrUpY3hxKmUbp7urHfEqqfLGmdI1Xg6xvSdwaUyUwpSkZbU+1UVoSc4xvBKFcOeCYrxPS27Qp91Y+nivhkp4\/tcY8rZtCEYNi6d4\/EZ72uNnwzPujQ7x\/sY+80nOPsLVta9nmzdZU0yrNVSetW77eUp6g3PRFJanqetXMZ5ONHHnNq4EZwRnMNVMUDpCKKGqR4z0Gv6XlMiVrFbpk7LThT2LW004G0q4fa5+ExX95WvaE94unXqM77XB5WraD94mnXqM77XDhufL+lh3j\/YbzSc4+wsRpWzJqTqpW5K5drzVClXXKU99M1I2XQJNUpQWn053XJguKLk3jPBKwAOOSvOAsNsV2TpOypqquUkmesetWekmm2Whvbz7fUJSkAc8uAcPRFX3lbNoT3i6d+oz3tcZHS27QqTlNjadgjukZ72uI4bn3RYd4\/2G80nOPsLeNFqZ4h0dsWiv7rbslbdNZcbKh5qxLI3h8uYWXWI7Fp\/KilTytm0Jkn6hdO8nn\/aM97XB5WvaEP\/AMC6deozvtcOGZ70aHeP9hvNJzj7CwnbFvC\/rurtp7KmkVVepVf1D35it1hne\/uTQ2yQ65vJwQXN1aQAQVbikgjeyHx0j0o0\/wBELHkdP9O6QxTqXJJBURu9bMvYAU88oe7cVgZUewADAAAqG8rbtC7u59Q2ne6ezwGex\/S4x5WzaE94unfqM97XEusz1\/0sO8f7DeaTnH2F1hca4nfTnvzFbnTFSs1NyGmwkZV+YCHKlvBlpS93PUYzu8u35Ijt5WzaE94unfqM97XGR0t20MkYTY+ngz3SU8P2uCrM9X9LDvH+xKwqPnH2EaZKnVlbWE0ef5Y4yrn0RoTlq192ZadFHn\/NcSo\/2qvv+CJTDpb9ogcrJ09H\/Yp72uA9LftDnnZOnnqU97XDhmedFh3j+0jeqPnH2EdvFFW+9M96sv6IPFFW+9M96sv6IkT5W\/aI95OnvqU97XB5W\/aI95OnvqU97XDhmedFh3j+0bzR84+wjt4oq33pnvVl\/RB4oq33pnvVl\/REifK37RHvJ099Snva4PK37RHvJ099Snva4cMzzosO8f2jeaPnH2EdvFFW+9M96sv6IPFFW+9M96sv6IkT5W\/aI95OnvqU97XB5W\/aI95OnvqU97XDhmedFh3j+0bzR84+wjt4oq33pnvVl\/RB4oq33pnvVl\/REifK37RHvJ099Snva4PK37RHvJ099Snva4cMzzosO8f2jeaPnH2EdvFFW+9M96sv6IPFFW+9M96sv6IkT5W\/aI95OnvqU97XB5W\/aI95OnvqU97XDhmedFh3j+0bzR84+wjt4oq33pnvVl\/RB4oq33pnvVl\/REifK37RHvJ099Snva4PK37RHvJ099Snva4cMzzosO8f2jeaPnH2EdvFFW+9M96sv6IPFFW+9M96sv6IkT5W\/aI95OnvqU97XB5W\/aI95OnvqU97XDhmedFh3j+0bzR84+wjt4oq33pnvVl\/RB4oq33pnvVl\/REifK37RHvJ099Snva4PK37RHvJ099Snva4cMzzosO8f2jeaPnH2EdvFFW+9M96sv6IPFFW+9M96sv6IkT5W\/aI95OnvqU97XB5W\/aI95OnvqU97XDhmedFh3j+0bzR84+wjt4oq33pnvVl\/RB4oq33pnvVl\/REifK37RHvJ099Snva4PK37RHvJ099Snva4cMzzosO8f2jeaPnH2EdvFFW+9M96sv6IPFFW+9M96sv6IkT5W\/aI95OnvqU97XB5W\/aI95OnvqU97XDhmedFh3j+0bzR84+wjt4oq33pnvVl\/RB4oq33pnvVl\/REifK37RHvJ099Snva4PK37RHvJ099Snva4cMzzosO8f2jeaPnH2EdvFFW+9M96sv6IPFFW+9M96sv6IkT5W\/aI95OnvqU97XB5W\/aI95OnvqU97XDhmedFh3j+0bzR84+wjt4oq33pnvVl\/RB4oq33pnvVl\/REifK37RHvJ099Snva4PK37RHvJ099Snva4cMzzosO8f2jeaPnH2EdjSKqBnxRPn\/sy\/ohEVi3a+uqTC00KoKClkgiVc4\/miYHlcNogcfqJ099Snva4D0uO0Sedk6e+pT3tcSqzPOjQ7z\/1G9UnJiPsIaC3Lg4f3BqPqq\/oi0zomZKbp+jt4tzso8ws3LncdQUqx4KzxwccIj95W\/aJ5\/UTp76lPe1xhXS2bQy+CrH08PwyU97XGl3Q0ed57QSot4hHStr077Gn\/AJTLo8SkpcVYjm38CEMEEEd4aYIIIIAIIIIAIIIIAIIIIAIIIIAIIIIAIIIIAIIIIAIIIIAIIIIAIIIIAIIIIAIIIIAIIIIAIIIIAIIIIAIIIIAIIIIAIIIIAIIIIAIIIIAIIIIAIIIIAIIIIAIIIIAIIIIAIIIIAIIIIAIIIIAIIIIAIIIIAIIIIAIIIIAIIIIAIIIIAIIIIAIIIIAIIIIAIIIIAIIIIAIIIIAIIIIAIIIIAIIIIAIIIIAIIIIAIIIIA\/\/Z\" width=\"300px\" alt=\"python ai chat bot\"\/><\/p>\n<p><p>It will store the token, name of the user, and an automatically generated timestamp for the chat session start time using datetime.now(). Python chatbot AI that helps in creating a python based chatbot with<\/p>\n<p>minimal coding. This provides both bots AI and chat handler and also<\/p>\n<p>allows easy integration of REST API&#8217;s and python function calls which<\/p>\n<p>makes it unique and more powerful in functionality. This AI provides<\/p>\n<p>numerous features like learn, memory, conditional switch, topic-based<\/p>\n<p>conversation handling, etc. In summary, understanding NLP and how it is implemented in Python is crucial in your journey to creating a Python AI chatbot. It equips you with the tools to ensure that your chatbot can understand and respond to your users in a way that is both efficient and human-like.<\/p>\n<\/p>\n<p><img decoding=\"async\" class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' src=\"data:image\/jpeg;base64,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\" width=\"302px\" alt=\"python ai chat bot\"\/><\/p>\n<p><p>You can also edit&nbsp;list_syn&nbsp;directly if you want to add specific words or phrases that you know your users will use. Once we have imported our libraries, we\u2019ll need to build up a list of keywords that our chatbot will look for. The more keywords you have, the better your chatbot will perform. Now that we\u2019re familiar with how chatbots work, we\u2019ll be looking at the libraries that will be used to build our simple Rule-based Chatbot.<\/p>\n<\/p>\n<p><h2>What are the best libraries to build a chatbot using Python?<\/h2>\n<\/p>\n<p><p>They use a set of pre-defined rules to determine how to respond to user input. These rules are typically based on keywords or phrases that the user enters. For example, if a  user enters the keyword \u201chelp,\u201d the chatbot might respond with a list of support options. There are a couple of tools you need to set up the environment before you can create an AI chatbot powered by ChatGPT. To briefly add, you will need Python, <a href=\"https:\/\/www.metadialog.com\/blog\/build-ai-chatbot-with-python\/\">Pip, OpenAI, and<\/a> Gradio libraries, an OpenAI API key, and a code editor like Notepad++.<\/p>\n<\/p>\n<ul>\n<li>It&#8217;s designed to mimic the way humans talk and understand users by narrowing down their intent to accurately provide them relevant responses.<\/li>\n<li>Designing a bot conversation should depend on the bot\u2019s purpose.<\/li>\n<li>We can send a message and get a response once the chatbot Python has been trained.<\/li>\n<li>You can run more than one training session, so in lines 13 to 16, you add another statement and another reply to your chatbot\u2019s database.<\/li>\n<li>Python has been around for a while, so there\u2019s plenty of documentation, guides, tutorials, and more.<\/li>\n<\/ul>\n<p><p>So it\u2019s strongly recommended to copy and paste the API key to a Notepad file immediately. Along with Python, Pip is also installed simultaneously on your system. In this section, we will learn how to upgrade it to the latest version. Basically, it enables you to install thousands of Python libraries from the Terminal.<\/p>\n<\/p>\n<p><h2>Design a neural network model<\/h2>\n<\/p>\n<p><p>Using .train() injects entries into your database to build upon the graph structure that ChatterBot uses to choose possible replies. In the previous step, you built a chatbot that you could interact with from your command line. The chatbot started from a clean slate and wasn\u2019t very interesting to talk to. The call to .get_response() in the final line of the short script is the only interaction with your chatbot. And yet\u2014you have a functioning command-line chatbot that you can take for a spin.<\/p>\n<\/p>\n<p><a href=\"https:\/\/www.metadialog.com\/\"><\/p>\n<figure><img src='data:image\/jpeg;base64,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' alt='https:\/\/www.metadialog.com\/' class='aligncenter' style='display:block;margin-left:auto;margin-right:auto;' width='401px'\/><\/figure>\n<p><\/a><\/p>\n<p><p>Building a Python AI chatbot is an exciting journey, filled with learning and opportunities for innovation. NLP technologies have made it possible for machines to intelligently decipher human text and actually respond to it as well. There are a lot of undertones dialects and complicated wording that makes it difficult to create a perfect chatbot or virtual assistant that can understand and respond to every human.<\/p>\n<\/p>\n<p><h2>Learn<\/h2>\n<\/p>\n<p><p>Depending on your input data, this may or may not be exactly what you want. For the provided WhatsApp chat export data, this isn\u2019t ideal because not every line represents a question followed by an answer. If you scroll further down the conversation file, you\u2019ll find lines that aren\u2019t real messages. Because you didn\u2019t include media files in the chat export, WhatsApp replaced these files with the text . In this example, you saved the chat export file to a Google Drive folder named Chat exports.<\/p>\n<\/p>\n<p><p>That way, messages sent within a certain time period could be considered a single conversation. <a href=\"https:\/\/www.metadialog.com\/blog\/build-ai-chatbot-with-python\/\">ChatterBot uses complete<\/a> lines as messages when a chatbot  replies to a user message. In the case of this chat export, it would therefore include all the message metadata.<\/p>\n<\/p>\n<p><h2>Two ways of writing smart chatbots in Python<\/h2>\n<\/p>\n<p><p>The challenge here is not to develop a chatbot but to develop a well-functioning one. As we move to the final step of creating a chatbot in Python, we can utilize a present corpus of data to train the Python chatbot even further. In the above snippet of code, we have created an instance of the ListTrainer class and used the for-loop to iterate through each item present in the lists of responses.<\/p>\n<\/p>\n<p><p>Read more about <a href=\"https:\/\/www.metadialog.com\/\">https:\/\/www.metadialog.com\/<\/a> here.<\/p><\/p>","protected":false},"excerpt":{"rendered":"<p>How to Create a Chat Bot in Python It will store the token, name of the user, and an automatically generated timestamp for the chat session start time using datetime.now(). Python chatbot AI that helps in creating a python based chatbot with minimal coding. This provides both bots AI and chat handler and also allows [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[121],"tags":[],"class_list":["post-9235","post","type-post","status-publish","format-standard","hentry","category-ai-news"],"featured_image_src":null,"author_info":{"display_name":"Emanuel.J.Moreira","author_link":"https:\/\/ipc.cv\/fr\/author\/emanuel-j-moreira\/"},"_links":{"self":[{"href":"https:\/\/ipc.cv\/fr\/wp-json\/wp\/v2\/posts\/9235","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ipc.cv\/fr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ipc.cv\/fr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ipc.cv\/fr\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ipc.cv\/fr\/wp-json\/wp\/v2\/comments?post=9235"}],"version-history":[{"count":1,"href":"https:\/\/ipc.cv\/fr\/wp-json\/wp\/v2\/posts\/9235\/revisions"}],"predecessor-version":[{"id":9236,"href":"https:\/\/ipc.cv\/fr\/wp-json\/wp\/v2\/posts\/9235\/revisions\/9236"}],"wp:attachment":[{"href":"https:\/\/ipc.cv\/fr\/wp-json\/wp\/v2\/media?parent=9235"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ipc.cv\/fr\/wp-json\/wp\/v2\/categories?post=9235"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ipc.cv\/fr\/wp-json\/wp\/v2\/tags?post=9235"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}