{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.13","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[{"sourceId":71549,"databundleVersionId":8561470,"sourceType":"competition"}],"dockerImageVersionId":30698,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# RSNA 2024 Lumbar Spine Degenerative Classification\n\nData analysis was taken fron the notebook [Anatomy & Image Visualization Overview-RSNA RAIDS](https://www.kaggle.com/code/abhinavsuri/anatomy-image-visualization-overview-rsna-raids)\n\n","metadata":{}},{"cell_type":"markdown","source":"## Overview of the clinical problem¶\nDegenerative spine conditions adversely affect people’s quality of life. Detecting these conditions is crucial for determining therapeutic plans for patients. Therefore, it is essential to develop methods for detecting and assessing the severity of degenerative spine conditions on imaging.\n\nThis challenge primarily focuses on identifying three types of conditions in the lumbar region of the spine (refer below for the anatomical overview). The three conditions we aim to assess are:\n\nForaminal narrowing (on either the left or right foramen at a specified level).\nSubarticular stenosis (on either the left or right side at a specified level).\nCanal stenosis (only at a specified level).\nEach of these conditions can manifest at various levels within the spine itself, specifically at each vertebral disc (e.g., L4/5 corresponds to the vertebral disc between the L4 and L5 vertebral bodies).\n\nFor each of the conditions, you'll need to predict whether the degree of compression is normal/mild, moderate, or severe. You can refer to the example test submission sample_submission.csv to get a better idea for what we're looking for in terms of output. For each case, you'll have to output a score from 0 to 1 representing the probability of the patient having a specific grade (normal_mild, moderate, severe), at the spinal level (l1_l2, l2_l3, l3_l4, l4_l5, l5_s1), for that condition (spinal_canal_stenosis, left_neural_foraminal_narrowing, right_neural_foraminal_narrowing, left_subarticular_stenosis, right_subarticular_stenosis).\n\n\n![image.png](attachment:a2c53d73-04c7-4946-8941-633c95ecb6fb.png)","metadata":{},"attachments":{"a2c53d73-04c7-4946-8941-633c95ecb6fb.png":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAmAAAAGSCAYAAABE2X1fAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsMAAA7DAcdvqGQAAP+lSURBVHhe7L0HmGXXWSW6bo51K1fnqA5Sq5VzliVLtiznBA4Y/GBgHsww8/GGYQIDw/DegAcG+CbY4CGYYWyiEwaMLVu2bCtnqdU5p+rKVTfn+9b6zz1Vt0vVrW6pJaur9+redcLed58d/3/tHGgRcHBwcHBwcHBweMMQbF8dHBwcHBwcHBzeIDgC5uDg4ODg4ODwBsMRMAcHBwcHBweHNxiOgDk4ODg4ODg4vMFwBMzBwcHBwcHB4Q2GI2AODg4ODg4ODm8wHAFzcHBwcHBwcHiD4QiYg4ODg4ODg8MbDEfAHBwcHBwcHBzeYDgC5uDg4ODg4ODwBsMRMAcHBwcHBweHNxiOgDk4ODg4ODg4vMFwBMzBwcHBwcHB4Q2GI2AODg4ODg4ODm8wHAFzcHBwcHBwcHiD4QiYg4ODg4ODg8MbDEfAHBwcHBwcHBzeYDgC5uDg4ODg4ODwBsMRMAcHBwcHBweHNxiOgDk4ODg4ODg4vMEItIj2vYODg8MbBImdQPvaCb2bj1OJqIXc/jDgRKjDhYY3S907v+EImIODw+uKTgETQLN9x2urg4BJDAX4HAjOuvdEvJ46feh8DrXNDxOKjx8nB4cLAaqZGjxzJOy1whEwBweH1xU+ZZK49ghYW+TMSh6RsfZtMMSnOcEeoIXMnC+zPyLeLASs4d06OFwQEPlyBOxcwBEwBweH1x0SMp647uwtagvwDgnUDHgUbb5o90iYB78XLfCmUAKOgDlcaHAE7FzBETAHB4fXGZ2kS4Lbgy94dO28P1P4auCHC8WtM34ODosdIl4/7J7nxQFHwBwcHF5ftHyCIsFN0244661PvnwhJCvNAtNzgP909X/tu/HxZhiA9ODHxMHhQoDr/TpXcATMwcHh9YUkjEynzOZ9k6KnpYn3hO8kjDqtNKTnOxYJEyXzrx50Ffn6YfaASXQGLPx+5PxY6F5GxMy/n2+ne+HV2HU+u294OJVd57P7hodT2XU+n+4bL8dcXXA4GzgC5uDg8PqiQRHjC+dmk6Kcwj3YQr1RRyjszeSyd/wbaNV5oWnyN1olGQrTbRB0ytswmg25CyLAe11bTRKztgjzFUCQ7l8vVKtV8z8UCqFeJ1nkNwOBH/5AqIPDG4lWq2llX/VAUL2IRCKzddDhzOAImIODw+uKRqWJkEiRZLVJG5GsqpEwBGpywf8iXVVUxkbQLOaNs1mvVzCMQCiCVKYHwVQGiEbpnn7VSOSCMQQiKXloECGq1WpIJBLtN+cejUbDlI2+IdGZz+fRle5q2zo4XACYbUs1rTGSy+UQi8VYNVU3Hc4GjoA5ODi8vlCnlTgXRU0gyIdWhc8FICLRU0WrnENlegy5qUm08lOIkORoEFJDjs1giGQsjFYojFRXD6I9fYh3dSOYTNE+Tfu0vmBQ61vf8Fvl5xqVSsWUjL4jEhZWj5zfU+fgcIFAdazeYAOKUH1QfVPDRGTM9YCdHRwBc3BweH1BztWsUdiQrASMdJGAtUjA8mMoTZ1AnqZRKyAWbKEr0ERIIsmGEUm82NyuGxGLoFhpoE6/ook0kt09CA1uQiizwj5h5O51Fv5q8auXzR9qUW9buVxFMjHXC+fg5UUn5j/PHyI+nQpyCv3NCbaLiBaKxSLi8bjVC79x4nDmcATMwcHhVaBTbLyC0FWnV13KVF1hDTRyIyiMH0Zp5gQC9SzCgRqS0QCJVRiB3Azf2YQvug1ROYOkS8OXUQQjcV4jbH23UKrUkI0uQat3HQYHB5HUMCCFf6PesLliHuaH63SiznPru1goRmrle8Srjm9885t46KGH0N3dh+xMnravVfHoy6/Vj1fCm+sb85X1mauiCy+tXj3O/TdarQYq1SKSySTJV8zeffADH8DWy7Yi6AjYWcERMAcHh7MERQaFsF3t6CDtXu+NNAqVSgPRcBDhUADNeg3BeonkiW6reYwd2IlGdgxdlNuBZhlRtqSDQW07wX+tJgW4hik1lEHyRcXRJNlq0djIpeaJkZwFAyRCbIIXQhmMN2JoBcLo7l+C3mWrgFiSHsbQbPL3wQg/4oWN7AmRkO58caerlIXXG8Mvt83cWxlPnXi/qde87z786JP45V/9daxdvxH9g0tQLjNc5lrufH8F/16m085/Fk5l5z8Lr8bOfxZOZec/C6/Gzn8WTmXnPwuvxs5/Fk5l5z8Lr8bOfxZOZec/C6/Gzn8WTmXnPwuvxs5/Fk5l5z8Lr8YuYL1f1htcqyCVSODI4YMs/XX85m/8f1i7ZqnaWAiFVJ/lXJP1X58pAYsBjoA5ODicJSgyNIneQKJDAiQKYhPnaci9SLwaNHUk4nqYROnEPkweP4RUqI5kqIFWpYRYRKSFvw+RxNEPzfNqmIynJyJgLRIi9TpptaR6tmplBNny1mR9vgSiaVRCSZTqLVQRRiTVh3j3EsSXr6eaiKPSCDFcMURiEaOIeppTJj60vYVsg9QbJxMw9aMpKFIi3jyvAKo14G++/Hf43f/xh3jX+z6AWitspMz7lYPD4of25wuHQjYEr67tZCyEv/vqF/Hv/vX/g7fefQPY7mL9YcWhMGg06whH3OT8U0FyxsHBweEsIdFB096CwScs4RbJVbmIWKCKRLiG6tQwJg/swtTwUbRIoMLBIIIkLAFNlNeQIoVzIJJASyac4PsoW9gkTDLBsJmgDUcKIkJaMUkCxtZ3s5zj90roTgSN1NVy45g6cQjT+3eikZ9CLNxCnIQvQiVgRMoLIU2kw5BA2b85m9PRqXqtjnyhgEwmY3PBmk31BDo4XDhQb7XmfIXCIZRKJfT1seETjeLokSOoaXGzKg/Jl/p23Ijk6eEImIODw1mCUlXDCja0EDSyortwoEECU0OkliNJyqFVOIGxXU9j4uBOxPh+oDuFIAlLs95ENNVNtpMEYl0kXykgmuFzGiESsaBPwkjOtNIwzHsJcg1RtjSZrMGWd7VEv0oIlKegyfzpcBWDXRH0RBvIjxzE9LE9fD/K1jjdoIwgSZu3kauGNj3jhdozwRaJofWSySyMakUrHwNoNVuIMFz+dhQODhcU2JjRimDVA5X/qSk2dqKso/xnnV2sqw22S9TmmZuP6bAQHAFzcHB4FZDo6BQflLj1Ci8kPNEmasf3YeyFx5Bu5bFuSS9irRqq+ZwJ6mgXyVdIvV8kYOEUCRhJWDTtmZB6weKeCUZ5jZCMhYyAiSC1mjW0GmV+q0QtkEWgMIpGdhitmRMA70OlcQyRz9Wnj+PE7mdRGSYRq5KkBRvtXjBrnJtysMfZG0Ljj80m3dF4b05CtVpjmEji6IFa/1JCr9eWFw4Ob1boBIsImZbKf5j1oFAo2DB8KKIea498aYGFVruKpDmcGo6AOTg4nDV83uKJV/4Vq9G8rGYJreGDqIweRk+ogkw6hPzYMcTCQXQN9FNIx8iO+JNwgiQsgWYoaUOPTRGyoFY5xmyDVQTZcg5pflWE9+plIzuS/xqCbFYp2Mto5EYRIOEKgwqAV+RHEEUR0XoW3ZEKorUZlEYOAhOHgVrBwmnTy3THq23h1Q6+kS97qWFOPbwcIlst2tfqNdt4UkTM5sE4OFxA0LB7Op1ig6SCSrmCVCqFEAlXpVzWGpl2A0UnRGjFsD9X1GEhOAJ2DqAC54wzZ2IWA3y+YpxFLwx80nyoRhXZsWFb8RhNRhDIT6GnO4MIm8aBOu017yvZxSsJmPWAxT3ChQj9CpJ3JbztJkTQzJ4EjExJQr9Ggd+oF8nBeK0VEWwUgfIMkBsDKtMIVNUjNo5GcRyxQBmZSB3ByhTG9m9DPT+hLiy0GIZKqY5mXROE23EQI/O7vIx8LZxP2u8oGg0hzLjUqjV0dXWhUnEK5pUgkqrekk6yuljqwoWIMBtGxWKJJCyNaCyKmZkZ1iXWbcLWoxAm79hYibKh4nBqOAJ2luhUpr4R03fGmTMxiwlSoZ4a5V/dUJqUp6eMiMUjlMQlEiS2hL1lUWGSHJpglFcJ5SiJD416uBDmT3UmpNKHnrQ0b0RG0rwtoph2GoIMtDSUWEVAO7uSjEHzzUj2QPJlppLl5ypolaYQapWQCDXQKEzhyPanGbgJBEja4jFvx3wLPz9pcfCzxr86nDNosYKM5vOpF1H1QOnv4HChwxGws8R8heoLE+2L4owzr2QWJ8haRFyoU2emZlBjPAORGGrVKnmUhhNJssIkXiHd80qjXi8jYIGQbd4YCrTMGM3SlhQiX7bCUob1TJ6rd0qrLLWqUVtR1MskYCRhImDlvB1pVC/lSL54r3liqCEYbCKTjmHHE9/D9KFt9K5E9zOIRlq2aatyRFtfNBX+uc85nENojpAImDbulKx0w7YODh4cATsHEAnThENnnHkls5jRrDVQr9bQ8NcShuOsHCRfGm7UkKKeNceL7xoiWTQh/mP1MYKlye/Gs1r+KsU5NuT9lX1dH0JTqxrVC6b5YI0KmnUNS5bNVAs5uqfbWol+N5DsTiMRqOHhb/0tcsd2Mxx18rVJhEJNfc4jYTQ2FKk19AqQwzmD5ghp24Lp6Wk7uFkNkcVeFxwczgSuFpwF1HrTcST1ecbr3VAvmDPOnN4sJpxMUwKoqMcrGCahCaLWaCGS6uL7NhFTz1dIvV+aVO/1cAUCQWu8yHiz40mFeN+07S2MDbVZkZ50JUljXWtpvonIlybk650RM/WMydSo7CsI1GuoFou2s34jl8X6tcsxdmQ3XvjeN9GsTNNnEbj6LAHzjL5hfW1mHM4NJB8rlTKWLFmCG2+8Hhs3bkAkoiHm1w6v/LQfHBzOM7id8BeEiFaVLWRPSNRqVCnhMGr1Frbv2IOdu/aiWC5TPwQRkrJgq9xa7wZfGihZOyVD5/Mr2QkLuT2dnTDf7enshIXcns5OmO/2dHbCQm5PZyfMd3s6O2Eht6ezE+a7PZ2dsJDbU9tJmYeicf5tolgoIJ2MkwSswTXXXomwSEG9imiUZIUEXtssePOdzhcwniI7wRBYJbwpXs0y8qOHUDi+C8lmAZFWFXHGuUkCFUj20pEm1kdtVWOTBEy7zgc1J0zDju2J77b9A+01OV770tvZkZrXVZqA9vpqZo8BhRMIFifQLE7ZUCJaJRoFgKQumEAjnEAr2m3fbEZSiPcuQ5lcrUZS9vDDj2C80MLbPvHPMLjmMjRjg2iF0vqy5Zy3H75IWYBfV++ccrNdr/mNVpOEkZzwM5/9Av7hge/jptvegkK1zk/LpbfLWKVUwHVXXYneniQmJooYHR3FiZFpROMpNuBgcdNZeiElWqBh4br6mq2IxyI4fGQEx48PI6SZzJQrDX6zwR/4Z1BKHvlkw+tBYpiYZhLhgaCuXkPQIiNion+zZFbQVZtoVvmeskvyrcWUJo/Vb/UNDRXSBd9pqWoTsXAMDco/DRv69tqCQ9sL6LtNyzuGh/7xVzYZW+5s7za+r5MIq39RRPiee+/ElZctxehYBV/84teQy1dZ9lkHGF7VFw1Fa56YHV/FN9FgAFdcvhnxKMsEC5qCq2OfWszrWDTAxq9F06L10kt7MTE1iUSyG5WaypVGJdTDqQYy48LvB5kWlh4tlhWmbVOnOQRzFl7lfqvJEtBQo8BLmyC/b2na8oZMQ0xzxU/5ofLgNyCUF7q39hXTRL9rNJRefNYffcuSKYBoJC4nTM+6vYsyPRssA8pO+aNjt2x2In+mctCwZ/UYKk1Vb0osF8obwSsDZpiPipvFRSdIKH/YyGiyQaLvKX6Kk/zUd+vUbwGmSUiLY3QUWFPzMGO812/rtFf4dPC8V7aVQ0pD3QdUD6x2qL5oUUsWLzz1KN75jnvxUz/1I4xD007D0J59559se2PhCNiCYJGv6fw6EbAgSpUGItEoHnr4GfzGp37bWvTprl7bo0gVOSYCpgLq4NBGkYo5R80fo2JNJaLITo/j0P5d+Kkf/wT+yU/9GNKpqK0MbFEQijwENFRnwvR8AEWG9uEioSqz2KsREm7mUTy+k+YlDES9nqhgIkVCpG0mMrbVhPYJMsEtRUYvjIxRcSneIj1CWEqNGkKT7a1HrEKSRcKFwjhaJGCB/AmbTI/CDInBDH/HcFDZmGJlOmprC8S1uStJWLqfj31AqhvF/AR2b38Wz+46ho1X3oVb7/8E0L0aiPTwO+qR48XIhJS1KEOINV+haotHKjUpaAX3M5/9c/zDNx/GTbffRQJG5RyhEmZ4tRFtbmIcP/njH8VFa4dQKbfw3Iu78Mgj25ArVBBLdFGpUQHyO5GoyGYdpXIWP/HJD6GnJ41HH30ezzz9PJUiywLLw0yhbNt2RCl7/CE7KX9tAGvkh+nkie8WYjrySeGlAjZFawQoQLfqJZQ2VPrKtGxhqRRsvcbfkoyEKc/CemmJQIVaKRo5SSRizOYaIvynbTf8bxsBITziISIiokJlnlQvJ4lYjfbiKAyfCIDOBWzUC3jXu+7GZZeuJPkAPv2ZP2EjNsiwxFkW+BsmvRq5UZK7ZpXxpvLPJML42I+8E12pBErFGrq7o0ZgxduV7Nrjk9UMlWoLX/nKN7Fz9y4k0iTVwX6WKy99gyE1cJoMd4VkkGS2ToLRYDlsqSe2ilh6iuEXkYgz6GmSnCQbTFVb5SeCEo2R+EQUzyZKpbKlg1bDKn3VEav08Oa0ibh4BFgcKEKCqKuRuaA2FI6ixryYns4hlczwvUga48A07O5K2LmK/tw4+VOvU6fQjb6ldNYq0kIhz/DySyw7lpctERuv/pSKlCO8V/0KmjwJIRJjmQwzbkywRiOEMvNS5aG7O8Nv0P8g6ylqtKuiXo0wDFH7tjJPRDvO9PfIq/JbCS87+qd6YAtlRGpZXoo5vPD0w3jX/fcYAWuybBkB4289Aia3KnsO8+EI2IKQYKpZYVQLrcZWkdq3n/7s5/Ctb38PN9/+FoRjSbbg2BphpU7HKSBdMjp0IBChwGWRqFKZdKXilFtVjJ04iq/89V/g8//nj9iyv5RyjspN++WwjJ1fQooRMwIWIQGjyF+AgGmIMHASAfOUvBRDS70F8oaKoiktZfEW1aFCfs0EjGkd5/dmCVgvCVgPcjMjGD60Gy/uGcahiSY++FO/hNWX3wFEae8TMAuVlI3+BvnvVRCwyTH85Cc+gjUrl1JZA1PZKh5+eBsee/JppNK9VHY6KFwNOuV7jUp9hkrrw+jt6zKi9uQTz7XTyJsHV7MeMPVGqGfFn0volRMpd22EqZWFjWbF3NXrDZNJahjqyCdtmKmwK3Ye1HPENLM7pheJiM7cFLxeH/VqkVRogQPJaEz5JgVOQqAhZn0rHmMa0zsRBEGETKbGNGiZwmWqMdwh/k4b79rcPCNgb8XlW1egchoCpjRv0n2M5KeHhO7HPvpOdGcSGB3NY3xikvKY4YyEGAcSDd4XSg3mSRjPPb8dJ0ZH+W0SxVaS9iIWZeZo1YiGEVgjoRGShhiJVgyhcAvVxgjTjqSyTs+aIq1xkp4k4+bVXZE4/V7xE7lpsrxLZfpxVxpbYhARkiz1DjaVZ/KznS7iNOp9k9toNGb3Nn2FeSWSrLIu8iV/RbZ1zqLu5YY3/L7yOcy8DDO8RcZPZMv7pp+3sVjC8l1++qpIPWAiWC2tMBHhZH7r29pQWA1DEdO6Fquw3AYDzNOWygof6VyNBJEvlS/vpeqG77EImL7rCNhrhVfzHF4OljUVZAmyEAVeja260ZEx9PVKiDYxNTXNVhJbaiJo1LRqhTnjjG+KbJFKuHZ1ZUzglVhWlixZhlWrVmNkZNxr7VLSWW/BBSCcvNEL+8PY+lcNPHn3FPn2/HohSgWWz05jqL8HkVAAj//ge2hURDL07ZPhh+jMoLyTgmtfBV7EqScm88z/KC7dug7LlndTKedpqeEjxnO2V8H7khSWhiW93iTaUGs3RUJpQiRFCTbyurvSSCakwEVupLibLFd5TE2O2+KHFhW2ZFUiHkNXOolUMm5uvHT20lomzO9ESWI07BmPh6n0g9YQULpI38ao6PW9CAOl4TcRGfWwDQ31IpOJs3znWabzKJdzdg2SoKTTMZo4UgyfeqySJGn6ZrlUsG8KQUsjL8qqGwtB5NQf3lT9EG9Sr9fOvQfxF3/9t/jTz38Zf/bnX8OX/vab+IsvfhN/+cW/w9cf+B72HDqCknqdmR6Vapa/qyKZCjMdYkyHKOPLMsB4xqyTTvuSzWBmZpzkgSShGUcy3sVwd9FtDIX8NHK5CbpTHolIlfh7hkW9WW0TZWMimWA8aTREqhHlOoljMZ9FLjuFUqHIeDSRYDp0pVPmr/yoVLIoFCeZbmxYoEhyVSRJqaG3O47+3iTLQQ1VummSaIV1cH0iyDRVY6BCf5XPJG0iis2wZ5imSk+VgVIpyyQTSWac6E88FrTyIhKsveu8Msb2CMuFeg81Z5KvrRxEIiJcOaZ5gXndRCrFtGIDghKKht9kfli+Wd45nCs4AnYK1FmZrSXKAicSZkWxVmclirNy6AysNAut16LX8FGILW9nnPFNOByjgqqw5T6GYqFkGj2XzaGnp9c2LlQrUvNkpLiNlyxmsUap7St/L7Lq6/Ke1XM823vMiwT86wHNQQqqRU+J19/bjT27d2F6Qj0m1O6z3/Tq+VnjpB4mkUgSJCq6yalxmkksXdaDLVvXoxnQvNGOIR0zXnpoSFbzfUS8rIeFVvVqxRRkVOyBSnCGin1meoKKtohqTb1YDRIoErPuLvue/KmT2JfLJZKIPMlZ0d55RuCVhEzkS6tI8/kZ5HNU9vUqZZmG0GrIkqTOzIgglIyoxUlaEKjz25MYGT1K8jCDeIJll0EKhUUS+b1KDtMkM/JPpGaK8W7Qr1gsTFJH+ch4kkMaZlPXD9LLQBcdWWBFg88Nkp5ANI7egaWIJjJMcpKGRApRberLuhaOJhBLdlsvWiTaYLiKKJaYXtkxTE6OoFCYYbpkmW4kwYEKEskA042/iSXpfQTVcp1pkUd2Zopp2WS6qgeywu9ruFeELW+b74ogq5dKPVvTU1OYGBuzIVulv4Yp1avW09NlQ4eab6UhymIhi2xuiuGZob3mVdX5XZKfcIlpN4kayWA+P4l8YZLpxnRnugZIoMDvK/zj48dRKs+QzIvEqTdJme0bJVaLcUnzm5IndX6zQPfTmJoeY35MMF+pt6Ihfo86jHmtXs5KpcRGYJlxa7CxmOV9DtGYhsQn+M1hvlMZUFq1y6v1gLVxyrxzOFs4ArYgNHeClU1qoq0grQWhYaV63XrDVLm0C7aGARpNCa/5hmLHruq27nx+Jbv5Zr7b09m5b3jXH/43KiTwKjuZrm4K27jJrERcx3eoZRqzOSZWjqhUqBMXNfxeGE9y86pnM3PELMR7ppxn/zpAu+gvHehDMTeDEklHlORienzsFMpESq2DBbwiOgmYh7LG2ai0Dh4+QIUbwJZLN2Lp0gHa6L2UWtswvoqxJpSrZ90IWDsJ4gnKGyrJAomNSNOmjRfh1ltvwm233oh1a1dbL5Xm2jUbNSr5HLSwIxYNo48Ec+XKZVi6ZGg2fTvTu1IusgEZxaqVy7Fq1TKb66WeKn2rh4p89eoVWLZ0yIaopqnAly0bwB133oJLL72YMjBgCrtYyiGTSeGSLRtx403X4dbbbsI111xu37VhdcZTZFeEQATbCwOj7Bsvii+DDbFSpgoiok26Vfu3zrTRyloRsSLlbpUWdT5rOLvBe9nZ0DY9r9XzTMsikokwLlq/BrfechPuvON2XHXlZVgy1EeZ7fWAVUmqwsEoCSi/wfTX8Tpr1q7C2rUrmY5B1tUi3Q/Y77ZeuoUyP4gy620um2Xax3HJxZttVafMFVdsRX9/t/WClct5yy+bA8e8UX1fuWIp1q9bhVSSZE+bB5MErlu3Ave89Tbccst1GBzMMP+KlBWac6b5ZtPMhyXM7xtwz72345JL1jN/ilaO/V6vubRkOvE7rabm7YXNX5WRO++4BVsuudjSIZ+fYh4zvuRsJead3Pf2prFm9TIMDvTbb2skp8uX9+Paay7DNddehs2b19Fv9YB11lWHc4nQfyTa9w4diLQVo1aJqGWq1sMD3/oBK20d6e4+lnqN5yfoUpN1w6z8rHAaPpi9ypDAmVnoeSE7/7ed9wu5ffN+o67hA1VVvtMBrTJm337X6fbNHA/v/ky/0fns3QdYbjSJ15s70qKg11wp4PDBA7jyyitw1VVbWW40f0fu1MvglbvzB1phxkBr3pUubCXX6wXUp4aRilJkq6XNBktLk8GDMuoppkPfCCbUCXvlDTfpgXpLfz1nJBhosKVeptIoZ6m3cghQEbWqar1X6EDaU79XGtIwPNpjLJLMoEnlGtQeZJofoxZ9bgyFUh3ThQaqgSRiXUNYd8kV/Dnzll+kN/RD5VdeWvNLQWuDdy3lFfDU09uwZ98RrFqzjsqe6cA81PBdgGSjXMji2qsvx9BgD0ZGRvDIY4/g8ssup9KtY+vlV+Cxx59luJtIdyWsp6iLJOZSkpgMn48eHaU5YV8WEWlSKWoezU1U8FLUl29dQyU+SHI0iC0XryUpuBgz0zM0Uxb6TFcKRw4fwj1330xzI8nHCmx7cQ/LHmUYGV6lXDKCVqnmcNedVOx3X083Q3jm6Z0kDBESDA1NBvD+970VN9+0Ec8/t5Pfvg633Ho9Lt60hHU7ggMH9pOoJEk6rsN995GUXbKGSnyIZGEAa9YtZZg2IBlP48TxEywD6nFkuWf61KtVXLb1Ygz1pxgW4NnnXoLWB2j+llJZJEqJq1XBdI5EjHnHuF95+RbK4jBOjOVx+OhxkocyEsmkudWcKs2PqrBRU2P8NE9OQ6GBRg4rly/FO95+t5GJlSuWY92qQaxfv4ppvRmrV620YcbpySlEgkmT82Jgvb0Z/MSP3U3Ssg5f+9rf447bb8G733E71qxZxXRJ46UXdpGg9uHG669jflyPq69ajfVrWYbW9PE6QIK8Ed2ZDE4MH8fkxBSJzQDJ2gzfdeG+t92BW2++BHv27GfZGML973gbbrxmK1atWIK1a5Zi44bN1sg/dOAA3afx1rtuJ3G8HhvXL8WKZUO0X0didRGOHR1BqVBlvWjSPdlUSwQvQmJYwNatW3DvPbfihmuZzkOD2MD82HLxOhLKDYiGYzh+7LgNxTORbQhSafuu+29EV1cfRkeO4Zabr8e9d9+JSzauJRFbjktZxq4lEZsYy2H/PoarqwsnTgyTZK9Cqax5aMoGyrhaFSPDR7Bx4zrKtcv4VhP/VWOYs1aJVbHnapLDHEzkOSwATxrb7clXJZm6fnX1CpZEdout3ZaE9+z11Rj91jensu+8vhrz+n5DOlDXJrRHmgRjDQ0Kt5PdvbZveEa/9c2p7Duvr8ac2TcUv/lGSnZ2iEBNeFuxpPLTNla+CP+6CCBhKyKkuUi6J79i/FgmzHQMu+le6SMHvHq9M/6zfHptUArbVcJfrE69Stp6gYQmTMIW0pAKiV0hl6Wrjg8yLy2vzgr6vW/moKhEInEq43F87wePoSudITEJ4YYbrkOxpCGfMslX0obtvEn0Fkwb3lKPqaBeCvVk3HjDFv62hf0HjuLRR1/Eju27MHJijIq3QSJwEwnFMiNqtVqF7zSRmpSS0Zbxei6UJroqjPyIbyyqfK/0ULmtlxmGGpWn5ioB11zDhsKVG5FKhjE1XSXB1vBZBOPjE7j00kuQz1Xx4rYDePjRbSRUe7B3z2FoFOyKy9aQvNxsirlFtjXXA+aHpf3pM4SUuXqrauUiervSqJZKaGo1JvM0T4LTYjp1kxQqDSbHRkgCL8G73/lWDA30opgrYtfOvXjoe8+y8TNs0wFWr+jHW+681Xr68jn+nnGOx7RSUHMC1UNUw513kgDddCXlV5DlpIpivkSSUyERi5LErbPfPPXUfpo9eOaZ3di3b5ikpkG7tbjpput4H+S38szDOsOuxoImvAPXX3cT3nbP7TZP7wDDs2PXQcahSnITZLpdyvJxPYnQjbji8g0k48fx3PO7MUEyFw61sGxJF+6+6xbrZYvF6H9xmtcwpqcmcOcdN+HO26+mP3Hs3T+Cxx97Dk8/swMvbd+LJYMxXHP1BprLGYYK89vrMdOws/Jh2bI+/v42XH3FpSSOM3jm2V2YGJ1kemjuZBC33XYVLt68wchkf18PJsfHzyr/HE4N1wN2KlBWaQhJhELLjQPUn99+8FFWzqr1gAVDbN2LgMmNBL2Et4z/49lnXSXsXoWd/9x5fyq3b5JveGe98VZ7y+ifFCvfKx3N3Um/EzqfdX1zxMPDPDv/ufO+7daPs4TbnHDy7hR1KRFNpvZ6wLaaQJMXtqJNzuZ+dH5AJIqR9jZNVRzrVIokFtPDiJLoKB0QCttcHfWAKYJea1hGaSbDey/5ZmEETnWKFuZc23RoxSUVcEu9X9U8Anom2ThVD5i2iQlGU2ix1R+Ma91+BJXpE2gURpEr1DGRq6PYiCKSHMBlN9zO36kXT7/Xf3kmL8+wB0zMiUmg3k2RzEoxj2uuugI9mTQK+Qr27juEsdFprF67HuFIAgMDXTh46KjNqUomY8iRgF1/7dWIxhI4dPAERkcmLP7q6Vm3bhluueVyIwff+Ob38Xd/9/fYsWMH9uzZQ4V/gARuAGtW92PpsmV8vxuab6TytHbtapKyJajWanju2Z0se0HKMPVQenOB1FO5ccMaG6LUvKbnnpMbb+8qKejrb7jK8qq/P0Oy2MSTT23Ho489hQMHDtrQudJ6//5DVO67se3Fndi1ay/27j2A/fv2Uk5GrMdpyUAG+/Ye4beYPiReIktbLtmEgf60dWo+/ew2lBtM33YPmHWAiSzTrebrRckeQySJV15xCSLhMI4fH8eUVkHKCYlWb083enp6kErEkaDRnCZt6bJm9XK88747kGba7md6/s3f/C2eefoFjI1N4Mknn8H0dNYWwgwyHJs2b8TOHQe87R1iAaTSEVx++SXWs7Zq5SrrXfzbv30A21/ah90kSuFQwojY6OgUCed2PPvs8yRRB5j2O5mnJJ/xFNatGUImozmGB4yAST5oJeFll21ChuSorzeFqckavv4P38YTTzyL7dt24cTxEVyyZTPjHcKaNSuwYlkP/uqv/xHf+973Lc2fe+5FrFixlnFOobc3jkNHRjBF0qXhRq18VW/XnXfcaN/52te+i+9+5/sM715s3/4iy8pOxqsf69YuI5FO4ODBo8wTLayoWDlZsXIICZaJTFeG33sef/93D1h+btu2E8lEH8trL8uyVsomGJZ9GBwaQDZXoJzXea6MHuPn94Bt2rgeV1891wNmtcgqMTOtoyY5zEEp43AqzFMONtnWJtz6UKGiyKbS9kyD1rxqfxXdz7737dr2p7Vrm05/7N6385/bdrN++HZt+9PatU2nP3bv2/nPbbtZP3y7tv0CduB7sLWmayAkwyQSGZv1c87tq/3GnF3bdPpj976d/9y2m/XDt2vbn9aubTr9sXvfrsE4UtDIiIDJMM7S5375mIWVHZWh9jv/ukjgb5Ngm3byX5PKVPN4bOd6XnlDw3t19fjPFNaaCGzvIfPaYaSW/hspayt1KYkAwxGg8lZvW0ThrIrA0Z1f0ZkfNozcmWevBDllOegk44JGh+o1rZbLIDtTx1NP7oFWmqXTCdx883U2B6tKEinyIGKkYCos5bLmEHnhuu7aq5BJJ0l2jlNJH8PypUNYu3oFr0us1+fF55+h3xX0dSewfs0aTSJDXNtOMH1FCFkUPRLJ+Kr3Sff2zt77Ru/onleRnjJJQzxCMhIXqQxQmf/A9iY7MTyGfK7MRkSUirkL01N5EpS8TcPozvRSuWdIAMJ49JEfMGxNW224jmSiwThaD1g7efTts4UI2dUkYj/7Mx/HJ3/sQ/j5n/1x/MTH3ocPvOsu/MgH7sWN116BRqlow8C33Mi0jYYxPp7HE489iRLD3N8ziO5UDwZ6hjB8dBjPPPUMyiWWA7K+q6+6lEldZtKVEGbgVCzJd1k+Gnj+2R04sOcgJkezKGarJI46VzSNY4ePIDc1zXTvQTqRsGu1XMSxI4eYd3WSwjBWr1xqLfc081fpq55BxV1rJ77zwCM4cWQSsWAXkrEeEtWDeOnFvSTaQcRYRp55ejf27t6HJAldIpa0qvHcM8+T0GmrEeC6ay7h/QQG+3pQJ/G8565bSJKCOHponPE7wW9msGIJydXSldi8cQNeeuE5KxuZdDfTosvqgPJdecNbi/N2fv/ZJ7czjAn0pocQRgIPfft7bFAwGnSzbvUy9Pf2oJCdtvxwODewau9wBugsc6Y4JeS9R0mWJhWxNv/zrh2GFXnu2bdvX0+yO1Pz5v5GqVpEmaZSr6CqDf5Q4/v6rP2cefXfOHPzxnyjwtbkyYYCXaTDyojKikiAroRfdhYhRL7U4lVvC2/Ir0SuVEloRLZ0b4b3JvmZ7ur64DvrKW3fv1ZYLxr/WeubTMibDK29jhg2fleEUKcQeKRnDt6XZ+nYq4PyV0Sb0dFCnXyugng0Q4V6FPv2lEyBanLzpVu3MCxaxah9q0iC+BMNW2kivtJxoG8Ay6yHqoXt216icj+C7PQ0jvI6MzVF/5so5HJU/CQ4/OTmjZtMmGvOlZEd3muulX/v0UoRsY4YdthJy8teQ2baBkJ+TpNkHD82zHSMIJPpI8nSassoKpU6yUIKlXKDZJsRpbqOhONYtmw5Vi5fhlK5ZnO6enozjIu+4MG/88N0ptDctBjTJkZS250OoysVtCE5nSOqDtIWCT/v0N+dxoa1/eb36IkREpKjyHT1kGi0SGBHbW5apVTBvt0HeNVwY5BEqY/5ox3itdt/0bbzUJxODE9ix0u7kEn1kdhpe40uI5YatItHY+0yRdlWr9mE+yWDg7bdg1bI85F5t4T+N2zOnfc7EWAwD+sM1wl0pftIAqk3amEM9A/h4L6DCDPgtXITLzz3EtasXINSoYTcdA5dTPcDew9gbFRz/YDePhKzeNgWZ9iCi+VdGBupYNsLOzAzmSNpquI4idjE2LgNFx4/dgwjI3nGEbbwokKSr7BoB36FVZuzHjl8gqS7lyQ8zd/kLN6NegCHD46wTGmriqBtbaJhSG0gbYXH4TVDKelwKlC5miS1FUt6llJlkmlTO5vT473TESU6xoEa3ARZUHvn2FCJzAyC9SzCvI82Cyz1eeoZVgAKECkD7ajcaso/GTa9bIdhv4Dro/qOjP9dbSRIpUJBr8mtGoJpBcreyh/6q6XhbNvQT/7W989+xybprL+C7uW/rvLfIkjjQ3GXWxnFW8+y9/zU0RXyV+Hwhhm1YaRa41EsG+ziNYkgFUxAik/pw/QKagin4zsantAO0dZL0tJxHFW2uiv8goadigiq9Uzh2iyW2EhlU4ytvWCtirDSTacP0G9/dc5cPHTtDLt/r2/6cZY7P5393/m/9e06n/37dtgZ/yDjH5Lh9yMM+5LBlA1raE6G0kQjL5YFIuf8VVOta937vWd8p6unjfR0PoEpHtAQfIR3GqprRyMYY5zjqFq5YH5TOUWaVaZVu5lNpeVNduK9oszyod4B3VsS6DWfVX49B16588uX3umf9wO545dZrlX7QnRjU+lJvhoMmzaArbdPF9DcL20k2gLDVqc934W0j4IFmt9oGzv6iN9TfM4YzOtAU+VDZcMLF0jkyVEQijE8EZKHdAr5chXf+u4PkM0VSSYC2LLpEmRICAIVKmmWpyh/Gmb6yE7kdGhJL0lGg4oWuPbaK/FjH/9RfPxHfww/85M/jQ994AN49zveiXfedx/rC2PN4HcP9KHG+DT0ff5O0AIQrajTsTcBkohobAC1ZhKNSghhbYOi8sm6ydRgrCVTmI5Bpp2RGqA4U2KWMX7hMGa0v1Upx8ZVHrVGgeU7j/UXLbc5SR/90Xfhkz/xQXz4ve/ARz/wfvR2xYwIVulPhRWhIeLLrzTpv+We/fFkgkqPVvWFzKimqUdO6VhHg+nY4MsKnx99+hn89n//LP7bZz6P//q7n8cffPaL+Pyf/x2+9OVv4PEnnmE2NNE3kNGotxHAPfsOIBBN8PcxlBskD4PLMZEvI5zIYKZYxPGRcZLGFmIJLRSRHPaGaZvVOhKRIImQVpZqKD3MOLOsMZ11WkF2ZozpCBvCvfP265gvH8b//TMfw//1Ex/GbTffSpIXQblMchhnOjM2NRE1/mPxs7hr/l9J+3wF6D8bqqEE61CIZLqSR76kEYMQZUgMI2MTiCfS/GafLeDQ9hrac1K7UFQrNXR3dWNqbAZLBrTSNUQSF8N1127Ge957Dz70oXfhn/zkR/ATP/ExvOO+t/P5A1iyJINEIoh0uofhYJ6qkaKiwsIugjs5M830mUKdcqpvaCnzusjwk5gd3+d13LOsBEMsy9EUw6E5iirvDq8VZyVrLjywhAYoRYIlXiWkWYtY2I3QSEmbAK9BR3pEteM3rRuUOplUHMsHu3HVpetx/RWbcNXFa7B6qAvxVgmxCAVLq8gKoP1atMpJ5wHSr6Z2ImbNNrKkb0i5SELqXvaaXCs7z0TCMZRKJUxOjaJLcwsGdKadtjZgxWFt13YIrC4n+2ukSf75pvPZ/167tnVCcTfxQTvzQ/7G6CrKsLMiKxloX6vm8J7734IPv/9e3HrdVUhSWrR0jqYIGH/nbR5IoWvf0i7dCVtNoyEotWhr1Rm27odRzI1iIJPA1k0X4dZrbsA77rgbb7vtFly8diWVFr+vPYoo2LqSCSvA3rJsCXeJb8bFoPDKCIpPO24WZxqR3rMymquib1Bl8PdB5keY+RZhi3fl0l685x1vwdvuvdVamPFomgIzTiGrnlF+jsrB7o18iTDzmUK3ZcReZcpP3/MDCmmNAlwL1PUgHqmIasVhM5xmPFNUtiRgNuxHI6LMdPJYKY0KjDzR73gvEm35I0UtAsaKZCRM9YskTROe1ZmlyeKy0w/5SIjsMi8sX+UZw0JF2SAJbEa6UA2y7AepWCtF1Ki0qFqRo3KsMWyNYIgEjb+hktcwspcHomYWKHl1hlA9U7lWGBgy5q96fFk9qfgZdzKrqeIUYiQlkzNZPPHYDjRqDaxe2ocrL96C0mQOEcoPcjUmah0pEnhtqKmjqkS+VJoH+7uxecN6rF+7BBvXL8MlG1bjsi18XrMUQ31UiEyMQ8OjqFN5l5sVxrPBOGruEcldgnFl/WoxLQLxXtRbJCmsv/onAiblHWRglV9NEVYakacYo1PJ1Vgn+Vt+IEhSEk+G6XMJ6e4Ibr/zOrz//XfhmqvXoTsTxejwCex8YQ+ef2IHylklBFNGXSfBCMOiTSm8DQ0s6xVXSy9+m/VK8iHE8hMmMQ/RaONP5X8zVEWNcqHBgJaZT5MkTrlKC4VqhAQhimMnSiCfpSHJ115p1vgEYiRBDcatyPJXYdkoMY4hEq8sWXGQxGhietrSJMB4RihDqixj/CiiIdZpkndVyWKugogaFAyjtopR6ShXtKIxguuu2Yr733ELbrhuE1LxOPbvGcbOl47gyIFhHXhhJLpUY7mLUEZrOF6EjgFikSPBok/hKvOpgHgv7XnN0d9oPEhip/BrEQ9/a/IsQgLLNGEjNV8s8Lcsa0pSRjJIeR5lXUvG0qhXGQ+KNK1ovfqqdbh40wBWLu+nLFqKDRvW0qzjt+UnwxZLIRpJ0p9I+xsMDsNXZ6QjGR1RX0OpUdP2s1QZbCAnRB/BdGLt0GKFeJemXxJeDXR4bWB2OpwaKp4ynnCfgwrfXAFsaFIwhW08EsK61Stx2y034P533oO733oH7r77drztvnvwMbWU/tk/xQ033Eh3JC+sDVG2aLTZoq6qClax+C3v2ja6n2e0y7KWeEdYo2+96Sb8009+ED/y/ndi7arVKNMuTG0VovIy953+6v4kfzvtOtyYnVqoap/q3r+23dmVxv99+72IkFZh9VDZJJMifk0KhjArOKXDAohE2UKsslUa1sTgms13uPHGG/GjP/JhfOyjH8S992pvoQ246tqVuOa6DXj3e+7Gz/3cR3DXXW+B9mCbmJho+9QJBoiYjauFr20sbjLt8Js7//6VjIiCeW1QmuhZfigv+ntSWLlMewypS5+K13M2D14PjteL4z2fr/DTQulqkGZg5NVqZxPZlKxNqp4lXPOvNLKz3jDftO0M868LgXkwWxfnjL6rrWPsfEOWvboIGBWhDh2w/aKYazrmJZGgVjnpt8rNs4XC54dRfiwMz4UO89+FsfFpG3LUYoyhJUMo2Y78VIRMN/VMaN+oMrVcud7ARHYaD33vB/j07/8pvvTV7+KP/uQb+Nz/fpDmWzQP0Oj563j6qef4uySKxQqTX+nftF4dTarXxqnqIddmnuEoGzusd8pAJbegoVpvPiNDKVLajob6blV3NZlf5bpGQqN0u+yyy6jk11Oph/DIY8/hz//8S/irv/obfPOBb+Eb3/iG7YMl94qLVkObv7yTYbUxqEHif8jLQ4IyR3ngP4uK+dDqywjlpoz2Y9TZvAqbejIj6pJSnpLAGvipOOMeY/g0419DhCJ1URINPWvelv8V7dem/fk8qqvDxpU2vPWz1B74yEuTFPLq667EdTdstvT6/iMv4W++/Lc0X8Ff/vUX8a3vfAfTJG46oN6DmqUmOdrPhF9xDHP3SiM9KZVmt7fR7/Vdu/fCIJ/kRge1R0kmmUNG7CamC/irL30V/+uP/xSf/4u/x2f/+G+YL3+HP/v8l/B/Pv9lfO5Pvoy/+Itv4IEHvm35YiMX8qgN5ZfC44fIk566evCudKRAdMbH4TXh1Ugchw6oKEYltKoFbFizDO98+03Ysnk5WyYxzGQL2HdoBLv3j+DYaAkttoxsyTk1gXZBTyWT1nr12oZqfctYtWM91VUtfb3z7b13Pd3drDysEvw/NLiElUddwwm2lAesB0CTYVXttY/QrL/mn/z1/ewwsjPDsJxkKKR0VTz9q4XJRACNd99pb/N/9MwXEtya4+NvrHgSmGY6tkMbPzZIvnp7evHWu+/GXXfchE0bV1HAAOMTOZwYm8HhozRHJjE8MkUlwnBS4sRJ8Hp6uvnddrwYHo9ctUWeHyeza5uXPbfDPhsPve+8n//cvtIfi0L7XiRaWy9odE377ERjOhlBcfbcLUYo3eZylU+S4IEwEl09CFJJNiWoNR6kRFE6aJxMEt/Kra5e+bGrb0fz6gVSOydZ/lU+BM3zYuFCtZSn3q3bUTXVmkhABPVmEJnu/tnfeeYcoKVv+7HgvSmsOWiI6dFHt7PxUEE6E8cdd9xp86U0RKWUsg2gmW6TkyJpYZs4rT0JR0a1q/4UTowMY2xijGacRI7GrpO2LYW+p30KIyIl/E6AwqXOhqH2/UJQh4HXSUCnmQ4zzCOWXSZPjeW22ijzmaXZ7wlkkK3nNqhnTRVg3WJYpLhTyTSuvmIL0qk4Dh06jmeefg4zM1lbRZfJpM2fcIwNKmZzmfVfDN38Ue+lGfkrXxXbU0FpJkcyXvppuoI2Lq4zoTS0qh3ddTaiGm5q8GifM/XWSQ6pgbV6xXIE1WNDmatO84nR4+hJJ2z/uG6GfbCny+ayVcuUywxQoVhmKdVu8QyfPijSo7Dy1q4iqAzzuouWM11b2LP/CL738PcwMTWGZDqOvsEeZNgIS2dEDOWB4MejA+a54NmZ/7z3JIv/Pd3TruPq20su2pWNF+VdTsOqzEvtK6f90Q4dOoJsLoepqRkMnxjByMgYy9okxllGtJ2FiJd/fmVbjFlIlLfe3engx+eV3DmcKeaVDoezR8v29+lJhXH5pRsw0JvAyPAEW4Lfxu/83n/H//qjz+Hzf/lF/M1Xv8EW7GNsAR9CqaCT+Sn4bBWWDrnVkSESUt7winevK82sUGy/57vszLS1kmNsBQ4fPwHtbTMzNY0jh4etgmlpubqy1QD0fkN/Z/3TlTVP3zIjvz1/FwYrmySQwaq+uTdS6IfNIHdqxbNIddRPm9Mj5foyUGgkY6iUCraU/N633o7LtqyyeQZHj+fw0ENP4stffYAtS7XqvoA/+8Lf4Etf+Uc8+NAz2Ll7D/L5PAoFpZvnl0euRMI8Iexh9obQvW864cehnT5m/HcnG4lBETwTh4yTLzJTKW0MyVSmAtBEbx0mLcWwWKHsleCw3q/ZvNYbEv8ukuJQzJoM0FFLNufLN0xHkS0jX/yx3vlXlRF7ljlTeC125Yh9n8TKhqCpRUNUziI70LE9Ra9HJl+qoqghNdv6gHW2b5C/UyVR2L2IeIcMnw28EHiwVOGjVbz2lcb89NyUyhVs37kbBw8fJzlq4aJNK5BKp0hWaEnyqPk+CpsOns5mdXRRCOl0L00aOSrWUJgK2eoU4y5DpqQUU89QneRSR+vkchUmMcsnf7tkyQAVNUkGSojGNf0hh6XL+0gUUlatFYaGJnyJYLA+ewtLGFoZ+lwngdViAl9Bd3V12QrOiakSTpD0ZbPa9V0HjAeMDKa7k4hYA0RBZyOsLmLj+dsSGaO/lsOz8shPuzbavWCWdjbdwsuXEPM2FNQB0ixjwaAZETBNKLdDrZl2MzMFklGGhzJozQqmayzKdnEOKTKwBImhVnfWygUsHxpEPxuxMfp19MS01ewaGaN221eoRHJme530z9KmhYTOukypcdFivGegHeUTlGH5QhbFYs7IbpaNbh2CoLR6mbGoKm7+s658Vo8Ur5bm+i7TQGXaeqn0ftaNl9dq1IqQBsmgtSdbhWVa8+1WrFhpvYPqBc1kMjaXzA7A5++VfxUWMhF8I2D8hvxRkCw0TD8v7dth8gLjmZMw/9nhtUAp7vCawEJcLWHpQBcuWtvP1nYTTzzxFIaHhzEwOIT+wSVIpDKYyZWwc+8Btkzy6Er3IExhomMttHImFqXSDvizJGSk4NuK3n+eNTqYN4aaNvejwtr+0kv4wp9/HV/84j9i9MQkeqgA1b3uKbWq5y+JljcLQ+RE/krk6J2uMr7fuvfUmRlWPikkddZLTnqkQ2aBsMqeX/bOs+OnaWJRDRmoOfjySisi02yWSSQDuPnG67BqxQByhQYef3wXvvLlf8DzL25DliQrGo+jt78PqUyPTa597vltOHzkmC1/V0tf8NPKyJeFvzNe7etserbNbFx84/9m3u9OMvLDM7441CCLSKSeE1GlFYU1CcZiF1PekK7S3pfTFOAykTh1Z5Spx3uWca3ws8LANzZJUuRLBcQKSfud7Gd7wuj+1UDfVm5QKakXLERSwIKPBhUjGZiRiGK5YUTHFhAwbCnWFVM6pmSYd6aAiJcpnVdCO8yWEPLD90d+t+/pRoo8GovbPlGPPfE0lacUdwuDS3oYVg3JszyTHIZYZ/JUotu27yapauDyKy7BTbfczPCTSNEPESZvw1/da/FLi/UhSaXcsp3aDx06ZkP0sWgcmzdvJmlKolzN0c8J1qcGbr71RsqmAZI9BS+IML9brVfoN+NheamwelcNOWpDWWWLepgUH/Id9PUkMNDfT6IVZhzKVO4VJJNJXH/99fyG8p10PBoyMjbrn+qGkkKExtJE0J0MHXglio/KSxpLP94SRkraz3Zck+on/W00da5ijKQwhfGxKduXrFlrsSHchTtuu5lFq4bCzATlbRNT4yNYtXypNfZiTGMVt+ee225pl0ypR4xE0Q8K/+jWFs/o+wy7CrvipZMuurpJmtmALlfLTLsqyXwPrrvhOgwNpb3f09jEjdky0Yl23NoOJVl09SSLfsKrb+jHrNShsyCNEUU67GX6T2dzeObZo0z7IDZsWI9bbr2dhKxuQ6sVmuxMjg30Mn8X8chYm0jb97xMaWPuvXcvo3zQM2EB859l53Au4FLyHGBsbARr1iy3Cjw1pe7fCZsvoRarCq2GB9VCbTQCVNYkLU0KMVYOLVUu5KYxMzWO6ckRZgYFa62EEltUTQpEtdw0GXdmehRTEyNIxEIUGjXUWek170hGQ14H9x9AgS3RFgVwKpGmsGG2UvDUSQzHRo7ymeqQLVB9S3u/pOJRDPb34Mih/fa9MluJNvWBUlbEqEUJqwmpuZksw1k1f81OkW0yXhRoOtOsovPg0hTuRSo4tdA0yZr1U51gdjQIlYOEpYYI6ho6oPG2JSAoScqlLNauXo5rr1prv9m35zge/sHjVJL8fixlSrRO95STbFXyb4gtYAkR9awwjuqGV5i0W3Otol7ACYZF57tREWXS9l7PDfU0UtpWSkUkdX5evWZLz7PTk5gcH0WVrWKPRGlp/wzTmf5TsMvt1OQYlU0XJii8dehuWasxNWzD+6lJtj75rHluWmouUa10tDltzP9FC2VhWy5TR3j3UhYtpgPLdpIkoChlxjQxS6aXhmiNZLH8ahiowXTTxp/aKV0bayp/PI8XhsqOylCnUfkSTJEw9+y4KJYPr1TwHfO5rDpw/JAN989oYnU8Q16YtF6KVP8gncktjfkh4/89U6ghwbiyLKpHobd3APlsieUDyOcr1qPV3dNr0wJEZlT+k11dmJyewTPP7UGMjalqLQC2M6g4m8ixLkVIKFLpDB5/4nkcG55GIhnGFVduxQd/5MO47c7bsfnSzVi9bjWuveF6fOBDH8Y1115PciWSqTP/SpieyuLYcW0XEMBlW7bgYx/7OG677Rabc/aRj34Yl23diKPHRq2XStGusKx2sYGjnpFoMmG5MJOtI5VKkJikSLBK1sulzTc1VDcyqpXcwMUXr8W73vUurF+/Hhs3bcJ73vM+ksUrzF8NQVYpD5Q3mkQuMiFyqSKRIFlQD6VXNLw08fZu03YHSfuNR140d6sJnV2vnfnD2mBXvZd0r9GDCvNW5EsiRb072gj1hed3koTtNXly+WWX4N0M3+WXXcY4X4I77rgNb7nzLpKkXtb3Kh55+FkcPz5GwpimTIkhzG+LXJK/YJrEJcDKHGQ4RSC1rcw05eHh46MSPVi9ZjXuve8+LF2xAhsvvpj3b8MlTNcyf6vDrjUKofKQTKZYvgMoFSlbCjqQv0BCnDE7pbfCrjlsWi3JKsMr48wyLNlXUTlXXBkolZkc81YcOEz33nsS+ngSf/+P/4hjI2UrN3fceSM+8vGP4urrrseGjZtIwC/GTTfdjPe///24+WYRUi+Ntd9cf9+gfd9KMd+rN1T5rH3oRGiVV7ZKnfZasCHSKBKnNHc4N3A74Z8KLHXq6g+w5dSkcggEo/j2gw9rRAPpzABliSqmWmF1DFBBa0fizVsuYkWJYv+hIzaEkGJFU+XT5nxNki8dR6Jl4xG2GquUKDplf8WKpXj3u+/G1q2bcfToUehA2LfceTNuvOlqbL10EzZt0nlcV7KyDOHgwcOsPHGb7xCLsWIwXOvXrce9996Ba66+kmQrxxZPlpWEhKRexn33vQVvvftWjE9OshWUx403XktBfB0F0sW48qpNdqaZhJnmkij8OgLFuvMl9hj/66+7wnZwvuOO63HdtVcwHFttZ+ply5cxThqCOG7KR5OH1RtVqZRx3XWXkzTGMDqWw959B2lP39qCxrS1/lOgafgzFm7g1puuY0u6m4Iwi8cffxbT0yRQFLTmUNmgi1V+/VfIBO9viERHbUOtBl25cgXDeRNuvflqhuEKS7vNG9dTOayhYE7QX0pxBiIRS6DITKzXali7bi3e+957sOWSiyxt1YJ8y1tuhDZn7GGeatfxoaEBkq9RXLR+LQXYjbj7rptwy42XkzRuxZbNG5gXNcavynzSTucR/maf7XweJun22vleG1abF2qvocOH9uGqKy6j8tpAUtvkOz+CIgJevN78YLyoMCy4Il68ij7Ze/0Voc1NIB6oMVaqI1S2vDOyxh/ZhXHX3EDNX7T9unyj1VmsI0oW40bqmamx0lUKaFWyvOYR1JExbEhY/aQTzfmxln0kgUaECo8kK9rVY0lamyLBnjxBDZLEsek6suTFgUQvpssB3PSWdyDVTSXUbulbsZSP/K84eX0PPvTSi0PnTvg6+zSiXTbV0KDiUk/bpVTIA/0kLqUWdu3aT4JDRUp7kS2tvNPwlQh7IZ+z3dy1RYDCepSk6cCho0yCCAmGjkwK4ziJUqMRw5KlaQwtSaGvvxcbN6xkeVvDst1PZR5iXY1i2/Y9Vv7UEFLl1TzTQCBm8qQrHcXyFatY3ldbA+v7Dz3OMjqJFatW2RYRu/cctd3Ni6Uy63IU1159meXNyIlJHDg8yrArfUQYdJA3CS0bnKtXLmddiqK/N4P1a9dSpqxloymIZ5/bgXy5gf6BLoxP1bB9xx6GX+QUJEFb2JhJkog08dRTL9Bfpa4Mw9zu9ZKCL7M+q3GlPdIuv3wjiWCYdbCA/fuOsr55ee0RL69+GZQxyjF+a5ryLBTuoiyOY8XKHqxauxxLly/BunVLbDf6sZFpPPXkS3j40ScRzfRZHhYLRXR3Z3Dl5RuMvA2PZrHv4CEjIYFI1HoJGzUyKLpNpnrR35+2Xes3k3heefnFDEWYhPkF6yXs7slgOhfA0cPHKGdUJgK45spL+JsoJqfKVia0wEIkK0KCozl6vb3duGTzRkuNXbukP6ZIhjw5WGEDVo26iy/ZZOmn3s1tL+1nI58NeZI0bX1z+Mh+bx5YIoFMJoG1a/pwyZbVDN8GXHTRUsYtYvMODx86Zg3iAtmgzrhcvnzA6tmzJK35Qo3lJ8r80mIELRArMf0GSDZXmD547umdbLRq+gwfNHlZ9UPklATe7YT/6uAI2KnAMnamBExncQ0ODWElBTLrK5YtW4rR0XG2Qk/A381YGqqYL9hyeJ0nFmIBVkuqp68Lt9x0qc3t0AaA1193FVstS1kx1WMGCt00BWjcTqkfGlqGl7btZFEOIEqBkKcAHxwcwG23brGtKF7adoQtrBzvUzY/4fbbrsaSoQzKbFpdeukWXH3lWgr8JL8dZatyGsuW9tjRHZFwCqMjoybQSmzhiij29vThnrdew0raS6ESYti0r08dfb0RLF3STWEyaJM9c9msERzyN+sVul4ELD2PgFGRmIJUZeR/9RQp3dLxJu689XobDti79yiefuZFCjePtHqHWnsZoav1cqiHw9551dnrUWvgkos34a47r8XG9UM2OTifq3mrm9j6XE0BvGbNUqbJAI4cPsI41KhktPVHAz0UuFdddTGFU5gErYg779QQQsaWmk9O6gDa/RQ2VebHJrz3PXdgxfJe+h9GbqqBOhX46lVxbNqwwlqyQ0sGqJ8DFJ4HSEynEE912SRZhX/xETDCeqy8cGvJv8q96Ip6MoIk/7XiFEL1EsKMo5fvHtmiI2WmctXKhMVYaaDyoSfWsybTc/bVaQiYSJz9XgKfeSoC1tQWIIkehLp77bfV0aMIlacxQzI0WgwhW6aqTPWj2IziLW9/N0Ixbd+iD3k5oAJmwdT3LUY+9PLlBEy9E1rpp0aVhtyVLFUSkOMkU2NjM5iYpCKlUiyzcVJraDoA5QZ9067i01OTJBYTVIY1DJ/IWsNNW1XEk2kq3Ci0ZUshX6QcGabRJPw8crkiCsUKlWkOe/YM4/nnD9gB30oJLfxQOBSGmckZm4BdqZCQzJQxMZXDocPD+MEjT+HgHtZLZlqJZHT/wVGcYINBSjWRSLOuawubgO32rsn9J8aylHUkjiy/sViEsitkBExnXBaLrPSIITdTwksvHcSj9PuFbS8yniFU6jHs2nuQpK5GYtDDcKi3M4BR/k4Twg8fOUqirRT3jQiY5iU1qfyjRr7UO1atBrBv/wgO7B+mvCuarJEblbO5uaXKJc8f7ScmGXuQROPwsQnMFBvIlbx92Y6zXj7+2Av43kNPkFyOk3z3sRxY7WT8vPQrF5vYv/8YifAhlPijmHqCmGE601Y9iuNj4zgxwriX1KNVZ1xmSIb24eFHnmZ+7CMJTtA+i+HhKeb9JGUr46SerGrT5ML+/Uds3lyMekGNjZoIVIIN3qaGDcF8nmTZGbW4qPdUUzh0Pqh6e8skTkePnaBu0aR6lpNohuRMmz5rSLpCsrud5WiCpC9GecawkrROMK33M/12bD9KeXbY0lD1Tg1tDXnnciUcOzaGvQeO0A/mgW2549Vj7c1YZb0rU+lpvp82ZW3U1HPJNFN2WR12BOy1IEClK3ngMB+s23YwbVgrh6oU8Gn821/+L5gcb2HpyosRpoBoBlhjAmV0k/CcGD6Kd7zj7WyxraUgpuCkcNr2/EsmlAo5bVA6RP8onG2CJitlq2pd8QND3Xjf+++xyi/JLIH73HN77TyuSnUG6zfoBP8rsJItFe039uST++nnE4gn1AJssFW3Fu957/VGDL/ypUdZgY+yYrFFR6Xz8Y9/kCShz7rU1eO2c8cxO+Or0Sxj2fI+vOWOWxjNCEliC3/0R1+lsGsgO5NHIt5Fv0MkU9eRRO1npZ1m0ChEGiX+bhD3vu0WxjmB7TuP4B+//m0KcynSKElfAT/9Mx+yFv2LLx3DP37ju9ZKs32GGHcVNG8+iARnGRevY9zf/S4KIeB7338Gjzz6HHp6Bxhvkl7VV5sQ3DBl2Kr7glri0tvAU/FftWI57r/vdvR0sRV4eIpp9wKOHD3MsNatq/+aa67ClkvWUKEF8Nhju/GD7z/O34HKJkkTx4c+/HaSPs1j0aaXATuIVl3wU1NTOHjwIAYG+nH//W8l4SRJHc/h+Rf24diBUVQLVfRltG3Gxbho43IEwi3bbPOBBx9nGA5SyVPpiIAxnNqlOxTUsG4d33/om/jkJz5CQvd2Rk9C3RdOkmjniZCS4tOGR5rHQsKkrJEqtlgwTuHaNIqHn0dz8jBSjLNlYEhDx3RovWEkz8wDrfbTWYC6khWbX61oF+psINg2KkqS0gyaxXG0shT+M0d4HUaoMsXWTJbB0BxEkSSmb5iKg8SrFh9EqI+kmOWoOT2G6T3PIVmdwI7jZeyr9GM8z5Ic70PfusvwkZ/+BQQiXSxjXrprXpsVUt409H2jNXqh91Q6Gh5iFD7z2T/HP3zzYdx0+10oqkIz+E3WnXRSmw8HyRGLrAtl9A30IVvMI9PfjensjA0baUVjVPOu+I1wq25nR2pYW8NC2i+rxISJ8J76EUkqc7Gpao0NN5LZWEyr9KQYReajbIAo3BFvqEg7rjOoEQZQa6CpYVmfK6hrjlQ8irJWREeYUnwfYrmMs05qOCvPPwHea/K2lK72bAuzzlWZvhq2LdVDiLEsay6VttuJx9W7TiXOCq1hPPWURUNxjdgjyvAl2QCamM5jKl9Cpref4Y0yo9l4o4CKMuwVypJBks9cocDsjjF+zGR/bz7WAY1S67xKTeAvVwt8JxJG8sZ01QIAhXFmZsbu/eFLD3N5GFVPHQl6lelbZfrFGCa5q1aqtIsgoSkMdcoYfq+ig8+Z1wHJehnlSaXEfIrydxlU1TtGIqZGc7jJxgDlinfKBUMbCtmIxAzzVlCvnAiHyGaY5Urh03SGBhumqusaLdDWHckkyzgbkzmmX4iENhQmydE5p5ShWnigvSF10oB6DrWYJ8UGuDYJLpZYVkrTbCB2s9yEeV3iTXMJliljyyybNZuPV69EkEkPUbY0SI7y9C+g4kD/tZWHRk6YqtRpkq8NlguVq7JIFwldsEVZTaIcJtlsNnOU3xNMc+Uz62k9xfLVw3JMea9dhiSH6UelmMMLTz+M+99xN37qJz9CizrLNxOEaW9b0aiCtPPH4WQodRxeEwKYymaR7umj8v0OHnvqJWs5qcLfcN3l+Jl/8hF8+H33oyvJgs1WcJgVT8dVaBsJGfWC2NljNOoGf/DB7+ORhx9GMa+huDCeefopfOuBb7LVRMKWCLKVsQ5Jtqi16jFMDeX54WWk9exQsGj+gRhPxIS1yFcZDz/8FL7z4IMYHTmBmelpPPbowyQ9j1BAUAjndejtZbAjKihQ1cJs1Gp49hmdAXeClb5MYVumEArj6JGD2LN7v5EmTZxPJxNscVYtLKRaXpLMg3rs/GNqBKWNTF93N98z7BSYOl5Fc6nUyyaVql9JBRr54pNay0bKfDteutJdDPfl6O8NW4vzwW99Bztf2m4tNs2Dm5wYx1NPPM3W86i1RK+8fCNWrVzJ9KEgpTDUcE2SaarwxSJBps/jeOg7zMNHH8GeXTtttektN12HwYEUW8Z1puGTbEE/ign6q2HgY0eP4vvfe4StTBIEppmip/QTmZaiW9QQCaMKU3YofyyPaNQjRE2MAEmEhpE0dGE9FWbkiMTZyqws+I7P3lWW/K35e6ZQP5rAQDDd1UOqlY/aBkMFtFosUvFQwZDcadi5USdxod3UTA5XXnWN9xs/AoJ/PSuQSIlAEporpbqtlYjJZJrlIGI9St7KsyDJixRpiOSqSaWdtfSKsy6n0xlE2aBLpFPo7ekxMqmhQOpe1kkqM9739fWzwaY5UFSOjI/qqMKuVbciAZYSatxY3VI5jPF9FxXxABVxknKBBK2pnqVu1oUU3ZCmhePIdPUhTYKlg6YbZNIpkg7N9Uomu6mkWS9EDFmWTSaQUBSYpgESF+2rpvho0r8aOuqlKZFQzMyQaPE3q1etR0/PIAmCJuhrIn/CSEUsnjbZobTx4Cc680HxYTqp5yebzTEOXs+5vuHt1UVyy4ak5IhWS3slriPTSObUcCxXmSd0392/BNFEmlwriAifNc9LW5DosPZWkKQzmqI/ESO7mrMqn7TCMZXSiRZxi6OmNzAgzJMw3dBf/la7wYvMiBQqziLmPd391hBVI1nnYkqGqRdTK9RF1LRYIZVKMQ1iVi803CtoOyI1RpL8ZjJNk+qyq0ITZpqqV73AMNQor0QKMyYzvaFHzeMStNhCvfBqOKbpz4oVK/g2aM8aStQ8Pg11pykv9T3NFYzFEuaPv5ApSTmuLFD50fsm66PIolbfipwrzZXHqjOKj8O5wcIa04FgrVAdtySSgOXV6jorfUDdWF4rSJVey35tngvN009tw5e+9CBbBUVWvgYFXxKXXb4GP/VP3oUbbryMv1JlKiOVoTBAzeZUVLW3Fb07dnQMe/ceNiERpNCcHC9j2dAGE2A/+P7DFBQtLFsWwtbLNlEYR9lSJkFpkUxI8DJ4M8UZNNkKSmXYImVrTruGs/5at/PBQwdNkMRYoTSfPZ3uw/btu2xvLbWAUqkgtK2DCRYKEq2sGh0bQSajzSoZ6nKeiqSIXH6Kfu1lnAskhBH0sXVvc7FYMTW3oJ1ITAsJR9+YaOM7qQmlm/feNsuUoOJ77V/UlaRgM8XskUpb9dSM0CuGyTJDEoLEib8NMG5dqQiWLWFrkgL96PExjE5NUvEnGA75mmSLO40TI6M4dPiwCX1tSLlx82oKpBiFa9UUioLSqDYwNTllK0oTVJyxuBRoF9auWWeLK9RYHDsxgb07DiIR6aOQDaBIEheiQDp87ASeeX4nhb566rz5EyJ2iocVn0UJxUzlXYK4nd9teCvVKLAjaSatdk43akAwoZlnVHVMm6oZ9TgEtAUC89T3R71ZdnSRkXUNOXt1TytcdfyUehOVtuq1krtIk3WP/6psktdENKhk6YhMMI9mOWcKtcJ3eXpZ0Xc0zMS8X7duHctVO+ztjBKp173eermnui/TdtAJK9/qgdH+VGwcpZNG/gqVAkqNChpsVNQVZrauNIyk3j8pdA01KdmSJFsFkomZYpkpEkSOjZgcCZyGmbSyT71Jkg+priSJUsj2AMtRmWu+WoVKXrJA31OY5d78Vf1SXWrUUaqXUaxXWE4pXxjGWNIr0/pdi2SiRHYnpa7eaNVr9bAlKVPKWgSksk1CaB1sDKsWn6jeKsxSxiEaIzb8+HS+gKlcniFtIaE5r5o7xPvJmQkcPXaIxLGbsiXO7zIs5aLNb2tQDtWZf8pDchhbadgMMQ6UXa0wZVaUsWT8g1ESHIalxDjofNUiwxmMklBQJukdf+H91jfyI8KGJ7+Xo1zN5XNGdkQYSkxbEUmlpfKlxEpdV+8N4xYOab6ZN89Lk+HVr6o94zRsLNKRZIOiRHkuEiri5K1GZakLkigzLVJdaZvyoLlkg0NLaF9muWA5ZtFtKJSMr/KgwvQuUebk+Xvt0ZZMUVYxj7SAgEWDYWF4mP8qJ+qFq9FOaadd7EUE1TiltLQyoHmHoQgziGGv1PS9IHp7h1jeQ5TpI0zbhhH6Msn+FMmsjhoqMY+bClOQea56J3LWzTwjOdQGxSr1rYDqHnNQOo55U2ZZi8a7kCBJbzIclSb94Dfn6oR/Vb3XnFyCV8/49cfhVHCpsyBYGINSFipoLLF2jqKKFo2OJjIjEiZEkE5QsJFAhANsRVaiGD6SxZ9+7gF88xtP4plnX8RxzbHgT6+9+RLc/JYrqSgKaARKmJgcYYslaUdXUBdhmASsUgmywPeiqqN+ggMoFbqQzzVRKGdNmGrGSaaPlTBAwURSFKKwUijZoEMtUkYw2UKplmcjT0MmUmwkYCRWI+NTaFD4TFEotcIxCpYeW1WjSq6GTZwtIG3tUKt5k3olYLSpYCjawNr1q/C+D96Pd73nLvzMz/w47r33drZ6Iyb0qAXZYlJvFalbTC2ktlKzUPH7qsyo0k/1CmoOjLqlKRRFUigNFG/tKq8DbjWXoEXBKHKlZmHAxrZIvur0l6RQfVVaBRoNNhBuFLF8oAsDOs6j1MD+I0dQZ0RqbKGmulbZULHiqBbrocP7mH5U1MzKARI2zZcQaYzF2eqrN9GbCuHQvn22WlUKKhhOIl+sYtnylTbXVBs57t62g7IuyrB2WQ8CpSLKUrAkbMdGKehJmkW+mmwNq+eSybeIoXqgvGbeUIFLOSu6MpqYzYxAvGc5y2A3y6IUkXKO5YGkC5q/1aICogHzENqjimVQCssSjfeQoqAyU5rWmGlSoiJsIboNs/GistUQi6FSRz3P71NBBVIoBjOsjswb+dUs0vspBjGCA1NVzLQill86Hmj16lVI9PXSH5ZVRUV3/MMi5hnLPBmJR37HrjJtqLVkZVtGPQVUTCy7EhXBBMs0k4DVF3nGL8TnfLmgL5EIqMeK9ZX1UpPyA2GWp3gK9RAbXLEkwurJCqqHgTSUxDIUZ81hOukIq0S6i6Qsw5jHWHaTrJcJc9sKiXww/RkGywmGSSSkGaMyjTGdWH9roRrfV0kqmFa01/BqKBkzgkNbKvIm64r2/FI4ayY7ykzbQIzpz7oSS/A7/IZ259fcTBFArdZrsW4FNBmeJLMe0ZE/dTQYdskFbcaa6Y6jWstSxuRIbphUEZEkxkkygmSnxTCb0RFCJF6tCAlqmAQ0VGG6KCRVNhjZmKR9WCsn4yJuOixH5IH5Q9MKi1Dq955pMq5lhiSSVPi0k7/ouUYDtIksM4XxaFAmhRIBli316qvsMn2aJGTMl7Dms0o2kZwoP1RGGiSzWhgd5p8IG50iPzqaSWnPGJPQiWTxGxQUE9ryQuSRcZWcibOxpzIFEtoaiWCT/gY17MCyUtF5tyQzsVian6G850tvrqwWbPCeYa0yzZnNzB/K4rA2EBZZoiyMkIizjAcUfsZR268UdLg3SBi7uuh/E2U1wiNxhEnEQmwg6EinCtOvrnSKsozxOUfCV2cDxcq8yjPTrxli3VQ+qIyH4sz3MIo1NiAYkADzQWnMVFdF8IwqD8mWtrqwqmPPzBvNJxMRM3cOC6FDqji8HB2FbBYS2novI3TYsdB5e2excLOl8+K2l/DAAw/gwQcfxp69B6yVdeP1W7B6zSra19li6YWOz9AQnAqulihrFZDIjFpr0Wjc5oRplaF6ozSnQ93D2m9HXdqaOOtPZLYQMVz2z64vh/z1Qs5st4pxcvar+1kbC2azU1QSFVx3/eW4/5134b533IxNG5dg1apl6NIO0ray55Uqlp9Gvpv5IdJcjqxZS4ENDvaxFVkw5eORNxoKBIo5xtHzS6s7Ze+tvAxbWCWctCmhFhVomEAJqR5JLf8uFCiImZ6TU5Mktn53vcinyBIVFZWgH0zNf9M7zafRHA+1zlNUehoGkjPNO9Fwj8F6P9RSpNBnGDXPRr2L1PUE016t38Ves2azvp2ANIqyl1W0pELQsE9Lw+TmmBYaXjRyRGNXKl0Zu7eEpztv3pV5zz/yzvu5/3sZpbHe848M015GJETDJvpVs1TAzPQUy0sER06MU8XSjkpM87A2bNpMBUN3Ki/zYN/rxMtedMKz1P5hdrA0r1b/+S3PSBboHRWyuZGhjT3Lfafx3c25nfXPzHy3VNCz9973vd+03c+GwbP33Ojbup/zZy5MTMK2/dy3/fDIzvvG3Df9+07j/8731/fbv86lx5xb/7d+PH2jdPXdzzene++bzu/78fDCMud+4Tj79t57L11PdrOQ8ePhPc+598Pq28+5m/u2Hz7fdNp1mrnfemYurt57lYmTy8WcHY1fFjrKhG/nfbczLbxy7dl3+MnfzoGOTE7rSlildTgbLHY18QbCSiyNVyC1uq2vT+PuaYyMjOClbTtMyUtxrFt/EXSshu16zRfSPfq57TqtYQUqJK1s0SGpWuViLWxtW0GHKuqaexAMkkSQeGg+BqugURavBjBLWZFeXhv8d7JXtlMB2dV35w1FaOPWnt4EbrjpClx//WYsGUpg166D+OKXvo3P/elf44/+8HP4/vcfYbhIOuz3MoJC1gn/ezSz4ZHR96lieZvV8EW2REIH9Pal2UpmvNg60wav6mFUy5TUiL+g+lSakgDZTvPWSqQw0J5AdKG4a6iJycTfaNBLK6+0WqpmE5DlXopYX1fPinbU1tVoKgmd5oBUmR/+JrI1pqt19wdCzAP7FPOjqbYuHyr0heFSD6iZBspMN9sLit55K2YZB31ssYNx9HK9TZgE/4YMNJbOoKlVjUoMP0FEoETA2MAw8sV72weswbRUdyjtbRhaPvNqG+bqeZZ8sQ7oN0xnyz8jX1QeNDbXRrN/maea/6IyqonW0zN5uzZZknRI/dqNm/gthYdu9SU/zK8CvqKyukAl5ZmFnv37Tvv57ny7TjcL2S1kv5DbTjPfrtPNQnYL2S/kttPMt+t0s5DdQvYLue008+063Sxkt5D9Qm47zXy7TjcL2S1kv5DbTjPfrtPNQnYL2S/kttPMt+t0s5DdQvYLuVWFYV30iZdg9x3PhvnPDvPB1HR4TTipjLFQmpFyoGIul6B9Wcrlqi0t1hCV5l4uWzJkJECTIdXLpSE8zePV9hHq7dF8Dr3TsJ1WBKljua93AKlk2jJseirP76r1ruFCXgjLSL/ymBb0rwKvqjRWcdrvzR0r1KwbKrsgKUajhKXL+3HNtVuQTEbw/LaX8M0Hvo29e/diamraepe0FN505Kw/Mm2clB7yu/1N+3b7vv3N6ewUJqcnSZKAJUv70N2j41amaK2hSpEukSARME3yZ7pKUdN/zUHRfItsvmzkKRoPob+vD9pg1XpWWppDoTBqjkcFma5uaINB6Wr1MnpHlygUHqGTLra5MQqZJm6QcSXTXchrAi0JGPkY0t3d/B39D1Y9M0vA6jZ3RlHS2ge/N9NfKbUowfj5sDQz00HCBArrQFrzRthQmC1zes8/mntHAqYeLw0pB9jw0Co7m2wnAmt+KR09o15QI19ixyrwlseqZ/STxEsrrdRIscnB6tniN+olDa0nkCtWmb/MxJA2uwzYEFNmyTL+1C+THhQ0wYvL2UDx8nsKdF3IzLfzn3U9ld1C5mzs/GddT2W3kDkbO/9Z11PZLWTOxs5/1vVUdguZs7Hzn3U9ld1C5mzs/GddT2W3kDkbO/9Z11PZLWTOxo7PKvNWSVRrVA8F3dPMVh6/RjmcDh2a0+HVQ6XOL3kskAH1gGhvIlInKgp122rZeIiKQqMe5UodJSoIrUrRhnj6pfRJb1+GukPLnL3er1qtjFRaWzg0sHLlSqQ0d4DQPjBaeaMx96Y2xWNhny33difl0pG1du8bQVe/ReO9EbR6r06F2NurvccCKNcrOHBwD3Vl1YZLpeC0sicc0mou+mGfPpnEzd7be/mv53aYzMyFTxOO9x7YZwSnt78Xt99xq+2nJQKrXjD1gFnvF++1B4/miGnYUEvCtQv0xHQW+bIm0AaxbNmgTV7VcvIYnyvVvA1RijTpjLRUMmTf0UkFIsRa/aThXAVPhEm5JBYckALnew1nHjh4CEUSZk3g37r1EiRSJFrt3jlv/o9IVtM2041pC3xCQ8MKozZ6vTBAoWyppzwjZssT0yOu5fYxZrVRKJZtDR0yE4w80b0ItZkq70m+rAfMS1NtM2IHqxvT12/ojr8xgqZ38kMfVDmk/97wox4ZmnIZ1XzBVvBNTGYRjHahGWSZDUWR6u5BOpEmUdOKOP6e8IPsPc5G4IxxsoI6U3M6peebM3FzOuO+cebGfeNMjVdxVE+tVrMCqD77hrB6qZuzr0sXGqQRHc4Y3twsrWpSD4f2fdG8ISl5DTVqNdT4xAhJV9WGrrRDsfb40XDjJRdvtca5yuXO7fusMa+lwN4xKqZDcNFFF2Hp0iU2XylJ8qCJoaOjwyRhCVx99ZXW2zM5WceB/Ufpj5a4t+hGPTcKF2yptnZJbvBec8l0bIegL+SokPSsZcjWG8R7DdOoNeNXE82bEqyHiIpM2zkMDS2xOGpiuXZ51mrFLZdcCp1hKSVoKxlJynzlqqsg/7WM3Ib+AhoiooLU1e4pAGgyPb145vkXse/gcSOmq9aswFvvvg1LBvvtSKCqVk0xnUXAyvmcHcFUyJF0kRXFkmmcIBEdHvHmkW3duhHLBknCKkWSNU0qDmB6etwOpb3kki1GsnRW5q6duxU6plGd8W6hWiN5YNpr2LBUqZF4aQVqmPdVZEmOj5+Ytrzs6R3C8hUrMD0zQbct5neC6VRHX38PrrnmSuuYCWmCMX+nuWdaHbVo0S4wc+K13WPlv1BXoybJRxOId/dbz681EZjQTZYtGf1YeyoFaUSatU+STcBX4VUZUqFt935pzymv90tkTURPw9H6BDOOdVBDnDobMRxR72WL5LeCorZLYNkrVpqoaQJ+XZQ+jN7B5eSFPWTVmr8XMl0yFw99Vk+db+agA+AFNVRUduycU5V7hsuOVDorUzv5eUE/5rk5a3O231ADRtuzMJJMT12blG2KbUyT0pVWdNec95u5e5o3RTxejXHfOFOjERptlJuljPZ6qakDqfs0/K9qatMwCclVjUQ4nBqOgJ0lRDBsPyvKaJEKQcL+yisvx0//9Cfwoz/6Aaxdtwo6p0wT7Tdu3Gjnpd1262U29eXFF09gfHwK2njRm2ckaUd9QP3T3x/D/e+8E5deuhk6h02H6F53/VW4+67bMNifRqlYxUMPPY7sTInfj5AE9NqmqSr00mnKTvVM2X4tEpsMK4Nm7+Ike+qJU++PtpvQflUiVdJ1mvus+WmFQpn6L0CSR5KTYyVjGJctXUVSuNR2yu/vH8Ltt92JVSvXkHywojH+OqhXPXQaclXPj/WMEeqgEJHzNlFUeokMyk73DCdCGB2fZhx68MAD38VLOw/ZnmTr1q3A29/+Vtz/jrfh8su2ore7G5lUGpsvWoctF1/CtHwbLtq4wbZ9qJD8Pb9tO6Zz2qQyzt/cg8suvZikqmCrrnT0ym233Yj16wZRKTexY8cRzMwU2gTUmzOkXb8ZVNuPKcHviNBq1ajIsQjY009vI3mtobs3ZH7dfvutlr7aV0o75L/9bW8n4Qszr0lGmYeZTB+SiS7G0cvXxYqXExcZpqReWjZTCgejCCe7USbZUVmQnQ1fiKgzsazXjMI8oMLk936p4LR7waxw8lnzwOae1QNGow+201ir+vxhSLNgw0J1U3lZrjJfNIk4kkCeBHvt5ksQiGrzTU9ZdMZB8OIx/60HHeujY8WsTNOJFmaI8Gl/PBH+aFR1L9S+dt7Pt9PzPLvIqdx23r9+31BjUYuEqtqGopgzkqU5lBGtNGQeFQozKJW1WWhjnj9n/o2XuT0jO/eNM7d7g75BoiV5n0zGWT7C1sjVlhfSd2qQeypNTRQtRvLqqMPCcEcRnRJeb456ajRhWwJeRxHlSVL6BpeiSeGvQ1S9TRabuPjii7BubTeWLOnG5k1rcfU1V+CqKy/FxZvXYMmg5iAFsXPHBL73g6dQKJfZumTBJHHJpBPYumUDlUUTL7y4H/2DPdi4eSXWr1+OrZeuw6WXrMGyZVRibMk/9vhz2E2iEot0M0xUKvzXlYljw8bltufMrr3DmBgZNyWi4y90RpmOHprJlrB95wFr8UdJVCLhOGqlCglYA5ddsRm9dj5bDc8/t9eOt5gcz0LHkqxcOWgLCTZtWofLLttMswXd3f22W34gEKGbMPbvO05COW3Eq0rSqTMsNXdsfKJIuyNMJ83N0Z5nDJXi3K6Pajmp8kpJTk/nzI9gMIZ0KoOBvjhWLB/ERetX2VlmV121BZs2rsLGDctJqvpRqQWwc88B27DwyJGjJIslrFy+HH3dcaxfs4Jpvs56xLZu3YBVqwaQy1VJpPbg2WefZ55q3peIp7fh4pYtaxCmkNq287D1qDVoH0skbThTG01OTk5Yx8vgANOiP07/ltq5nddedwUu3bKJxC2JB7/zKJYM9dG/GPbuGcXRIyMQA7R53oy5xNWiOoqIwRRFMZoi8iNBazTWG9qQhTUsQrxpVjBzfD+o2klUSbytRS6y5fV0GdmxqNO9yLuYs+3lpStJHAlBoDwNlCZJrGiqBc8PlptmS0QrgFoogWA8g0iml78JosTGglYXaw+jQ8enUNEeYZE0xvNVfOAjn0AkqXMiNY+QdUikrQ1vvSbrPe+Va7M5wjjqTqRL5HzHrj3YxfI3QDnQ29NrmxZ75PH8NerVyOWmoR3QI5RVOnZI722xA43mNkqZa+hJB9BrRfJ8P5y5MIz2H2tQdmnER2UhTvJ+cN8ebNpwES67fItt+eEvlNFUDq9Rfp7ItjcYjoCdEmdOwDQnSbsST02XbNsCDWGpt8km0jcaOH4sj6ef3I/nnnkJU1mSFxbKJoW2rZTsEWFbZ/rnoR88ip27D6JvYBky3TEqrJCdTXbg4Ak8/sQTeOnF3UaQGnWqs4oOhU3YfKf+gT6UqHB27j5qXcE6W1HhX0J/dGj30WPTOHTkGIrlqhcf6r54OELCEEVvr3bejuPE8Wns3H4A/b0rkctWMTOdRb0etKNT1DrWxq8zjN/jjz2H7dv3IBHvQTIRw8GDI8jnCzbZXXuKbblks+1HI0J15MgJVlKmHQmP9YgIpszYOmJ8E/EEZmZyJDaD9DuPfXsOokgimMtRIdSittVPgt9Wf5nmxuULDRw8lMPOfYeRzRdJSqWAQ4xzDbt2vISeri7EomEbspUCKRRb2EtS+uSTz+OFF7ZZD2QykbI8szxlol+0fhnJJ+wstJmCVmTWqfs1/Nu0kTRN0j96+DBmpnJUTN1Id2lYNUTBE8CRo+P49rcfwp49+zE0uJLhiOLQwVHkZsoIRGKoa76YqfLFRcCUg0YuaUSgvLl6tqRhloApOpK7gWAd2WP77GBuCWab96XJ9uot5b3XuyX37R/o+B1tahemYd6KcKE8hUB1iiSMpprnbyncmX/ahamluYHhBCIplmMNLbLOTh87Zl5mSbyPjOXQinYj1wgi3NWNO9/1frph/QjGWQaj9kkfulV8FKOFCZjKTAiPPPoEjhwbwcVbLrVTJ2rVMvUSy9R5bNTLpXNUe3u6GJ8SZQxlhcnAOtOhadMnVLfilCepZBylYn5Bf5xZ/Ebb7uhoLek3kS8dMbVj2wu49ZYb2fjd2JZpImuaB61aNFuTHOYhQKEi6eJwEpQkmuvAlh9b4tqWQIdv/9t//ymcGJnChkuuRK0RQDKdQT6n3ePptsUWfjSAVEIT1SXCVewowmoBKusWKNOoOEIIJZPQGWWa85IkeRrq68KPfvit1lP0wHe+j4cffwrJ7h6Sowy0WWkqSuKTHbe5ZX09Sykc4wi2uqnstc1FBqMT+xCJlbUUENP5FtIax2tWqeOK6E6loK0tqKsYQpI+Ko94ogvFfAlRrQiLUMiGtGcWfztZYlyCWL7kIpKgKpVTha2cHDI9EZK8lh0NIl2pIRgNKWpulw7GzWazDEcvSZMmvYcZ1xlTnF1dfSRX2vA0yVKmni4pNaZse+8s7VVWtzPXRAg13Kmjmuoo5LPIpFNIMD5hVl6RvGq5gnqLSo5KenQyiwYJkuaAlWxrDinxKjLxEGqFaQwO9BoxbvBjmiOnVZs6zkVDoAqvJslr4YP2UtMqVZ0CUG/WSGCbSHX3kthVrFdLyE5NIE3iqd3Xm1SyGlpM6HBepq92qhZn0Jy7CMmWFkU06kzfKBUY86bQYHijUmBsBfL3i+ksSOWj0lckWkqazYR2yKMse2ErJyI2LW0g1ZrG2NPfQKYxg4hWiFYKCNS1EWudZVQnSJC2sSzp+CIjX6k+anqahDZVJUkqTqGVPYzgzEFgaj+QG2HGsjxoJSVJXYD5Vwl3I9a7CqH+ZdrdEsde3GaBO0rytYuNn0BmBY6Vqrjx3nfgzneQgIXpd0CHLGtDYy8+Xg6o3rJs2l/WVb03S41VBjA9lUU3G0zffPAR/Np//h109Q5gzZp1rI8qg3J4/kKhty1eWKi167uOrhEVVb3WkLsaiHYsDx1quF5b4jhcmJAe0ZmlGrLW6uXs1DhGh4/gt/7zr+PyyzbSgY7PUsVSA1T1m3W7LSEcToYjYAtCSXIWBCyoYQtvCX2zqQn0UfT19pDoFG3LiHg4hWgkResgqiQiOiokTbKiw1ITsQA++X+9y+z+9u+/bUNr8WSGrfcyMpk0JseHScbiyHRraHCGwrDHDlutVFpYvmIJJqeO0H0DASqrSlX7VgUxMzmGHv5WdSBO4Vkoayl+0I4yicdFwArIUIgmU9qk9Dj9T7LCpFkY0shnayQmNQwMdKNQmqKbIK8T1vqPitjUNRSRIMmM2Nw3vdcKzd27d1MwR9GV0Un8MyRlgzZsSn7CSkrBruEkVkJvk1iRsBZi9KOg+SYU5lEtDmCANZE/yTBLGeQp/JMJDZlGMDY1wvTWbuHe8RpVCoBqrWZDpI1aGZXCFLrTcZTZMte3NBdBK0+l3CkPCPWUqVu8RbsGBgcHcez4MfT3Mz2bDTtiJJXpxuR0AYl0mv6UMEC/J8dPMFza/DaBAvNaW4d0Zbz5DtncNGOkHb+7GckQSWyB9jGkWC6qJJmletHKRIj3MlHmt0fAPkoCdh8JmIblJJjOr1aiaodIvRdc1g2WfZvbpe29SUQFEZsm/wVQwsxL30GqOokQ60arnEWI5FSNlkaJZExKP6yji+IeAUv3k4D1egSM5L1RmkZr5ijCORKwyX0eASOBs02ImZ46zLhMQhXrW4VA7xBY2HFk+3bW3Rb2n5jCoUkSxN41ODBTxc/9h19HuqsfMX6j1dKmrGwikXD4qa6eSlEvRUy0Uu89O5EN3jFSOg9QWfXU83vw9//wTWzfvgNdKV/B+KTE99EXrcpb3c8mGuHbdT6/kp3M6/MNXw2oZ1h2mmT92GOPY8cLL2LJyuW44YYb7cxHlXudRflqvjFnJ3P+ptWcncwb+w0b2p91633DXnX8zjaY7nj25+XO/W7OTvde1p95PLQMRlMEbO4vy0NPJoEf++iHceWVV0jKUt5WWX68BSqayqGzQef8deiEI2ALQkmyEAH7TUxSyS5dvRHhaJJFloVTQy5BtcalbPyCKswVWNNGdk+3DfVgacKwjr/IkUT14UMfehttA/j6P/4Azz6zE+nUIGrVIKLJIJVEwbzw0PZH37T79vfUo2TPc5VFT4bOYNiN92Atdrtt+6EHkohZxwZVSrnrcOPD4jQPs+4E2ctPz5130R/f3sfcs/38Zeh46XnFN15K+89+74PU5hzalgb/h53vCHuc899PH73xXPr++m741iznfjMH2Xm/F2xlnsLDVqB6VqwHjOb7Dz3o9YC9Wz1g3oHpHvzr+YHOFPDSvSMelkbeE9QwGd+OE7uexKDOP82TzJNURbSXmo5BYR1rBMIIRlOIxNNAkuQrRvKVGmDroQv1QhZ1ErAQyVckexjN7DE0K0V+UeeI8rtsjTfivYgsXQd0kYyPjeHo/n02j++bjzyDVvdqM+PNbnzy538FPb0keKaQmD9Kf5J9H16QO/J6HjxROefKc0lCr/1N7L3/W4K3amp48P3Sc+e9cKZ2gp5PZye8kj+ntpOy1OIfbZGjFZ5f/vKX8VM/+VP4+Mc/hv/6O79jCymi0TAbXjo30lsxfbbf8KDn09kJr+TP6ewEPZ/OTnglf05nJ+j5dHbCK/lzOjtBz6ezExb2xyuvc3YeUdPVd+uDz3TrldeX++Oh0444yQ9PckZIzOde+78XOt06dEKSyOG1ol2+PGJgM35opHbb9yyV0s3q9dFxQiJb6tUJU8iFIpqk2G5VsDUeT6Qo5BIIk/jpiJ05/2Q8KjA3jOf1JMnOC8RcpfHc6rtz9x7MB77372TX9nvWX9/47jrc+Ebv55tZd51hlR/el2YJ3UlmDgv6aWnXNu1vC/orb81r74l2RnXaxg9HR7hn/Wwb/mrWjsaD9+TZephzw3v73dxvTrZTXJWGnplrVZ4K+qb/3fMLfsi90Pvlrx2X9sUDH0KaA0iaZkJeb/hXyqHFMqaJeTK6p7HVkPbMtJMTuhaZVT7KD68c6D3/2Y3matF/jQfzWa1/rYDMkySIaGkSsFazdpN4JVPddKJGRpBeyXj9dh0hJ05+ejm8r3shslDZ5HQtsvGubRMN2Zwpz+jef+68Pxs7//l0dv7zq7OLx7zTIjR8pJHx6akJktQq+vt7zU5zxLTiM625p6fx5/R2/vPp7PznV2vnP5/Ozn9+tXb+8+ns/OdXa+c/n87Of365neZnKd+8q/8+fHI5NeOtcjyVP3PP/j2NFmrMGs8fVqcO+PXodHXJQfLD4Q1ENBa1FUTaxkBzKjSkVdNeVBLs1O6a1JvP5aD5xzrWxsHhvAcbGiJOGvo1AiOZzPsWjfb4shVTDW9vIsio3Gv+iE0mE8nhD9ok3hPnfGfsi69FpES+tNCDsEOuQyFkc1qpy0pE8pfN57B8+Qpo3z4jXW1jO+e/jlAPxPlmBKWNSKzmSmpxUSqlIXdPFsmN7Ob/zpnzx5wKC7ldyDicOzgC9gZDy701ByporcwQjh8fxoPfeRwPPvgEjh87AW19oO0ZNC/LwWFRIBI16qQhP09+888s6aqSdNXMaENWI2DaF4xu6cgaJmasR0zX9rP80F8xMrVWRML4rG9opW+JxMHm/9FZpVzFilWrjKh1ki5/H7/XioWUlEwn2XuzG8GbOzQXH590dXd3273vVmnY+Vtnzi/TWUY7zUJuFzIL/VbG4ezhCNgbDO1/pTMepVy0Kk+r9J5//kU8+eSzmJrS0t4gyprjQqKmjRAdHM57aAhS5EgKXp1Zeqd7GesFI/lSnfDJmD8Eqd4sXkW2NNznz7P05pyRzPGv9rYzAiZfycbE2+RCR1UFSRQ0jF+jw4EhnTChg9TlrU5w8MjF6wUpqvMJCq9PTnWvni/NCRPUA+aTMweH861sv5nhCNhpoHMcJc5FiiSLtIVBRas62KKXANdO8rZq6CzIv45r0BCLWgzyIxqJIxZN2gak8XjSCreOVNGO1PLf4fyF8tI3KiRSYsp3O4qJb3SclYpOqbTIj+tgPEWG1OOreCs5tJ+QiFc45E2mD2jfKTU4bNidqeI7ZB3UIetNG54UMfP2DpPg0sKYunrVNKleVZX+a5WiDlav1Vk/ozHUmd46JaGnt3e2Pqk+v5rer878fCVzPkIErFqtzhIxySeV2T4ddN/u4aird9LhvMZC5VXmbPBaf+/gwRGwU4HCxzZ7pNyRsFYD0CNiNcp5bw6EBLrOhTNlcYaw+S7aZci2XJCC0WRg7czOb1C/iNBpJ2odgH02/jq8OdEpmFRmZDyB5Skz7afUOSy2+KAyzviql0qkR9xKaWBzvbweriBJV1B7hRgB03tWBM35ovGGHkmyrFdMbhp8R/fyw+ol/RcBM36gVcOqqN7mybrqZIPunl4kkqnXTMAWO1QuRbr89FGPoa46iN/OvXRwcDincFLoFKjW2CLvUJ4S6NYNL0Fvwt4D9cBZgI61Os5WyPk/lIKicprdWqKNgHoCZBwWE6TQtJeSiJhHwr391S48aKBQ9YllXMOO9TINGx3qYbGWiAiXyr+GHUkKrIvLq3zeEKTIGf+KfOkcLhE82TREzCK2qlgT/9UTtnzlaoRiCdo7vBK8c2SZriyXOutSjQO98wmr65V3cDh3cATsFAiHwiZ0RMJEsmzOCO9D4ZC9b/GfCFldZw/5XOqM4CmROYh0KRs6Cdh8Nw6LCSo35Uqdii1CstBBuhcxTirN1rPFq3qr/J4v9YjVKm0yJgImcibDmsEKaO47SJh/r05kI1/WC6Y5YPoB6Zos+K5SrWLFypX2zuH0ULkU4fJ7aicnJz25R9TbQ4+djVIHB4fXBieVTgGffAkiW9FYGIlE3ISU9YSRLGkJvOaFzfKmM4KvPHwoC7zW+1x2zCkYh8WFsbExZLp0XFENwfbQmZTdooZFT+WbdcZ/Vi+w38tF8qU5YUbCrHdQBEyKX71fNKqHcm/+KMHaV2J2G4o2wdLmyaqfSlIdl6UVkL39/XTuuXc4Nfxy6M/9mp6etqFHbd8h+PaLvrw6OLxB8DW+wzxoPyFf0EhpRCNAdzqBeqXARnsBYVSRiOrsRR3AUkOoJVNtXzvv6yc969iWkG9m7Xx37d/Y4ca+m/a7ef6cfH+2dr6Zb3cqf15PcybfP5Wdb840Hq/Gzjdn+w3eW/5VZvNaZwYOHzuCrlQcIeulmZsTtrghMSPjrWH0apQPNW+k8LXqV+RLxEz1jm6se2t+2mhoURev90vDjLNeaq6YemxsLpm3ClJDkPFYiqyis9HjsBB8eec1ML2zH7UCsosNBn8IUvBXRzo4OLw2uKOITgk/WSTZvaeJiUn84i/+Enbs3GN740zPzKC/fwDVSs1a4meMM01x79M/ZDCwNh/t5EDrCBkNV0gwSyCXKayVBpVqBUuXLsXU1JRN3tVh3fFYnL+YH2mmlx19tEihYbYACYH+qYo1vRWPH//oR/Ged78TPb09LDcV2/dNK8/8uTfnO14uThoI1MYwtesphMqTSEeqaE0eQjA3ggAbMpr71WjUSKTCLA5RBJMrEcysRmBwLVs8/WgWZ1CfPgKM7wam9gGFYSO0qhx1xBFODiDUPQQMriDvauLwC88jyjL59Is7UI0OYPcMcO+P/iyuueu9aAVffiadG1Kbg4YZNcdLeSjydeutt1pv2IMPPkg512+T8r2FR4u43jo4vIFwBOwsoKTSEJIEVS6XM6Wpyfm2vP5sCNh5BRYPbwLOSRBp0NCEBLWuTz31FH7mZ37GSNcHP/hB/NN/+k+Rz+eNYPhE7WRQ8Zm3i1MBaosJEQspeMXdH9IeGhpCIpGwfZZUnpQ+Kk+LZZXZy8WJCNgEsnufRTM3ikykAswcpTmOYCMH1Mok83WSIyr1UAyBBAlY1xoEh9YAGRKwco4E7PDLCJh6vuqBBELxfkR0CHf/cjRKFRzfsd2K6/Pbd6MU7sXeXBRv/9g/w5V3vJO/0UR8R8BOBZEtPz3Gx8dx8803G/H6xje+gZ4eNhjaW1Q4AubgcG7gCNhZQD09Si61AtUalPLUztsaTlqsRMIjYO3bDuiYEg1PiIApHXT92te+ht/6rd/C8PAw/vW//tf42Z/92ZMIyMtgY0mLFIyar9s7q5jIlsiXSKsIvJ6VRotFqS1IwJrTKBx4AZWJo+gNk3gWTqA1cRghErBWrWSKv6XFCEESsPgKBLrXICQC1jOIVjGP+ozXAxaY3MvnEzY8r6HMRiiJQKwX0f4VQN9S1LM5DO/dh2atipd270c+2INDxTju/4l/iS03v51h01ymk8ucI2BzUN75k+7379+PG2+8Eddeey2+8pWvIJlMWlkV3EpIB4dzg8XabfO6QL0UEj7FYtHuNVdCWwpoyoq3TcUiNLNx8xYf+EYEQlcRBwlmkbH3ve99+Lmf+zlrNf/1X/81Pv/5zxtRlWCf/3vP7/Y3FqXxdls3ctERf5WbdDptV1/ZLUhOFxM0UT7C8kLCrW0iWGhIoPyhWRqb96V5R5oLpuOJanzW6ki98zZd1ewxIUA/gto7T//or6bp2ypIpmGzSjLLq4bHtTWFPqXjiCJRDYE7vBL8cipSqh5+GfV8eT39zId2ObV8c3BweM1wBOwsISGk1qCuImLqllfPWK2+SI3iVmvHscNIIGuIUVcJaBEt9ex8/OMfx6/+6q9aC/rXfu3X8F//6381ojH/97N+LvTNRWB84uX3APpDNyovSifNjZMbEfrF3QujuNGEI6hTb4sUGVlqky+qfF4bJFYy2phWvcxVanlNpK/xl3wvo7TUT/kzDTEaESMBk3d21FEgRM5G4sV32opCB3E39A0SsRDJn4XB4ZRQWfUJmOAPkWuuq987q3LsyJeDw7mDG4I8Cyip1Nuj3gtdJZBk2rbtqy/oO59PZyfo+dXaCXo+nZ3wSv6cyu6VISIlIa200NCkesf+z//5P/jMZz6Do0eP4l/+y3+JX/zFXzShruFKEVcRD+2DdTL0zYXCJpxJWF/JTtDz6eyEV/LndHaC/+xB5cY3vjJT+fGHchbzJHxv09Q8SqMHMLVvGwajFYTLI2hOHECwMs3IF9Col+mKpCkURSu+FIGu1YgsWwdoaLFSRGNCc8D2IjB1CCiMstWoSfskWpE06vEexAZXIdC3FDMHDyM7NYnc1BT2HR5GLpDBiUYvPvELv46BtVv4BaXxyXnjhiDnoHqs9FAePvbYY3jLW96Cf/7P/7lNK1Ddlp0ImuzdMKSDw2uH6wE7C0gAiXwJEkBz5EtKRopHxhs2Ofn5dHb+86u1859PZ+c/vxo7mdNDaeKnhXoHRcI++tGP4ud//uetl+fTn/40fu/3fm/WjdJOBERbDpxs1Gvkh8H/9vzwvBY7//l0dv7zq7Xzn3X1oHKjuPvkS+hUYIuFfAmKa6fhHyYF4x4muZK4UW8VkyfE+HvUp0F7vrA9wLS9gYx6wPjcXn0boNL3jHrDBPrdPjkiKH+V3CRk1XYPWL3eIplo0o7lkt/LZLrpwHPvcHr45VJkTFB9Vh1WXop46aq66+Dg8NrhaUSHcwBpgcVozg4SzhLaEtRaDSnipeff/u3fxh/90R/Z6ioJdI90kKT4RzN1mgXDcb6ZOQJ2wYNlISCiRBKqDjLbOHWWSsmImulMSJEsKncNPxoREzlrm/ZKXA1F+kmrs1QDQRI5zQHju0ZDQ5oBErE6faPPgTDCsTiC0ZiRB4fTo3OoUfO/BPVm+++NUBOdDQkHB4dXD0fAXjMk2H2FuxjN2ZEJCWm1nkWyJMhvv/12/PIv/7INO/7xH/8xPvvZzxr5mp6eaivV+UZY6P35aByEVoN0KByhtAl7RwVJgfudUXzUUUN23JBok3pCIRJG0qXd8DUvTMSM7vyfeMnrTcu3nfDDHgGrtTdbLVeqNrdfxCxCAhGMxs2tw+nh93Kp3mofP92r8dRJwPTOETAHh3MDR8Aczin8VrKumi8yMDCA+++/H3/yJ39ipOz3f//38bu/+7tIpbQp5kJwqnKxQccDBdVLFQihTgXOB977okd9VR7J9651rxfMesL4bL1iHrGyomHFo03FeB8QGdBh3CRkIndNfqPCBoAm+QdCQUSiMRI0bS7q/cTh9PCHHnUMkeD3ZnfCn0rg4ODw2uBq0jmDhNRiNGcHDUGqh8ufN6JnbTyqXbU1GV/HmoiM/c7v/E77Fwt9czEYBw8iRkwPkSSSIw0b2rYRSqPZZBI78kiYmJINF/qEiVf1iZm95oS1hyL1Yw1c2gbI8oeELdCs2TCmjh+qS7TxO2H1vNGlDV06nBZKd9VbXdVjLagu69nyxMHB4ZzCEbDXDEl/JeNiNrOa8hWhOSOayKuWs4S3roIm6muLCq2GFH7/9z+L//fX/zOmp3LIzuRRr1HNUlEX8iUKew11nGwWDteb3Tio7EQTGRKgOIKxNErq3GI+1+tadKF8pdLXqQEkULVGDfWm9o0TCVCvlnauZ/kJxlAP0D5URp3GrMIxIEw/bTisxv85hMozCDarqNZqiKS6MVVoINPdxyA0EKRRR44aBZ3G4WSosaSe6+PHj1tdHhwctFW66vWqszGlNPO3qnBwcHhtcFrinGC+4l1s5rVB5MvfNf/Hf/zHbZd8HVn0hS/8Bf7n//w07bpQqzUo6LWhaxd/sVAYzjfjlPscmB6aLB8Qc9LeXXrWkKRnO9u3Ygsw/Ce6sbNCw2iKKAVaaNG+GSRxo9GPNXhJT+mOzyReIdRtE1fxgwZ/26CraDzuer/OEuoFm9sqJnoSUXWk1cHh3EGawsHhdYXmlagVrd6wyclJfOITn7D9hfT+c5/7nK2Q9M+NFElzWHzQykevt0rU6dyspLPNXDUBXz5q6IxX7YJvqyFpJ/tUOq0uN0o6RxxeCf4wo+ql6ql6wNRwUu+XbycC5oYjHRzODRwBc3jdIWUrYa6l7X19fbYL/E/8xE/gU5/6lA1xiIR94QtfsP3D/H3WHBYZjICpV4vKm8bbiuK1wYiA9aSRXNkeYAHU6s3ZHfdr5F1d3T20U4+ZE3WvBH9oUY0lbRej4Ugdm+UTMNf75eBwbuGkksPrDglw9WxJmGtn/EwmYwL+3e9+N37pl37J7v/0T//U5oe5Je6LD0aUqLxtwjxhivxc9IBpuFIbu1oPGL9DcaatKLTSUgRMZ3LGUl3G+fR9hzOD5nppG4qFesAE1wPm4HBu4AiYw+sOCXQJcg1trFy50s6NHBoaMrv77rvPesDk5ktf+hJ+4zd+w+w1D0VGrXJdHc5/RCIiS1Tg54wMUXxpIn8wZFtd6HgiDUF6e4AFUa02ENMikHPQ23YhQXVRDSZ/Dpgg0ux6wBwczi2cZHJ43eEfb6IWtYS45nqpp8snVtqi4ld+5VdsyOMP//APbfd8tcDlVpOB5U6t7oWMw5sfnuJuIRFP2Pyvlnq/zsFKOttbTIho2xP1hwVQqWoPMJa5SBylcgVdqTQCsbhc0zgCcSbw52yq3sqonvkETPeul9rB4dzAETCHHxpEyCTge3p68L73vc8O/dUwpa7/63/9r9l5KG5emMNCEOHSqkqNRIp0yWgzfB1PpCHIIImZjBNzZwYNNQrqAVPPs4iWI1sODq8fnGRy+KFBvVtqVWtSvq533XUXfvVXfxWrV6/GV77yFXzmM58xN2qNOzi8DOpZs3llASNcNveLLEy744uMxeIJhKMxj5m53q9XhOqgiJd6wHRVw8fvvXZwcDj3cATM4YcGzQtTa1s9YRL42qbive99r+0Tpnlg6gX79Kc/bfcODi9HwCbe66otJ0S+6ixHOgOywecoyVdYPWC8dzg9/OF8NXYcAXNweGPgCJjDDw3lctmuvvCXsBch03CkesLWrVuH//bf/pvtE+ZwvoNkSXOI1Gs1rzfKe8MywP8Be/LFkspFq336kGz4ryXj2ek3/u9UhlokYOQNCNqRR0AoGkUoFKW1R9IcTg+loeZb+gRMw4/+sKSDg8O5h6tdDj80qOdLq6x0VWtbAl8T9LUpq3rC/LMj//iP/xif/OQnjZypha4VWlIWuvorJX0S5/DmQ52mQeJUJwmq8Wojgr7huxCVfJgmot3yEaNUSiCgMxy1M36ghkgoiFAghjCSNNrZXr8rI6KzIXVGJMtASP4EgmjVdayRVkIGkUhkEIkm6VfctglzOD3U06xeaNUrvwfMzQFzcHj94AiYww8NmnMy/ypCpWOKpAxEwrQtxbJly/DNb34Tv/Zrv2b2UgpSEpqgrxa6/3vrBXFE7E0HrXck7yLfanl7d83vjGqTMXvd0oILkrAAFb+kkxnvJtAiQbPjieS2yXuyqjabo+2ctzruiK9DIR1/JPchupj/UYdOqA75xw5pTqbqmRbHuCFIB4fXD46AObypIHKlHfHVEyYy9a53vQv/5t/8GyNaX//6122F5PT09GxPmRSGI2BvbnhDhQ0zpEbMKKNknuVJoEsdGWS721M02QR73St/bbDRrr4xMifQ3h8qU8+NyoPKgfYd89/7ZcTh1PDTSgRM6TcwMOB6wBwcXkd4Nc7B4U0CDTFqKwr1gEkJqCX+zne+E3/2Z39mrfE/+IM/sMn5OqtO6Bx+7CRjDm8eSMgESbqs18qM8mseARNpsku7R1Pky8iYjGib8tXom2ene/OGfzryvcXvBOUX30e0DQUJhO4D7izIV4TqkqAjw5Se6ol2cHB4/eAImMObChoGUQ+XWt6aDOxftVmresLU86UtKv79v//31mL354AJjoC9GaHhQfV+1UnCGmYgY1TK6BQzTrcewRK50o72Xi8YTbs3bHYCv5EvkTWPZM0SsNkeMO/ZI2CaR0bKp14xs3U4Hfx6NDExYXWuu7t7tlfMwcHh3MPVLoc3FbQyUoJfysDfqFXbVYhYvf3tb5/doPWv/uqvbPd8f6d8X3lI8ZpidnjTINCqM2NIgup1hDQMacTJ7wkjTsouiiSbtyXK5JOyMN14vWCic9YbZoxqTnyJKNgv7L1XDoyUBdtEzeEV4ZMtNYDUE60FMI6AOTi8fnC1y+FNBf+YIp98iXh1KoEbbrgBv/u7v2tnSv75n/+5bVchBSviJhIm5dFJyHw4JfzDQgvNmvZxqyM/M4l4JIhgowqExJQ8IqZhQ49rkUQx74PqudIqSOsVo2E5aAZox6t6wfxjh4J6T1LHzEaQ5SZs+1ZpEn+bn5n/c6TM4fRQHTHiamncsDlgDg4Orx8cAXM4L+CvxvI3a/3N3/xN6ynTFhU/93M/NztnLJPJeL0hHVpXZEwKxeGHg6D2jRDpalY83qWNKZQfIsm2ipHQ0KINPeo6N/ToIcRbGREw9Y6pF0yGP/f9YX6HQ+H2pHGPdTXa5EzzyhxeGT758vfnUyPIwcHh9YOTTA7nBbQyUspVREtkSscWfepTn8Lll1+Ob33rW/hP/+k/2eRhbU8hdBIwYf6zwxsISplWnQS5WkEkKDIm0qRhSV79nknmj0hWMBgh9yLZ9glYmzwFwiJlYSNhImnibSIMRqxlWDaisagRdZ9IaB6Tf6+rw+nhp5HqmtJMQ/8ODg6vHxwBczgvIPIl4/eESfHef//9+Hf/7t/ZsKMm5qsnTPb1et1TzG2oR8zrGXH4oSBAolQt01QQ0mpEDTkaAdMwMY3PjUi2tGpRRMyIl+ZvtXu6Qka+/HdtQwvLZ/WAkaBFbQjSW/UYpDvb0Z32IhM6qsjhzOBv7+IImIPD6wtHwBzOC0gh+MOMumooUi11Tcz//Oc/j+XLl+NLX/oSfuEXfmF2h/xX1+uh3/hmIThFfjI60+tUhn9rVbQadSPDRrx84iR7dU4yf2VatDeipaFGvfMs+d7rAbN7E1uePy0RuSb9ImELadsJDVMy3/Wrel1H6rSJuBcMhzbmksPPI83/8vJDQ5Cqb/FEwq4ODg6vDxwBczgvoB4skS6/Ze5fRcbe9ra34T/8h/+A1atX4y//8i/xi7/4i7Y6UnbaVFJQr5jmgvnGJ2dSOVLR3h7t/pNn9FxvNVAieajxTY3Kvtao8q3nVju7e//m4WUvFh8algp+WpEEoUpTYYKWO4zmfek9k6RGN9Tl1XKBT3W0KkWSJ6aqesdInmqBMBokUK1wHM1wjBmuLSTilFC6xsi9dE+CxfsA+K4ZQqBWRqRZpH/MN7oPpnsRTveQ29WQiLSQnxrmNyqo8zvqEXPwiqaVZRrmAv/5eVhDNKI0ahgBE8mNJlK8unQTlG5+Sjlz5kYS1RJPN51G7zrNrKMLC46AOZwX8IcebW8nwh9W1LN6u26//XabmL927VrrCdM+YdqsVROJNTdMbv3J+b7x4VV979lkAf/WGyIV1P0kB9rQU/DtGo0KGvWa9bCI2M1CDjxHc9dFDV+StsWtv8fX7D5fugotlEtFpn8LYc0Bq1WY2iJmpABM9oaGC5k3zVAMjVAUTSNdzG+mfYvXpg1J8h3fBzRHjO8CFF0R+htplMw/ibIACUMwnkAimUA40ECtlEO1kvcId0d+X+gos9xWmEd1yx/lE8uw8ky9iXzWFhRK90QibbYOJ2N+mnQ+z93rTgS3k22czD48uznM/fbke+FM7ebj1fpzOrv5eEW3p/uxjzNxswjhCJjDeQv1YolYiUyJaL3nPe/Bv/23/9aGI7/85S/bFhVjY2PWUyalIixEvjzonaqD5oqFEZKy15tWE81aFc1qmW+biIQCdnB0OEQCIAIYojt50ilAFr0wYbrTzAkP3Ykw0Yg8GYESadI7pmKzgXx2yibghyJBNEp5SyMvmWhPtyJWmmAfCpMoM10t8a2Xsr3Jqs0J4/sw3emMR94HmQct+l0vk4SRPIRIxlPxGGLRMPlEww7xLhX4LX5J3jl4yRpj+sXUsFDaigQonWlsW49qDcV8HlFr8AQ0yutAKN1UyjuNJMXC71Q/mrzq6K3Oa6fptOv87cnmdO8Wsnsl88P4hiXefPMy8GXLXF9QuPBi7LBo4G8voV4wESyZD37wg/i93/s921Ffw5EampyZmTH38+eE2SONLw+8tqknIewQ5zrJF/2MtOpUWFRQ2lCUij7QqNGOhK6mq3oP7IdzRvCvixadEVSaSe1ov64w6mYiZppMx0ZuCo1KlgRMvSw11Ctlpn2759B6JUXUSNpCGmqkMQLmie+m5LKROZpQ1AhYkCTNI9It80cT/FvMp3A4iN6utG302qxXkIxHUS4WEKI7P48dgAjTI9xi2a2V0KyQvNZ5L6ZVqaA4nWVe1bBq2XIsGxxkQ6T9IweWIfWTewTKyhOrgDcj0Xs/ZzxB4Nl5V/99571nN/cbu7Lsynh+0p/Ob7TtfPcvt/PD2L73/Zm1a/+27c8b8Q2TqgHW+wDr+6zROxlL1JPNBQZXvRzOW9iEbkIkLJFI2LPmfd122234H//jf2DTpk22RcW/+lf/ytxpboutmmtDgwAL1nmTG/zTbJgCCmjYrF5EMz+FVoFkTntaSYDovRSX3HfAHhe9MPEjrYiqvU/SxWuNpr3ffVtMtzA+cgSJEIkyhW+rlKVgrpGHSenzp9rhXgRM5CoYI8GKWQ/XnGiyDKDhd0TMtNFqMGqT8rXCUV/R11AuGDHu6e1GX3eX9VwGWg3kJkbtvdw5CCrzSjfmUojKUxuzaYuQYs4WSjRKLOesJ5lkgulKVerv03bBQ+VHskMNB11ZfgNt4iqiYWW5w5wtfD98D+yiPx3+v6KdnjvsfLezdp3P7fsF/WnfL2h3lt8wN5pt6BvNndX8Wm8I1nflmwsNvpRzcDjvoB4wQcOQmoulXi/NFdME/HvvvRf/83/+T+sd+/rXv27DkyJn/t5QgqjDy3hSWwq07ExBPVDg5icxfWAn9j7zCPY/8yiyB3cD2QlalemGwtjmPelH9lNDx+3ixGx81Y7XQIonatsi2f5K0esMyOzkMJKRFgkYFXxxxuZntUiKvLTXYGaYJkJSJRJG8iVDwtUiOWtaT5dIGl3bMKTsvR4xraoMUAHq8G3rySExDqeiWLakDxE6qRULzKYxNNVbaSFzUL60ilmgUlACoTF5Aid278DOpx/HrmeewP5dOzAzOYZ0PMZGTQQhpbtDG34J942g0u5LEqnTtukUAJroKOOj89nuddPx20VllFKKoAiXd+8/KQX9ZPKvFxq8FHJwOA8h4iXCpeEof3K+3mnOl0jW9ddfb8ORQ0ND+MEPfoB/8S/+hQ1T1knWvK0qmrxvkydCFxGJupEvvVfPwBTGDu5AYeQglqZD6E8CpYmjOPzSMygc2UslVkCrnOOP1BqmUKFU0fz9NsdbvFD8THmIgHmP1llCI1LUapRIq8oYPrgd6WgD4UYeQaZVsFmmXQXhCPONeVXTsUKBMCKxLkQSGQS02lHKjH4rH0TCRLgCEe3K3lZaGoa0Xe/5XCuhXsqiWiqgSaMuy4G+HiSjYSSiIQwfOWw9PRfqZKbOYXfdt1hAAxGmeW0GxaN7cWzvi2gUxrGivwvdyTAqLO/TJK0rl/UbodWKUtUv9RyrwaN7NWIuRGjRjbbqyGanUSC5rzNNlLxNltVmU4b3vlHjoSnD97KfdTPvWe7MbcdvF5NphSlT273ijGed8a4xDVXvcwWmIe8L5RIqLFNVyuK50nphwBEwh0UHn5RJUWifsP/4H/+jbVHx1a9+FT/yIz9iG02qtyyXy1KXaw6S10YT1OA3ha2er2ANI3tfQLA4jqV9UcRaeSQDRSSDZUR5X5g6htzRPabQENJkcJKxJslGWMJ6kYsSClJ/0ixjb+mntFNaBklcYyEq7vIYmtlhpEJ1hFtlNCtZ6nSSJBIwv9dQ+3YFQhp61DYTvNokfvWAhXgN8TNUTp29CzYcSTtfdAVa3hwvzWmyeXkVdPV0Y/WKpbwtYmpixPKkYSslF3mezIMIl4iTb4yMKd0rM6gM70V29ADS4Rp6kmw4VKeRjmvO44y0JnozMZK0Ip17K31VpzTErzrlN3YuNKgsTudySHf1UEbEUKlKbrCs+g2Dk9AuryQeJ9/Pf17ot4sHkg0eCdN80Ajlg8pOlNI1iHgiZQQsxMZSqV5CKKw0ubAQYKW8sKSSw6KHhiB1qLeGHEW0NPfr0UcftRWSO3bswEc/+lH80i/9ElatWkllwkpPBe5NrZUACNhsJjTyyB/fi7G9z2NpEkgm2IIrZK3npRWKo1hroVAPoRJIYGjNZsSXrEWzEUKTJCIUjaFRb1JpLVKBIolh3V1EMIA6dYh6Dk2UNCuIh0h2qNCzh3egOHUcg9ESgqVx1KZPoJUbQ4RELKg9wJjeDaZXI9qLUHoIocwgkFkGpIaY4AOoR9KoaXJ9eRKR/FFg+iCQH7Xhs2aphEBllLlF0hvpRjXSg3Cqn370Ur7HMDWew99+42EMV1L42V/+LWRWbKa+Y0YucoU3Hz7x8rdgaVHR5fc/zLw4QILVQDqVRIhEt1xtsNym8fATz+Hnf/H/xaVXbsWv/ebvYPOVN6La9A7HV+/yhUrANGRW4z8V8W3bX8IzTz2HcqWOiOq7hs5FxNQoMRlCR5psbvTjleD/ZpGWS6ZJnYmmsqdFM2aCTWzcdBGuumor21pBRHXMGNOsUimjK5a+oGqoI2AOiw5qsatY+71gUhxSQN/5zndslaQm7F9zzTX43Of+BAODXfwFW/4UoJqabFSsVUU1O4ZDLz6KZckGeoIltAqTCIQkPCgsIknKlRgKtTAKjQhKJGErNl+JSPcSNLRBqHpyAvymF5zFB0kMX7dQWjYYUSNgWrTQKiEcyKM6ugdTB19COlRFiulXz4uAjSBcmkG4lreJ8ertapEUNRMDCHYtQSA1QAK2FEjzyne1MFvIFMqh0iSixWPAzGEgN0IClicBK5OAneDnc2iFu1EL9SAQzzBrmJ80LZK3xx57EY/uHsdld7wL93zwkyRgOlrnQhLvHvy6IDKWZx7M7PxH9IRziLNxIkahTjH1OgYT3fjyV/8R/+Y/fQ4f+/F348573oGt19+NoZUXmT9G4Ohe9etCI2Eq7mP5abz40kv4tf/06yzwAWzYeAmyU3nKF6WjesJYEVoembAJ+iQbZ4RZ4rb4EFAvedPb8ETTOgIipsE6xidP4EMffi8+9tEfQaXOBnOM5anRQoKNW3N7gcARMIdFBxVpGc1ZEfHyh2A09Kg5YG95y1vs/sorr8B//++fwtIVA4iy9a8tFLRuT7042ZEDmNj/PFb3hBEtjSNYniYpILGikPBW7CVQC8RRasWRrUep2wewbPNlJCJx1OralyxJv97MQnWhan8qwTfPrRSGNJKc01AXmQutOgwij1bxBKZ2P4l4fQbJYJFkaRpVEthmcYrvighpAjiJFTSvK9JNwjQEkIAh2U8CxvsUr4l+1EnOaj4BKx8Hpg4BBfWA6Rv8fXmYAj0PhDOoBES6UojFUwiku9FK96FaDuNbTx/Ag8/tx3/41GfQs2StQq+Qtq/nEn4anQu/X41flgPe7TyoLpA7oZDP4cThPegub0NPYMr4gciUNrbVSQONUAx/87ffwL/+1b/Er/zqT+P6W27D0ckGbr37nejp7bMe5Vg8bnVIPcsn49TfXwxQcS9Shvzn3/4veOLJp/Gud74XUZa3Q4eO2nAkCx9jL/Llg0RD80g74Odq552lmZG29v2C6HTvodNlZ8r7Ljufz8ROmO/2dHbCQm7n2wWYLuFWghbqQ1R6VHktY/eebdizbxu++Dd/gWSa5Y8/SCdSiAai/K3/68WP0H/UBBkHh0UEES/1eglSPv78FSkNDaVs2LDBesP27d2Dg3t24bYbb0ampx8z03mkSLJahQkUj+9Gf6iCaINkQRPsw3xP0mW9WzbvI2StuyCFRTSdxOjwsAkR9RJE6IeGdSSGarW6TS7V3lXWS9Q2QsDEuv/WJ2u+rQ9PGMmlb3Q8klYFVls1kh/NQ/G2e/COB5Ib3fOJ7iwVNAF91vB7s4ZKQleFQSsT7U59gPJNPulJRsMpdX7Fu2oLDttiQvOzqMW1HUSoVeW3KgiUJpA/tAPN6RF0R+mqTIKUm0SApClcLSFUryLgL3xgWrbCSSDWhUAiA5A8IdZHUpZm8kqhMR8bJGAkbYFKzlbtoUbipblejDtTl2FRODRXjHQ36MU+wNZ0i5mhXfG7ulIYGzuKRCqN5Ws2et9VWtN9vsywMF/0q5PA8mOdF2di9Gs/Hc3wpaWpLOWz79AKh/F32ZrRvQ3l0k4zlumPlQn5px5C2x/tTJSRvqOVnioBio81I+yzTX4k0GK+NGeQG92JyvRB9EdqiDTr/AzJF8l0MBhhriZQasbx9It78cijL+K2G7bipss2Y/ezT6GWncbKdavQKjMvmKYNhku9nvqqQqfVrswYfZF4Mzc6zhwv75cIoMj4P/Ct71BGdCNFgj8xXUCYDTctHAlqDztbGCJZw3xjmgZDfM8yLruQ9rcLk1yw8RbQUVu6bxvtgedtRMxnuvdNiHUjSPdB2/tOJFnGew7o6C3VEV1tUUrHc4cJvILdKf05l9/QpNgwJWWI8rK90fL69evxxONP4B1vvxfLly5hGW0iJn9sfueZlPnFgcVRWxwcOuCTL5Eu/15Qy13Dj/fdd59tUbF69Rrs3bkP77n/wyhOV9CT6cfE8AjCcRKDmXEkmhWEayQWIl+RHqqYNJVPhqSDBIEtO20DFqXyqYwP4+INK/Hdr30Jj37r720SeiU3gUa9gkgkRO4WQb5SQ43u2xSmrZb111PW3r0Pz9Yzc3dSeLabDpWDkSy+tNVU9r7p2dE/z5AkSYmQHHnLkWiMHNDxrG8yeueFQZtGeEb3vq1/p6sf+hoJTovxqZKblhAJ6azFCprlSeQO70RtYhhdIkP6NslrkMQrQuIU1rYR7dWilMT0I4Imr03lEfOKkpkmQvmrIR3SiGYVwUaJIeJv5JdNzBf5ZRuZBKvFfNHxRdqqIhSokQSKaNB9Ncff8b4yg2X9Ubz1hk0oDe9CffQwf1tGg6SwQmUai2sy8FyslCpGKIz06OkMjKUp42pG73jVz/00N8OwM/zqhZXXMiLrirJWcmqvOa1OtPMyzR/GVyTT0v1MoNKjHBcB8+iQjLid4hII1lDPHkV1cgf6wmMktTo5QP01rB/8F2iSgLWiaIZ7MJFvgUUV3awn3UzTjeTFY88/hMroAUSSYQaLlgyv/w0Zfd9IY/vpfMfLyZeXpalojA0ynRagRkcY4UiKxJ/lDzLeghE55F96wkYA07XVpHuaRovEWPeUGJruoN72BstznWXeyzNNgZA7ShQS4UYzwfdxGvmtCexq7IhYKySsB9bo8K569hoh7ef2vT2/gp3/bHadbs/RN3TMWDVURS1URz1EaWIFP4JyqWlElgIAMT7HRVCt3l1YsLLi4LDYITIm8qXtJzTscs8999jqyEAkjrHJSfyTn/1nOHTkOPoGhlAaHSN5ojLxSYtkhhQliYKOxdG+VEYWTJtSMGvH9ckxXHX5xTi8+0X879/5DRKNEisXqZD2CiPpiKkFSL8kYk4WM97Tye98zFVP2espwuBEGDTSP8QpxNlORpQkLCpBRiEfa4URp/BPUJCrO79BwiLTZGtUhMcMlUYrkOB9ksa7NsEr/dKwaZCKQEaHXgeoBGRAe7SSTBPeU7GoNypQ05E1VLwkqtXcJKYO70FuchTxSADhMANazqGZz1IvKy0ZAxnFwhSVl34MuvcswWzv9WIeFlCIc1CqtP21KwV+WQSGdFT5x+dVq9Zg2dAAyfUBtIrTzEeqOu3KT0Ku9Gx3nPE7NLowDA3m85kZKVIqSaZjMxhnWkb5e6aP7Wkmo/SW4pXHJEjVCvmVjFZsksjSNEnQrDgpCg2VOT5omPsMFZJKlfo6ZfxoWEoo3ei3Jt7PnDiCVrmABPNmIV+NqPGfhuZFCCNh9eaEsHoV60PxBLY//A36lUdN5JZfOdkPPTHMlgcOgs48tdW5TBrblkUE22SJlQQVMv6RTGDKseyHzbDWtY2O0dJmwmrkzRr+YqG8czh/4WqMwwUBCT+RLxExDUNqZeTb77sPn/6DP0AkncFX/+Eb+MiPfxIHDh9BzJaZS4lKqRBS5Nqjhn6o5eq19CRZTbpSkVYQJglZu6Qb121Zi+N7nsH3v/5lOw6n1ayilJ9GlD+xjUPp3clC1H+iPwY9q1rOVU3/jUIjihShpg7UNTzH9xpiogk2afguWGsgUK0hUKGCJ8FQN4uIQp1hrdGjkwz984w3uKgQ2Jd9gW+GapnkLtDk12Uamiwr5VAl+eK36nmUxw5hZP9LmBk7hq5oAEmaQK2EWn6KhKPINGgx7dqtd0s7GiNcunqkdpZ82T2vghSWkQiahWBKTNDVN6QH4jBMixpJmPV0ReNYuWzIesayB3aSiJCEBZU+OdLMOlvgLRqmbds7JqsN6GnjilcySr8q41Lhb6syDIN6EdVL2SD5aTL/A03txC96VEOoMoVIlaahb5eobKtMCuaAJihHWLa0Ikzkiw0DxeVMoHRVL4mW+iulFA3tpKL4BOl/ffw4yjNj6I2TVDUUHsXwZIiAaehex3Zpfn2cjQp5kO4KY8lAGLu2P4bRPc/yPePERoW+IWNQPog0trclueBBmSDypY5dI2JhkisSKvV2+ukmY/WLd0q1oLZvYS56hjnK8tPp1oyVdxmHxQJXYxwuGGgumMhXnYpZV5GxK6+9Fp/5oz/Fxq1X4MnHn8K//5Vfw96du6nMTCx6SsUmyeqZV+ut0ZXGCFoAsWQcrUoRlelRbFjej+svWYOnv/9NbHvkISrZGhLxEIlICVFKXPkiESpFOfck8I3IxoJQq5lKU0NT2shUWzpMHEEjO4z69FHUp46hVRgHyhNkANN0mqPbApVqkco2R0FfoEIuewSAfoX4LYXcjBQ1vddVnVa6KlQWMp8A2fdppLhJvLSPV6BZQDN7HNmDL2HyyG6SihwGkiFEWiU0SjN0lidRbCBM5qnhUvlgu9krvpZ+mt9E9UPjDd0oPXWVffsqWBj061PBQto23r3ytaHxWead9mOrkoxGGIJUsIZmfgyTJBK5fS8yb4peepFEatNdS1/FT0PPDPOZGClLpaMGRoMkMAGWLVSZ1krvAAl/k99QftT4HX6rWBhFdvo4Job34cTuZ3H4hccwfXQvP69Dw/l7po32SBIpVsqfGUTA1MvmbYrrpYTiz/jOjGDq2AEkSfISJAKBKvPuFOVM9UJbuGgD24QWnKjnppHFYD9j2pjE9x/8GuqMR5N57IdOKW5/rY6088wBFZaBOut8UxvZtihNjGAxhZj2Il5+Sqn91qJ9iyS9xfzS2aZ2tVaEXLSvs40Nh8UEr/44OCxyqIUvAiZIQXvDAVJcAdxwyw34/z71KazYsAEPPPAAfvTjP4lyTbvkS/bxN6EYAtGETUSVPyIOLc1Fst4cVqFgAKFkDPF4GJFgHddv3YjeeACPf+8BHNj2LCJkNsGA1KponUlVg8lVvwpaeDw79U/IeE/8a/OCFJgqFWEO+aMvYnjnoxjZ+QiGdzyMkV2P4fiLD+HYC9/F6I4fYGbvEygeehaFIy+QpB1Cq3gEweoJEq1JEoMsryRkjRINCVnD60kLqReN/geg3o0SvytD8qBVhhChy/I6wyuJRGsG47ue5reeRnH8CDLROjIxxq1RIIljGGsF6g0SGYa5QWKq3cNtPhqViNeuV5q1086ImO6lwNvvBNM3+g3NqXrA5MgnyHbVs+e/Jp+rFzMcjKCuYb16lXHMI874ZcI1VCePMM0eQ330IFra2oJ2ZLYW7jBNhCQseiaG8Y2QbIl4qlcrUptCuDKG+vh+VI7tQPHA85hh/oy/+D2MPPddTO98GtNMu5k9z2Dq4HZMH9mD/Nhhfn7SiK3OXqwwvBWG/1SxXgiiqHKv2Itgqy9OJLyaG0WjOIFUlOlTK5IQqn9uYZ9FwDRPMhZjOY5E+XsWDJaVIPO7Jx3Athcexvjx/dCOAV6P3lw2eenfzrsLHi2UizmUSznUKgU0RMTqGmpWD7h6t5h+NEo79Wq1+F49pXPGI2FeX6o33KsFP3LbFhEOiwRuFaTDBQMRL/8qIqVJn9LXwVAQK9csx22334UfPPQQKtkx7N32DK64eAP6BvrRiiRQrQXsaBwNIwRJHuzAaJExiUdNrtb5Q1TywQYVWDiAWCKN7XsOoFypYO2aNYiEqBZJCLRKav7ggkfKZBSeuSfBhiLUM6NBQgrnVnkSxaPPI5NsIJ1oIh1vIBoqIxGtIRHRSsQCCdA06qUxVIpjGD22jwr+CMqTx1GfOoHG1Aia+Qnq1WnrqWpW82hWcrxO85t81+C7+gy5k3dt0K9GmYRi+hhyI/swcWwnJg7vRIbfTIbr1qsSYvjCVNZRDaNRyWtFZIDkRIQxSI2hWWVBDTkyLuoJMFLFd942FEkEYikE4l0Ar4hlKJW0Kz6dyJ12sK9XyE3y5jeqNHWd+6jeQJFSpo/yUnlCgq1VZSHmV5CEGTQh+hmMxKnwdNqk5jbR62YN0XAQcTKIY4f3ITs5ilqWBIjKUkPGTQ0Vk4i0qDg7TZNk0gyVayM3jeb0BNNzlCR0PwonDiB3bA9mjuw0Uxw5gPrkUQSKo4iRmKVDFXSR0yQiQaRJcDKJMHq6YujJpLB39w4MbdrENCfdjydRqNZtyCqicsowvxKUmiLsWm0b0w902gDTq1YYQ+7obtvtPtIsewSb+WCr7Izw8pcsb1qBpw1xy80w/vBz/5sNlSQ+9J63oj/NAJePoMayNDFD8ppZQndJrLn4Cv5OQ6Qhj0goAIJfpBclSIVYhh588HsoVWroHVjS7nEMkrTWbc5ci3JA5GnJ4ADedu9tuO7aq7Bly2bs2r0b8QSpf4kknY04pblWv0ZYVkulIlavHsLb77kLV15xOfbvO4AwGyW1KusUG3lG2PT1diKrF7lGMqcFHTYnlc8izZ2LjXz4iwms0UjYFIomQ92Wg68Fvl8Kh+5l9B3/FBKFSQhHIkw3kUj/n1e1NTy+c8eLeNc734YlQ338PRtwKptmu2gL0cvgCJjDBQ1rbVIgVmotDC3tw6UXb8aTD38P+3fuxb6dh3HbLdehoRVNkTQi0t7qpZBg439bbt4WqJ6hhyY7KFyp/A8ePo7pqUmsXrMe6cEhGxYLRf25PXNCxhOy6sPgOwoviSuJTnXc2EReTeQXASvnUR7ejVD1OKLBMhU0CU6rTLJTpI8VuqXhNcyr5hZFg3UMpOPoCreQaNFO+2+JdGmF5syoHcTcmDyG5vgRVCYOk4gcQp7XwvhhkorDKI3xfvQA8qMHUc2NkJRM23e7ok2SihJJl9+rJ1WkUHsk0Xa5NyOCpAFIT3kFbFjFa9FbD5gmrOsIoihJkragiMiQiGlfJSWR0lmrAWl0LE6gwXSokXwpPei/+SffmWbewgixK+UJCYYMyV2LfmlSvL6psHrfZ5hJGqk6SYAS7d6hMkokVdnRYZRPHEdrfBi10WOodpjyicOojhzl/XGm1zCqJF/V7Amm6SjCtRkkUEQmUkc3o9QVayFFE49owr96PqSQlF9afejNBwsrDAxPKhnHI9/9LjZdfS3q9SaaJEchktOI4sVfnQnUOIhTq2mFZ5T5HWjkkTu8C5F6nsSzyjKheWYqVSpjJFa68tvecxh1ErAcue7//sJfIsZ8eM99d2CoJ0GieRgzLAe5UgszTPYKUrj46ltZ3HWqQHuzYXkrKLBnGuDzDqcmYKrXYREgK49NdKWSeNs9V6ErncDgQBIz02UMHz9uZEQEQ+VVSa+tamq1KrZcvA5XXXERy0EUzz+/C1X6r9F+kXAvSfWPiSxZoIYMjUiUv72OT7DmwydoPlESTuf+bOHVO88vfUMkTP77BM/sGFZNQPDioH+qh5JrjoAJXko5OFyQoOBkEz6v43GotGayedxw0w34/F98AamuFHbu3YWf/ue/hWyNLdVACg0qcpEw9Zi1KDybQZKvUNyUvJEGO89Q72Lo7e7GnTdfS74zgQf//svkbRrKkRBcaAhIAkfv5t5LlOuwcLOSEaEpZTE1fJgkyJtyHbAJ1VSuJD6eMqdSD6gnqmm9Owkt+85NIViiUm5VkSBxSiUDSFN3phN1pGMVpCNlpCIFdIWK6I5U26aGnnDNrv3xJpamgugnmUgHK0hQsYdr0yRZZRrNJxKp0DwXj2yZ0JV0FcFSLwsJkRYtaG6TTbY3w/eKFN2KnHmG79vC/IxhXkihtP217/Gq3kl+V1RnVqDLb/Ofaaq0JIEM1nII5EmeypPoChQxlGxiVV8My/tC6I6WkAmLUM2Z3ngFvUkq33QdfV1N9GVa6OsOoqc7jC7+NhFmXjB9gtUZb/sMppF674wwijhWNbyroSXmm3qjSIo1Eb9f5y5WpnFs7zbbqT4VY5yUnmcIxSrKoiNCHA8zfo0CaiTVRZLriBFylhWLv9KF5ZTpshC00er0dMPKeCxGkqbfKBhsnMTDJMu8njh6nOVS32TKzi/GDrPQbiuVsrfo5qqrtmD5siWq0HxmHWG6zZpmAJWShvq9olutFFGrMs/C+mUH2kOQ9bqGK7165vc6ne5UAtn7pEu/83umXit8oiUjfxUuv1dM107y53BqSDo5OFzAoJCsF9GqFtHHFmuCwqyb5OkX/82/wop1G7Bt7178wi//F8xU2NKVAqPuCtFNKBK1PaxqFIxVErNaIEbVGvW2JAhQWZFkrFu9HDdfexWmxk7gu3//NXICClUKJ59o6a/Ekz3Z+7l3wuzhtGr11sqozkwiRIEW5nfQZFgaDEydgq5BstEiMdSRH7yXXattF4mn+V0SQ83PqVKblkgEKiUqU/Ui0YBGB2drmErbZVQbiNcYE5oYTbhMgV0kWeHvovx9vK7eNCp79UBR4WuFnzeJ2Gthey10KXoNuSq9dM9vkySpp9GGvvRMe+tBaL/3Yi+lI3OmkL/03wgFjYiYru3v23fMP/nvfceejYAx3iQqgYCIZB6B6hRa+RHUZo6inh+m+2kmGd8FOgwmGc9xNOujaFRPkFeRjBSOo5kdQ6uQNYJlOag4a96aDmRXumtbCg2rhkV+FB7FlullpJUErVHEzddcjsPbnkFXJgmtHDVyO1sSXglUeLatBhU5r5Xxo5g4tg/dyRC5MPPICJjCIVLV7v1aAJVyBUUGJx6NkYDF0ahRqao8BOMk9TF6HUKloN5Ihktj94Ki4huHNtSwA7pSYUyMz2DJki5s3bqF9aRNvmiv1LNjeninvQJ1JG2MxUZD4zE+26akdDtrzD2bFCzXIlwiOOrVEmkW+VkIOoZNRkRIm1Drd/482NeKTrIlv5PJpJ2/q2/5w5KCI2Cnh/LVweECRYsKpoC+3gx1chkzJDi1Rg3dfYO46Zbb8S9+4V9g86XrsXv/AbzzAx/F0ePDqFHR2nYStk0FiReFYiCcsKE0zRWzq5StWn/lIq649gpcddkWPPfk4zhxYC+/6QkkTzx16q2XCyp6QSUoYtNCPZfD9NgoupJdFNnaj4umHiN5pNBrJEiEUjRJe25VSQ4rYdRpqgW2TqlUW3VWdSpRbW/Q4Ec1x0TCuV6jAK+WSCjKCFCxhqpU5hUK+ipbzro2owhH0hT8CZICEj3ttVBimCRYNY4iQcurpoxL6M4Sqv+fvf8A9DO56rvx8+v9VklXvaxW2l7s3XUvAWOMKQHSA8n7EiAQkrz0gIHwp5iSxEAoCcTE/AFTAjGYjrFxcC/r7btaabXq7er29uv9/X7OPM/V1a68Xl6bIEd3rkbzPPObZ8qZmXO+c6YJaHFkBwdIhmM7lD7TEQ4EFIc/h1I7DZBIf11DXA7C9LFbnkmH9GSjSMliSAcgFvIbQJjAJZopP5i0oSjaPq2bSrUFj9aeZxNZ0SjbtmSubanIJvOCkWXRvqD6kIDjsEzwSU+gq6920U8Xw52WqbJswekRDKUGhMkqDxU2cGgwsHzupA8GfLo0UObFGcXD1Opwac7q89OWEfDKplSXKjmYGHr4wbfKF/tgr2XQjkAfpsLYJdxtd6wlwJVNqM209UtbXwroD2vQS5H+NbJ3o5mmsHhNdHrwk4+4NuzWW/bbS+69Z72Ze5XIAq5Y50l3QjnVF5hCA9ZsaFAgAsfhAnBTGPpspG3CAng+nQYsBlyAtKr4B24MjD4bg9aLeGMAyJE+PAPCAIYx8IsB2qb59CbmBptm09yQBqY27A+skCvatoltYojqEhIuGQGxW3Zvtbd817+2qS2jAmYte+vPvMNOLmasOhyxZk8AJa+wQ45baFiG6Sc/JVWCS0J3IKHF4uaMGNFtN++zvVuL9sTH/1IclDv4OBaCdR4IWXlxmSKTishjMWI6JSJy0EbQ1c1ay1ZfuCDBvKpRpn51jhzADALfzzd1Q3yyCSLC9iyTzUj2SjTrnVPre02Ophho1CqBn+bwR43WFT6lsMleRwAOK8SGhkx22BDgXF40q6665sxBC5JXg26SYQqFdfXuAkbZkYj2Ta4/D1KKm+mqsGLG1yF5/vVPyMDXffAOn3ZejWDBgba8A+D0qLICoLy8Disi8USwSKPmmi8Hxlc0YGwC8OnZwVA02AAGobDXtR7RIKie/H5KpoNaNdFCYAtaMM1LmdUeOvqtI1DN2WKAFQewEpa9tUUBZDYr1I2z31wraF3ry+3J9hVPry9QRxpoC72OVDiQkUAS9zg3mqt2YO8O+/j7/sw6tXnXMPr0n4JBhp4pPWvKtoI7DGDJ//VAfDW5yzZ/8YR1Gys2Vs4q32jRlBbRON0ov+gDEB/KOljtW19WzdnanHWnsHm1mX6LXa81a3fWrKe663B8BSRViL6EbmhrhJYBRaRoEBBz09As2U/STydtbmXBZmbnraAx2e2HD9hoSSBcbYdpXs6p48qs/gagks1wBEhWfZPqgacIkPVWbcfOEbv11l32pW98hb3xC19tX/C6l9rdd9xqY5WSVZeXjK092J76aC6VtFsP3WQvvWOv7/otZfp2z+0325u+6BX2xV/0WrX8nu3aMWH33X3A7rltv+UYfAglJi1MT8OXkurcQw1MDu7foW8P2N23HrCi+EiedkQ/UBvbOlG2++69Tfl5uX3Fm19j99x5k8q4zyZGyhrfsB514HnZNJ/ebFJn09zYRiAJoJBNFfw1k0o7mBiRMBlP9+wVLz1k//67v95uObjTHjpy1r7yG3/AZmr6JlextZUly47lJOhWZDmiQSNMMZxeOifxlLFkriD5OrStkxV7+e377cKRT/ol1dZetqEEHKdfMyvo03YJFtTKisExScDFJFlObE+0rS3w1Vm5bOWcROiwJbYWhOYgKcatMMOEBL7CCUUonrC4PJXqWkr5H/r5VgIQrDnyBfIABL3HFnABaABo6J11SUOmJtEKsY5J7wnF6XGzs5HfcP1oB3mTfwFIP7BVwItnP7S1nwzvPLtBOEvIgNqieZWEBBQ3DFB8vHzaTj8DQh2FKU5AFoArBl+u05EbNDokMxQd9BvTftyrh71qClJfDnqqBwCDvvc49RtTl4ARqB1ry8iDbEL54IBbjuYAV6SETtIqT2aQFjASoJSNp3rBHCxwTydEc9EqLYsb1sg19dxSCiyCZ2ejQC4bE1SiIR+SLOvlZDPsjMyn7ZAE4+Ljn7JhfdlJ5jga9Yheuta2pgB/Ry4JM6XF7wBfppKbs6dUzctWkMBlihnZxy8ihIoVaAkQG3KzAbsYYwCmvPUECJtoW1V+2mGvvaqfBeoUb0fgvCMAmlF9OWBX0T1hMkg5kmobWOp200AV1ZFIlMvYSn3NnjrylABtx/ZMjdmrHrjPWvWqdQT22wLIXh8D6Kp+wMdq97T4vtpPq7UiMJaww7fstq/4u6+0N3/py+yB+24SaNptL3/JTfbmN9xjX/bG19lthw6o3lXffbUxta+k6urV97/E3vT6B2z/VNkeuOuQfeWbX2avvP9mu1Mgjg0gu7ZN2Jd84f32xtfeb/u2VZRhtdNUPiz+V15Sqst8dmBf/IWvtDcp3J23HFCrEc9Zq1pBdX7vXTfbP/0Hb1T699mrHzhkd9++y17z8sMCiC+VfZ3dtHunmoQGmRwKTb/aNNc0XuebZtPcsAYhjXYlkr9uxGDyWyb00LfO8ry9/L477S3f9U22a7JgE5mkfd+/+36bnp61fHHChk2xy8yotXtZ60lIp1NZK0hCMa2A4Ezkc9ZZXbU9hw7Z/n277V2/9ZvWXFlUYgJNXQBR6IRodPyIALgVCASNlIRjY+a8rcxdsmJeAECCkt2A/AZI4IoT55juwvYpQeSiaXFLXKw9ieKNfvPv/NvI5RgNxTsU8w6/EWfkD0iLp+xi0AaQ8O+JnzgVNSgKie9W/6272AgQIfR5ByA91xDHVYYIghtoExYTY/03j0t2Y7yk44Ak/vaKAXqs08rLSBkoF+Xc8O7ulWfOaYIuA72za5argzg4M3xHXGRcYdReAs2JS/5xehj8+c7rIq4PrEB4u225kVFrNRt22z132/zlC1ZbnFGGJaAFjocS1H5v41DgspexzDAHvFcbII8CY8mOdVfmbWn2suWyKSsXC9ZlOpH4P6OBZuEJrR7LFCHjaKVoPTSBrDVSgE5vIEDQtWy2INwaryPDvpg0bjwDZbhOKJ/N2zPPPGvHT16yVDZht9+517Zv3+7a0JzoCNjy5nwNwzTfzp077Au+4BWWFZh79NFj9od/9CF797v/0t773kfs7Nll27OnYq98xf1WLGatI95QLuetVuO6rdC8XnLvvXbffXdbr9e3Z08s2KnTs84hzp0770rfbCZhr3rlK7x/0W77va7lCwVvC3v37LHxUQ02lL+nnjxqbYHGaqOmMtxqr33NA1YsZOzYM6fsXb//Pvud3/0L+8hHnvT4Dx4ct9e85mU2MlpWvErt05Rv06jrRu6m2TQ3oBFnAAikWKsUeWEEgjoCHm0xpDQMbXXW7rt9n/3E9/1rmyqZPf3E4/ad3/H9dvrConUzW22Q32HD/DZLCoglkllXbGSyipNF2BLQtUbdheUDr3iZGG/TPvb+94i7DiQ761bMDCXoJCxdXiu8C1UBnGHH+tUFW1uY9oM+CwrHqfq+5twFd6QB4UMXtHwbCX6s/BygCVQFoCTXQUBwA7gARESu/AP4AnCQnyv2Sjh964CMsOHQSPwcUDiEVB7g1gJEfmcmwEiMPWijZB2EqQD+HAhOzuP/gxs/X20Eu/yTGID5uWLuEcBXSCtKg6g9fiwsjq+DDshpBX3WAddzXcpKGfUelRV/B2H6jfV/635yr9CTuKmPKA2e47qIgJc+VA4ISzgP4uE5Q6pbrfr0E9rIqW2TtnjyqFljVuRCk6XAnYFlB3krpytqOjm1HegtaJQUQGvM2fSpY1bkvivVU7fV9IXR3ALg696gEcZVEeQDVxbyYHz0MbRGvWHCCJYXcEhLuHaqy05HtLRtATA0ZPmShGourHH07z0Ovg903jTBxJTg/tlGs2mnTp21xWXVpZr/a173WtuyddJa7Zr4RAA+zzW0i7GxMbv77rttdLRkjz9+zD7+iU8IzB21S9Pn7akjT9iHPvxBW1quCaSV7a677wjT3GqjgB66GTV986H91mi07c///MP23ve93/70z9+jmk/YzMysTV9e8Xa478BOq5RLGgjUBeDTPq3eFM86eHC/52V5tWUXL120lvyndkzZy1/xEiuW8vaYQBlxnj593C5dOm8PfuoT9olPPGjVqsDb3lE7oHhp85vm05uoZ26aTXOjmrB6AnHmBkc2Nzpm6UrFVpfmrVwUvKjN2H237LC3/ehb7IHbDtjxY8/ad//Az9jJS2u23JRAzGyxdH5CnBMhKKYjMJCSoEoUizYyudXqqytWTCfsa7/2H9rHP/g+u/jkw5Zm92G/ofBNjVgRzAI0Pq8ncNNateULpyR0W1YW+OJYA+4MdMGPpgowBeNGijt4iN8j634qFQAB7Yx/RxieiScCVm4BFOSFZ6YX+Q3wxXSj/BxwBL8QXm6sFfO1SJFQh3YOuPTMiNpBkiQBFonAlJ+7WIABH8SGOD69uUoD5s/BXgFdIU7XhkWgy9/jenVDGhENhpSLsoSyB3eD3fCbH7IryzqZdcDqNBEgcxqovKJtOOcsor3qJT73LNRD9B6DMddgyiooawVbAj/5Qs7WlmZt157t1mou2sr0cbWDBcXRtgR3fPaSlsR2Va42eWqruhZtefoZ69UXrSwANkR4SuBDI4zTWAALoesKSll56EF5WDeipdptY63mU4yjpZSvB6ytLirk0GpKqztIWkcgq1DRICPDdH1E5xh4bSTzDW5iUvRUZ1Q5U7rnLk7bI48d8TtCb7lti+3avcPazbr5OX+0n+cY2va+fXsFZMq2vLxmDz74kNUE0qm3pOqor/539twpO3Pmkk8J33xwykFRvV61fD4j8K0BHM1M9ffYE0fs2DPPql2oP6vOOBKm3e3ZU08fs2ZH7VdVePDgPut0an6RfrOxZpVK2bb7+Vxml6fnrKv2zjpStF+jE1kBuMv22GMPC0QKtCm9rgYOjUbVZman7fizZ5Unpk5vUjko2/PLt2mCofdsmk1zw5q+65UCAINxupYESZVn91rOWhLiaTGl+tJFywzX7PDhXfbd3/r1dtttt9nJk6fs33zbD9i5ubrVugJyCXYmBmHkC8NHRq1Tb/p7oYTQCgvhv/Qrv8Te+Y6ft1OPftRMgpYFukMxMjRivsaquWLzzz5hw+aSjeozToDnHDHWCg3EtINmSzlGgEfP4T16doZ3xd/BgY9E0VbpOdaKudWza8cEJiToeWcRua8Hcxc/Wf8NG4CXn2PlLnHre09TNhDRBX/YAakXaOGLvwFJgCW9yw9Q4IHXDXFc21A7MegKNYUn8QYbwJ6e/Tfc+DnylyBIKp/YcGAswAmX8mx0ZQFn/O4gCwsdWMjf9zVcDlRlccM0IHSMaI0LrQFiUR047Xnn2ekf6i6oXUWnVteKAvtMUZbyaovduu3dtdVW5k5Za+aUWWPV8+/bK9tyJVmTnFsggdmbP2f1hTO2a2pUAGrRMmq7bK7g1PV0TgMDldjXzLnhTflggXVcX06jQKu2BLRqx0bKqqd2zVpKlx2z9c7Auqq/YTJnWXbh+jo7vvHPNs01DHTMc7G6CJSGjwjEPnX0tM3MV31t3gMP3GY3HdhjbdE4PuV+o2E34e7d2/25VhMAl8vU5ejIiE9HTkyO2ehoxRriB2jL4C/j46MOhNKZlMBWXeEEnmZW7cTJ0zYyPu51WUCDKQCW1eDw+PET1my1lTcA3G41D/EqBn8CdwcE/spKq6X29ozC9TSozObzdvi2vQZmq9aqnu+tWyd9qnRyclx20t/XqqsO3Hbu3KpmErWTTXNNs0mdTXPDGgAAZ5L3ZGFwsEuWe4dukbWRm++yVTE/mMlYMS2GIyG9Nm/33HnYfuLHvt/Gxiq2VmvZ//1132S1Rt8a+rnH9qfxbS4s+7WGpbJZMbykM0Rf2Cq4d9v2CfuyN7zGnn3yE3b5mcckeAWukmKyqY5Vzz1j5578uGU6K1aylvXry5bqt4LgbHI8gYxPj0mIRnZ9ukwCfH2KLNLUhGmzSFMTuUFrA+AAWMklrIMJvuFkfYErdtD5t6xDEmPmuAZctw1lIlBPH+oxtkytCSQ46MIq18qwL3on50lAWFagLCWcIqg7GGpk3Vf29R3DdQclABh9yyIW1tLJIoyuMlQWjoAV2gWf7oy1bL4YH02b0vO4FCcaIPLleQWACQChAXL1k1wvNzSAHrjyR9vVi0AZ36h8fQk3dnehEUtiaT1KgwuXnaaAM6cD6/96kT9akChO2VBnKi/+Xm6KIwApqcau1wBmW5ZNt21rRYJ08aLfu9m5dELfQHfqpGn9ufNWO/20NRYv2Hh+aIPGsuVVHu6xTKlM4QoYyJEx1nGlRA82eDDAgDS+CQCaQIZhSkOQlK2trEm4Dm1KwnRpblp5GHhuzs3MBwCWydm+W+/U92xeAFwrCq+MqEI2jRvwlLdY0RbUI9gu8JqxWrNtDz580upqZtu2Fe3vvO5VGnylrVQsepel26TU3ll/BXApFEbcb3R0wv7tv/0G+yf/9B/ZN33TP7d//S3/t33D1/8T+87v+GZ77Wte6nXAX58z+vJlq641BMYmvTvRN9qdntUFrrnLtslRFL4UIGUdtcGjx44bM8p79+6wQi7hd1dyFtmhgzdZQUCuWu/a7PwCPcbS+YzlShxtMbT9+2+2f/mNX2/f/I1fZ9/8Td9o//yf/TP75m/+F/Yvvu4f2ate+YDKwJrCofIxrvavPvIcGwYAm8b5+abZNDeqgQ0gPtgyzYnygWsKhqXK6h0VG5k6YK1mz6+FQSsAUGo3V+zwoX32iz//U7ZttGDNtRX79m/7NltYWrJ2q2Pd5boltkxZMpezpABYqpD3Yx/YIg6wKWaHdtvNu+yBOw9asrVki089aLNHHrTFow9ZY/6MFYc1KyQalh02/JJn34Uorj4QqME6Z3W2G7Qp4vIh35LmgAuX6vyu3xDo/j3aHp4jEBKAhZ7FhB10+HMMwiJgJjdouQiLP1b+Hj52o2fFPXT6RYwVrRQ0EzDiPDAEULg9QLQFgPnvYUoxGH3nZfk0jNnjip55cK1WtDNS8bnGMfLz32Ft/hzy4bFGQCrkOaIBZVqnR2zl5+WEBtgQLqnfAF3czQkdXRsW1UFYVI8bW+onqhOvL57xi8qpf75z1I/v4FnZ9d+pQ9Lq+O0FpWTX8sO6tRbP2urRj9nK0x+xFdwLR6y7dtky3ZrllJ+MQLrvvtQzR35AAQ699TVg62we+soKfDkA20BrwHCdHW4KmmVnZl+DB+VjrVpVOy5bS0i6qUHFyPhWhWba3ksXxeCp+dOmCcYpEpN3SDuFp6Tt+ImTdvrskrVaZrt2jLkWbGlpwelIM+E8LQYcgLC8gDW4PSt+cf78JVtWuJnLSzY3W32enZlZUX2nrVgou9tVXQHA0XmGVhf6G8/kjhbCmOf8xTmrNoYC7Em7/6V3WrdTt0wmoXzt8vw8/vhR5UX9QX0IID8AdYsHddstO3du2i5cnJV7yWZZU3Zp0c6fW7BVAfn5+SU9X7Y2U+We5qa5lol75qbZNDesoRMAwIJgFtcZCiwl84ITZRvde6tGrqy7yJrlOTupY7nRnJ80fmjXqP23n/kxO7x7i5069qR9xd/7WqsNU5aZnPIDLDsa/TL6ZGcRhyKydiPN8RGtqoRqW+Atb5OlpABX3UqDmmVaCzaaatmWYsLyxl2LaES6YppipsplT4y1ByOXgA2aLLkOKGIXEBW7Ko8Dh7D+ywGSlw9wwU4+XOLoyJ9wAA0Br3Wrd1/npWc0Q2jJPAz+euY3tyG+kB/SQbiL4QsQJZiCSQXGz7VNDsQcfIUROACJ64KCge7UQfT6HBOAmqx/4x4uCPzd44ottRn8cQMAiWimvFJutIRMszj4QvVAvr1M/Bb54wctOSMsKiPTjW4dVIXpx6BNxI1pLtHmrsJErvtTtijehPuhJVMWscwNIS3lAdilnpj65cjUfIZro4ZWKTQtn1oQ9JmxfHLeRnJ1G833rJQeWEZxpnttSynvXHcFffyieQA7rvvIQtv1RPWIt8ABQJAmU68KzCk9tJ7t5qrl0kNbXF6xlABYW3lMZks2ObXTPw/arxBTBPciu2kw69QQfWmD9F8GI4sCJw8/8pjNzK5auZSyu++42biQm2nEGICh/fIz5nodq9fNzp6dsV/+779u//Ndf2i//PbfsF/8r+98nv3TP/4rO3dmWoNF2nnad2DSRTxt9YUYfGF7ao9eZwpw4dK0raywBtXszrtusXRqYDunpmxkJONarCeeOCKgNrSuGkhfX3d4Vlt5+uhZ+x+//Qf2O7/zJ/a7v/NH9pu/8W77sz99v73znX9gv/Wbf2K//mt/YO/58w8KNFZDQ9k01zSbAGzT3NAGJumiGu7nAjNwC5ZyNQZZCZ8t1rKCAuWcj6wIPPWHLZsYy1ol17PtlYT91Fu/x27au1vyddX+9bd9lz1x8oIlK+OWG5uwdLHoBy4O0J5oSMx5PVyD029WrVdd8sX1xUzfCgJgOdks1+L01mzQWJGsZNGsuB3/i4F2BWIAYAhR15gg5BGoLrjJv2z07hLVc4xAplx8E34PgCtMkQXwEQEywIgDEp6j3zYCsxhwRSAl7AAEfESWdJWWC3bAkYMwtF8ArzA96NcTMW2ociRYDIOJ8+60x17DIE3c6tm1Xf7g8fC8fh+kgzF+w8SujNJYz6fyHtbBkX/KqbLonTryoyLwd1rENAjvDrygOc+AKL1DU44EUSDFEfx8p6P+v+qd8BinkcJ7XcSvEo6KI2wOIB3RF8DcaNuwqrawNi/yz1g2vWil7LKAkYBYckXtRG2xUbfemtqM8sQl6AAwFnZDf6fJRhqQ4FU2NmjhEtZuS1zLm12UvTa7Lwe2VqtZT/kTxLO9N91s5dFx65JXfbUxhk1zxYSWKVd1G85o4y1oj8bGJ+zMmTN24tlnBbAGtm/PbtsxtVUAiPqiCQswqa8y4OAkfbEPgaGCH9yaSWdsy5Yp27p11/NsJl20ifEpK5VGFVfOj5hAexbXf6ivMCDp9tRu1TaYSu51B3bm7DnfMVsuZm3v7u12552HvbleujQjQKd+r2/6+qargeTC0qpAmtmWyUnLZspq3ikrFUblx9EVdBlxm4EGil34VEb5H/H0N821DS1j02yaG9LAmmK7DgDEJGFWErl+mGK6MGbJTEV+Gd9FNLJnj2/3Xlu8LAG5ZIXcwA7unrSf+g8/YDt2bLPHnn7Wvv5bv9MeOfKMgNrQ0ix61fCSK0Yc5Ei4MpWFcEsK3PTrK9ZblUDt1y3HQZ1pcT65qTzgAg4qAa4MAsDQgPUFOEJWEexDZ9Z+9IEDAnF8fw6uh3FQGYCaAySEp945zwqAwJlWfZ7lOvDwZ8BVACZ869oduPlVoCT8TpmII17boYRlRVNAkcBWUoAowdosAJis+8vGi+b9nRpwQEK+/fPnG4VzUIcb2wjkubZr/beYpYXRPgb6QasAvkJ5OO17vVzyd81YVA6nZUSLUM6YLvL3PEpAio5ouDw+/KI1bKEurtQBlrCEiesDsOW/ucujwkRhAWs+lQsQy+YcwCZSCMy6mPWSijiv52XFuSrLonm1MU7/J598A9iWHxowaOHaSC+/U8Itf0rQfYJRGAVqdfne/FgMDuMEiDEV1uzQLjN2970vVZ6yAmAqg8LFlu83zXOMCBNaYmiHAJ9QFwnLiIbPnnjWnj1+Svwja7fcctgpSJVls+xg7Pm9ihcvzrsCdny8YnfffY8AWU31oXbUF0h7jsW/3R5Ys0HbyVh8l3qYfg/1E1yswBeDIbW3bD5njzz6qC0JWJVLObvttsO2d+92W1vr2bFjJ5SPgrqIeJX6MADs5KlTrrAdH9tih26+TXGklK5Avwaovc7QCoWyr0PL50vut7pSi9LcNNcymwBs09zQRmzI0ghQjEaETGNJzEqgihmK0XBgYjpbsmY/L0E3Ysm6AJQE0vi+3eJoEnpNtFh1u3nvNnvbf/pRO3xwj63MLdhP/cefsxPHZ4W3stbj2pds3kVjNi8Q1W1YtyZh2m9ZRoIwhfD39WFK1A9dksvdjYbWjetBOISTfEYnXWto7WxV+UarxpofhHcMDlyQyw2HtcpGgCCABjQlaHKu9g9gADAB0AjxOLiIf1+PG6v8DVgf1rZklwX7+sYXlhONRr6CBQkufR4CuIIkCFcQyR0KdPG7fuNeQR+J64sAHFT2BJYaILwsRm4EGwgY/otcvzoKYCeA7LWp9IeeJnkA2qH5Q2OleCm3ACRADBpsBFhoj7gNILU+xar8xFODPMv17EDPyF3PIjRS4X3KUbTx54jusWYSTZlrIEPGI6PwvhFAwE+AXKE9/8aBq1gBIogajpRQSTjWoN2xQaflu2H7aElbS2oz3MKgeMiP0xqKogkUDaBJIp7+zSpIdMkzOzBFu74Acl/f9DXc6PVUn/q0WCxYpjBqC9WhtQZpaytsMlu2PTffqfwF2lISTJjYotz6EKR3gxmvUdEPF+2VA3C5NBnVnkgl2qtdsAEHzSSn4LOTcXFpxR594pjV1dentm93DRTNxwcsImNClXTp0rQtrzT8kNXXvuaVtnvXXoGahMBWQ4NB7nZsKPxAYCdtuZxAs8Y4vR5ac/qQty7VLfWufpbKqpnTr9Qy6HOyaOQS8j97adYuzy4p7rzt3HnARvxQ4I5dunjJd9VylVZaeUejN3fpss1dXrVtkyl79Svvtf17d1g2PQyrMzS4TCU71m4uC8wlrVgYWqlAeUJroVxkjL9NEww9ddNsmhvUICAlcLGo/lHdp8Q8xR9S4hkVMZNism1bt07ZaksMLlExa5hlNMK0lTVLpRCOYnaZvtUbi3bTni32kz/43faSm/bZ00+esm97y3+wC5c5DmDCGl0JOY1q0TZxzxr3E1q3LuFZF+YAxCg7JDyQgLOSDVOjEpplMdG8mDpX4PSt0G9bPtJ6pMTNwj2KcvXZugYFzi+h7YAIMCA3WBioEsFFRsjiUk6eAXguAdyG57CGKQCxq39TmdkhKEHA7kh2BoZDSVk0TBkAQ1nlK680Mp5HMAFamXDdEofV8juu/pwzK24RIWiA9OwiDT+N+JXBnsqCBgmYMiDjfONCP6X8Z+SbUdEyCieGL6Hid0IyxQlYZRepwJVrAQG5GsmvT0Oy25Hf9B5AWEsWUKY0qBOkKNnhGYFFtgAa6678XIsWLLRG+gKKoSn0Tfmz8qHnoBEUCFWZ0Gy5TcrqRwR4gnsaE9wlqjaQE2DCql0OTX79og17BYEulU0CG7DIvaKWqCltaEWZ0ZqFnbeitgteQ/iioZCAHRB/jzwr/2hTRaOO8tBJNCVoNQhQHnN5LpUft3MLQ+tmRnzwMD6110Z23qw2lbF0QfE5AUQvATfoGra73njihAEK6ztxOfw2rOFKW0P0bYssmXzZbyXIChxlEl0BEqb9OpYRoD11dt4eP3pR1aBWL5ALPuqpfxbLJb0PbGll0T78kU/YpelV27J1xL7qq7/MvuzLv9je9KbX2Rve8Cq5r7W///f/jn3N17zBJiYKVqlw8faKdbtrPgUJxm5rIEefQDPVEXhPeh9WP6Kdqv5ZIz++ZacdO3FJz30bnxxT20nY2XMXbHlZ4F4NnxNPOCwa5Xyv3rUHP/pJW5xbs+1bs/bVf/d19pVf/gZ7+f2326tecYd9+Ztfa1/1d7/AvvafvNEK2ZZoIlCvfIS2zbQnvEB2E4S5ufF6zKbZNBsNcgQjgc6j2JIbDiV3UCMBlRZwSmXy1mrD1fSjC179BuBBuEpqFTUE7Dabduc9d9mPv/UH7eabdtny0rx9/bd8m52/vKDRacVS/bx1uhlrtQAqEsj0Ps7eaa/JFSdE6LvhB3QLQb+gnIQ/pRdyeQ0TkEFkMeH5KjYnL3/3vEduFM5H7pGNtTYY/H2KzS1+ch2EBcCBFjBol6ANfqylwl/W44a0jIIpAURV2RxwUcZQthBKhgdPO0rLkaW+i77x9V76jrjEyTfY8JtbjxfjkSmuKD7lzUEioIt8OlAin6S10Sq8lzN2eYye3eKhcG4ITzmvbULpXsD4j0QYbPhfng5kKKMcfPmnciDk/QJ3B7sBkIa8KABr37BOo2CvbHAIOYnbEsGDCbR3q7L1OgKhSjNXKNhqrWFNTtIXeKvWW3bLrXcoVACPkC76KrIY4r4xjbdHGWgIfbpd2lnfp+Zou+k0uxrb8udwY9Wb6jGbzYmOQzty5FlbWW35OVutVt9BWLOlPuVTfpzBddI+9OGH7MTJVT+P8MDBSbvrnp12/8sOuDs2UbGuwG8mx5YNVYzqr1guKm6m1Qe+CSid5uiItANEppSvmKg9yM4vLtu0Bou0wqXlnp06fVbp5SwlMJ8V7+MKKjTMXEd1/sK0vff9H7Qjx8553zt4aKe9/JV326te8xK79fZ9tv+mbdGKA7RsoktEn03zfJP6YZnoedNsmhvQiGk5D0LaAXiCcREoJoqmgjD96qqwUtXyycDk/Bu5vsaiMmKtWtNGJrdZa61qO7bvksA6bE8/e9SOPn3Mzpw5bS9/4H7LpTKyeeu32hpRNiw1QDPTEFPuSW6y0F8RYtmSpPjBeUHADZSU0hVAcJzliWN4iQBT9AxI4FcHVAocQvJbcAkLoPJpRr07uHIuiVV53Z+0eOc3QIr8N8TvLmHwZYqDHaKyTHMFDVdKFiJF4RVnyMeGePFQWQO4Yp1T0FoNsxUbZorCEtBAgaCNaws5fyvsyHSNIXFIIDinZ+p43WqULYHj8ZPNaOPAsN9yy1U/aO+Iyy/GpnxeFgx5jvMtJxYc7ui/dUGiH+P4Y8Nv65YyESB6louQDsduROXaaPW7Cyn/LgBMtwBQJeKgkTIo30O0d1GZoKNCh++Saj9qW5bOafQgCz3l70d0kFHR3TcM6Dnp2g/AQd+VrhxG3FaUf/anH7LFhSV78xe/0pr1JQGDBWsnclbtZu31X/YPrTK2Q/FpANHVF2mgbt8hnnKq+EObdft/pEmomwztr/7qw9bUQGx8y5RaTZjGS2fU9gWgmB4EYLGG7tSpywIqs3b58oyv6QIEEQcaUO5lRCOEabfbdvHCkp08ccnOnL1ks7Pz6i7R9KBojeZqbm7Rjh171i7PVBXfip09P2Nnz87asWcu2KOPHZV9yuYXFjx+0nHt2XLVjj57yYHU0hKaLLrhwHK5nJrCxoYbTKfVseXFNTt9es6efPJZ5WPBSuVR67AcwoG3+plczu8DONY12Dxz7qKdPD1tF6eX7NyFBX9+9uQle/jRo/bk0ydtZn7JD+5l5yT9inZC86DknHTyzLGn7Cu+/E025SfuQxN+D/3lRjGhFWyaTXNDm9Dh+T+2MCvOrfI3CbXi2BYXZrwGBiaxJsbio946V7gkrFer+iGGTGfddvtN9kNv/V57yQOH7VOPPGL/5Ov+vYkfKY4Jy+S3WTY3qhcxt5TAQI64JAHRIuHHfFes0QqIa4Mhd5+tCfl2Szkpg4MtWbnBj/Vfygf5wQ/X30MYD+sWEKMy+DEIgCPWhlEW+Xv+JZQQTIAJBxhyXVPDO24AHB4WoQOzJt7YROF83VgYVisuATV/5vvIevwIrYilUUeeT+XZ13QJyDHV6C55xo/y6NnDYuUtF3tF6yc6yPW1cU43ngehfTht9NHfkPGiI+ZJhzIwXSr6AsQGKsNAtOqRZ4CoBKS3V99lCk2gz5UBBRSmLYXmxH+xDQayt9HSKKmk2vvC0orH1dL7hAYUowIc3aboB2hWigA5bDAe+w1rApgSVUREngFVx449Y8ePP6vnjmu7+I2mAgBD+43NcVWZ2u75c5fsxMlz9uyJcwJzJVkNQJJ5VSNa94GA0LhVRiYF6i7Y448/ZU8+ddSOHH1GgO2sQPKqa8+ojY6Anh8xoXRYLE8eLl265PdRAgKZHg197fkGbTsA8Mmnjtul6Xm9Z6xW61i3x9SoAOFAg6RkzvOUzCi+RNaqytvFuSV7/OgJ+9hDj9mDjx2xh588amf1/fT8ig3TBWPSgLxtmmubTQC2aW5wE3eBwCR4wwYBDECR05dgFwMcSjAF4OIB/BmX4xyYHuh2GmJ0HVtbmLNUqmeH7zxgP/zWf29333uf8EjTvv+H/rOdOrdkjXbaz1bifJ5+N2hmhsZ2b3ErX0CrROVzxcbmc8PIPP/uhgeVxP0chMnGU5BoOPBzC1fndwCNAy+ACcBAI1cBm9QAANZyNxlpZ+KEAigCJEVgiXeeJazQCrHD0xefez4iMOiWr+Ma4fcIgDm4QMsV3q+AMOLdQKMYNMqyrmv9GiFfaM80Xgy+QlqhbgMtWIfGejQF1HsAkwGE4acA1JFseP8bMpTf8yYas8DZaRuOAyHvDha9liQgHZRCE2ghmjjo5cw10eOqtVlEutHwG9qdhK8B6qg40He11vI7HxG0uw/eYsWRcQlj2qZZLpvRV4hV5c3jUxyfm6b5eWnCxfCihOoDgMMZXtundliWKbxII8xxD8OBKCb6ptDUMtig7noDy+QKNjo2aZlswdJplimoVlOsJ4O6aWN9GDaXLznP8JPtG223LIvoKg6mC+mx1H+5MupxsZie3ZQc7AoAwyVv1zKpVMbzMaaBpqftXSJlGbUB7iqlfVD9A7Wlbi9pLUWTSBfdJgUaC+VJyxbGRIyCpbJl+ZcsXxz3w3s3zac3G3vmptk0N6gJQig2PGXFrJgGS/iiZo36NCJNZPO+MY6DP2FkTBGhJQIaMEWWzyStIKFczApgCYxwPcwttxy0H/vJH7Ydu3fZ9Oy8feN3/phNL9RsYVWMM1WypEa3S0vLYrot2Ya1WlXrtBsSfqTPlEW8cBVNkfIJyPgsDUIiLIqN4pfrC2NdjiBYmXIU2HAJEAGyCGz5VJhsr9e1gWgwQCOjvCdYwI1leowpQweS+k7xA7ICMJKLhsYtQigwdJh7PAXnoBBOz2IYT1/vonCS+wcFDBBI7OajXtD6BMABHFDcikcvDk4cJEbgxfOs+hl0mjZUfslz0Ip19KwyKB2mVQA0fB8MzwAsuZTDV60HPwdexB2/u/u5NorT866ysHaInY/cF0oZorVE5JWpIdZpJfMSevkiq75FF3Y9BmCGxoX2w5Qwu9/0TzhWNGMtUJojD0QbJVVvNvxewKkdJVuuNUTyrAYKPau2+/bSV75egr5vhZEJZYVNJICHoAW70Q39Ei0XrSa0FWjDmWr0AbRdalcCTxkBpHgaErDDGVz85tc6CTi3uwL6asvtCHwBrKlHtJHCVz7tOVB8Kb2zLiuVoQ+w7ivpvwPQfGCi9hDCBnCHphZexUYBABg28JSrLW2AtsTh0SwHCFbtA9BIH1Xa8Xl++KcF1vzuEP3WU7/rKC3yQZtCi0p42k9K8VDmTXNtQ3fcNJvmBjUIfQR4YBD8T4fABtHC73oTExlmNdpDuEXefAcwcUEkQclKm3C8Q1fyTc9Md/Va1liZt/0H99vP/9Iv2K6DN2lUmrMf+/lfs9pADKqbsdnZho3tuVl8E8Y8tGyWNSViiIAEF/KxUT5ceoa8fi7MlekIRIY7MqQZtF4AD3fxi10ZLzccW+UOx1oAZuKpx6aeOWxWfoRxocT/yrsYvdPbNWEqI4zfgZeoR9lkfXcm33j8fB6XOfzu08B6ZnSOMAgn6wf/cOk0ifEtUgArAKO8sI7MNWDKYwqXvCtcOEjVY/fkHFYQTUh83dfddRC2we9v1Ch+6C76olXkuBK3ArdQgHaLUGTnI4AWTQVC22mhUKFUEU3cbABNXp+Rtk/xoFXpqM3mi0VrCQSkCyXrSPhO7bnJxqd2qco0AGFAorBxDRCXxxxHH7s3kKHIPmiITCAB/6tPqR582tzrAQvl4noJ72jBAEAYaBuDOI/TIwtxe19Vf+S8Nu9LbgkQnkNNhHfCMFhj2p/vYvtCJrT5UJaN4cmP58ltZPgp+kAh9RfyErIcnvk+lOGF073RDdTaNJvmBjcwiZihBBvWQfEihpnMWSJbsnS+JH4iwT+Q+AdEKICzPpiWBBqaIxf8Q4380klLSaiVc2mrzV20Ldsq9sNv/V7LjmTt1IWT9i1v+SWbr4pRFXbb8kJTI+amNTgdX0IQzRfM1q0zvpC3v1FDYSOhHFsHWetAI7aAEIGXKEs+DRUBMOMMIi7t7sh20TIJ/PC705ARtNwIaAltymE0jRYr+EFBkmCfw3pybqAHGjvCCnQJZIQpN+6ZJG6+Fy3lrgsP8k76PTR55E8gDNoqrwF8XQFTiDRMLIRi/5D355af99gf+zdsAJGUA0APEBP48uMtlFc/0iIt4IV20EGYXLQUWAn3kGOVLqqsK8VTnLwQt1yEdb3RsiYbQ3J5qzUFUnMF6wj8Hrz1LiuUJl0LTFhPk2+8tkghMuuRb5pgRBAa1GewXj+cAYdW1V00YbJJ3Pid3+SK5v6ZU/4z279upbxw+ld+IwcYBksACFLBveqdZ1lnYZvm0xrotWk2zQ1sYvaBiYWqhIukTMzI/D49Cbp0vuish5Fd0q/R0a9wmfg7F+o8I/j7VptdsKFA2MTWUctlurZ997j9zC/+Jztw62FLZar2I2/7XTt5sWOl0X2+jRx80u2xXb0ZxYv538zBHHTFrqw7uPEzP8YGP5XZARhlBoAJeLGuDbeHRiz6AAAFnQFMWJ4FvsK06kaBQfi4HmTi9BQu1niFqUdZABzfOzADfAUA5vEALrrsHGxbuP+RPJIfATDXgBFxnNZ6IpErI6GzDrLcjcPHVsalC7/9TRnF7fRVvgG4aleAfA7idWoyncR0VjpowIZYgC60UuigKYG2OFGeMZQdOjFNi9Ez64maTdpzxmqAsY5AaiZnO/ffxNXgTmtC00aDCSkEu2meZ9Y1ty/GEjwCPoCd2DroGUa/xf56977wmW0c94syG9ONbZxuDBAjS537wcKxG9uN7zy7/ZvsH5//hlraNJvmhjbXEiG+7kr8i99gIVgWumJcbjF95hojBXKmhI1C499s2ejEVgnLoTWX56zTWbVUvm8T20bs333/d1hpYps9e27Gfu7//x578ugZX4tTLGQtnBnUsgHroK5iXmSG7vo32WWVfwS1EwQ3LpOMC3C9Rww4AB289O5TfTEI46T2tvUFwNh15VE66FK+WQe2bnkHQKBRES0Vn/j2NQzpyEbfe1yw9ihOv4gbzRcucRCOT5R3DlvlIvShwLAvWpflLLAwrRqV5zlpBg2DP/n/V0z07nTYaP9mjOPvuBy++hlaypKm8uDrulTuAMAEQJmCFC2hqQtgF39XDFF5ed2RS/15Qw4aw2ZbQFXfsrZooJ8azbaNjk7Ytqld1qIe9ZtIGZrENcoO3TbN/1cTgy9ZQM86GIufAT48y1Xov459scYnGq+ZfpT2ht+YivcVhmoMbtefGUZd/duVgc6muZb5m+Tmm+azNS/Qk1As+MY0Pa//HL/EdmOAdb/g8ojZ+FNsYfMEi9j98wPE1kM9135+GS+G/x/nPS5H35lJ0M0EccaOpuEgI6CAkAtrjhwTEd6BCUaSCBAgQYamZ1hrWmFqu6/8QIJlJDQP7NtrP/ETb7UHHrjdlmbO21t/9vft8dOrttgpWMdKvu2bKVBftzRsy3aURQEJCd6rBd1zxayeo9+Rr0GJpvy7t8K6G6aOwjtpyG8d+eDGCUTlWH+X8ceNfsSDoewARqxAj/I7YMqMxfiyCdEr6dfrsOA4AkpEkxaF5Q7k5eWSJyVyEycRAx69e15FZ0IxyUYZoHsoU2QlHAjIjsXBgMXqstzq6evTyJOESKyp9Lgxob79ImtZBIl+dMtlyn7dkZ49Z9EnTtv1ytD3omWIhx/id9IJbQj/z6QNWAe1sfEo9C1b0sK2NBnC0P7QduVEu7wsZ8hlg5/oq1yHWkIgyrpg9G8j2lIeaOS6rZ5+V1tuDy2XSls23bNchoXbbRsf3Wnl8hbLKL0MdSYQ6AfBCsiShyv2Ofm+7kxUJxut72y9th0mYttVHw+2r3f/EnDLblNvz6EV0ia9/9NuBtAYf8IO9SqL6xa/K9YvjZD1fq3Yn2/VVtdt/M5f6PXrwGw9vzwTTr/Fda3vXoylKTtfow+6VX17f+SP+EIrVlajJ/l7+nwfP8cS4+rfNs2nN3EtbZrr0tB4o04S2rUbrqtg14nvPJEfO2c4xZrdUmG9iCw71DSqdT89BzdYRtRoJ9iFw2YzLLuFYT8KYR3FGVuuqvAsBFkSnskHzAYhsy5oCIjLj58vBraCgIzzHhcQG6iRMK7+abq1bMFqVdhP3lqNtiXyedFO9EyJ2Wik6L3JNTHsdpJVdKnCiA0XG5YdFKw0KFopXbZUs2k7t1bs33z9V9tdt+22hdU1e9vvPmNHFketkdpp3X5R8Sq+Pgvaucy2oXpuWTspEJZjobW4Jf8ASLFGCeGt9zAlF7QarmXy6lA5KVJ41LPePX69yPUrioJa74p1QROenRnzs6QFLkF7tCF91xVg4ScMAgJ69ATA+qJbr7+mdrkmMvIB+c77VG47lbBGsmetlL6XHGNXHpDBr09StvvIdECShIrf5cNdKCAelT/F+joYvUbikRJMQoH8izaALMBft6rnhp6byrto16/rvWnJgfqDfh8KFIaL0Tk7XIKLuuaIB4VJid5+3IMEacKFqRJxACb4pGTCUQKig2dU3tAQCrjwwSou8s27E33jb4S9tol3o3Fiecqnt2XYSddVOV1Kp2VFwwQHrpb0WJYdNStMWLK0VSBMflwzxP2aomZGbSKnaNKASh+IEQcCVXFk9S2VWBC9KXMvbc2lvqXll0msWD5XtXZzzfbuukegbNwKTPH225bLcqBoXA75+T2lis8bY3CuB3OFylHdOJ9SvgFdDAqiduLP3s+DBZAKeq5b2nFHA6COtdXO1a6hYyJradG93ebQYQ2WVD/cxThU/3Qta0/1OMiLN7e9D3CxvipA8am/kB6ATClxWGo4c07ZIJ+ObGgvUZ55xu95v4W2KA9ZwqgcCaWTUNsWULwSBpCuEPruCgDk+drvjh3VvpIcI8HxEmpng77KOMjKyl82pZESgynaEU3yRdmoKW+aa5tN8lzPJhKqwfIevBmF5tJJP/bAd971GNlLWKckrPtLZs0ZyexpSzQv63lWAnAu+CckDBUmkaiJfXYkyDpi1FgxVgnOQbOlPtw3l4lKKyOrZEKfxkTph3deWHuDtMQSEL840OeHoShBRxFsXAYfQTqzwaqcAwQgUz4Iykj/IsAwEHMP38Xlx0TP/ooWRSJR3BDbXlm1kakpa6+t2m133mb/5t/8X3brLTvs0oVz9t1v+S927uKcrdXJkYQbwlagBe1GOptTfQkO1qtX4o6TUw6CxcgVQ40fr7j6Dy670dC+3FV+eXTwqGeAWwTi/ABV/cjUX9D4AfLCb4Fisi7gBOQk5NDyJNF6AXZYtyQBZn2BIQdEwHu+jYV3Tm/cFSmaKs8pBAgaK+Ij3WhKzSWJ55HjFViLRH3gH/JJmLCjUoJE/cEta74AWYrPARUCmLT1h6uP3MZTmvEv68bjjeLHupfyqbbu+iW0BXoPB8z6r1cs+XUDvWP7/8H4FC601bOXH3qo7CkJRWx0NAf9z6dwo/Q9dR8g8YCJH6J8OWgkn4rfaWbWagkgyC+rQUVX9OsrrdLETkVdUhjSgU5xuXChAWlDxyu/XA/mSl6iJ6+/KM9YyhIPkrhrNbJCpAqVV9uVv9pXWoA2J5umramvs/vUd/v6NLagrNpdWvXS77St126oVar967dOs27FQrgc2+8clX8hn7FiSe1dgCclEFYs5Kwgy0XXVE9SbQZN6xU3fo5t7Cer/Fz1rhTcrvvpWcjnym9R/OvhIrvhPc1UtsLVajUNLhvKY9IKOSRBaDu0rkDDmLqx+8Imbnmb5tom9J5Nc10aRAZjGsZn4pGRGfjt84PWquTaiqU08spl1Ilbs9aeecrq5x+2+dOftEsnPmaXTn7czh39gJ0/8ld28an/ZdNP/KXNPPmXNnfkI7Z64hFrnD9qncVzZvVZdcKqj3AzGrUN2wJy7boGb2x7h0kr2Y2WViOXzsXED2JXEE4uDPnzyTBpRWHCtv2wc4wywDk3uG7FlJFUlJLT7qGDmDBqegcCTpjPbDLlsuRe3ya3brWOGN22rVvsB9/y/9ir7txrqeac/ezP/YagcdYa/YK1+kXJypJ12mJ/quKMBEd2naPFXTdK2wU0j/wX+0V5igUQrucVAUR4WQcZ2EjAOgjTI/56CBq1EI4DJZ1l6z0lQZIGNEmIxxoon5qSy5EJDApcWHUbNhgsir5ch1LX90x5aTSdKKpt5fU9F3ITn4SaRvGJQd2SvboafbjoO+yo1Ai/x8GjijKZcdvB9cX3XFYtQQEoliBxzS6aXj/rq+Wn86dFvIT3JNc1XGWhCbsnnTbrbvwclx06qOzQSP6+2zL63enjBqI93ypLSkf/eR38dYxyR98DTPIp9UI5WXDPWsRMwZJy/bLt9Ty8SON9WpE6tvMVOwL9TeuqbaSLI9ZSex/mKjayFQDGBd7sNg02THPSNyh/iG4DNa8TszE/0Ia8kvfnW1f8RlZNWpZjNtD25MQH4bNoBtNWEJ0ZtOYYsIrnJtU2e82a9VpVa9aWNTBaU9NvWru5at121RbnLlp1acba1SXr1JetvrpgrdXFMBhQu2zVlqy1tmQFjXLpVd4vvW9G1t/pk7KR1mnd3wmPi3/EmwCN8YDxqjiw+EVxxPGs/x5+G3TDBo8RgURu8+i11R466ncyAXxdMd4eN83nxGzeBXkdGwAY4AtDm/cxLmp0OrGYQZLpgG7d6tNnbfXSURusnRdTWJHAaVgh3bNSdmBjIzmraHBXzmoUpvC5lBgIO+3WxDRW5qy5OG2t5TlrrywIcLXEZCQg86jXERuMiZWyC2W5IRPeAbGomMkj/CtmeXRtgn2+GEoJiFwvnCyaKgroLn4UlMKJaTZmTlixwkW6bUtlJIDl7QvJXZMTAEHQDIZPA7ARVZx+gi/4iblxnUw2g4qfaZ+B3XbTfpubvmCnTp2xP3zfU/bAy++xkckpK3ICP/kQqPCF12h20IKsG2XM+WNUA/7MY/yg2nmu5gtDPjywPwSDBHJXlsfoJ28DWOWfJzRNjOT96A0HpVEL4HcvIOUFnBB+aH21OUsJmKFWdc0Dmq8AvqAg8F1E0W8tfaO4AXLsomwLhAmAoWFgcb8voNdvYc1ayOAQNQP0UHpcQMwhpQOBt6RbBhEcENvQN2qp+oxPY3IETV4Eosi3u+Rddcb9lle9B40Xz77OChCm7/Vf5PJbHF5WeUNjuK5h03M4MiOtX8J365Z34lv/VkaZZCAUNHnqhwSjrBwHkS2JhBWz/IjIWdS3AkXEEWKWjQroJi7wFZtgShiwm2lbpw/1J+xDH3vanjh21G66ZbeNbZtQlCP2mtd/lWVGRq0n2lAW14BGNsr1epxXTPD92zVX54e3uJXS12OLP02e2W01u/AZgbr8qnZJdao4CbXFrsDT8vKM/eV736umObRSaVRkHVpPA4xsJmh989ms2mpXPLdib3zja+y+e+60lz9wn73i/nvs/nvvtLtuv9UO7NtnO7dt8SnidqNmnZbaZ0p9gjblvSH+2/jMH+9YhRNwIvfk2X/z942/ycZh3MZ/cbiN7+GPwrO7lv7cU3lZSuCHtnp1OqX8fzfrxPrMJrDQjXkQTWU374IMJurtm+Z6NPCCGOBgQ6NHOEkwJSRoVi7b6vFHrDZ93Ar9uo2khzaeS9io+nNRAC3TqRugYVhdtr7sQKMxbLKzauOlgW2THRcTznaWrLd80VbPH7OFE48rzketPXvahq0FJckaJLQH5EDpe+d7vom75LV/vX4N+Y1KdpXxYsaEj58FAvoD1luIUannILjTnL8Ujzp9BCrmEQOZa5hqdc2GuZwli0Xr9wQYxMSz4kY37Ziwb/+mf253HDoooNy0H/qPv2KPPH3OlmtKPFVRtBK8Ptp1jibLeh7s1dNPbvUPv9C9ySjhNoRxIY9/lG8vTPTubgxqAujwuOI0HIzH4fS5fF3AA8RcA8aao56P9NE++aGsgzWRT+VmmlxPaNJSrDdReRAUTlxfy6LfBytmTJ2vnjVbPGO2fN6S1WlLNjVA6Kwo3oZK3BZoFSjRp5TfT4Mnj8rGAI0R2/UEXBysst7HLevLNtJMVm7QjMRlksUPsIXkQQLHdJJ1oOaWgkf+MTDjfd1GYEXPWLSs0X0Jfy2DNm8gwcT3nH3mZ30BwFh0nxbw8tsAAP6K2+n4Ig31BS3Ulsg7w6xGSwCXPPqRFlkNMkYtX6hQM1dZfbluP1/Mxrw+tzxXUc0Dypep8O6K9cUTmxeO2fKJR23+zBFbmj5hzdUZy4gHlDMJK+dSllUEtCT6MCBsqHY/MVayl993u915+wHbu3vctkwUfCC8dbJohw5O2svuu9m+7M2vtTd90WvkV9F36lkAps9oBVCUR++J/hz7A7xCX1oPRxgPF/u9sGVzEOfkDSRbtoxXbPeu7ZbL0mZjCSQXvua87fOp9q9v89fotZvmf6eJmzi6ARbIw/J9sbhG9Air5qXTtnzqiFljwUbTPQEusVFkGLarsVAvLUaRcZvVXz6Zt4IYdyldsgKRNZYV15oYSMdGckPbUkralnLSyqm2wNqcwNgztnDsYZt75lEb1uc9rA1Zy6MEuHoGQato1kePMkQLc+f6i3BZ8fXfUSNRKtwwlMwWk2F9TJxt8s9idS/HwJrNFcuJ6XZVfhZKo1RhmQ6arwRaLygCQCK8LOWPL+yObblcMWNzhD5MZTK+6JrjJ3rNZds6UbJ/+63/wibGR215Ydp+8m2/YkePn7Zao2cN1allioqP6dKkdX3Buvx8iKp0AUxu9RwBAwcL0dU/CbQnPOPiH4OLdZAh6+WGbeMo3iiecNSDXI2IOWcKge9aOf+edHiWAYQBegA/jGjVJpNsYx9yFheLlFXuaPE7I22OqxgySEjpu7SAxuqsdc4+be2Tj9ja8Yds6dlP2aKE39KpJ2zt/FGFVZtNE39V7XFVQKvpeU1QF2qP3Y5ABBoy+RK/AzGfCg1pAoa8HKKBax30HINXB2G0BqdHKJuHB6jg+ju0J2wAVQOFDWJOruIJoCu40C6mG3EGjRlpXNvEfQUX4OVXBPlCfvmpjoeshwN8AbzSLMTXc6xtVb78TDBPg7TJvwxO/B5ZB5F+cGvcDlQmJdNqtdR80lapCHSxtlH9N1UoeMmj2CIqhPfY77lv14XxviaaeTeM6aqmR1dWWVVJnmMop8YhS/uAt6ld9RetOn/cFk4/ZMvnHrW1uaetXz8vDrpkI4WBQJd6unhmX0Cl10KT3dMzwKvvx8dksrQBtNvQamgPf/Ih+7Vf+XX7H7/12/bOX/8Ne8+fvs8eevAxK+aSAmN77bWvfoW3WTLGtVhZ35AysAwbMeTHOxf9eyXJ0vLYbMIxL6xBZQerQsiKL7W4JUFAUCBpoMEPSx3oB3zPGss4DrRP+HsfVN/IZdPWadZsbWnWvvor3mj/5B99kb38/jus1VgzssEh0T4jojja9LG4fW2az9rQnzbNdWjiJg7LZtEmW+od/KSG1lues9bSZRu216yY6Vs+xenYdEYx1r56vsCX9WVZF9BTDG4jP+xQo2YX3OJIxKmRjy+a7tQsPWxZQQymmGxbtlu1RG3WLhz9lM2deNhaMyeU5qLyxtTQmk/tsPKLm8syCA4Ob3Qmf8Ve72YI4BIZcuJKrH1ISmAPGmLELQFOypkU4O2t2GDpvANTrnNjF52XDUavb1H9h5qKyqsRpf/mzP8K+PJ3MUWEJb8TB2p+MlAsZ62+tmhTY0X76bf9e7vrtls0Il2xn/iP/80Wmh3LjW21lZrARWlMsl3gulS2JPexDcSuPRlAANocpQ1AioSra7PcRoCA3wAZHh4RQfgAIgAVegnlieIBXF6lISKsvvf74TbEvS6a/TsvdSijpB4jbHYP9ljHxWGt7O5kHU1O5SkkrTN/0eaffMTmz6p9Lc1YriFhZ00bU7vO92uWaCxae3HaZh7/pFWf+pSZ6oE1/Oli1qdvO/VV67eYZlT87PiVQGOjiu/0g+ZeLzEwitoloAarX9z1IPyHCeGoU9eU6ZlvmYnG34GW9x++D2HiuMNstWggGsWHooapxYh+npB/esX4p+F7DO0ETZ6/YpXWAMCYygmIUXABMKZyNwAwvo9tHI+b+H2jRWMoG98iwG7WZqPhfbhVW7OuhPF4Uemwa6/V0SBuIHKzf1K12utbu968KvuKVDaq/+vABMB8xTBlDUhSqdXPh+JXCqH2wRosGwrUDxfUbmbUxp7RgPNjVp1+Us3zooDKopWydSsXmlbKCYQA0thU4jwTvaF6CoMeNTPq1UFrJqUxXFi3xyBtdW3Zzp8/Z5cvX7bL0xft2RPH7eMf/5g99dRx32Ny8OBum9o2KT7EFWZmtZracq+tahr4Av1Wqx4GfJIB+VzasqoWFvjn8mpzGsxwXAgMICPwXC5zUHTPViQfGPAUiwrPRi19y2aqbDZlhYIG5fJrtWruT1pt9Z2RigbnGlxObRm3kbKe8zl3x0ZKltcAkf7co095uZTRTfM5MVe31E1zXRkqB/aaFchhIfGQhckCSfMXTgkUNLzD+M4cpsUITMeINB6f0YIknKlj1av0fZ8po15T6XUEwnomTGBj2b5NZluWrs/Y2sWjtnT8U7Z6+knJ0AUNHAVSWmJg7apfPl1IB33AuiD4PDAUHcZsXdGRxdsqdzIjwZMWLQQ2e4snrXHhCVu9pDLrPcW6u4QYEchLxjUKPjVIBWBfZLldECq8gxmNRHMZm9wz5Uy+Uhjav/q/v8xu3j2lal617/72H7Jjp85I5pZtscOhmQAMGLQAjOoSbU7Q5CALJPSVj1hb4+nwm4MttQ9/V5oS6vGaI78iSM9hkTlh8A9+wQYg4aAuCjNIcwaVLFNWPi0m163ygnAXPVAectTJcFgQyYoCY2gKlUsBfEvXJCSWbPn8U7Y0c9o4IiJPGhImXCzMBd19vVM+tIQisOXZoddq2vKFcza8dF71xZSm4mKhPusXJfgAYRy+yjZ/dBueX/IkGzRSikvWtZaAR94JIxuuSgquAy/eqVMHmREdojCxDaA20IUzopx+TtfYH7oFEOs7SP23qI1EdUMb2thfAlgH2UMrvatfs9HAaZ1B+xXR2vMlu972XqyhFjR0Eo1Ju9/v2drKklVKOXvFvber3W21UXZ7tAV+BYQTDMQ6st26ZZJdKwk0i5TKvt4AAP/0SURBVBkpntAHaHfY68VEXMitv6ld+OktrDNsqRytVZW+acWS6Lx23hpnH7fZpz9qi+efFO9bs0quY/l0S2CtLWDTFjBqi7VqkCrekOD4E6KF3KIdIJbNIOwapb1ythfWaYJLP2NgJ3SVzGSs0WrZWq1qDz/6aJjtVfXt379LALjq4KgnsJUTiGO2Q474ExosxSZ6V6vLtqSBd7U2L8DWErhSj1Y+OGC4Ua9ZUzaZ6NmYBnEp9bEaa1YVL5f799Q/mo01W1yYtaXFWRsVsOq065bPKgMCcivyG7JbWTKAadVeW/lcXbQL6mvtJke5iC/KPydCMi2+aT43ZnMR/nVsYCGsOWJNTZppml7dqpdOW1sjN9YfFAWQwgXIsoAvFwZ8qA77AtZH9AAv39EUtBxwlXDEQlBhu1WnT2kUnFbHZOdP2lhX07K+RmWrs5fEzBqWq5SEEOnEEnwNMYBcUXHBna4YBMr1CshUTJFEdOEcLz9HR7TkTJ3qrLXnztjq5ROSQ5fFlBpiyh0xNqayVBYXmghgNiyIlg6VoaPKHpUfBhymnfDzF3zlRHWBEENDlFNNi75ri3NWzIvBtdZsanLE3vSGV9jDDz4orNy3d/7uR+2L/8FXoOtQ3Q+tKwbZ1ag+Wxb9ZQZikGTLtWxKx2nuOWXsyh9GLv7+G8H5w4R8KZbw6J6ECV+7ifzDm/x9TRLlov1EwAJp4iCF39Q4AfkcFpocVdCKZXICYhmF4WykRM0aC+dt+twzNtSgosI0rIRTpjRp9V7ajp6ZtoePnLSnnj1vx85etouzi/ouY9l8SXnQCL7JGjPBiGzGUtwgQP76HdciDLpt5VDCUoLCFxajrUJAAk6VVwerG+x6nWFVDgATa6uUoF75Bkrghj4G6KLMAahdAVXrANaBbuwP0Iuf5UJA0oze1y3vxKfffQpf4DrNpgSvT7WxTF5WdZ1W+X0KUoDWd0AyfFDaCOmgigmW72Ljz7HV/30AKSdT1ZV/gYJ62n7nf/yJAG7GvvVf/SPbs71iRYHerdlRS1TyqjN9x9lmTOVyjqDaXcIPGoboosN6zPKK3L8tQz5cC0m16lkQSf/3NWCs6lltIq13gcjO3CVbOXvcZk89bplB08aKORvJqd5dQys+p++wHEMH/Yivrb7+0U8+qXofsfLIbh8Q+fmJqtSBAnqaoluhVLb7XnonSjJ79sRJO3/ugrpCToBXLVdx5Itlz9XLXvFSP6JxaaVmTz75hI2IlwLAMmrMjXrVNVZ79+6yu+66zW677bAd2L/bJsYrKlffatU1ZbPvmi+OpymXioq7r+/RTqofaDC8b89Ou+3WW+zWWw7a4UM32dYtE1aS0KjX1jwOdjmiVeP59sMH7IAGfLfccrPl8hpA0d5V9i3bttn2HTusrQFqu83GLw35e/QrqPuZDTSh0dODwh91ouarh81F+KLDJgC7fg0dg5EOjMM7l0Y0s2dP2UgxLebMQmcxwngkiuDJSKBwKKhbfYsrxhyeo3fZvgRlL1nw7fzh/KQgBIKQIOGYpYqDMA0xbLhshTEIKygp1igIjjFKmp2x7uqKZTRcS1dGrNNRGhJE8Q3/DghkrlcA1mfti4QdwnsgYNnWCLM5c9ZWp0/ZsL1kxUzHirmB5TMCogJfMB52AUKohIRXbK9oPFROt4GCzwVgUMEBGL8yknRhy4GhGnnms5JzTcuJefYbqxqsr9jLvuj19qGPHLHVRsP+6qOP2n0P3G2TxYQVywXhN7ULgLfiYWqIuOGaweW/YJRj/R95yHEN5fqLZyv4KR5/5i+KxJ/X3WAAFD2AhgP3uN0ATOQC7NE2SeAkOCohW1bbmRQOGxfQzCl7HQHaOVtbumBzl0/bOLt0NfLv1OtWW6vb//roaXvvJ07axx69ZI8dr9uJSy07N9uxExcW7eEnz9qpc8vWT/QtXyq55iatPpCBbgJi4CwfQDBw4Fl0DvBAxtsjlrK9sHWQRZ1SRgdvKqPApoOtqLyAr/XwboN/+J5nfodGxBHqP4QPz8Fvg3V6itLKLgJuCJj0naH0X+UlUxRZS05T1n/55dgAMDZ+EO+LBmDiKixTEAjuDtaUbMaqa0n7rd94t/hKzr78zffb1vG0BgBbrD5Xt4YGBb36kg8CEb6sIQz1rLqHuiofsZKyfNfbyN+mIS8Yz49rqiXc1aeG7bq1Fqatfv6Urc1PW7e+bFtHC34KGEjI+5NomVb5AEpJb9+UM2i5AGAfe/AJ+Y1ZcXSXgHDF2mhsBfLDgaaqB9GlVCzZ/S+9w+ly4tRpu3DpkmVznK82VB1mbWVl1bZt32GHbrlTYMfskUeP2MzstEgreqoPZtWWDws0fcmbXmf33Hu77d83aeNjZdu5a9wOH95tu3ft1Hg742d2ddoCi0q30agL5KHNbNnu3dvsDW94rb385XfaoZt32OTkmE1NjdrBm7bZIQExrpiamZlW2K5b0vyaf/yVdsvNB6xYFDWU8WIpawdu2mu3377Ptk5N2dkLMza/sGCZrAZUzmP4+8xmE4C9sNkEYNe10ZgdoU+PaDesPT9jrZVZGy1obNZa1Ui/qRG/Gq2PhBVc/NEZtjPjK8/xSD8eGfYlXPq+fiT4IwAABWIh+Lh88H6AUCB+tEPqID6npKgJg/KDw2CzWTENjRphaDPnz1plYksQflFePL7wkccOOyR3WJJ4roly7mZj2Ngfv9hs9MflN7KOid0rsQAmeY4twBWGK7dbs9ql0zZ/7hmrL162fnvFRgVyshJSmUQ7aP70fRCgYsiKjvO/YNAIMBegER3deOIRHWXCdyGIqKUHWeqIemWtT7RuhG3pPiXQXLNMLuXb2vMSeK957Svt2KlzdmZ61n7/Dz9kL7/vkO3YuVsjWDHQVlP5VF4QkAJzIXMSskoMgeD5lpebSBCTrQACMYSX4/WvthLVEca9N77pX6hLfAUATcBHZeYvABFVuip+mBb4yhYskS+ZkJLKt0XgqyzhLWBRX7SV2dO2unDeto6VVOaGobw7e2HWfufdJ+3xU1Vb7nR8ySJn0HZFp2Z/6Ifp79wzYYsrK/apR6bt8sJFmxjLW04DClpyRoBMBFM1i5HrnTxBh4EAip9dpWzTjB2keUWE+nGGr4cYLA3pF6rXMD1JgCugygcq6mSUmef1Re+eXgzI8IvBl8ITRr+G3wgb+4f0giX+KC0AudoEa4IyCQ7xVDGSorMAWFLga5guCnMpj/hF37pWk8KhzvU2Tl1RT7I8e9uPn2lyclUX3V5d2cjb2trAflMAbHLLuP2zf/qlluiLrxCdZSxfzFhbAGx1TgOTlQXLqp2icXTtpgz587L5n/IBnyAfbkjPW4ybKGdXWb7HxO8Y3DgGTOy/0fh36z/EX8t6O3Z9pfIl+rG21Vq2cOqorVw4ae2VeZ+6LuZTNlbWgKC+GvoPO5PTWfEuPavuATgpDVBTojOWS8rb+g0N2CA1bvnRPWp0AmDwRM6wE43p22mBtFKhZA8IgFGtZ06ft0vT05bPq+4UtFAoOgB79atfY3v27rBWq2Pvfc/79S23IKSsWMjbvr177Mu/7LVWGSnZWq1ljz12zB5/4qgtLFY10M3Zzh2jtmf3dlVp1hbm563VbNmIwrJ+bM+eHfbmL3mt7dopAF3v24kTF+yRh5+y8+dm1K4yir9oU9vHbNu2STt27JjlcxokKc8MoHudppUrFUuL96xVu3bs+Dk7d2lBzx07efK04msJmJVd804fiuvuhcwmAHthswnArmsTsSE/3iBp3UtnrTSoW26wbLlkw5jNSSQ0YkmM6He99NQxBmL+WM6lQkCyMJ/TnRNiAImiGIkYOQxGDCOdYEeMrwySv5q+C4awQBem72ch6TmRZLFCGHEPNcJLAMrUYdDaJLjKZNCwfFJMLdOzy9PnNbJcUl6q6vAtxQnQ6etvaD31q57SYKIPGZBgUaeEDXyTLsrIius+uF6pC4hQuACTZPQt1Nho+Z14UO33ZIMrGKE4QqTED3NUDGwR7zb03NZIeNV6jSXrLl+y6qkHrXfpCUs2Z62catpItmdlCSe0iykJQ06Jdvqzfsk3MaTEIlh7J1rpN3YiOVuBu7rwIe0oh0x/uQW8BfjJHYU+KkcgyuHwWq62SSrerBBHQgVyLUlPP4o2/W7PSpWS3XrnITt17LjV2jV778Onbf8tt9v2rdsc/GaIk6NJ2J0K1xcAaqu+BqqvNNMpSk++IU2ntJMzevcH9+1L6IS6D2BCleftIkzhKSwW4EL5ExNqa2Le3jYD4KBt9GkjuZL18mXrF8qWkO1x8GohbR3Re/X0U5ZpLtkYC1yaHbWlkv3Fh5+xX/uzS7aSkhBQUpARYNJXOx6pFDXiH5cds4mJsoTWFtt7YERFTNis2lqlmHLNQX1l0YqjY2quAgbkKTsi8mUVX1k1XhadJC897/pTXaDEYcodzVZY3F6Qh0BiSlYgzFsfxYYObhGvwQ3vwer/SGREQMtt8A/U1TPNQa4fFJtUP2R6E4CnMjqIIjSjI5CoLBtquHvRNzCoHpl6TGbIW9EG6pOhD+pb5l0pE2gp1oRjnYCyavus6WGNj8eNK0CSQPMlcDIYiD79gsDsmv327/6F7T6wy77oDa8TWBDI63UslxOdBhoUpLoaCKil9ltWX523lZkLlmjVFGXQ3KaSDFAUN/3L01Danh8Gf3pV+QJECX2Z/h/lNPRf/Amn5/hKNC+B3ukG7srq37qhKaKxAnAn1MY9zX5YjjHs1+UsW3P1ktUvHbOF449Yuj1vhWRbgJ3F7uQL3tCxvHgW4DXkME5BmWFdXcR31ZHkk1UdVOzDnzxmrdSYpcZ2WF+AuNvtWFmD0Iz6Ybj6aSgwVLG777hd5B/YE489YQtzc6JRWAhP///SN7/J7r7rDgG/oX3qwcdt5tyc8ipwk8tbr92xf/D3v8ry6i8nT19SvbzbTgjELa7U7cy5aXvm6Wdsy+QOGx8tC6hN2tzcms3OXhIZVJZcxr7qK7/cChr0dNpte897PmAf+8QnbXmpYZcvL9uRI8etUCx6HyqPlmzrtu32+GPP2MT4Pnvk0cftyaNP2s23325F9bkjx8/bH/7Je+zEyXN2/MQZa7dFt0xedS55oT4AS3gxhvqnskKf4C/0l00AFswmALuODYsdXQDQijVSqkvg5NPqCGyX5rwJOnSC/UkCR/ofbQeeLgQQFP7MWFCMxAWIYINc7wZIBdr5BmHCqP651uOJNAI+3eACIwiNeMqFaIgdOzE6Yv3mmtUWpq25NGfd6rIYJHfrYTuChVxITQdUh2sLvAEOAHQOXFzEeQdnXQOdnFJIVK3L/ytWwsFLpHRVFharAibTCFcJAReyoodfzgzL52T0xopGwLNWnTkve0H5m7W8BEwh0baMmCECGnmMcHbhpy/1JEsuVFZnyrwHP/9daQYhHXvrP4rCJ2QUkMPvkfEn3hUu1Jhc0gLsSQIFAaa6Vd33xUQzY+Niph2b2L7D7n7JXfbUsRM2vdy1P/3TD9tLb99ne3dM2crqspWYywB8ZDKSRQMJLtFXyfg0tWeIfIQMRE7IW+QP5QeutnSfEEYP0Dj4YBGZMvyo/AruykfAVnRjmqwn4DJMlyw7OmXpwqjqg3VKOUvmun5QcH3unBUlADOKOCVAu1ob2h//xRP28cdXrIusywB8AHcJ1xjsVNn27N1lW7dO+FZ5n21VmgCnfDHr5y1NXzznAh6NYHVh2Qpc2VRE26a4JLmTAispNBsSfJzTRJn9z8usoiguX/PlA5bQzkN1qWa8IdA2qUwl7lor+knkF/UPbwkeRm70Tfzu/c/7CZadh6JR9J0H828VlLoAmDt4kRu/CxCvn4CPC0gGgAGSPYn4O4ERXOrI3ze4xElpo98TfiUUmiIBsGHO5hbX7Hd//722TwDsS7/kCxgSCCywYi7wGBoSV9OkVQEpjfrSss1G3dcsri3Mq7/XvF9zMLE3OvIEyOl2NSZgoAhtyY/89JPXi1x8PXpZBXfXZzkVBTXi7ZffeI8s3w47Hdf8Uh0O/NiZyIaMdt13Z9cWz9vK9EmrXjrpR+iM5/pWSvU9jww6AUI+8BSP8AXuENIjo36xnnr07LlTXWlAoLr4wCcet7aAenZkyqeDBwJgAKlUtFMRXlAql+ylL73Dyc66rfvvu9duOXyrvfKVL7cH7n+Z3Xxwn2utPvKRT9rDn3pYA6+stfW+uLxof+fvvNYO37rHugLMH/rwp+zyzIJlNZhJpQXEFa5Z5Z7Opm3fvtMqlZyqN2UnT57SICRthw8fsjvvPKC+Y/bhDz8u8KTya2CeE3gvFUd9avvChdO2e88O2zqpAYrKNT+3arU10UYgMpnu2f0vu89KpZwtr3Xt9JlzIoH6jtpbOOaE9YbQhbrRfy/CbAKwFzaUdtNcpwaN0Lrp9PzybV8PAlOIOoAzNlmfpgwewcBXXMRETJfuRiN3JgyjiIXAC1umb1wDJqCX8HsJcREGGsm7VqygTsri4KI6ac5ay7M2po68a7JkU0WlszZtSycfsdmnP25Lxz9hjdOPWP/SEzace0Z5aigv7GCrOeNMtlYtpefUsOEL/9PduqU6dUuIsWYGrQ1WTH3ANInC9tcckLq1qr7le33TWbW+mG979oytnX7aFo9rpHn8CVs8+4x1BcLyiZZNljO+kzRcgIxAi+j6opjLhrqBxi7w5Of0xSt+j230fg0D03ZgjMTxtIMwYE1dX8y2UC7bzNkztmPLuP2HH32L3XFwl40VWva2n32nnTw7oxHsbuv0JZz7EjH1tnFyfCk9sByHliq+eDrM61RdHtfTWRc4+JEHwmJ5R+io/gEAHgZX1r9RURLLqv9FG6Qb1ssI8OUEeErjlhvdrvpUu+ipXSTKPk7oXjpmnaXjyte8tTRSb1rOloYj9u73HbWPfEpCU6CkkB5XMxBYk0AZHx+1/fv32vYd20Tlvi0tLVi317WOysVC4Ha7JVDat3qza8XRbXZxbtk+/tDjVmu17dKFS9Zb5QLwVshuVnSUgKRqATFDCbK+BNlA7XogkSwpGmgvIcG2/CQDAzQiCIOIFnzsbWOjn38TbKAP9Axh+M0ttONbDxd9dy0Ttwt3ZeO2Q3wej+KnTUR1ov89OTceNgJtkvjhHkzeBch4xvX2xzNh9KyPAenkST84XSWbLZ/LeV/gHDL6AztJFVhByIfSVH44l6oooDUuIT1Zyftuyc7yjE0/87ide+wTNvvUw1Y/d8x6S9NKsmbZjCJW30zSZ9XnCrL0PXEK9Vd2rkY2eh7WV2yogZK119T3a+ID4gHdmg2b+BFPXfXZtGyuo3HKovUaGuQtnLXa+WM2f+px5eNhWz77lOVbC7azkrQdlYyGp1xHpcFMsicrsCGbUx1zeKrvJl3fxYsLj1O7iC1T0gAP1QFYLV6cj4W/QsF13utvUFT0FelYo5gUz8zlSjY2NmGjGpyOjZXVfgd29uwFe/zxx60lgNrtiS5Fzhds2P0P3C06J2x1rW3T05c0nsqoLgSUOwLM/aRVyqN27tw5m59f9rR2796qNASeZPft2yuQJTK1h/bMM8+ovhOif96a6ifVtboV0GzqmyeeelJ1y5mEBZvaPmkLi5e9ifnmD2YlFMZdtZdsNitwRh5oe2oD+i1e17tpPnuzqQG7jg3HE4RGLwYoDllfuGx5gRtxKXU4uTBnTkBGkHi3wc8/Da5/C9hCsIROw7Nrm1wovBgLs4cJIQCChgChxZoIRmQwKaZUmLJEc5UTQ/Z1F+2GmCUL2FMCOUkfgeb6LbPGohj2tDVUlsXpGWtJuLLmSexHfE5cS6NSH9HqPZGAgWE1yhUYM4GuYDmPB5fpFcUJgGutWL8mhlxdssbsBavLVmfPK7kZAbFlS4qRa8Bo5axGqBkmFGDg0QW668DHCRTcazCZK5okXL5xb5nwPfRa93M3DsdLZD1M5CcG6bOlYnwppecbKtwiQGXF9BjtchF3sVwRM85avdGw+171gJ06etymL87bX37gYbv1jltscmqXZfIF4x5EDopM5hRxbVXVo0I76Aq597J6GciDHsN//h52+zlEkwdtRm4U1I0/yPIvUVVkfRsoT4Nc2Ya5MTN2zfk0d94SRYFy5aV77qQtTz9uW8bTwkSitcJcWuraL/3qR+3MjKDYWMmqdbXgVEWCvSwwWbSpHeNWrpQkSBo+tcKlxQPRhalGBALnK3nG1CZZjN7u9G2tWpPwGbrAAoQUBBRSnD2QV3ul6SIRacOyfg4a3zpCA3jq2cEOBYNK9BGKGkAPWl8/boJ+GPULtAF8630k8l+3hN3gXnVUhWeG77B6hJgOjGj3sUVTpDy4Opb8AxKCZdetHz3i+ZGJwBfXNPl3KjuHJHvDitoROykRpr6jkvgFSPviJ8l0QcA9Zecvzdjv/8mH7K47D9mXvPE1Aso1y+dTxgXTKcofSOL55nvi8St00GgLsBZEZnZlFwC76rfNtSVbm7uk/nfR1mYuqTtXrat+OWypzTCoUh9O0G/dRn2as+HkJrnWJ02fZGpQ/V7gKSEUn0zJba9Yc+G8rV5Sm7pwwppz5621eElYbU5xa/DmSyE6tnWEQ6iVBsdoiEek1G4CLWVjmnobEAjXYNKXW2hgC09jc8H6DIDCuNY/ahvofD/8iYeskyparrJN0QjMq42LVD79CXDiO/rqbbfeLBpm7f3v/yv7wAc+aKdPn7UTJ84IDHVs+/Yp27ZNg5VcQUBqzmprq1YqMdVs9qYv+QIBsqFdmr5sR54+ZulMSU2DY11SAshlK4vYqysLtmPHDgGuKd8pefLkBVtdXbXXvvYlAlV5W1xs2Ac/+GH9VlR/KLnLeYEisOjYUz+p2+133eqXbc8JyD17/LSDMXbc33Pv3R7H3HzV132FNa7eGWRFD9qB6LCpAfvcmE0Adh0bv3NPrk99iTG0lziRXuCL7eksMPV2qt7POi8BF9Y1BHDFR5HFiQAD03KE4zsEzsZgn97CfOiEcBk9R+t9nFkxMvTfxNAcnOl3MVI/akBggISGYtQwJ6YGATv8xG7voh8KKCEtwdpcW7Sl6fM2d+a4rV06qxHtjDUuX7DmjADUnFyBqRSHba7MRXbWLYdzLp8/YdXLZ2zl8jlbEcNfFejKcECswF5BAI4jGyrikH5khxgy0xCsSwPwsasxwJIr5srhnc830AP6wVDcuIeCRy7v63wJlxcnvb8EGzHz8FsAYD796IJSAhPtBdOQysOg3bYsu9FWVnyxLsJ0dGLCEs26/f1v+Dr7X+/5X1Yerdi7/vijtmf/HpvcskXMM2vJrgDpUG1EI+thRqNeF6LUv0qreD07bnggAxGIkMVn3UbfhALyO27UDljbh+YgMyLgNWHJvPLlOx6VvoTxUGDYLp2y3uJ5G9lWsUUJ+ZGxPXbs9LL98m89aEvtgXUVdmmtZ6NjY9asrtjenVtt5+5xycKBhAHXPnUlQNROVHlNlRkQwbS8X9EDzQRIVqstjdBLEnYlm5md8fw62OqrftXu2LmboMFFAhdQhJCk7YadusF6OWMjLwddtHlv66HM8bETAViFZ8Cb0wX/9d94pk/gEg+/K7x+Q5B6cPKJ6zRVHcQAzLVWMQBTWMACU8uAMDTPab3j75HwqeoBwIXqg+89DtwAvtB4e1yyHjeaG33e6zJlWLTOIGVnz1+2P/rzj9i9dx22N37hq6yrAVGxmPHT0TNZ1bGDRpXFQR12YBkNqtKkzS5tzo4aql/1ONC5a1n1K/p3CZtL2MrctLVrSwJK89Zenfe7Z3sCEcNVDZh43mBZZtFieYBsY/qc1S+ftzWBrfmTR6wmXjBoLgtktTWQGlqJG0AygO2uQJAGeAJuGbXLhsCeT0VXKpYoiA9RodSL0xAtF/QEdGnwIPDFNLH/LlpT59QrnIEKgqf5WV5JwO3APvzJh6yrQUZudEptXcCm2zMV03kcAIyNL6VK2V7xsrtVTQk7cuSogNcpa9RbNq0+8PTTR10Ttm/fLtu7d6ddvHjRlhfnBYjZBZ0SiHq1k/vMuUsOgNKqIzS17MpNMhAWsByK3lNTU3bzzTudXZw6dcGWl1fsvvvu9mnJxcU1e+yxp8Rfy2oWaIDRbKo+0QoL2OYKCTt8ywENjgs2fXnBLp6f88ENJ/jfc89dVhIAW1is26nTp9UH4VG0R1W76AhdaLcq6osyzjo2AdinNZR201ynhubojIBqEgjLjY5bTaN91iL4Wqxs1pmCrxkSsglTWHwJA4Yxd8VzuS6jaVxQzCL0Yachb1l1xkFXAhohzfooMRAX/LHle6xAk4MOeqALa+KXcemBEEM9H7RgnC2WKI4pu2g/xMg4rpyT2/MjPtJ0pqdyBB6uTq28ZDXCHc0nbft4yfZNTdj2Ma5MalvBmGasWZr7/1rLYtoa6S5zcbjclcvWke3X5qyUbNmomDBXKW0fzdruiYKNZvtWEVMupjuWYyTcWrFBfVEgkDIKEHL9DYvWVXaEVCzwsLEJAvJq63SABk6HyL3qnd9lfd0Z7zL+3RUb0glCEevTBxqV61cCRwIe4S3Bnclar1q1jATuiIDWoENZNFqWDFl8+jH7yR//Xqu3etYfNuy/v/P37aMPH5FwyFu1TZ0FocKiWTZqcc1MQvXDqjkmUBCosEUHFbiyoZwBjIQpSMWhOvaDRPUdZ6GHKRllIL1D+Z1S/rdaOrdNdlTNMWfJck7AcdFWzj5qncZpy+QFnBbbNlK8xT758XP2P/7n47ZcV17yFWsnWK+VsfZw1W69Y5ttm2IHoID2oK20er4uZSDBvrKy5FNj3r6hkvLHupROV7lOaeQuUNNWOdO5okbui3by1GmbnpmRUFI+pi/ZYGU57JAssoNQbTRTULEKAh+ULReVL2KFDrBVfurAhTK0Uj9U2k4n6Ca6BAF9RVAHSxyER4gTPnzrtPPfCIOXaOzx4idDu6M9qC97q9E3Dr6iuFwiE9bLLwsQctCl9txTX+1zpyhtSm2ZqSOAFmvC3FW42CqMAzHFQduDjkw1tTRIUmm9LeKH2xX4T6UBjLTkKO/hS1nFzVlrolVGgptBlWuaNKjJpwYCREzxadA1EL9pr9rUSNb750imZ/khywroj3PWWrmkfhwsz21Za2iQ2Vy0hMJkemtWEA+oZDq2YzznV6WNqG/nNLhIssmnsyYeEm7k4H7QlAalae5onJgKWtl+WnyPA2xHrJ8es16qIresd/3GpgYNIERpL3Ow1D01ykBWVuUcKl42GsAThypfRjTmQniWu3EQMmvJOI0e+vf0zsDANwP1GESoTYqGaV9HlbFSsWw5tdGnnjpqMzOL+kZA6PBBtXPRWTy82apZq91UfYinjZbU/JQDPxUf3J3xgQfr8Ki7Ukntl+pXVSwsiLepfzC1qU81CCv6tKHzFeWvo/y1VZ8AHLTHYeAR2kCtWlNaY56mT0EqT/ALntntSJlYw4cbvqOpeivdNJ8DEyi6aa5LA+MLNjDe/Mi45B+X8OZDR6k3grZJHXXYqBHEvwoMGC0Bl6tyb9gG0CF32Kobh30OmlU967tOVVauL2KVy4n7TBcyxQcw4xkmxCJmn+ZUB3QwIqYu65uxaEkCYezy6mUq1suPWj8zYj1GiWJ2g5yYIP5ZMUG99yUAMwKQbAFnUayfa8YBgnLzjNIY3QpElQSuylnuYBPTEYaTfNfIeugarWJ6aFmF57wkph+SvbqYcV2MX8xmKLDi0xpBW5hilW+U3yBksXr9dAau9zyLP+WO4yIOnjdYwsRu/B0meod5DQCfERMDVHDYZ/y7C0UX4AJLcmF6fu+k6oy1N0zXpttVL/vu7Vvs7b/0Nrv7zrvs1JnT9gu/9Kt25PhpK918h61WVW9bdlm6VBadc2LerPXpiikLgDDyd+Euq3YUwAKiKGhrfJrLfxfgQjQ74AhrplhE7gA7tVP+O5S/LRLUY7JMjw1s9dKzdvzRD6qMy5bMqj2lmtYdjtn733/S/vhPnhVgHFixVLSFlbpAU9uKI0nbtadkxVGmn+aVlzUJgJYYflP55QRvtTulrGwprVhQBjoqA0oTwaTakPXpEtGyIcl09JnjdvLsOas3G1ZfXbbe6qr3k6SEU6pQVNEE/jIlATJ2JXISVKC3a0eoDwCQ6A6N0Gp4P8TVu/dHMvQcP1xOw1/vt/oNOvv3Cu401u+UIwY7blQWyuNlksX3CkCL7ZWwIq4KrH7o4CsMmHxXsoMs+cuGaUiBMnfxl43bv3KCidOs1wWKFD39EAO45VBchD6ALtaAYCInGOIlfYivsvhZZPAItEFsvFF/ziUJo7rVwEdQ2/Lqr8VUT/16YJW8+nQ+4bYiTF+W5QakEn1dYK2gvo9WKwdvGHIuWsdBni+kV7/LK9OsSfMpacCpW3bS5gS2itYVv+lmR6yTGbWWQFgrVba26rur+u4BuhWWpRm+A5JBp5eFvHP4NTs6ZfvwTcCe2k+3rnIojNokPYIBLLUCOIEyTOsCvgAvaG5FIK/rcGyD0tNAIak+NXN5xqcMO+LNE5OjrpkCAAHWlpYWjTtNd++askpFIEzfc+XQysqiwJnqSWEAU1u2THoTJG7qjzzUal3G5A7Adu7cqe961lU/WlyYc5CYVp467ZYduvlmXw/GGr/Llxc8TxxvAcAj35CzUCgorqw1GqxRC0AMkAfQ3LyK6HNnoi63aa5Hw3gYBs42bLFFSxVHbGL7LptdWFLNSfDAGNV5YXqsleFQPa6M4G63nt653JUDHbGcDt6XQOsLgA0EuFiXwULXAMQk9BqrNmhoZCrXmpFlzYZGmH4vIiANZsSi+aTSFDOVpxivGKwAU0qAgF1QaLoGAEQBrGFWVkxwINBlAmCDfMWGaMNyo/LTKFQM3i9GFlOh1/tOG4SkWqWDMjEfXOev6vh+nIK7kYgTGGIa0cMqihANTFgEgzNi/Z0IYgtgxTINoQ/kFwv1jfbahoqIARhp8BxpHrASbkEIyt9dhVmXXBuer2UQtnH+ZMNON8BPGMX6Kd5oOhFsolFlrGSNhWmrlDL2bd/ydfa6V7/O0qLzD/342+2Rjz9hw5E9Vu3lrB0djBtAAxobZQPrIE9UdPAH8FLalJspsgHPShv24HmAVlkFE8hi2jEtAJYcsUR+izj1qL5RrLVla8+etfbCeRuvKGwmYW3FfbnetT/+4BH784+etuogZ5nCuFVrDRuTxN06nrdD+7dKmDCgqEkoMqCQcBWiv2IF0CUUerRtCYFutyeBxancXbVpjgtRyQAkoi3ZcKvyVJttu3B5zk6cPW8XZhf8KIAWU/hULW0OocMxGRnKI2GUkVXZOLrDz9kCjEEfbyPBhvWP0CbQx8GW/F27BZ0cwPIdiXgLDWGjZz+XTe3xSvsC2NB+AhAKhnrCRnFG9eP+Hg4tIaBGQt+1XLISnLQ7QBh9I4HaihpXWDRewEfe163oiBAFKFDvHOhJ06uUVXaF9zzSL0hVeQkbOWJLvrBRvsSHQl+S9ff4d33vfU//5E0fjvtzsCFf7AMOe4HRPEV9WeHox3F45wnwBqXF2Vy4DrapOw6mzao9CkwbWi25Pkhl3ZN+61O3LKzXcyqb13ccsEq2lB79CR42FD/jGh54XXtZLgv+5TYXxQ/ng20u+IC1q4EQF2EPeoGnsvYOdoNxh+UiTjkMvQ3Du9qAfkuns2q7PZuevuwAaXSkYqWSeKT63OpqzY48ddRGx0b9+I2bD96kvrIsOvZsZFSASOC0Wl2xPbt329TUhMCS2enTF7xeME8//TRV6+YVr3hAfaapeOq2Y9ekbdk6KjBVc1B1+NBh12pVa21bW21aq4kmM+8gEEDHrWz0Nd7LZfUR/QHIMOzepB1ums+NobVsmuvUxM0cd0gfEwPJTG61ujrwRY2isvl8YHJNjYzyXHURmHNsh6jNY6tRHRchc3ira8Oc2QhUCVz1mwCvFevVl8WHZOVyZINxnhdreZgWwLb03pY/d0D2a+IvADIxLhbLaqTLeUQSlRqpipEqW5wojcqckTRrg1zY+QnpYoSAM19YLH+mAtyfZ6aIcCXMHJwFCwcfwsXdKnKYPMIRoCI/n7KRdTAHTWBKbnm/YgcSasEybYrQVDzrYTfYT2vEGR14YagZYDJagngaCAQAGIuEqmzwC8/XNCQXC66oTLieP/nJJwhWNBuAvE7bNy+wViO5Omu7Jgr2o9/3LXZg7zZrinv+q+/5RXv0tEbSyXGVMyuGKkAuYZstskA+5e/rNPHyQoMNdCAf0IW8iH5ozNyi5WJNkOwgp98EtEyyzjpKa/aEtS6dsEKPaeWkgF/WVjqj9s4/PmPv+uA5644UrTA1ZsvVVb+X76bdW+zg7kmr5CRkSU3grjtIO7jqqI12uq0rlulyCSufIokstPW1cwJmnHyPxgfgQc20O10bUz9JSGI9e/6iHT933mZFrznWFc7POGBJ5IMmOZUGhEl4o6nVoKGvfNA2vN1gvX3wrPYn2gSgGt7X14jJhuuLeI/DALqAGMECL6h9fosFpgMv8hyVx8u0sS1giSv6VsGi8sf9G/AVQJifskU80AHgRWBcvlS8+i+4/BPNWMjPQA2whTYGwDU6psGR8sOu0Hi6ifzEpQjIBQ+V1cur/rvB0tZ6AkZYlklwerxf2O59FJf+qfK7yly08jLiXrFxf+c8t43PyVTBLVPHfhm56ssBl+rPrQZ0AYDlxXPQqqtdKRk0VRw3kRVKQpOWE+DKiG+leuJhPQ0y2ww0xdMa4m31BbNasEPuW2zMyQa3r9+6AmAcVsqAlmlIrwP1dWr3+Wajn8op8MV5f9R/RjyPaUM2jJRKRduhQfVwoDYk++ijT9j8/IKVizm7/fZDtm1qUjG1rVpftOWVOfX5gn3Zl3+pjY6inerb0aMn1D86Xl8nT560s2cvOzA7dPN2O3zLTaonjre4bBcunvbT7f/uV77ZxifGXHn66CPHrKU4Cvlxf6f9ofGChZZKJRsfl38ExPzUfaWDBi7HOReb5nNiNhfhX8eGQ0UDA1YXFv9z5iwmUsn17dTTD/v0W3Fk1BJNNFFiAwARgji7l4UBoz1xACAGzUgTBi3LkRThzCkxY3ofrhgLavhYY8Y6sSGATULQpyXd1aiPkZ9AAItBffeVCwC5LghlSZf4xficgaPmh+fqPxZ284LWgDUKYZQvlwDkX4wzHAh7tWV6zBk0oAAXQcD3xKnffSrIX/X7utBEUOg3/z0ti6BkqonpB97F4PleX3j6G+3zjCoAIYcNH0ThRGno62nyCpOlfKRPXoL4wt/lIOXRu+cffy8bhjgIgEP94YqGcT0xtSP6uhyUkMnk8vJialVllLsmIfr6r/5Ke/jRo9boNe1DjzxrBw7utf1To5aTJGo1myJXSt8qvDLiclRJUHp3VUfQKpTJPaJnaBdABmvIXNMhgOxbv9JNGzQlnObPWHf5giUlzERRK5a32LNnV+wdv/UxOz2n+hyRMM5nbG55CfxtNx/YZiPFlBUyCes0GxRXQqmi9MTYaRfKBsCAqVkECzaAE6ZjAfRc0J3xtJIOOGjjAjBJ2rmyqN9rxKvsU8/VRlPCc1UtSG1cf1mByRTrwHICXtSb0hkojYGAvfchPaul+G9hKjC010AfaOEZ1Guoa+XC/WJLGFrK+vQkYdxf8dLeIxIHwBRAkzcOEcKbBWkSjrr1/hHaqselj/0qGP+Ovkb7IDVoJCeKxzWwMmFdU+TnHkyVqZ/nOERU7wKh7//AR+zY8Wn74je+ym6/9WaVXYJ2GO49pWyhL9EeQhm8bYtmuACs2OUcuXWNIOH8PdAw7Dy9Qoe4L/u5a3oOfV+W9kVY5w0hHT/25qqdinrWe7hgnfDh3S35pJ7pQxEdnCepT7A5JYFWH8DVFOBCy1/nXQNJ+ftyjHbN+noedGricfLXd2GHJrsH0/bRh45YLz1i5S17/YDhpMru2nnR1adq1fYKI2V7mV9F1LMTz561C+dnLJct6Xv6nYCh+mOjuWavfNVLvYjN2sCefPxpm9q+3TeSTM9M2x133SkANGa33XF72FxTGbH777/LHrj3btu1s2QrK5yQf9yPmwAk0UeYmkTLViqN2+Rk0fYf2G07dk3Ztq1Tdu+9d9h9991jO3aMiz49e+b4KfvIhz5pzQZHi0wor23RsmFjSnPXru02osHV5JbttnffHt9xubi0onELgwT4WMSfXoShD9Lm6CXhT9Ukyxh6cxG+6LAJwK5fQ4f20ai/qOGCwvotS5fSluvVbe7CGWtrJDXKmhaNjPwCbQUMbDp8Gxo0PrLeecTwFE3ambcenEEhxLouzPywStbdCGwNOPqB4yT0nnA/wBeX8bYVpKnRYHj3dWIwdYE1vxKFtWMOyAArEeOPjFKM8sEoNRcYMHl013ur/snSGT3r4dmngtzGTBrGrTINKGOII0wRITqJL9ggAINQiAVDYNJYMc8oOf9v3eqdnLo/llxjVBYvDxmTieJhsa3nXe8IE//c0+SZP9KOfo/SD4I7vHt4jBMHK0anNF2boXpycMx0CfTU7yw497OashkBoLB+pyKm36s37d777vKLqx8WQ3/wU4/aLfu22K69eyxbKEiGIJhY4wLDRkCRb+VH9RHaCWXDkiMs+Y7AqsAAU3MJ12SqXIW29RuXrXr5hNUXzlsu2bVCkamUrH3ioZP2J+8/YUutnLUlINvpnrXVbksjKdu/F+FQlkBSmpBY8ff0TbOTtnpLQkTtqS1g3+72I6tvZVudvnX7LHBmaKFcep5Z3t5X/ogIK39ZP79K7QSwyZQlU4UMLAYa3WckpNtN2m3PCqMavCD0nei0yQAkqBOf2uQ7IvU6U9vzutIz3+BHG/V6xF/hvDERVr1QUUJdb7t8Q1tQWBZjQ2//VfWLYI+BlEJ5GG/ngJBIE+ftiLau370BACwY7LilTYQ6c8r4Mxo1hKTaj8+PyZJkSNZ66r+WL4o2+iJdtPf9r4/YiVOz9iVvfKXdcnCfA1W/2opvfdcmeQllUAb9PaxT5D30rfg3iuY0cb8QNvQJaBbCY+PjNK706eAX/x4s71gBrcjGNMGFh4R+HUBg6G8qP9OJ0FR9hkEluzQBW4nGiizafbRcuMwCqC1EA81hRwMKWY7h4B2+5zdiwBtFitawYB979BnrZsasvG2/dYZZkUXlFK0BYK73VplK5Yo9cN+dTvATz56OAJj6n9olAx0W88/OXLDXv/616rtJmxyfsuPPnLFz588LY2b8uq1TZ87ann0HbHxi1CYmx+zA/p22Y2rSRkdydvLEnD308FPq358SRs9owFOmWpWXlFVrNTt77pzt2n2TWGTKdu/aZnv27PSLuEfGcuprCfvUQ0/ZBz/4UWUvZ5XSVltdavrOyN6gZgsLS7ZrzwFf5D8xzjlhI1bMl+3pY6e836D96qmPssPzxRhv6jLs5KeF8kdLZlr7maNH7Cu+IgZg0JA2InoqzI1ixIORwpvm+jRUjXct/x8DUGLKx2oXbf7IJ+3S0YeskurZ9u0TVpioWFIjW5dQfTVkMdcho0eN1HoCXh1fiN23bK9qpaFGgTAmGLhrdSToWaTPYnsAFQIfzQsSTd8GV0HVkdh1xoGWQ18TpPiZmhLjcO1VVvGIKbAG48q0gCxTBq7hYMGz4gM0+fHnxEn6DMfDrqMBJ3Un9cxOJAGFoUDPQPlCkPk1SwMO7NTo0zu1yonAdUGktAF+GYXnO4Sog0zSUJSUgc4dE1NmIM7qJ7m7xGRahx8HvvPQhVks4PBHoMTfEy9ASX/OWMkHgpk/hK6P0PPyRZDwWySo+B5BxdCX8riLqCZSHvsOlNi92m+tWUrChIMoExwt4fWjtpDifkXRmAUyaAqIVwy+VhOD3LLL5i4v2s/9/Nvtg586Zja2zb7v3/1Le/U9N1mhu2CFpEB1ddHSJJdS+8iMSvCoPnwULaHkwFlxW1aW9Xxi2gg4pZfKUddKi11syeM2/4n3WylXtnyuYtXVruXEzP/qo0/bH/z5eSttydtaTwCK9mIdMfK0bZ2cFBkAOGnLqJ2m1UYKhRGrjE1KOGyxQoldYn3LZ4fG8QdoC5j2YFFyS5ajE+oSMCurK1ZdW7Me0+LdVQdj0DejdshlxyyGpr6cPKIN3+XV1vJ9zqoyu+WWPbZ//w7lo2eVgwf1acGGNREkPaL2XLaOBHU2I3o7kAl1jBuELQJfJFdwmhOCWY7XaQANCiMgwWS8Az+vd7VZPdM2OCnL+5sAoe/C7YUpLdICZAFIALwD6KR8oQXzM8doM0oLIY8h3bjdADrQWDuXAATS5hz4KbwfuKp4SV9xkM2hwMhwdKsAbdmWumX7ju/5Yfvkp47aL//099ib/s7LrFNfUDb0tfIyEC0ZArq2jz/iJb4Nhhxg/Lw+3wHM73EY5cVBHO1c5SB//qyyJ2QxTlOFZ3CosrIhwutU31LmlJ5DCvqf7z0O9Uk+4XO9OgtQpWTYMIR2i4Eh62M1SHRVn9NaLr9rsMjAsa+/uvo2x0yEJRPkkOUTUb+nnkiByk4WrVo4YG/95T+03ujNNnbgARtmJ61aV//UgIaDXZ1e7ExXGW65aZe19dvaWtXbbLtFn1btKWxP6dN90XBNTk6onZTs9NmLtrS8rNTCIvfKyIhfabRv/36Bqd0Kn7W6BlhPP3vK1mpNiHGVgQc912wT6Nq1Y8rG1b/A+ucvXLALF897cTA+KITm4qnUG2vGmJZm3deePXuU7h6FSvimgXMXztuqygLI4zYELh+PovkMhlap9gOvVkXRbjnzMCN6/cHv/w/75f/2n+zuO25SOw3n/AUAduOYTQB2PRtnAqoeMSxBEW/w6uLCSlX1OI3e6jPWPP2kXXzqQWsuX7RtowUb2zIp3DOqAaKYd6YkHCawAmASIOurEwzoCBKyWRggQsCnEVnTIKbEglTXtMjyG2DP9yQrYQk0F0a8y+2JmQRMAlNXp6Ezq2en/eBLNCWkz1oNgYW8BFtuRP4slGXtDVMKAAi9e+sjDR7kKhqsv9HJFS9jywQL/5VuQkJ0KJvkbkZJQJINU3P6XSNLmOZQDML1CTRtMaawMNmzF/xw3YjdaSTHPXSArHVtgsKwjsSneQAkypv/hjBxgUIcwUKTMLIlL8F6plRGwG8s/IJlpE5iCidGhoB2oYuPe+tZDJANFT4NzMnf3AzQrVqCTRAAMGUPYQCzd1nu178wfSYALBC2tlS3kYmdNrOwYj/9C++0vzxy2bZt3Wrf9c1favcd2mqp5pyPbK0lenUT1m9C37ylCgWVcUn5IwFF7HeIkkZGv4tGonG6qDoTo+6sztjiE39mu6bGbGl2VUWdtJaE+V9+5En78MNzttBIWGGsbD3Vw8j4Vjt4YLsAz6gdOLDftmybsoKETm50RECLtT2CqJJGaVkWWrNe0bUY0MIbguoA+gJUndYSFBKevU5XAKIpGbsmebtqi7PzNje3ZGvVui0vLskuW10CIyeBWCmWNEjJWbY9sE5zWUCtZXt3jSs/u61YzNvI9r2W2XbQlzMOGmovTK8O1b+itrCRRXr9XtNQv6EunH7qs777EQAmgQxA51tO+vf26oBACTIIAoAhmfhW9GaNomscNVhBS8Q1QIEUIR9XchOMazJZKkADJ3/QSukDTJg2ci2SQIanr4g4yqQ/MqkB2ajNd8r2bd/9Q/bIo0ft13/2++wLXnWPMOGyPlfZRTNAQ9yuN9rnG9JRH2HXI7TwviIX8KVnH3QpT0HAQpO29RMqO9n1vPIb7U7x63f0+IQjxz69DJB0tIvVT6QFDX2QyFE6LJ3oWrIjmq7N6Te998JieQBXX+3FtWL0Y8CK6paW7ivb6esqE23RtTCidyhioDsv7JSt5Xfaj/3S71ln5CYb3f+ADXJbrNVo+f5gjsAgOPep9qn7hvqs2iq8gbWw8c7BHoMr+Q3QyIq2nLNVg+3qG7RLgF0Wyk8IPDF46HOchfIsCugX0Yn1l9DJDZkTPWRZu3flHUNbg+8pLcqrd3aLhkOMsZjgj6VfYXznq+jN0SRhZ2ZGg6KsW74j/x2FBYTBF+L043g2po/xX6lb6lUvLwzA1E/CZzeM2QRg17NxoU8nYUFrAGC0zySHbGrkbwnWLmi0d+6YzZ543JoL5/hInSxt3LpfLBassHO3d0L1MIWHocD8ONcFYQo7ZhoHIdc3rsRgyospET9PiI4vQMZxFi40xDS4+Dal96RAGqr9ePt2WE+WsO4wgCumBeK1GizaTmfR2hTE0wUe0Jqxjmi0ot8RDjAU+SVkcdG4CRQ40/bRsZhPBiCEFQVUFkgT1rfIj5F0glGhXDXnQXJMmEnlEwOiefsajYjBuEaM7xCuMghIxeDvTiforchhfqwhgQbrv0E/mBdxRJb4rw3AGAlLgPp7oDsCFjbqdIdJ4yJc5Uu9uuAkTacpQqMhGguEAb5YLIyQlSAaisaeFZgpAMwBp14Bvamira22BE4SNnHgNvveH327nTt70o49fcbe8fPfbof3TKjtrFlJQ/5QRgSDRrTdtnVzKosyAqNH9KEEUY3KQw8F/SAgWL981mbPnbJJtYE8oGbHfps5t2S//j8/aR9/sme7D+Xt0EvutT2H77BbXnKfHbr9TssXlEZe35NXQCRTRGhLiHPIu8rFFLfakVCkXPmr/TmNEVxYtBjQKn6HAALitBM2cjjIoPr4bHnNVlfXbHp6xo4ffcaeevxJyeRp21rO2c6tY5bPKN5eU4JxYC9/4D59nrdiadTKU7uUx4L1OZZBfcjbiIK6+0IGpEN+qGvasj9T18ofdU7d693XNjKAQRMTry0CfNEC9WkAYGo33nfS8g3aL99kwp/ywnpDT47/PGnaN1FwXpQevL1F6eob30FNfBsBWGfN+qVx9dVxu9zI2//znT9kR448a7/9iz9kr3rJYVXDmr4VWEHLrTogpee172sZZV/dVYbflQfvu3pmAEjZ5edHrpAv5bWjvutrqPRTuPsVwCE/J/pGIy6lcD4drzbiU4qc58caLujo/UO8kAXy4mG9xqLSFPjxQWIAIZ53/ZFWvK7Q8yj45PXF1DB1Ljdo9+m/gGH4pQbAqodBcsR+/L/+trVK+21k3/02yG/RAKBrebUjBrCUieEDg7+SeAx+PZUnPhOsp7pn53pavC8DgFExuypSVQODXtjqHsDX5KRNTky4RowBBH7kn++7at8BnEJX6Eydq9+GivZnN/qN0jFTCM2peb4EyAVWGL7bGA9/vAP4OUcMQNTtsKteVgCJbgCAZtYAPrEx/fAsuyF9/01+TMasAzD5Mb0fANhvC4D91CYAi543zfVmXLOj6hHz6dPw8ZLticnkuZ6DESQCrFu3/tI5a585YssXz9nq8oKEZ88K2YRlxAgqIwXLj5UsnQeUCFQlytbO7hDfCR3bz68Rs0LoeP9RB2HqgqbRs451ATeArkHb0ko7I8GRFQNMwwQZxYvxhdGoGOVgVFaMTDklKtg3+XbBrtEUC6Rx+xLGbeWLq2wy2bIY0ojwx4iKOqryyrK9LlGSlYCFWfqOy1gQygUYJUWftIQZwCvZki8ATHkYblMeBEYQVrKMen2dm1gjucElZxTWp4pgToQDZBFv8KFz6Hu9x7+5EFFBqJPIvjAAizRgPmUidijr4kx+AC9SceEKofAnHAZOJxDGOpSE35OJgFmRK1qrrtAAknOEXVJ0TDA6HRlVEAEHAd1UftQaa/q2OGGzSz37+V98pz3xxOPKZ9d+8Pu/0e6545AVU2L61SXLqU5zpbxwUd3a5RFhmqTEPlc1MREELdTGUqJxZ8U6c+estnRRDJSTzqesuTawy4t1e/zYJVXXlB1+7Wts26HbbWrHLksVFANW+YX9hzoDZFWV/5roVrNa/bL8wrNxaKfyl2iJRXcYaYe2T3txxqw24wYaIUAlKFO5KUvKpjI50QEALxqjYcpxSbLqBs6vaJZqDVuZv2Dzp562E0eetsXLl9V2w3VFlULe7rnnTn2StrGtkza+TwOWlvLaYyCg9OK6xkT1vdEg1L3usLRTr39EH5Wz4R0XP8rFrk4BUQ4v9eunoA0/xwAAECfLep0AwEhFAWjbqhNysBGA0X68jfNLnJ7SBvRcE4D16tbLV8RTJuzCWsb+9bf/sJ0+ccre9Ss/afce3iUWUVeOBHTQYKu8pHRV276WkT+au55revyLKI8qM8+krHyFeLhCO2ie/VcVgIlq9PyOz7ydiC4+qAuadpZP+MagttpLq2rpTs1SuJzNxVpVgD1r2zQw7PvyhSivnhVSoS4E9pQ/+I+DeKbZfSDKuyzzgmjnM3k/uoKbGnoqUx++qNxpuGE/8XO/atX8Hqvsvc+Gua3Wbqn/CExw7RqbpjoKSa9hjVmG8vGtLKAaYNZVYdoCZB0hLwAVMxIplmsofnZFjo+NW0EDZ6be0Zo5eFI8TA2iDUs5zybvGApHBYtM8KcN7zzDvwA8Dr6c7tFPV4XD0M74XXWi/upTpXznH8BPiVs5VF7oj0TXZYAUx7Me3cZ4wzPtsw9AVTnxQZt5NQD76QiAddXPKSt1deOYTQB2PZt1AAYzDZqaAA+GYgUDCcoIfPhoGiHGqeOXrTV93uYvnbTF6bO2dSRj3eqC9VvLNlLM2papCUuM7RRz2WrZHOuz0B5IoBMxEh2m2UclrUfZbqJrnXRH2WDkGUafaQGwFJsBlK4fduqaGeXFOc+I8kEcvMNAe2IyAhNRzhWrP/dSQzEydW4AWErgMC2bqIgPjlomPa4iKx52xnFEAJo0n97Q5whgF1R6xqojowVj7DmQyzRrejCptNGgAcCgoay+F3uRjQEY3yFQUbmTLTEcL3T4DeYVNGDyE8PgnfD6z8PG9tMDMMWrfDtD2WBdG6KCXAFgMEqi1TcUiPLxCO2crgDcNVXzmu/MSrKovKuRNL9rJMp9h8l8TgxxYJnJKeVJsKmpmCVAOOMnlRy15NYd9gP/7v9nR08LnFfX7Lu+61/aF7zqJVZJSWBV5yxXVN4k7JhM4aLqrPLCOUwIRddUNZdtbfqUNaqzanMtkT9jjz+1YDv33mFTu/db4ZZ7LT253VIcdsoUdEWCrEwh0NBqcDC3Yq1GwxoSSi21w057WWSuWklyJ8nZX4mW0mIKvGu5dFnPaF6oC0iG4BYMlKDjAmn+0F5wHlS1W7b6oGL5bM5PGS8XK5bLFC0FHQojNsyPqdpVtqVV6yiuTHlUJO1ad2bRnnrwIXvoox9WO+7bxETZbjq408YnyzaxbcQmt+5Wn0IoQhfyQQXJuJC7llE4b4w8hnr2TEMCr9f4XZYF3xqw9Noc6snp7VHcHgUAQG1dQh/LcSEAMM7B8sicJOHvuQCMX+L2520sAmC09ucBMA2ceqJTP7nFzi4n7Fu+/Uds+uw5+/13vs1u3aO+ozpmHSYAzO/8U/nX23Vsr2E4/49DTt2gAfJ8EZZ0FYee4o1BvrSA3wUswnpTDk8WL2MqjzbfhU4CgmhmxUOaHepf/bjNYnku6hd4FR1z/Y5lxF9S3l4CjxhwCKqEOeDHaSoa+uYNpe1niAno+AYA15ILZPrifr6Rn4OztA303BUA8ltHHAQlLTsUAPuZX7VVDV7Le+4T0N+qdt1UvnuytN+BtUV7WsmIQGBW+aGPtwUeW+qzXFDBcdO9YYiXw1lJq9nqCnhN+JEUJa5nE21Y5wgg63cDGEpn0xpQA4hFRVhURFfqHRumIDGxCyHUW0SzsA5Qg3HFh+bt6rAhHo55gZex1oyBOO+AsfAe+iDxtNQP0Yils6ITaUTpPzc/4VlP4ru9FFO/and6X5+ClP8f/P7v2C+/XQDs9hiAkU7Uj24QswnArmfzaQAYhp1edHxu9HdB2WNELUbGGoyBGOjytK3NnLb5448JMK0ZV3ewjogrieg46RyXO+c12ipZrlQRGGOKkEXyYgp0LKamSExcdJASI/G+pbyI0fnOInUnH72zpgELIFCHTTOqhFH22so+TFOMUhFxGv1QTNbPc1JYdW+BQFgW8dDpZAdMuRTEOwsCYQXxTgkACQpAmlXGxBwFaFizQT6ZxhQTcwsDjYRNf4AGh/VMoplo5BoD1rIx7SjaMB0JU3DNFowCJkz6Tk/e8YeFSmAgcHnHn+dYWHq4YOk+cRdyIRW5rOHhPKkAIBQ/god6RECrrGENmMrO73yORQj477xTj6pPH9kz6l9VtdZUh6JnF3qHKY+UGHMyJ7pUKgrTt04vYVmAh4ThEBXDMGf1Wtf65TH7oR//OfvYIw/Z+JZt9s//8ZfaV7/pVZasX7ZiSsKDLfhZxaG8BcGFTVlXAq86d8mWV2fFJAWoAOSq5333faEVylssXR5XXUgwUC+qpmHtsnXq561fP2e1+WdVBxoUJDRcUPnYpZtNc/G2UhFY9tsP1IY4aNKPLFHdIKCYbn+uAXQBdKE19EVI9BIlAaucrwnrd0SvHnWCJqEkgZu3TGHCslt2Wn5sm/IoUDZQXpni5HDaWlO4tmrnT5+wT37gPdbtrtnBw3tsy7ZR2yowOTGxS82tIJpLwEoY+zo01wwEE+fQp5TpDbQhnwuUUT0rk9GzrNctfmrvzTUbssNY4IEddn5JvoNuWdqya05p0wINIppPWwKe/E/f096iaN2HTz2J0G6gk0/3qS3h+jN92ttaFM+waf0UB5RO2sn5gf3b7/xhm74wbX/62z9rB7aPKERLXVkDLHiCx8rn0dOncxWyL/DVYc2p51BZ8FzpGZ5BNhQ0Dq3GFPgEWi4GkEwhqn31OXvQBx111WtNbCSAQR/EAbLomtQF3VFR+LEOKl9GNEOLQ79z7gQAy4RNGQnXKspGgAdQxvEVTH8yUCOn3gkhoQ/oFLGCDZmD97qRn+q316/Yj/3Mr1uzsMfSW2+3RHFK/SMMSuHO1EVX+eDaqmR9NWiQaaf6tiu+1FEA2jf3b+LyG5rcyYmtNlLhDLZwnRFTjhsN/sxQMFORVb5VsugXXGgdAzDyCr2jZ7l+oK1rjzmRv2Ocvp/LxiA5Dkfb4EncUmCRP+jKmji0bn7emfuFI2AIyxpg/9ZNFI8bnjHhfSCei0YSf980pTylyZdo/Hv/8532q7/yC3bzgV2Wz4lOkhdc1XQlrv/zzSYAu57NOhigd1wBYFQYvjTTYMPokl9Q46f82iAxtaGEX33OukvT1rx82pbnzltjbdHSnVUb0e9ZRnbqoHS6XrvnYCyfK1i2LCYsUCYPZ1amUV48kvQ5DRJnNIa6Xq8cK4EXTJVpAV+879MHEuxy/bwwFsoCGngWk2E6LAdzE3NxLZm+5aLlMGWozoo8U093gSIg0MpLeEog5AplS+WjnZUpdlcqn2m0ZbKW0/cAHcUp4e6MCBr6u56d4cBMxBQc4PB7AGDQzwGYShJKo2fyRjhn/JEfv3m8wX667sNom1EugsunkZzWMF1Z/caC4wDA5E8c0BXOhqCOhHXYHKG61IifO/X6zboAWMNSaAEcgClvYpIct5DIsWBb9eF3GwKkJXgkRYYCR9X5ZWuLXlwF9V/e8U774z//c9u1fdL+7b/8p/bFr3uJ38uXI66GAN/4hNmKhCG7aQUGZmdmbXr2sl1enLPxbRN2+713WOngXuVLo/5cWcmVBVJ6tjhz2aqLFy3Tm7Xc4JJG/xfkzkg4CnAwRSohkFIbVm5DWZFWyqHvwPL2LYtRdQzS0Po5hk9wVBfQ3C0+opNapctN7xw9CboefaUggVe2bqokIZC3euKgmsvdtnPbLsuW1G6YCpRwZxF8Z3neZk8fs2PHj1ir27SpyS22b9de275zl5qx2rGMA5Br1rXyDfiKjfLjzYw69LaCZ/ydADIHG1OvsikJNh88qQ5D3QO+AApYtHyBJpQT4OTPygPrwByY0X6cjAAt1bXCXAXAvB3R3kQh9TXK4PEMGhpUFa2X2mLHZzr2rd/1g3bx4qL91bt/yfZsUb3r97baWbaENlv9wRO5hsHf05ArO2DXLChc/Y2cO6iWj7dj9xA96Ed6t5ZAVluWtX8C//2m2jdncAl0pcQr0A6iFWMNKkfjANI9EsoJfSyv9q/0WDeqNh5uaVDa3s84HgKgxTNgS/1DYIyz3oCELHhXQBFTNNb3TmfAVlp1gcZX5bce2lu13WbV2m3ZbsLOL2Tsbb/yUQ0+HrDstjus1i2oGQ2tnFO7ZupT9cJwEz17RvRj2QNjAmEY6yqtAMI08FKeMvmiBjCjVlJb5Gw4bzOQSH/hkf+9tvQUfHhLqt94W3+OQXuGlrjdEa31EUCJtgJw40sAFbye9oEm63+XAYChAaMI4npezrT4bl40e9fvvtN+7Vd+XgBst5pFxzVgnMhPfm8UswnArmfjAEzV49wLDU+QMbhxpcVdCRdLSAQS05Npjm4YSGizu1Gj2mF12dYuX7TGzHHrTz9l3B+J9iAjAVDUqKvfFtNTh4VxsCg2w/SYmFpucrvkuQR8XoyO9QqcXM/xFkhLQT7WMfRcoGqEBvMCfLmgFCtiigHmRs4BYz0AmdLoi6n6zqTg77vBPL+yTGsy6gXAKQ4mGFvJsvXSGl0rP9l8RaPzUTHVUQ0ix4UNJ5WvCb1LYKDhSKMJpMzKEwQha3AlRtyKSzkL9BPBWOlEGRz04at8+2JmucFGQM5HmBH1eY/sp+s+gKs+wkCurwNxwSDGzwgcRqRnxJOff+RTtngrswgDF2qKQyDH1wkJFAwlnLoSBGmmrvTMNvue6hiy++GqpAF9cgKkSdWRHx1CPpSKBNT8Ys1G9t1isxfn7Wd/4R126twZ3yn4n3/2+2zfthEr55NWYC1fW3RTHXcFjM6fPGsnzl+ybXt3222veaUVdk25Rm7QXrNkuWfVWtXWVtpWbw6sU+dcsGXJrxkbzy7aRHbWCskZ5V+AIyvQy1o111SCsCKL8BwgsKkDrMqdVplg2G6ouEBfNIVuRO+w3gWjtjZsSCjpEVCHpBMAGw4QtiNq9RVb62ZsrZlU+zlsqcJdllObLmcSNj5atOyEgBjAk+8FYDuLK3bmyDM2e+6sZHHH9u/fZ1O7dvkhtuxQY+rE632jcfBF3sgr+QIGKQztGj+mD2lHAnJohDvdFQdfvplFle6g3+ucdgGAyKrOJDzltz49GdHA4yM8SfGfAxLeCc+qvSBgPyMAQ6OaURsp7LTHz6zZv/n2H7S15TV737vfbtsraJIQ5HU1A/UnpefJPdd4PshDZDFMP5KW9xHoCh+g/9DP1a7o42i01M4SaLwaVXmxk5XrfVqiidq6wnLXYyoV7pgN5VNcaPZVRniPH2mDTTJIEMBGA8t6NaZvqQuBa9c6O12hgSz+evaDW9P8pnzKf6g2w7mGffKAlll9jEu++wx4mPZnFzIcSOlV84fsP7zjL230prttOHbIav2iVQRSOSeMNbBt8bam+ERHxRccdJ7CERfxkSTMYqQ0cM2XK5YvstxCdcbgVXlYr2qntr6DrO638V31K79Y0brRoDUDbF1ZDgE3Y/E/GqzgFx9izPqyz9Zcye8LG9Z/9ag7pwe1oHyIRtzI8r73/rG94+3/2e649YDy1PCdlkn4t5f5xjCbAOx6Nl4zUfVEbRIWH7P54AYbPxMMdoNY8L1xYvZcIOvXjzACRSD0VoTHpm1QX7Xmwpy1Zi5abWXRtSusOxr2mmIqqLuHxp1tA42sUO8703IQkbGUGEg6V/AT2bP5kjiOhCmLWOP8buxECCPXeih9hKdnmhwrjECGn9mjNLkuyXfdob0SQxvonVO7fRQn5tvRyI31BwiWcDVOSVkRA0yPKB9jys+Y/MSY6cMcdOUMWHmK803aLpAihqzUmLIEejkA86wDi8gb+cQqbboI3zpKit4j+4IAzNdOoMUDfMH8A+1Il/ewCzICYL4iOQgJt/qNaZew8ytM0XCPZ0rgi2ME2PgQpiGVL6YKYM5i7pmCaIB2UACKYws6ibaxw6pYnrBqlXskS1Zr9+2dv/3H9oGPfsrmJHi/9y3/wt70Ba+xUmvRUqL3QKPzRz7+kLUEGu79ojdYZYvALvWCZgphaHVbuvyENRpNq7e5VmqbZXPjlhVzzwgUdetnLNk6Y8XUvBXzGgCk1mQFul2LqnbiWkfViVs9OzDTM3UisD7kCASVhz+96TfoT3tSW1SdOM0hu8qWSkqYA47ZTubqBoVLjFizk7Nar2i9HNOk2xRuj9rSpPU6q9ZpAAxXJbR6Vh4pW/ngrWZV6leAo7TV6hembf74U3bi2FE7cOCA3XzffdZZXnYA5muiNhjaDuVAQPpdpd5u9ANT8oSlIwr4DwTiOl0GQ3XVC9ovpl8jTZZ8Q7uMARh0ok1CayLzwkZWPR+HdHlwb9W1QAh5eVEATABjyBEwI3vtE09NC4D9sI0UE/Z7v/ZfbSzbVV8aCidVLVcQmP90hrgxMT28H8gPQnibBXSxKYZBnfo3U+m0YQEdrpZCqzsQGONYA3Zg+/VBaALVz/z8NhZkqz3FGmOPl/bD9ByAC20X5YJm3q4UDouhKXl+sLHRM3xEA4xOq+HaInZc9jmUV/llGQXaOHiOzyKozQEEXUMp2xFTWUzusF9614csufU2Yde7bbGR8jVbAw6rFo/tqb4CB+PSa9Uvmi7lNyPeyFqqtHglZ2wx7Uhdwdc6smnxJ6+XF2HgUdcCP4As1ngBsDCUra12R19xWqqefA2lwvkNJJ+NUfrXAoHXMuyY7PgAnPbMdwJgytOEBkDv+OX/ar/9G2+3fXumbKSSF39albtFYV8cLf5PMJsA7PPBUEMIWgcGwcRvKPtDBYYuHHct3hhdh8W6CuEaHIzeh5ybUxNgkoBLSMiLSaIlW3vmCes3Fq29tmBN2XZtVaBszSoJMVAJDToQzDEr225q9KpOnpZnuDhXQVI5S47tkjzNi/FwXU5BPJKpAQldRq9imK7JcFCktD2zKoWYEOtrxCGUt8gCeJgmQmuFZbqo17AOViP4Lloz2BijSMWdFvBiJyVHCvi5Y2JyzsBJm1GzC7dI0LuFsQftnU8FqmxhChJoixvlgfzhOmBUPv7aAAwNGAxQFmECGKR2JCzWpyBjDRjS2sOIMBI6YSG66I72gJ2uEloAML+3jgXKHQkR/YXPFVeGC3sFSGWhN/Qd5GDCcgW6MmgJuqwtSlk7mbef/e+/Z48efdrOzi/Z93//t9ob77/ZWtVlO33ihI2Ojdmt99ylOCl/3SSZJaTWrDN9ymYvnbTSYEHZFI3zey1ZPCgmu83avqAZgLAm/DsvHM29i/NWznH2FlMMqn8XlgIsyi9rnLx5rgtPJk0Vp/6ea9gFRrVAb7fEoE/QVnIQJuviJM1s2E0JfGWsl55UUbdYOz1hnWRFOCBphX7SKiUE7mWr1k5bs8mBo1w0vNUmb3pAdNurOAQ6UmovAgyd6Wn75Ac+4KDr/te+jgnu0BauMvQ/1akKEq9j87bi7QIQomfVU1ego6s4E1aVnwCY2hVUCAAMS/lVZ6wBo6066Aht/LkmaDhEo3WrsAJUTK29KADWFwhklDK639738eP2Hd/zk3b74V323//zj1t+ULVCJWOtxqoDMKK/RhYUH/nzCvFX6gStHutAfVqRdV2+M5pnpaey91prasPwnnCWFAMD+gbHMnBSPG6SvhrzCLTF9BfqI6U6ZBBIGeCFdNisygataRv0EXcFoti0ooHEsN20bgTyuLmjL5f1pxyGyrEHSQGSnPgOu/v8aitAHe0TmsllqpCdik2BtXpH4GVkt/3cb/6ZnV0r2kve8A9tsZb03yo5Wq3aHgMhlaenQUYqV1HZMuqP+egoCQ1a9bu3XbUJPx7DyxL8QkdQ0lHbR3vltSV/NlpAZcBLkAPPN2i3uIqoLYBJvFmBMde+6ROAWXwOGWlR9s/GkAXV0IsyPQXs0ib1hU+fqiAAsHajar/69p+3P/nTd9nNN+3W+F2/K69Jlk9ENLgRzCYAu45NXDGhOdLx4s4XfuF/uikG0OB3PkZvLn0RDuqBdEj/Qj8TuqOf6vLIamTCQYUcVcFVMoN+TSM/pgLFJBsrkvmsO1q0zuJJM4Gx1uqS5L5AmUBARsIlK3CQFTjLCpikUdMncrY0GLUeU0tiLBrriAEosWHGhTXHBWRk07J6sH45r5F42rJifj5CZAqBKR24BhaG41YZb3IwJnkTY++yI3DNet2qNbi3zcut1AS2sOnCpGROwZl5WmCQ84yciXu+EG48B0bLCe9+/5/oEWvAgpELaHVhyrMsmjmQkvvpUW5gjcEQR2w4yoo1Jw6wiB9X6TEFwg4w3n2rPGEcQcnC+F34yPU6Q6AjVJi+CtekpDoCYPV51yYMBMh6EjyBVKprga5URkA0NxqmIsX0a4OaZTn+vVoXCGJiRHRv9KyrMEuSj297+7vsTz70CcsUU/bd3/a1dvim7bZ/z3bbvmub4hGN2qJ7f8X6yyds7fIxMc5FK+cTVk4wfSTYnthh/eIt1s8LvCW3Wgsap5TvRE0k47aFJavYjBXSAo+ZpKwyq99ZG4Kleh170E5U5kwvLUAVhMVGgzByWotdhfoWc3cYozglJJNdxdmWcBEA6w6K1suMW0fgq5UctdYgb/l+08aUn8RwTgD+jGh6SW2jbl2Bhf6gZPXGqI1O3m2TO+9RFYh2AAnVSbXZssuPPyVQ17Vbbj4kGiJI6HVRO6CPAXDkQ6NAk4rrr+pbfuQEwr8bptd7w6p+Crv20irvugaM/uptU0AX8EH9K3wYFOhn4lO4ILT1EtHLLe0lU1KqtDHC0oYAL4Aw2lsMwKJPhmh81O4EKP7orx637/n3P2Wve+U99lNv/X5Lt1esPJazpvp5Pl9UeMVFHpC6ZEXf8x875MIAoW9+HyeAhkFRpElCk840E+dyDTRg4tgN2isACfoNWMdZmtBADbBCH1XZEetqv+76WYByaRzqr4NkKYBw4u63FAfgSn1BAzLiZmdkj/QGDYG8VX0nUE6+lT+0kqKExwYUYBKAQ139rFl8BQSHqmum3duDtDXFr+pqR2satNRaXIM1tI7qZ1nu2cWe/dGHjlq3steG2TGRVTCaIyOioy96ojc7iTkOBlUcgNjvNYVulJvBAryAzJA/8RWmIdcNz/4a6j0GYPGz/tNTeA8BwzNa9hENmkb9eq2ENVm3K5cdpKsrq9ZttULdC4ihCQvm+fGEZ8wL/KZ8kw36ZOQhe63vVDw5gFLat/voZ9r0qmTJP/uaf2j/6l/9C6twwLN4e17tIOlLW+K4/s83mwDs88rEHeeKubq5P8c4CIsMAaLAjm/Co3sTygWK+yJYZOlhMFgAmcHQ9EzHrbN2Y80ai3PWXp2x2tIlW5PlhHG2iO8cGbWsmA6aBcQj4KHdrKnT9ayQA2Qhk1oSaB1bE4NCIxIO/RPTAkBJcDBqLJQ0+o62ZHuGR3foQ+WJC8HRLPghO2Jea8tWXVqQAFUaKiD4JZ/VKJB1B4qbOJMCY6l02dLZCX0LYxTzH4rRI/CKGrVmAa+wE6ghA52cSSky0scfV4DT0/YA+BNG/0vQumD0cPwEWGDyQj4uKAFHCJKklzMISKgOMAuuCxz3J4LIhf4YXDQGSiftGjCu4FE9MNIXGOVcOD/hWrRjcXKSDQn5MWPTAgDTjxBBG4FGhXpllK/HZrJsufFd9q3f+yN27OKMnauu2E/95++xv/vGlwp3LVmhstvs8qy1T33KWtVP2MhoVeRfs0x5zDr9ZYEvzgDfojT2SkbeJMGzU2BHANwEgERbtvpn0gMr9y5L7k4rb00rVfqWzgs0mkB8ge3uqsMBeZSw0jcAEqgXaAItIoOGVHlnTaCf2i1AwBRsWsw9YSMCDBlr1POqNrWbDKBLwlT10FUb4Vi6EYHnsmjVbZ0TGU5ZLnHZiplVpcLUt/LRK1u3O65kmIbca6N3f4HSL4SpyS37bfHUtP3Ve99vX/y6V1i6s2KlgvK9clnAQfkU2B1o4MBdkr67jjqlLmmrtTUNZpgyZnKq44ePxqCdcnpLUdtIMhhQbvDhFwyrPr1N0RZofzHQo31Bp7i9yGX3n2uGWHOFf4qbGIo2yIyoqVdsSf11ZCQrXFSzSn5SAGhcXblnH/z44/a9P/Jf7JUP3Go/+eM/aqMFlUFgn52qvstZ8Q7qa9bvCcBPjll9bs6yFdFXoAWtdabfsFxHfV8gywEnSw1Up91u1zqufWLzjQZryqcfu6EyZUZF44kDotsu5V916X0q6tcsZUDz3VJcbblt0VmDDjTzXQEspg87AsV9XybBuVicKTX06UvkPNcIJR3UOCdzWqAZHIiHcJZcSgOylNq/4KPAcFLjkoG1ml1bEWBZrTat2hrouaOcpNR9BLA4U45Wou9rAlZLzZ6dvbwsUFG2u176arvzrpdaeVT0DCVTWtShBhH0WYCK3q5lCBUbtG/0A2iGOKb9xFOJs7OzqrcRm5yctEajoTrjkOCwlouwYX2XyDkx6Rqwd7zjv9tf/MVfeJyrKyv2oz/xY/bAAy9T3xBQVZ78GArqiPT1XchG9OAO/8k4//cH2eeHVQtbf75iNr6HZ1rwlW6sOojgxoH9+21yYtwKGhw6y1PIYELMN4rZBGCb5gUNBwN0rSH2wp+Yvjo8O8P8ol7AWWtJzHHBWo0lGzRWrHbhpEDRkuTOsvVaAK+u5dOc+6JvNBpLp/qWk9BiXQIjP0bSvnhUnVUsWvxSDHPAqdGCL+Is2XzeclwcLLDAgYWMktJZ1n+JQdFz9buDmXrN6hrpddoNCZBFZVwjcOWfgwPZccSRFhmBsESCUT2Lr1nEm9coVkApjZjTSJX0EV5y9aXCyPqz0uGZM4ockMqs9xqJUwkMmKCHczUaLzBkNBB8S7x6lmXhbQjHeyhvELwIUMIRPrIbuibTFj2mfJnGqi9ISEngCQhwQOuwz9oiGD7sHm1CRYJMQo5jJfJoRiRCXHsIgAzhGNFnylttdrlpl5ea9l9+/Y/szx5+0LZsrdhP/8j32xe/+qU2f/KTVmifslTrhGXT85bqrYlsAjkIivLQOhJIg+GohNk2CbMptZTtkiY7rJsYCyCMaS7VZUUAPtVX+0isqi4ali91LFfoiQRoUSicAKHCJrj+CBChHLvxAYTo4AbYIpGqwYHf0KA/pmbRrPa7JVtZTksAjVi2sMMabdUpdE2rXaXbAidtywkgZNvLlhrMS0zOCHcLSKSgn8ADAL+nePpqZ/2CtQGVI4dsZN+dlqzsVVNSmVWKZrVlTz/0Mdu3rWKjw5qEh/IjkJX04zsAv7KqY29HFEwDEvpEol51UIMGtUuRKE1ULOScA7ZIC4s3pccNGg8ecGl/EUjXu5/1FbUXNLj9lAYwrFli8MRHLFDPTWqQgzZQQCw1sKwGG43ZiwJZUwIePStNTtm7fu9P7Qfe+ov2rd/6z+1rv+afWkF9kzPK6LOc+wfYGSvnRGPVXV9ASLXKdTsd8gIAE11z7UVLtERLpgHpy9FF6pxNhxKZ/so0X75SsgTgixsRBnKHZRuyLqy96tPbrBljLSqDjWGPfqVygCeHTQGrqq9H5UgQAAhlJi2nn4AFLZ8/CJtQe/JTEvXcUh64/7anwQIbheqtntUaLblta3XVhvITVhfQawjwcYUQZ5/11W+F++Smfd1WsTLiR/WUp7bb7oOHbfvuvVaucG4XR+NoQCc+AvjiO+oOE/XyF2UQwTGYwtAeqNee+jv+lBcXv9jyG3ZOgHhxcdHe/e532xNPPGFnz5611dVVq1Qqdvfdd9tb3vIWu+mmm5TXksePfe4xF38bBrAYA03Kg4nLeCOZTQC2aV7QAIxgupyuheyA4SHD+62WRnliuFm9+I5DWQ5SRDOjkXNfI+3e4ozV5mdteeGyGOu81VYXrFGD2TIS7tvdB3ZJJnE2mKCKGCrrFrodMcZm0wp5pisZBSp+gbQeO6bY+af0WfyfL49arjJm2bFJCRrAlIQfIzuBg/bygsBf03dycbchsxuZTBg1siMxnRJIYUqSdVKpkmtr0ED4bkWV04Wd4gsgLBZ6EugScEOVNayriw2CIoBFZx4bARjTE58NAIMhb3gGqKbQqjQl7NYBmAAEa2xY6Cxhw0XpgMwUF6HLDkqjSkv/vOIAMIpTArTalMDR7w89dcL2Hb7Tdt55l/3of3yb/dm7n7D6Qt1+4Ue+2/bvOmrbJh+zicoFSw9UlrroV9BIu75k2XGVL81ht6MStBPW7I7JnRTomZKADhcMcwE8moecBGtWdBsk1mSXrDTSt1F972DWaatnwBeAy9kRFqNyx8aHyfJH+yXXz+Viqq6TsLXVvtVqOTH0SdXzFqs3BJSZZ8oIDKSaKnVddFuxnEBgIaO2lVqz7HBJ9Qj9VkOcIsuwx4Gd7B8etbXeiATymE3d9mpLje63YUNgs5O2hmh85EPvt9v2bheI66j9CezWVCe0D+qReBAkPZVX7Y+p80SrKgBKGAlZ6ntDsTDr9f5cw3R8JIyhkU8lxm0GmkXfMcXTzpRUZG4w0GCANpws2nK3YL/3/k/YkVMXlTcBriy7lNvWaITlAi11psXVuj3+9LN28OaDtmfPbgFUBlgNhVUafXa6Nu2mPTvsK77wPrt1lwBUoqU+KmCJFklko/9mW2uW5rYGjm5QOXsCPGiQ0DYl1FfTtEH10cQoR8mo3zVUJ4saoK2uWVuDtE63KrqJn6h/+an4KldKgIlT31NoqX0nHVoyh1iygVZoyjlCpyVh3vC7C9llarZcE//hyAf9xuGnKLOFtfyMvJYyzZFxHAOD1vDCrOpf7SibL1hF+SuNbbEt23bYhOzWHTtt+449VpqYsBSDOBaz0w4FLhlcOW9gykz9AMDnmjbPmZqeHnxQ9CJMDLww1GdsMbSlWq3m9zKOjamPib8ByM6dO2e/93u/Z3/0R39kZ86c8fBLS0v28pe/3L7hG77B3vCGN7jWjEX/fB9r1JwHqv38bZsYbMV54R3+FufzRjGbAGzTfEbjDSRwvmCducjwH8KLxbdMJcgyek4VBWxc2CMMGKXq905NuGFBYGzOVpZZS7Zs8089qBE06zYUTvEwfsyJ8ZfQegkwcQwG/I5zzbbku5ZmV6SG1Jynw3oNljL30wUrj2+z/K7dlhYoGzbalqgLNra71hVQ4YDNAevGJDhSjOoZRft0hQCPTxeNSBhJOCDMmZrDhemTGxd42JjZAsAoU2COsQliQcKQPxinrF/CTByfKwCG4Z01MKKxCzvAAwBMZWQNDMd7DECoEsMIPz9qoDRuCQFbP/lb8XAXXY/ySNg8/sTTtve2u2zqwM3WaTSEZfr2kz/0m3bk45dscfqoveU7X2qvfu1FYdGnLSXJVkpvlUDcIdKgJRCAEUBOpsfUHCasN5iQQB+xVrdi/aTqwRdNhzV3Q0k/pooGAkJ9AZ98id2HCcvkxHAhtwSKgy/UJVfRlvfIxEJDYZxlgWISBastdWxhoan2skVWeWjyvcImegpal1DEtiyXXrZydtWyKYEQv0tVwEjWz3zyBdwcedIVianNrPI5aqs1idDMNps89ErLFHZLqm5RW88oaN8e+cAHbffunVZRuUqiqwtmfel3qDKoEIhho4RxoTo3GDBA8SJI8Mf1GZlY2F5d9tAmaDuhDYT2SHsJ6wevALCe2m0jKyCIlolpJrQ9yYpdVPP4jh/+afv4Y6dtpFJSG2lbMaEyKm4OMq+1BSMyyv9I3haW2CDA2XHeaq2cU45VzkRBfUMI5m3f84/tza86aIPlM6qKrnFAJys/EZrJjp5UZu4tTTjQVD4BWuqPxk5Kjq7BFSBqLK1atVq3tPp/vrEo3qA0VBRfH5hm5684h0C7b2rtoulhJ2/SWuIFHdUNV/h00K7peXlNgzyF4xltW0/9A61rIjchQNa1pngAmtA0AwU1NHZOsw41XyxboVxxzfqe/YdsZHRCgGvKJia3Wq6Mho7BmcCUI2UBK/qMwF2y2/Z1eymBNUXqzdPBoAoATd3yCg3128ba/EzmShtQnEovBiRNDUbRXuFeuHDBHn74YXv/+9/vdmVlxUEZGq7777/fvuZrvsZuv/32dQ0XGjLAGovwvZ3oPdau/W2b54JAQChlJr83ktkEYJvmM5uohfhALXqG8fFIP6LP0KeRoW35wjRZn8OCZdZnDNnJJwHESeiMCh1wwbA5d6fTEnOpW2N1ydprK1afn7alC+dtdVFATWCt2QjTN3fsLEqACqBxcr8YaFYja98BKXFRa3XEfIc2tnWbbTl4izKhDLGIuluT0OEEebRuVaXMbk+N8NFSORNKWVZCPGksHJdESuMy4gaIcchjRmWKFjGLyQLeEqzcjY0KDI8OTBjwJeam2Bw1RgLzcwLAYmZFVxXtuCOSYygoW0Ig0y9mR+B3Oz49zGG0TM0hSAbFMUtKACIQ0ci1hymrS3he1mg5PzpqB1/+gITiohVGRqw5N2fT5+bsf/7mH9mH3/8pGzSX7Rv/5T770i8X7bdwKGXXEu1tqg9Olle60CLJFMy46IbWa9TavZLVOzkJS+iYl1AtKz8jXh3DRFPlbYkmVf1Ws8ktJdUjGkqVT22Dk759Z6XooIJS4MgNRXd6QyviUt3VFQ23H/Vagg6pUUsni8KnjKIlENnpN1wTvdsStAD7Rf0+j4gUUJDQ5yyknoAYgIH7VAXWOF5jwAYUpH8H+o3Z4lrS2omtNnXzKyxb2GNW2e2bQmu9lD310U/ZIYGwSYE9P7OL6VPAF5pXXxOlgOxc5WR3pq9pC2wL8/ZCgWQcSPqDLA9YygwMYh1X1Lmi9gT4Yufg1QAsbU0uu9dvWREqncgrmVG7tJq0b/zun7SFlTX7lm/+Btu3pSwQob5gLeto0FQWQFoWAdHmlCsjYVoI+sjmBK6XVlbtV//44/bMs2ft5773a+xNd40IOJ2TQBftWIel/HUB2BoM0aVETG+qbKixgkBMQUCFGxJQSwmk1ZSPVYEvdj+ys3qE3dcKz6CKI09aqv9qvUNQawr8NQUQ26rPuup7lcEFgwg007J9tRPWcDEYawt8tdSmu7JMBZbGd1ihNBIutd6yzcpjE7ZlarsVBa6cd+RpdznxrYwGeRqEMQogbvWN0OpC3wTwAe4YrGVVBVnXsKMhVD8QfRICjcB16ifmA6G1htrj34sxzwVEAKVYG8TzH/7hH9qv/dqv2YkTJ3xNGFqwW2+91f7e3/t79vrXv94B2M6dOx28EB5ww/dxXIAbzv5CG3a9aJjiMsfwI35/Li3+TzebAGzTfGajJkIjibsGozxGh/QV/LHifWjmHcdsNH77v0IwI5TU+FQhZWHyeocxi2mEg0/lz1ETaMs46rlZs8HKokDYrFVXluzM058UKJu1hblZ6wm0lQo5KxeytnV8zPbv5QLhjjWrVTHZkm3bu9/S+ZwEFZmS8ON0ftbjtBvKD0xajFIMlumLvNLlyLAAwCQ0fCu6LNMK8gOEcckw2i0YXMBCUEJWBAjgCY1XAFOw3hiAoQn4bACYT7PxHBL1esCysDkczipw2loJOyP9QmIJfwEAvmNht4PH4kjYEVkQCLK8NYdpOzc7Z/mxih164F5rLk1bYbxiq7PnrL980WYvH7HR0YL93Nv+0o4/OadqSdr/9XWH7M1ftUNC8ayNjQp8dcdVn6orxE1feU9XVNxR0Ym0Juz/Ze89wGVLrvLQv/fencPJ59xz04Q7OUijBKMcQAmJKBtkMCARbGMjY2xjnp8fz9jmM8/fA2dwwDYGG8yzwQYEwgKEUI4zmqhJN8eTT+funbrf/6/qfe6ZO3dGYzxoBNPrnOqdaldYVbvWX6tWVfUGOXQpNaNURvjSKByhUJXmR0tRxKwnHQrNFpaWqqhUCJ4qqk9Kt3rskw3MXSnxHQ2C80+zRMmnNGV9keaFGGBtnWGF0pbWTAmrKlSiMNX6TaOkxWJgfaiOCC4oWP0NCs4LxAgMh0JbClvZaWnhzZwAGFpkrcBIn/UhRtrTUFuAYu0Q1jYYMMHX4p1vQn40b+dIyujz+Ud/87fxmhsPo1Yl0NAsQC0XQsCvDa9hexq6PR9typ3ypfEvlf+XJNUPLSjr6oXe3a8BMyDCuqFnqU+wIDsr8sdmVqJsw6cbvTze+zf+EdY3NvFv/vn/i5fcehTR7gXTPA4IDLU8gobvtA5Vp9dFjeDETXBw3/ulTQLwv/cfcfz8Fn7hH3w/Xn2YQjwhDzsXmDymT6vpe3yHwFeL7EZB2SbOlLU/qamAyDcB650NhLs76LTJa35fBW2FwzgSIq2QrtMfEuz1CXb5fTKcWMPABHXawkffzIhlOirJDo9gk+2OgJe0b/W5ZVQas+x4HSDAWsXc/BLLu8Yj71eYJgFAq0sqcx0caNV1JJDDRqusNQxJVscYtr5JLU2jpUcchHGv6iIYsrOgSRcKgjcFbHKyH7UVY0k8OM6pRWB56XvVbX3D+0jv7dcAZdofkUCw7LouXrxow4s/8zM/Y4b3hw4dsjzdfffdeOc732lDjHNzcwbGpPFSGHpXfixdVjeYH4aro4CYwFeHbaTsw55vUrr2Q48rNWIvFJoCsCl9CVLzo6bINSwi3XGggY2/Wh1rkRxllUl3MyeSMHVOPiRUfcQGzdzbCk3PNHvI1lISUDNVh4tN09s123DY76C7Q1C2fhbDnUtoXTpF8HCWffEES7Ns/EsMszRCfb5i4MyXOp6Njwm+QWRaHBnXjthzVyNcHrWYEglgptS0RkUKFvbqKZQSCTk62XZI0MmQ2LYtmTTkEg4GvCQsrXfOc4I2JzB5T7l6OgCm9yVI1Tib36cCsKuTZksR/GjG2bANLQniRRTymuUoQU8kou2f9Lb2pNN0f7+6gGHKvBVmsdmN0GW+b7r9RgRV8jVtMsQemhceQrRzD4XPOb5HIJGu4Nd+aQ2/+ivnMT+Xx3d+z+vx5q8/yjBOUcBG8IcaxqUAphDzCjV4pRmeB8SvAlx1ltMYrY6WeCCI8K+hYNVMQRkVp/ADlkCBAI0gaW6+iNmFEqKYoIXAO++X6Uf5l/CmY+os1zz4XlkYk1REc6eHdpP8G88wv6pNslKk0CF48kFQ4fcJKFKUqqyhOZbveIvhtZgvhk0QN9JRdUtglvkn2udlm3F34Gu/VC0OLH9JAWFSwXA0h34yh9Vb3wCvdj2fzREYEGyub2H9wXuwujyPCos2R8ClPQy1fEeOR21Rk9MyIvpSFJ8MklTpVUAqYztXfic3s2fMhQ3fEnQZaFB9EaDXQ/pXXcoW+B2zdyNvCkN10U0wmcNaK4fv+xs/jXMbu/jln/37OLZSQ5H5G4sf/PrIBDdsTeDLwmE19CjECZJZR7UReCfO4c///V/BA6d38LP/x7fjzcc8zI7OM43s0Cgf0m7aNmA1uiKGlRWErAcVApKCz++VYK956TT87ja/68Ty7+wsc1gPPZzYDrFGkJcQqHsE0fG4QBA2IIivoVSbRa2xQNdAdaaOpQNLqNZnUJ1fQLExx/pT4bdegS8bM/pXp0nfm9oM19ETP7Kf/U6tTUbyPznd+94yf3okv67FUpqtOu6VzxVHc3roAlR9FUm8ClzIhisDSLrOAIe+dwGm3d1dfPazn8Vv//Zv2zBjBsKOHj2KV7/61XjjG9+IV7ziFabtKmqm6BVk7caU/sTRFIBN6UuQWhK1PAJhOpctj/p5apjY+BuIUmMiEWjN/x5dbhIuv+ucGyro8l090duZ0/v7r+XkZ1uKMQqZEgPVgpjaZimXUtBpPEi2UFoGY/081k49ho32CcRpG7PFEg4vLqGoXq4CkW0Xe7FJN7aFFTX0UB3vwEspfLMGTFqjvIYipDURaGIK+EyCzmOatbq15YzPGALBilvqwjZQpgATAJM0FJgyHl0BwGy4w64vAzDjH3v+/NlrmHX/6kSBqckPAghRnwCMToAsotM+m2bLxPKyZI+RaJ0lr4r+uISB18Bj59bx4ru/CvUZxue3Gd42wvVHsH72kyh692CFQvrkqSaWr70LUe8QfvIn7sHGhQXc+8gT+H//n+/Dy17fRWnmAdRH0oSRr8yzNBmelvugYBzHvCbYy1e05EcR6+stDJJl8mrG8uyRBzwwcbK3GiBfInBeqaDAo1sU2JAE/5kHDdvxTatzI9kDVnhWQXNT4EsaqjIxBIWwbPrIL4+gwstFxFQtLC1qKIr89Qg2EgEG5lWaLquK0qJI60CwL9A6ptBnXRrJholp8jSrVCCMoGQsO6SYYHxUw8aOh/mDL0H96FcBleuY90W6Mi7edw/aZ07ixusOsvwSB2C3LrIGMQ82OSJBqjIh2DFAZk0unR2VVx50bSdyOlf90vC36gj/1RHgvUwDth+AOfUy47Q6w2tPAGwGGwJgf/2f4uJmE7/yr/4PHFsqMn/iA+uKOjdSG5r9G9MmcEg+pkMNr5VsmLAdefjzP/FrePBcHz/zt78Dr7vex1x6gckhb6TFIgC3PVjzPBbKiPILiEuzBHkhhtvnCOofR7hzEQ1+duW8h3K5RFDex6kzZ/HgRoRO4zqsrF6DbZZlqxNjbukI7rjrqwnIV7F65FrMr6y6Wc4Ci6YZV8Whk6aKqZBNl6C3DOD1DdknzvwUxAvj4T4yUD853yOFNTnNno0VR0b7znVfkyL2F9N+sms+NBCmonZHgS4BLNPIqR2h0/CgDOZlv3Xy5EkbYsxmMa6urppWS/5+/Md/HK973etw7NixvffUPlwNbF3t3pS+8mkKwKb0pUmNs33fauLYWPPoKo1AhiAThSYbKOslPqk2Ze/pmD3QUUI1wGACwOTlai5r/uR7QJf59XlSYO+d/XT60WyzLhveoRPscQ/9zYewe/ExgrGTyA8HBGGLmJ8nIJCWij3mcRQj7Gp2HNt3Cl0/6bGRlNE202aRZ8CJqbWEMGDe8ykQba+yCXiSZkxaiaCoaf4MW+DMNGASmkrMUwGYM4Z3zyw9JN3XnpRqRPe7q5OEi4Q6j2zcDYixwTYARjBh62TlmDNG4csmqUDBTUCUFObx6Bk2+keP4chNbNCjLQrObaB3HJ1z9xKYHmdCnjC7vWJlAVs9vbuM1LsL/+KfP4HPfrqJdv8SfuCHX4JvfFcdlahAAJxHoV5j+glqoxCBjJP9IpLE56FBHFqVqRp2mnmEBEtaHiCg0JaNmlbjzsmYe9TB/HIRjaUSOcL8aHxbdUrgy5zqG5M2Uv0in1HFpZMb6PfHzNoswyoQgOWIIaT56xNDDFFvaHhKaeC9RMtMEKQSTLnhP9WmiGVPACihTmc7QSRy5KWcAAoBmYS5rbAvu59UGtMagfss6gdegsLhlzNtrFO8P+z0cP7hB1Em+Fq9hqCht2P7HHoqBxm/Ma+yT9IQpZZysJrMuqamN3NPJdWRST3KgIfUXBnoIiATEHO7KzBobzLspHcIuEf+DC41x/jev/5TWN/YxX/9t38LNyyxjiVMm2m8mB4DYNKaCoAxTepUDJh/1uc4GaOj4ecf/3U8ujbAv/yx78Crrimhmm4gn6d/gZ98FTkNb8toPSAICsoY8rvauXQGcWdL26GjzI81YHp7YWxDjCcvblvnJ5m/Bhc1jDsY48jRm/HSV7weR4/dgZnFg8wnvyPmTyDLvkuBKq37RxKntO2WtKRZZ0b+smfMEL8k1ZmMp9lx//e0754BLrkr/V9Jk3r5JNL77uBem7zLa03myBYMzmyz5GSL9eijj+Kee+7Bxz/+cXz4wx/G2tqaDTFq2Yi77roLb3nLW2w2o95T3dAxswl7urbh6duLKX0l0xSATemZSbUjqyH6xu07Z8Ntgsxafh7ZMF3V34QEBIx4tPvyqF6sGrT9Hq9O8t0P1aBJwIwoZN1G4dZ0EtgppL3IpR0ab1KG7iA6+TguPHwf+lsXUaGwP3xwAYXFWaBKEEXhoz3pgkECL9bMtRiJDRWNbF0hGRRrtWxpkbQStTQsGEv17wCYBMSIAlDGwBoOMXsxnmv7EROS8iNBcQUA0zN7X6m2czWorhevd7IG9ukaVAMp0kBoWFXG4jK8k3DXCuQEExrqkjBGQFEsy2jNxFs4hAc/8yji4iJe/M5vRry7htIM34tOY3j6IxhsPoBGfhd+lWC226FgpUCdmUEXJUTBdej2j+G//NIJfOrT9+HBR9bw9//BG/Dn3vlSCoSEbCS48VkmZfJGSWb+tZWOcAsImAq1efSaOXTaY2JEldsMG50iky6blJwNPWpW5NKhOlnKdJNnzDwdAxD48pRfktYKSwR2PGxc6hIvFFHQ0KdAL/0Nhz3mfYByBVg+PEcWk0fjXbKlzfTFBNlMX6iyY/3IydZoQKzn1ubSKu70wucEMYxSO/+lIIBKtXzFgK8IkPH5qIKtbaateA0Wb3k9MHsD0GVZVmfROXsan/vYh/CiG65FnfVLs3mNCcySZv/ZQqACdKkAkO47ECYgJOCv2pv1UexcTuCA9cfqgtUfgXdes94YmFf9ERijgA4ngMwWss3VEPoNXGjF+L4f+n+wubmDX/sPP4pjSx47JFsuXKVL6SDwNC2YABjfTwmUZJQXMb1dPnrv3/lVnNwe4F/9+HfipdfXUSRfCiW+r22ttNSJdrUQgAv7SJqb/NbOEXT3UC0GKDBdXe0XmuRw3/GL6Pg1DPKz2GHRbBPUNg4cwjvf+S7cdMfdyBcIphMCRC0Po9wzCiOeqrunWY62Dyed2UzRuS2+dEt5Nq9XpSwoZfqyH+nx3ZSD/bQv2stkBWIMm1xMSHXVfNIZkJvQ5OWQnZKMLly4gHvvvdeM6QW8ZNclQHbHHXfgPe95D17ykpfgZS97mdlnSSQLqJXLGo538cmvZkKWSiWb1XglPV17MaWvbPJ/XHrOKU3pGUhtQCYcjEwVL8dGRwBsf9t0tRbMGge6CfDIPJnWStoHCjxtz5Jjz9WchCKbXYEtO441uTxC0UtQ9McU4qy4FiTfYiPYY2Pei9lIU0CNCQACCupcroxgbhWzs4vIs/Hudlvsbbvti7QJs1cnQAkUBxt8jw2dCTg25AJMTF6OEdjIDs+dAkLplwAUwNJNNf4SghR8ptVywtAEoITmpLecgSkDZJZ/HsTPCU/cHbFO11eSGLrf6Q0KuxGBA3vEZoeT8V6kuOUkmAIKMyYr3NnAxplzWNvp4eaXfjVKs/NMYwyvSMC58xi6Fx9Eo6B1nCgVu1ookwApGGCYDgiq5lkqeRRnPFx3awGPn9zBsN/FJz98HqvLBRy+/iCKpbJt+puvlAiqGK5AAcvA81kG5IuGHAuFKlIZXA8JhAjONJSrLbIC0wCmFC5DVMpapVzccHy5nLHsmnyPfGytt0wbVS40+J6eS4PEvKR9lMo5zC1UbS7FOCWQZJ3xCuSsLO5j8mNUdUHZciIEm6xPSq5KK6d6PGaaRwQULFMtmKrSkd2S1UOBpGHEvFRsBfkxQWRxRhsHs84RsBZrNXS213DuzBOoF1irCswny4HMYEBF8kIL5DqwaPXAgKMDVapD2VFxW/npyPrkQJZzdm9Sj5wWTI5h8H7IOpxqiFYzIBlXRLcb5fA/fuej6A6GeNe73oBZZT/lN8dnsoG8XC/JFIXFMpPhu/YUjcjviKD3/b//EAV/jG/62pfj4PIsgjzLtNog+GJgRToCoWh3G63zpxBvnUA92UIpP0KBoK7bamKr1cNDpy6hiRkMa4dxflDGgMdXvP7N+IZv/EZce/OdGCU+61XMsJVAxq/0sLoLaEnzo5ovnmhLHz3TMJybEMNzXdPH5LOVT9N/ZbXnyU5dNdeqCHjp3HD10zjFa0fVGfpVG6X66p6QlE5rGM2DI+eZACrEmbNn8NGPfhT//t//e/zkT/4kfv7nf95mMd5444345m/+Zvzdv/t38SM/8iNm33Xttdca4NLwo/ItbZcBTda7jA+Z/ZhrO55MV7s3pa98mmrApvSlSTVkfzuj4/5as//5fj/PSGzaZBdjtM/z3un+wBg4GyEja2jU1LoGdNLe7TWYokArXKt3L1sQrYgfaWPxSzjz6d/FzvlHsMR2/vrrDsC3tZEWCdrmGVKCeNiCVu83+zIKkGBEgGbh80cnBAwjGwZQIyjBNdFESOslQSsBKn86alh2YtflsqEfOr7vyG7acazVx7Vl0OSewTKGo+1ERFKWuMaYF+RZoHwR7Gh9ppw0YARA42GfAp5pKCl8cqNNoNLbQHf7BM7s9DE+cCtues07CBq0TybBVnwOgzMfQ/vS51AvdghopAlifEFErJNYPmN/Fml+Bn0C2vritWg2i/iZf/47+J33n2FaA/ylv/wqvOe934ow3KbsHqJYFFBh2ow3DEuLq5rFnrZzqWB7o4tue4RScZ7PmF9KzTEBiWnB6j5WVufIYr6vddsELsUP8ldhjf0aWhebaO4MbEcD3ytiGGrtKK1AvsNjC4sHSrb6gQlF1S2lxRswfpZnzHASPVSdi3hvyDRJ88NrDcmJlwlBFtmplddz45YNk0orqsVFg3iItNtFPldFt19E6B/B3HWvQLB0G4OYNVu81u45fOx//CKOrc6jUfQxX59DeXaFLGB+mVZNAgFBn/UgBHhSCtuIQJBlq2pj2ksVMhOhdfGIdXhOPli1EB94IjBmwM7VER21vEjq1fhOnVf8LgpN4U2c2y7g+9/3T7G1vY1f+rm/iZtXcyiGrmPDyC2eseq4DZXRsR4Puz0C2JKxvz8c4y/8zV/CxnaIn/1HP4abb+C3Mtoh2BaTevQfI1o7ha3zJ6QrxUytgGFzxzRog3EZX3jsIlrjCnYTfme1QzizFeLIrXfhHd/y7Thw6DC0OLLlS98KU6XlLJQfy679ONI3nn3bGWWP93nbI6buSf7JqaeQ3rPPaeIy2u9Xkzu0U4fZGNKp7qhOBPa9u29Si79WtGWakRYFbpkx/a/9j/+O3/3d3zUbMBnYa6bid3zHd+Dtb3+7DTPKJEJgSvczEbxn/0nSPYEqVzcc8Nx/f0p/OmiqAZvSlyZ97/ud6Mp7ajv2X39JoicTrlc4a5DlFOA+9yR/ulajxAOfyslX9qb6qq5LzLsEN7liEfmq21JEg33D3SaSrV0TRl5lCV5BxtwUhAn7/QWPfss2LGXDWx6Fdk6uQsyQp2CT4b00bQRjdGPTVmRpmvTe1aQrnbq/R5OmXumy84nQM6eBTx4NNDjBKFCQshet1f9tViPvaZsZDZpouQaJKYtKdkZ8L6dhIQr3sfbt27iI/sVzaK2dhZ/rIGI+6tfeiplrbmB+tXp9D7k+AdjWI5QpmyjkQ3h5Nuw+w/EpCAUgbTkI5cdHrTqPrfUmKoUqXvfW12F34wK+8OAWHntiE7fefgSHj65SUAwndjrKjw6TEqH0HFOae+RdymOkIS7yRUJSeR4RLMXMl5YHkXalWKDAEUiRkBPvCeAwKiIeSLiFFIg+wRZBHfk9GrEMyIc0p2HMEPVZcadnxW7aWWO5+eCJwJ7KRUNPuqKTZLci0JW8E5CQn954aEtHSC4mZHJsjFaZhKYVlX11QgCZr84iaBxgEVAAs+54hRjNi8exOMe0R23E2oaIoC035LOggJwW+dTSCOKLtHfirxYs5VGpdFovvusXzL+0h6Yp8whkVed0lGZRa9Tx3C2RoqVS+B755I2rzBPP89usqz20ex7e/4F7bWeJb/mGV2N5hrA5YdmSdwZqFD7Bj95XeJpIEWrRXA1B85mw/f/84APY7Sf4mje8DquHlszcC6wvo8EGOifuM2P7WZaZNubv9Ql2q3M4tdXFZx69iHawgEHpAEHYLLaGAd74tj+Dd37Ln8P83DLixGN51xWY4wedAxo8vcJd5daeuxqp+Pe7q72Xuav57bHMbIiTidEek5qsodnPCRmiDe0HgxBdAtUiy05rnu0QYN133334hV/8BfzDn/xJ/LN//s/w6U9/2oYTjxw5gh/6oR/CT//0Txv4uuGGG2yFemnwBK6cJu+pWq3s2vHk8rMr/U3pTzZNNWBT+tNHbNgkWWUcbgCFvfOcNvsddYDuJrqPP4CtL34B/Z0NLM7PYnZxBoUZCgOz24koYaWpoGDQOkQUaKOUQosCPfEJFAINlbqhRgkynWtbE9Na6ZyNqe5qeQqbtcY/kbPyoZjRkJFOTEuTNab0azYkup58jnwuASBoJpJAUBhaxiGNBHbYKxfSIFCUHU/YaSLstjBs7yIe9g0oFIV/vAG20zJWX/E2lK+9k9kqIB1RQG9+Ac2zH0HNW0Op0KXHAWWuE7wMmFmX1qmAfuyhWD8Ar7qCXivFqDBLYOHj3/38h/HZz38Rf/WH/ize8KaXI6RA9oNIpmeWNZtxKrstAoOEwCsoNwi+fDR3YgwpjNNRmThMYEOzJofEIyFKJR9zcz5KRQ0PE2gQHMi0Tbbi7VaPQEIAlcCHKEBDmDLAD2U0n9vC0soIjQUP0bBN3lT4EstMhveymdOaZdLy8F/C1IFcB3YFbuV0bcdRatsG5dK+lcRQ/E5DM57Px314BChRWEI7nkNx/mbUj7yKvq6lk/1dC2c+//uoBwP67WFAwTxoMe6kSGG8bPZwtYU56xAwE0wj0xIy/SKBXtGk+K1uCOlZHXD1JFV9kxOAVf3j/ZE9lzfWO2nA9F7pAsJ8hDObNXzfD/xr7O5u4Zd+/kdxy6ERin3FQ+HPQrKmX+zgnzRv+SCwTZuL5RI/oRS9XoTv/Gv/Bhd2+vjFf/138OI7jrDj8gTS5kk0zz2OukB7zE5ClKKYL6JDQHjvyfPY7sbIzxzEBgHg9jCP6255BV751m/E4WtvY50OiO01m5VfBuvXVyKJL3ICSAJHOtf6WVrIVBtia2X6JEnwuc99Dh/84AfxsY99zPZglJ2Xhgk1pCgj+re97W0GwORfwElhyX7LhlUZpq4FwKb0wqUpAJvSnzJidZZwlVAhAJPOiBIQvoaj0h6vKHy199zZk7j06IPonfkcan4Hc0vzKCwtEmhoCj8bxZTvUaCk4yLlpLamkeYgIqDRauEShEIaglqGcnikfzaoAlzSXEjAyWX7Rpr2Rb75js50rWd6mpOBdrZL856xrxppaWTcufIjZ3vlCQ+qEY8GZvAc0w36bVsjLez3GMeYwqLChr+MysIKLu2kOPjKdwIEUaaBCS+gf/Kj6F38OBZqO8zuDqMgUCG4Mo2EhjJlnyUtS6mOXl/pqKCxdBTdVohCaQ5+9SguXFzD4YPz5E/XHEZDFAt55kvglS5HoMGj7SVaohBCDS2mpbUrcFxjFGUKYT4n8BEAc2Coh0DrgQmgkLdJrHXPxgZcBVQDLXchEEu25AjyhlEP+UIbB44EKFQS2zPUbIlSCnexTsOMAt8aejQQRmfgywEwaRq1U4Mt3UGkpyE5bUKtIWhxPJZ92ajvAFg6YFDSlFawE9aAylEsXvsGYsw7mRj6Trexdepe9LdO4Ohyg+zoImwP0GkO0G0PEQ61B+YMGo0GSjOzxhOKYMbCWmA2lTrSmUZO9YFAyI4k1jcNHgrsmwaL5w580S/j1jCrP6rRN58VLyIqxDi9Xsf3/KV/hU5rB7/8C38bNx9KUOgynhwBLOusmn6xhJHyT3ZHeYLcIUoEYAIJ7d4Af+aH/hl2mI9f+tkfxjFWj/aZe1Hqb6IQ9W0mca2xDK84gzOn1vDQpW1seyVUZpex2dV6+xW8/q3fgrte+SYEM8sYDcjvoAStzRfJnk7f2lcgyQA+s8GSsby+dYEv2Wdtbm6aEb3suj7zmc/sabIEtN797ncb6Lr99tut/mr4UXzUMKPW7hK/dS3/Cl/v6noKwl64NAVgU/pTRhImw4lI0VCXE1b69SjgZatj5hwCZK0tDB/7MOLz92J7dwv5Yh7zhw+gvLjohogQ8C2tNSQ7Jr0kYMf32CBraM6OCjkDYHSZUbNbwV3A6cnER0+hnMCebVEj4jumtaOz1cQZn+IkMNA9DZX2mNZo6LZw0kzOEfPla3KC1lqqFFGhsCg2tDhqDcmwgDMXh7jujd9CAVKi0KPwDc9jcOqjiDc/hZnqFnLJRWWVQGKV8ZVMK2UAjOCI0JU4tILUF4DKI1+uM5wc2gMfpWrDZsT1u9toLDYouQSiyCnTfDEc2YAJMOTJC5sUMIvu9gg7W1qMdY7pZlqkPRS/ZBivPBL4CCRn9jAKTy2U00aI57ynG2INyyCK+2jMRlhYFfDt8plsmggytRWSrZ5P3mlmrDb+VplfoQFzMwB5Th6Kj9KaCYAZvxkPIR3Bdx9B0ibA0USFHou5ht1hBWF+FcvXvwXj8sucMA03MNx5Amce/RRuu/Eg42bY0sJpX8JOH8PuEJ3dbcSRtG3EwiyfWn2OfJwhaJRGsEgeEbTKabjRlGOZcGY9U90SA8y5eu3Wr1Nt11IbBHTqKBTXEOdTnFqr470/8K8ImnfxK/+JAOwgS7Mr/wxfYTF/jpd6n7cIClKChqBCYJQk2O108Z1/81/gQrOJf/xj34zDxQFKnfM4qJ0FeuRJvoGN1ghPXOhiq59DJ1/HoEjAHo2xcuQGvObN34BDN9zBDkOVvGXnQ5ovflfCqmbgllX5rzBSXRMIE2806/D48eNmTP97v/d7ePjhh23za4ErLRvxjne8Ay996Utx55134vDhw3tgqtVq2Ur1qtvSmmUzGq8EW65ef4UyYkp/7DQFYFP6U0ayLArtl/1MChYKC0MXDmMI02hw0ASshhoJPkanv4C1h+9n7/YcnwnMpLjttpvtHRNUNjykRpIvm0aK5yYMdWSDakNFAgdqXCngJBRttpsEPm+JJPdE+6+zcw0/ms2UwmG6DHTxOOwijXvshTfRsVmcHQrvAXvPFLzqRbOXXatXUGtUUa5RgGspCDmNA9pCrTkMw1mcWU9x49vejbQfIF/KY9w/jfD0h5HufA7V0kWMBxeQqxA0FQkatLej8qYtmQR4pAVjPnOFMoFYkeCLAMcvwV88hJCCuURAlyahlH9ot9uo1zShocCGRUKeTgCiKkFPsGoADARghLWFZQLIHFnnk98F5mWSfwM/mvUlsKskEFhptpu0i5TcKZ8nGpec8HOc9rGwAjQWCLjTXXgy7NaSE5rNKGBrmi8hGWnBeDTwJZcBMIEvgTOBIjlpwHSfaVFyeF+bevtpi/cJ8Dpt5qOOVljDwFvGgRvfirh0N/FEHsNoHcHgIh6590O4/aZV+u8wHJUlSXXI6hIdgU1vq4md7RY6rYFp+AS+quUG6tVZgug6+VNGYXbBvav6ZEPUcsq4XHY+IZu4QBAs4FtYs8p+dq2B7/4rP4M+wcB/+cUfxfWHmJYuM2XaRBHPLZ90OtekD60tV5NNW0IQ0cF7/uq/w5mNHfzjH/1a3L5aRrm/gWqQEviOcfxCE49vptj15hGVWZ65MrY7Q7z6dW/Am7/p21iFtEK91voKUalW0W8PUCgGpmlL49AtXfIVSJkGTMtG/NRP/RR+8zd/08CTtGCq49/2bd+G973vfabpEqDKNrvOtgXSqvfSeMn4XkOSAnFZuNmwozRfIsUzpRcuTQHYlP6UkTRPGj7S8KMAmJy0BRQxxE4SPXLCUVreQutk5XIR0vY6ts58EdsnH0TYuYhC0sHqTBmVUgAzfpes04KrNjRG4WdfjROE2tjXhpBMKIqk0aEwNyAl+eY0DBJ0OTa8Zs9Fp96vDNR5xxRuY4KmkAArjPq2rEIcDygrR6aMEujyJ65SryNfyKPAht2vMG6eXx66ZEwmo3kkCAo7DZxeH+GmN/0Z4gwtWspn0XmEp/4A6fanGdYmX7sEyIA+kAZMQ7CMUPY5msloRuG81j27zzxqCDBwhvAGKBiX2cRJ6stuLqdFVfm+hjNz5H8hQcy85oMF9DsBdreZD3+eGLHIFMuftDtKO8/II9vY2fKhkyxfJNMMTvKoX4K00aiP+aUxGvMEZvEu/CLBX8x0pAJhTJPK2NZOI/jSGmB7GjCFxWcC4QbGWF4aglRZ2/pqKj8tPMCjlgzWllVhk/4TJKGPMLeI3WQGh2/7BsSVryb7WcajXfS3T+DcE5/DzdcvkqUERdLAZenX0Qpa6eJlxPNobGZg2nR60Bmg34uIfQh5GXeOadMipgLaAnh5lolHEBxQyGso0mN5uLWwHDjNMT3eSABsy0zgzq/N4i//yH9gHejgX//sX8a1BGCBZoOmPaaE6SIvVA9VL1VHE4IubRVEdICQQKPZbOO3P0JwzuS+6atuw1IpQZlAtt3axoXdLp7YjdGtH8Z6bgY7qOHwgWvx1je+GTfeeRfDl8azhIT51OK+KkorTpHYoeoi9xxTlg8BG4EifWMi3RM40lFOAKnb7e5ppgSMNLwou65PfvKT+NSnPoUHHnjA1t6S4bw2v5YRvbYFuummmyxcgagMfE1pSn8UmgKwKf0pI4EdSjT+agjSQIBdmVwx43S1+2ozCZMoDOTkQ4babcSXvojdJ+7Bxsl7kR9so0wgVA9GqFCIDNlIDyw8Qzj0746xBLZdW8jmzL68yBgk5PiJGdhiVIpXRzMGJ+lZzHsJgY20PZqar5mYUlKUygGFb4496AB+iYCiyMa+QIErTYV9tnJOgBq5qC+TjNR7DZy4GOHWN7yLkVSgWY4IzyMhAIsEwGrr9LhGoc373iKd7HIIinxpJ3Sk2wNf8sM8Co1qAU4DXxMnXmu4kfwRqLIdA8TpnM/8ESjx/XwwR5BRwO6OBGOD6SOg1Tvkm7ORc+DLANjk+kluAtImBcYYRwRdXVQaAywsEoD4PXoTmGLaZANmrwloTQCYacN400CYzglCbNhR53QEYCMBMGnhtIgm8xXzL2XdkA2YHwmAETgPA9aFRTSTeRy8/euQVl9mmtU0aaG7dRznj38BNxGA+V6f5a14HXBkrhlPVn90i/xhtI7HeSaHdVdOxvmsrFrUVJurh0M6orQ4IlQXgOO/hrz9icZVAEC2hV4yh4A8RX4HYT7A+a0l/IN//LsElDH+z7/1NhxsbGKG5aNZsGluOKk2DnxZHTXeqFhlayfNDsGJd5A8rmCmGGD9/AmCr12sbe9gJ/XhH7wBXyQIOxcX8Jpv+Fa8/fVvwXx5hknPYUhwWaxU0B2mqFU0GcVqw+VitYgmfHgOSfnINE1Oa3o5Dg0FCoRloEkAamtry4YUP/CBD9g+jGfPnjVNloYYtTDqD/7gD5pRvfwuLy/bexnAuzL8KU3pf5WmAGxKf8pIACwTeGzyZROT1XATMJJeei5tB6Wfbf7MRnuwg1J+AARtPtpAeuI+9M88jOHWBRRHIQUbxTBdKAlyxXCQpqZn5+b4PBlHSEaRE45EUx4BVtZ4awjCBAGdbRaupS2KFKgSegU27HRmCG/BMa1Z0MqIGnwJYR3tvo50E+Hp/E1oVGC+qnj8TA93vPHP8pqgR8mOL2F86g/R2/wEqgJguXXkSuSbJ1BUIu4o8V7ZOW8CxAS2pP0SxlJ82lRc9wx4yRFY8Kgtldzm5ZoZKm2Yh0igRobx45ppwLp0cVwlH6osJQESPppo8DSLb08DtkeT8/15U0xMRxJ1ya9dLC6lKFSlnZIRP9M/csAOYwEpgWuVufjEeAx88VpHswHjuWm/MiN83otZF+hd8CtlWRY0gSNk3SDvx5HWAVtGK53Hym1vw7h8G7Me8H4T7fUTOH/qAdx8/QrxhQCY4me4Vh/150CTOQFXgU8N6yqLBsRYF7RyPtMTaMsfAUQDZPRApwVtk2FkMw/TkOcRU8g6NdLSGdEcE1xC4m1ZZ+HsxiJ+4qc/wvdC/F8/+rW4dqmDMgHRONejY7j7ibzULEgBDQExpVCzVL3cHHYIshTvpYtriEc+dgcEvuV5XBrmUD16I1799X8WN97+MgJAgmz+aVjZE3hjfRkyGimNLbyJc+uOKf+6+9yT8qBvLXPq/GTgS890/vjjj9t6XXKaxXj+/HkcOHAAt956K175ylfiG77hG2x1er0vLZjeFeDa//1m2jXdn9KU/ig0BWBT+lNIrmGklJk4nfNHtkMehavWmdKRwlVG7Z4Zu/cx6m9SVq0jP2oxiA5G66fR276EXDig4GCjHlBQa7ucPXHiws+VpDWaNMKKj+cazlLYsnfxNRwio2Mb/5NQ4C8bbbePnxzD9JkmUfY1GqCyhNOz4pmcC9QI/Oho9xjvxF5JQlyx7xFBSByW8NjxJu54AwGYRwEtrUOyAZz+CMHCx1GtriH1NhGUmYacm3CgXQQ81HgtEMa8yZZLIEsaMDOi41EaMNN80clgXMjMczZ3bp9MAU4+o9NuBb4MtPs++l0K+UQzykoUXNrbUTxh8sUD8vjyEGRGylHG28lxQoSq9BvyrXVUGz00mL1RMiCbmR4t6mkCUtovDQUyHLOz4z1pvHScaL1ME7anASMITPvkkUCKABiBKUFaoG2JhtrUW4CphMg7iPZoAUu3fy1QvJ4YlfwY7qJ54TjWzj2Cm64/wLQxXm2lpNmzLByrGmMCVCWLJDgm4X0Z8JCHSibTIVu3fEXpJTPk38Ck3tI95k14UhhS4Ey2azmmLWKZDYsMjwCMkZ24OIu/8iO/jrjXx8/96z+HW4+yzjedVs7xW7Hyl/XL8hpGpklTWgVUDNgxfRcubaC5O8T5i20Cq3l0owLDr+GNb/smXHP3q9lxKdmSJV6eBcD7Sp/WENM9t92Wi0lO9pdyyrvl44+BZIMlDZaGGWV/pe9E1ydOnMBv/MZvmEG99mPUhtjyKwP6b/3WbzVNl4YbNUtVIEuaNB3FH/Ej03qJdC2aasGm9L9DUwA2pT99lFVpHU146VoSgcJw1KesJbiSHQwFbRTtIE5abKCbiChAS0GEWnWMqLuLcl5wgsCLki9n+x9JmGuYS8KQztpdNsBD3jfp6kSMHQVWZFhu2iGe6xWBEm3ObJKUzg56xkTKKZ2TRwaqrGGfvC8wYynxMJRhDeOXEDPQJcc/z+7pWpG5Yxzl8dhjmwRg38r0LPEmn6UbGJ/5CFqXPoZyZYOYYovCnvErGmj9rTKTL0EqJxBWYvqYDgkfoSPThE00YJn2S0NosrczAU4nkMZ0az00LWHh+TXsbIcGwAr5BSQpwyXYE1BTYrUAqgrLZkAyCkd8ZnyVHxHjsme6Zo75SollFI/WCI43sbDoIx8QSE3y77Rd0mRJA8ZwNPxn6Ed+VB/oJgDs8jIUTMOIZWxbGTFs+tbsSC1B4QBYgFFURhwcIgBbdACscNgt79HbRvP8cWycf5wAbJVvEsgJ6EsDltOkEF5qRiDLLx1JS+Nsj7TmlprhoODzOXloQJdRMXbD1rIvS+V020NeGkbLI514rPz4u4xGxvMsM28XCf2cvrSA7/7e/4ww6uLX/vsP4cjsprHChkLFVqtXE6fyyuoc/90P/RX67JR04FVXEbcDtLtFnD3XxoEDN2P5wBF+MwmKSwuuM5HWicWXWaasGwRlIwIwacPcThEKUX8p86DC0Tnf+WOgTKQJQJ07d86M6bUq/fvf/367pwVSBcze9KY32dIRGmrUWl2yCVN5CHQJvBkwZVg6ygnEZYBM93UumgKwKf1RaQrApvT8kASL2vvJ5R5ltfGKWhmPI8p4Nn5qtCXJSPauwtDJJCDTaMn4Wfv/GeiSYB1gPGxhsHORAkrDSHQSsoiQ5gnICKw8Sn2PIEhbEsn0WkIqL6BBwTk20KR4JI4pUCnMFZ0lkQDClkfIEpAdLU1MKP26rCjRdpNOjbruOSAxCYmH7GgPSZOjbvOZ8ITWfjK7Kb6rdcQUgp7zQ3ZR8GijeXpnxLhHNdzz2dN4+Vu+i0JaNl7MQ2kX441PYO3UH2Ku3MM4aqOgVVvJB8NDBFSeJ4CkoUgNQQpgOQ2XCWoBLwEweTaXPRN40HgTQYWlU8koMDuHMByW0GyxHBLZtdVZTnnmzglmA2FKryVcYJYXsuMiYLJlFoi0vJy0POaJ9xk3n3kjLZKhod4mk9RGoz5GpUQgo2A1s9Hs+ugsTPFS8QgQ6R7LNLPB0nIVNhyp1e+1P+mQYIfh8pGM8HO8XzAbMAIqK/5Z9OIlDItHsHjLW8m3Y0w+64Tfx4n7PobiuIUDyxWW8YCsULqZL0VveWEdFqBShnnp9g5lOoQ6VcbKu57ynVFetVDX9CrvdkqAYIGRnFf+M458D15SJ8AnAAtaSP0AJ87N4Lvf+4vY6QzxwQ++DyuViyiMfAd7Ml5aUNmRZLznUdd02jMzTlgvNFQ/KvFYI6gnTE70DbDM6XcUO02RT5AmDVm+NItcZZ7VZo7vFlkes8R20sypbjB2iy4baiaJPapGOmWxqIoZqTqQhDNVdGJfMhkCFOjRubRSAlUWP53st5rNpq3V9Vu/9Vt48MEHcebMGbP10qzFN7zhDTbE+FVf9VVYWlqymY2ZVktDitm5SGWhe4pL9zNRmQEuXcvtf2dKU/pfoSkAm9LzQ6x1qnlOqFxB2T0d5djeRd4QNuOLQjuONEylbUImDTY9abYgfF7YTLdtCtAWxv0mBu1NDLubFBIt1IrSrvQYZw95AjQNKY6DhMLKAaz99L/SqF7Nr4nYq2buqSQY5YQZ/U+cPksTzCSbqUZyNicUXQI7phqZOJ5LKOjP7IWcZzq+P67j8586g5e/4TuIpw7wdQKwmR2Mm5/Fucd/D4tF9up7feTz7PETjGqI0YYOZfuleCSubRhJIExO17wv0CJhajMkeZ9H6a9CslIgzDYoFxLKlTEYHkK3W6LA1FYuJQrKvJWb1k9z0lUCjWEZz7R3o/JU4WWZ4IznLNOcR3CkoWP5HREcjopWht64j1QLpBI0FfMRCkGImarAqRaGZX60cbmGGMXLQHHxnj3jPeOPwmLcZohPMI4u39XQtMNmsuVTfSkStHu2ECv5GiygGc4jrR7Dwi3v5Lu30iNfKA/w4Kd+GyszY8xqRQgCPc8XAOM541fsZmOmRyovCfL9bj8JtGltNAOlT6YMAGSkBYdHrMe5tAE/YX68JrPm4/jZBt7zvb+Atd0IH/r9H2S61lFMfQIccfipdf7qJB5dkTaS0qCh01HqFhYdmZaO5c1yy2kpk4Cgy5tlmc2hsngjcoVF3m8w3iL6rCQj8r6YL9i2mBaeilxZVnTi/aTILK1iD4MW0BLAEmjKwI9AmI4aEnzooYdsra6f+7mfM9Alo3nZbwl4/fAP/7Ct23XNNdfsLQtxJR+nNKUvN00B2JSeZ8qq3+S4VxvZOGYNPxthCRkBDDX0I62bRJDge5pZKOHstBrjuItwuIu4d5ogbZvnk9XZA20AnVL+siePoWlNpFEBQdtVZItRBn6eFT1dQ/5s23clQstY6FOcOH2W/9sAzDJXwMMPbuO6W99OQXgb7zHf1SZxyH249PgHMJPbRiFqmp2ahkE1ZJjThAHZdU0M652Gi+eKV0ddm31Ynv51T7Y+2k8w4LFog0wpgZXZjTP+1k4Nyahmmxhr7zwBvBEBnANgSuNll2M5amhOGjBtNcScKTMMmwDMVCKyfZN2rMjwtF8ny9RmMw4ZpoYOe5itB/AJ2vJBbHUkJ3A+liYzZtgCZAJhQwVLx/CNVwLuGl6W1oxCPfWkV2IeWL9GBOxph+zhs5D88wjAonli25swdysBWHIT32EYBLAPfOL9WF3wHQCDtncimlAWxFf+uX08eUvlpXqz3+2npwNgeo8dkSdRLmUnggAsafAVlcuulcfxs3V81/f8R6wTgP3BH7wPBxobpgHzbGLHFeE+HamsDSRfQaqbWV0l/9wwqbR7BZY1HcsnJbiNCcjCmGVVWUClvoxSbQF+UQCqSlc3lKs14gTKmTACLC2FIY0TO0jSHvJbJeYi5ypWdwTC9B3o+9DxnnvuwYc+9CEzpv/CF75gmq7V1VV8zdd8jS0doS2B7rjjDgNtGlYUaShRpOup9mpKzydNAdiUnieSAGDLakeRBFA2XKe7lxtGCa6c1pdiIy8DXjdco3cpTHMUpkkLafcSeu019LqbqFX7FFIStLKzkdCVIE6JHwgNCNZy0vKYBkDCgwJmxMb/CvpfAmD/u5/QHxsAE69yOHM2Qb52Fw7e8Dqnucq3yLPHsPX4r6MYH0dtvEkspThLBDpOe2UbkQtgGdjSmkoCWpkjMAqWENmwUo7CVmBL1nJ8xy9CG2ZHZG9MBJZIKGOOYKhuExJUwFrnSkI30DDmPgCm0vdyAsmyyWI8sikj4HI54lPm0RbV5TObbanhQpZnXuujEVTIAH8Ua0X4gZV3QJCRZ1n7rC9W3iPZ8Gih3cQAmu8xHr7j9gmV6zNebcTNRMrYnrEmGr4kAAtGHQf0NK3Pm8NuvAhv9hbM3P71lOjXu3Lw2vjCx96PowdKmCEAUzqklc3WSxPG0nZLKtU/MgBTOFfWTfoZMV/IAJjXJGbycfwMAdh7/yM2mjE+/GECsNlN5FnfcwbAVP+/FCldKocr0iaa1EnlOxMho4j+CKhsZiuBu5Yj0dCjn6+g048xCEcEPTXMzM6zPl6PXOEIPTO9rHduxi3rg3iv2Z8sk16yQXw8QNGfZWVaxMULawautIzEz//8z+Mf/sN/aAujSiummY2atfjt3/7tNsyorYFE0nZpMVQZ2+u9zG5L35K0Zro3pSk9XzQFYFN6nkgCgELPxJwaeJnmuvlRuuOcq5p6GhA45DRMJPClqf0yko632OhvIWydxaB/iQK1j0qZYGC0Q5xA0JGnsKEA1tpOIxnvUFBlOELaFAE6f1SkLMqEjNwk9j27LpeGJz270m/m5UnPSHv3vxTRv1Zt16c4cc8JACOPRwSf260SdnsHcNNLvgWIKOTQYf7OYffRX0UwvAd1f41CLyRerVPglxk+QZMBLQlS8Ya8kHC0e5rlWEYzXiJMqjGLAl8aftTyA9KayWBfS1noXMK+gDTOoZDXrMccIi2bQGCm/TK1NMeTAZgM4LumadJt2+tQdmAU5J5fYTa1Kr+rJxre1fDgOMdyNgBGYEKApDpS1LjWKEKaaN9GlrtW1adfgTvVMI/gK9DwYK6DcpFgDW2+R54QfGn2qmesU5oYjIFB+tFel0IX2hCcAGyb+fcXb8Ps7e/kvcPmU+vI3fvR38C1h+uYresWwSADMxu3fQDM4S3m151cdvvp6QBY9t4+Mj8F1gOWX24yBKmyOn6mhu98z88bAPvDP/yrDoDJDsuGcuX4jsFBHeUUrlx2rWcqIx2voAyA7SdpTFVX+MwtkivQq+FBhsW6II2nJg9qf88IKyjUb0Vt9lp42gJrNIOk7yOoaVmYFAm/5ZTlk6RtDHvA5qUEDz34iBnTa72ujY0Nm60oLddrXvMaM6jXEKPsuvTtaJmIJHGLrkrLlfHMviue6yiXacWmNKXng6YAbErPE6kBp3A0UgMvrYZEsJp+HQW/BNJMxLNTzB6+AJivoaIuRp3z6O6eRDS8hHKph2JBwlVDSH2g6Hr5kybXwhoRuKUyLiEo02rydo9gJU+h7ssG6Eq6UsvwTHQ1YaTYpdV6NiS0IYGvT3HiTFA8BwAs9obohXWcuVjGi1/1HcS8RAbSzASbaBKAofdxzBTPUj6Sb3GdYEE2PBkAoxMAMyfBLScAVsV6dARxbh6BX6S3Cny/ZABsGGWgiU75F9Ai34sCw0xjFEeWTmkepLlwpJLSXYKjeIflQXAt7ZSGnqVFGdXg5xfJhxrT55NVzBuBZUpwY/iNJE6xMTMnKS8YHzA+sZDi12m+yIuxZiDGBP5pC/54A7VKi883CBuaBC8Ca3pfPFWAZC95KABmS1Mo3sGI8S9gO1mGv3wHFu74OqA/b36R7uKej/wGrj86g5kaIx71GD/LkgAsW45BS1oIC1h5uZPLbj89HQC7Cml43i8zx0mDnYkMgPk4frqGP08AtikA9pEfwsG5LfJW5arOiADYs6C9YWKdK53kjZHuTa6VdvM34Z20axrqlsZQmskwpBeBIPpJmE766caz6I4O8LtdRblyA8q1m/htrtA/wbxeJaBsdtfwoY/9T3zgN38HH/7gp9HpdPf2WPz+7/9+2/haAGx2dpZhuzqlIUoZ5ku7pXvZEGMm5nQtp+cCZ1MANqXnk6YAbErPI6nqZY27GslJ+z1p80dswJNxiCIFrS/bnLiHJNxBf+sk+v3zyPsd1KpDBF4bXq5HWS+NGgWWzbYSWJCAoNPRl3jPOZxDl/K+hHSBkbkm+gq6GqhSWHJX0tX8moG3HM+VsczZpQNYmZMRPvv+9mw/ZcDrSkpHTLv4xHNzCnoCyPbko44ShPkEg7iKz927ide8+fuxuxVgdm4RfrGP7snfwc7JX8Xh5XUM2juo1mW4RIFkdl9yE/BlMxul0XIFE42q2My9CKPCQYKaPBIyVYBLMydT8d6cGz4Ulz0Cbc0ufTIRWFMQup0C5JR+Au14E7VCDyXiRNludfsper0SSqUbEKcN1gcCwFzE4LXfp0A145jkWXHZkdemKNVFpr3x+qwCIVNUhM9K5o1ZZ8bniREeRbWyiUKgdbQITLRVj9iuxVgZgCujCJ5mVQ6HfFRB5C2h5R1F+eDL0bjubqCTp/cB73fx6Kf+J+689SDDbdsQZ84S4gCY6p2Aj6tGXxqAaRGMMd9/kt+szmTXctKyaR25K4YgT5gR/n/Exa0QH/qDH8R1hwgiB6wT6sTI/7Mh4x/jmPDWEfOk+padG/G5MqhyVMdJkz1kYsDjmEDbJstUZ5FsdZAvVBEynb10Bmkyw2JfRZC/DoXiNUiDWXzqE/fj/kcfxq/8t1/GAw98HuVqCasHlnHbbbfZ5tfaEujgQda9K23hpjSlP2E0BWBTel4pq30mRCX41M7zPKEA9AsUErIJSrT+0g4GG6fYA77IXnPEXrPsedr0TEHq9Uy4uqEVBkKA4EAYL6V5MDWIhq0EvNxRYEwR2Uy6q9nDTMBP9nHIt5EE3hV0NaCUs5l1dMpg5kjZ5+YE+0SYMkFXA2BO4/VUuhoAyzRiGRhxJGCTIhxXKIwHuO6udyKfLiGvBTMphIcXP4ndM7+Beuk4KsVt4jWBGYEu8isDX6YJmww/MpViSDieIQC7G2nhCNkqbQMf8T3fLzLN8kNHvwbA6F9DfkqLIyWQjg80JHkZgLFECLhL8SVUCzso1glemMbuMIdedwb54Cbme4kwLk+2DjAiYJKd2FibbpPEQ0fijXRevDZeuPsjX8OBrFOsG37qIRgRIOEURvEXUK9cQtFvEoAxjVFpwsuBvWsgj+WgJS9yCflbXMLGNnmx8BIs3/F2xORFQLDtlX301h7H2okvYGU+j0pJNYzA0/CftIaqd8yvlgFhmBmoehKQ2k/kz0hAk8f9fvc313u2YNLuyghf63BNhiBlhP/EmRre+32/gEvbkQNgq10WHvNI8OpmlD6ZLC0TUix2RV4q3fvrlbH6yu/DTuSPJ/Y9CXwxDtVx9ap8pauGXE91voBuL0RQXyQAqyEaNnDPvRfw27/1OTz0aBPnzlzCToflFeTx5jd/Lb7xXd+AW267ETff4jbI18xGDT9m2q0pTelPKk1r8JSeN2JTPGnl95Eaa/aYA80g04r08QZG/dPYPf1xRP3HUa+2UK9RePpb7GcTNGjoLEgxylNQaCZfXjZIBADqHRt4EJiQcwJMOhmJ54Dx6txJjqe67O/K6/2AIXNaPf1Kp/v82XMSnAJU+4+Z03T+/dd/FGdLAkzO+eNABIFGLiU/hiPMVkvo755FMKNV6qXpAUq1g6gv3EyQ00CU1CkoyScJVrPdofAUstLRtsPRUY681jDnuETwo6Ui6LQBtOy/CIjIZWtUPObfJ/jT8LGEuLh92fF6T7Oyj1gWXk6zVAmqR9u83qDPLfhel3H2jW8sZYJtzSQc0sUEVAyRzq2gL2d6TgZGp+E7gQENg/E8ZpQJ68ZIC8DSCSAmyo+0q2aIz3zaXovKH6+1yv44QcJwY4LKkGBvMCBPiytoLN8GVI4Qs9XgyZC7FODS6RNYWppn/ARNdHvE0wwU2nINDG+/s/J6imMduYrf/Y4/5vbq4gSEZ/fEL4FHkThtHQXz89T6anV23x89uT8bAtXxstO1aZXpchMnDbPcmB+WOX5/thK+z3pSXUU44DGax+Z2mSVzDZLKzTh5solf+ZUP4rvf+8P4vr/wD/Drv/k/cerkvZhbGOKv/MW3457P/gZ+6Vf+Jb7+Ha/H7XfcZsBLoEtDjhq+Nh5MaUp/gkmt4JSm9GUnwgU2xLE5JyTZ0Jv1MwWf9mMMdjHunkDv3GfRvHQvO9PnUa20UC232fCus9FvIl/me/nUGnxbdduvIfGr1vhbWJl01nCLevw5DQmFk6Eod9TQmITMlc7WVrqKS5/ln/InQeeE4VOdhGMGxPjzpGeZMz495f7V7rkw5PauJSSliSJAEJYokkfbaycJBAhmZOQuL9UVVJdug1++Ds1exYYSZTittZ20XpU5O2c+lFYCrxFBmF0LcEn7pEkMAl4CGAzTQBB5auBIPLbhRyVnP+ja70R8cSLY9a5vy0HsMmwC7FyLZdYjFhzwWnY98ss0yYiegClgWgLyWUcH+FzcNuyp8p04aZ6kJUoJFhLZGclGjanTMPdIw4upHIGpOgAGPEM+iwi8EkQMPyI4jUd59OMCZg/dhvLyzQQV2tx8jmkh5NvdxO72FoqVEsqlPLMjjZ7LWkbu+snlZk4PeXyy0/+T/am+iLJ6kx3575y95JwOVsdsTN9eM7sn1Un97a+r+rtaXXeO4TDhV7qsOPc73Rd/Nekg9QPyuUjAW8NwEMCrHUMrXMDF5gx+8Zc/i+/98/8S3/t9P4cf+78/hM9/YYDb7yzi+3/gDfhXP/du/H+/+tfxV3/4tSgXH0bS/xRKJYJxlsPMzIzZbfV6PbP32q+xm9KU/iQSP5spTen5IAkTre3U5xmFq61e36drAdE6RpuPYrDBBnhwmsL1EmYbEQXtNkbxBjvebQQFrYyfUABSIGgR0KDIYwUjj8564xQ2mpqvIR8dze6FTgbIE6chKZuS/yxpvzB8Ns7Jw6vdp5uQrp9OA3ZZwO53V7unMCgs998zDRgjGHrEoD7qpSJau2vo75yjEOsz33nyoIxc7RDmD70IhdJBvuPRCWApboVJwWxAjHHuATLGw2c5LWdgwEtG9nK5iZP2xwEh21FAoFeMINgxJGDjV08nODVDUeCJ6RtriLHN9zW8PGC8WqFeYSosZsxsjATWCNqYHjvqfYt74gyQKTyBfGe0L1Bh+ikKbyVFsxJtE26CLWbMVUvxju+kDF8TN0wDxlCQr2DxmltQWLmG/qu8X0c0KmDU6+L+j38chw+tYjQYGEhgwi0/T8krg95fbq6snlqmppFiOvbfE2UgLLu+/Pyyf/7YtQEw3vOUFoFEA9OZ/yvcJNxnSwI/Vzr4rD8EYLI/05pwI7+INFfBMCnj13/zE/i+v/j38Iav/TH8nb/3y/j0Z9m56sT4ru96JX7jN/8O/ut//ym874dfj5d91TyC0hMI0y8wkvsJaj+E7Y17EEesE4y3XC7ZtkHisdI9pSn9SaapDdiUnluS0FdLaU4XAgbSXGjAzw0/qalXpbM97CjwA5sNSQAWNSnMLmLUOo+wv0bB0UexRKFKoDUm6BpJo6KxwyKFYY7CkcLTK2itKl2rL8HwKQjGI63tJMGvS/7qxCir6i52iexJkvgOPU0e29PJj4S1u0Ehw4NAht3Y88QsJ8yf3aLvyf29KC2zDjaYxLfwZFvEM93nAw3aBaZGyN5yRwlPd57dd8GZ1pCkUBWf2d1QgBr44ak4wcDosUCezjBvTF+5gJOXNlCsHURj+RbU60fokSAszxC7awg7J5Gc/zjBzBYDJOjxe0xbk+FpdXnGb0tGBIxHm2nPYxdvQ1K6gUC4SiHLEhR449HXavOa/aZZcCxfm0Xoa0V7CmQrI5c6gbQcQVXAMs2NWV5pj0XaRi04h0r+IrygR68hQUMJSbyITm8VucIxjEoLxJQ59NM+k15EeVRlvN7lcpYWJiVQM0aw/tHpvOcXMMhVUUYBlThCKVpDIX6UfYB7UM6fR5BrEnORF7H2L2QweaawPIf2MI9WVEapehgzs8dQPfxiPjyAdDiDXOkQBoNttB//bayfexy3vvhmRL0tFPwRCmS9+KBiVd3UkhpWOORnTiCQ15Zc/WkIb3KtYnPVQJxjetwjEp+7E3fP/dhRG2vH+S6zOgs/abCsmogIsB87VcV7vuc/otVP8aHf+0GszlxCUfU8ULr0bbqwLFKFZcP17tyI8dmsU6Yv+3PP6MdO5HTOM9VlfUxm/8dz5XmsmbAl/JUf/Lf4jV/fRKMOHDncwK233II3vvZ23HXnYRw+skBeEewmTQSB1mZLEA21+b2PJGS+ZJc3OoJh/zpUG4dQWjyCcWUBuUDlrokeik1L/6rOhabx83zywBivh8zn/uTajway3e2JrylN6XmhKQCb0nNHqkmTdp1owDV+OW0orKOa7xJFioZ9+JztqkZ8igUKSK1L1TmB4dYjbEMvouB12BDzoU+Pas/l8hIaIwoJhctrE7AMxNp7Hg2a6JkcBRyf8cySoaOEWiZbLl/zzAyI6Ff+eKoFQuVEulYTnSkHZGytJCkA0zAJ8Ohoz921MqfkpEq/McMSS8emnsJJWiZ3LWHlzi0rdC5W/lr8k3jtPHMS5DHinIb1XKIk9vQu0SiPDoTxJQvTLTBbwyhmHJqaTwC1udNFPw5w7CWvJvMXEG8NkV85qgAw3noI7TP3YnPjfhSL61ic1VBPC7moayY+SJlmrZmWzKGTeyXB0DFb4TwtzGEwKtPlkWiCABkgTVagGX8awmMqE5a/FmwdmRsjz7oxW/EJopoEDVvIhQR+0Q78AoG3vzsZVmSOCfhka5b6iwiDFXODYBGRhCzzZTbtxsvL5eaxkLSCupzNwuNxiEXE3iKquQHqozVUwlMo0gXRWaZ1h0EQ8GkjbzJzNC6j1ytiq8+6Wj6I2YN3oXHgduRnr8doyPQkecaYR9zpo7/1BHoXPo4DSzPwinmCPwJ/bcLONNjQHsPTn1UK5rsgQGhldJkceHRpz0hZUaflyT5J+o6uND4naIkDgWVNCJjFyO+yO1MyAPa93/cf0O7G+NAHfwAHG+dRUJ1ThckqnDmdK6bJPauWOpcmy0OinRH0p06U3adPV/0m75EYrm82gKwfVq/5ri1FEuCn/8m/Rasd4qvvfjVuve1WHDx4mOW/S2DfYh3lN6Kw3FinA8E2gUX3JveTIsaDEkFaFXH5CILFW5Cfuw5J0HBgmfWsQCBvnTgbdp/judKgtE0aJOXLnDthDbWnllW6KU3p+aApAJvSc0eqSVltsnZOF66ltuEQa+Bdk6deK7TBca6HsHUa3a3HKIQvopKn0A8G0LpNBq7MnovCVecCXAx30oZOrhXmpLXWuUkuxSG3j+Q/S5vIrvUuhe5EmrjhmYkg11GNtILUYx6z6HSdaZ10bZtx82gPDJgpDQQ01vtWRBPHTMiOfe9aaeRzt2aZ09g5kt8M+E38TsKRJiUR7yafrYbeHAuUFhmg8zxLixhIkJImzEmhQGBQQhiNsLHdR5gUcPjml6K0cgPQHDo+V5i4aAvp8KJpxDrbj1I+bqJM8Osz4T7TkM8VWBxVbA+rSPOL0ObLDIQyc5FJnqGTYb5Lq0fh6ozwCSRUJqbpkbYqZbn3+XyX+OgSEF4ihthkHG0UqgOGGfIZ80LparMyR0WCyBJ6SR09zCNlfH5lieHNkUfaJJrlREE9olPZFYt8R/ESmLgN1FUWslkjQIh24Q/X4IfrxFubKLKujdBHPA4J0jRjdAw/raHmrcKbXUV59Xp4M4cYRJEwrkRQqfQD3d0tbD3+KJoXH8cdx2aRrxDsMr9JzLSbxpBpIdgSfnDG6yoXQhJVoivoagBMZMOkKlGrdLoj8CV3Zd0mAPO1rEaDaWcZEIANc0U8eqKC7/uLv4jOIMHvfeAvYHWGnZuUvCIYTxQOw9+LWt8Q41GMDqApNjeYKy0YfbL47Kb5swwZWcJISpc6SDrX96Ayp2P5jbwq+p0O6ouriGOGqPSzngU5AjC9LqeOiZwQldaKEeMc83jNsiQoG+fqaHcK6KcLqK/cgdLMNfBLC8SJmgTCf3X0CABt14YsWTqxD2JCk2QbX5VmdzmlKT0vNAVgU3oOSVVJAkatsIThpO1TG0qBKk2EtoFh68tbfYwpfHvbBF/NcyjkmqhVQgr4Dp9ryQA2pga62JiywZYQUI9cAUqOW8DWeiq+SbymZWDcZiDO9/Rcj0T7z0V2zRsaKhMqUkNvDf7EG8NxYMyBMgErCSCPAkX3HACTZ/l27xliyo4K39Kmk8wxTAqgjD9OiElQawkNgqAsgaZBEKDQReZP90g810bGLjz3K3kpGx6lKWOLpU/xGyhk/mxmKEEChZP2Z+z3czh/oYXq3GEcfdmrgHIdGHTpR/zos8A6SEYd3tpAb+c80ojX2uaH/NK2P2N0KS8JKHNzQH6Zwa7SLSMIeE3+58YyRKfQZjKEpZUml12CTU9DxCznZI2XFwm21lj+2yj4IZKc1vciQBNY0WxLKxOlW/tJ1lkz6gQbDcReHWlwkMW8TM5oDTI6W6uMYMH4p2Fr8ZqOAMVPusgNd5AOWhiFLXipFkmNMYjIe+0JWKnDq8/ZsUqQVy0eRq48o4rrXEVrnEUYD5tYP/1FbJ56GCtzJSxfdxhea4t5Ul0hX6TRyQuMKOms8xNgY3knSSf5FNpDQU+mccD6Is5lHxEDkQbKhiyzAO0ZOaa18EYNfgINVp8uQq+AR06U8Zf+8i9jQAD+/v/xPTg4u4Z8QqgflBD5BCpMo4WnKBScdQR0IQ0mj3qumbHkp11mHs3zVShgQQfS/Ir/ctLg+ejzlt4tzSwg7g0QkN+jSOuksR4o+ZO82TtMn302li3d578WwaXLleb4/dRYJ8sYhrMoVK5DZf5GeA1tO1S370I2aMJf+0khy10mRZCR0jmlKT0/NAVgU3oOKWHTpqGfgM0ahaFqFp0aPwMTXodCr0PcsotouIb2+fv5ShOlYkz5FrOju0sB1kVBa4Ga5KYwpaBQI6nhM7eatoQQb5mjYJPAyyKSk5BKpI0QensWJINpgRQDVAxUwQj5TYSABKAbbmS4BBxmx5YBLQM3PEpA633dc6jJXSuROuioREvIyK/CpNOfSABsrAkI+wWbtGWToExIGKggMQwbxjSBZSFPZLDin7zPU/k2LaPZ+tBlnznD0Yr10lQNwgDbmz3mq4zFQ9eicPOttj+jMIOFZxt0U6iGTcThDgaDHQwJYkYss6j3CONNkKQ1xGMKxvG8gTEvN8MyriHvl5EnCMizDAsSxMkIcRwiintI4zbz0CSQ2yFWofMJvoI2AgKwlPHLiNtnuebpHNANoK0axww39qoYjEoYxAHC/CrS4goCr2jx+XTa+kiTAlK+G6cML4lYryKCuU2Ukg0CuwSFvI98IQ+/WEJQmcW4WCPYmkeuukAg2kCQVoEeOTgUOJOdUYJw5xKG3Uu4ePoBJIM13Hh0DqUay6LbJqsEZtzWSuojqFBGBlLJSCscATAeWT76MlzpTMpDnq0QJ+fm+EyH4tPUYfO7nwQ2WY7pLCNusNxaZgP2xRNF/OX3/VfE/G5+9Ve+G4dmN4mRCMDyRYJYB6rse9K3xrS66seayWitk0PyJisXm5ZOEbvejzvqNV1mlB8wbg0FutrHgBUagaTWauN1oYykP0ShSjA9JGDMSevrvmn75uTH6jFPs29R5W/ryPX4rjSxFfqaxWhQRbvFcq8cQ2nhFoKwY8gV5xmMZxhOYdnrduZcxnnl1YWrp5N4pzSl54GmAGxKzxlJUKUgkGA/X/ZemQbEyLQRMvDeoiA/he31R1FPdlApsBFmA5uOevDzbLwDNYyJ2m4KNCfYJBGEdXjCazaWTnJYI6o95xwpIgdrxiGPEhzPhoRyDEDx3JzClZsIkQzY6DPRce/ePrcnNPbd0/vmX/R0xwlpGFSLY+r+3jsUXgxP++c5/845QCJA5USJ+ea5A4mZX5F4z3taviGYSFTNgkvHiAngcn6F96oY9sYsjxRDAtaz3SEOXncLDl5zE0qVZb5XdsFpHYtArsv0tBhXiyBsg+kg4CbYHUVFjEIeYwr2lMeU4JHxJLYfINOQKG0MSENEdN5Y+zIOEBA0aLg573WZrw6BYR8hgcOIThZEwSgmCJONm4a/pDsq8VkJaU6z6/Lo55h+OoF9T/VNoJ/3C0y3wLqnCQHKd5BjPG1iqRbrFMOSJlAbg/sEBolAJgGXHMMaEzTmYqY3ipmnAS6cfhxr508yjREWZ/Ko5vt0SnufdaxDR39+je8TWuUZluQ58z0m0FMdZobppAnTqcAG/bgLPSTx3Orz5NyIzwQObLLJ5NaT6Mqb4muPB2kfmZagiYTpeZgA7K/80H9jtD7+y39+Dw7Nb8EP+X3kCcIVtKI1QMWap4O+UTtqKHESh5Vb5vkKt590qZ0oNNPYnrnnNoyal0aaYWvoM0kNgMW9Li9lUzYpowy5Ku9ijZzVaf2zXdEenXzX0zptEd9RfcM84kGd9eAACou3oLJ4jDzTsiB5csRp32TrxQgsZJ2pO+e0w0yPaC/eKU3py09TADal54w0WT9Eh82eE4gyyh1HYwrpEH5FGx1fQGvrPjRbx1GhIJsZhRRsibOZKbBh1Yw8CoGRhgWtTdSPGmmeTXrpDtzomau21sNmQ631qWzZBgp+bS8km6jMj3uHYGbvXG27huzUKLNZ1gP5F1BQGEpGkeBDvXDZpDB8A0NyJpDcPXNKAQHc3l53enmi5XJjIcqDAuRBpHdFup4IMn2CWv5B52ZnozTxKBBjyeXrOpoRNPngBSnSKDRhpnuFQIuKClTJYD2HcBBSuAXwyzWMWh1GL0DAACToPA/DMKa/AvJ5TefPo9XqY7cT4jf/8MM4cXYThw/dhLte/BrcesvLcfS66+BXCYhmfB61sXGX+ZNjGm0oVHkmmJFzmXLxaLaCyky3BISUL8k8W+iUR0PUcrLRUt41TqkhLIEohct3tTCq0i1vRgIvEpg8mh+Bb8UhlWlp4pgODT8b8ZnqkvlhmrXUiXiuO3qfYeWGrDfjAsEiwcEgQXt9Bxvrp/HIFz+DnZ1N3HLz9bj2yBGU/AQFbYs1GqCszoJUclo/jMEkxZphFNk2WbIYhTYB11IQnioZndPcqi4zbVZ3BMomvBIY5CHH8jSgok4HgWI66YjoXZWfbW7Nc5Wt+CLWKG+KYsw6kQsbfE4AVtFemh6+eCKP73nff7NV+f/Nz343ji7sosRyH6cEaywMA1kGfnipssq+O0vz5L5mX0zqzZ7TM8Wd+bHj5Fw2bkoYz00DKI983+E46x5ZtREfXH2WU7gKhz/Ko5GOyjcP0tiOigRf5HdMF5H3+i61bVR+EYOkit2oRgB2LRqrtzKJy4ylDMJ81hDpX/kt81xRqGZYU2L1QhdTADal54+mAGxKzxmpp5pAU8ilqWHDqq1bbPpcHxicx876/UjicyiWOigFBAlDAjM17hLQkt+XW0cTOGqu1X4b2WrlbJRVXScgSDLccJY1oBOPfKYFOe2BeeA/j/rbC4/XEo6SmsIJNuRmQoXp0JE5GIcCLS48Swn9pLwh2WmfjDuxo0/BMdK6RBrOpGCQYPMpXHSfnlzy7IxpID8UotHkvmYGys7YBJBI+aPYcMfJNcOz5xpSJADyKIRlF6d1ueKY+ZF4oT/NNNS7eQEwCp+or4AJEtIQvUEP/QHB1m4Xzd0+Njd7WLvUwtZmC51ejNIs0O0x7QRBg36OwG4GywcOolgpYGV1FqtHZrG4Uke+VsHqwRch8Ku2mXGZrlAsMIlKR2xHLZBrzKWLBaqZdq1HplmNnmZSml2XjsrbJN98e0z/lm3yNsdyNF6Jz3LGsH0uzzqhIVJJ9IT8EShMxRMVw8iGHhOCz2QUIaT3Ac+jbgeDZhP93SaSfh9bl9bQ2W1hd3OHPNlFc7uFbtxC6FF8M7jFuSpmqjNYbJTN5qtRyGGxWsZCo4p6rYp8uYhkovnS1kq+gQnmgXVBaVf1ljOwxX/VD7Ml1D36tT0iCTrkN9BwO58lSWzaw3yJzwSGlFv6lR2VVc89XmSkmsV7YY28JQgtbvOLS/HgySLe93++HwtzefyTn/4urDa2UZaSyta/mwBTOn0LZgtWEBjhPX0bvNafli+RTZtuT5JCEnjk961UM7tuCFF50ZIwygP/eV8fjdnAKTxV34mzzKu+qoOT8WVyy7S1FhkL0WWW/qrkp+zbWNaJwD+BNMvU+KD9RwkqO1Eew3GZQHQZ88svQ7FxmG+WEQpc8+ibptSzJkbV0oCeAU0lSvFMaUpffpoCsCk9h+QEsDQTZn+k81EfSecceluPYxReQL0+hO93MOxSGOQ17MMGUNP2rWXk0QAYSdXSNAV0Oh/LtoQNOf8zLZVaeVtQlEItocBLpTEiIClq6JLvaUV3ASMtQCnwZEbEvK8YMg2YtF4GwIxMajAuD+VKxeJILRw5XlAISsuVAbDsGA+HJlTzFKYSoj6FiFaQRyzbFflTBPTLiGyZAmWTQkjaLNOamdASAiUvlCa5Sf4sPUyXw5QjJjeh3IoIlHoICRKDfBnVWgMRQZhH4FSrzSEgGFq7tInz5y8ScAEnT57Eww8fx9lzY3Qpv+bnxyB2MCWAWF6moC+Uithu9lGt+qiUG9htaeHTAvKFElrtXeaBnlU2ShLd+S2P7zQwW61gfqZGMFJGvZpHg4BFJj+FaoCAwtsrkZfzs8yKFm7gPf5p/S6fQtOTZoPXApK2PAnLZ+zLdkp1x5GiE0O0cIDxZULkCIb9dYSDbZY9y4mOuIU8ymE4jAhKB+j1O+jTDYYdbPYirLUGxv/RMLZhasRjXHuwhnTYg1bSr5IH1VKJGC5E3xsaFogJWCLyUJMchVnyfE14JM/yU7X1Ch4OXDuDUqWMubkZ8mKGvK1gbqaBAgGN2cCpThB42+bRrAsaltVaZaqz0mJqKE71IWUdkx+FlSOwc0CDkdK/gQQ+U51OtWn4hBz4UR9G2mZtJ5VHWthCOxfjgeMBfuTHfweHr1nE3/uxd2Glvo3SMIcaM6D9T1390/vkrQUzOYrpE81XmAwNzGa0Fx8Bvp2bN73AssuVmFSto6bFa7X8DB3bgFqd35I0Y4pPMyX5njopMjFwpGcKiOVeIKNVzwwc8ZGC1t6uaZ2800egjhjdOMKIhZPEykee31wVw2iMdo8dguqtqM8fhTdzmO/PIwQBHGoMjvWOb8vKwXiqCiXA7LI0pSl92WkKwKb0nJKG0kZxH35BQKyFeOcU2luPste5bfYzgdn7DNhYE4hIUqvhFQpQg08nTYGm65tENanKcxNAbKwlBwiGzPGehgNl1izvTuEloKS2WX413MMw6VVhau2pRDPe9B6D2QNgDMOWMKDwc2DLCUhplSQQ4yjluROUg1BG5MyXvTdJFw8x7+dNyDIfEzCorX8a1SKFcIECtUCQU0Kegq9YKUpU2fsCGqZ9YHDmNLymNPOK4snSJc2HL+HKdApIxkyT20rHRz8cotnsmEZrXdqsrSHWt7vY2t5Bc3vbhNF2d2jx1ksBFhdzBF8CkTnmScKMKZG9lo5MkkfJFBOgmCZGWWPe8gGFG/OVkgc2xKs/gqmY4EvaNtlAyV5KKMgtg8Fc8SiLtoiBqhZoZ0/JVG3+o1FmgRjmiMVLfvO5Nki3EU0ehVHccLPjA5NGnxnR90QNIwAWEET4up6Uod0dERjaMhSsOx4dQa+0O6YtlABm3gJGEhhf6Y1lmFKQ51jXpI0dC6Axn6UigQBBp4BfsUDesx7oHeXPkqD6yDIQ38KRNLkCJcwb0x8w/aViiR2MPKos7wbBaYWAvlAICMxqk9XcKyiVygZkAvrLGwgTPGCMrMQCiiXGaxxiJMZ7HrWeW5DXkJzuqyMixzzwMh0S6BCAxYV17LLD8uCpIv7+P/p9HDh8AN/1nS/BTP4CKlEBYV+dGdYwplkTBwQOlSl1UALWFW3zUyAQCgJ2KshLdSgsnRPngCQzTv8GpuQUng0BFyw81SXtUpEL9F2xFhBYC3xpcTd6J7+kOXbxOsBHp3IX6hUQM1tQPtcz1hYQsDMKFTXL0tUbaRtD9TDClLxm3KwDydBHNJrDIK2gvHAdysu38vVlfmkNvlNiNMwvg7YARAqfYU5pSs8HTQHYlJ472mvYKH7jTQw6x9HffYQN3gbBV5fCt41c1GMvl15qajDZ0FpPm9cCXxSAtp2OhGFCgCbVhgAPvUEbP9sioARI0gIIaMmYnII1jccICQKiKOI5wcWggiT0MRwOMWADrWPE8CIeRYpDTm1/FGmISgKO9+n0OQjsONDDKE375Z77BCM5Cgh+NOZPYEth1CpVhARDg17fwJgtuRH1Kb/7FMQEYGW6ksCYjwYFsI6VijRXZZQrJVAuE0zEZAGBCoWbnM7DYWxhKY29bg/tdhetboQHHjuHi5c6OH8hxU7bgbKZGQIECsuEIG7A9yICBp2XZjzMzNexMNegYBU41BIgFLYU9gJASAh+DOcSLI0jhkUwQoYXSxJV0iAS5Ah4aJhPtlUEXYIl7aBDhowMTMl8r6BlJ+gnIf9lyI6ghJFXxJj8GhG82V6NFMRudiOPpiFJCL4ooCl4Zc4jDCXNkga3ZKPl1qDSff7wX+DPKpnAAsGHz/BN6NuwKx3fERAYMXzt46hNtjX8aICKz8rkKd+09DsdbQ7VfRs7C2jaosED5ouC3PjE9M3NVVnXIhvGlQbSOdZBVQr6KbI8Bc7yBCwCd9KMFVhXbF9MgVKFqTrDGEsyrOeZNJa9nkfHNFQdMNZG3isrK5ifmydwY90gc0usHIWiQLswboJYWjPVf50z3XLqNGzsNjHsFFlPIrSS01hjvT/XnMUffipEbbGON71+GfXgAua8WdavGfJU9duBOjsSzArM+UQnAlg+kaTWPBt2W6zHhND7wJfc/r0YbV0vks/6IY1uPh/QEejINI+Ie3a+xg4ZOx9lafcKBkTzBFkyoxcA1GQJaRINhAkdGXDTkeFnmjGzESTwZ92KvBLrDMMJ2CaETPMgRl4LuKpTwTotTdwgpfMWEMwdQ235Noa3wtg0g5LpVzVS0YmUdJeNKU3py05TADalZyZVDzbQRq6dtbbLiR4n8Ca3kaNgyGkNqVELUecEmhsP8O4aqsUuip5mjjEs9fJNYDKEUuQa3YmAFWkI0exnNLQgAEZ0oNGvZEhBS+Q2ItgaDEJEIYU2QUZzp0uhE6LfHaDfG/BZgt1dCc6SLTWg4RFVcWm8fMadnbsj00NhMfbp6G9EwKKZU2ytHRizjOpE2hZtxqz3RjxXsnXUiu58TCE4HCjugQklaT9kgyXBO2L6BQikvRrJJinR0B6FsoZiGIaEvGlMBHj4rkfgJy2NZur1+0MMCeharS42N1O6Mdrs8EvLUijpHaaWiVE2ej3xlriHCZLGpyjQV6uiQOHH7Ng92USlAqKJtvihwE1UdgQNWnqCLqTAk41aShA2pt+RQEfI9FOuOc0BA+LR+Gez3XjFaGXypecaUgRBUUJBHJOX8UhcYlrJd9urkaDLGyV2tIVnJfQNgBFUM+0MiuEwDVJziDvkhw1LWt1gOar+0JcAMH94qo3ANQHBbvNfZ4zR7IcI35gwOZ/CPBjyvC++04s0fAQQ2kNUWrqIIJNvmCZKvC8Q9dW1uCfLuz/osB4xVSovAQI6j+BCQFzAIU9eeP3OZYWNAUh3HvAnT4Ah4KJhSM3AFMALWOd0T9kSOFxb6+PixQF2mwRXxBmNGWBuFlhZZhlKk0YnoCK+qz5LU6chTIEvN7w+wpDpG49rjJ9gsZRikC/iYqeGD/zBcdTY2Xnty5dxoNTDcmEGw6CBXJUREEgNWL7SQPqFEtOs+sc0pjESdmZyLCtpQ+0rZ7pNn6mPkTzWELuzZeO7rGAewVFO5WvAWqUunvLbzTF81v88AZbqZLlaYr0toFEtYGGmwo6IOih5Av7AvgGfgC2Q9kxVTVpMHQ18sfMkMJ8nACsU2Rcrs9xy5HsRpSSPvEZlNays3gTfGROcyZ5xMKqjvnwrSgRiufwyeVRnPkpWp5RMmZ9atVFhXI2e7v6UpvQc0BSATemZSQBE4xsSeBKSdGwOTXugG/qV0NSZJ+1JdBJonUKfACxOL6FYbFNQCZSxMdcaTZDdl5ZAYEMf7PJl15A7VQfjUNs9jBF2tD/giHKSQpZd6XZnhE4nxvbmLtbXt9Ha7iAcUuQmBEupbG0opNjySvtTnllkR1i2QEOCNGmRCH6YD4EkG4JSb55C0OfRtksU6OC7jI1HNu48r9caKBKUFIl2KhTMMjSfma0ZwCmx1Z5vlJELu2htXEC1lOc99uopWDQ8JDCjFdwFcCTMFHccDgkQCRbbTbSb29ja3EC33TKNVMQ0bu3uUPgSiDD7QgkCYJGG/cRXCXstNMq0qwCG3SEBaGj5S0x7A8zPVlBWOopAteIEmkfgsDXokhfSclAgCgSSx1IqqOAkgHQtgSkAogVEJIztsRW3wI7KRf4odAlUbCYoZVxVMy95ndhwGcMQ7GAac0Ge8XlIeE/VRuCgWqlYnNbUSBtE33oj08bZn4YKLT4BVwdOlEj3TGlx6dozSudNaSrdMDTvyY+eEXgJMEnbZAklQtRzWf+UiPLEA6VZCpOUda5AnhHW8D0GoHqocwLPlEBZ2iAN36qeaNKDgCoLgf6UV/dOQeCiu4sCzwNpjZh/2X0pr0q3tIdy0moK4MhI3YFs3pc2iedF1huda1h4OEwJprs2U3Vjq8l4pOnxWbZFG7oUoFddKrBOBtIeMW+EbejrG9Oem2kV3biCjl9FMw3wmQcewlwtwF/8tq/HsXKAGssxnVlC9eA1mLnuRqTFGaaLoDkk8ClWrY5pRnEyHGDMeIZk1DCOmK4W6+8Ov6Em61wfW+tr7AyRlwRwMYFPwo5Rqr1cUy2kbCXlDjxKe2sk9pJUYgEBfEkaVFbpCoHX4mINq0szmGvkCc4CVMoe882yYz02NSuIsHjfhpW9EAn5kUgjPS6xA1BBEOb1IbNQmXatRaZ2KyF3tExKWkPqr6By5GVA+VrmZw4Ry1JFWGHQ6kQ8iZRuS7s7Zo+zW1Oa0nNFUwA2pWcmk9ISmiS2WCmFD++wyZfAFPByWg3d1VpO4dmPsmHeooDbZmPepjDsU7ho3SeJOTagZmxOlKDW2Nc2MNJwUVjZcBjbz4gghI1+nv7GPN/Z2sWFS5s4dX7HjMTDQcTGuc4GXFvQEOSM8hj0+SLBU6Egm5oyNnkdjp3dykxjBkvLS5idm8WB1YNu1l6lzF53GUX2pCsLc/CFWgge3JiJ1r7y0d1toSQhp12VKQANOEQtoEQhSqEbXzyD9vo5FNjjL7N3L+WIW7OMXgUKKOilwTMbHWYtJWDqdgmGEvJLLT/vdQd9NJtNdJinDuVLpzvAzs4umq0WesMQsYZbmTPhUsEIOzJfXr5KYFBAtVpCvVoxwGWzwjT0xqMM5mWLp+18MIiZFgeyDEQxEBu6ku2WhccfI2kUWR4CaXIEVzomBIFEUwYixE9NNBDW6o4GVgdsyNiQhkBPzoCXW1aAgInCXKAjGlAgWjxyrCcm1AgE6U3gyGbK2dvSqVKo8teEncK15/Ln/vSeyK4IQLJhMJHbioZgIHUzGKXNkX8N0UmDWWYaDfzQKb0qLxnsy/bMpVl5oD+GUlcayS8NzSY8ivcClPKjoWhpy9x6YupIMO30b8PHDMdAl0Cbjrwnbah7JgAxGcbjPdkHashSpGvZiUlLOyD40VIiWt+s1xugucsOR3MH/XbHqqI6BQnrk+yoZuo1NBoVpntAED6PpYWjqM8dRrCwitME+H/tx/4pDhwK8G//yY/jmhoBlng0zmO7GzLdZTSO3ITCwmF+n+oUsf5rGI95M6JfN6uRvJYWajygUz1jHWMnxDgv1WXMM3Y2bMFUWzTVnpBcWQ2YbuWp3WqyvrfYkeoi6u2it3kJa2sX0N5lexG3yeA+lheqWJ6v4+DqHJbmG5hl3qpl1ohRm+C5i2C5ASzVkcZdK18D/bJpkI1YzLRYZ0LLrLC9UZpiddA0kYSdquXbEay+mK8cxtCrs57kUFUdslRehfSAzuXicq6mNKXniqYAbEpfgih1CDJsTIDCXyIuI2vkctrSZYh0sIX+9gmMeg8RjLhtXjyfLkdBEUiAMxxr0FTdeCItgtRpvD0i+EqH0hLxIqFQ7A1x6fwWNta20dxhg90d8rYWuyxKfLNB9SD7Jg1Jaq+5bp8CNyhhaekAVlaPYunYnajMLWNufp4gpUawVTLNhDRJEiaq8RpKVMtqSTLNhwQNHcWe06x4TBeBJf3ZsgoEI/B6BCQEghfOIe3toOylKNJ5EvgSUnxbsy2lESpojbOwj2GfjiCGWBIhgWWzM7DzIQVdSCf7rShXRF92K9J+0H9X74QR+gQHWqpAQEE2WzpqEdJxfobxMDYBLToNFZWKAjsJ0iREEkkzxjQx/Cr5Kk1VZi+UKE8M0xl8iwViBnPPcOpeyKMAFAEBfwgfWDgphR3LX+wSMOO1gFcv30ZEYWxDmXpH+adAFOhwW/I4sKdn3sjgEv1I+yZ/jFhDj+KpFQIDVwS6Ij8mSq4nkSYDXEmxCVsXpuI1YMtzTRjQuQCaFTPTokgFblS+8uOWhVB9cMDRTdSw2oAiwf+MV6M3F4YBa/Ge+TDdHf2ZHSHzN+DzLUaiTattCE/vkA+Kyxm4u46AjgprpMkhfG5+s3d4lD1ZHGkXCQKsydIeFeZZmlVNCNAMzbKGQgmcNdRXLxfZQWB9Zdmn4RBH56uoEdyV2InwA7pGFVsEyf/uv/93HLphCe9425sRsE40CBpTgnKvVGMd9LDbG6OxdA3mDt8ElGfJLH0Dcqpfqh3kl1imMtOSH5oKqvLVxAV7IJ6qbPT96DVXjvtpyPqjfApsmiZQHpmWtN9FOGSnKuxhsLuO7YuncPHcCWysn8XWxnmU8x4OH1zBwQM1HD1UwTxB2SjpoRduo9YosePEwH3WIfLVnNUb8tj2kmSpWnJZB7Q4sDeHbk9Lhqxi7tqXwKtqX0q2C4UZ957SPqGr1T+jfX6mNKXngqYAbEpfgiRyJHLZwyQZjlKNMScBuk0vGxhsPYbNSw9iYb5DYRObAJI/aWLUyffsRbaIGkqQqosN5XhQYMPOnjd75FEvRqcdYmu9jTMnL2Lt0g4G3Zid8QryxQo2+KxYaRAjEaCFFAv50sRV8LKvfiVe/JKXo3rgEINlOrVXoIYT2QgLMGRVvJj17ElZFjS6YflxbbZseE1oyzDekivBY2HE6G6fZB4fxWjYw2wlQDWfQzLQwrMEQXxP4EvDSDEBD4ZdpO0dAqohQgoEMx4maFxvDRCOAvQZUasXotntYaubYrOXYm5hESsHVrFIIFmt11Gu1ShMC2aEXSQP8hTCY0qd/riCYokCV7PryhqiyqHdblKmDZl2gSUBIAJDAWSCUw0VxRR4IQW8hiy3traws7trAj8MQzqWSTzAzqkHmbe+TSbo93oEj1rTjbzIMw4/YDx5loem/AOlusChgA4FK52GyVTW3U6b/BAgE6wh+yh4x6FsA1UWI7jV8WP60ExD1SkxfyK0+Y6G2Nwiuk8maYv2k95KPPr3BREIPgliHPhhacSKS2EpDbzPBJtMZsqklXND0Hme5zGMWFZ8z3ZdMIDgYTgc48LFXZcyJkVfQEpAvrS8DC3LUSxXbJmSEo8CMvVrrodPHgk4lehkezgzM2O8Eohz4JB8YPzStin1TnOoyqY6k9lzJVYWKpMRy2vj/FnWrwG63TZ6u9vosT7NVIs4tDJP4O+hXi1hYbaBhVoFg/XzWOC9OZZRo+yhOleEN1tEJ4gwe3TFbAk1Y3Ch2mC9bLHMNFRew2BUxG4/h15SwAGCsPrSYd7XN8l0slMjDaBbwoW8VHnraGVLvslswJjkOi1geY4ECq8gZVPEqmAaUn0jeR611yffFPrnQzGa9ZefaI6AbPvsCTzyxfvw0P33sb6exPwccPjAHO669XocPcwLDXVq31gZfxXZnhT5vqzr2YkapyXDiaayNM06Ax2XWY51hOMGOnGF/DmE6uE7CLyP8P6T65ZIpSRiVp9MqtRTmtJzRFMANqVnJIoKghkBLQpe1hQpg3iLOIr3CkM2bucxXLuHQuIESqUWAdE6hQ395czqhg2ZGj+FRP8awtDG01rHh09G7QbvVQhSIlw4u4lTJy5he6ePKKKgHGl2YI01tIghG1G/OoOdTt8M4Y9Q4N14+51YPHwU195wC3KlihOUFBYm5PI1xiaBJwDAKHSf1Vw2M1eS2lM5+c0+BPmSHbcWdDVBE3axc/402tsnCLqGqJWYJ21MnQwpyD0bfpS2THY73UGI3pBCdMhrHodhgg4ByEZriEvNHiKvjJgCzqvMYXZpFcurhykMllFqLMAvFB0wyPkm9CRMzAhdeaGAU/q0BMUwlUaMYINpk72OND4F07IoL9JK8g35F0AhSJSWSPnPnICB1p7SMhtmF0YnLVoZ2iA9NGAmGzPTmDEPAmMDaeZabYLkDrFaF+HmeYxCDQmzvAjaUr6nMLQ/5CjSJImB2SppCLNAgBQQGMnuScNxtgWNgJMJM+VTEMdyaUbRLqc6OrIr8SM7J+lZymLQDEppHNNEeRHokqYrTxCT2OxRj/zScg9ETRTuyjf5RLCkYUSBLo/nQV5rR1VRqVRRJqhCvYHSygrxR9k0qGW6ggzhJ+/4CkfvERz7rN+sCga0Mq2XgKDsDq3eKcXiO9MrJ1wgJJJpv+QsbzrqEZ1mOao3UJAfvUswFhP0xwT7Q4Kw1s462jubaG1rpnGbYG2AxVoBhwnIjxKgzfD7CsYdfhfk/XyJaJmdhVqdoI35DFTHWLfZIUqJdtJxkd93lcCkwo5BCbW5w6gJhFVmpGB1gJGFYmWlpOrbJzl7O5dmI2WTl1fbASwSABd/+KHsZZfOyprXZBWJ9YF1YtDaJbAliGP6tBxJyPxtbpzBqZMP4MRD92Lc3sKth+Zw+80HUK8IfPUAHenG+YR1nmVq64YxSC1hI2drnBRYR/PswNTRj2SnmEf5wO10r2PMWidM3QaCt0mt06+1A0wnb7obouw4pSk9BzQFYFN6RqJ4RsRfyjaU2Gips2pjaNp0e3gO/fV7CT5OULBus/HdRFDuOiGVI8hgr9Ot3yMQxhdHBGAUDtoKJR5QQHZmeV7F5z93H85f4Pvsufb6bA7ryyjmZwnqKMRyBTaqeZy4sIZXvfFNeO3r34CZZQpHTRWTJNGwIQGL+tI2hLRPkGWUVfAr207dV05CkwAaNqKg4RlDQspeeNzdQWO2jPXjD2ObAGy1NsaMP2R0BDX9tgEOv1wyTdv22hZ8CuztzhDrWztISovYDgOcOruGUxfXUZk/gNte+kocu+PlGBXrGBdnkFIYCscKOEpDYkNeQq8U5EosMZ0pGZRGsc/lQ0bhPPCmQKell360LIGGozRDTmFpCFGjtB0tx0CeSGvhSIKfodC5L58nDFnG7fGYZaNnfCDwoPsCTtJ+yZfIpwfNaJwjeAsSQnO6kabuJTJcJ/AcEBAQvPUoONvNHTPAjjoO1Mm4XBoyMzKPBjwSzMnvgACPQC4kaNMosQCtkZKgdPKgdAi0ZDMIbTixzLwQDJcJwCulKoFWhc9LmKnPoViooFafxUxjFvVqA4VGHYX6DMMPkBfQFaCisDZ+K38MTxM0dBxS8HdyiWy4jcdqIrVbQSgeU1DLIF/aMw0ralpJWbPvBLbkjy9oyNPCvYJMYaRykHbJysNuuLKXdzFfZAfGFxMOMBxiaFvaIk9QoqU8vFFknQMtRBqRdxrCe/CJB3Hqgc9hePoJ3LHUwEuuP4C5BoFuEDG/BKH8Bg80llBiunM26sZ3WWz2ffk1jLwaIn6vnWEOcyvXoHH4OiZBtpGuA1Qo8j2mod9PCFQn9WGS3D1Slp4FyZuccFEWhI7OyciAfJZ2fYJ+1MmQRnecDtB84mF88WO/i3OPfhbf/M5XkSktlJbJ+/IAQ4LOqlRlg0loqsNquATC9DFoGZuRwJePmJ2YwZiMmH0V5g/fxraHz70KWzrmNx65mad8VZ3OvXypjLIET2lKzwFNAdiUnpEkckINsfGo3WXyqi7jEOPeJaTbj2PYfYwCcYONfIdN5y68ckzhJCBD8DVm7zt1xvS2B566vLL5GHQprD1sXBjjns8R3Ox0kC9qtXT2XIM6dpohz2soVmYx6Ke49Y678NI3fg3mVw5QkDbYiDLYiI0yBUtAYSrwJQiVVWTNZTTN1bMgppa9fwo2po/inO31AMXciGncRaWcw/n7P0OwtWtb0RQGO+SBQCRjkjYtlf1NYoKyxV7+2bVd9sir2OkM8LlTu2j6K1g6eAQ33vYirBw9BhRqaA0JZoMKcWmJAt4z2cCmHyU17hQYkhlu1qLAxkRoK6EkyWeTARIqEvT0pzTbBAD5cmjBwjEbN96zGYE8d7cnz4m+9mtg9Cdh2OJz2TKZETmBiJZRSBNnA6Z4zH5LmgyeBwzKNvsmr2zkx+ITmkxQlKaL4ITeXToF2JU38YuC1PbttOFrCVfNoiTYEYCToBWYs2d6WY6B05kNHAOUFk3nSr8tS8Y6ZUbtBOnSSAlUacaoQI6SJycmKgcR31c+HMBlhumkbbKV+CfgRxoQGbcXPHU9lDHjOHOmwTJymf4UpmqYciyjdm0arjJUhjOe2kQGva8g9IykKHKTZUNYQjw6Z8P1fGf/PdXpxJORE18ib3Pkk+LSchDqbgiQqaMg/kb8HsMaq1cyQHruLDbuvwfNU48QiOxiab6CY4cOoME8VlhHDywsIj/Hr7o0QrFYhpfXlIM8819gHSihxe+tH/uozixi7uj18GZWmJ6ipUmaWcEjA8hK1iRjzI5du83f7epL0piByHb/Mhl37Wj52rsWkbsCraMQXjzAaOciOmsn8Ae/9Ys4dv0sVo6U2SHTVloso1yMmlOj8h0l0tU9U80pONaFlJVd5R2ldWz2VrF8zR2oLF3LDFQZM8ForkavrGP0L7ev7+LCndKUniOaArApPSMJgA3HiRlpFyTGNIwYbiNcfxRp9zQbtQ2USn025GwYR114mjaeCThJSEl2Gc9LCzJko1+ZQWtzFw8/eBynjm8jioDG3BK220PstiLUZg8gl6+j1U2wevh6vOMb34XZ1SPI1+fMmNzsUTQUREGrhVsl9NRcuybbtY/s4/JXBlxfmmINW1Gos7nlFUNh/nxpPwi2tk8/grh5EXNac0vah7CLnPalUUQEfskwwXarjx0KrUGuglYS4OP3PEh+FXDTq9+B+ZvvxvLBFXT6CXZaPQSlKl2dLBHgkVB3ssHnT2DG1cqOxI/yRWFCP4rKBB2dzpXKEhGPM4inT73Phw40EbTRQ8DnEpIS0gXyV0LEkTuRsBcJr2m0y1b853WPfNDyHYbTLHEKX/DM8ZVS2BIsYBES/AocWlL1jKRV6QMWuaLRpujZ8GbB14KpyovCE8xQCHQCFPROua5iNE2eGeErYXuhipRuXme3JpeqWjbkxTQZaFG8SiLDEEiTRsvAGZ0ErjSVyo0T7XJa243vMgxdG3P5foWouB5qFiIvVY/NTUCabpJsTTCeywZtpHF5Jt7yIK/Kq/KpdF5BEfPs0urKT7zWsKXetXdUJgSiBvj43bgUu7DN9opHlbeOmbYtZn3vlRLEvTYO+AUcKpYwWL+AtdOP4aEvfAqbpx7Dm150J47wfiUOUVgcozyTx2yDnZyCQKsKwCcIZr0p19FlJ6EbpbacS/3QzQjmD7FcyD92NLRUhRTGekUsE0tUWvrVhBUrhGdBwlNXG668OjEyFraWxiiQB56WokjaTO8uti88jCfu/whq9RGOXifNec8WfdYr/CDc60qgKnrG30nZjEZaS2wFmxshlo/dhdqR25mfWXaK6mRH1fhupqvKktwkz1Oa0nNFUwA2pWckVQ5piLyUjZ/WGoo2EK09iKR/Fvlck8K+Z8McGpKUHZRXZFdcpNWrJcUpDDVTMZcUEHVy2GVj98RjF3Dy5AU2dAEKBCVS+cf0U6zOYZgGaIdj3P2aN+FVb3kH/HzJQIBX0sw/NpwU7JqyL6DijINdI+uEgCM3V1PuS9NoROEnqSmhPyYIUuOeElQRfDXPfhFHV+oIki6F2y600rmT8jLUjrHZHWJnMMZOFGCNrPncY+excv3teOUb34pg7jDao6LNaiyWtOxFCeHE4FvplqJAwkAtui1gKXsyGx6TVs9t51KULTR9yK+SJ+/6WsNI4Ib3CUhluyyZUBCIJAgQCJLcsSPvS4RryxdiEApN8pF+JEBZLCQnyPdIGqXJqSIzu2ixg8Wrd6w46QRvB8EYCT2Y/RV5omFUzcyUlkRCWcWiuGx4TYFlAfOhTjUUJzAmUGF/PJqw05+WNriSlE6Vv8511LvKKCOyLPDHmjKFIy+M07RtTLDdJwMVfjbsqNl4yryM8gV0lV7d0stV+ptVUEo2r63I+Yhe7bmLkPd5tFUY+B69uiokv3Tii95xP47EFxm161amSdOFALDWJjMPvDkyfhHsCOTpOZ3Als18ZZpt0WBLhNLNBPB/iBAVLWvB+ph2higXNDSbQxK2sX7iQTz84d/BYYLF6xplzDTGmCEAm6lqu6QxGuU8/ApritZl4/c29vMICUK7A4K6+mGs3PxSftdVVjzG6bNSqqIY75UE5Uc1QmCajBDDng1Nyl0kkOkC23+eXcvrpG6o7jJdCUGkdnUYaVkY9jDC7XO4dOohpL1tzFW6WGxsMh98IS9jN6aV/LIhTH5wKicn8vhdENTl0jo6zRTNYQnzx16B2qEXk5/zzBFBGPNj8eolkeqHS9aUpvSc0BSATekZSW2PBIufG2IcnsVw54uI2o+h5G1R6A8oyAS+tBwCm9NxnrKg4VosrVyNAYV2ZMtL+Lk6ti6luPeTx3H+LHupFW2SG5rGJSiW0SM46ROIHT52K974jX8WS6tHrUcurZGWb0BQsSEmgRQJaWuoWXNt5psSuo+kX3k2lVrvaYkE8ywpJ6EQ99BeO4Xd84/h0EIRQX+T2etQUFNAUtillLjd3hDNfoj1doSLnQSPXGijyQb7JW/6eqze9GK0kzyiNIZmmtWqPjoUiFoEdm6mjjgKGQ3BAKOVMXqRglJbs2jLGUuRkqOEkTp9bX8zYi+dAJVgK+ExogDXNAYlWRqvvF+gCxguyyAm4KAfG+rTO0RMfY/A2BPQcYHqqOE7WyJBWiIN4fFaw41F8lnrfGlfQjmlT9eyJxMWMKWP5P3kXMBEdUMTzQToxHfNlw1jghItQst7tqUQQZCLdxLGBOhoRqZQnRZrFewwwCOheBUApqHHjD+WeUsDBSTDZRTCJZMjhTXD17Vm3ipOnZf4U6J/004JcPGegmGU5nSullDnCjvLm/JFVhrI1IKkqia2yKxAk0AW64+EtDWj+td3wCD0/MqmVbm0emRp01Cq0sH3J1o6O6dT50IQa6keQFsZMRd05CffYzFjQAAuzZ2+HQZo+S6zjLs7PUKjCmbnPGhpvJ0B810fo6QlUXbPoPf4fXjsI7+Howz36PIMludraJTGmGMdrdVlrE/w3O+xvjANxRLLMo+t0QyC+WuwcOAo/OIsMyZQo/XyGKmpVpmfidNei2O+82zIBnSNP8zDHrlz3X0S51gA41CduzxSViAt72VeWXe8uIvxoMl6GqG7eQnNJ/4Aq/Nn4Bf4rMh0EoRp71LCL/JvEp8hqjEKKr/tLnIzh9DeGbETVcXyja/CzMEXE4TOMT/sCKm4ssRMAdiUnmOaArAXJElIqBFiQ2vXbEz3kasQzo+E4WjI3mKhjXDns9hZ+yQa1RYKWutrHPFNNqWsQhIo8AgiksnSArKh0ZY3bDy9fB3r55u473OnsH5Bq1TXUQiqFCKEYOyZlupz2Oj0cfvL7sZbvuXdCGpzfF8NuY9wSOFRKFMYUEjZPaVLwt0trimBZenPajEvlTO5pyN5ldObgckOCQPdiNmbvoAzD34WR1YqiFqXUAli5NmOj6MeG/IAveEIJ9d20KOwOd9O8PilHpLaCl77zj8HNFawRkAWVCqyqgFCAlAKUK1inqfgiLW6OK8LbMi1tlOlXKQjz8i/DtmSEkANNOuw36eQ1ZYuErQpwVVqm4BrQ3BpQUaT2XxaGb1SLhO8lQlGmBs+k/G8CTb+Rz7DpSCySRQEQW5I0C0FYbZdvNbegjqXkPMJKg3eCsSIpwpzEp6WoNBSEFpqoUCwMFsgcGYkEm7SehnS8QnA8wUDjQIuNqmA4LBC2W6KEfF4QsIOmRLFACed5LkBNPPxZNLQppKz31k26VR2AoUKR1HwYEeBKJ3p2mQus2naR4IT00TxXm84tLqkRW/jJDZ+ELJiMNIOCvRv/CII0nv0Z+uHMYUy1teZP/YJeTTphHEYqHJ1UoDqKcSEarjQaQbl19myGTHxCjoDY9ruatTbMiBcKBRRrFRRKOqc/giaB8xLr6/0q97EqJPXFd5X/Wj3CRbFEPJ9wHzmxzGWizEK3U2Uek387v/3n+g/xA0H53FoJo+5QoKlmodaRUtzMC2KnOkas8PTy81ia+BhfukIGtfexkTx+5YWTB6NF8ZpOtYnyB7zKvm+CsmX4TcrI5KC2k+8b/WCZN8mnW2UrzySZRoyF+eSQRc1dl60BRIGAo/r6D7wS0x+F6Uy+ahv12fnhO2R1Q+mW50CHbUMRo7voMcKMXct1tZiXGgXce2L3oiFwwRhoyr9FVg/WIeYV83K5NenJPGoRGWJzo5Xq7lTmtLT0xSAvQCJ4pHNh5CHmgw1GtIiEWhRwEgg6Kmea9PhYkpBowaq/zCG3Y8SMD2EUqljgic3KrMCuW1m3CKNRBG6kNF1roJkGNAVsL0T4d4vPIGN9S6fl9HthqgUK7Z8zzDNoUsB9tp3vgsvft1bgGIdQb7KAJUikjW+/FGPe6/Bzxq8q1NWoZ2vJ1fvrAl1zShlDU/GAwJJIrHxYAPbj92DwpiNOhOn2Zo5Ndz0HcUCk8Dp0+sYBDM42Uzx+dNNrN7+KrzoNW+nwKsgJkDMBsBshiSdE7Tq7ysioFJxSzFoiDGOKSgHBH0EQBFBYLfbQafbYzx8j0JY9j1aPFbLKNS04n0tj1Ke95OigReBEsl5aXwMzEzYk33R0pho4lcmyDLSpfwKoDAKB1Tohn1pz8YEejKKJyCJnTZN61TJgwvXHUcU+hafBNPEWTB8aACCgM3WDJsACveMAEbAx13ZEJvwhwMuTvsjA35TdllcE2I81kzpHqWxwlHUYeI0QSaYdeR9HcOQZUa/qs+2DhyPAiJDu5Y/Op5bx4GRWfoJCbIFUrXHZ4kRGOgkUC4S+EgbKKd02kQApZOO7LVZikqyiK9b2hyTJ+eWbneQ9kZ1z7IzccTBpu11QFv8F5+kNdZ9baw+2U6LfqXxVZo0E7Gqjdy1fyID6bQJgCLFQD6yPkQML0o0A1LbYjkdmmwClbc02cUX7/k4zt3/WVxf9fCSgzNY8odYbRRRnyFiKWnmMoNiXkdaqoJ1e7sb4cBtLwfqK7xfNxDGLlCWNTp3pvM/blJMl+MV8UqM1HHURnLhHmyfu5/lt4tGTTtxtJheAi0VkiY2eDUC1SK01Zk36sgQlIXA++UlbGwkuLSbwy13vx1e5Qj80gp2uyyLYgEVgl+PANpYw9y73Lqry+7J0GxKU3ommgKwFyAJgFEUWQOiJsU5CSz3VF1TwRT589nwY3sDnXMfY+/zi2gsaIHKDgUw300rbPzZcEm94LErrmFH9YxHeYS77HFXV9HZSvCRj34BF9c6FHBstNmjlFZBq1UXcwRjgwRvfte34c43vZ3gS+t3ub0Y1ZT5rJmu96vweeeP1KpZpiYkIOQa7727YULByjvDJpqnHkTSvoCFKnMfal87LTmhoTx2rrVAZuzhi09cRC9XxYcfOI0bv/oteOXXvRtrbNsjNuzapkmkYSOfPNFRa2mJBEYKBQESAS8CuskiqHoe0rW6fVtioVQq2ZY0OspOJxPQEYWrFumU8f1cvTIR2iO6hOdOm6VPOTs3J5BBIXolABMJaDig5AzVBRLLZQJqgRH63+/E+iudwJ/qC6NhGtxRadU9dxTIEVhy2gMBHqVV+c7Sp7xnzY+O5lf1TeVNsrJn/DoYcGMYNlzJo0CX7Hu0U0D2rkhHaepcPi47r1xBUNVm1QRNBqQEoMRX1+nI8qRjkXFW+Iys47vunkgTRhTNk/JKwBoNWO95Y4/nk7RkxCAsD6J8uWjgOs+yDjT8y3jk3eJ1I2YWruJg9bBzA+pDLZgbGg911D6gKrfFxQUsLtSwMsPPtDlGux1a/kXir/wo/yKVgQz8C2V1PHp4/NN/iOOf+H3czHp29w0HMBdEWCIAK5Wl5XKJ0pINfrGB1pAg1q9j9UWvYgeA/K3MsV5Jz+vCFovc2fNMmiSUbAPt07jwxQ+jXmmz8+IWbfX0nfsCl1KLTdSyWhqHPNW+rbnyLMY+O1cnd/HZBy7gz73vJ7B+KcHSoZvZBqgeqXuVAbD9+dXZU+9OaUpfiqYA7AVIFBH2p8ZCfyINB6iHPbJtdVI2VhIkBA/hDpLzD6DbfoQN9xYqM2ywCExGEd9jL9KTJgyaaqcNdymJtTl2X419GW22e198+AJOnNxEwutE9iOeM7zvDTTEVsUb3vnNeNFr34CRl8eQYSHQfo5aXSkDYBLGdLbel1L6bCir0nohOxe53ullosBnfsdshHuXTqN9/jE0giFqWtAxZn5GSiOxWZKi2RvgzHaIQX4eH/n8Q7jzVW/BkRe/Gr1gBn0QfKFAcEkgy/RKhyidz/7kSsiLJDxFEtYCI4PBwGxT6rN1Aq5ZVCsujbxtgteGHelXQlTCVEONvRYBMD9bAyKZwOd9xbd/hXWda1qkwttP+wWy/Ooo51Zul6AhYGF6ddQ9uStJQMCBmZwBCTk3S08aMG8CMBTO5AXSJFpHSiJBhnAUceQkn0yPANhVSDZuli5pzXRUYAqcPL88pKf7LswrSUpZacyc9svlWVVL703YZbzQUUn2yHNpz2wxWuZVZZDxaz/PRLKhE+ndjEzbt+86I1sK5ApyfAyMz8VigUfHV98v8igNokujtGTWeWG8qjsCYW5D9oigvI6lxQYajQJ5NUZ/IPCvdDuAuVfmjD+S0VrSx4GKh7UHP4cnPv4/seKHuPPoIlbnSpitMx0Fxq8yLVbQafVRqC/iUjPEgZtfitLCYaAgW88Ci9F1OkT7i/d5I7VZCRuedAf9i/ehu/0QyvldVIp95oftlJKr3TLUngiAWXVjeSZD8oudGL9MwLmMx88PsbFbxmvf+l18vohBFKDa0MzIy4X69Pn9iuDElP4E0BSAvQBJBZ65jMweg+3ymOBKezhqxfpk0MSw+QTbsntsqYlAsyBzdJo/Pgrg2UJMgnJ9ysGu016MZjHqsKedq+LB+0/ioYfPIUrZ5c7VGG6FwjZnQ259RvEt3/k+3PDyu82+aaT968o1+k3NqFwizXYoMYFF978EwPSOPD/dC8roJMM5CrGtc9g6exyVtIOG9kNMNFTK5zb8BuwysZu7XTzWAn7zs4/gbd/4btzx1a/Hpe4ICQVRRPDltF/sIRNVuNWSKMAmglUkQS6hKe2EQJjOZU/VaBRRIujS+93uGL1eaMJeQlMCOXtPn6nCMtuvPAEqsybtiZzkvwS2ZGzmdE9DkBpWu5INDH4fCTQ5dgjwTeT0Ho0YCPEHj5lzIGUwcLZTSqvSqKOcwMp+AKd0OC2MeOE0bpkGSvkz8KHhPLLJ8kSsN1EkKmmOeN/SzGvrJKj45FTdJmly64k5kKQhu8tASUd6YqA5Cd4JKW0KXvnVsJ7ZXjEtAnj2hOEI0Om5+WE+5ByQcQmzU5Lm/zEIS3/mT+ncS/+E7M1UaRKYcoBKwFPpFN8ExlXWIuPLpLxVT8QrG/rkfaVBwCrjt7Sird0dhHx/fn4Wx65foX/W22ZKgHYZOFramc8245wj0IqbTcymXbROPoiP/Np/wqtuO4prF0o4OF/CTDWPipaUqVSwu7aD2uJBtNl3iPwaDtx0F3KVBSZS2m+B8wkvLeXPMykhsTSSBGHYwtYTn0Bv91HM1UJ+N33kZXNgDYs8+4gSfkvqRBRZj8Ou8Wo0qhJk3owPffBhzMy/BHe99s+Q7/MEZmrH9B5pf2b3zrNCl8sq8ZSm9PQ0BWAvQNrfTLgftqX6odTISX0VDHjewWDrLJob92KucoLPB9aAe+M8K42MXtnwsi2zHqe2sEHPRiLTfgOa8fj4o2dw/4On0e357FXWCbr4TqGKQTjC7PwCvvpr3oqbv/rrkLAXmq+UMZRAYUi2kjvjEWyRBsxJWp7IsOVZt/CWMLqJ7ZFukSyPBr4UE50du9g4fj/i1gYWCxS6Ay03wYhigp44Z0JH2wid3WjjMxsxisdeirtf9ya01ZmuNNBPPYw8LWYpwc33GabsQ4p5z4YcBWqkiZCgzDQXMp6v17W/o1I0wmAYY6ctIOuGsQRoMlepFDE7W0Otpg3FHQtkiyYSW5ymZcxwGZKBDSfg3Wc9djNIr6BMIGdDj06DpOEvJ6TdtcCHc1oUloc90rn8KwoBI8Vn2ive0D3lVfkUENK5bRFkIMmBhix+nWeAQk4oRsNatvbWFZSV4Z5miT9O0+i0g3thkARadJ6FraObMco6yKPyJjCjZ76v4UqXn8xZHsS2nEXE5w6YCow6cnyWP2ZNel8rGMdzkeOj3tlPCq7KMucTe66XdMj8iY9klznxSNqtrExFWXnl824IU2kViItCAnsCx267je3tXfNz5MgKVpbZoeHn2eu5IUyFozX0OvyWNOFAuyPOEpAEvU2El47jgT/8bdy8VMH1yxWszhQMhCmTfqUKbRfqFeu2b2lj+Qjq19/GhAuQOG0ScywWfEWQPuuc9pX02uwpXMDOmc8i7p1FNd8xEBb4slUlk1nXQn+W30gftarqJ/2PIpZHBTu7PgqN2/HhDzyCm295E2555TuRKxJ0ZoXlis86OTq6g8pp8nEaAHtqPZ7SlPbTFIC9QEmlnonmMVsPNRUCD4h3KcF6SDvn0Dz/GAXXGVTKj9vQkI8aQVGNDQ17vkEBSatFmRnDZyMehW0KhRqSTh3nTm/h3i88yoatxDiqaGl7odkVtLoUFOUqvu5b3oWjd7wEKK1gHEhfZHDISNVRw2wCYKaVy5wSqFbuSxI9G7Ai5dxAoMJXEBKAvgFGPk/YS/ZS7Fx6nPk4jyIb7HLcRRD3CBQZ+9jHpbObTOM8Hjq9iUutGO2FG3HDm77Z8j6i4I5GBAweQRaBRLEYIA1jCnlgtq54x2g1QwpNBwa2trbJnzwWF2cxM8M8M1Hb21q8liAgn8PGdhe9fs+0HdJiVKugUGA8LByBK2IxAznyL3uozA7ItIcTYGM0+ZzdrxPkDgxcBiSZyyg7F+ATXelHRwfKLmtgJPxtSJRO+RIokJZL0WeAjo+sJb/HAAD/9ElEQVR4T2nInOzAHBATsNAyEbqvpDuNDp8bpHqq4FJ4Ipckpo2/eVYQOZfW/Xmb+Jmc62gmTbrPo9Koeian5SXMvoznGp7TuWZKJjx3Rv2XXfaOKDuqbmlmnspblN3P+GThTt5VfdZSIQGfiW8CijoWzdDfLUci8y0Bbe212B/kMBikdKGFVyoVGE6Kfl8gQcqpIu9p3uoIm2stzM/OEGz1DGypLLW104vuPIoCAdeJs22C/jriUYKO1uVjmj3mVQsAV8G6Hzbx+Gf/AI9+4nfwrje8AvVxFzceXrSZzKV6g4CNfPGKGKQB2B/BdXfdTTQ5z/QIgBHESnX5FUDiPquRdb1ysgfLdTAKL2LjiU8jH19C2d8lPzrkMT8qMjEqLdsWXIHX4ztdvjOkE7hdQJKuoL1Txyc+cQKv/dpvR/3au1k/AvR7A7ZnDXglbWnEslJ5MV7VAn5Fk1SIH0+tx1Oa0n6aArAXKKnU1XvLCt+aiqTLhqcDDC+if+EBhJ0LbLR3MMo/7hql0Rz8UYMei0jCPl8OiUXY1FEoxP0QubSMtQsJzpzaxIkz64iSEtvmWeTL83ji7BqO3XQbvuO934PC0grjonCqsJGbpEFO8lGktKj/aAqI/ZR5eEbiS9pFWEdpU/iSoImCkgD0zU6NaVdDSbC1cep+HncILVMUopYJJCGH4SDBMCngsYt9XOj6uOfx83jVt/8ARis3moZGll62UbYkIZkppZn2RKxWAhQp3LT2Vz6vKewJLl1ap6As4uiRRRRLnmkkwtABjk6ngx0CWWlcllcWMDtbpxB2wEH+BFTkzwlUJ1iHPEogS4Bnm1sLuDlA5Ib6BH4EWiTMRSrv7EsX4BHwuZKudk/aO2mzMg2WAxNkYZLweBlcyAlwCIyJdJ6Rhl0vAzcH4pwWSmly/vbSJjGWvTq5p3LPtH57dYDPbLHZp1QS5W8CRvdRKm1cROHK8C1t+udRvHWaC14rjfwzUMX06XmmKXP8tlppfjOS31TvP/n2XtoNmE0yp6SywXUgj/Fm2kCVqc4zQJvxaGWlyjh17mwCVadE5XLRhqqbzabxe2W5gUOzeRwnyKrVWJNZh7e3W8b3druN6689iKX5AF98Ypf1L49Rocra73KtXy1TUUr7iNaP48EP/Qaur41w00IRhxpFzDVKZpQvTXXCDkfqF61DtXDkBhQP3cBKptWC+Z0F7JQpvCv58GUm5YlY0YrDmQKQcWOCsOZpXHj8E6h4W5it8TvqnEdpoYGBtNc5dS7Z9oEgbExw6/G71QzuZBaF2jEcf3Qdn/v8OXzTd/1dlBeuJbaq2BDzIB6jWHMgy8Wn2Nl+mAquyHP3bEpTejqaArAXKKnUVfAZCFNjNU524Xu7GF66D91LD6JRHCBf2EZaWIMtOTGapaux0rAhJljTYodhv4dxRAAQzKHdzOELD5zFI4+cwVhbeQRs4AhiklwFN9z+Yrzx678JcysHEA/Z46wSyNlUdkcSVII1Ottr0mSUn9GzbtiVMafJkQZM6xJJHCtkaUECNZARQaYXI944h91LjxM8DVDzEtvnUUb5iqy5M8ClfoBTTQ+fP9XCsZe9Dkde8UZsE3yKBOyyX0pRCjvZELFBLuYQDsfod3tm2yTNl4DSzTetmDDfbWoo0rO1viQc9fmVqiXMLzVQrWrIUoKWgJZdawnnTNMlAa1wJFTL9C9DbWlMFKZoP6hyn7QDRipgHbOhLHukdF8FuGjI9EoS+HDapezaHV0czmXnGmpU+t09+ZFzQ7DOj7vefxS5OFw8vjaLFuJ4CmUVIHtvDyq5y310NQAm7ZeGt5V+gZssTy5edzTNnaLheTa7z+XBThmuq59Xkt123p9ESqGFbfEK+jnKwhQPNKSqcnaA7MmzWgV8Bdzr9TLrBoFQKYcoHKPdcWi0RDCvHRk21jdRKQa48fpV9Aese31na9jtdk0jpr02jx5eRJ5+dnZk46ltpAgwyAc55alA4FGP2wjPP4L7f+dX8JqbDmIxn+Cag3NWL7W+mMrXJ/jopz5ift9zNzpbMGnBRgQctgfsVfjw5SSVDr8c/jItvNBMZIwJXMNNDLtnsXX84+xgnsXqSoGdrG3kGhWWjWYtR2wptMm5CoblH7N+FOcx6Mk+bA5/+OH7EY9vxTu+7S8B9QWWeWCgU1uKqWDVzzEAZm0P49TQ7F6JT2lKV6cpAHuBUlboe+CEwMRHC+nwFHZOfAylRNovNib9CxiVJd2r9NwgQClRrFAAeB2MvSGGnT7yWEA0mMFDD13Ep+55lA1WHTMLh9DsjjBM8njJ3a/H13zjuygxqtb7z+UDCooQlZK0aSKmJiehopS4xlMpMpepQ551w65GkCBK1drTrpAOgImskVQDGbWZly4GJx+hsNpAOZ+iRECmhWXNgDfSWkARju/k8HjTx/FuHu/54b+Bx9YixAVtjcSg1bCz4da51mpaXNQSDm7pAA0Z9rpt7G5tmQC95ZZVE+47Oxo+cmBKmi8dV1ZWsHSgBMpRAjIngEU6bmxsmEakWq2g0aizPLQQKsN2Eynpx615pSEnByooOCjMM6d9FWMmRqzLnsvpk9fzK0l+no4cQHGaGZ1L85JdCwTq1WzokY+f5HTf5BqdopXLWp39R3suNJPd3EfZllP7SVXjqT5ly8YHV5DSkfm2NOiU8cgWSrez4UfXHCq9l/lkvOT51fgjkKUh8ytJy1GIMn7ZrE06bTmUabkEqJ0m0L2vVwTCsjhVBwS+pSGTXy1PMjOjmZEemk03WUNaVmGA9u4uIvq95ZaDFtbFix3ThmkNs7W1bbRaLbz4xddh2GfHoxvy281h6BGEEPCmSgu/uzI7Vau5Hj76X/4trskPcfNKDavzBcw0pF0N2Oka8duuIhrn0WInY/662+EvX8dMVsjCpwPOX24S/BIIUvsR8BNlCbHsxsMmAdUAOyc/g+3Tn8TRgyWCq/PI10fkHzs3LJtAto7q9LHsI7ZPhaVFbF24hMr8PErFZfzCf7gXr33He3DDy17NelpArjSPHjsXssdzrRXbNtO+syBtcsJXAj+m9JVMUwD2giU2ShQeai5UAXwMCCq20Vn7AsLt+zGf36Jg2SGaaGFcLFMA1di5Y29RPT/0KEg2KU8Ivtj4Djs1PHJfE/c/sI5cbYa96iJ22xFmFg/ja97+LTj6opcjXyD48tTHJGig4CgXtFq8Gjs1VkqFGk2dKzWCSmrAGJcEIc8kZJ4dMYyRtFikKwCYx6qe17NRF8nGaXTOn7QtTApeyNgEVJi6QRdDIpyzzQRnhmV8+uwQd7zl3agcvhld9oo9DQkxHA1sOj3JGMVCgGqNoJLYrTdIEIUxup0Ww83h2LElE5jnznUMtEijtUthqfMjR5ZRLufRD0cIkxxBWc+Ebab9aDRqpvmoVmX7oyFJhkvBIE3DfnCQLUlB5plwd47pJGgJtKQIhYsDUBkAk2B4KkO1rtiVpHiclubJYMSF89R7VxuC3AMhjD9zus6Ah9LC1/lLIchbfOzu8p5AlsiAmSh7hQ9UrlnZ7qfhcFL++2hMsJxqlsgEZBng4l+BAMbyKD9ZPhh2kJPtngOYzokXWeSXSWnUjgxWbUnyonOVoWLI7ov0TLZlOlqcEydwpTJzPHK8EvvEV2VYYane2JIlvLew0MDKcgmdbsq6FLL++bb34/bmNrrdHm666SCqlQLOnG1bePV61TRhzWYb11+zDHTa5Cc7A0EZvaCEUEZMTGsl6WOJ33bzwU/g7Kd/D3cdXsDBOQ9Li1XrBNin6hetq9bT7MHaMhrX3AZUl/iAPYOnsud5IJV9n7mR+UGJTCRfWQbWigy2Wbk2EO0+iu2Tn8P8HDtUo/M2jB3Qr1xOk4tY9nFEXvsEvlW2HzmB3RJOPTGHx0/28E1/8a/xvQqC8hJjczNr9UXZVAQBMGOUwpkCsCk9M00B2AuSnMBRszQRa2pSEXWOY/fiPajiPKrj82YLlmOvGwRfGBGEacYfe/Bj9pL9Qp9Ag+8MAxx/pI8HP7+JOF3CJqXLiA377Xe8FG/6pnejNruEUeLBrzAMNkiCLbapNhupotYbUPUzACZRqobLpcYBMOtTWhqvDhmuRvQ9crYyIBCUdYfeV37HBDfFtM9gh+g8cR/C3YuoFylo0wGB2YDhh4h6fWx1hrg4KOED959DcPSleMU7vgvNMcFn3mc6ZP3FUJl+A2FM/8qBKij3sN0kTxhZpzdgdmLcesMKhWuOQpIwkAJWQ0InT57C0aNHcOjQLLOeo2DUMGNsoFQCVhoPLYh6+PAchSdTFFKc9C/bCEmgtpq7DiwQZPkEEIVi0VbJz5aioAi37EvwhAx/D0DpqHRL2AtRTEiAQFQkELiSstbBwuUrcjpnchylKkuyPCs6/mg1knEyti2PBJwirbU21pCqAJsrezkDOExLQCfAKC3LSBrIkeqDQpOzkmN6mWY7mySIuYwYtozoJzGT3DNbR87q1eSZMsjq5BUyIMijHM8dyFG+HNDScCFTYsPVCk6P5Sy4LJp9pFvEuFnUk5RQ/Ev+KnzeZ1bpmHcCwIg80cbjSpOeiwS6jX9Kg/HBgTEdlT6VvZpp3RMwlzZLWpejRxehnRU2N0Lml+/xuYam19Y2USmXcO2ROta23FIV+m619ZEAwozqOv32/RIdO1CMR+HPFFLkmxuYj3bwOz//L3DjQhW3Hsrj2tU6Zma1D6S+fXYiRhq6rKEZ5bF0/Z0orlzLr0IZdvXz+aUMgKkus80iABOlYcJOoMq6RS9r6Jx9EBfPfh4rizvIs/0pMP35nBZnZR1MYnirK+hfYgeNAGxMvoDgrLk2iw/+/oN44zu/EwdvezW88iF02HnS96dcK8ac7L9U4OS16uiUpvRMNAVgL0BSM6TeuYSA7YWoGwRg4dpnEHbuR9k7j3zQZHddtlIVJL0afI9vsOFOc10K/thtAcNe4OOP7eD+e9YRDhqI/RWkSzfgNV/zVtx5JxtmrZujRt8Wd8pE02Up5uRjVv2UHh72Huske2ff7S9JygwBkL1V5K/tymjRjOOIQorPBhex+8TnmPcOSl4eOQq1IKDQH8Xotnq40Mvj/i3ggw+u4c/+wN9GUppDsVFCW1v1UIBpL0ePfpFEOKAlyJm49e2hGSiv7XTQi8Y4dnQGyw2BrjEF5pCCM8TO9g5KBFc33nCA6RIw02w2zwRwt9c1oTg728DMTIH+tTVRRIEm7ZCWJJAhvLYHBmb9AgJJ+FKAhKCL+NY0mdocWtb86oTnWD4aJs2ZTYpm9o1s+CtmGJSfNgSlMnFHefEQjLTEiASHeCciSBAgkT9dsqlw4IkYdgJWAjpt1q2jxI3AiI4KxcpMcfFC7ws8XR7my8CYglWY7ty23HEVkmQJs0OQzbLL6gvrrsLTM8Us3vHX4tYyIjpXeM47gRAfaFNyXSou1X8dQ5a97potpAuOpCElp31VPAKtelGaTJEFqfjtRFkUGFeOeZv81Yxh2f/Jp9bo0qkN2eZZVmPFJyHN9xUpg9ZemqoPtsG2nIAl46xpE80JKX9yClPDlDLAV/pXVurGm7BPvhFoaQcFZ/eVYmmpwXc0IcQtQSEXhQMcmW8QGLN+Eav0CThihc00Bkz7HMFGob+N5plH8PEP/Cre8eIFHKr0sTA3j2pVeyMyn34Zw3HRZgbPXnML5q+/nXU8IkhbdIl9XkmFYl/8ZadbdCm/Wdl7eawHw14brY1HMNz4fSxUCSwHu/ycCCML5FMypD++w7ZrzE7B0NMALcEtQdxHP/Y40sJNeOt3/ziDXkXMMtWyiPKuGmBdmEm9sJtTmtIzkP/jpMn5lF4gJAEgOwk1/F5mhY8OhtuPIwnPUdC06dg6j7VeDpuUSgNerBXbKTzYUMcpxVNxCffcewGfveci2t0aarM34I6XvRFv/7b34Mixm1As1+xdNVzO4FmtEc/td9I27f1M3MTPZefo8tmzIWVGqFKkJlG9eyaFTgLI8yJEW2cQtddR8qWPo3BUr51AJe12sNuLsZ3k8ejaENe99PVYuO42ROxFy9bK1+zCPPkxSig8Y8zUqma4vrOtfeYCtDo9dAcRFg8sYGneR7updb+cJmh9fQP1RgN33baCVm+MTpdhMO5hOER/wB4703aA7zUabPA1lNlzhtTtdsecBLjAWYNCuSrwReEQUkiHFKRaQ20YERRL0yGNVMJ8GRAYY0Bwp6nyWqU/ICCu1MumNdPkhJzAp4CGwRVp91Q+5IiwgzFdZceDrnVOkKXhT2lmtHdlyrojTZhGLmOCPvFItn1DRhhGCY90TNeQgCQkvyIebS9EhpcyYM00HGkYkuHZ+h10frkIv5S5gjsWCaQ1A1G8l5ZOjue5IvlAXuiZZqOmRFsx3ZBxR+SBtIoR+aANzfsCuSybgdIVufRpjbQgL5DD8Pgt5HIESQTsGqKNyEsDYAKWzLP25BRI0ueiewZMmXbTWOW1Qc1k6QrGn6PfmOfKb6QjX4lYvlquJJZWUPiAha/vz2e9Uf0U4BKjFa60gXmCPQFz1YsMfEm7JGCl+/MEUbo+c+YSKuUK6lonjnzUdlUG9vhMMyVrNa03x/KKWOJ8rm8xZUdEWD01Y3ymXecsRw3WF5RPAhDpjc+fP4MZv4fFag7lSsXCN81pLqBPDc1piL+A2twy62qJz1hGQnLPK2UVVke5/acEuaystsNAoYpyvYJxtI7NtQuolFiX0iGvOyyThMCdpaY6VmD5kPcC0nmVdTCDj378i3jF3V/HOlJGUC4ISxvpkMXsfqY0pWemqQbsBUgU22xANeTGhmhUMECB3A565z+JqPsQSvlNWysnHrAx4p9WvY8p0IrlGQrNMja3B/jMZ4/j/MUIleo1uPnW1+D2F78ac9fewuceBZ9bDV2CIBMecl8ekiDTEKTic1ulWH9Y2pZE63L1sfXQx+AN1tAoEUQMYxQJdBD10NvdwtYgh7PDMn7voS28/Xv/FtbjArzSjAnOoBjYRsiaxUnxiAPLdQrDMba3WhS2OVzabrJBruPQdfMWc3/XDSvK4F50zTVL0IwyGeNrSQPZfMkebGamYQJV5PaJlPDXbDZtJOzbsgMy5ncexiixlR9qu5mEYJI9egMyEtT88ynUBas8SljdK0hA8FpfuRsCJC9MUqhMdOADHu0eH9KnRZORtG56T5SVoY4+BZPCcousumEy3dd6aMQdBgRlZyTtUUhhpuG3yct74ShRNuxm9xz4EFhSuq+kqw5tMZjMp8rXwuN5kQCTgUy0UbyvhHosx6BozxUSozLtWDiQhlDX5Fl23x8jbwumTkLXPTsRTy0ai1gATcb2McvBgQ955FsKS50PnU/8OWJtlF8eVVbig8UiP/wz2zjmU/flNNyYUXZPQ4yy1dMit1rQN45DdFmPFmZn0agFBOt6R3Zleat38/Oy3wqwscE6y7ClbWQvy9KZCEDligRiipMwlJ2QMplSiNuojge452O/i+La5/HVR6s4sLiAarGAstVDtgdeCcNcld+Lj0O3vRTFmWWGTcCivRa/Qimrp7K5Ey8xbmHY+TzOPvhR1Asx6mwbvHEHpaIWVNZEBfKLLhZoZTuSi4ro9WfwU//it/AT//K3+M0vokT+ZkvpsAaYU72aVJgpTekZaaoBewHSWMbmBClsUlw7IRus3BBh9wLCaJs3JFAkjgrsKZbZE9R6VgV0h0WsbQInTvN5/lrc/YZvw8tf+824/uaXo7p6HYUBKxQFsLQCboaX67GLripA/7hIEk0NrBOpe42jphzkwhaaF06g7EcoaiFQCkRtgp2GQwwo1FqJj5ObA+zkGrb0xMVWjz3lmi2eySacAji1ULUyfaHgoduLGb6HzZ0mn/pYOrBg2ot+V7ZiOQrHjtl1XXfdQb4TYHtbGpCxAbPt7R2b2Xb48Cz5JHswbdAdmYZD9mKyBZuZqRJ85SlwZcvDMMnbTp/+yFfFLAEh2x4NA+Z5LPoEidLmCIww41q4VWlXB78UECD5OVR4rJEhxJ/QyCtZAT8coTiKkE9jOi3J4Zwfs6yj0M4LBEdFCvC87FxiPqNAKzCSMkFBhbzQKhYx02/T+j2CjQIBg+4TQOYpvMXnrF4IbLj1yuRk++Q0PwIvTL7TLsmfaZlYdgInLFIpWMzpQgXB+OVP66HlCQoF+rXsgoCU0yRpK5+CaS5V21UPbHkCYTJmo1EmL5iOKiMpM+ASXZkvlwPWfoYRML8eOx/aG5KFYHnWZt0lhl0l1qjmGSo7MCV6LuZlz8aH5L2BXX1dTJuS6oAb/Uj4S+vFlKRjfh8qI6ZJXgXLlCVLo2oTQVT23QiQJ4l2VEhtAVbd1gKtMzMV5tXDoN9DtVLifZ/1x9kLir+aKatFchWBAXv+BSyohOENmaeIaZJtY6C15xirtGMyN7CFdXm8+Ph9mK/4NrSplGgxWNUr/rOciqbtLLLTUajP8Cbzyrx9JVLWDjktoDS3GrLVOoasAwvLeOi+B9Hp9jG/sGgzIr3JkLf45GC9tLErePz4Ds5cHOJVb/omFGsL5IHTil4uN5IxRydTmtIz01QD9gKkEcFXij4bDG2mzRbIakAL4/4pdLYfRjS8wJanz8aYgoVgIhp0KSiKFKSHMbt4C7yFm+l/huGU2VAFFATsXRd8CkD2jtkaSWioWqkHr4ZOQlHuy0PKDFGFtA6U5Go8dUd9WMQd9C8eR2/tMczmhwhGfYwEMpjufrOJdq+P080RfveBi7juNd+Mpdteg6hYo1Bh2g2oEXD1OxR0FRxYLqM/HGNnt2/A6NzFS1g5eAiLB6q2Cbk0VYNu27QQy8uLWFgo8TyxYToBLNnwaGbZgQNzluZu1wmIy8sO+Jiba5jQltDNNuWWsNbAaQZcRNovUxogrb6gVc+1wrmA0Ij8n5vNo92KzP6sz7SMCOQGXU2eGBgI0Yw/GcgrDb4MuMyi/DIJMGmRVx0zJ+1OvlKlxCFAYjrNMT0asimUS7zPOsB7mbG/hkhZIkYS89biGHDiO0xr9qd/LWqqYTz5dI7n8itUZvTkZ3sG7fpjwILbnkShtF7ki7M5m7zHE+3FqNXoxwQzHtM1IMAmc20XgxEBeMpncTpAP+oyRL2r+BkXj07LqKgVGw8CV+TB0uoi003AlC+hXJu1leMjAuqU9cbjvTH5IAAmJ/tBCWwlSUcFJJuuMUGcJg4ol67Wss4W+e4kDdLe6Jgo3YxXoFxAS++WCKjikGCC96vVooF1acg0hK3Zk5pJW6vlsLbWt3IS29UF076smiVsG3GSj+X8GP1WB7MldqDGIQrpEH/4H/4hXrTo4fpDK5jn/YOLs5a+mO+O/Dr6XgW52grmjt3OFLPsgwqPX3kkvon2A1otPzEedciPGP32RXz8/f8ZSeeiTZ6pV8eoVVjPNXybRgSaYwNen/zMadx429fia77uvfCqS2a3lxMIZw1QyG4ZC0Vk0UxpSs9IUwD2AiSJQ7kce3WaPeVGh0I2xLsYDc4TcK0jGfR47hqVoFFDSZvvFpZ5RcCgzbU1DMFfjw3U2GMDlXYpXBheKlsUN1ymqmWaii83GaBgyhm3q9xMBwXKKGxi47EvoBBuopx0UC6MMGKPHwQTna1N2/Px0c0QHz3exFve+6Pol1cRECQlbHxzyRClYoDNzU0cPbyMYqmAnXZEEJZgi+BGtk4333ot8zzCbjNGuUS/a5soEJTccMMiQSqwszOgUAwoCDegbWEOHKCglj0SWS9eSSsm8CVtw9xchdcSGq4llwDRs0Rap1qZ+clR8FI49IYsxRwa5QC5SKCvg+4uwWSrhZhgsZKLUSQYqpTLqJUrqBBslvIFCmsC5hwFrRzPDVJcpSkQ6NBQosCfXCIQyDR0hpFpBzQ0K9smbaIejXWemE1RwjJI6UwLpCFBghHZ0Gk/Rp8gTucN8sBthC3ntHhjgjdpwa4kAT8NKSr+LC2yedM6Xgk7CgnBZkL+pASqWgRXXNOwouVMR19aIdn/eKYhVN7zPFaZtjy/gYKuyQfxQ+BRdmdKhd61IcXsnHnWsKPWWNPwqvLYTwZmMzYgiOuF2kEBvMe4ChXUZhfp5lCp1Rimh1Y0Qp/prWiiBflkkFpaFDLNgDTTLycea49UFvNTSB0b5UPbF6n+CGhWWR87BE/z8+QpE9tsDtjpCUyjqjq3slJi3SXQlP0i35VNWo5lIaN62fMpvqIMykPW84D8SkNUyLP7f/3nUNg5jrtuuhYH63mszpQ198O0d2FE3s4f4neT4Jqvej0ZpKVm1DY8mZ6XNuAKUv5EWRlaJ5HXKb/tQKrQcYSou44nPv8HuP/zH2YHqonFxRoqFZ/fYZedswEeOHEJ197wVXjXu/8qGsu3sswCa0mDkukOGRoZPyZzFLBVHropTekZaArAXoBE8aFmX6LJwJeGZKzR8Ie8KfUNjxQwYAOjdXTYQvG5NFhVHic2HrrFR4mnJqhL12NoFGRYsN/nlVzmzLm2UA1sn21sC+fv/xTqoy6KbGDLFIhj9m5HlQp2N7ZxqRXh82db2CwewUvf+T1oB/NIKJB9G3oj0GGepdG65roD6PR4Pojx/7P3HoCWXWXZ8HN6P+f2Mr0mM5lJIb0RSKFDBAThE/wUxQ8U/AR/y4cNsKFiRwVBQSmi0gQCkgTSE0J6nSQzmd5ur6fX/3nedfadc+/cO5lJIe28566791577VXf9b7P6tl8EYeGhtDX34cVKzKYnCzaZpdaiZedzVPxdRNsudWQUpba/V69XIODg1SgPuTz2qLCz/e5Zm9FAkkCLLcr+pFeDxn1evmpVIuVItIChoUiMpEoQZYPMwR1o/v3Y/jgQeu13LplM7ZuXIfs4Z02wTgWihgYaRAgqRfIhuGYN+oFEwnQubKV7RGSwlqoQJWn6jkRH2llpbaC0NwtfyiAqOJFQCBApsUHepcnKNHkZwGHorbaYDp1f+DAAUuflKMZ3pdrBFGLiCS5Uzxsrpbygdd4MmGTwyNBnaUYsbl8ApPL+gegVZpBDceq105Ag/xZa4i3qXCZVuUF8Zj1HAZ51b1Sbp1vljZ3jNUTESEYSuShsIboCObUq1QkmIokM+SLcdz/8KMYIyDu7utD94oV6Fq3DJmBIB7amYc/FkI4E8J0lrnZXLkZYNn41COm+mcTwJsBHYPU8xcR2GLexgnaPL7SCQQCqqLu7gTvgWyODRHmTYnlJQAmMGznPBLIhtRrSb8EJvwE0yGaiQeuw46bvoFLXrIZKzPM20QQSYkC5nOhSFDbuwYHDk9j3SWvYrZlGN+je8AW8s9zhcRm6pW0BTrMGwHXRmEKQzsfwO7H78e2B+/E0ME9bJ9F0NXbjfOueAVWrz8D8Z4NBGhJNkxYN1hlfAE1lGQEvmihOmXMRNOmNh2D2gDsRUiSDzJSNnMAjMJCwl6bqzphQkFSo2FLVy1sJ1GaJMGinnZa1VCmIRqxSf1+qq1uXn9cw41LkCXO3WqIyqe+ukYB9fwo9t9/OzoJNNP+MiNPoEkEol6lobFpDBf8+MG2YZx06dsQWnMeZoMJaCK15j7F6lSYVLRxAqRURxSjE1UqXh/2HRomICrhpI0rTQnOTBVtXlk+XyCYShFoxQ18aehRIEqgY9Wq5XwXo4Kk4qOiFSAT+FLPl46d0fyobLZkw7bekKQAhoaUFN8QEcPs5DQ6CKpq07MY3b0HvkIegx0dWCcl35GyIalybhrd0YrtWcYMYDEyL2gMyEnbKJOs9usfC7QepWkpZ5HlYzMzPdJnVWksKmzmj/VY0T/Nj9PQF9GRU7piHWMqASDX82DGntwiDdt2gnlgvVoCBfxOiwoWknq/NOTnhl5peK+eKK0eFHDRdwGGpS+1HYMDUgya6dXPHywjECpY+NK6Ajl6Z9/Sytw3v3GNDea1+fZERADJSqSQ6Z3VnCrjUWd+hiNxBMJRZAmMDh4awsGJcQwprFQSG047BZVoGOPFPGoEbtqkWODRNsBgcanICEWNf5+IBJp8zLsw81O8Eo+HrXynp3Muj5m36gXr7Q1heIQNBEWSYcln73zLIgGxA2Dy0UqL+Um+n96Jq//tb3DRqeuwJgWs7gihM0JHLINamTmbHsDodBUDm8+Er3MNG2V0tICMF56DJFYQztVhCJKDql4u/cog1uGxw8hnpxEM+RCJhRHpSrI8YiyhND+OMA/E2/zQV6J7AV3yTZ328qNZvdrUpmNRexL+i5Co9vlfgoNSgkJCOtIERrMrTDNRGo0olQDFsJxJ0EiZmpum0Tc0EtSac6NeL9tJ2sCXHDyLZEKUNBdHCdQSsuOHUJ4aRjKgScZ8USYAC6q3IIepXAmTlKM7x0s4/dI3YjqQRtGGaNSu1Vl5fFktYaC/w3pzZnRYN6X3yPgEOjq7kUrGzbuQ8qrOdwROfXSrzVFzOSpSSnttoCkQ1dvbAWIHGvVu1TAxMWET7js7k9brNTtbsCG3arPnS9/E48xbeq1ejnoxi/50CuN79mD/Qw9ibVcnXrr1VKzIpBDIzaI+M4kEy7IzHUNQm0oybOtdUY+HhtZ4Nc8EdATE7EojO3UFtRp1kfmZfxqmmTNS0LzObaDLa12T72t23mCIXmoDkiAVuCaxB2tVhJgnoXqFYNZN7g8SzPorRYTU89KoIkI/o8y7KK9aibfQxAN+u+p7LQzwM7MbpTx1X8H8CRIEB2RYRhG6CxGQaLGAwtdOcIF6ET69Z3R15EyAAEQTrX0VGyRtIeUDGciM0vjERptvaoNT9RzZxH+CnXAyynjlkZsYQqM4i8G+NNZvWo9klICoXMADD9xrE997B3ttKNcX9LMIgsxahk9vxR9WLxWPJyA5E0AVABOQd3PENBnfgW3xnnrDurrC5MsaeUjbbxD0CZhRBoQZtjYqtb3drO4eMX3pCB5/6F7EyTIdsQAywRoSzSpuIJ552fCHoZHQSOcAeea5OQS5GClWls9icaZPFibvJBfNLsJ614FYuhuhdCdfEKExfT6/ti6h5GOaq7U8At5miiYgm41PKzt326Y2LUXimDa9yMhWA0I9XWU+SNFQdvBKOGCtefVoSJZo9LFGeVIJUoBTGVepvWqBKt9R4arlJ/DVoFInWAvUErTS8INa1M8lkgKTqSM3M2XzZrT1gi3HVxOYxuYO8TqZzSOe6UbJF0CVRhss2kTpJmkjTm09VaKyUo+HerkkuVMEQxUTxgJa9JfALK19meg+z2xWMBpyE/X39xrO0eo0gS/ZC2xp6FH2mlgt0CV/dMak3qn3S6TeMm14mgwFsHvbw5g4uB8vP/csvGT9OvjYUo+WS+hLxdHb2YE401gn4POFqDBCSYIuKY4I6iwv7WbeCIZRp4Kp0VTDMlTIEeZLmOU/Z/RcQ91MvWnccyPBck5Qa8UY6QhzQ0sGCcgqhRni1BxqVQLFWok8QWBW51UHnQsE0fgb2sZDm+JqtSLBFN8LrPjLOWI9gioqtYUGlSwzje/5bZDfhMmHiagfqXgIyRihP+9D6pQIMd2lLBpyX8kxSln4ylniRjUrIgyL6awQNJTorsiyolIlrKNhnuheeUNgIR5vEGyaMZ5v3pt96zMLXsqbdaQRVN0pUzHnUZ0eZtg5pDsj6OglEPblUBnfizWdCZy+bjnOPHkNxg7swvaH7mN+Mb417YavXkAmk8bb+uN4ST1d6v0S4BKoIAsxT1jWZD6b78SreFHuxFsahlUvoBxraN3PsLX7v9pgOmxfqkGwnVAZK9ZtxPhsjmkLoFhi+gxQ0SEBc4NAOErAOT02SgYVIH8eEeuIn2UbDLOehVxZVvlcRoXyjsmLJ+BPpoBwlHWP+RpIMD+ibID5LI+F01wPIh/MkE6s2Nr0Iqc2AHsRknqt1Mx2PUOSJLKlcqXoodqnoZKVGyeH7Y3eNVCi0VVgQiCEbpxXR8xzSACpB0H9G+qvUbxK+RziVBZ+gUdNiBH4pDLS3KMqFfBkoYF41yCmm1tLqPNHw0HyQX74g651WyzVqdS0+lMrzSLW6yGdJMBVyOWo/MpIpjTEKEDlBLMm2LvDkXWcE/3kB+qt0PBQT1cnYgRV5TyVIP1NxJPIFUp0pK0VNAzM3NdBk9SqKYa18967Mb13J1730gsQqxRRzE0jk4giqggThFlXHIFaMJFUMfGe8Q4THEcI8iJxAoUoFQ2NwBdNRef7EZBVqEwq2meqxVQYrwrTVQmSWxi2M4x7o2pG+5DVqLlrtgRTqyMJPKNuwr1615RzTBwN0xEhUlH3GL/3SdPrNAH6QVTmcDvDEAJwJbbA8DO71ule8/Yq5EPms+4949NO5wR82hhV21eol65B/+u000ICmyDNcvbp3EKm38d8IBShryEC7ZDbWJR5ZeCb+VdjXMwwWnP3jIcz3jOBHJ81T1IbsCqefEteUBqZLsWtQvDZqCDKdPqLWaRot7G3ExecsgnIzmB0zy4yCAGOys4AE7NBeXECpG0jSswTbTEhvi+VtT2EwBzrOdOihQUzWfIX80YAzGEo1Q7xsoJl3ppx+SySk1yxhv6V6zBbYL6yMaAGg+uZoyHYk/8sdpRyUyxPhsUWi+YTyp8l6VjvfqxEOVfX+avTvC+i2mA5EVyz+C19apRqRa5WsarXWAsPrIeQ761W82r7vxnzyvCd8qVNbTpOMnHRphcbad1cioWvM8z0EyP4qYp0IG28edVEZeoVc60BRp2WFuGzvtEKMb3hl+5j51AfPOsCiNJdc7uo5NycHAKHRphAJ4iYtgUoFdXX4RS5NgGiYp6enMFsPY4dEz5EB05BKNmLCFFSvJhHpkFFViMspR+RZBrqNCkSN1TZCtYk+85MxqaC6MQfSz6VmPYBS8TcUIx6uQS0pOC0dQB1GGZntSkmlTfDlkLrTDJ3Kxo2Y0bS39HxWQr8CFKdBEXqBaP/9dwsEgxk3123YR2/effLLkFmdhoD0TB6Y0HUqwUCJioM3jcEeKSIBZwIesqMYIXhVeQ9jXaO94cEkhQfgiZeQ1rBGowTuBCo+bX6Lso4h5m2GHFTCmF/ktgpjpBPh6hH6d6tdvUzT32a40XlpHlP1PDO6DzGEPlMAFLdiNLa6lmRdtN4j4FC5hFBEAh8bEWHkE5V10WMIq6rHZfkONIOhud3MvY9jc9AFu8VRoh8Go7CH2W61MNnqEC9VAJjNAIMfPaMpYCgRHPJ/AxHvWXHY3yMV4PxlrH4sX4QbTIMGs0JqjOd6h2uRRHIkg9mK+gh2F7DuL5q0ykYqFSx9847kCEICGsRAsGT+ON4SVmrVXpaoFEiv8j4BLQEDvg3W8jbO81FM0BBYFjhL5QgACdv5GsNxDriKJK/wkk/i4Gg0aeJUTXMsppkBjegzLjaggsCWtvclnldLzcQIJ+XSzNY0R1CZXqS5cQIyTAX5M7cK89pmAn8ThF2t88+BcjDSUQjnYxtFBHyfshPOUfeCZGHtfWJGlp2YgiftWpWdZHVyuoxP6LRjeo6y1d8LDu+t2ub2vQEJFZp04uO1JJzikr9BCZH7KdnGb13MuTIO9l57ynVW1lHt5551knSXb1bTsI7NcZUEOzoLEi/gJfeBxhZm0hcRiyWQJ7KZHS6hGiml+8JPKiINYdI85a0PYCGcdSLoLkuGgosFEsUwiGEwxTOyiSSthLQEFCMCl89DOrpElWrbgWj5uUQi9n9LMGbSNtRaK6O51ZH5Gh1n+boHD6URVc6grrmk6UTePzeexEplnHOppMI2MoIEEzGwoLKaqnXbfJ6jQq1zrQ1qIB1zE+dcRYQs6N81Etj6eaVbj2jFYXqkZOiETCyI4o0H0kKRXwiYOOVPRWxXeWWd9YjYFcmmH4Q2tIP2ilTrNtK97ryHe1seNuMs5tz02rmMZRn6HYxY8DuiFH4ixtHDoTNPc0ZWbseIO+eKTpOszAOzqj3b76xdPAVESO0B1mM4DxVqeHMtevRS7B4ePsudZkyC6p2ZJIXy+Mh9Tja5slWBvRGq07VKGja23YiNKUy+TqioWjt4K9VqgJHDfIbP2X5aNWqFYsHVskLjSDdM+7lkoY4g7bHnAO4ArUMj36pwWM9kh6wUh7KI34nK/k2Lz169ayTIiE+dsbJOBn9jibZeeaIA93oe8nTZvnOvWtTm45NkgptatMLj6R0PGXAlntFk9Op3Gz4kc8CX1L2BSqTYDiKXL5gPQTpTIeBFCkLmzujHxWXzsEThhGA0vE72o4iHAkbqJKeoRPqTqegtOeW5vBIL2l7BfVy6SghDT8Wi1VTTNrpXqsd0+koCpU6SoyXeqmK1QpiCW1cCwz2Z5CbLCFMv6YOD8OXz+GVl7zU9vEq5PNuXpmUOZvj2ppB8XZ7arFaM+66SgHL2N5WdOM24hQAO9rYNwJkujb9k1K2BOq9XalwZUdjAI52Zuye7uXGjPzz7p2Zcytjfhzxc55b77nVLEZLWD9nSfF17R7eE6yTN2I6jzJbwE++6gqM7D2IpI7BIRrS8TZuQ9rjI5WtR8rfKsGV5hNqjpLKU3wo+1KpTl6MGU+rB9ZtAaKGgyt3TdYX6b2FLj4g2AqGI5jOFWjnR65YsHIS38mRALz5V9CER36jdBqQYzm30Uib2rQkUQK2qU0vJJLAp6HwVytfOszfqKGcz9r8IDtSSJOPm++1gWaWLfvZfBGZzk5TNJo/pKphwIR32ile87z0aaFADxs+m9OlIUX1gMk7kYYbBcDkTnt+2dwy+i9Kp7W3l1NsstNVB3lLb1aoBIvUXHn10qkngnbCHA2Cw4TGPAged913Ly45dSu0AVmdSlJKVHtgOf+pQFtAmHkqtEjjo712pHfvBMTc82LGATcF7tJuQM38o2F+WcIUMSlcZQzvDazOvaPdnNtFjN7ZfdPNQrPQfavh31HmeUYaYa7bZH0+MP7aBiNMnsk0/CiNTODCU0/DXT+8G+VSjmWrLwwCHTcJTImvrOHAqxoEHijWOw03C2CFQg58ieTW3TtgbKC+hQQGdc5pprMXU1Mz0Jmwtm+YmN7CqZPdBN58qJVzjHKRX5GPNb9vjsQYnlGaVGFOLG1tatMLkVQj2tSmFxg57ewBMO1nVClkEfLxWXNr1ANGBaVd0wmZMD6dJQirYvmqNbaHk3op1PsghSTSEv8AFQw/QSFfNnAi4KMNL9XRY8pIwzV0oG+0GKxUdO7lToovk/HbpH31VGhOmFY2usOUTV3Z4VC5agmhWBglxku9Z4UZKmL6MbFnH9Z1d2FlqgPZocN2nqB65CLa/FNghmRAiHGsB/00jLcNRVIx0l69XzKaJG7ATEBogXG9Xbz3hinplwFQ3Ssb5kCQ7KWsZc8wmu8YTXte6NbrLTM3vLjnBW5l7Ll5v5jh30JjYT6PSHlVIm9pRbENkRuD1BELhlHYO4QtqwaAYhbjwweZFUrk8ZMAlnjNA2AOdGlo2/XgyogP5U7zy3SVG8+OfwaiHGhzYSt/Vf6sGujs7cfkTBa5YoVA0m8NF5WLGhkC71qAUqmoZ0zAq8JGieaRmQ/y6gidWLLa1KYXNEkUtqlNLywSkKC206G6mr+lCdfV4qwBMFt1J9VCjaOhRAGuEpVgvlRB38AKfhskgBKgcABDRkMswiG2YI/Ao1qp2Svt96Qr1Rn90mq7GvGNq1JSaupNkInFNCFbQ5QubClK7ftFveWGJPlNxUcwyPhpN3ltP6EVfV2pOKaGDgK5GZy7aTNqE+NYRUVIBwR4ReJIrWoLmZFnvlCzd4tKVXO+bFUe72VngSluyhvv2kyfgRkZ2kv5CiQJfBlYEjXd2JXEXOT3vJeRXet9083clWQ9ZE1jIE/3c+6bjmg9jwROPCN0ILdNoo0BiucbKcbeqkmbiybeFPiZmUFPbw/Kk1lccf4FKE+No6GJ801Qfzwkdyo7DzyJ3KcaXnS9XAL/6rHS5ritbvWtOsHEIh4w88JV2WlVaLqrxwBY1azZyOAH2q1fXqiBIqpp8QscCHO9yIzTXAF7RA9UD2Xa1KYXOS0Ue21q0/Of1DtDRaNeIm2SqRZ5pZBDWNsCVLRFA5WAlA4fywJVwRjyvMl09SIUidtO4VIdmgVjiopgQZhFSioSDtn+X5pbo7P2RNrXtEx/1eMWChHEmK3PNmN1YCsMbRmm1XoCYVJumhMmHSdFJv+12lG9VAJzQnraHMFHu/zkBFb2dKMj6Ee0WmJ6XC9aJBQmhmFYTfDj53ubcK04EcT5aLTyzXq8ZDzQZe551bPZ8VkKVzGWNvWMZ8/r3CLGprEENt9bD1mLX039bMZz7833MvDVvHffy7Fza9RqJ1IGUbmbgm+Jm/JP4Xgg4XlDBrr0Z7GnUboEupmuqTHEmS2dLLde8liV5a6D1b00ej2dS5HKTr1ZcicQ5ewEqLUfWMjs5IX8q+kInWY+ekOR6imzzYmb5PzgewavA8XjqU7M5svkBTZArGeNbtjoEMDSHmbqVTYApg2LWd+UJvmvqng0eelvU5te3HTsWt2mNj0fSVpHqsH0CRUMFYSf4CWge1OCztSJDrQPVJlXrfaKxpN8luLwFJFWhbleLSkSATbpK+ofU3YCYVpFRhvauXliClTu6nUpQim1EBWfhoOcf95O5R6ZwuQH9Yr2U/LDT4e2kQH90urH2fExLOvptN67gDY11RChEtZqmqBGYMkAU4BxoDtdj4daVaEHmixVds9/zav1iMnwXqDKA2dz3zXtzO1cvDzTfC/H8+xpLAyZ5ruF1xZjReNd9c3ziIT7ZQLiP/GhGgRmyGPaNLWUR4ygZk0qjaldexAjf3m9Vx613h8PacNfzdESqcdXoExeLORBN4yuuVwOwBmP8VmbwjbYwgiyYRKOJVAsC2i5clQyRPJJ9aPOxkHDesDU0yv/SE03R0j2Mke9aFObXnR0pBa2qU0vIPJ6GQJ6IABrVIvU257wdwpA5wjqTsOQAmCJdMaGWGRnGqXhlJ8AmPS/po5VrbFPkKRNR0Pq0VKLX6vJavasCiV3UmjqAdAxQlJqUoR61hwbgTfptzrRi96phycSCCAeiiDM51goTMAFHN6/F+l4FGEq0NLsNALazDQ7o8jxb4ERKPFASvOqcywNxCxlSAacvGuL0XvP3uaCNcOZC4P3AmHeUOWR3q2mabq3b5pXz/2cnedWAMHu3Tu7Np+98GRa7/WO/59XJPAVIW94m/sSibkHzQmLBqCD4cNksJXaQHd8EuVCgcl0vWAyxise6jlO0tmcYW11TxIvO16s2lWkcj1ip7lcbk6Y6yETZ5OC2rItgXgyhWKpYotGBOZcVJq9xOZeu/k3AZjN/1oirvauTW1qk6uFbWrTC4aolj0EIQUgLVGv8k9nFbYIflnznXq8rPFPJZRIddC5Vi8e8aKulY1STLqnO+opA1cRAitNvarQX0I5vtNk+wDD4Hu6EUiz8/nCrgfM67iQcnOgTL1ibgioQcQW0476DNdPuyj90a79U+OjWLViGcNuoKwJzuph015Llg4GpMA8o2f6aWBIylBXPevVEuS901U9Wdbjpeem8cgDPvLXwtIzrwbMLJwjAM1TxrKfc6N3vOrZA1BzfplpvvNM89uF7py/zq2l7XkmvVRsAQIXdXpZDjP+DZ0iQBBW92souoFguYQMXyyLJTF6aIjuNHToGgK6tm438USk/KqSYTW0qHs3DDkfgHnAztkxfvRfYck9oZUNN/oYx0g0hkgiYUcRCXyJnR0AE7nyabAO1DQcaW8tkUfctDKUPej9PMs2telFR88zEdamNj0xSXEIWEm+S40IOTU0X4VW1g0hTahL3c8LlY++IcgKR3U0jc3CckR3GlqUYpIRMJMSk1LRfCv+GchSX4x2/TalxjAE6DQfTL1wHigT2DIv+aC5Y56d/NNEG+2yXSmWiK+0mWUFM5PjBGJ+9HWkEY9FEY/H0CjmgM4OetKMkAdU7JlXBc5nnWXo7pk+Xo5l3DCjRc1It8qeOSv6Z8DHwvFME1TNuXL3ZidgZOG6e3tnbhmO/jWt5uJubmSnZ89ez87O4mbvnHF+yNJumtfnCzG+lum691sPZa1pquQzzadraBViuYLlPb0YP3QYPvKtQFFVTMVP1Us1twEsyTsuZymqElgFbaqieq0csNLiDQ+A6dn28SIf8uLsyeDyXbmtTmPh/kAoilCYAIyVpdpE69q0VtXJEe2UBgNg7lmvmtF0/s1ZyDR5tE1tehGTq4VtatMLiLRMXkOJDZ3DyL/s5BTCBDE1n3qbCHCkkagIGsUaAY+GVCro6unEyNiQugBsKywf3dYbVRtqpOrS4kiUqBz9UQKrQA3JZMKUT6gRg68asqOINNle4fp18owOaqaCSiTCBtik/LR3mOuFUM+EVkVqyKZOhUhFVAkyLlVoX7GAr4zsyH6cunIQgZlpBHNFRjkKX6qLEWNEdDh3mEanT4fC7trcvT7QYPxrfjM+TbZm2AuNIUkqdO1DpTRQpSMoUFWlnXpoaCdQGWA+SkUqjkyNW70XoJ+0F25saC5QjX5SGeueGcx7AQTP8Huvm4pplu4VMFMU5pGni2U0HBkK2O79duYLtb9N9G+S58ziqPhpOJdlNtfT9hwmSzfjaczUYHnpKKNGGMEaDctfw5NRpjXmr2Ldsl40prOoZ91E91A8jOkc7/l9gHkcVBmz/LRytkJ+FCY6kpG6ukO5U6k0Rka0+Woc2WyO2alzDHTsWM0AfqVQRClfQCJKPmb48lN5Gw4wX8kPmRDrzyjrDMsxml6O2XIE0wV6T/5Vb54Np4uXKj50kEdn9u2zsAuFKuPGUBgdxUhgzZYRGxNEaUOP29SmFzkdkWxtatMLhKTo1IY3nUSBb6CD/wQgpBDmMIHTWgRH1FQCIFTkcipS/5XIhi01V4wKpEFlpx+dCqfJmspKnlJp+QgC5De/MR1DdwYQeC9FKPKGexbiBO8ooGCAYIpU0zYUtQrSBCJJKsKIzWQL0l8pNKFDhik/5JHujcyChoqZkfCCsLQfJ3k+eN8uRco289eMwve+aL3X1Yubdz1CyqOlApK3yjJzswidSJqea+SyTSCUiWPeOcDKa5NPbdsU8Q4BUkc8jkapZPMCid+ZjQRVusqdHmnoAfNJvGkPTVuXcZpwL9wj0kT8I4tL+M7COtoE1fogCLNnuhMvhcRn/DYUTRJ3CThpVSVfiLENidOKaWBKyLeMoCoaedXKkMaR3B15OnLXpja9eOloydimNr1oyCmWqnp+qKyCgRBBlSYlN98aUnJKTPO6pMBcDxbdalKYudH8GWlFuuR30kfSQQJbGjqSF1JW+kbfulWRLgBvQrWbL0W1pkll6tUol60nKhlP2Nww20DVBdeMU5te8ETW6OnssO1TQgH1kmpCPvlPLNPKAuRJbzhyMXIs5vYCc3uAmfVRJHvxozcJ3xoL5DWyIXGfVvuSH9Mpm9so/rUzJD002PRU26LU1LXLZ/WeLhFUm9rUpia1AVibXtQk3SEA5dd5d8GwgaUAm/1aoWg9FFRCAl5u1RcVYROAhcMObOm9t3u4sNHcvC6SAJiwlnrY9F72UnBSpCIpOQ9QyY0ORNZcnFq5ar0JUVpIqZkmo7EwmuCtTS9sEld0p9MozBKA+chT5D+NNjdZoUnkT/vNx2StpKFvB/w1uV78S8smzx1Ncuf41ONNuVfPcI3PacanStClRRl2VW+dKpCIXtqGwgJgbK0ItOmNqwltalObFqO2NG/Ti5ocACNAYlUIEPDo2TCP6RWBKgeAbAhoQQ+Yp6S8yc3CRgJgetY7D4DJTu9b7czTOdJGrFJavFX4dK9NOIPq3VDvmnbQl59y2gRvbXqhUwOJcAjF2Snyg4CW36b6CdCID1q5R/yzwGKOHJhy5zWK/2QWI/dOAMx9Y9TscfPxWw3BJ5JJA15qBFTpVtu42Di8yPhfPWDkV/Kq7hXUEsG1qU1tIpkqaFObXmgkwOORAJEdNN0kvTGF02zpa1hFW024N1IcUmi6p+LRcCKvrgfsiDYRiPIeqwJPDlXNudFVcVA0nJ37Xu5kJ1DmuZOdU6y8pykXiogHw/AzTE1wduNOJH7Xmi4j57WjZnjNf2b1giIv7Qvz4AVImnsVJ8ivF/LQaQ7iEGJ31DUPsUVqax6j3/i1abGAHA/67FvVA7Oz/9rSQnPLXONBJNwldyKzop/iSf1YUxAgIDQ+5TuBNMfDNKoLPrriR9oPzzwSLRGnNrWpTY5aqnKb2vTCIVMq6r3itUQlFtFcquY7qSAtxdfxPxrakb4IR6LNMx7Zui/LjeZs6dxGITAfyiWBNfvYSLpM4EkKTKsbtbeX/JExQNVUQlJocqcNMWWv4Uf5o/Me9azhy1BEu/CHbZ6ZVqkNHzqMTCKFIMO3Sf4660geScGZwnPpcsRn9ULw2aXZXRWO/F+MFB+nQOebxcj55YZiRd63P3by0tx6fSGCzCYJiKfCQTv9IMTytWFxawwYBzjAw6tyQBPmPUDveEyNCFdObh5i0DpOdTSWeM+tGA0gkdCxWnn7TlSp+G2Brb7XkVo6BcLs2QiYC89Am3q/GqjU3XwvlYd6w7z60GCDxOORF24JtalNT50Wl9BtatOLilQNmkaAZ450ry4B1y0gBSTl5O1kL92zFAmweKDFU47e80KyzjaSQJ0AV61Qsh4wbZBur1rCWTJILzLehc8yZr+YadNznOoE4DVEyQDVctF25NBeYA0BMVv52HQ2V5SL85bIA0MCYwajWP6yIyvPgTWRrrIT2Sey5rOtAGaA1otMJKc9y6wXjEbVRfdtjmpTm06cmtWtTW16MZKUlqqArq2GZBqlWT28eykh6x3QnltSUk2QswQJcOm152YpAOZpLw1zarZPIZtDPBI1AObGfJpmic+NXED8U0+E641YyrTpuU8q6gDLMaa9unJZ2x6tXCmRh1iGvJeRG79+Goa0r+aT1wgQ2DK3Qlcsf9mpp0qdqgJl3tCkmEw9ZSLxovGrvhff6Fa9afSjol4u58wR3+l9m9rUphOjxeptm9r04iJPoy2GcMxe1YRgij8pLO+A7WNhGQ9syY0H1EwBLkHOnVOEHgDT0NJ8TXfU4zySojWQxfBcr8XSpk3PbVLZB4i+7ViqgjZQ1TB2SYw1j03lbhGunUfWA8Yyd71d8sKBMvnpATDZiS8E9Oa+ISk48RI5C3471YHgrVqd48NWTmqDsDa16cSoDcDa9KKgxXSDKQ8bcmyaecOPR5PhFiogTV42l9RRBpLc7Txl5NPP57f58zLunUDc0eThPzsiplFHpVRGRMOc5pj/5rSsLDwjarlX5JrGbHRdwjwp4mdeHuraauaicyxq+X5R4kvLh+Zjmxq2GlarF8ulErTRb82O01IuKpfEcQ4kLZWzXiPAA1OuAUAeaNoZ1xsoO5Lrnk9mpwf6IfglH7RVC3RklhoUfKd5YUfRIlaO9GLJl21q04uSjq1x2tSm5xlJxEtZaJBEikMWWknor7LFz0cdeC2SAqmR+6ni+E+7e3tVwTnQoshGowyf3y3NlyIMRIKYLuYYQBWhGhAjYAvQo4oUXCSAkkLkfZj2ti843VfpVzASRYXeNjSEQ2BV1j5JwRDK1SqiiRjKlYrZJWMRlKZn0ZNO83umIMw4RRjRMD8OMgyfhpJq/FXN1JumYaZm75R6WzVHIBeQkiUIDCwwGuY0TLfQ8J0BR90rOOZZo8LwyhXUKwyLplFlOGbPNPBdgPde3uoYG3cQJt/TKC9scrZ6TGi8d154eq+eFd6yPJhOAYQmaGgTyUf+IO+MD0+Sz8LoSHbRSsPU2neuzDzTEUQaItTRRkeLcoEo48dwGKVKHcuW9c9Nutc8xhp5NxqNWo+uTZ5nQch4z3oQnwWiLDOWTaWsChNHPJZx5VgvMy6sIyzFEO/EovGQjtQqIEj3zSljioljKJ1C7qeftFOZt6lNL3Y6uta2qU3PczKF7m7nHqQHzDSfqQrsFaEDb6RY3ER7ezPnUK7cs3CBlF2VikdWTV3CV+oNoKKjpvEUi0Ceeh9k5IM2rhR0atCYnRzZEKabZ+NWmGn+DT2g4gvLju8aDKQRpGNFjYHJB1VYHb5c1zsvMRZHC4l/utI0r0rK8ZC587wzo3/Nq3XhydBd01rpn3P7BKRvWs1Ccr0pzrSpSc3yDPkJaCrkG7YWQgaQxQp6J2gv+Kp8O3bGeTyng+E1nOjZ6U5Xuxe/0cKzExlf+gmeCQRdOYcYvhorbEjQseNuD/S7XmHz1cJYwHtzhd+Ms1m2qU0vbmoDsDa16QTIKaqmsjqGJpGS9ACTnw61rYBTeQuIqOPJKCPTZTSm5HjVvC8vbl7kbJ+zEzDq1fC+te+bpk3PEhEIBYM6d7GOqibFy+5ZKI66AT7ysb85B0y9Y21qU5ueMrUBWJvadJzkARJhEmcac8ppIamHQD1kAl86YFnDgu7aVKSkJ9vrI39FrZ8KkBlYohEYU5eH1+mwmHFxO2JkZ9T0Q8bSQKujjOe2Tc8sMZ9D2vxU+25VWR7K/B8zWe9YE9yrB01zxqoaTm5Tm9r0lOlZqNJtatPzk6iGTBEtBGGLkYZnAnynCqbVbNrJ3PV1Nd3bRRBK5sSroe0RRj/MyELxmANevNpzs1drEXNUD1hzfpbnx5yhP3PhNE2bfnwU0lyteg3VmlYqNi1/zCS+F1kPGAFYuwesTW16eqgNwNr0wiQpq6cCFuZ923zgpRWAOeAju+aNqKkkBbY0Bd9PUBPQBHn1gDVBmJw4Z03HC8i9b3nX9FrUCoLsKkPcZEDJwJeemyBM5Ll5AmOCwO75r2kMXMpuAbVB2I+JyALaJkJDkEsB/cVoyUaBWKr5akk3zato7p5O5bz1EHnnT9OP5qVNbWrTiVEbgLXpBUkBttSt5U6tEwjpkO0T0xLqddBKMSlAv7+BeNwdsyKjHcnpPd8fOe6nUq1ZB5LUlimqehXhoFYQVtGoV1DWXk4N9TbVbLK9hnZsry6L4wIlq/eauK/38lTDnLzaqkEaA3Fyq3fNw48FvhQTGzaUl02zGEmNym2rMdKh3+afwnNgbjEjOqoHjUbbaGiPKOXRYqDBi7+GsJYaxrI9p5ruWo1bRcm48d7QwIuANPTnDfmFQ0FUKs0Xi9C8vGrJQ5E3yT4cVtZpZSx5i+/8LEzxqspLfC5yvOB4XaSjuCKRiH2nVbKVchlRPmvo3fa3UxhN/jzROtamNr3YaU72tqlNbXpypKX8VYEXkkCIzn2MRyOoFosYSAZRJfjKJOJUdgQ1AlwLqbXb4TjIQFCrN94zjQeQ7JkK8oSM991Cs5TbNrWpTW1q05OmNgBrU5ueIpXKJYTDIUS0Z5f1bjVQKuZx4/U/wJe/+k3EIgECtCIa2v+roZ6qxtzke21tccJwxvug9cM5cOR6r+yqHonFDN+rt6LV2Df8O4r0bjHTpja1qU1tekrUBmBtatNTpGAgiGAoiOmZKjSSk06Hcdcdd+Dv//Cj+NLf/z2yM1OYnhg3UDQfbjVRmIfGToQ8b+auvGmCLzcsxGezW8QsZn8sUOX51Wra1KY2talNT4naAKxNLygSNFgcHgjkNIFOC97xbm1elRnvucVRk2Tja4IlXepmGqhUyzb0p/le0VAA9939CP7zS19CrljAlgvPRzKVRjqTsXk2Lm780G6cX8ekpRM0z96c8Z9nNderNdcjttAQDPLqGbOzDxcY791Cc1x0vO6OkJcjx5EzzlHTocrjxEN7DhMT45LH36IJO64ceobJi5hXEM+FOLWpTc8fagOwJajR8mtaHDHUabYBtGeOMdrTNk+Tafm1Zr93rxlYmqOsezG1hvkMKGjHeX8I1YY2ggigrjOGfD4EaR8KaDiwhFgMKJeyCIf4JQOTGgloZ+9GgFe65XMo6ENMB66UAqgwkFIYmI3UUYxVUfblUC9NYUNnCNOP7sDf/Pr/h9z+Q7jgVW/EL3/g19AIJhFOdCJfqjMOIcbsCLyzCfO8hkMh+ltFNezHTL2MekCKl/FrTagunp7zTJNsorWiT7u68ojf2iR+bVnvo408kvGOhAnynbbs1ze6BuimXnGmUW7e64ijKvOsRn/5nsbduy0RNNSq44+0vxl0kHiDpcBv7F5Xe64xHvxGgE9ptSJh3iq+LB9tf1GvavI+jebReUcc1Zh2Hbsj9/rOBdhMLb1l2ir0F6k4KiygMuPGXENZk8OZJh/Brhl+47PtE4KWdDNMtBltburZtRr5z386qkpG/jVxt5GXDs88E+Qj74WrQUQbQYSZj4FayR0tJf5shBhPMqCOSLBI6EiiE4uIJuFrrUWN/wysN+0cMc+Ub7bzPhOvcHS1zGGeixm9q+qZMZ7nzi0AEFk+2t1i5OqyfnOkW8/oQ8/wuXmZe7XQ2WLPT/ad93ysd97zk33nPR/rnff8ZN95z8d65z2fyLuFxnsvI66QkSz25HGblibVmjYtSh5r6dpCrZy4yOtWoTx3v/C5Sa3PT/ndwucmtT4/1XcLnz16Ot8tfHbEG/fnTMu9VwStxWJPAgX2IBbXyYoOgHnHtgg8BGnjo9oOBam0a2VbFSbPpUYEkXxzd8QrZnhfDdgZeiV6WySIqQZr6OyMIVwvYergEL786U9iIJlEZ3cv3vi2n0GmuwvZQpXfBBGMJBgl9YI142BKS2BPcfER6jRQI/AqEVgIAEjfWRp0lSHNpdG84F3rlWnzeoJkBMSUiQ6E8dq8b3ioj9eGHeIoe34joMSc0oo3u1qMXCQ8AObu9b3u3fOc2FWem52eeTXF7nrazFmTLKr6z/dz89CotG3olG7neuZor6CMWsAXXdv/GkH09PQkdu3fi9lCHmWmI5iI2XFRuSKfKwSSfj8qhQKKuRwLMER/mNAyVUOZYC+kZYHmlYu2TPPZy0eRrl485mKhZ8/9M0AKx0+gFSL6CzI/fQTF2tLEZT35UueXkqdUPjou6MlERMUzl/96kJ39d+Q4X4wh46WciZ4DX7qXXdMNH8yb44iKc9KS4a3kPTaD8J5bH1vvl3p+su+852O9856f7Dvv+VjvvOcn+857PtY77/lE37WS977VXetzm5Ym1Zo2LUpO+Dgh1Hy0K1lKRjnXbBiKzZyyOMJ28+4XPh/L7ZN9t/D5WG6f5LuFz8dy+2TfLXx2bk20z92rd+vIJqeuCBxAcs9eUR0/KSyJjVby7Cxwe6oy8AoBjKCJwgxR70UqdfizFQTKNVz9P1fjR3fegR/dexfe82sfxJYtW2zrgFgsZgquusTWCydKpjDVfWFR1PUIgGk16ok4XiP3J0Ryz3At7Bbz4yT1oH33qu/gfe/7ZXzw1z+Az/3Lv+Deu+/CLMGXPxaBLxJCQYsfoiH4kzFU1KunXs4IgQvBWr1UdMzSakRMhnCpDpe2K/GGV+0tzz1q/eYZonmA2rt/hsP88ZDLPCdfmwny0uVZqTI3K7QeVedajVf3FzNP9t1C0w5jcXuviCSXvY2mvXf6xpPHem7T0tTOnyXIiQaPzZrEW+tFUG+ADqn1U6DTmKK2Hpe2eUZMEwgZCOP9nGlubmoVn5pJRsBMdsdPptpYti4MZ0iLaNwKAyoEagRgDJNKOVJuIF6iAMqVse3u+/H3H/kIfMEA/vwL/4It552NXD5H0OVHLB5GuVw2oPN0kOsdYsw8//isWC4ECMa9fD4eszDZT2SMGG6rWcydjMirSa3Gyq3FyO5EKNrdha6ODkyMjeP2W2/Hx//ur/Cmd7wVv/Gh/4cbbrkJ06U8psoFsBToOIhctYjJ7DSKGh6NR1AnGLPOnYURULwFuprG2EnpaDVeIp4hUhA63N3NM3SmFXi13nt5/HwiRd8Nb7YkRGQvmvVRh4CbcfV8oVHBLGYv82TfLTTtMBa3O2Ic86k3X3zoVSWTx3wnYNampUl51abjJKk5mwcjw58UsXpDyJUkJ1KOsGDr/cLnY7l9su8WPh/L7ZN9t/D5WG6f7LuFz023c5qy+UxjAFn1X3OBWBJuJpiExAmQaS+ZBfdGum8KGXpKLIWyesBY/sRhiDK4WLmO4e278emP/zVSa9bh9e/8afRvPolADQhHI7b3Vz5fto0ttaHl00FzvU0CPt6mqTTeGZCoufsTMR6AOh6y/GUY+sbiou+96wKSn+ZerxYYe+cZWklo27vjpNLQCC572aW46hvfwqf+4ZN40+t+AqduPhXX33YT3vtr/xdveOub8Def/kfcfOft2DM6hHoiimhXGvVYCLl6GSWWY4Xl5M3zcpEwr2nRNF58loqbJe6ZIYEsm4fGq+4tSrp3r42eweCfFdKQqidd3YA4G7uWYiWcmeHJAGWIPbfeL3x+gnetfi502w6j5ZnX1jB0P0dNe48kl0weV3iV0f1iFadNopaca9M8Es+0GF0kAF1bzKl6d6+XYkhlpRhUDOk9e/fN53nvms/Hejf3fDzvms/z3jWfn+9hsIKrX8uM3Tu7OTemlVQOMiqdEyGVbItZiBj03CQBb1MLFCoamgpXG4hUffjiZz6L6bEJrFm/EZe/6U1opBLI16r0hj9+H/AHEI1Fn7YhSKXThmPt3hlvzpT3zt8ERW7Y9jiMvqdXXvIXvW8+uzD5T8b7ruV7rzdyzr2KhPeLmTn3dGP3tD5ekt+hcAS9Xd247OWX4mN/8jF86lP/hH/+9Gdwxcsvx6HDQ/j3L38Z//eDH8Db3vF2/MmffQzbdu4wIM1is6FID+DIVAnGDIi1RqIZTzMi7yqyxD0zJLb24iX2tivjZVWilZrxaY3y84EsGa18QdKjM5oPqeUdTDdfSs7OS7jde8+t96ITeDcvM1vfkdphNI2I1wVhuNrewpBeOc511/JBi3CsFJsF3KajiLJXOdWmo4i5Ui7WEI4EkM0VEI1HsHv/Adxxz53Ys2cPYvGozeet1aiEa2FbLefIu7pslRJ2LTj35Gjxd3rrPbt37ln2J+KPo8XfPT/D8FMBOX883wR9I6EABnp7cPY5Z6ErnTJhrf24/NEwcYEPoUYQvmoFhf2PYHz/vejvoECojiHIgquXfZgcK+LA1DQOlv3YU87gwrf/KnbNMBaRBIVIBYFKEYmQD6lkFJFoADtna3hwz34sjyewIR1DnGX/xx/6CG668QdYs2kTfuPP/hiJ5YMYK5eQjsQQrTTQ2x3H0EgOpXIZNQqmzq4Ok1vFUgO5fAnBcAixWAC5bB6dGfJUdhbXfPkL+MAb34SBSg0R7/yZYAPlCOPt9yHqCzIjmD8yfHb3zBW7ZQ7R6Cgj2dtcseMkAaBmJntFQuKNCdPmo/fO5oC1PC9G3jtvvtoCsuOFFtDC1Y5zxPC8nj/PiOaiw5tWkysVsWf/Ptx8y834wfXXYXx6Cjv37EaaZXfBuefhvHPOxUvPvxBrV69BmAC5WCggwXcBArrqxDSiwYjlh4aNa4kYeaHieujq1ucNX4CFaPE8Epenk+q+AGbrERyuV/Gd++/C6a95DUaKFcSSaQqmBkJWrAQnvhp5guEToenYIu9oLPW46pihCuOdSETNbYi8vH/fCOtML4r5PPr7kxgeztrweDqdtgbCSauieGD7JN2GKfOimNRwLZMZz+WxMRXEtz79MZyxIoRVqTyWdQaQSaWZDRlGOEUeDeLA+BiWn/pSVDKr0Yh1WUM1xoz0o8w7RVonpIbstsF0BBmnUomumAa1qYZHR1FinS1WWDeCAQbNBhfBfUiFaqUtshJwt0fRsd4tpCfrz48jDL7Va3tvNyTWa6ukC+nJhnGsdwvpiFubhsOfzZCW0KHR1RaHoIJ0IozeZT0o5acQjsXgC1KeSui16ShqA7CliLlSKlQJwKjEyTsj49P43Q//AR7ZsR39A4M2vKTer1KZbij8FgdgupcxaUlqfScSU+recyvy3i30R7TUO5kXbhiq6lrx5lwRfJFl/RLttQpBch6jQ8P493//Anq7OhGhsqwF6oYPgg0KcAnzg9sxtvcu9KUr8NXGDYA1qgFMjRUMgO0rNrCzkMCFb/sA9hfCoCfmd7BWQCzQQDIRJ0gKYt9MFXuGRhGj56cM9uFb//Yl/Ns//zNAZfx7H/tjnP+qi7FzPIcGFXmVgCrJOPT2JDEylqcirKJEQNXR2Qk/8VOJ+kgAzE8lE40GDQBkUhH4c7O49Vtfx8++7OVYRSW8KACz6a0kgawm0Jp71n2rnTLieEiZ6xVLK0k8LCYirIeted9Ki7plHBZz2zxvcB4tBr5E9NcDXp6RLpJr081yIsN7ga+YQFMkYsB3dmYah4aHce0Pvo9v/vd/syG1F7FwFF2dHegd7MfPvu0deONPvBFV5rXASCIaR3lyln4kEKSps2z8jKsDh+R17bbL8O3cTAEygbGnmWoCYL4oHs/O4EcH9mD9xRdjigkNEtj7yTthZqnqQp0ArCbwsggAU3zrjF84HKbxEWA1MDoyxkZBNyrFInp62DgYmjGQmUwm7bp2RRgPPjphx2uFImFM+8Q/rAOFIlaGqvje5/4SL1kVxmoCsEEBMAFCH40AGPPl4OQElp/2MlTSK1GPdlrPXZTfLwRgiqXm15VLzD/G00/+vv6mH+LXfvM32NiJM51h6zup1qoI8BcNhFneTTmjgjd5K2MZ0XwmzXvX6lZWx3inZ6PnThh+8kDTcs6ttl8xt09TGEv6c4x3DZ+2pqkTMzOMOsuSDV2/umcpM6cmh7Hp5NV4wxsux9ve/ibyEBsygTi/UnzatJDaAGwxUo6w9lfZIpToqFOo3fbDu/CeX34/3vGz70Ii3YnJmVm2EBMIBUOolUo2+ds+bBUSYl4xrd3rnWPgee88t3Yvt6wkS77Td3p+cYVhAEy9VrTif75jy7lRtftYKIDrrr0ab3nzT1CJvoGKJgA/AY0oYOM2VVSHd2Ho8R/OAbCQNkStBDA9XsTh2VnsnClj23QIF739VzHaSKMWjDP6BNb1IsK+CuKxKFLpGA6OlXFodAI+Kq/Du3fhz37j15Ho7sRb/9fb8fJXvRphAsCihhs74xjZP4rOcAR9PWlMTpesJyJXKBOAdSEQYjuR+DGbK1tPSoQgv8IWf4LXUCmHR265AZeuXYfNyRQBmPoQSC0ALEJhx/YmM6NpDBjQjXeVEvaej7cHTNm+GImvF4qIZhEdRUu5XQoEHi84bFIr+JKxJNJ/D4B5JCUlK7mpNQjGmQdUGUiwfLKzWVx77TW48cYbcN/996PCct4/fAh9Xb14w5VX4qKLLsKmzadYI6syNWNApTPTaeCkli8gRKVoIEf5qj3lQkGCnyZIfhqpRr9nqLjuObgfw2Tn1MknoRSOWy9qqOZno09F3ARgqiO0XwyAiQUU946OMEZH8ygxPd0dGerKCjKZKIaHp2yD4GiUgDXgw+BAAA89PEr3HZZ3uSBDof8dpQrShQnc9J+fNAC2rrOMZR1+Nk4IvEBDAKYtPw5PT2HZSy5DLbkc1XDGyibCeC4EYBqyVqPV7VcHTLIe/uJ7fhUbTt6MZKYLkViCZUP3rPc6WL9KUG08bySm0r2Mx0OLvdO99yzSvagpdxZ9t5g/P/4wxLsqN/d85DuV75FesGcnHXUCMNv6xICX25MuwIJusLE72JvGnXfegHvvvgn/+dUvmOzsG1jFrxxftmk+BT5Cat63qYW0wkyCSUJJjd49+4bw9a9fha2nnWOI3h9KsDIkqFwLrBBBMqX2mgrQeFfPLHxuNcdy+2TfLTRP1p9jvVtonqw/x3p3xKgNXKbQrtizhLYMqzSV1MTkFMIhtparNVx08XksqyB8ISkeCitNFCf5SrOYHdtHgKMVk0X7Thtdlkt1FKg8xwolHJypYNkp56AcSlKhUbBQWIXYyvNpKJJyJ0ZBUswS9JUbePCeu/Gpj/2JbW3wmitfiyve8Ho0wkGkqeBr9Fdax0+j3rd4PEYgT36iH8VS2RSdnx5SvlqPhASb+ExXP0FrUEM++SwSVJDLCMCCJoRJ5MGaKUMqYE+OtlJTbroU89F7VkYdB5lzF535RuT1drXaeQC5lfRuUbcyC+w9swgJci8k631ahLxo2DyypgmyfKUQNK9MJRkOhBFhQ0nzgf0EtCetW4/XvPZ1uPiSl2HVypU2R+/xPbtx449uw0233IKbb7sVjzy6DV0DfUhkUmxwpVAs5BGJRq1XTbnVICCxOBGAqRfs6SbJk3Iogm0H9iO9chnK0QiCySR5tmpp0t65lnSBL940+M8BLpchUuCiYDCIokBkZxiHD0/ahr/RSNhwu/hudjaHEO10r16ycNiPkZFZpFIMizxY1TAg3Sb4rzIxgkPb7yPwCqInCaRjAeslE8TSvmQKMlspI7VyIxBOs7FAe4VDF25Gl+KkmsUGEAGsNSPor8BjNlfCt751NbZuPQvBcBKlKuNd8qFaY92us67SfYUNNmcYl3nXxcyTfeeZZzcM2ziackg9oZJH3nW+26cWxhFzou/YGGRZVlkuNQIwmTrvOwich4aGsGXLJgwNH0B/fw/OOucclrnXk9emhdSGpUtQnYqwXCrZHC8JlnK5jlg0ie7uQcxmK5gYy1v3fTzWTeEQRIENvPmmscAsfL+UebLfyRz/t8UTMIt9/+M1TEulwbi4dOV5r+cslVGYLfDugeWI8FqVICBL1zzQooJjvdeO6O7RKSXTKOotoJLTPBOWtvVAVSoEZ005IZfaCVxgoEYFK2s/kVSKgvBr//Iv6FyxDOecfip++v+823avnyrkCMopkMpV5KeLCFJQ1QlGhEc0H0tK3rVqXRwUhSPKkiKKYamnRi8yHR0oFIpyZe8XkqVjgZGds29xo7CO03grGY8yysvF7JeixdyegB9eOhaaxUi2C99Y54A2WSUg172P9Ra5IiqTM/DnCoikM9aLlR2fQG86jSsuuxyf+ed/xtVXX40P/uoHEE0m8ODj2/HZ//gSXv2WN+EX3vde/ONnP4ORqUlMTE+hor3DyE8+A1702+uhfCaIPJrL5ZFWbxTDsn1j5+XFwtTPJ7mlFwT6FU3PIk8VGHUn8jU/TNGXvwJfchsgqtOosHpeVGVcL5r5ZL1QxWKB7vgRn3WSgU+ek2+dI9ebRVt67urbsSigekenAsUKUwCsWvNhZraEsYkcsrMEuIgjGEjRXYxpTxLseSbVcv9MmaczjETTLLQ/kTCebHye/rwK0GhTaRl/81lmpkCdSbm3a/8hPsdQFoO1IcYxqd0DthhRcku2SLwFqVQlVh7fuRvf/tZV2HjSJoTYEk4m03RDBS1HFEKRcMx4Te4j0SCFieb3MINDVL4hDQ2o90Kymy1zCsEAJWIwGOG9WpBsC/J9JB6mmwqNJmfXrQUaCIYpfML0l61UCi2qI15D5oefUtIZtomDjLMMw7N3QV7p3h+UO74349wGAyEEGbmg37s2Dd/PN4onja7PqmFcKNRDzG8XryDttHc8EItEsGvHY/DVynjlFZcgxDzQsTsCUkw5tY+0TAnTI3sRDVepKyTYWaJMuyYBlyp1HB6dxdhsFf0bToU/2YNcI4wSFU3Dz3ynO9BNVyKKen4W//sd78TQ+Cgy0Qj+4BN/wYZ/0nrpZqko4wSBMdpTFRFMVanIGuQFPjMyasHnqQBtbg0Bm+JeLuvYnzqi/D5JwUU9iVCMrf1KGdnpSazo6kaU0ZdbqkUmSGVM5W92SiCNlJ8l1vGXnnV1g3B8PLaOPoqauvSI4T/5Z2DR/G72sizqrwCnhK57bU6a7o7ydwlj8aXRo0S3rkaqaAYSm069K42547PIwhFJwZNX7EoT0GRgvqtmcwa6Y/EE+SGMCFFNKZu3ifialP+W112Ji846B12pNMgc2Pv4Llzz/atx08034aHHHkWuXESquwPBdBx121uMwIHl4lM9i4QNpCiO6nnyiUc1d4kgzUdQ6PNpuEblZ6XHZxUkDeustrepCY0wzg2WZZX1ftIfx2OHRzGweh2K5MFEIoZSnmDKEtmSEU1yaVf+y05gX/O/yHsMO5mM4uDBEaQIQAWegmE1GssEZ+S/eJSYtYpEPIhS1Y/pWfFyAgVNVIyGUGMak9U8Kge3o3BwG1Z1+pGO+5AgWPX7IywabbcSsyO6/NEEIr0rCFB16gNLhmBXEaM0ouE9yc90yqbCBpSG4CWzKmT+73zvOqw/6SSTb4EwZZOmd7Dcqww7EFC9ZdrIXyHmbVXTQ3hvm1TQjVhD+WcAkXlSr1UI7KqUm0FUmE5r3NAHk9fMf8MG/Minm2OY1vcayNYK6HrDhS306O6ZcD577xTNAMKoFLWQgOVazSq1jAfLTgsQqixjmx4h3pW/+q4Zd/OHdgxP8W+wDNUAlNG9sUzzW93rejzmWG71TmEer3GrpvUdy5d5SUuzV/5I96XTUUxOjGLj+g3YcspmBiLGPMKnIq/x+WInya42LUpU4toKm8JVcyDUOvT7yWARWakyZSnXNQ+pgnKBQpiCrEyBXS2X+G2Z35RYabKs+DlWpByfy2xF1qhcC3OmyNa0BEIsFidD+ikoi6yIrLShCtKdASRSIYYXZmWsolTKW4UMqeVt3fnN2mNGz9TeDJNaw10JNFjTm+895ldloejT8EyNgk9XJdEM02emeU+B4Fdlk2Qz/589o0XpGpoLME6BZhyVDj/Bkc6yU1UWYHa741NAm0ygI1VyCU8Kcl8gYt36Gi623h6+E7hTPmhVYYL5P3VwPyKSKfQx1hnGdNlvvW3lIhUO8/Ov/+wvUc5PIe6r4qN/8RdIpnvoh4ZfItZC1xYZfo0Nab4L/WkQ1GqBl8YwFaTlJNOh+AobBMhbGlQNUrnG+IlWbdpQayyBaQKCHBU4g9dHdEzQqXRV6ZDkQJZ4U/GVIxLTpGeR7Lz3J0LyaZ7R9+avM5anMke7tJ/Cpaqwq5kmQDja9eJGpE/ss6axe+UBM9G2u5ChnYYbZZpBGOlWAMZiI6Wm2KgO21WT2NXgIVGBa4g6RBZLsPw7AlHESg0MxjK44vxL8Ccf/mN85Z8+h3/4s7/A2177JgwdOox77r8Pv/bh38HZr3w53vPbv46btj+I0PJu1GMRBFJxZFlHNaRNdYoSwXZ5egaNqWlWTQYSYQMtmWG46jlj4VtExWniBzW6qGzZeJA+q9K+yPSOlcjL6V7ySRThegghVusQ4ywgcmQ/QkdWJJZmGdlaAExmw4BbPs/0812QQFGNAQ1xFsus42zYibdkJ3A/kxMo0uFHbFxapQqwCpErG3nMHH4cHaEyCLX0lvWKIIOQQg0QNUJVv6LJDsWGf3UEmf+KlmIjSWnuLFrkYQIVgVabu814aVK3yqhCsFU3Wabju3RSQYkysIEUAV+jkkMpN0Vgk2NjjHWdntvZmPJUiIB2Pn4X1Lw4gsYS3WmxTjzGhpQavgxaphUOBplXoWMY772bCOFkkZ9hyGhY1c+w3L337FJaZ9lJfUQDdYL7AlKxBtIxP/0iD9bY2CUICxFIBfkcoP+SW/pOaVH5yl/JBysCXoPMH4ori3OIyZUhu8zdP5E5llu9k9GO9sdjlC4dkRWqsTHM73yMq+aE1Zj2GuVkncxYKAr8EoSbAKGjNi1K4sc2HTctzkhpCrho0Ie4JoBTeEhAhKmIaUXloBYRBWylZMozyhZpKhGiocCnex/BXE1DX/KbQjAWpngj82YnC6gUKibIBSJs4rhaRDWJRldw84yUvyZFNhgHmxype9npmQJHhpXGVq6IWGmcaFQN4nVOizWv5k6V5zlEi2e/0VExpWA2kmYiAIuxtS5Bbz04ci0lzvsGBXVXJoEEW257HnsYhGkEZBTg+SoS1NXJGEEwpdTnPv9NXH/tNZQ8AfzUz78LsXgcdZanCWBKSc0rq1Cps5FKQck8N40oBSjFxyhQualXpFQSWNc3QJitfFGViqooN9TR6nUIx9WbGkC2WERF/vBeCk4l3VCvBOMuZar8aL0KWHpGgc7ZefdPszFUucBQV8wzHlspNxYaejLfyA9dn2VqFIooDo+yjiZx2csvwx995KP4xn98Bf/rzW/BFRdfgjWDy3Hdtdfive/+RbzzbW/HJz/5j7jjjjswPTuLjt5uhJJsUMWjCKYJylnPG+Qhoj2UJ4ZZyAIKDKSZCVK36hlRstWza6cb2J8fB8aGEe5I0S8+h9gY0JxBgRZ9Zxk4P48XkviyRH5Jp8PI5WbtWQ0417vi3suIHxUTalfMzmbpIWsI/be5koyHnwA1wMbOrl27kYjFDMSF1TOtMBjxgCJAGacViz6tMGE6LHG8t2pwFDED5l4sEflWopMc4xUg4kqnmR+WYMkuxluyiyTfZC2+rGkeWiKBTCrJaFVRzOXpXHKTucr3Duww548j6CNEyGbyVIb1uylL3VUyVlfJWHeveXXRaAT5nE7DqDJfZ6zuL0yvi3fTrzl/dD3aWO+pV/DPC3o+xfXZIYmCNj0laqBSyiGfHWelD2Ll8n6sWNaHjWtXYdOGddh80gacvH49Vi0fRE9nGmGishxbcRPjQ6yQFCpsIanlpMOgoxG2pH0UYLUweroGMdA3SHlLkEDhEdJQCltK1XKZlZDfHGUoIGxFikyQz6qsvFJAuHsnTN1SbhdvvnTGhIJnWuh5VdmPkGLtegH0wHxjSz2R6kSVmkvzwaT0BHYFwKQ8OuJhdCbDGN2/G8hPI1orIlipIc53VYLgbQ/ej7/7279GliD6p3767bjw4pcaSKowT6sSugRWUlYa6lGPnIZz1aOpmEj4SikEWe7aDkCrISvqESFJkSkOVF0o0jmLjn7WiBfDiCbS2D80gpLAV4QauFgByuQDv00EouNWMMS0ym6B0TsbLniajee3F848swgZF+nVAjPXm+UZ84PvnmVSr1AslQZLET7meyIUwYYVa/C+d78Hf/2xj+MTf/YX+PBvfAhnnHQKbrv1Vnzqnz6Fn/+lX8T//cCv4pOf+hQOjg6zLFnfkhGUWVyT5awd3B7uTIEsY0adYKya1iAQN2iYXeBdPVahsLZhiGLvyBB8iQhyzJMq+UeHtKsB4FVLXWQMhJnNfBJvaR5XNCpgVUCcjQbbGNh6tRz/y+g+RH81BJ7P5w08CAcKnAnnaMpCdjaH6YkJArA4ouTPcJigjIUVpPwI0DTq5HPGQvOCVN/UYPDKfS6eehZZ3Th+UjxsGxc2SGZnplAssIHL8K3RakDMyUDlQ5BgMRaNYXpyApPj4yjkcyY7NZ3C+FduLaaKmL4/AWLGmxxtlalHPSttGs0o2+IHDS1qZe2rXvUKnHXWWUuE2fK9DVF7z7za/ZFnR/Lj6TZtejaoPQdsKWLFEVv6qAC16m737v347ne+hzPOOpf2bKlKnDSVrHpJopQ55593Fl51xZk4/bSN2Lp5HTadRAC2cS02n7wWp27diNO2bMYaArOe/m62Kv0oFPOoUepRBpqAkjDU5OsN6zfg9a+7DJs3r2VF9mPo8GEbftQ8MrWqJDCPJsVFLU8nAEzKm6/elcYkt2CYhG+Vt/RHAsEMXxnN3Ri5oadnv4K6lh+NMsuu+lPru47JsWGWQRiXvfylLBLG1a95F+rCF5ilQ9k1CpgZP4B4REKtIicm0BoEvkWCohLB2eMHR7CKSjUUS9LvAJJRP3Y/tgOf/OuP48CeXXjL296Cd//y+2w+zqGRMZvLlWSLXPO8ywRVdYapFWYCYFq8UaHy0zww9XSFQn6zKxZLVIBBgi/GjaEIsFVo748EURXYptGE5wi/G9q9B8u7upHRMHQhb4pI88kMdCkfTKHoJ5IyNSv+MwvTTV4PiWdvRdl8br1f9F2TzRa6NbZhnPXc+p1I94qPxYn/7Ln5bh7Rznp79K7FqA4sShbJHw+pl7lWYDkpT5XnrKuad5XPZtHZ3Y3+3j5bSflyAvGLz72Ajaog8gQohw4dwvU334RvX3UVHt25w8B0vCOFSDoJOsL4zIwBq4aG25gpYmlXt8jHwQgqVQ3DEdiEozg0NYttCm/1StQ054nutN8XmYPySGC1WdOVZ7yqV2whKS/FM4mEn3GbRk9Pj2VjlMJKQ0OSI+IlATJNddC81enpPDq0TQXzQDHTBshxhnn44ftQObwHG/tSGMiECOb89McgKvOIvFxlQ8IfRXRgNRBLM0mMHe3rAg/iA/ql+LreKxmBQL3QG+YtwcpVV12LFStXKTeYL5Jb1k/FSLBxysbKFZddiq1bT8Ky5cswMTFmiwqYPCNJNRcKG6mlAvr7+nDppS+l+02Ymckhl82ZO0d018w3B+KemOTWUmAy3wvLM63PAktseJUkr1XOBbzyipdi3drltmB227Z9zHOlja41dCk3Bqw8Pxb679zq3jWgm+DxaSY731jBHQd5MVM8nX6wB3pCOUZ/wiyrQ/v3Yuspm6j71rkiXkBL1vMXGamk2/QUSeP/pULWxulVyQr5EkZHp7B332Hs2nUQe/eMYGJM+9gAPd0ZnPOSzbjy9ZfinLPPQDJBYVjXQc1lA2NSSssHVyLFhmSEjJxpdrlrcneEQrxaKVsFdOZIa84EoVpLnmGtcIbxM+O5N+0535im1X3T8Rw9XytJs1fISGmgEIsmoG0s6s0eMCkipTVO8KxJsgJbmQgB8NhhhMtZxBpFZMcn8U//8Hd47KEHsGHTRnzwg+/HdC7vtiIIhVChMG6gYKBIgLpOUKJOCr8EZVOxmCJjWFIUmnMme9lpzqCz53fkm1q4jmJd50XyWfN2MmlkyQujBOTTbE3X1Kug4Z0CAbuKST1GSp480bOuc71I7l5XK3fee3P85vU4Nc2S71q+9ezs3vO3aVwcms+Wamc8cKD4HWVELd/OM88yafg4RJCsLU0M2bCsVJfiXT0oTkwjQACeTndisKMHl5x/IT76+x/BZ/7lc/jtD30IV/7EldD+Wf/59a/g//3e7+Ad7/pZ/N4f/yHuePB+lOhdOVhHOUBwzswRuNG+bgIcAip19X4TfGXLVTy6ezc6enuQ7CLAb1TJt342EtycLy+HvKpqebwICVwJbJXLNet51b5f6pmJxcSL7r1IPBiNakd6Nkx4H4mQtyuaAM73vMYZx5H9+7CM4DMa8CFG3teCGMXcFbTqAfOIcUc8Qwump9nLK/LghJFpa88cHymayXjSGrKbT16FC87dZI1cTXC3OVkKm47UoFKsNN9LaVi3dgCnbB4wualJ+XPyUm7nctLlwfHSEbm6tFHaVM91WkqF8rpMuZ4rUrabD16YksNHStP1cul779p6765zSMdaQDL8du5+4fMTvVvkuU0/dmoDsKeBqHYpgxro6k4QSIGtyFl8+tP/jM//2+fxbzL/+gX86+e+iM9+9qu49Za7CdAKSERDOO/sU3HF5ZegXJw18KbeHLV39lL4HthbRG62iLGRw6hVSnRTQLVcNDf57AxibLHqKB6b2qp6SaWuuiTBp6sEZKVUIiCoIkYBpKHPSklzIUoUSFpZqHkgZeRy03bckqVC6KEpEFgjm9fnI9UpgAmSlAR1NPm1Ci5F4BRHmIK8UqMiE1JWbwIFz2BfD8FCGacTZB16/FF0RCiwczl85u/+Fjtuvw39XZ14z6/8CvyJLgws73PDj1ROs4UGZso6pojCNha1OTwVrXZjkJEQhWYTbBW0l4aiQUWmYUg3F0RDkIwpGUaTkbOVIh00CLCpIhi/cjWA0y+4GPft2YO8hoTopk6/3bwaKhqWr0Cfd6WYNj9NlvKqim2KT8W5iFnMXuHa0UXNqxkp4QXuzDBc6w1oNQp5MbdLkOK50FjvHvNkofnxEmPCslNllrK23CW4DuUKBB9hBJgvAa2cpEKM8q2mdWnT3Stf8zp87CN/iC+wzv/B73+U8qAbM+Sj7119Nd70lp/EB3/j1/GVb34Dh8dGMDY1YeArFIuTWaKYyeehphVZCuN51vvZPJatXuV4h3GRjBGA94YOlU/WEy4wwbyvVqvGW+I38Zfe65pM1DE8XLR3cq55iMRgNBV7L3uROzSeDT2hM5J6xDRsFyeP5seHCTxH0ZOMIcZyr1IWqbRtWFDzx3wB5NkwCHf2kz/5PYGkVkOKJ+iFkcrWSPl65OkoEj+LrHfO0ko7pY/xrZQarFfA1FQJZ2zdhM4M6yFlonqYdbSS5qeVmF+am5mbnbLGlRbkaN5XRPWdDZy6GrCUc5p6QPFp+eQaRJo+oMaS8pOykoBVJMCqZ+VTkHGT35LD8kPfC/zR0vxjFTX57GM4OkFFW9u4Pdb8jFtIO6PQL8lZ8g+FtvYI1EpYixP9kD/VcoH1jnnJb+S37CXnFabsy3yvb+mY5VewZ8nxGt8pPA3NSo7rndxVqyWGE7VwGgTyehb4Vjbru2IxTzuCRKZTcRUp79ULr/xo0zNLzerRpqdCav1JkXuNFNM5bD13sMXc0dmLWCJDFyGCnRLuuftBfPGL/43Hth8kCAMG+zvwiisuZSUokPGLmi+OQwf34bvfvRZf+MJ/45FtDyPBChRjBVblpcy2s92qVQK07KxVOnX7qsLY5FibZKvKWOR3EQqhIIXjDAU5gRZlbY1hTEwMo1CcIS6psZXmVlna8mkJk3kaUxX9+UaKf0s6lAQKUJ8/TGWXsuEIzbFS7wy0qjQaQbFcYlnEUMzNok6BFGJ+XPedq7DjgfuRyHTgd//8Y9hy5tmYKVLQscYEteotFEGJCqhSkTAVlgswGClCDX+ynGipLSekUCTMJcskHAUMJeQ1fMKLKQ9tzGpL3ClEbWWej8rCH0KFSr3RkcEIhWZePSXSZtZ1wbgbMKJpuaqHaqHd3H2rWYIsqxYxR30vs5i//Dvabglj38t9i3k+kOIp9qJRQ0d8pJVtYdb3AMsuFgxjw6o1eOuVb8JX/+Mr+Is/+hje+da34ZWXvBy333wj/vBP/hA/+dNvxR/84R/iq1//GrY9tA3VUhnJZSsIwiuIEOzvm5xA77q10CrlMMGNjFbLNdi4alCLW5mQJGu8qwfKRLoXxcintbrbiFXzv2bZoNNQeEfGRxkwhVQqaspWPUnRSMP4VO7cHEX16hJgUi7UJocRLGaRYCMxye8TREFqbGi1ZEN8ynhWtBo4FOezGj7kXwPkTsGQY+3qxdsB9rmnJyYmUPPQBChYZRmvBuVcAC+75CJ0dsSRnWZ+9fSgQIAc13Yj9hHBi10VLuWzpnBIDtBSc2rrrJA6DcADXKqnXh5WCcbsOz4nEjrHEJQbMwy7hEwqgXQyzoZS0cBfiA1bTc81YGb7CArEOtAloHVErrokB+heVbhMuT0zO23vtcJeIxGq3joVg6lkmeUYpzrLbNJWc8Y0x4VuTVJQTsifGOW7ttlQQjWHT9NFs7bYAkim4nTj9jnUAgwBMoUvYF1hXKUjQpQ9WiHLYrR7be8hIKY80BFeHjhv0zNHqhdteorUoEBRa1ZiS1OOtN5GRlsQNCg4QlG3gZ0OJU0kujB8eBJ33XkfRsZYodmKO+fczejtVdc9Wz4EYG7LC/rAyuzmfLGFRmGhPbC0imlkeNhW10h5p5JJq+zlUh4z05NU7FkKU80xUgs1x0o+xoqn7u8iiqVpdHTEsGnTWvT0dvJ7tXLKdDNh4E1AYB6ZPF9g97whp4zcfxIVZDTThYnpLBGUzpXjG/X2MKM0FCRBFmI+hnh/9be+jX/7189h+2Pb8Y5ffh96V56EQt1vQ0NlFrIOZo9QUWnpftHOsqP32n+NYdQIwKTAJLzjcbfyUUJNG/mqgRmLMWy+EwDT6jMpRO0d51rCFMb8Xgpdc4/8KYLGnl7c+sjDoNRHJUbErg1aFXcZD2B5YKh5LyCmnqs5QLaYOV5a7NtmOEcb5uei9osY+bOQaPWc4DZFYjGzGDHO2qMuTp5qFCsok7+CZJI4QUiaPPOKC16Kj/7W7+ITH/s4vvr5L+MVL7vUJvXfdMvN+K3f/xB+/l0/jz/984/jO//9DZTIF3Uq7wf27kXH4KCB8QB5LqDFF+I78leEYVnjoZl94j2ReMoDDtYrShOLhqjA88ZrOutRPV6JmB+5vOYiFsmLWjhC8JcMYGy81gRgGrJ0vT9adRiloi4M7UOyUUKSICHOwDUfy8/60giE2SAJI1+l7AtS4UdS9tzQUKrBrsUyrWnnRfw4SGnRPl4COkr3wQN7bSL+yeuW2zwjnQcrcFVT/WkCP/l+xAiMuUaqZ6eGbMm2AXIZqfzzyIHSIIFLzvJMz4lE3OrqxOQI5eW4gaww63wuO+VAUjnHfKMMnpnA0NBBumVkKb/VuPUKS0FpLm9Vc9oIqGQEkNT7WK3kGVaW8iPPb7QpdJ5pnMXAQDfLR2WiOWwsn2SU5ZlnmLMMa5ruygaqigRYulovKYGfVl0ODw8xZDYIqT9szza+y/Nb9dZrxWoul7XnMhugBebn1PSUpVW8IhKPtOmZpfYk/KWo4SahHs8k/EBIE66rOOXUk5DOqKVZwj33P0Q3khgUSDTqAavV2CpiazEZiWFqYsKEwJpVy61+Tk9NY/++vfStgb7eXrzuNZfilE0bCbQKGB0ZtjlgWgGpYcXzzjkHL7/kQppzce45W3HG6VuwedN6RMMJTE2Os0JTETL+VbayBOa6OlM468zT8YrLL8BLztBCgOXYvHkjTtq4Fv39/Rgfn2Ll12IAxVdpomm4q/JAk4afbbI5EBKdJih11R9zmMDl6En4rgVP1WjxF0nABv1FjB/aiQSBZ1hNaUpEzYcNRKKYLlQxQ3mzY+8w/u6fPsfyDOAVV74Fb/2ZdyDelbZ9mcIa/9CS/IifrciQHaYt3pBAo6yl5KbwoxIUuNPE5kCYYp/lLUEmJaKJ925YwA0PqctfLV6d5VdrVODXaQuNsPV4lOlfTY1e+jM9MQJ/PoeVOhyaSpKeKUEuYR7p2bPybumHxeso0lvPcQstBoqeKsnLxbxVWIvZLxKtZ4PmstfLqlazkAS4A0EDASxIA/baCRx59ZIQFLAexWi6u3tx2RWX49JLX46T1q5DOpbAweFDuPWO2/Gta6/BnQ9tw//ceCs6Vq1C/5plCPpi9m2A/prfLeQBB7M3flCwGrJz7gQgNLVgbExKtYFUKmX8lkiEsHPnkPV0xeMJU76dHRGbHK7eHg1B2t569EftMd/sEPbdczP6/FWsSgTQFW0gTj80FlglIKz4ogRgIfjDHUgu20CeTTI6LXFlPI9MvJfRO3ksoMNni++RSfgrV61mndLgm5M/ShvbkhoLpNzbqtFa3P6jO5jWCnr7etmATePw0DjlXpZ1P0Kxx4Zro2Cb7L7kjK1a+4CHH9qNLAGLAKXm9q1csRLr161l3YtgcnrG6qaXb8pXPW/ZsgXLli2zfBobG2NcNam+ilQiQiDoY7kyDMqctWtX4YwztuC00zbaoqkVy5eznLuQp2wo0U2pPIOzzz4NSebt1FQej2zbiVKRQJb+atFDgSBLcnqgvxennroFW7esx5rVK7F8+SDj2zBAN6vhVANr6sHzmRw6/fTTKLv7rPxsw1aCLuW7AJka7IODA1jHNK5du4byfczeK/+VTG0WPDDQj61bT2E6N2DjxnXoHxhALJ6aA51OXlnOH0WuxETUD/RwDksr7yiP25Pwj5/E5W16ikRxizqVpgYHxOZ2LqQUte2OH4LO0yrXqHjrAYyPzVBI8H3Fh6GDIyjk1KMBDA70IkqBqc1aZVauSGPVyowJDLXq1MrWKrtTt2zFK684GxvW9ViPzfRkhf75MNCX4jcDFCqaVK4J/Rr7l7AZwOtf93K89OIt6OlOWUXUeYTaLK+3vwerCQDVy6bjSubT87iCNJWTJ/I1j1rkp/TWIb9azk4pRS0VsH3WGszbCBWP9vbatXMnW9sNgtOT8N73vR8RCqUZCtPpfA0lll+2ULSOs3QmQkHI1mhJ8+hcbkUJ7DQ0IwVWKmsFpLr8vV6wCoWtBCXYwoyZMtSKSIExtczDjEuAH6jXQxiyIpAmHMl4bTjtVOw4sA/j2tRTc9uUKnkuzzzD57k5Uwx/7l6Cl9d5ppk/x0VNv4/LLObWC1+Z1mqsF0z+L2KeAySekWLxzJzWaTUiL74VDQ+x/MOaC0igzXodiSZAyMx7zc1JIEk5EeW7/u4evPoVr8Jf/Mmf4yuf/w986Dc+hMsveyW279yFb11zNRsAn8Tb3vEu3HrDTdjzyHZUZnIIE5RoiFN5Z22MZrDMSYufekw1Z8cDEzINgnptjaKDtdW7lU6T56hci8UyAVmCvCdeJDCYrrOI6gbS9E68aQCPZnLoIA7ueAQDHUwL+TtGQzRgZarGR40grKRWTDxtC13UblOcRPJDw30LSVnmZdvxkPyRDNTQneKsnqP777+XdS+PrkwKF5x/jsU5KDesy8J7tjUPv3VGWwUVUWZ9S7COn33WGbj05ZvwqldexPi5mCjfZBSWgOhFF52CV75yi51rKJI/IQKv7Ow0ctlpyuZleOtb3oQ3/cRLceH5m3D6qWsJntbivPM245WvOJc8oMas5tm6XkmR7WbPeCmumj+XZ6Oqs7OTje1X4Sff/GpcdukpOPMla3DuuWvxsks24S1vuRSXvPQC9PV1MW6ap6YeuypWUKa/4orT8IpXnGkg0QNL3nw1lbWA4eted575s2LFCmsQVpl5St+ZZ56JK664GC9/mcJbS6C6GpdcvAlvvPJsgsjN9r3cy782PbPUBmBPA9kqMlYsra9TtdOO7EEqa381Al8lxvuozevRZMpMRw8awQQVewIjo4cxOzNLoQx0UBAmoxmCJm1rUKFQY4VlrVe3sXpHiuUcovEALrz4FAToz569Y/j8F76Bz33u3/GpT30Z//mNu3D7g3swli3Rbx3aW8RAVwd+8vWvwcqBLkxP5HD77Q/jqu/cgM9/8Wv42levwje+cS1uuvkujI5OsMKFTIHMkSa4SJQu3oXyHCeVAtPSlMCmRPWjokiluwzcFMoEYQRHoXQPcvUYiojhv793M26+8z5UUcHPvvvnqGDKLFctavBj9bIkSnm2aKmgGlUqK2LruCbrs5Vb9rrqGWSDAEy9ViUCWg1FqtWq4QjNwdB8PfU0aqVjOCyBqKNg5H8D8WCEZRBGgcCZ2FyimwqlYYsqAlRukRXrcHe2gIkElaSURiho+4eRU1CP1lHxsyXsr6BOQS3w4HoQlA/NTJhnSOTRo8yStIgfi30vsxjpE0XneIzcPkfI+MYzTTsjL466Ks4aGyOfaLsEGQGfRozSoE6FGWJZBOuoZicAAXS+z7ABlIklKTeCGOhfi//9c7+CD//RX+PtP/9LeOM7fxa9XV02/PT7H3wPfv93Poh//Ms/xPe++Z8YP7gHoXIeUfoRozKPUuaEefWT1+qBOnm4jEqggRqjE4j4MJtn+KzCaQKKABORYlxykznEtFt9KGzzllLhBnLj4+jrIDxkWopiPgIN2xqBYG9kxzYkKtNIR6oIh6oIJuh5VD3jaji4vanUYxVNawrFEY4T2dV6OlqNoyN3T0wCHYFQxXq3BVw60304tH8cY0OzzCc2lgg2Vi0fYD3KU85qQjtlMeWXMJCBQeaJ5G0wFLP6G+SzevfGRkcpY6usL3YeBd0SePrZWK4WEGIaNc8qn5+1LSxYcqyLincAF114McHNFSy7CGVnDo/uOIhbbt+GG26+Dw88vBMjY+MWz4BGFJg3bgUjv2W91fY4QWZtvc4wmPdnnbkZp52+gmC9jjvu2IGrvn0HzZ344Q+3EyxXceZZ63DqqZsZB4L4UJqgyMfGHUGdgBZZbjY3jjx5pVKRfNOwZtraO6Uy5QIViLJ/ZnrCWJTwFd1daVx4wWlYPpjA8PA0fvCD+3H19+7Fvffsw7499GtmxjYMF9iUsakaRioxT8OJ6dv0dFA7J58GUsUKsqUT4lWzH0Ks/JrHE6qFKSDjtA/bO3+NipqVMleqI0KhOD4xjJB6vMjj8UAElaJaTBRoEoDkd/VJRTUno0JBSsESTwVtvpD2Adr26GN4eNs2dHX3mxDavncU+6eKyFUZA/ol3HThWacjxcZqbjyH2264C7fdci8OHJoFMR+mp8rYu/swHt+xD35fhAKCwEFCt5Ul5oYOnkekNEjrEWxJZMxJeqYlEIqis38NAhomSaYoj0o4RIWEwY348reuxp3334dwLIKffsdbMDyyGzo7sl7J24rV3EwDyRhb+CyUaqGOGIPoSkYQZllX8lnr9dL8MEm6eiSsbZFsbzC1SONxN49PrV+vVakJrnoWMGtQeAbJI1G2zgsUklOVHOPY0GksSIYjqFJRR1atx4MEgrdOTMGXTmNGq5eCTFPcT7Cep5KnwA3QEITZHlMsR/rA8JkfksKtRkUqELfQ8O8oowxc+D2N9W4sZhZ8boafHLeh++cCifVbjUiXOdOMr+Mvarwwb0I+1EMNVFl2VR+BdLiGcoggm8ClnvSxIaWVk5QTFc0xIoJvRFFkI2264McDOw5h8zkX45d+4zfwgb/8S/zqH/wu3v7+n8Xs1F5c9V+fxd/86e/ht/7ve/DxD/8O7rrhB/BlZ9BBABSvNZAi0hgfH0EyE0VcxzeQJzWnc5Z1PBqOo0x+jYcilBNAPhe2vckKahxQ8PjYKKjmJ+00j7JW4LIhViWvaisUFCcxtnMbzto4yO9L8EVoBMAqBY22U3ZRZrAxEo3EkOojACII1aCVVLRlDflEGxQ3n5rG+38C5GNTo0GhRf+i4SCqBCH+WhJXf/s2lGZrynZcdvHpiIcpV/06zEvDp+JR9dLxM9YTzddkthOoaAuRJMEFkIjXCMDUaNHxTBpO04KYEAEZ66iiTYrF/LYFRqARQa3ixymbTsP5553Ob0N4fOckvn/d7fjO/1yP62+8BTfddjuuveFmfOu7N2KGQjZMOawd7IOaE8ewI0HKb4EygWYKkjWr+rBly2rkCgXccttduPqa67Ft207cfffDuO22O/HAg4/pOFJs2rQe3T3K3wRTFkEkFmd+kOUo24MRygACe7/mIJKfKhWGF46R1wiYKdYFNN1JBQTnxRxO2byB6QEmx7P4zrevxf333k098Diu/e41+P5VN2Ps8GHbZqROAOcd8+S2wqBHlK1uDzOvTNv0VKlF27bpqVArO+reTfx0ZELc2mIaEtIBuRomrNjQU5UCVDqySkmh+UKVMgUaa475wX/qCpYg0xAB64Mp+hrdrVixHMuXL7cNCUvlImIRCcMykokIpmi3euUyLF/JSku/H374cTy47RECOlZU1lpt/GnH5cwzYoXWVDxfiZm0gFyq2HorM691tl60i9dBZGfZIuxbieu/8z1c/4M7kJsaw1teeyEuO28rciN70ShMoaQ5Gmy1Fqp+5pv2FwqjUKjZsGNXZxidHRkU8nlroaq8QlTEBnoYqoYAtfpR32h4R5OhtTKyRACupeG6187jAmWFQsV6ymLxGKZnplnu/FbDwip0+hUkYFt30kbc+dDDGKHS8yUyBGFVKo0wKrNFAv0gQkR9mqytGTRCb9pc0ZrD8uPpNm06Qh5Ca5LVXSosHSsTYF1VA0vXIA3xMXSYso7sKTIfS5rYXaugyGvfyhVsmMVsftArX/cq/O/3vBf/8rVv4MOf/CecevY5KE2M45brr8Pv/b/fwvt/+b34189+Gjt3PIapsVGc2t+H6GQRE4/uwoY0Qdf4NKZHhjEwQKWtnrc0sOPwDMaKs4gn/XY8TzoVwtQswbutYKS7UJCyicVbLCPBpsDw9m3IROvo6ojb1jVqDOq8SDG1ZIbkSJ51IdPVx0Rp2PKZkR9u01rKR3pvRhzOOnZ4eAT33PcQCqUGunszOPPsUwlmtHrQTbbXED+/Nj80P86VzHzSDvNHenVcvRXo8KShX8upbNNqNpSJZk47dS1iUZ1mUsU3vn4V9u7dj3JJGzAnKXs7WefDmFKjzhqC80PUcKe21JBMD1MmnHnmSwh845icmMS9996HTKaD4FCjIAmWQxT33HOvNdzS6Qg2bz6Zsn5ykaqnVp9n2fKSdV9JVvgxypnsbNbCTSXT1itqe9zRfZEySfpFMkqT+rW4y+IocG2BLcwzPR8ViTY9SRKftekZI3G6jCqJu6o7XatpKtUSUpkUAmptkKe17FfVvlrVIaaatE8252caFtTkba2wy2UL2PH4fptYumHDKrzuta/FOeechd7eThRmJ9gaHEUswFZdOWtdzfpOLb4DQyMoU9BEEknbtb1iNVNAYb55QZAlQwLCCYkjqSKrB9j0Yysx1rEC43smEO7biMf3D+Pjf/VpG2b4X2++Em++4gLUxndjdUcQt177bfR2pFGs1FCyuS5UphRimiORy2uvMYIw5rMCEZCqEKjxNctKxs0nsaEI2iXZ7NSzJrjaarSEzrWLGbAWAHNu62xxh22OiACZW4mVV1HZ+56eNJavW49bHnwYuWgcvmgaM1S6iRDjUCSnECT6yTOBuuYjVagD1IfKfJAgfbpNm4yO7GjvjNarGOiaM1RmtQANQYHGBn1R6/HMT+cIijIYKhVw26MPIbasD6HONEYmpjHY14eZqSL8yQ5Eewex6exz8Qd/9zf4yKc/g5/6hZ/H6WeeiccfeQif+fif4tc+8Mv4/d/6dXz9n76Ayp5DuGDdWsTJX2O79mHjyuUEZzME+mQPNs6GZ4bJ+xGUciVkEiHyXQPjjEeqpw+TBBHqm9X0Li30GAgV8chN38TKrgjBACWTjlKSR0HytZQz+H2VVx0Unhlg4sPkOQGZZ4IEiRhEi5Fd/8Ag7r7nIZs4ro3uzzx7K0GMhm+1BxYbrs3FADbZfwkSAHPnLAowOeDmhWZfG/hSPaoilY4i09Flb3fu3GcAR8ArHNS2FH42xBhWNcRnrSI8WrWqf1j1WD/JB20Uq/NpH33sMWLamm2hITmixQGaTC830ywfRX/V6lWUL0LvBj8ZZ8XTxVX4357pl3um/7JjFPStJudLzoTZsN+7dx/lChuFvH/pSy/BxpM2MIwJ+sTwCf4FxBQ/NRbtJJFmKC49CkSaqU1PFx3NJW16GoiM6iBU80pjIExGPV9aoVikAOlnazRhtqMTRUruoFUYDZ6VKQSl56zC8hoJxyhYymwpPYBHtx+0irZlaz8uvWwz3vb2N9oKoY4YhWN5FjECPO1XY5iDlS1HEECZj1KVrSK2XJMU/M7f+cbF9wVAJjNcekyIipRGHbZYj1GprUWunsLoSAUf+OBf2ty6C84+BW973YUYiNdxUk8Iq1LArgd+iKnhgwgRyMaSWnrP1jL9kWDU5OZsTqvLAjaRVosYSmxxSyhL8AXcpAu604aXAmsBm9wrZSEAJ+WnBROaBC3h6ICY24lcq6jU66YVrAJjIvV8ZrMVbDx1C8YZn6tuvxOJ/mUIRTvILwRjWjJJACYGMgFs/Z3iIUZIZft0mzbNkQfCPLIhG/VyeaCrLsOKqKtAcjiJUDKFcSrZ+/bvQWzVMvRuWq3xZjuqSOculvNllAMR1GIp9K1Zi6I/hrWbt+J9H3gfPvqXf4FPfumLeMO730X+ruHR22/Fn/3e7+Fn3vwW/O4Hfgvf/do18BWLGMjE0NcRR38GmBwbQ5josKeLjbD8LLpTMUyMT/DrAILxGAqMm9JQJ18mGnkMP3I7guM7MNChuVBauOMnAFOvCd0QgFUaIVuUEk8ROMY62FjkO/WkPUMkjvZI9zITk1PWU/Ttq25iPalbr/4b2YhKpzVXqmwNGMeprs4uRmrgOsOfoWjJDI1euFmUktsaWtWxQbGIHzp+TA2iQ4eGbMVoPl9EsUiQRgAa0ia0bOCVS/zShurmk+KgbSfCbGBrq4cw5bTq+UvOOAPvf/978ba3XYl3vvMteO97r8S73/2/8Ja3/AQG+1MmT1LkjQzTZXFiosRuc8ZAURN8Ke4m+5xy14wHbUUhlwJdO7bvwIMPHkCcbdFNJ/fjiisux+vf8FoMLuun27xtkaH4aUW8eu9dT56F2iT53a7/Txe15mybngq1SmAj1RIZcnETfKkSs8qxEaGdi8vo6+1BIhkzdh4Zn+J7bcLnun61OaPmKejeLQvWgc8hjI9N4Xv/cw2uueY2PPbYQdsVemDAhwvOPQmXnH8GooG6HYekmindbb1r1SplYwQhtm60iZ8AgBS+Wl02pGlXxfGFRk5QiMklYAVtqwQx8KfRv/IUfPiPP4HJ3LTN5/jFd/0klvV3IOUvoTNQQneohPO3rMON3/uGzSsp22gG1R3zyQQ7y2VyskhhBfT06JBjHeXiVjVKQAt/ya7KvNf5nhKi6XTc8l3fjo7OWI9XV5cErJ9CXG40Mb9B4axNXMM4cGDYhin1vXbNtp3H+e2K009DKZHGTfc+iloohWqdis8XZWGrwMU0UiDkNxoBMIX3dJs2OVJO2DYiTSVoROBlSku9KtazojKR0dmIQfIJeYL1+YcPP4RCNITOtcswUqxgXKtiyTPxaNyAebHGus/Px/NU8GqAEVwPk38DfL9m40a871d+BX/7mU/jtz7+53jDW9+M/jXL8fWrvonf/tBv4m//9q/xkV//EB69+z6M7BlFbWwWW/r6EZ3NIxUgZ1TL1tuS7uzATFZ7P2mPQWCGciiOWdzw9X/FS08Z5H0ByViQjbYEAmT2kuY6Uk6VfFrdHUI002u8l59xpzs8M0RowXwxfGSPDmpopEDXAwcP4+57d4DZhXQmjI0nb8T09DTzniCKblUPF27jIXJtNP6jcY0WZ+RSV4Vmi3AosyW/U+kkohE2jst1NqRKbBBl2YhivaNrLXasVgXlmCc6kHwJKlGuSwZEKY8VgmSG9u3SxrBj426z7MlJLc7Rthc+5Fj2IyNZ7D+g/Rwlf9xmrCLF01Z7ztV33Tftmm5cD5jfJuVLf9Bb3HzT7bjllgcYToHyJ4itW1bgyisvxYUXncdGnxuFUW+Zn+UsmWkSVJlvJH3WwuttekrEnG3TUyWNlwsgVSs1U6oat9eSY62i0dEPDfVGEBiVKzm6mUV2Zpwt0Qw2bTnF5miNTFTwyI6dNok7GAyjVq6ikwJYEyjVeolR4OayeeRz2mmZLRMq6X379uELX/hPfO3rV+HQUB6dmRBO3rgG69bq+JIcimxdaxXl0EQN/YODFE469LnEVlSScWv2jJDS6ZQJAeuyt7lLz3/S8UseSNCqI/U2qReqSsEXTKWtpf5v//Vt3Pij+ylMqviVX3ovwVc3IrUiomECoEANSV8Zp69fgZnhPRjdvxODGYLiApVXioqRYEnCULtIj4xqPpd6t5Is6xq08aVkfTqto0h01IdzOzVVRCrhR19fnyk+Cbl8vmzx6u/XZroBs1cvmKKu4Ult/iiwrOFLAWX1hpWJqOu0X3/m2dg9MYnth6lcQwniLgK02SIFOT9Opg3Aa7+fNj3zZHPtPPL0koAXZQJCAsY2kwjo7CaAaSDc24fbH9qGKd6fdsF5qITiKKuyC1CQD3R2YI3f+PhcJbhRB0uBRrvO265imiMajCBHXlm5Zi0uvOwy/NZf/Tn+4Wtfxrt+8//DstO24N5bb8Y3v/kNvOeNb8YbLrocN37tmyjuOYAOetahCfm5HBsebPyxQRYKaHNVIDcxjRVdCezd9gD5v4BVnTGkCTh08oYaHVpApLpT9UdRUo9eJI3E4CpGLISItqF4JomySaxtTVmCWx3WrWdNp9D8yOtv/CHGp6asV+mcc15ida7COiY5oLhXCXC08GWKbtKMqupZje+1oWqlVEAsEqJsJYgh4Mqwvk1PTvB9BTp+KM5GkIb0NCynys12khuqE2hjsQqaCORIfmrkQsBMYanuhliGpWadllEvuDW2JG/5neL2la98FZ/7Nx1V9wV87GP/iH/+56/gE5/4LP7ls1/EX/7V3+Hv//6T+NY3v2Xh1ShTdEawZIzmmGqeig6D10T7NHXGtI64qhAczrBBT/81pKxd91PJDGWT5qbppBQ/brrxDvzVX30K1113B0bG3LDnhRduxiWXXEx3s4xnGhUpJLo/0gPGBBivt/B7m54SvTA07rNMqgdq1WjYSQJA1xAriY570HYDAmJU36yMPiTjOsMROP30U7B2dT/GpnIOfFHAalKrJotqBZJaMpq0qUosZR2NJpDJ9CBiGx26faX6B/rY+tuDW269AVm2lCKUooPL+5DMZPDo9p3IFiro7qFwjEZMiAZYWYva9b5etYovIaUhsa6uLou/zPOfKHakKHiVwFKLLhzWJFMKbYLOMsHZf3/tG/jyN76JaFcffuHdv4CLzz/bhJr2LNJ+a9rcsbsjheLMKE5a1oH7r/sWZvfsRi8BlASfJkkLDM3MaNdql2fLlyesdSoQpc5E7Tbe25u2ngwJNAnoiSkdtq2NW2MGetWbJqGtla+aFygBL36ZmXFbWHQwDkqDhjlUVvKjwjhqA8xZKoeVmzfjzp27cDfB+DSj0egj0KbCzw+NsnyjSKS7TAi36cdIrLfGg+p6oOKqU4lVWNdqkRjGCJizHQl8/6H7sWtyEpvPPsv2l9OiGvU02BAYy1mDX+qH0SbqrLLW6JLRxOkoG2PaY65AE010IlskzyZSBHVxjPCrS9/6Zvz5P30CH/vC5/GeX/t1nH7RS21I6fP/+E947zt/Dn/6O7+Pq7/7PTz22GPwM4CuRBCxRhnV6Qms7YkgO3oAd9x4LU7dtIF1QUf+hJCIxSlD4mzA+FBkq67uFwiLINnZy8gJlGlYVel+ZkgT7pUfylpnXD5JJuroryABpXqPf/SjHcxLNV6i2Lhxo9VNAy2sZxqeFGnoz4bl6JHkp3agDwVUbyfZeCkxMIIlflehI009CAdjtsAmyARmsznkddYkAcz6DYMYGj5gQ5IyYIOt3mD9jTRsrliNeavV6urFkgwSUNNcNMlbq9O8ikU0Gf/kk08y+86ODruXbBZQ0yItxbevr9/2clMjTcBO8kQfi1M6KKtKRcohyp7xsTEM9vdZb/nKFSss/ArzQ9wlwBgkeBYfTU7MsNG3DJ2dXdQdt+K///vr5M1xy9PBwQz1QTcmxicpk2L8UvkmmKA8V+5L3snovk1PldoA7GkgTXZXhZahPEBRm/5VNdlaOyEX2CoZtyMsyhXt0OzHq195Kc45a7Ox8OjEFK659jondNUDRaEtPhfbU9eaEAlRqWp4slgosaIWbKWkWlmqCNpLqlCctd4d7fua57tAOIqJ2SyGRmcwNl7GxRdvwfpVgyhmJ5CJSymw8lMoCdxpeEugwQNkLwTS6QUSGDq+SeBVV1vkwIwdGR3B7/3RR3DPow/hnf/nF/CKK15GoDWBBluWPg0n6JiiSAKxeMJ6BTYOZBCaOYDhB65HrJ5lfrmDa0Xym9nGVrW67GECTXmovb60MqrBX0LbApAErpxCcBP3BaaU7yqDLAV8d3eMwq8Thw4NU1hqM1eBNTdnROHInQf2qppkzwDD3V1Yd+7Z2JmbxU7yw0iZ/EEFGe/sg48ALDeiybUvjDJ9LpNw0xHSg1YzEz1pPz4qvjGC7SKv6OnE9Y9tw8MTYzj31ZdjIk+eI6gKsm6HqtqIlyCLyl2bJKv3usEyD4jHyDQhygbtKyU5UKlqjiiDIQgKhtN2OPyhbB1jlA+8oEpB8PrXX4qf+6Wfxft/8zfxB3/yZ/jZX/w/OHzgIK79wQ/wVx/5KD76K7+KP/noh/GjG74PX24UvaE6ouSfu276HsJ+gf8OCiGt3u2kZKJ8YyPBH4ozvCQagRiDTiDeP+DSS6Cm0SoBimeOWjKZ+eMBMgOAjKEA4n33P4DtO4ZtCsa5555rvUweSSZ7YGzPniHKVILZWIRAhPU7zMYrgVO1kmW5FbBq5XKkUxn6qr2woijlNa0jRjk+Q7Azi2KxjlWrVuOkk9cTDE0gEKpSXvgRSzBOvgLyRTepXUBO8kCbsgqAqbGleq9Rh7HxcRwemrFUnH/+Begm6CkUiyYn9E13dzcbgowD3UveCKBpZEVDl9nZGTsRRTv7d3Z22HM8FmUctUCoZL1g2k1f/tTUTUi5J4Cq3nENQ/b09OPQwcMEsBGsXbOKQPIgtm9/lPJI0x/YUCdgLJfUYUB5aL1fTQAm4GUg7Bkt6BcVtQHY00C24zh/5FtTsGq1qCWzatUKrCGDb9l6Ci552UUUiq/CO9/5Zpy0cQWVagUPP/I4/ud71yCRTCNAEOf36aia5kG3kmv8pxaPKlI+l0dv7wBe9arLsHLlaixbtlwhY9Pmk/CSl5zGVqDmejWsN20mXyQYS+D2O+9HIq3d9f244tKL8MbXXI7eVBS9nUmruFu3bsEFF5xrCl407wiR5zM1JGw074OKLSgQo1YoKPSG8DPvegcOsOX6CpbF//3ND6CvN4NKbsp6CWvM/3oowQLsRCASx4rBAcTYqr3gpF4cvOtqjO562AS3SOWjnixVIWXfzEyDglsKK4bR0TEb/pBAixLFdXamMU6BK+GoXjPtLdTZmTFA5Q1Him9SKR3WrWESt7FiqaRJ+AG61/4+mrhfZktck7vZ6o8EMFMrI7o8hfj6NbhuxyPYqyHHzk5M5ulWSiOccr0qbXoGyfVEyOjeKSri+DjLTA2wBoFNTxdGqdhv2PYADvhq2Mo6vJcNpI6BLmRnCvCXGwizsUUM5NQc/8n4agT2/D5C5gjT+MlnpVyZ9VnbQSRQqvjR0RUmnwCPPbQHvekeDHT32Wq6Gfp3//bDSFFObLrwXPzU+/4PbiD/vu+PPoqNp5+BUKoDd3//avzOL7wDv/Izb8aX/u5P8bXP/gP2PXo/Nm1ch1Asg0imD7FkDyIEXjXNbyLgqxGMTczmEe/ospMljmwRockSroHwTJBAqeWL7i232YDRPFkCEpvjqq19mEc33nw7xsYKlJGd0AHWkp0CMWpwutWFFev9k71GKLacso7yO896UqKp2RSOM8/Ygo5UkmlmGRAUhwNxYsyILYS6885tBFB+grcA3vjG12D9Rh2dVESuME4zSjBWQFd3lPLEhe01mlSuGtFQL7xkuhrQDz+8jfVfUxNiuODCC216wtTUtMkDHX+kbSfkh3q0BBzli0BYiY3m2ZkZOwB+w9q1OP2009g4zzMAAbQwXvPqKzColRd0K+AnPaIedw2PdnX10hf1rKWsR2/f/v2UUVEMLhvg1UegqrmBRQPgZW1CJgA2T4YwHq1D7m16StQ+C3IpIjObOFXLgQx4rLMgtWFdrVbC6aefRMaOIxmPoK9/GYHRRmzatIpgbCXWrFvOlkcnFSOVY7GCG2+5DTfceiMrbIwVV5siJmy4QTs4p5NBnHHaRuP73Wyt7d2znyAignXr1uGiCzdhAwHcZgqOtes34PRTN2HlikHkSjXcc/9O7Ni524STdmKfmp7Ggf1DWLt6Bbo6BLy6sOXk1QSEG3HK1g2M12rrbt6+fY/tReN62lTZPOPqngTss00OSNB48bM/gl7m1/yzIF3rWD2CasnZMzN2ZnYKH/7wh/HY449iw6YN+Id//CQawSq6kizNqSHmfRVTFHrKA02yDRKAaXKsDvoNUVAXpkZwIOdH18azTMhpywk/gbL2cVM4JSpRtYK1p9DMLJUq7yJhAUANG+hYDx2Qm232NAYJttywSTZLwUmq1zVnTBP6EwRrs5ZM7askN+7AXrcCU8OcIc0tlHYgGBwloEt1Z7B2wwr88LY7UCOg27JhAwqj44h1dMJHPmjTM0gCHn7NHZIc0Eo6JxN8VNazVIoFasCpWgXbDuzF/twMVp9/BmaIJLpYzqOjefR0JFEngNLyG1HDzzIOCNRol3sCL1qH6Id0XoO8JoXOJgV5SsORbl7U0FAR/WxQRQXM6HcHgfzQUA4FMlQknUAtEkS8L439M1PoP2k9rnjrm3H2+ReygcGGRjWH0X078Mi9d+DRB+9BvZhjg2QGsZCPyn2NbcoZUetOpzSwUZCtaAg8hL51G+HTEJWG+yUjrXeOeWD18/joeM+C1CR41fNzzjmD/gP7909h394DTH/MAI3qR7lctMZLljLPzwbKho3LGTXJaB8eeGg7617RDcGxDk1NjWL1ykGCjCR6+nptNfrKlatw6tatOOfskwlAZmkKNqcqN1vHww/uZkyYB8ES9uzbxTpKYBpPskGcYHyXY/Xa1VhO/9ZtWE2ZvwVnn7kZe3aN2hzMQnHanQWZjFm9fujB7VavNS/YjVwU7Tih/t4urF+7gvdrsXr1OgwM9OK00zfj/AtO4/1yHD48gXxWY6caGq0yWTW6G0SK8VizSicBrMapW07CKaesp1mORx/bbQsnQuQTyffx8WmmP4pzzz4fF128HstXrEQqncYpWzbijDO2Yv2aVQRpNTz4wA7mL+VpshtaaOBnuYvHvcVkDVtIJiv1LmrlLNPiFbkaCeJbNnrbZ0EeH7UB2FJ0IgCMlzpbBstXLaNipgDVEBElhZS05gwUK0VMThewZ+8hPPTQ4/jBDbfi8OgoEplO684OhSmEa2RktnJM8FJgrljei8lsCbsIwMYmptmiSlDpAoVSEIlkmMDNb4fiat7YgaFxbNu2C7f98F4DahEKppnZHDQxXIJk28M7DOBF2GorFBoIxbWEvIGx8QIeeWw/RkbHTIh64EUVyjP8z+vzCYAxBUyH5j8o7pobMTExgW9f9R189nOfwyxbnn/z13+DFasISpOdzBeWHYW2GpjSB6nuLpQLs7bjdm52EulYBBMjI1hHIXfPjv0oB9NYPthvLVX1klXIC0WWucpdpxulCcJSbI3nszOMh+Z3UYGyrPr64hgZoRCkMtNqxmQyxJZtyISchpVjsTiBnHrXNPygeWN5yTMz6pmM6Wgb3huIi6rctbI1hFQmRkFeJW/4bN7LI49tx2Pbd2H9GadjguUaZqtfJGVHTjUFJmVuMtX6EpRfCkT2ggEy+knxeUZu5xv374VJ4jUNBdpVRnnUTK/YkK/MaLFjnUrJYDfrjzbZ05Bio0GeIFjxpTswWq/h+/ffhzHm9QWvvwzDbIAl0hmMj+UQi8RsYU2c5SlFJhnSoH/q6VFwQRULZYyGrtQY0EIaG2Zi2cdiQej0n737s6zjWXTxIUJg3tsN8m0Ojzy6F6vWrLQeoggbhAUKD9V5v3qBEEdHpgcXn3s2XnfpS3HGSWuA/DTGD+zDxOEDeGzbI7jjR3dg78GDCDI92uohkuzCTNWHWjCJ7uUbEO0cgPa+ItJkmkM290o97Yr3XK8P06RGw1LK1tw167MDYNewXq4xAKaGjBQ8PedVE+n92KpzGel+/4FJHDhwEMlUEtl8jtcEpqfVix2z3iXNhdp06gbUWZ80B+qBBx/HbK7MvC5YfoxSXmjEQuBLpbd8oIf1s4P5GcX4RAE/uO6HTI/fzlycnmng4Ud2oMyKPFOYQiKVwp133c9vB1mHo5TDUdvaY3CgG/19PazTmqPrtxXq2VyW35Wx9dStBGxRyqECHt91gLxBYEy5MjUzjUNDw3yXoYxgmXQkMNAfx+BgAitWd1kvuTblnpou2mbaGtYWoPIRHI+MjyPV0W0ba6fSccYrgXRH3IaC77l/N7579bV4yVlnMJU+7Np1kA1syrRYAqe/ZDUyHWkLY2B5P1av6mW+pZErVPDQIzvxwx8RhDPf/ZRT6lH0aWM7mbmeL9pZnVD5aNqM0xdGdN8GYCdGPlYQVvM2zSdmSV2TKslQbAFo8ukPrrsV7/vlX8XP/eL7yYrqiqegVeuPwqLGVomUmHpCgjQB6+WQ4KRQpWTScJSGHNV7YeenGfNJBHhENUdB50hVRm8ozOW//KCgkj92pUloDxkqec0t0AoXdWdLwWrFzUKS8pbCFxDRPjApCi0t37b5Bvm8zY3SxEx1z9txOfbVwsrx7LOInwLRcob54a6CwDWE/VXseuQBDHQl8Ecf/m3bMFIoQ+lTt7smzH/961/D+9//K+jv78Mf/tEf4XWvex0FLEuR+eCrVeArTGNi5wOo5ofQm/GhNDNEwUdlUyojx1anwPPkTBGPZYO441AeL3vDTyG9eivGa2HUYhkT8trtXAvLk6BC9VcwXSxhNKfjQGLQ0ScaXtTeYQ88sJ0tWh2aHkEmrY0P/RgemWIZ6rBkNzeso4MAuaRhiFkDZTEKa/GThGAoRuGrrQioiCkmDS6FWX6NcsWOLapk8zi4ew/qLPM1XWmc25tCdXKKyiUDXzYHX0XDNmzNq2eMysF2biVApCYhgNA+RgpHpDKXaQpf79kD48zj5t0LjmzvLoIN90AjBaRroK5tvAwg1VjfddX8LA0LF6dnEacS9akx1SCwZsncvuNx7Gd9TW5kw0wLIliOMckFiVzWVxO9/FM9lkwQsFL9VgNCfCA3JkPozs0ncjIlniBMZvkfPjxJ8F5Eb08HimU/Bqm8Z2dyGDo0gWQijkwqSv6PWGPtIN1KLgUJUmY13YHJSRCQrAnlsff2q/HQzd/FhhW9dqTRw48fxMM7d+MRNjiSTOPKgX7bZf6ciy/G6ee9FJvPOJcNQTUcXS+uhvolY7S5tOSNQJAmjIuUHu9+PlEukhc1e18KXHNh3/PeX8d5F75ctZpvaU8OrzMfyZi2B1dvT4+lf2JyEtNsAAVDIXt2vOmR8lRD/1HW915rgBw8cAg5yjrNgapSFktG6yQK7RC/Ytky22NL3kxM5LFv3342cmb5bT+BVZdNJxgZGadsZf0guFC9lWzRJH3JE/WeaSVlJKppD+pdK2BiagrTBME60UJyesXKFW5YmI0n+XeEnKyv0L/uzm4sXzbAuh+zclaDSqslp6ayNhSpDZlN/iu5VkUb5vfg4CDlSafFv1JuYP/+EcqTIZPzfb1dlANlypFx21tOve9RxmOAaUuz4RaPU35Rr0xTvo0yjMmpWXsm25mekuxxJwi48DzjGm8MUCsqGbDiZG8oU4M+yiHmxV233Yi3veWNeNOVVzBuejufXLm1qQ3AFiVmyQkAMOmuBm00Ti+jiqJslRAVo3lXmaWy2wTuApLbxdxLoGkug8KSYHBzkdyeMgtJAkfu5b/80rMXR33rTb43wf8crhQnAsA0YTUYkXCpYe/evfi5n/s5PPLIIwRh78cf//Efm2BTnknQpqJx+l5BYXgXpvc9hM54BY3CKAEYrSXwSjUKqDyFKhVV3ofHszQjWbz1l/4fDhYooFI9KNkeTzCVEaeyiPsIuJnnh8ZnTID19vbSswb6u4IYGivj4CFNgI3aPAtN0o9HG9i9d5oArWITb0VdXRGmo0bhO20rolR+AvDd/WxJF7QH2SwVnw8ZtrgFwqi9iQ8adt6cT72i+w7g8OOP4ozOJF5+wZmYPTSKFHNMm782ZmeojJU+DWlUyVC8F//V44xlU1ma0HTGAIPuWwTpkbsXHlktUBeXl0hZzOVH8163tNfwdrVeQTCVQb1YhY8gbLxQxR2P7sD+bBEbLjgX6bXd2DFcQqKTcqPABg/z05MHHnl1Xaa1vsp48kRX1dfBgQgOHZ7Fnj0Hba5pPp/jN2H0dIdx7327kE7GsXb1IEaHx9E30IVDh6ZsyLqvv8fOoc0TgAjidLDx4T/8KL73ub/G2Wt6bZXvmjUrEU6lCfLzuGfbI/jqv38L+3cfxmy+giJ18ZazTsUrXv9mvOWtP00l3s1GXAErVwxY75eTl5r4XWOc8pYO1bPFZBsz2AAbfGy2MBuOBmBqzmgoMkh/+BTSlj5HFsCo/kiWKV9aSXkqueYtelF+eeHLrSf7ZEepbFimXnV2cuvNuVU4nuxUWHqnvcX0LBCm79XwlX96biXNCE6xHusqWaO8EHl+L6Q4QbEae4qz/FNYMgpf7hWWyepQEDOUbRpa1bPi6M0h1bO+1VXxFYNWyyWEyKsCXd57L10eb3nx8YfYyNM5mE1ek73SqueFJPa3r9oA7ClTewhyKTqBIchaw+2rJaZSxRGze5XNE6a6PxbTLfbOqwwivTehQSPw5VU02asSqmIprIXkVabW72W8Sq771jCeq3T8Q5C0Z5qkDAS+PvShD2Hnzp3W6/W7v/u7lmdemmXUitfQb4jf64DcsZFD6MgkiEu0K70blg2oHNQ7wTCL5aKtqLr7vvtw3kWXIF+smeBiLtM/xU1AkYYIJxp3rVkJYZEWSawdCCNbarBVOmFlqCHjSpXKkC3fXM4pGMVR501qwr96v+RW59BpiOIAlWmE/qrXRKviFHfJN+0FVKsQXBOIqUWuXrfe7l7MTE/ivvsfRoIAIZlOs7VdIviS8hG/Krr82Mqf+cG0akhNw2DO1FHzE4QyT83QvTPkJccyL0hSGmsE8kqzJZR5IF7TH7PNdQg2ja1KZF3PE/TO8H7n1DTu2rMb1UwH1p55BorBMCZmtOFuDMUcPRbgFbc066Ou4kPV9dY66tmrUaWrVqwlEhFeAwTw09bzpR4YTTHoYuMjmQhi375Jln0cWsFbJq91didx8PAERsensWLVICantN8fkIhSfmXZSMkO4wf/9a/YPJhCf7SGZZ0xxEPq0auhr68Tp5y8Ea997Stx7rlnEvj3okq59+jOvbjuxlvwpS99Gbt27ibvVhCNqDcphjDBvXqWRZJ/AiaSVZIzR5PSrAzkO2ZLvtAcgly5hm/I1wzL1XByar2KSlkgxoFT5Y1AhK4LycszT7Z5DVUvb/W9JyfF9qo7Ao+t/uoblYfsVEdlJ7Cl9HhlJVIYciM7fSujZz8B0izda9K7vtV7z+1iVGTaGzXXIJYRKc5enESKU54ATX6r99lLk3r4dc6sZIb3vdKpniw6s0aavvU2gJVMc/FQo5u5S7eKm0/poJ2XDhnFezFSjFysKOfkzisGum8PQZ4YScS06SmSx0xicK8CS5FKEOiqyiISsz8Z8iq4R94+VCJVHlVA2S1GEoT6XiBALSwvPjKKn+wVb/nzQiGlRb1bP//zP48HH3wQZ599Nj7+8Y9DRwZJ+Hjlol2sNbemUCbICMQQHViFaiCBii+Gco1KSnKWeacTCRIRP5KBItZ1BbEq5UMkN4z7b/wuOmgXqVPgSyhTXpVZpfK+kB2ULfClISDltcpB8712HMhj1aoOO0x9cnISMzMzjI9a5nVs2KChBB8Blxum0OHs8mPt2j7yVA27dh1Ab08GlVIVyXjIQCflnbXgq/xewy2a71Ms1ZArVrT5D/pO2oy+U7bi+ocexgOHDqGSSmKKcS1QhNbEj5pkK4FsjYkyw/MMGxV+pkGJarZgJWidsG0Rui9AEvCqEHhVbciRCncu3SLdNC10fE8jgEIwjkIig9v37MXXf3Q7EpvWYuUFL8EMlWI5TMUYIbieZF1kNro5Xc4z1UvPiCQfZPRcpRyR8RStjrLSPoKaG6itY9SzpPmEGmpSF+aenUPkBYIGat1EKoZMVxjT2ramDPQvX4HpbBWJTNTeF0dHsCZdwQ3f/HekfFn0xoAVXZQp1Sy6Ig10xxpI+4uI1rJIkoe6B5bh3e95D7557Xfx3av/B//7Z/83QXwI//WVr+CDH/wgrrj8cvzCu96Fa6++xmSMZJPkiuqZ+P6pkoZbdUC16q6MwIbS3yoTPZKd3nlgRL3H6mmWTGgFTnoXYdz0Xvf6Tn7rWbJUfnhx13vtlagzJnUve6VNoExlpGfFSQBN/qjMJGv0rHeaWqB72S9GGgr1wlL5K3z1hFsc+Z0Hsjpop2FkB6QcaJQc0+ayaoSLb6R7VAZ6Fw5F6IfSmGQcMkyTm2cqI9mnlZDKVzd1xQEuxV9+6+rlV5ueOWr3gC1FJ9ADpt4JzX3wGFdXGVUqVQTdi7mPxdD6binS9x7JHwk3VTxVNg/seZVyIUlQ6BvFQxVaxhNAunpxkyBZ7PvnCp1ID1ihkLcJ99/73vdsP52PfexjWL9+vaXRKx+lXemmeiMGIZDhd9oCRJPvR4cOI0Y7dd9TDNHUEKIiDjQqSERDKDH/u3t6cPe996GjqwedXd10oQFRz6jMGLuaG8LQ6qxi0SmjckVxCGKwL4IqNf3oqHq31Mp3rePOzjiFqdvQVd+KZfx+tY417AHkCgKOGl5V2n0IMR3qlVGcVHoKV7t+29wNxUHpSMYxsHI1dhIg7Ny9C/FkEiHa+6nYbP4ReVye25l39MOMwALz3F3Jz7wPmNG9y/sXKin9GiYMMr3WAWa2rCfKT8kD5lmDZdZg/uWZ//cfHsVND24DmQ1nv/oyFOJJHKRy1jbkyuN6uQJKAvhZZj7pOueh8Z+MSDyp8hapLktZ6534VCvo9H50dArT01lTxqq/4mVtUzI1OQttTSIwpnLVKQz5Uh2790wgSbfpdNg2dyZrI1SvooOg697rvo38oR3YurwTy9mg6I42sLwnjWgmbvyuXieZXC2MeNcypLr7CPCT6BtYjte+7kq89e3/C6ecstkmiedzWdx1x4/w5f/4Mr591bexfft2i7fmUXl17Wg6/h6wBuNRKmofLNcrpbxRw0X+LpSbyjPVHblx9Uerj2ftndxanW/mrUYtBKq0RYVIdpIRkqeSsZKt+kbu5Yf3vUhhe/Jd7z1ZrHtRvliweij3Xnnq+4XxFSl8M013nkz37iXDZdSjRg+s0ejlhZcHiovuZcQbFi55ol5lI4Iyp1h0HQLqCTNerrtGnzO8p3+SASovL50yi8VXNs6W/sit54Tu2z1gJ0ZtALYUnQAA01CNKvNCUiXxKqwY7lhmMZK9VyFajSqeV/n0vtXNQvLey4gUJ88sFrfnKi0GwFj9KWBKGD64n7ouiFe/6lKWW50t86/ib/72b6yF+olPfAJnnXWWCTOvl9DLN1v1aVd5yzyi3yHmq85hHB8eQaqrEw0K/katDH+c4BVVNMpFhkphqpVfzD+BsHUnnWxzBXv7U5iYLiPZoVlZdEUhKtJkWUVYikEtZZ33ODNTwDK6127eOx7fxRZvJ+MUJHgsY/WqFK8VtmxnCch0sLDKqWGrI7XaUvv0aNiHCA5lCtSIwDQBgfbw0YHg2oAyxDAFFMoCV0GGT9OpVVpsjW977BEcHiZoZYs6SAVKGWyTbusU0H76JX+rDF+bNvqiOueS6aGdr8J0C0To1yyG5ztpuNqS0uR/e2Ya/QQw/mAEWmEhxeeLxNCIJTBFUJ0j6CklYtg2dBDfv/9+5AlM1p95JhIrlmPfbA4lAuQQ87lco891H2JSjCxC8ZcvIkjvFH1r/ZPStO1MmkNF2vtNGax6rhWwIyNTBAFZ61kRL2sun74Z1XYjdKu5fwHycG9/FLliDfsOTFsvVYdWxjGYUnYGUUYnw/Dv/N6XMbPnAazqiGJlJoRlKYIsX4V+0g+mi0xm+2o12CAZnqkhM7gemYEV9E/ztcj3rHkCdi85/TS85tWvxGtf+1qccdppNrR9+49+hDvvvBPXXXcdvva1r9m8KdU7gTGBCqVb9U/gS0ZHr4mZplkfrr3mOgwuX8XcmQ/AVD+19QqdzeWZB0AXkuwERlrfzdX3Be7pow0/at/FVhnZKlv1hXhCdt57xUHG809XGb2XO83RUh3UQhnzo8XdYiRblZ2+9cLx/PP8NOPFif63+qV7xUd845HSJrc6Skn1V71eymud8ShZ54y+1dU1wGTh5W9r+haSbN2bNgB7qtQGYEvRCQAw8e9STPbjYLRjhbPwnfe80P3C5yeiVhDXalTpnwlaDIAJbFUrRcRCfmTiUVx4wdm45Zab8f8+9CETmr/927+Nn/qpn7K0ecMDrenUvbxVOUs5ajUoC5sCOYRSvoDC7BQBEoUXdYGAl59KIEKhSv1nRwKFCYJ0f+ttP8TZ55xnB+ZmutLI5emX/LQ8UR45JeDmc41buDpShnjGVnJ1ZtLYuWuvKadVq7oIvOpUtNrjqIbDh8ct7vpWW5b0dBMGVvyYnpyyiHuHdCtE9YZJiYvU+i4TWTVoZxNlaa2hND8V6+p161Bl/jz4yCOYzhWQ7OyxSbghprs4o7MsqRS7ehwom8nCR1CnfDF+V/4pw9RZcyQrn7cknpXy0RwYzRsUSGgQ5PoDMdS1U30siUa6EzPFAsbLFVQ7M9hfyOMHD92PA6UC+jdvQt/qjfCn0igS0FeYh9r+gHjVeg3VixYQwFXeM88KFXf4sqdYxRcyClcr3TzFr00yBbwGeyI4ODRrPT4aBtM3mvOlI3gEyPr6uptnFvqwfFkc41MV7Ng5bLzZ29uBKkF1LTeNld0E+40iHrjt+5h87DasiNexvCOGXobRm4yiu6uDfE7wzUjaGZSUcdlKA9HeNUgPrCV/sOFABvKxoaHFR2IDbYETpdtuxuvUU7fg9VdeidcQjPX09NjWLzqv9oYbbsC3vvUt3HzzzXNDacpzDStqLqXAv+qqDov+729+FytWrSV7LQBgVOrqlVOYx0ut9byVPBlghs+q98bPTZK9J8vMD5kmeXatxqN5z00vW7w9JjGFFpdWavXbI/lnEIuvWsPz7ud9w1vrwWZeeoDLLOcZk1LNe/rvLk9I3tf6tg3Anhq1AdhSdCIATOMUx13dXhikCiRFsdA8U7QYABPW0Pysg/t2oyudwPnnnIV3/dzPYIrKSjtLC4BpfoTmc1SbLe+FZCBSpan0mA09VGuTimVi+DDBWAPhEIVM3S2xZxMSPiqiYkkHrKt3QisHgR/dcRfOO/8C2z1bLXBtO6IeNuWTwtY1ldKKVc0FK5qdJu1LMHZ3agf9JOOao1ItsnUf4fsGVq6IE6CFMTIyae6VjqmpEuIEY8lExCSmVqF5rWZtzql9girUatrSwIZBlSSGYXu58Vm9Ylkq+3R3D5avWYfxbBGP7NyLg2MTaPiD6OobhD/TYdtZlApMM1vMgQgBmfJOWa9Wdr1ieWTPz3PSMVVKhvJPIMwAkIbFtMlXNEEAS1BKMDvDdzsmxnHXzp3YPTuD3pNPwgDBlw4+D0VTmC6UUaUC0vAwS8OGG7VFhbYnUSEI/NaonEoC8gzLA14WB5atRwJi6t1a1pewwe+HH9nH9zXbukS9Pjr4XfMBZ2Zy9qwhKvmzrD+GiakiHtt5iDxDQNXTaQtJIgwzHawjXstidNeDuOfG72Bdqob1vTEs60ggHQkgGQ0jHE+wMpHv2ChoRNOYLLNxE06iY81WhJLdqiHkoZDxiAaqVRU0n0xsVRcv80NNwF+1ZjUuuugiXEkw9vKXv9ymAOzatQu33XYbrrnmGnzzm9/ErbfeCh00r72xdCahANjkVB7f+e41WLkkADPo8bSSyt0zx0PHAmDziNau3tnTE9IJxeEEHGuz1Dm5+QTGASmL9ROS91UbgD11agOwpagNwI5JEkaL0TNVsRYDYLVKieAlje3bHsLgQA/+40ufx113/sgU6bevusp6jnQslOY+eMOP80lpIJCicNd8KmsNqkypaIIEUVr6PjE2TBBWpy6OEXdQ9YQ1r0d7prk80BwKbe6ovd5+cP31tulimKjQT6VYbVDRUknKXZXvazUfFY96wqKmQKVsBZ5yhSoVlSbxxnHgwGEDdeoh0I7fK5el+U0KI6PqOdNB4RHksxXEoiGLvoYgNcdDczi0QkrbAEhdSUPqIGW/hsYZvn41ATL6G0lGMJkrEXzlsWL9GgysW41ZYoDHHt+N7QcPIkclnBkcQCSTth6bUqUMHVSsXgjqXyDigMOikvV5RkGWnfJH+zqVNe+HvFIRyEinkWXyxpj+7eOjuGvHDowTZHSvXoe1W09FNJMhkPUhX66iVFW+E7yxfAIEzhGWS5R5o4FnyZGqr4JSo4xSvWxl4g15aShRfCE+0HOCPJZKaaJ0AGWG9dhje4x/dUSNhq8FtJJRH4ZGZqyeacK4lvhry5ICeeiRR/aSF+NYtnJASULIx0ZHNYdIJYvc4Z346r98Ahv7Ezh1RQpd4Toy8TC66X8kQt4W4AwnUGgEkUcUswgjs3IDYl3L+I7lrd5hHUXEeqjePfEe9ayaKwb0vWFvgTClS3Fbu3YtLr/8crzjHe8wQHbgwAFoZbLMF7/4JVx3/feb26xkqMSDuOnm2xYfgmwDsDnyxODxkE5lcM1K76OljcBXG4D9+KkNwJaiNgB7QloMhD1TFWsxABYk2CgVsshQcX3x859FKacNFHvw2c/9q+2SLYXlTdZdes6Ieqck3FWWUiciF06I/voreZQrs1QyTCvjoHkwOoJIk9flr+aB2SG3vNcu6NsefRRr1qxFIBpHlQpL/ki5iqRos9mygSgHwvIGDrUKqVoNoLtL50ZmMDQ0YZP2ly3rwsFDs0ilw1i9PIPxyRyGhyeQjidRKJapuMJ27px2XneTaWu2pYXCtPknTEaY91JeimeNArbGPCvUKWxDUYRiCeQqdeQIICKZFLpXrkS0uxOHZ2bx8K6dGJoaJ2DzIxAL0S2BQ4SK0a8w1IvD/FQ+Pc+pKvCj/CLgFujWMG6OvLK9kMNdzIOHDx1EKRrGwIaN6F+7HtFUJ8oEqCXmv88XIXihLAiGEI/4ERJ/EJCFCcKCmjPH8qiRvyrKM4L4BvM+znyXWlRZecP4R3owNf/QrXTcuXMfenu1Q3uPlW1Hh7ZA8GHn7kM2jKcDnRlV9PeFMTtTxo7tB+xM2YHBfuOBapkgnQ2IGEHz9KHH8YNvfBGbVnRh88oudPmL6GA4HamEATyd6OAPxcivYeTqQRSDCWSWrUWqdwV52g2V0wH5KsBGBWuJOonF0rzXtifqadMCDpF261e9EIm3lTb1CGv4VFvBvPGNb8Tq1avJ80Hs3LUL3/72Vfj+96/DD390l214uumUU+ltG4AtRZ4YPB5yAOz4HLcB2LNDbQC2FD2tAMy5c9RsPtoz7VlJnOLnszGl5xdN87yt+e/0ve5FC7/X+ydLXhxbjPxmuNqIUy0pm09g1waiEe1DFkaESkPLucOa4EkgoZ6g46dFwlzCKGm6U3wslXzQ/C+tWtyzawdGDu/Hw9vuw3/9x5exbv0GpDNpUwSa9G69TLmc9YgdTVIc8pFCv1Vg6UIEE0knqeBmMakhn0AYvkrVlLaPikbHwmiFlvbiimm7AQKzqckJPHjfnThp82kIxDsIrDRUScCmlYv0L90Zw8joDPp6o0jGghg5NMKg6jbHRhtm9nUlsGl1GgeHZzAyNIaVKwdQKfsxNl3GspUp9PYnsGvnYUtLPl/CxJTSxbDDGo5yvVW2OznD0tygKMEBiw9VTXpmkjR/R4pcK3cZLSpXloHSGQ+gxHd1go/MQB86BgYwU8jjoce3Y8f+/agyraF0Bg2CvwpBqK+m/h3VAxrWA/GGlZOVKe8YhnpnXOnJ8N7K0OWwPduVP/GX3umbOfsnYVoepBjsyuho+K9pbfZ1xrfOPKrSVAIENpqPx+sQy/iRvQdxy+OP496JMQxu3oyVW7Yi2tWDMsu+znSXCIZKFUU2YnPk1CupoUctntBChQiRSZBhFEsF1oUKy5yKLchcIZ9qI81QPcBycb1EIk2OlmLv7o6Rl33Y9sg+jI9Pkn/WkmcS5B2grztAXpjFgT37sJygTAsuwqEG+nvD2DNUxKOP74E/ksLAMoKvikqCgC1GN5Usxnc+gO/952ewrjOCk/qSyPjL6IwTuPV2It3RIQYwkaJFBhWEMFNmLiW70LtmEyo+9Rq7CdxaICKZJzCooUdWAQfwQwToanwwTuJ19fiqvnnAq0p5ICCmuqjtGLQp8RlnnIG3vf2tuPzyS3HSpk24974HcM+dd6GrdwBbTj2N4ZBHTbY6Ba/66crP/X9io/p8HCSnzasBCYWnsO3qfLEFVmqg2V5wTLQ9K250R9BMljUjBpYfjv8Vf2WqfPAC8UjPcmMfzTNK5bGMudGn82ihX61p1/OROM4Zs1N8W+35neX1ExuFaO1RXi3faG01lzpTAEwd5If37yMAO4kAbL37bAG1AZij9k74ixKz5AR2wm/4KxTqTqBahRBHiiVVIVlZXQ7LjkwP7f5Mtw1yaUPDSGrpSWBRuCnMeomArmbKETUNDUTpnqDGp0OVdRXAoV8Gzo740fBpxZ1a5Xxr4TqzWPEqFqos7sHFVfG2uS92f8Roc1J/NY+AL0pmiSlnmC8FBEJl/PL73k7wBWzfMYKvffU7iBFwFLR8nW5ayYvLfKIiNIcL7WUz3445iKDt2q7oElgoXazorleKIGT4AG678Wr8f7/6Xrz1J99Iwa8VZEdJqiXIi62X5iYx37Szs1rfhdws9u/djUR+P/oxyZdUQlSqqORRK5cwlc1hhEBoptzARLGG7XsO4lC9F+e/6X3oX7sGo4US6jEp+RqVtx/xUADl2RkMpuPIRAkg941jKNdAJp2yYSEp4hD5IZebxsGhGcQ6uhHPJJEnCxBXIkb+GTo0bcotkYob8BVfaIWTFKRWWGryvyZxM2AqTAlc5jfTpMn5KguBtPlEXteRO7qK72kCutJ9YXYWo4eHkZ2ZtknXPYkkTkv0oJN1Q/PRgsyjOpUvagJ82gaD9YEmRHupbTqgt/RbE/np55yx8UwFyXsxg/EI+dIU1wLS9yofc9Mk2cmoh1HpUTpptOu7Fh44PhH3ML3MF3GEzu6rsbGQVT5V6hjOZjE8W8EYwVcjHEOmJ41YdxK+pIbFVFO88MiVQhzGjYqG7hUfumDQApE6Lkib4WpemfLXvibQDbGSKPZa4chaxnpGiETeUq9XPB5CLFTH2BRB/qT299IeV+RffhdNhlAgkJs+nIWvUMAyAqYk+SNCE4z7sX10ErsnRtlI6KHSI6Ai30RrPsTKWXQ0ZjC07XY7YqgvXMYpq3sRqRcx0J1GKKG5fp22OMDHPAiEEwSFIWQb5J/UIDrXn4pKtBtFAjLVJJ3woLQuUipzudN0cgKkHsAKigSA08z762/+Ib7wxa/gwpdejhrjUdd8M3IPY2euFw99MVJOyxwHkT/VkFKZOlnKsChL1Xusxl2twQYegWyxNIvLLr2QvE6emSriW1fdiMFlJzHudYLvMusXy5L+BPitv8bGCf2pBQtMg2S2lykKg/eGoGTnGf4/3qQxD7Q3n2s00h/zS6aVvPqjtCk9reG13nv5JLc0qitH+bU4Bak7ApoHStIh7GpYihq0C1A2pZo74f/UT/4E3vgTr6bfRyfwaH3w4qR2D9hSdAI9YFaR7U49AWZDcvuwSEEIUOiNeiVsyEt2rBg2SVJvBOKo6KTw+ZG50VXgyk+juTdmyNzzehXMD+cP9TVbmYwVhbpVo6aS0/DKnHvPqL7xnXtu/pjGeW757OzpB4WMnwJRBzVbhW5Uqe+qOPfcU9ka1xlqs3hk2w6EgjEKJKaNHsz5Q2MT3BfGw/xpeW4agQX1LLkKqjQoDwUGlI8UQLLWG161T5HmQu1+/DFcdN5Z+KX3/KINSx5Z8XM8JHeeOUKaUyW84A9oPlgMkVgCxYlhxP1FOvWjUsghlEwQeBQJQrUXj75SnlZtS4xyPYjvXX0jVq9ajuXL+zE+OY1ghCBWilllU62hXCwzvmF0dqcoxMIYHRmlvTZZjdr+RBpqisSSKJSrmJwlcCcqDxPMVApVrF6tQ3+DGBuZtLzyhG0krJ5JKQENk7nVkQJl2vdHPBimH+I6V65Mn2cojOvieeW3hihpJzFf1hAT49zVP4i+ZSsQTWWYNh/uueMe7D54CAcnJ5Djt5F0GtGONOphpo+mzniWWQxF+qc9ymr0U0O0AW2foeOfogTzJU2AV1nRCPyr3Pgn1lCGKl2uhc37EBsa5A0Ze5Zb+kHUb9+VGeEcwU+WftaCIVQFSqMJBJPMw1QawUwHygSoe8Ynce/jO3Hn9sdxz649qGe60MhkkFq1GumVy+Hv6GIaotTFLpxWI54wUMV7RrxZnxsEL66XR+eqii+DLAP1OGpelECxdhzXXD3tdh7w65xPzUmMorNTx8nAdqvXKQjq1dSmmbLP0ExnGxgeItAuV7BicACdmQTiBE911o+Hdx/C8PQM4ukOdHR2Isa8jbLMZg4fxspMGAceuh3f/fJnsL4nhs0retCfCqErGURPRxIdAz22OpLakyylIUY2Mv1R+AmqUxtPJeJKMf7kFpUXi0L8ItL/hWaO5j08MVE6okKQU62x4dHRie7uHnznu1cfWQUpVEtPPSlljQK7eyKjMlnMfjEj32X4a8pR40fmo7hfvdtqlCSSUVxy0UuwdsVyvvLj/gcfYxmn7AxYVTQfG1bmj2SoQJjFnw1pTy94stR+rc+Kg2qll8rjMU4Oej6YnfnXfD+nH3SV3zJ6bnEzF553bX13HIZ1mrDLnlQvzFYCx+sBY905dGCPG4LctMF9tIDaAMxRG4AtRScCwFgpjAFbOE1vtFO1AIWcqWIYmFAvlvlslrx13+jWTzd+NktV6aVgDPCYabZqyNwuHJG+c0JKAaj1UatRyKsnQcKKHi7F46rEzhfPL5Hc6wPPiGRHJVkXABMoUm+b/hwAO6cJwMYnsg6AaR6J0jgXR0fy9qi48PlI75x3ZYXm97YJpA3RNAUE/6mFqXtThnJn/imf6gQyOaRiIZxxxlYCMu0B5JXLkyfFTUZDKcoXDbOqY2J69CDK1QoVYRL52WmE43HmO1t+IQEITbZni5hAOU7g1EXFeNdtN1kP0aaTN6BS1hYEdEPJHSOgk6KZyVaYmz66DSMTj0G7nE+MT9jhvUUq3mSaQEXbYjRXXTYIhkGgUSrAgJ+GddxB7zVbEWdzk/jTELGOJGrY/hP8E6BniOILlzXzy0h21kvE+BmrNY0mjWuHfYEP1YhwPIKOrjhOOX0DMoMrkWOyD05P4tFD+/Hw/l3YOXwYh7PTmGb9yRMMF0IBAtUkQVkEZYK/PMFIXr1qBC11prHMOlJRjwPTpve6LzMvK7R375wpk//ceweuZIqMdJ7JKhHUlAmStU8XCLiKBLXT1QYOTs1gx8EhPLRrH+7e8Tju3r0be2eyqBLY9m7ciLUvOR3JZcsR6CDgIN+UBG5V3RhvyweXM3MkXvDm84k3lOc6n1NX8Yjea6hNxs3pcqdQaAJ9lenVPEStcOzuJNhhvRkdzWF8fIr2LHuCwDgbExkCJe03d+hwEXt2HUJPZxeWLetGKCpgy8YOy/fRvaPIsqw7O7vRRWCJYg1JsJ5mc1jbHcPdP/gmrv/GF3H5uadgfR/TmmQjoppHf3caCQI/H3mhpsUCmT4C/yTGs5QwkV4kVmxCIN5DnmFaGEH19ZmEEc88zaThcTW0NDxfYlrGJqZtEv7AspUWqgNgigEblOLFefzq3SterfYiOZbdQvulSO5UppLHZmHyR0CCFcJAonrqXnL6ZrYb2OAhgL/zzodYvzJ0r/hLLgl40PDOX6cdgVzdX+F7+mG0MP+851b7RdJhtDCNvLfPWuxbK+w8t3Lj+NXdizw3re48WszOC+fIO+kPNdh05zVOnDPaMw4RzQFrArBNbQB2TGoDsKXoBADY/Lkuzoi0MaEDCVLmUoBk2qZgt5YJ/TXepZFcp/ym4RtrWcsHuTG4wWcJeQdC5hv9HBDRkJyGMm2CeNMIyCz8xlWmpl+8dfYM10Cf7PTk2fP7Rp7vtLmotJOS0ARg5512BIA9/DgVSRQ1O+vO+/ZYhgE3QZWlr2kMhDL9MprrojxROhoEOYpVKwDTLuCVcgHVchFBgtYLzz+HQp0CW6DXyuapkfzxgJjyLBBi6y4ZQSFXxGwuh3gqQSBUgJ9hRmMCaEHqboGYEoJMWy2XxbLeNO784c0G1latWmHAS1tMlJlNPgLWABU/dTOqpRp6u8JIsrVdKmkYcZoRYPpq2lgyxFa4tqYAZqeyiGsyPAFRhUBOgqyzg/5QkWlul8CAJvtrbzDtcB0h8PF4THktgGt53nz2jFRdkODIdn+njeMHt6t+mXnPzCBz+lGlY0YV43kC5WgEqcEedKxYhuRgPxL9vYh0dUJHHh6ansLO0WHsGhnGw4/vxOMHDmEvgeXQbBbjxRImCC5r0RhyDKcogEWQV4lECcqYTl4XM+VgGAXmSZbFMcu4jpaqGC6UCQBnGdY4QeAQHmE4D+09gH2TM5hm+uuJNKLd/YgvW4HMhvXo23gSOlauQD2ZxgzTWiXYK5Otq6x3Jca7yEaMwEGE4ShfWkkASyR+0OR55bWAreqcwJa2oBDfeWC4ygLzwJm2XUintfjCj6nJHBX5jJWfejk1TzEe96G3O8RyL+OBR/ajkC9h/fKVCLHeRRJ+hFLK0zp2DU+iSoCnSe1p8lKIZRGt1hDKTqAvXMJ/feZvsO+BH+KnXn0RqhMHsCyjlY4h9HYkkOztRr1SMr4KBHTcVhhTeTaqkivRteYMBNMDfBehm7qliSmxuDs59/SS9bSyrlcYd+27V2V5fvuq/8HyFc2d8FsAmMk2xYU2npw4ci9+Xur5OAz/We+X7skP+rbGRpTAU0jz2ySTKYvOOG0TEuTN2Zk87rv/MTaQOhhnSVE2vvyUhwIf9MMBMMbbrykhnnzTT1eFscizyfWF6Wg1C981v7fvWt013Vg69BMPN93aOy+cVv8Wvm+917X13r1zpSKZyCdmYBuAPXmifjft0qZ5xCw5gTlgYtC5XiojKe26bTTogAQFHplSQk3DEZblbpyFhldWGBPkBh74yPeaR+MqkOtZcaRwvPvmtyJVOANtGmqiYmgqB/kj4b6QZG8C0MirCAzb5oB58SLRX79PvWpTjEmCtjHeKw0lBCjsf/n9PwM26LF9xzC+9v+3955Rdl3XmeD38rsvv8pVQBUKkcgECFKMEkVaskQFko5Se9my2j2S3XJSe9ryeDzL7rXsnh8zP3pmrfFYbsntpG4lSlQmJVGiKDHnhECCAJEqh1f1cn7zffu+VygWAYiiQFHkvA2cuvfdeO4Je397n332+eIdcCJJCucKb+vk0SV1tnN1OAkx9126XlsBL+aAfzqz+mTd0ZCYIyDBfxZUVFtTizWcW8Xp489hpC+Gv/yLP+Vv1xdK0Z9/GtK7OwLX8inmUs8SDZZQzsxj7uRRtoIKgq0ygp4aa0k+TxS6BIO53BJyy1pn04czC3m04v345gNPYsO+67Drbe9GsH8T5ktelBTuwgmjRcDlNPncYgmjI0kko36cnMxhambR4pH1D/WjTq26xOv6ej2Ym8ggFo1Z/uoU8spfb6+WIgnw3W4EfQGBOAGi1pN0Aanq3f0Wt9xfSqoyrVWoLavdEm+FN8A/bLclgp1qs8426neH2GoELJUaqrWSOZ07BFDEMPz+EhJRh78J/vmaWqWKMOtPUfZLBK0FArBSsWjDkvOzc/a+zvC0SDDffPsuQG775Q4BmWabatHzWCwJJxqFn6AwEovbsKkJBq+eyHywKovcq7BP1pkxfUOAgLlcZj9jv/NT2Krpq20plISPZd3JU4fUJkSdtqyt8iqLl8pU55W0rzzqvMCzguhKCRPg0jJZExOzBFwOAfkQ72VbJlCMh5s4djqD06dnMTo6ikjQQYTPGFkXRJbl9+TpPOYLJcQ1hBiLQNHnAlQEwqyXtJ9Cr3gSX/jn/xet4hJuvPpSzB0/iLfs3sIeW8VQT9xmsbLUiCtYcH4CXV8MmSIBtbMevZv2E3z12JCaDKXq02C98g8bhaNGYN97ManZqpnypAXqnUgcUwTQH/3dP8a1b3snlbgg2548z9iGmGRt0TJgZ0mV36mdTltZ+/uVEivdePFZapoS6fJzn0/168Vv/sb7EI8GcPzFKXz6v92OvoGN7BfkMd4a2xkVVF7vI/jyNUIEYX40fBV+g9te3Hcof520+jf3za+30yd1TNT5RiXtK7Xzqfzas5XH1X2Z19q36PniXe3n69l2va7tlI+O63pdp309S/nQPaLOdat/u/sdH1GDZuQzSuYv2fEBC/nx6AM/wAd+5VbzAVsrD0Tnkgf/f6QuADsnsUh+AgCmuE/yFygU8zZUNTjYj2hMi8W2F0ctF5BZXLBZUU0CmDiFRZHCVtpvsViwmDkCTvINWVzMoH9ggBpuGtEIteZkAgefPUgwpzUd2fgpTMXgFddqdmbapnTruXLwnZubQyqZsnUKY7GofcnS0jJmZ2fsnkQ8geVsltsYBadiUGmduZhpoIq8zUsoQCh4+F06ppmDAwNJHl9EJJTC9GSWml+C7yNz9hYJwD7UBmCzbQCWoJCmUCDoC1PoCCDMTM/Y+nSyAMoi48jqUcgjlU7Z+2U5mJycoJByKJjLiFB4qxzkszQ4NMQyilFAkxFX65iZmSXDrrPsPWTSikRPUEvt8+ihpzDYE8F/+t8+YT5SWtPRZSqvnjoCtEP2G/xuAiX5wFULi1g8fQzV3Bz6E0HUcvMItErmQN+oFikIa8hm8phbKmG23MJS08Hz8yUcmirg1n/3R/D3bUDRG4UvlkC9VEVMII7loQj7AlIakgzyE45OLGF+Po+e3jRCLCNhE1nZVFkVWZHqAu4Ks6FhL0XY97GOvGyLVbalEgGalq0J2VCi+KcUAH2XlALuWLuQD5OAQ8SsnCQ+Rz5Quo4tFnX1B7U73U8gKgCj2FByNNdjrKR5iYS7jxmUBUn+jHyMtVdXFPCCznXc6Ds0a1TfobavZHlT7Z6DYes7lB89zwWUvJLtomHM3xUmHW1cOMlAOo/KKmhbHhdCpCy1DOgNUlT0HBv2ZnsSEJSSpGVhtBxRvQ1udY2VBfuy3i3ApbatfbVrgTq1j06b6eQxmdCQo5d9rm7xrvQNivWlEB7RaAhRRwVEQD3LOl5w1/4UL1Cw3t54AGmC31NTRZzIELASQHnjCswLJAjqQgRycYJYp1TCmWcfw8F7v4iRdACbCeqC9SJGeqLoiQYR4/ujyRi/md9JHqE4dprBWWiGUQ/2Ibp+H/zpEdSYD1l0VFdswjLJ8g9Bj3zpvEwXncQPpKyJj/oxMT2HP/r4n+EtV7+d+dByRwKMaqP8YIIvPxUt+dHVyLcGBgdsZrICuJZZDqpH+c6pzPXbIW+UEibeqjLVEK/C0aiPaKkuDanLT7KhDyYfVztuNuoWJFdNSUBCzwoEfXZMdfIb/+b9GO6L4+jxM/jUp25Dum+cpSNPtjKWl6eQTkQRYjl5G0FUNFsmxDbNfqo8qz9ryTEflQHx8FKpYq4DCjWjoV4NdZobAdub+rTaYZiKmXyIxfeTlAFqi8pvKOgGftawaI31HKSio/an9ziRKBUjDY17EdYMWpadyksKwNLyHHlrmM8vGT9wJ4LIyqm6VTsm+CKYlBwR/41TfohvyyVCyoLukY+qyraQz8MJKMQOy7tGPky+5KMMbDZc94suAHvl1B2CPB+RsarZvCIfMGm9TNJcr73mSlx51W7s3j2KPbvHsGPnODZv2mSdOEcmkM8WKAw1zFTisQjGRtfh5pt/ASMjQ3zHi9i2dRve9a63Y+eOLaYhb98xiOGhMXbWMs6cmbCV/d2Fmt1Oc/MtN2Hfvp32flk93vGOt+OqK/fgkkvGsGvnmJmAU6k+LGcyBFk5MgNZTSrssGXetwc3v/8GbNu22eIOVeXALOlFEhhQR9y8aT1uufkGbNy4GZNnZgjc6uyUZH6+Oq68kpozZejCQgGHD71A8EMQVcnhapbBu971FmzcsAmHDh+xd5mwolCOkgko77t27sT73nsN1q/fgCNHDvONEsDuLM5UKoGrr76C37GPedyAHdvX81lj2LRpM/LU+jMElerw1VqFjKRpwVKjkSDeccPbmO+OtU118+ppLYOw3/wvQW7OyWEyeX8Q5WqVzH0JCdZlWJYhCgAzGsl3itxWuVCQV9lJowSf2/gN//DpT2PL1s0Ez6NsE0vkvxXEyOw0oaBEgbqkGXkUktOLZYyuS2DdSALT01lkFxcRowAPUFgqBEUi7iDd47BeqW1TCImZa4hkejpDEBbC1nVR+J0IGTcIyHLGxAXE5B9mQ0z6FoENMkgNP3dKzGKbsa4EBk3PVd3xuMpAllYLJEo0JtuEhju05Il+2/2UafpWG7LmfdKwK9xUJeB5vMb3NKi01Plb0RxqvFfHtDRSg8+VL1iNeatxW2c5a6tU5TU1fl+FeRA0UFhYu4YNUNfXKVDqK89hn1X/YBLoUvwt/aNUt/wxI2Y4EAgM8rif9wWZZGPVmo1a2FrhVKSA2Ter/vhczU6UMNVv9ROVpwSntQ2StgJnEvRaMmp+oYLnnj/JvkuAHYubsqFgu/JTTCaZDT7jyHPTKJZqprSobw70K1QD2xczd/p4CfOZnBzx4GedJVMhDESoVE1Moo/CcsTfxMPfug3P3PNN7B6NYHwwYv5eivGVVoy4JMEc26W+mc2DZRHibhALRQ8CqWHEx3fCmxhmffhQqLpYS1ZMfY7VnT5LlmSWzcUnAgWCCPlRCXarH339G3dilDyjyfahZBlgnWtYSyFbrrrqcoyPj5pCKf6ZSsXJgy7HTe9+B/ndVvOJVFuW0ilQkqCCK8RT434vFdr9+/dheHiIIKVqVlgBfgtAyzqXJbK/vxeXXroLYxvWEagUrG7VL1RvO3dssxmoiws5PPHkYSrYaetz/QO9uPzAbqwb7sPkyVNwgg62bNqCK6+5HNdeexUOHLjMlOnscpbK6DQ/R+CIIFjtjP/cIWyBMipZPSm87bqrcfnl+zG6fgQ7+M6NGzeYgqpVLlQl1QobL+/VZJtKRSFofBgdG8Z1b70aBy67jHx1N+8dY17jyC0X+NwiQmxvApVvecs+8tBRkxtFKtfWJlTWGqrnsXg8hMsuu5TvHGMblvI8ZXwkn8/ymppNHLmK5b1r+yW4bP9+DA0Po2+g3+pwWS4TzFh3CPInoy4AOx+9YgBGTYk9SNr8FVdcTuDVy86WZ+Odxdzcsll14vEwBekAO1oAczMZMgQ5eVL41MoUqGHs3rWJbVQWkDCuvmoPmS9/URMJURXNZfMmgEfIOJoNH06dPG2WLDGRSqWIa66+FKmkw87kwc7t4wR0PWQcTWopVXYirYHoRV9fgvl0LU0xMmTdK4fgdDqFS7aNEhQBzx+Z4D3slJrCL2ds9fZWk51xmKBwmBpZAE+S8Wi9uiA1HK+vwe+l9kzm4QKw43ymgpQ2yCTHCCjTxtSOvXCSwsr9Xj1PnVRa2a5dOzA0mCAz8uKhhx7jcdfvxKFm+ra3XkNmOYZ6tUKtK4O5+SUT9PGEgxdPTGN6ZtYArWItaZHezPysMccb3/5Wll2nc6tuLjbpubIRiNH74KM2Kp+ucqFkQ2qUKCakReSrBGEhlkHQGG6Q7UhhHTQUd8m2Tbj/Rz/AkYNPYsfmMaSobaq+BW5DNqQWRZ4AK8ByLlRYLvye9RSuDgXB/NwC20TBNGhRqUjGGXP4jiaZqqtF9/QkmVM/zsxkDZRJ4AusaUKIGG+VeVA9qx0IFGuIRf5LcvLXcJxiOrVYYSpHCRlZWDWDz4zlEhwUXCF+P4ueb3GBjJJKx853/rHO1EeafJaS9gX4zGKlOjIhLwuA3uXut2RNZmKmoHUsrYFx29S1q37bMe5qeR9Z5tyQEZ1/lg03KQ8kgWLKcBcc69U8ydvRZJm3WGZKioml2chm9eLztayTLe9k1kVZnt1zsoQpCYSZTx2fF40GkHDY3yiwJOwmJhetH6qeBK7kfC8+wGpguy7i1MQCecqcWaDlgJ9IhDEyFCPW8vDeLI4+PwOtPerwhoGhJAFIEPVsCX4Ch42JEOYPPoq7PvcphHKTuGxLP8Z6Q0g6XubBj954BEmFJwkRUsri5Q8RnIZRbvlRagXh6xtDdJ3Wr+zl94q/+cxyrPpUr+HGrR/VicrdPXKRSSBfSFi1wHZZKuMb3/w2wUQbgFlO9H72G08DEfLCW2++jgpbH55//gSBxiW4+X1vo5Laj0jYi3QqQN43SNCy2e6bn5u3tm3WTW7XrRvBjTdchvENg+QpywYuLK4fv111rglMG8ZHcP31l/I5/Th+/CSvm2XfifA5Lezfu41KXgiZxRyefOIQwUiKz22xbtJ45zsOoC+doCK4iAMEJldftZfgMMJEoB33o7+vh8BvmPfELF8BgnhZ4lSq6ody5H/bW6/iu68g7xwwmdDfn8TgQIxtImWgUxa/JSrRQb8Uv7AN/ctCuW/fLrz1uisoIwbIA4I2wWN0XZz39fIblymLCiyNhvHlW255BxXqQZTKNZw8cZJdSMDMi0qpzjyBYDLJb7kaG5mHxcU8Tp580SyFxWKewG0c113zFly6d4zXpZBOhtBP/r3tkn4+uxenz5zms6RiKQ5YF4C9UlIr79JPS+yIRQKTF547iju+8Rj++798BV/43Ne5fxe+evs38cD9j7IN1rFvzxZs2bjRljwJU5jGqVFEyVglm3p6EmzgO5BdKvDeb+Jz/+Pr+Kf/9nnc84MfmsDQ9du3baRWm0SdwlrH5JgugUv5ijECvEg4hdu/dBc+9cl/xr/+02fwj5/+Aqi8kHl7cM1Vm7Bh/ToUpKmQ4ShmU5Q3KmieLAOFLC8ko5KtQ1GtW2QMYsgCRBLIlEOuvLR+I9EmMPVyKhXyFGpVy1NQApIgqk4NVDOvtJC1tsVcFhUKElm9FUcsRIHrowDV0kJD1Kh2XDKEQq6M73z7R/jC57+Cr375Dnz1q9/H7bffjdOnz1h/1uK9YQqYnylRMAjYuLHXNJQThT/Sh8Gtl8IbTGO5QHDZYJ68MaYIGsE4AtEUhWwKPQRZ/RE/4vUs+ppZXL99GJsiZXz6b/4Dpg4/hHg4QEDQNCulhoMDQQpygmYNE+RyDWQyDTJzB5ftHsEgNfWZySkszC6wjnyolSlAakEMi2EPpliXRWQzy2SSSSvbarmEYp6aMLns+Fia90dZn7JeUTjVWT/VMqpKbAgKHdHgOR817IDaB+tfsb8UviJIMGMR3qsELGS2ShJc9XaqMXUCVxogYmMRONJQsxb6VpL1TMqKnMs18aDGZ9m2vV9le67UG+10dr8mS4YlWc2UKMD5Hq9iMHkE8Lm1fQprDcNq6C3kYSI4YjK/JrVZnm/yS5sezUglkGrw+/kdymdTZULFxMeylzVKCoEEhU2aqNaQpTIkBUTAS0MyiYRCRsQxMBAlSAshW/RgcmqRwmiO94dWQNrG8Tg2DmtIngrJyUU8/syLFGoNgoWNGBzsQX+Pn8I2gKVsDU8/e5qKWxZD6wbRCHswMBqnYM+gsriE7f0O+utV/OAz/4Qfff4fsT0J7B0JYF20jESwjhhBSg+BV086SYXJsW6uIama10GebbaACAIEX8mt++FLDvM8QSw7odY7NfDFcrXuTZIBqsEOL+vU600CSHXyBk1IatSaeMvll+Gt1+wlGCrj3h8+gW/feR+efuoEQUqVvM6La67ci8su3YsS+5Kc4yNsw4rWr+9jFbuKA5P4kfwXgwTbtmg5+4D4qvC/eJFgoM7XyuK3rjWbG0udslKIEAExgZ9rrrkKl+3fjCWCtPvvewz3/ehJHDk8zfL1YHw0Sf6/C5s3jrNvLvIdWsWjSP7v4H03vQdXXrGd/dXBmVMLuPdHD5P/fxk/uucxKlgt9usEbn3/ddi7a6dN+gmyHym/46Oj/Nb9Flrk9KnT+P5dd+MbX/sB7rn7eRw9skw+UOG1ZLDqK+xLDvuDfR8zX6XyHqTCFWQZNKoN8h4pTO5EB+nJmoigcDjucm9JXH3lFdi1Y4QgsMr3PEx+fK+lQ4cymJiYMMt9l35yUpvq0k9JEip+amonT5xggzzEBtzAQH+/MVyZug8fPoi5+WWzbG3dupnaRtCsEDkCEUUv19i+NPMpar533HGXOSrLX0DDRs89fwhPP3OMmngL69elrIPoXlkz/EzyAVKHkRB69pln2BFPURjI58CNJfVDAjh14lbDg6HBAV4rX7A4mQaFLxkbsRKfARvnF7gyAalhFr7HfFqY9AL+1RE+mzCB36dknGgNyQdOeeJnufliHmUN0Vp7omgkatfIssANgat8kOSQK4tfkJqcG+m7UKiZr4EsNoq4X1Aw1NPSsjQ7KWCA17V1/AxJr2snfX5TJpiWBGvcQFj/2DYs52osd5YtwXDZ4xDQhOGRQ3Ukgj4Kx83UmMcSAYwEqxiLNvBLb9uDu7/2P/DlL37OhomT7VlxGqrQbEaiGHt1ge1ocd4N1jkyGCYz3EBBG8fy0pJpx0UibQkkxSWTxXSAGnStWsDiQob1L1+wOvNVtmu0JmUsFmE7iFm+VOdqD0WC2gKThoNKbBhlAgiRLGhRCrFIkApDIGxbrf7Q9PI7meoEQoRgqBHc1CnMa0o8X2lv9WxzMGq4SUN8ajp6ZoxARlt7PpPq1iuL05okQPjSpHYqfyzCVFZDgO8K8l0hvTe/jCrbS4Xtp8L2UyH41BBPscZyqvN3s4wKwVcFNQTjYfgJbD1EaS0qQw1qJFr6UEBQQ4ca6tXwv+rCjdPlEHhFWG7MgwQ1FZl59u0zZ2SZnebvui0hpKWCxseHMDaatqHIxw/N4ODBYwaut2zZjE2b1rEPqz94+Pw6Dh5awMmT04jHE1i3bpiolQAyHcPUfJYA2IvBhIOD9z2CL//93yGwMIMbdm/B+mgTI/EaBuJV9KcjGOxNI5WMw0ehDoHIcJSg0sFSsY5iM4DowChibKMNfxJFtk2FBrGF1hUwtJZnW1N7E3iWbUXDvKw2awGvL4kPabhc1kzV+XYqaEePnsJnP/s5PPjAgzh08CC+9c1v4nt3/QAz00u8xoN9l+7A+vXrjV/IuqwlpqToyuim9iirVpVt3fWrctudhRBhnYoUrsPi6XFfsdua7DPaX8vyNOwplwApgwMDvXjs0cO47Yu346mnnsYP7/khFcjP41vf+qEtoj88FCRA22XtSN+jYcRNmzawjaQsPw89+Cy++IUv4onHHzfe98jDD+O/f+ZzbBdzzLPXwuwMUPmSP5t823YTkMWiQZyemKKyegeeevIJvHD0Bd73KB544CH2/SXjxcq3KdLKMP+Uy0WTHbK+iZdZIGeSAghr9IPZsvOyHooXx2NUNFIJ8pMWHn/8SRx89lmCrkkcPnQYd975PZN5XYvWq6MuAPupqUUgtWwdUY1cQ3waspiemjSgJEGnTlspu8JMDtMN/rbFodlmpZnYDkkA7syZ0xS+PuQpcGORJKoU5lMTMwRQegZsrUNzXuZvW1LGAA6wvFzEk08+iUq1zrxQ++Vj5W+iBW+1QLPeOTScsGfLCdRPpqI+IxBE3mMapgWK9MhS4bBh+I0pCKS5k5kplPgN8hSyX01pTGeZkm2Z5PsjZqdncsNnuNPMQQFQLUmD9Rgzs2FO3qCOq8kIwnlZAglp7NpPUuCsXzfCByi2VcGYoyYvtFry/ZLfhCyHMmuIY5puyiTiza8RKZio4U6+inibIIQ7BNPyrUE4idDIViRHtyPXimM+30BVQz/eILRWoMchQycAS8QCSBBMD8YDII5Cn7+G63Ztgr8wi8/9/f+Fe+/4EpKeChIKAElQ4TOJQeBLpl1mwcwslXFmhqCgQs14KIJtmyh0YzxHbV/aar0RQCYLlOoeJHpi2DiWMqGs4TBN/FDZKVL+PLX0cpUMlsw3EnMQI6gIUhgLGHsowPilBi7kZ1cSAClTWPE3a5DlznwRiHvbSdXgDl3K4iXLlwvObOYVwVlDliACGA0pNykMbZ+NudQG2LKaapjDHR4t8zpd++MSgS7zVS7wOfyuUoGJW1u0WgoRBYdcA1wt38t+54E3xG3Yh0CE30nBFYoRSBJwsUmhRmFTqJYJVgrI87k2BE9S+5TA1CLZyWSYW/YPaktVlt3srGYtzrFNaqajg1QqjXS6h9eFuO9FjkrEMweplB05ZX5WoxvWY3B4BA7fHQjLJu7DkaPzeO7FeZZhCMMjwxT87Lv8vjDz7CWYlj9XMljHHZ/9B3z/85/GOEH7eNKDkRjrP0UQ2CqjpyeOXoI1zXpVfmsEjTW2jxpBVqHmJwiOoncjhbXAly+Keos8iP2FTcGUH2Mm7KsGt1RnJPWi164ndWit+On04Zdu3VUFxB+qNioq37x773uIoCdKkJQg303xmjCBymnywOcNGPf2BrBhbD0VlgW2fQU8dieYCPSKbwl4sTkzB7LKaijSfVsHpOmcLEji2wJjckOxMlHntysJCpkPte0qgYmtXMH2fO99D/CMh/fVke7pY94izNdJnDw1a3xNgHzdun7mqcR+GcXourQNoU6czuDgM1TeWwQ8yR7y/yr7WMTixD3xxEEDR72pIPbv28N3EyjVK6YMFAoVPifNtl9GxImaIl0mv5TCobVFFRBYVlhN0GH3s+/UBBxNWpBVt8Z2HCRQD4cdAi/xfPmSqhxU0ARrVNocKoTJBL+Z/0vspxo61shLf18v8yv5xT5vvJEXsG2JJ/MpOtrRH7t0HlrbA7r0KshPxh50vKhQu6a+hQ0bx/Abv/kB/Mqv3Yrf+Z3fwYf/7YfY8QZsmneQjLzqrSNfK8JLwayFcx3K7xrb8WKG2hsZedXXQCvk47Ew+hLbsDxfNrNxOulDiMy/yXu8rRDCvgTxCTsXO1WpnKUAKZK5J7Ccq7PhR23R4N7BfkzOThmD9bFDttj5PP4wr28hJl8yyUm1AqYGO0+1qhmRvNYfsRk4mk2kXiS+7ASSaFYpdFtB+D1kWrpXjIvJnZrMSzUFm1tj7nxslYyC7ImdOsUOmmQHFmii9s1rKGMI+BrM75ItCByK9OP5UxlMzpVYnn5c89Yr8JGPfNj8NnRDgcK21aRADST4Tj5DyzQ1lT8hvU5T5oNfIzIhruzrVeJHtuUOgVZLQ5LhAQRGL4N/07Uox0cImHgBwU2V91VVgBT4/mQC6YF+9KWSGIqnMBSOYYwg7NrBGm7aEsTyQ1/B1//PT2D5ke9iDAWkGkV4WIaCvpVwHGUngSLLM0MhOz9HQEPAvWkwiEvWp2zGmxg3lW3MVL04ngGmFsRgfdgwmsTw+j7zbWoKwAccZBVHi0JtNt9Elu1Bw6ApJ4C0o9lzAYIXMVQ5o5NRt6qoNAh2mIoEBrIqtMi8fWS6DttCPBAmsAwjxjYd4fMj8j1jnsNsOyEy/6AlgSIPBQATKz/I9wXDBEt8l5/78nnzEcBbLKU1ydMkwFuTFBrF70u6ya+1P+MElHH2wQCbbJDfSfCr2VrMlz8o3xleL4skn2dClh0kyz5XzBG8lksWu03LRGloSu1N1jX5UAaDyi+/vSRrVxFTUxkqPFkDXcNDQ7w+iCQVrf7eBIWgD4usgGcOzuLM5CJC0V6MjG5APN2LhieEZA/zxnJ44XQFzx7LoOWk0D86hEgixqZEYMvyDrCMA4UF9FczeOE7X8TX/+8/R3j6Abxrpxe7B+axMTWPnmgOPb1RrN+0jTyF/UN8QSFjNHRKxa0RSCNTCaMeHsHInusR7t3KqoywfKM24YDqH/kHy5vtgKiUbVhblpVX/o18nM4zGS57zUjtq92ZbF/lrt/tpH0e06SNKutby1TqkhcnZzG/vIRSTfHDyFOqCbadYV6exLNHjmIhkzPBP7I+iWQ6wfvrVDZYpu7nUXkKU5nSDEdCzobflkIiQuFvKgfiaby3UU/yUIp93OHzCwTIDRumtvUfmVcbGWgSJJHLUWdBjQzv4MEjKLCNyN8uEO3BskblHC0hVsNTB58i8HU/a9vWUfIxKhulZezYuhEhPjdLoCUfTg/bcq4UZj0O8p1D7KbDBPmLqBHQVYsNjG1IIxghoAw38dwLhwmcXBlyy60fcCcGsA07Wi2BvKNOvhJKhbFczrFqWVY8J8XXIR+pUdHVhIyGlG2C2AL7crFSQoh8t05W5aHiWG+wsKldCXxOThdM6bziykttgpRcEkqFLOURn9NUgBeSeHJToysx64MNKmEtC23RpfORWnqXfkpSwL7FzBzWk5G+7/2/iPe+9xqMjw9SG06SYZMRn5liY65bx1YftI7MJittarWPhXts9VYMSZqEfne0CYIzu1ZJzIBbu7b9z56pe3jO9tvn7BolPYTaNXtTiUJHDEckmSx7lmZ5SfuxGUBsHZq1eG7S0zrkPlkks74EiWv9ogAjg5AGJj8JG94MELxR05KV0CX3PuVXWtPExAy++73HceLEEkJBrw1J3nrzTfjVX7sJu3ZdQmZQ5TsIXinE9Q3GuFfS60BWrrJmeFmWLLBAFMmhMQxt3AGEEpiYy4J4GD4yx6oQODVNL7XUqJn14xhkGxlKOugLVLGlN4irt6/DukgTj3z7S/jqP/8/mHn+KaT9DfiqOTRLS9SW+S6CGR+10hKFyOR8AccncjbM2dMbx0BfGOk4MQc12Xo2j0aliKX5LMFaCfVyE/09YQvZkYoGbN3JCEGGR/GYcnkU864lSVPaNVwu5/5UyrWsRAgw5GAux3TFq1Odat3DGrVoWcc03C1tuap1LwkKhexlOQ0Y6PK5VlEmG+ZZm9gWOltp4eFA4GUpGgq+LMk3LUDQIGdqJVkylBTlvUpwVS5VUcgXkVvO2+zjEr9PFrMKj9fLitlWMwVGioQESpzfl45ruR5ZCDTU3oIC4s7NLWFmpmzx1erU/GW9dgOoKvZZC6kY885+OTM5iVPHJ1FnGfSlEqyLHvSwjuNRljPrjVkmL8gTmGWt/DTjsSfpR4JdzKNyXJpGwldFrFXA4osH8cVP/heceeZBjCc82DuWwliPDwOxJoZ6guhNOYgTtIVjKfMzbAlEhSj4KFCzBODLBNSeWC/6tu1mm2ODoOYgS6wAhNvTOj1Gf9lu5QxvDvHuUQmGs79eC+o8ea0Iah83ICYiDyPzEn/QQt9iV8VykQpegzy1aUoja498gcoj613W2gL5mp6iNiwWIb4rXiYiBuG17K38LSVA7U6uIuLhsv7KeuYSL1jJg1RJcVH+XSmQJt+hoUwLSGQvyRcEUgRYyD+ZdIXyrmCzmo1YZJvT8xUOQu9O9yTZltx3LGcz5jOo/Kj9ysKvZZo0OUWz0ZeXqxZywoZGHQJrfv9TTx3EoUOnzXds/bpB/NZv3op33/QL2L59q3RCzC1MEbhWLd5dpVZm+YnvE8jK7YX3m7mPrycsY3fVOsTsD/wUeQy4Q4oeJBI9OHbsBB568BGztq0f6cdVV+7Fb3zwvbj8wD5+S4jfp9AWUrJVePoeJvYL19/SLbsunZs6LaxLr5pa7CAljIwM4u1vvxqbN6fJqIv40pe/iX/5l8/gs5//Au64805MUmtW41abV8N2i36lN6+i9nFrs1JFpEUw8ZclG9phR7GhAiX3nPso/VmVVhjIKuLF8qnQMIqWxungIIWm0EyZFvTsOhkBNRuCnXwpe/bdfKebF1nYlA+7lVsdb59jskj2PFfjM0PyqWnK9q3ZPu4zG9TwtW3f3N66pNl4p06dwje+eRfu+eFjFFizxjRGKYAOvGULNmwcotbO94P5XVmYVmyZZN/70uf9LEjMSknC2RgbKRRJYWh8J5L9m1BqOFguUOg5aWaRUlggV1amhAua+pl6nABSAWCU4GjvpkHs2dQPT24a93/r87jrtn9Aa+Ek1jl1+IoEpn4PFpaoEVOdj1DIl3xRHJ/KYWahhAAZ32gK2NrjwaY0gQ/L2aehpUYF1cIysgQTdYIsh+WWYlYGCB6GEgEMEgVoqrmYfS6XI8NfZspRcFSt3er75CcTCilqO4V/PGZDIDZ7kpUtfxF9v1JnlqCe9ZMki3VH7i9xuzZJKK1N5rRPsLg2WYAMggkJBA1/K7m+iCx6SkANqSjOkQ0BjfZisD/JYxQkBG3ykZuazJuVK58v87tD9r2azagQMIrJpBheEtiKmVehsJ+amCSwKyDpRDHQq0C6DiJs91oTT/5upWIDy0sVLBAEK8ZYioB2uC+C3ihzym8oEaT3+8rY0hfD0rEncdfnP4k7PvO36PeXsWd9D7aNpBD3EzxrNvXwgPkJaggpGCKYp6DWwtWeYA9agTTytSAK9QDSw5vQf8leeAIEZiZRG/BSuJ8FEG8cMr7JNibLKTEx61hx18hrlKjYKhabkuJQaYa1htZEchFQoFwPeaZ8FkX6q7V2xev8ATVstm9oaJNKjsUgsctIKjPxFZcHn4/Mn4z/zIeyyPpl+5IVSmXu+s/yHHmCKSqsa+VfYV40sUMrh4jdi2MUS3mCKiqvzIcFuvYRFnHrIY+r1UooKLyNWd/Jt8lOw8G4zV780Y8exF3fe4JtsQInEsKWLSO44cZrcc01V9gEkZrWqiU4soDJUor5fa4rAXmCZIhZqMiTW1rjVseYdebRgiEzn0XyCrmyTE3N4Y5v/QhPPX3K8i7r6zveuQ+33vJO9qERgrNsm6frmfqiVVsr9S6di84hobv0k1K+mMOevdsxMOBgYbGE7971fRw7/jwbJLVlar9qhOpc6pjqk9bKV3r6So8nrT4mCxabrkVaFuBwD7sgpw14zMTL7s/OcraJ20XudoVW77tVLmtDlVqRxvtFAkfqgM2WwBK1JpnrfRSk9eLKIzvvdUFhB3DJuqatUr3d2QWw9FQFjA3ym2t8FpkSmUmjWeJRaWM8bdcwAxpXEPEZOijtULNqHn30cdx++9fx7e/cbdaHkeE49l+2ncI/aPnS0FjnHpfWfvfPhuoEHRLw5kDOrQBuvc7vCg1gcNsB9G3YjbInhjmCsHJN1kVBCgpnfmcg5KXADmLDUA/WpaNIsswjzSyGIw1cvrkHBzYm4Zl7Ht/77N/ioa/8EypnDiNIZj3S64efZT+zUEHNG0AgmUKl6cfMTM4i5fsrWQzFCOhG+wkcktAkEYWdkJ9YIbuE7OIsyrkMsXwRUTLmVIRArD+B3t6EgY0QhbtWE5C/oPxQBMbyspDxd6Xi+oCofjUpQ0AsmYyZtUyx7RSKQ7GTpM2rPF4pqeYExOTPsjbJn3JtkhPxWqCmpNmZMnXIAqL1BtUmIwRd8q/SRA+9Rz41spDNTGfMiT6fy1NIas1T+XwFzYleVi6FO1H8I1nEZL0QsFQ5KAlsq877ewmsZY2h0JUvTcDcBwRCBQ6a1p6VB8WqSxJEJRwvgRfBJt+ZauUxFChh5tB9+Oqn/g/88It/j1R5Cu+5fBMObEhixKlhyAE2D6XQG1MMOC+iiRQBfgJ+CsaWLCUIIo8oJhcbqPnTGNl5JYKjW1kG7GQEZy0CdYX+YO9GlX2GPdXK+41CMsYIPgsTUPewWYt+1i3xGEGOwE6NW9YFT2rCjmbvGdBh/WiykO43XkFSHbqWIPENlgWBR71RYom4IEwjAsa7DJi0QcRLeMxLyZQv/eNW7V31rd/yzVXLFwhTO5TiopmSyku5pKHGACo1Ki18PPEMIokIfEEqccyLzy9AWeK1bOPNsvkLakFwc7Hi9cW8ZoUq0G+fPesx8snP/OtX8YN7HrV+GnE82L1nK9N2+25TfOW3xfKQ/NGohEY8XGWbwMsr5ZutiLzIQBrz7a47q9EdWZgdaHWmUyencc8PHsR3v/MAnn76eQtVIQXyhhsVHmSI96msVM4Ccp19lV2XzkevnDt26bwkS9K6dQNkugqQWcPU9KQF/NMUfQ3JqQN3ApC63Vg9SUnFv7oKuK9jBqBccoGPwA239rsNuOw4O5T961Dn3jVp5YKzvyVoFGCvQ/0DPRQYBEZkYrJ+VSmYI7EAxjeut9s72ToLupTa7+/sc6vHZ3NLqFQpnIM+pHsSpn2KCUjzFJNzKOx7e1Pui+3BTJY3Ck1yVV0vABYKhuGEY3jk4cdx7MUXeLaJPoKEsCNGVyOzIvOwDt75QD2jYwb/2ZHN8iOZlYXlatG3QzEy2CAKuRYiAxsxvOdqNIIp5OoBFFt+1PjNWsJDGq02GnpT4MxNI724ZH0ao2kf1kWbWOeUsXskhMvWRZA9kosbwQAAOCxJREFU+gi+9nf/GcfvuQ3FY08glJ+DQ+Eja2a5RtBHIBaKp/juMDKLS3j+6HGcmlwmQGN5DyfRt24QgUiSEihIZk5wRY1cQV8Xl7LIkHHLsV91oRl+yUQYii+XNCCSYP7k36GlfKoEKyUC4rylZQ3vEYwUi1Wbzac60LCJykACSQBFYOyVJlmntObe2iShujZFKGzDQf/LUjrJvCdCNuEhTuAUiyjUAMUDv7dWJoAsaiiSYDJfRCKqGFtRhKgRaMi0RYkoS5wc/BMJHwYHWTfBFqanl+w79f0CViIDmCzLhVwNTrIf6UECMQLS+aUylskHShSw5QbrhR1HAEix45qlHCUohWSzgHB1AdmTz+AHt30K9xNcC3hdf0k/DozF0YclBPPT2DoQxRbWXYwKjPzywukeeAiO5bdVI/AqNrzIE+zPLDfRv+UA+vdeC0+Qday1l/wRXkdNSsOy7BOE32xznb7yxiE3SLCP/NTt3VohRCDMnYAkvyYK+pZmUWtx+pi1WS3blWV91U05kpIkS5f6KOuTQMOr9kBlU4qhLOk+f5PHXcu9W0ICEB3wcP4yM57Oe8RPZRXWageK2xfkcQFGxcxT+BWB+VjEx3al4Ub5nAWQYf/JcVeeCYOUF4q1WJUfFvtznfw3IGsYZUiMwDudDplf7ex8kdfwxQTXDda7rFMarhTwu/POO/HJv/8HzC/MI84+vHnzOrY5KgZU/vUNmsmr71fsOQ23tqhoC4B6fVS4g1Qe+H7qCi4XZf412SHgD5nCpYkmEUc+vDU8/dSzuO22L+H0mUnyPqCvL4mBoT7e2C4zW4hcIEzl1ynDLp2LWNxd+mlJzriaZSbtRg67mjWlZXzEcOWDsn79KHpSchzXlGevDXUowKs6jpbnUZOXJUoRiW2f6ol8Bxq83rq+JDRJTpQCPNK0V44bE+K9PKDOooCs8oNxp03Lj0Xn3PvdcAMCQ7J+1S2qfLGkOEhNbNgwRtBT4LV1s2AVi1ls2jyOdSPUbPgCWfVl2ZGfiN4tDV/cqsbnyTdDwzFaWkNvXVrMmgBTpPj+vj4ynyg7vzTNKkrlnAUiTaejxtf03QoYqbypzGQllCBWuApZW3I5AkEnZvlXZ65WZXmQVif/DrFjK4nXlSSIRdIwXS1TQpf1we+Kpnr5TWEei2Dd/msRGtmClpNGvhFAmUyt5gnxWsVjYiGTUfuonZN3Ih31Ih2uYV3Siw0pP0bjwP6xXrxz1zByT3wNj33uv+DQt/8ZlTNPwZdbsBmTUo8ldJZKzEcwjnBqBGVPECem83j+tI5T+yU40aLMUaZQKsW8JCwv8/kapmeWzcl8KVNjXSgMg4RXC4m4BFuQ9ehAkfhjsSBBWgRu9HY3hIWYu1mv5AvGute+rEUSgJ0hyc41NnuRqXN8dZJl7XxJVitZqToWMO3r2Nq0lCE4bKcMtfTMYgHZ5SLkp1Znu5fgVugBCfKAnwpB2EOwGUZvT5TtNYb+tEOhWcOZMxkcPDiPyckls4pJyGltxx5e19vrsN+zf7EPKHzFLAHd0dNFTCwU4A2HEKaQiyYcKl7yqWTb0MSZZh3pQAOxZhZnnn0I37/tH3HPl/8RgexpHNiQwta+IBKtLFKeArYOxbCXAjRGoKDJED39/fA7cTTLFMqtEKpeB4uFJjJF1rvTg20H3kZwto79k6DL6WVFyxlaQ3YU5ryk2mS7ZHK5xRuLBG6EG1vkj2JBkbCDgf4+lqmGx+vkD7I8y3LexMbx9cY/xEsnJ6bseikECt1QrrgWrt7etAEyzVAXAJOfkhTEgUGCCHuf2KqvnQikBJzNLOZaTtWm1ccFxKVoiFeL949oFms0St5YN59Cxd3TEHWMxzaOb7T75xcyBlw0jCcANruwZPpnIhWjssp6Y268/Kagl/liHj1UsNaNjJAvBCwe3jPPHGG/U7vV4vydiUmw7djoBsvP5PScccUIeagNNzLv4ktmvS5XbQjblAcWqkYiypVlK8etmzcT5EmOaWhd1mBZ6wmqrM14KRMq5NNhtv9+hNj3H3v8USxmMgiRDSv+nmXEAJdbVu5+ly5ErmTu0k9JPpx4ccIatPxK3nLFVeyIcaRSPbjssstx7TXXEWTILE6toullg5fDoxwtqdWxEykWF/ss263Am8POwc5FdUc+AoGgY51CTVlaiaLph0JRXhMk/iLwsbbODsLOonPucxW3hne0jymYpqAKu7YxpE6YikKuxM46z07lw9j69fjABz6Ayy8/gEsu2Yab3vMuvO89v8A8uYxGr/ExP3IMVZ6CzINpobzXw+RjnpP8Xn3fApnM4uISy8ODjZs24/rrr7dlQPbu3Y13v/vduOnd1xvTogy171YZWIgECtTt27dh3759GBgYJAOhEIvEMTq6icd3kjH4cfr0FLK5PO9zI5K7zOH1JWPSTCoLKw9+N38aY9WwgYd15XVSvJDa+eBmJDbvQ3xoG7K1IOYpQKv+OLyhFEp5tgsvwWj/gA1dJ2KKah5Af9SHgYgXg0wb4x7csDGC/ak8asfuxaNf+a+4+7N/i/mjjwPFRTJvCgi+uEjtuND0IRhxMDQao/AO4sxMDhOLDcxk65hdZplrthbba2woifRID7QosixWAtOlEgE6QVkmU8HsbIn1qUXGBZwarCcQjAUMiMVirk+YwJgEn0jCqZMEznRcSkknuZHhQyuAdXVSbcoK6iaVqRJBDsGD2qItm8Ry1bCOhhvNUsGWLQFox+1aDQO5k2M0fCh/r6SCplIJ6uuNUXhr9mIII8NBCpomwRn7wcQcXjh6GgefPWYhA8LU9jtDykqanLJhjACt3xxxKNBVNnksq0wQsphaUQI3LZYth/BwyIPcUg6zFLbBVhVDBNIpfw2HH/gu/u5//zPc97V/xfb+IA5s7MGGpAfrE8AgdZKRFOsrHbH19HqouMQ1bEoAYMP0PgeecAr5GoXsYgkt7o9s3oXe8UvgiSZ5jijdK78i9nMBw4ALEAVA/F4N22n49Y3H8lX14o2dYccYgfPb33q1BSQuFXI4ceIF1uEidmzfil/8havIzxRTcd54sgCDj9+dyWQJUlwL0I5LNpAf7ceZiTNs4znEqFhce+012L1DPIYKFatY/FUhcaoEbeJpAYIxl9e6FiS1YfEfNknLk5zit23dhPfc9G6zZr/wwlHMz8xau925fQf2791s105OzWFufpF9IsoqDeCZZ1/k8xvo60/jAHnvMPme/AmLWc3MLWPzxo246qoDVOYCmJpZwimCSvUnKTJaB3iQ11seCPgUKFgrc2iWo7pGJrPEPkV5wG/RDMupyRneG6Dym8DWrdsMXE1NnbHhyH379mLnzt2mnKjfGH+tisc22X8SFlNN71WYl2ktqcTrJN80tK9+vkClW/3C5cdKos62S+ej7lJE5yM5dnLzSpYiEppRPJhINEXtKs7G2k9tZJyAYw/2XboVS9S+JybmqWEnLezD0RemqNk0qWV7KRB6sHvXqL3j2PEpzFEjEuAiCzDGoSUrorEQdu3eZO88fOSkRdumeKHYaWHzls3o7Ytifn4Jzz93mppiyM6pU0orLJaWyGx2UgBF2HFyOHTwGK8JIBxUsE9gbnbarFzyedHSF319Pdi4cRTrKBGOHT+Br33j69i+c5dpTIcOTdosReNS1JL27NtjlqgTJ2bw7LNHyYjko+IGTc3ls/YsWf76+5IYXT9EoTeIsQ0JHD9xGo899jh2b9/MbwQOHT6DguLNUNgcOLDLlrvYf+kmMsqd2LNzJ658y3ZqrnzPqSk8/vhBlmeZTILCiOUhhpGZnyFT1lJE1/G36/PhMoPXlzrsh1XbLjOCMwlBHwFxLElAGyHz1bADr6l7ECVDU5trlAvwK1YVgbMBFibNHg0S5Cb8LUQay+iNBpCKEvSwHmol1uuTj+LUsSNo1UpIUkBoiE7gRYF+C8uuI36c1zcJdjVDkKjQylQzx7S8nEbVtKi8fMUEdN3cu8K7M9vUZqMxCeRrWKJclqO9kobl3KjvaicdIKp910Lm+kJ1gJILovT8s6C1k6zf6Xr2DwmvTtKsXNOo2bCl6Jig9LEnMsn3hzLPthK+6VSUCpC7tmaQwkTngn4qNN4av1MO8fL9ylIgLVne5bQtOKeAkwqgnEzGWS41s3QND0X4vDCFchPzC2UC0ar5I8qCpzLRclNNAaQGQQ5rz1ZbJODylPMYTvgwEud9J47gge98HQ/deRsKp57BnrE+bNEyXNUMhmNerO9x0Ov40Md8q7/YDEsKUp+T4OfyqXLWDidRZb9erlCB80QQSg+hd3Qr/D3D8FCYC3g1WW8285llY4k57JBKm2dY4koabH29+4fAudsOlTlbiugb38Ho2EZXUTW/UJ4gcBQCSzgh8tMtBo7m5hYIhFMEYENUFrdg7+7duOaay8hHNxgwmJzI4t57H+V1i6Zs2ozvYpnvY9vo6SPgIJjeQB6zbz/WDQ+R51yKjePDOPbiCbZB1jWB0cFnTiFPcC2LliYo7dh9iflwyV/wuSPH+Uzx2AZS6SiVw3Fm1YPMUoGgPoWhwRFcumcvLj+wl7xrn63Jq7o4dHgCjz3+lA1BhpwY8+FQuVm0gLnJZIR5Sdu964YHzZK3Z9d2XH7FfiSSIUxSebr/ocextEjlsyqrXxjveOdbsZOyQ7Hn+thuxzeMWpywTRtHUCjW8fBjBzG3uIwglTpZfqtUqjaObSB4DGFsbBSbt+6kXNlhAV63bdmEF54/zm9n2yJIm50pMC3Ysnq7WL433rjX1iseWddHhXiYeaOivH8PIlTAXjg1g6effI7vkLXQb9a/iYnjtsTe9m3b2NKktKgFniUpqV3qArDz0ysGYB7TyIq5Ipn6Ihm6hBYFI5nm7OwCNaHT+NEPHzKmEXFSmCAIOj0xjQoZjjiCLflDzTaTKeH4sVPI8jkVojSZjxXzSnInkYwS6PgxM5dhPiZRyNcRCGoWFLV7avZLuSWCqwVMTywSgGg2m8u8bGkWv8b2gxSQLWo7C5ibyfK8HLgDxsymZ6aoCU5QwJPZN6N2r9ZKe/SxZ3Dw8DMolkt8xwA7Y4WdahGlssz18n3xkIkIbJX53csUTCV+T5DCTgxM69mdxnIuRyYVJCNrsmMqqGAep05N467vfdc0z5CvBzOzJQKrMzYMqlg9imlTLCkCs2M+PgrcurBQxH0PPIannz7C5y5Q29TQQMiYoOR4ZkEALEAAdi2/X0Je9fL6Chj5pkjgac9AFZNcxJsUKLWqtPkwArFe8x0S05PPSoaMWRYLJ+pQ265TsKqcBWgCTFoeh2CMzFER3/VMad5JArHhNEFCqMUEzJ85hvu+dwfmTh9Dn4Ybg8BgKgaH95SWyez5XIdAy8Ot2p+i4muUoclyll+yZKLAuyS4yyQ1jMXSZJlKy1bSBI7VFj/XQuQeOxdJc7bliHiflvhRgEg578sPRbNkV1LYj1iUieAzyvo8m4LUtkMESEGL/K1jGnayc/xtZRIIsO25z5dDvQSuhaDIyk8tSw09j8UFBWtlufLb5DYgwKVVIVJUTtIpB8m4QJuX7dqHaDyAXK6OSba3ycll9k9Z/xSaxWtCORbT8kOyKDUJuuo2BKxZpXFPFQ6BVbAwi6MP34Xvf+GfcPyR76K3tYytvQFs7HUX1B6KezGSDFq9JUIepAmYo1qZIBo3geyhgqGlgjyBGLSUUI71U2yFUQ8mkBrehNT4dnhDcQuma0Bew2TWKtx21iG3BtlWmFzwJajZBjevK71yAKY1VGNsH7t3bWE7alGJPIQjh1/A+Nhmgg6t+hAlj1QoigZOnJzGIw8/h5MvThgP9vJ+DdXJj/HI4eep8PZR0exn+2F79wUtMGo05uD+Bx/Do48+im3bqKyynZ04nsc0+WW9zv5CxXD/vi3kySECsDxOnpikYuwqFfFEGLsINKRQ3Hu/os+XsHnTMIb6XUurwjQsLJbxDBXUJ558yqxfiknnGu8VssKDU6dPGHhzQimMDiexYaQXG9YPYHgwTUXAg4OHTuPeBx8nn542P0ZHKxhQuRoeHsDQUJxgKm2TbTaMDVLJT5B/lwlAn8ALL55iuwigUSFQTKSwSCW9Tt6jdTGl62hFicGBBAJhh2V6FPfc9SPs2L6L3xJCjXLsyJFjbONU9KgUjBOgDg07fBcV9PEhC0ehunnm4HHc//BjlANiHOoPbiiZCfIh1df2S7ayzbGO17S3LgBzydOS/bBLa4hForgo0rbZSetND773/fvw+x/7Y3z4I39AYRpikrbJVkxmYQMvGiYkA1BH1IwnCZiCRQ0mkONxCS35blVbYtd+C/gYocDJZRYMsLBFUhOnZpNIo1CpURiR8ZY9KBWK7LAVMtpFCg1NldeyF2k2Z62GX0I40sTS8gQ0c83XknNqksxB4IvM21uBP1SmxjVDbYtAoKEOEiXwUUBVeT7kkExrppviElHJ5nPRVCC+GlOen6bUQLUm/5cI748QOBAIBOWkv0SQUOBzvWbBCfl7EPYnjEGk0wRdxRme12LZWow6ZR26UCSTiVAbrc5RaPpQK8hBO4p8pYhYOoEitzLly7weoeYaC1NSMZ+55WWeTxGYEniGIqiTOctIqJhUHlRw7LknMNgbxt/8pz9FwCcApg4vBv56kjgsC5X5UFvRfD3ZgCpV8NtAIARbA5HNgPnlmWIGmakTyM+/CF8zg3SUNUxhrgC3slYIGDeYbBHtahHVYo7to8C6LthSRFW+Y4nANaf2Fe7B8akMnj56EtHBUey69DJs27kH8XSfWVNqYsoU6i0CuiZBrNq3yrNBZi8Sc+ykzlCi2rUBLukdYt5MGl7UMEbH+iVOoqE6Uec+kZbn0e5qpqt9s3i9hKjaECi6JfVSWskL3ykLnISffG3kG6Z+qrx0ksBg5/kCTEoRJ2K+OMrC6qQsGF7n82QJK1GwLhermFlk2+bHCjwq5INDwKc+onfrHcqL3sGjoDhlf2KdZOeQmXwR8yeP4MSzjxCMlTBOATdIIByWYsBrNXSfTsZ5H9uyp4bBvh6zcmq9Q4EuSkN2wTAzJXcC8QzyEfYBHUsOj8HpGyGijbINtGwihZ9KmIff1+Dz3NLmN5vA4yOYOpB4tRrg9o3XV0FhSbL+yDg8/HZmdG5xCb/7e/8RV193I2riQU21I+ZRigfLJuZv4KMfvVXzR/DgQ4/gh/fcj3h0AJs27iS/SbPeMljInKKCNoNCTquRaEicpUxe1rCJKlpTdclmAMoCe+WVV1p9FgtVAqRJnDz9PHlolIBmlMoIlUWCGA3Da4JLvZnDyPoU2718GxW8V76KsmY3sX6sF+953/Vsc8Dtt38LL74wg/7eUWzdsMEUjVIljzNTE1SeZ1DRKEk8yfeHkM0rHI/PLJ0NkO+x/Qz19mL9wBAcKRIsk1K5imUqqjOZRWTLZQNMjUoZPQSTbiDgCPr7+7F+/TrrgwKLGobM8Po85UaTfbFC+dOg4tCbSiFPPqqRFzn179qz04bMF7OLVIBPYm56FtVcGbt37ic/J7di+9NyQ7LG5vPLBHv9lDXu8KV4fKPSYrvMYWp+CotUtENBzQSOsJ35yLe9ePjhb+EDv3Yjbr353ZRLXQvY+agLwM5JYvTu+L4C60lA3fX9ewnAPo7f/sjvU6vQrCIXgHkIwPzkIGJ76tguc5b1TAza1fLkwKuxcxW0HGn9BBdlgrMoAVizVjErjqpBHc6JJbCUK6GfHVGWrmK2gHSvQ0AzR/CixVH5kCaZNBmzphgHQuy+pUVqOHGCtZqBKE1TFvDR9OJ40od5MphojMCF4C1AkFQraxBCQ5gFgqQcmVSZx8n8qcH4BLCICprNEoFO1gBWvUkmyXcqfraigWuGSySmGZ8ZswTkyUwcvrdO4BcKhFCuLFE5IsMg0zRLCsLG6Hp6epHNzRtorBE8RgK9fI+HzCWPgEOQxxz5CFTVNetVglmeC0kDpqDRIsnZXMEAmFmRyGxkNSFExbEjT5B5hfDX/+kT/A6W8s8FACPSMhBGIUqI3gFg8iNh87DciS2J0TZqGrpTvisEpdOozJ/E8tRROIEmwrxQs6i8WnlAzvq8RyC1WlyCr8byqBdQLSwhu7yEaoMgl8JriWA3RwFRIciayFaQJwOeXy4Y+BrZtBXjl+xFvH895XjKrChaEqfCe73+GPPKfBJk2LJLbMtCJ16N6/G42q+S/vq88qfRkF9nyJHNTeCM3yMHaN0q/xNZz3SnC57crTqWtgJm7CIrZCxZhcOvdPeZuGOX8F5j2nyntmedyfm7DbIM0PFwICjrhpsEopRPXa1X15i0pJdmOiosh4YTNawqYe/6v7DtUOh6ggT/QmbKj8qCHU+TaBTWQknf1JR5mm139shjOPX8QSxOn2QPqWAg6kNfuGlBVZOBBpIhwFGMPeY7nNRstzD7vjuDU7OOBbrkzynFokrh3CQwlr+XLCcKN5EaGEGgZ8AdkmSr8fC8ho9bbOeyHGviSiAgjiPw6teXWLkIYq0u3xUA9nNgIVY+FLNL360szmY6AOwG1pG+S5N9BHKozPL7guRRf/InHzRF4cmnn8V3v/N9BANJ8gnXr1XKJiykguLSDRL8kOdQ4ZNFVJ8rXry8vIgEwS9bHnlrDpFI3PxPNeObONaU1OWlIhKxIZYOQW5NikkVQdZlvSkfpzyThumpHLN7i68PDMVx03tv4D1B3P7Vb+PMyXnmieVPxcR6PBUKs2YLzIfDBGQEL6xnKZ61hlsPUmjLpRwVWD6bfabBthnltVLYCwReXgJ0ryNfYEXDz6MvnYQWhZdyoKFFtX/Vtvotv9SUIingDbb7Cu8JUxbU+JwYAZvCpQSCXirDVOD4r6XwQL4WlXIpCS6flpN/JrNs1mH5umWW5g20Vap5A7AtdiJvI4ASy019xRuk0idAqrUvWNhxA2B34td/9Z34pVvezSJw2+Nq6gIwl7oA7DwkvquSkfsLlU189+4H8Ie//0f4rY/+e3ZfNnaCLzEI8e5gMwg/GYY77fZc5B4Xe9QggBixBemzXy+9R47yaqzuNZ1Gyms0y0REwOcyz7Xn3M5ny/IY6TyPWTybzjt4X7szeO3ZOq97ldrP1fPtOzrndLeeq/s679W79N72c1flyX1u55zu1+/2/SYNlJQn/VT56TzvOEfZCdza3bqFZKXF6+0nD2oYLeSr4fjhpzDUE8Ff/9X/4iIaVZr5Lb2e1KkTd+BHtPoL3SP8DCZd5dYAW5bisCkoIrcvPvEAQhT8ETLMMBm4xTyiIPJUswiSaVoZ16tokmGXCfClYWst0Hy5Yj515YrCIBBwkOmWyZyzPDeTL+HF6SXUCLY27bic6TL0DY8jFO1B3eMYGKNMYl59aBDQyMrSZFk2WO5i6KpeCTPZUu2DDADUCVDUShR7S8ORPmrEGopwfbIC/narVtXw2Tarjfe2+CJ9hkjloILQpIXV5bRCfLECa9oz+DDu2vUiq2o1LzUUHq/yW6t8iKyNJRZnhQIjz7LJUGpKYMknTc+Rv5uEkgXq1HMFNpkUMkIPVUsLKI5SowJfvUzhSMCrYJ8EvxMnXsBzB5/C/IljSFPh2DA8gMGeFJUK13LpMD9hb4O/vUhoaFWx0bhloZjFS4oEtQ0KY5YaQUbDFyL4ClDI+lCiAC1TwA2MX06FrBfBWIzfpX4tEMsyENC0drWaVGo6ooJxW5f2XkJ2Wtd1Wt/rS3LyFjjmJxGAZfDRfy8Adj0BmMfCtFg98FulmiX4yb/9Wx8k6IANM9522+1U+mLk0foWfSm/i/xK7iENLQu2+htfwltW74t0nQqGHUWPMf7FYy8BDbzHKz/Bktt+CW4E2jVrfMP4KH7913+R13tx25e+jYkzU7yedUWFqZMHhe5xyeXrnTy7PL79Sr5D+3YH+3nnzSKFq1EOdZ3apKziLyfdsfou90vtHnuBIJo9Rads64YkYZviVte4vNvN88up8w2sM8o6gSpdbv2VyUIRUTH0eWps6x48+sDd+MCvvge33Ppenlxdli51AZhLXQB2HmorvisA7C4BsI99HL/50d9jg5NAks+FGpGGIKl1Wqfq0mtFYnwGYNv9luyDJU8A5q3j2JGnMJyOuQBMw7kaJzOp/MYgsTZBUjFXOctrGrriGik1lueRnTqNYjbDT2siQjAT95YIXsou6OHnCpjYLEEyQFl1qmU3FITCNEjjLgmY8Xyx3sSSABqFfKbiwUymguWyNHAtZ5NGz+A4htaPYf34JhsqKbOwq8qVn+CgWSNA475PTs2sjKb8IF1AJBJzl8VMQ5EifUtn6yUg0fCb4LRrvRJe8lAz95vQ0SPsMapjC0TUfugqsrrXa9kpNfyofc3WbNZlpWhZLKWGhlu4dQUCEx9l3I37Db5L66sK/Jk/m3LD8mzJisX79KU+WVv9AWL4JkEU8yogl19Cbn6KaRJzp46ilJlBaXkGgXoFqbiDvogfg6yTqBO0BbS1CLiWSVK4mRDbYijgI1DQMHwA8ufzcmt5VwYVoyvg2PBxkUymSEDqDUQQ7yXoSgzAH9/IZqw4T25bFqtWOp+v3RuN6hXWKj/tJQDs2rdDUKfGg1o2SX5GPra9ZNCHf/thF4AdOTKJ22//GjRDWi3PZQpKepapATzk/r5YJIXZBylHbMeqD/6Wq8T60VH88i/dCLmc3P6Vu3H61AQvllqtFQreHPW0lnysG8k7KZaqu4b4Aft3i/zKx74eJ/599IEf4Nd/5Rbcesv7eO7lddEFYC51Adh5yACYdtjXNHPxe99/AH/w+x/Hhz7yMYKvgHUudXQxABn9O82ps+0Uqn6v3hed6/erPSfS7wudE/2451zonEi/L3RO9OOec6FzIv2+0H0i/TbBb3s1ArCmC8B6ovibv/wLeDSUJ/OImUjeGKR25jpQm+jgtwmANVDNLSIYpsQRv6+UsXT6BJZmTyPhKdnwlYS7wEOjVrYZtZodqKjgih+kYQzFnioThBVKJRRrFSoSLRTqDeSqTVQ1jO6R/50XS9kylvM1NHxRHDt1BrPzCxgeHcOBq67F+LbtSPYNIpLUeoMBZLJ5m6nrpPsJyAhqrJ8IfFFAEWA4kYh9k2RipwYafKcAs8CZlmXRMIjAWsDXsda6pOtrBCFyTF5LcgbuABAbGiW1mgJR7tCjDTX6KRgo8/QMBfOVcBejV9Is5XpFa+25ALAlyyHBapigLBlzbNZojeU0NzuHzBzBFst6YWYSmdlJlAV+60Ws60/YYuW9BF1RLdAtoMbyjge1ILMPirDuhMIWDFQWQD8zY2tgBgMGkqUUyBrnC0YItNwhR4EuBW1t+cPoGRhGnMkTJbDwEpx5ksypLClvTpIFTAqTWv4cAZg7BEkAZkOQsowRJrPNye+iPxXFBz/wXoRYLE89NYHvfe9ugl0N4osHt9tLG4hpEQrt6bmiTms61+9Xek6wTg4ANmzeblP1eh3j4+O4+f3X2LD3N7/5EI4f11I9bOMC1yv3uvTj3iE61+8LnRP9uOdc6JxIvy90TrT6OZ42AJPs0yiqrGACYFqKyO+tIhaWBewefPBXbsatN7+X93Wedpa6AMylLgA7D7m+XGwkZBDSqu/6/oP4w4/9B3zoo7/f7oryoXIBmK0zZubcs410pcFypyNPVp8T2S08uHIt6bznuHOu51zonOjN8A4rXtuTsOceT1IUc6/hArDDT2GwN4a/+as/p1DndRJ2nQe8QagDwPSdNtRov5WIcMjoDenwd7NeQPbUEQKyAgEFgRfPU9bb7EbZZGVB40WWBHRUEOVyCaVqCVUKsmK1TBDQQIVMVBNxKzW9kYLMq4juBCVs2xWCk4VsjkJxmdc3oIW+A06UQKwPQyPrkOobgjO4Ba0AjwfDCDoO/NzKjiSLm2nGYs5WCXw+K0y1tcJ0bcsaZONwa5XZbZ+S31/noHuVS/LV0W3u+n5M/GHWLl6gER5xMbMC8q3m/8WDPjYcGURliAjy4hCTjrdYDk2Wg0J2FJYXkV2YxczkaSzMzaBYyMNPQOu0KtC6mhECtJSWWnL8CPvkzdeAo1AgAlsseOIogroGFJjWZnvygMpEs6fl96NI+UKF8n+rEzC2QkmUa02WO0EoAYSPZeukBxAhoPXIoiNQSuBcLdcRiPXx+3kPP05Wrzeb0LIVBVQ2rOn5RVnAPoFrrruBn89W3BSPlf8WgWq9jGQ8hLdffzViMT8OH5nB4489gWAg1C4TpvawnobVNHFIDedi8isd1xu0AL3eKdAvC+zQ8AAOXLbD6uexxw8TwM+zD5TZH1jvP+E7RKuvvdA50av5DtHqay90TnSud1hZsC2btVGGCLtIylHHAubFI7KA/erN+OWbb4Jmsa6lLgBzqQvAzkNynLRWSUaqUZW77nYB2G9/5A/Y0OSVIADWHoYhA252fLS6dNHJOjxLWw21Y9aXnBYAC1DIHj9CANYTx1//1Z8hSExMXvgGIzEvgaWXklYb0JAYxbgVgikF9SI1f4KHCsHDzCTymTk0CcZCFDpBJvI+AgcXiLgFpt0am7JmC2q5oLwxPwkPLSNUyJXbM7r8WCpUWK6CcQRmsp5R29fQnlYoKlPwFMpV5ApF5Amy5srMVySJWDKFZLoX0Xga0XQfRtZvgFfBhEMEJOEIwYksAYQtFJB1Pk8TCOoESqq/UFThE9xsdgSAXigNWz9V7zqu8xafjFvzm1HifkOAhid1xkad+Y1++XMRfDYIrirVAmrlIrQcWDOXRWVxDsuZBSzOzmBpfhqVwjKBKwEVZWUiHELMUXw8Ai2+OMKyjPKYEySgUvE3qxgd6keT4KxeYhnyPoW/CCkURjxqjshCegKbHgIrm9Gob2f9CURVNMOyTjDsEcgKIezEEOvrh1/AyyNLjr5IjZcATJYdCTcDFdp1v/nNRS1UCfT17apjrTf60d8TALvRwJdCcNiEAwIw+XaFIh6LZu8OQXtsZqrtqwEZNBJpS2Dr1QQYtZqLSa7VRwvAy9fQH6AMYN+o1ioEiDVo2TQFkjYnf+ar1tIEnIudh58Pcu0NUoTJRwTA1Hap2DSbNfjbPmCPPPBDfPBXbsEv3fyL7GMvL4cuAHOpC8DOSRoGkUmV8IoMoFJt4J57HsIf/9En8KHf+V0KLGpncnb3+M0htuWn1i81vEuvEbVMi7J/EkxktOK7Gg6Q0HzhyNMYSsfwl3/hhqHQ0M8bq3+zC8qvyYSwm3GbbMDDsvCstCzKFx+v81RylO0U1lISqkXUsgvIEVCglLXFtT2NqgFRLdwsISXrmU/hObSwO8836loySuKND6xpBlbVAv7KMlaVAzgFiYIB18lcNXgoJ/4awV9Vlhme10zCPAWkJsQWCcry3BEok2WnVKdwCsUQjMYJsLTmXITCspcCy4FDwBWJx2yY0kug05R5SmhZ6IlJTDmiOHICIiQBMJEEtPYFQDsgrsW8KL5TjXmuVcqoEBRVyjk0qmWU8hnUCb5KhSzTMoGWyqRMYFW3Ydt4OIhERGtMBpAIyedLllSWh9fDtkO4yHxFCKgEigW+5DQf4XWaCRngOfPp4jN8snKYfxaThd/gVsOyCs5KcFhvaBaaB1oL0iwFXgfhgU2IJXrhTRCIybGeVWhjpbKUuWOmbcse86MJJauow6rfHMKLbUqWyJbPrEdT0/P4wz/6c1x19fU8F7bWqZneAq81WXc1U5BA2iGoV5u2UWgrDpW/yoPJGgoVD49mRLYbz8UiPZvvsiXntGf1rubbVizq7kQUWULLbI/BIBvOxc7Dzwvxs1QGLh922zZrhMfk51lD2N/EEw/fj3/za7+E9990I0Lq325lrVAXgLnUBWDnITWoCjUbd82tBu6971F89H/6GH7ztz9CgZJix9NxXsh2pKm8ZvY26jSsTrHq9+p90Ss9J9LvC50T/bjnXOicSL8vdE70455zoXMi/b7QOdH5n+OX9Ydbt8P7bCvQm0rEcOfXv4x9O7biz//8TxAm4zMAZne9gci6IXPdznhHvmi7AsBIOi3bgFge0RMvYruj5olGCS1ZfJYXUMvMEYQs23qJmkmqQKYRh2XSkuUsj2a9SFHiDqCzIHkvnyWhRmDWZKNWTCHNqBTgqhGEVAXGKGQUh03r0ZkvF3MiIUgMREGqWWtynNYMPgE2CcsmygJrRGvNVtD8nQSg9DytcaqtBKqWzNGQcUvDdazTeoHfwveuJcX20icr5ILAieKBRcJR87myGGUGoDTkKHAmnzgtueVBmDsKDKmZmKEAz/MhAlGKNyYfLoeIS7ZsRZ8ICoDxnGL/KQ6fBZ3le30KZcC8OQRNalkWs4ttTMOLshxaxBG5JZg1IADNHF0uVfidvJfPUWy/UJogNJaGR+s08hq3rlWbEtQSUGrPZ+u8fca2b0ZSfC7Vu8Cmz+sjAFvA7/3eH+N97/tlzC0sQ0texSIplocHJYJqf8QdbXCpXToGijqlxMTC08QKj8JRWEmKtO3ct3pftPac6HzXSvFTG1x97DxE4KUJQu4zfpJ3rL321Z4TXYznnP+c6sK1gImTqA5aKOazSCej6GW67+5v45b334RfvuUmKjQ636VzUReAnYNUIAreJ2dgadsBardnzkzjQ7/97zAyovW3hikvvRa92dZZk7lhpa1qZ3WRrv29mi507as9t5Ze7XMudG4tvdrnXOjcWZIi6aMWbB1e0EEaF/cFybLZDLJL8/iPH/8Ybnzb1aiyThxH09DfYLTms1eG5tppNamUlATCVApmCbOglhLdLihrZWX5ySOXWUKllENdMXz8dZuhpNAKPoVWEABgG/cQKJk2oaBjBDg25k4AViNAqhJ4Kf6Q4k0p9pq2BkAaVV7asP5RJeDSIzRcqRAQgnZWT8xNi8BLQTUF1DRLUdfbbEX+DjlUYvg8gTs7Rmkc9AaZL9e6sJYkqM3hnoBI+7Js1QgyBcAEqrQOpGZoBgmqVC4ejztcpGn7Xh9zRBCmWYoBPsPPa/T9Amgywsn6pRAaSgJWQScBRbqXs7wsU8KEfBr/MW8EZRbsV0C/yW09aOE/BFjl16U4Xb5IAuFYCg6Bl4f7LsjivT7H3aoG28BL/1fXtZKofdWbkmT9YiFyz4tcvmD6x4c//BEMDo5gdP1GJFO9KGv5IF6jxf7z5YJd65aICmz1vvsclxrEdeTL7V9uaXZ+dUp29e9Xds56muq8PSx8QbI2p7mcoovxftHFeM6Fzole2bUqjSaLQUPBDfZD9Xf3bBMxJ4jZyVN48pEH8b9+4k/wrne+ndW8+h1dWk1dAHYOUoFUm3Vj8tK2S8WiBae777778e1vf9ei0ytqtvmlkAlThvAmNjK1M2MGJKEGK1k7+GPO6Xe7Y2tftHItH277nWu16ZzTfbbD9OPO6fcb9x1yMtcJ+RyY1sWtl8I0EnVw5RX78Yu/8DYLbCtwEAxLyL0CRvnzRPb9L6e1h1UsbcOrJX2lWcMEmmQNMwDGshbTU2I7rVaKBGFLqOcXUM3N8ZKixbbyEjXJFqPgubISoZple+az9GARn9OQP5V8tvQKDcursfN4q5QnStSKCW1gRkTFM8wMwYoAGcGI+XvxvALn6pxYjQ2JMr/uvt1hDNq+h1st96MArmtJAV/F+EXGsvg/xL4XIpjqfKoeovxraNoNwurOTNTW63EhoYE4fqtmbGr4KOw4vJdASu1J4ItJwEggUGEj5MclZUuTFlryRyI4axEkykeuWKygXGGZe6ME/XHEEkmEmLxOFH6CLo8vaOYsfbOW7zLAZTM/lVF9iZvpjmXHLY2zpLp1z7z5SEPb+WIB0UjMglRrvVPNbPzkJ/8rylSi1HZCwRDrzWcKgIbA3RIhGY9ZVTorv3XEHQazpmI8yHZ0itTeVydafc42+kPSs15yrnOt4IWr+P14ksuEtfh2eqXvaP82ehXnbKM/pNfwHZo8YwCM5dGxgKlc6uQ1GtoP+z24bM8O/On//HFoMXzrR106J3UB2DlIBaLuUygV4VCYG0Nng7OhDp5VFG2tPSdtuV6rcRtm0+QFXXrtSILbGIE6O3+yuGVxWFrOmsVDfjwKJ2C1RwFp/jRvJDpXL9Qx8UM7pz9MFOJVHSNp09611rf6t8260xC6BD5BSatVJgYu2ZJH1cIyqvksynJMLxSErGxR75RDlqrhTF6vBYw9BCqETxZbrP3UleRrVFkdBGICUhSW7nJANQKoiuE/kY6JqgRuErit9vClZmfaYtu1ut2veFsCY6peT1AA5+V1Z9eRyStZIFf2vQCBoZ8vc9fKZH4JyD0EXuyQbCNtYck+q1IJsYAcfZPahZUJD2ifoEqBZmXRkrXFhhb5TNeyqMRrBAI8Ws3Ab75uBYWSCERsAkI40QNfpIegPwpqaXwegSIbaI3loH2/QITyo29gOjs0JXJrS4LM3Z4FY536fLOSmki+VECEYLVSKRvwtRAhrOfpmWnkczlbMcBmu7K9OBbziyViYEvULiH7rZJSkuWTAIzK2sUuO+M5fKq2r4TM6tqp5jcZ2UxTJnc0wk1qtxHKynIhi6GeuA3l5xbmEIvH4DGF+GLXyJuDugDsHKQCKVU1Q4cdSYxaXU/Soc2YtdSQ+LzOSXB4vdSiVyLQd+mik5poR6qb0GTh83+dgltT2TVzTcNwlWKOAs9P4Sirhmw7bxxSmzN82aGVfX23gID2+YffX2e7W32pSMv/uACFV+my9nG1U/PZqlcIxiicvAIABFkEL2Abr5cqqBZLaBbz8FYWCRzyKFdLJvi0pqmG9TTUaHG1VOxKfLtmASo/2u/kxsPrNHNT683ZtxhraaLCupHvln4LbAlMk/Fwn/e0jwkwar/GF9jEtlWkpxjoamfAQBjfLHgou5hAqQ1Jq1y4ld+W+Qiq73LLPwRqVJ5MWCsJVCnXFBw2C8/nDqVoiKn9XG+zgnqlajHFZMHzBKPwhaJoaqHsSJKAKwZ/NAaEImgQnIkz2D++U0vI6PmWRG4W+I1NhLT0i+rTqH2CpG90Sffol57Wvv9NSA3WtepK1tVW03Vi16oJDbafcCjINqshPPFW1rTKv103bkF2ym31b5dsj89eXaIXhTqvcn9dkCwPnSp+M5KVBevPAJismS4V8lVb37iYzSKViFLBqtqEHsUQbJdKl9ZQF4Cdh6S9i9G7hXNWyLik/dVMlIxyRTPr0mtDnfJeJdRIHcuIzkvAWcBLCdg3Oq1ubkIqIjsmkGG/zku6bPUl7r6OKrnAyci6Ps/aTwpCAqVWrWazCLVIfCm7iLJmFJZyiAZ9iDp+xMJBaGHjSlNrmxLQMWvS9AWi5FMV9EmK8mCNz6tLuPKaiCxOPCagpXN6ryW916VOfqVZn/3R3q7+mA7pMj1DYEdAy6d2waS2YGCdWx2ytsE88bvMz43C3MI8aDiRScFcqyxQRV4v81nMNqpwUAskbaHkaDyBuBa6D0cIwmThEnhT6mTK3XezKnBoOytZX/sJ7pWdo+ciZVrnO3e8OenlJcB+vHKU7aStcLnlqT8ql9WkY+cpowsV709DP0mVvFZ5+Hmhdlms/swOLxYflsLUqUebqNKlc1IXgHWpS10yRlprM1B5dWjNSc0mRDWPRrWAVimLWn4ZlXwWVYW+8JbJWDWT0IsAQUmAWx+BjLcuq5SGCd3wAuLDil0msKYfBpCNOZMEiNaQXdexdq4iWZbWksfHN5G5i4W5SdZpF6rrDYbFjeQ76C4fZoY7gsBaQ+tFMs+K1xUIQQvk+5wIfARZTacHnuiwPduc/jW8qbx38t2lLnWpSxeBugCsS13qkgEwhZjw+gSqNPhFcNRkalW5rfEs9xt1YiMm7tdbRR6qAOUyQVkBNc1Yq9bhbfJJsnIRiHm41XC9N0Bg13aIcS2UGl6T0WotqGrxmEBa++cqklP2WpKzft3YV8v1N3Nf4SIv2ycok9VN/7wOvMEYsZaDkBOFLxxFS6DLH4LHr8CpYduaD5eWGmtq2MtrwK4DvFx3hC51qUtdujjUBWBd6lKXjFxGoL8aDiLgEdiS/5fZlHScW1mnPAQ8irXkkedTB04xCXjJ+VzjeLU6cVvNHPRL5RyBjAJVNpiaTHwu2U692nHuX00EbfY+e2I7T9w/h/VJzvpyqjcrVXtWIw8Q2SnMhB+hYBBBOcYrYGowQcAV503tIUOBKxs+VKT6TrBUJr5Qy4mG5Ty3ilYDsS51qUtduhjUBWBd6lKXjGq1qlmoZJlywYaG9WQ/IqNYDYdamvVYst8yNtk5M1u5V7bxE3+2fys6ucb+9FvDjvLbYnqJTUuPJ7kWtpcDsBXrU/s691UEUARhZx30BcB4XLMcBRT5Li0EruCyCMjqleBJBUuVt5FBTIIuN4aRUifbmr4Rtpe736+JNkpaELwLwrrUpS5dLOoCsC51qUsuCSStAAx32olmqzUUA8s9aLOebKuwFgZldKUXPu7pVgNDLReurdDq6Z0yMXWeJiC2ljRUSVxlpMs6D3qZv5gLojQ9RjMi7ULb8I+ea5lpW8TsOfoeF3wpaaaiwo0pMKtOd3KifbkMB5n0uC51qUtdeq2oC8C61KUuuWSsoA072rhFwGT19nzUtk8ZdfY7AEbbFQjXeUjnpH6/ZF9/Vl/U2Ret/u0CMOWrc/tasse5u8yTfsnmpa2bQ93vPqezf/asC+q61KUudem1oy4A61KXuuTSGk6gcBcd4NVJPykJzHQMWheblDdBKhdGnc2j3tnZ75yT7ctrizae7ys6sFGkHCvpzi51qUtdem2oC8C61KUuuXQOTiAQZlt3s0LnYhrnuka3G5RZc7Jz7mV0joPnu1YATOmVkEJreBSA1uhcOWWyj2WSb5kNRJ4zh13qUpe6dFGoC8C61KUuuXQhTrByrg15zOl+FbWxyupH6Epd9RLw1dnvYBv9XrvfucEAEff1ewUcrTrH/+1fZy8RrRxsb9rn5NzveqcpZ51BR1Hnhg7pTNcC1qUudem1pS4A61KXumQkRtDBN0Yr+wQsxiZWnyS0koO73dAGKis3u781f9IAzwoyIq263Ohlv3lAsyY799kz2xet/NYh7bdT+5ARf678XrWvyQOyf+lQh7Tf+e1uO15hSp0zXepSl7r02lAXgHWpS106P61wB+4I/KywC1mI1tD5MMtPymG09JLd036gvXfVvqiz9NcrxEm6S7Bujd1uhVY/5hU+sktd6lKXfirqArAudalLXepSl7rUpZ8pAf8fXemHXFtfovkAAAAASUVORK5CYII="}}},{"cell_type":"markdown","source":"# Loading Diagnosis Information","metadata":{}},{"cell_type":"markdown","source":"In this part of the notebook, we'll load in information about the diagnoses present in our dataset to give an overview of the distribution of cases.","metadata":{}},{"cell_type":"code","source":"!pip install pydicom","metadata":{"execution":{"iopub.status.busy":"2024-08-21T11:36:30.417898Z","iopub.execute_input":"2024-08-21T11:36:30.419355Z","iopub.status.idle":"2024-08-21T11:36:45.762102Z","shell.execute_reply.started":"2024-08-21T11:36:30.419287Z","shell.execute_reply":"2024-08-21T11:36:45.760687Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"import pandas as pd\nimport matplotlib.pyplot as plt\nimport matplotlib.image as mpimg\nfrom pydicom.pixel_data_handlers.util import apply_voi_lut\nimport cv2\nimport pydicom\nimport numpy as np\nimport os\nimport glob\nfrom tqdm import tqdm\nimport warnings\nimport math","metadata":{"execution":{"iopub.status.busy":"2024-08-21T11:36:45.764500Z","iopub.execute_input":"2024-08-21T11:36:45.764949Z","iopub.status.idle":"2024-08-21T11:36:46.451780Z","shell.execute_reply.started":"2024-08-21T11:36:45.764894Z","shell.execute_reply":"2024-08-21T11:36:46.450222Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"test_series_description = pd.read_csv('/kaggle/input/rsna-2024-lumbar-spine-degenerative-classification/test_series_descriptions.csv')","metadata":{"execution":{"iopub.status.busy":"2024-08-21T11:36:46.453241Z","iopub.execute_input":"2024-08-21T11:36:46.453778Z","iopub.status.idle":"2024-08-21T11:36:46.463864Z","shell.execute_reply.started":"2024-08-21T11:36:46.453741Z","shell.execute_reply":"2024-08-21T11:36:46.462740Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"test_series_description","metadata":{"execution":{"iopub.status.busy":"2024-08-21T11:36:46.466695Z","iopub.execute_input":"2024-08-21T11:36:46.467656Z","iopub.status.idle":"2024-08-21T11:36:46.483213Z","shell.execute_reply.started":"2024-08-21T11:36:46.467599Z","shell.execute_reply":"2024-08-21T11:36:46.481812Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train = pd.read_csv('/kaggle/input/rsna-2024-lumbar-spine-degenerative-classification/train.csv')","metadata":{"execution":{"iopub.status.busy":"2024-08-21T11:36:46.486281Z","iopub.execute_input":"2024-08-21T11:36:46.486642Z","iopub.status.idle":"2024-08-21T11:36:46.510332Z","shell.execute_reply.started":"2024-08-21T11:36:46.486610Z","shell.execute_reply":"2024-08-21T11:36:46.509225Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"print(\"Total Cases: \", len(train))","metadata":{"execution":{"iopub.status.busy":"2024-08-21T11:36:46.511666Z","iopub.execute_input":"2024-08-21T11:36:46.512082Z","iopub.status.idle":"2024-08-21T11:36:46.518097Z","shell.execute_reply.started":"2024-08-21T11:36:46.512049Z","shell.execute_reply":"2024-08-21T11:36:46.516787Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train.head()","metadata":{"execution":{"iopub.status.busy":"2024-08-21T11:36:46.519440Z","iopub.execute_input":"2024-08-21T11:36:46.519870Z","iopub.status.idle":"2024-08-21T11:36:46.550498Z","shell.execute_reply.started":"2024-08-21T11:36:46.519833Z","shell.execute_reply":"2024-08-21T11:36:46.549224Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_series_description = pd.read_csv('/kaggle/input/rsna-2024-lumbar-spine-degenerative-classification/train_series_descriptions.csv')","metadata":{"execution":{"iopub.status.busy":"2024-08-21T11:36:46.552112Z","iopub.execute_input":"2024-08-21T11:36:46.552510Z","iopub.status.idle":"2024-08-21T11:36:46.572351Z","shell.execute_reply.started":"2024-08-21T11:36:46.552476Z","shell.execute_reply":"2024-08-21T11:36:46.571187Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_series_description","metadata":{"execution":{"iopub.status.busy":"2024-08-21T11:36:46.573947Z","iopub.execute_input":"2024-08-21T11:36:46.574904Z","iopub.status.idle":"2024-08-21T11:36:46.588815Z","shell.execute_reply.started":"2024-08-21T11:36:46.574858Z","shell.execute_reply":"2024-08-21T11:36:46.587382Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Illustration of the sstructure of train_images:\n\n![image.png](attachment:43418806-a09b-4681-b8f6-342650b9a38d.png)\n\nHere below is an example of first 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"}}},{"cell_type":"code","source":"train_series_description[train_series_description['study_id'] == 100206310]","metadata":{"execution":{"iopub.status.busy":"2024-08-21T11:36:46.593263Z","iopub.execute_input":"2024-08-21T11:36:46.593655Z","iopub.status.idle":"2024-08-21T11:36:46.606780Z","shell.execute_reply.started":"2024-08-21T11:36:46.593621Z","shell.execute_reply":"2024-08-21T11:36:46.605442Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_label_coordinates = pd.read_csv('/kaggle/input/rsna-2024-lumbar-spine-degenerative-classification/train_label_coordinates.csv')","metadata":{"execution":{"iopub.status.busy":"2024-08-21T11:36:46.608225Z","iopub.execute_input":"2024-08-21T11:36:46.608589Z","iopub.status.idle":"2024-08-21T11:36:46.703731Z","shell.execute_reply.started":"2024-08-21T11:36:46.608558Z","shell.execute_reply":"2024-08-21T11:36:46.702139Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_label_coordinates[train_label_coordinates['study_id'] == 1737682527]","metadata":{"execution":{"iopub.status.busy":"2024-08-21T11:36:46.705284Z","iopub.execute_input":"2024-08-21T11:36:46.705751Z","iopub.status.idle":"2024-08-21T11:36:46.728546Z","shell.execute_reply.started":"2024-08-21T11:36:46.705688Z","shell.execute_reply":"2024-08-21T11:36:46.727283Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_label_coordinates['condition'].unique()","metadata":{"execution":{"iopub.status.busy":"2024-08-21T11:36:46.730337Z","iopub.execute_input":"2024-08-21T11:36:46.730887Z","iopub.status.idle":"2024-08-21T11:36:46.749170Z","shell.execute_reply.started":"2024-08-21T11:36:46.730845Z","shell.execute_reply":"2024-08-21T11:36:46.747874Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"figure, axis = plt.subplots(1,3, figsize=(20,5)) \nfor idx, d in enumerate(['foraminal', 'subarticular', 'canal']):\n    diagnosis = list(filter(lambda x: x.find(d) > -1, train.columns))\n    dff = train[diagnosis]\n    with warnings.catch_warnings():\n        warnings.simplefilter(action='ignore', category=FutureWarning)\n        value_counts = dff.apply(pd.value_counts).fillna(0).T\n    value_counts.plot(kind='bar', stacked=True, ax=axis[idx])\n    axis[idx].set_title(f'{d} distribution')","metadata":{"execution":{"iopub.status.busy":"2024-08-21T11:36:46.750773Z","iopub.execute_input":"2024-08-21T11:36:46.751264Z","iopub.status.idle":"2024-08-21T11:36:48.186471Z","shell.execute_reply.started":"2024-08-21T11:36:46.751219Z","shell.execute_reply":"2024-08-21T11:36:48.185028Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Creation of meta object: data + files path","metadata":{}},{"cell_type":"markdown","source":"In this chapter path by path we will create meta object, which contain information about each file and its path.","metadata":{}},{"cell_type":"code","source":"# Get the list of all subdirectories in the directory\nbase_path = '/kaggle/input/rsna-2024-lumbar-spine-degenerative-classification/train_images'\nseries_folders = [d for d in os.listdir(base_path) if os.path.isdir(os.path.join(base_path, d))]\n\n# Create the meta object\nmeta_obj = {\n    folder_name: {\n        'folder_path': os.path.join(base_path, folder_name),  # Path to the folder\n        'SeriesInstanceUIDs': [],  # Initialize with an empty list\n        'SeriesDescriptions': []   # Initialize with an empty list, if needed\n    }\n    for folder_name in series_folders\n}","metadata":{"execution":{"iopub.status.busy":"2024-08-21T11:36:48.188083Z","iopub.execute_input":"2024-08-21T11:36:48.188443Z","iopub.status.idle":"2024-08-21T11:36:49.942055Z","shell.execute_reply.started":"2024-08-21T11:36:48.188412Z","shell.execute_reply":"2024-08-21T11:36:49.940828Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"len(meta_obj) # equal to the number of folders in base_path","metadata":{"execution":{"iopub.status.busy":"2024-08-21T11:36:49.943962Z","iopub.execute_input":"2024-08-21T11:36:49.944319Z","iopub.status.idle":"2024-08-21T11:36:49.951013Z","shell.execute_reply.started":"2024-08-21T11:36:49.944287Z","shell.execute_reply":"2024-08-21T11:36:49.949756Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"meta_obj['100206310'] # example","metadata":{"execution":{"iopub.status.busy":"2024-08-21T11:36:49.952587Z","iopub.execute_input":"2024-08-21T11:36:49.953339Z","iopub.status.idle":"2024-08-21T11:36:49.964074Z","shell.execute_reply.started":"2024-08-21T11:36:49.953303Z","shell.execute_reply":"2024-08-21T11:36:49.962797Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Now we fill 'SeriesInstanceUIDs' in metaobject.","metadata":{}},{"cell_type":"code","source":"# Create the meta object\nmeta_obj = {\n    folder_name: {\n        'folder_path': os.path.join(base_path, folder_name),  # Path to the folder\n        'SeriesInstanceUIDs': {\n            subfolder: {\n                'path': os.path.join(base_path, folder_name, subfolder),\n                'series_description': None  # Initialize with None\n            }\n            for subfolder in os.listdir(os.path.join(base_path, folder_name))\n            if os.path.isdir(os.path.join(base_path, folder_name, subfolder))\n        },\n        'SeriesDescriptions': []  # Initialize with an empty list, if needed\n    }\n    for folder_name in series_folders\n}\n\n# Update the meta_obj with series descriptions\nfor _, row in train_series_description.iterrows():\n    study_id = str(row['study_id'])\n    series_id = str(row['series_id'])\n    series_description = row['series_description']\n    \n    if study_id in meta_obj and series_id in meta_obj[study_id]['SeriesInstanceUIDs']:\n        meta_obj[study_id]['SeriesInstanceUIDs'][series_id]['series_description'] = series_description","metadata":{"execution":{"iopub.status.busy":"2024-08-21T11:36:49.965815Z","iopub.execute_input":"2024-08-21T11:36:49.966347Z","iopub.status.idle":"2024-08-21T11:36:56.334981Z","shell.execute_reply.started":"2024-08-21T11:36:49.966303Z","shell.execute_reply":"2024-08-21T11:36:56.333539Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"meta_obj['100206310'] # example","metadata":{"execution":{"iopub.status.busy":"2024-08-21T11:36:56.336679Z","iopub.execute_input":"2024-08-21T11:36:56.337208Z","iopub.status.idle":"2024-08-21T11:36:56.346896Z","shell.execute_reply.started":"2024-08-21T11:36:56.337163Z","shell.execute_reply":"2024-08-21T11:36:56.345471Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Function to load DICOM image\ndef load_dicom_image(dicom_path):\n    dicom = pydicom.dcmread(dicom_path)\n    # Apply VOI LUT to the pixel data\n    image = apply_voi_lut(dicom.pixel_array, dicom)\n    return image","metadata":{"execution":{"iopub.status.busy":"2024-08-21T11:36:56.348748Z","iopub.execute_input":"2024-08-21T11:36:56.349337Z","iopub.status.idle":"2024-08-21T11:36:56.357335Z","shell.execute_reply.started":"2024-08-21T11:36:56.349292Z","shell.execute_reply":"2024-08-21T11:36:56.355977Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"def display_images(images, title=\"Images\"):\n    \"\"\"\n    Display a list of images in a grid format with a given title.\n    \n    Parameters:\n    images (list of arrays): List of images to display.\n    title (str): Title of the plot.\n    \"\"\"\n    num_images = len(images)\n    \n    # Determine the number of columns for the grid\n    num_cols = 4  # Fixed number of columns\n    # Calculate the number of rows needed based on the number of images\n    num_rows = math.ceil(num_images / num_cols)\n    \n    # Create subplots with the appropriate number of rows and columns\n    fig, axes = plt.subplots(num_rows, num_cols, figsize=(15, 4 * num_rows))\n    fig.suptitle(title, fontsize=26)\n    \n    # Flatten the axes array if there are multiple images, \n    # or ensure it's in a list form if there's only one image\n    axes = axes.flatten() if num_images > 1 else [axes]\n    \n    for i in range(num_images):\n        # Display each image in its corresponding subplot\n        axes[i].imshow(images[i], cmap='gray')\n        axes[i].axis('off')  # Turn off the axis\n    \n    # Turn off any remaining empty subplots if the number of images is less than the grid size\n    for j in range(num_images, num_cols * num_rows):\n        axes[j].axis('off')\n    \n    plt.show()","metadata":{"execution":{"iopub.status.busy":"2024-08-21T11:36:56.359051Z","iopub.execute_input":"2024-08-21T11:36:56.359519Z","iopub.status.idle":"2024-08-21T11:36:56.371246Z","shell.execute_reply.started":"2024-08-21T11:36:56.359476Z","shell.execute_reply":"2024-08-21T11:36:56.369925Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Function to visualize images for a given study_id from meta_obj\ndef visualize_images_for_study(meta_obj, study_id):\n    study_data = meta_obj.get(study_id)\n    \n    if not study_data:\n        print(f\"No data found for study ID {study_id}\")\n        return\n    \n    series_instance_uids = study_data['SeriesInstanceUIDs']\n    \n    for series_id, series_data in series_instance_uids.items():\n        series_path = series_data['path']\n        series_description = series_data['series_description']\n        \n        # Get list of DICOM files in the series folder\n        dicom_files = [os.path.join(series_path, f) for f in os.listdir(series_path) if f.endswith('.dcm')]\n        \n        # Load DICOM images\n        images = [load_dicom_image(dicom_file) for dicom_file in dicom_files]\n        \n        # Display images\n        display_images(images, f\"Study {study_id} - {series_description}\")","metadata":{"execution":{"iopub.status.busy":"2024-08-21T11:36:56.372934Z","iopub.execute_input":"2024-08-21T11:36:56.373356Z","iopub.status.idle":"2024-08-21T11:36:56.387032Z","shell.execute_reply.started":"2024-08-21T11:36:56.373309Z","shell.execute_reply":"2024-08-21T11:36:56.385764Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Visualize images for a specific study\nvisualize_images_for_study(meta_obj, '100206310')","metadata":{"execution":{"iopub.status.busy":"2024-08-21T11:36:56.388477Z","iopub.execute_input":"2024-08-21T11:36:56.388943Z","iopub.status.idle":"2024-08-21T11:37:06.342564Z","shell.execute_reply.started":"2024-08-21T11:36:56.388891Z","shell.execute_reply":"2024-08-21T11:37:06.341104Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Next step is to visualize pathologies based on its coordinates.","metadata":{}}]}