{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# Dogs vs Cats using CNN - Augmentations and Transfer Learning😺🐶\n\n![anusha-barwa-ppKcYi1CXcI-unsplash.jpg](attachment:6faa0209-aae6-4f8e-ad48-919b24528d1f.jpg)\n\nHere is a link to the first notebook, performing Basic CNN on Cats and Dogs - https://www.kaggle.com/ggsri123/dogsvscats\n\nIn this notebook, we will take a step further into exploring the ways by which we can achieve higher metric of accuracy.\n\nTechniques used:\n- Augmentations\n- Transfer Learning\n\n### Augmentation\nImage augmentation is a technique of altering the existing data to create some more data for the model training process. In other words, it is the process of artificially expanding the available dataset for training a deep learning model.\nSince all these images are generated from training data itself we don’t have to collect them manually. This increases the training sample without going out and collecting this data. Note that, the label for all the images will be the same and that is of the original image which is used to generate them.\nIn the real world, we might encounter various scenarios, such as the following:\n- Images are rotated slightly\n- Images are zoomed in/out (scaled)\n- Some amount of noise is present in the image\n- Images have low brightness\n- Images have been flipped\n- Images have been sheared (one side of the image is more twisted)\n\n\n\n### Transfer learning\nWe use transfer learning when there is not enough data, or there is not enough time to train. But what are its benefits?\n\nBetter initial model: In other types of learning, you need to build a model without any knowledge. Transfer learning offers a better starting point and can perform tasks at some level without even training.\nHigher learning rate: Transfer learning offers a higher learning rate during training since the problem has already been trained for a similar task.\nHigher accuracy after training: With a better starting point and higher learning rate, transfer learning provides a machine learning model to converge at a higher performance level, enabling more accurate output.\nFaster training: The learning can achieve the desired performance faster than traditional learning methods since it leverages a pre-trained model.\nHowever, the performance of transfer learning might not be much higher than traditional learning models. The impact of transfer learning cannot be determined until the target model is developed.\n","metadata":{"papermill":{"duration":0.017122,"end_time":"2021-11-13T08:29:21.622905","exception":false,"start_time":"2021-11-13T08:29:21.605783","status":"completed"},"tags":[]},"attachments":{"bb8bc012-0b7e-4423-841a-62e5edb3a0ed.avif":{"image/avif":"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x1U36Q0v/rr9qikvgpgmM+GKSj30R3maNEEt8Gg27Ti0MBZVSUdaRr4sWmeLn46rXzyk0O/bQgnqVD6B1zblNpYsvl4z9XyoJ+uZPpdTedZMAeebys3f6puoNHHoDTyQ4O8HHHwGlTS7RdfIG1RHErO4sOpTEeIFcbB+u6z2Y4tZB2zQeOTFjRdN0TdfzD3ygYTW12uP1xGx5lWbKWQcBZnwaiXh9SCoiA+0ORMqofIGsbDDUINfbzlBdV1pxE+2RhAwpLXbHaXwOS4nauhx/WBagdIWFKryrSnPTisAWHAL3ak3mVQDfUlJr3GRYev9OrwUfoeMoc/uAN7Ok33sTIBwBLHC4Z9ktuPKRWu2nOiN+nKFRTjsfCVf0liZyuie4T8iRz+1PbekxaHm5WLVzGT/Ey4/cj4Bj+x8411ORYDfuztmCjgNZE7b++UyIfVVeyuULJX2nMoJBfkG0mgdSD9lxJleGwfPgkf9LZeq7voA4N5XwF+SiHCY5FehdTN6q204H6qkcx6ephwPQa6nwMDEaA6lpiHh9QBzcuoQSsCfwwgn3KBrjYlPxTRqnV2xlM+M77zHUnwap3UI7lx/lSjJeVUX71OwGB5tPjSERlrk3L0UE1DddHrshpsjxslqFUjeBJ8GwGmzfszde3XKEesDIZPT7EfQb/LssCh5z4KhstF80y68JaOMBifhVmxyWggtV4yMHTEDj+Mvc9tKwSlZZWqdBiMFBtgwhQ64/Yz1lkJ86uuJUnKrliH1aGrqYHGvMQR4rTZoG5TT4+tKE0zhey3+HNp+ZSUndUU7pLtPB/KUP4rvCcPvtsTe5rTZXExGVZdJhclJbCWrnl/E1E2k7VQRxMV27eOso7gq4/j7bfhMuL6AzEWTF7LrMXyt5WqpimHPi6ttESduFyPI2U2mjo0YipOz+RqjSUSeioDXPEADYZyONUQSvkM3hbT9AWCqLPFVYfoMMCcSdSMaBV61RH2JSe4i+Q4SS5ob5O/DcSEQxr2UIZbromph0npfjLu+FAid3vWx9pUX2B+uA4vjoCM1Fp93gcmX2avkkWwzzc1/JfQFjywUSuq4cEDLI1P46SZ5wx/J7K1tl1I4AYc49TeWDt8AC04VmT+Hk+Bt9h34H0UBuCjHcABWaEzvVyxCfYBCcB/alKo8KO8QUsl5jnOnbJlCw7axviQpCZBSenNwDiWFQotATNSdvnIhYMm+WmnPSn+covcvwPlmPKlwy4RZsyuNuGYjnb8dQ3AxHJjTD4XE59OG3Reoe4S83KTpUj7Ho4pkldt+tfnNmhVDIHeXdMuusc3RcV9sVIbbe7FHkRz6gPZvd7ledYu2xm+hAy3ek+eeRubkwrDOu6+5NAp45x67xfdyNSEktG5A3GpsWJ0834GJsF3WVJOwBeD3zJnjpwBSPqX2wZhhOd6V8cmeeUscgzwTi8T+ZHQ+baV7abDRwqLSzHzIvKJ6UAs6MfVEyQCkBzOsEh2aax6liuoeCDEDabq9WkzG/GPPOP9WeyklNq72GcbxJi/CMI6IcWsYMi6mIAmku6cfWnaOftpj4/7yHx8B3BlGPyVLK61F2Ql5KClMaorAMlGcypUYcEOmUhItcCfniDilV+4rySob2UMhj2U18SAqG+8zrN0Di9BXX/ewn8PbTXMdZ2z1HKHXHBtV+lGkVk7rK4ValZ++lKfWzhFct2ETK3OFODBsdUiN/0s76lFDDOJDA/LvNsJqHVqzkVlog8w2BvvHWS/Co6BnLxLzRtPPcHGZ2VIY0aPGt6zG7JFmHlsLVrUGNr3PzdC6wqQa2DskYWugqwQbrdOOe+jhi9/TSRzSikx3IC2KxCnrsVUp980LJ1Kc0pFG63ZFxkrdNUFxdw3Q/ycuZFwRT17vfAGWMpG8U0/c5nju5IjQt7wAeWMKGmBgVqVP4VtmPZBsNnh32W5JjZ1J2zd+6BRPuZUzAmFmcsktnTu0/5iXNhOLVHCITsOz8WFWh/OiP4rWS3LwWEz/fckxsV9JOkjcM3IORgu/KfdaMXcnbXHu2SXSlF4/gwbeuxfvnZzJ7K0RY6HxUB1rSJG61JdugEvPi7h3p9s5QAqP9P5TccXJXOwoT+4urmSZY+AG6XB8JYAlLEutVawJVxth4cKODj+5jqnddzQh8+QSJsyc54ikq75j2L0VNP8EA4T7VofIWwi9gFlbYI97OJzJcqPowVK+O266Mx1U6NLXr2suAqSpwtXMa6j9PlgfUjUeBdLrsZfiqwAx3fMOFmRQJm9X4kaUJpI2Xn43ETRq74qKuAbOlmeWr/n6gvj+ZWbqT4qqtE7MIb+jJNzczHARZDfCXkLK8uCLu2HMIMgbX269a1usGeOwqB7kb6EujEPHVOWO4CQPlRRYfVmuhyHbAq9iZMEzSJY3dBxnPAqSnb2O7XQN2I5BeP+N38Sr46BVGL+1qSjcSaPml9tmlaBAe/DT88mlh0Pr+D0GUGh5s6Xi0UhbwSxf/kYRXLYvpCT9o4TowfEAezl9oGvxqZ3315g8N19V8FkiKVCJApD/UURS8tdsgk8Mae92pb5AoeDM+7n6UUQkWDrT+WZhltsO6qBEHGqzUoEqCRGK5rwaho97r5rkRNj3G/oO55qwowAlI7Vb2UUZehd/ONcDyzb0DwCNEKUR/HQpgMy4USdmP4az1kWCXtHootFpP7Zy+UyXy10s34et0WBrtIL2VV3Cl93zoRtswKwHOIto7+81Q/FzuiyH1ZkLPtXvR9VnYDMqQHO5/Elom1qnccD+FdyQ33X6dMya119yDLC90z2VJV8LmXL2yJP4+3N1bGi5VR307cN+vHhXkz9JwlB4f7OVBkuDTR0NMEcRevMo77v9MSxhBAcf5mI9n+gReauulSwiuGNDsD9mrwtBOpl63+2IiuCu0Jh7f/Cxmd79oaa4aDW6mTA4EKFh18y6dqUBJhez+bxzMD5Gqom1vFALKXM6EmTDEhc8IbWaLNhfGzzRuRn1EAfqaxU5zt3FOKL5st1P6XWwZ85xE32l6EkOxZ4NdRN+DnlvfoX7q38me5S6/YrNRrR4ckN0D7duqe8hfqHDYvgYLxLVtTW+13sl+WbvoV1/XI73ErZ6KZUcv1dUDF4rbqkyl1ZQ6NfGoYrJp3+RG+byt1NELuTYsXQ3AZGHAxXbAGFqpVQLkQ7szTAWigM8wWYDHIW4Ow5a2ntqM37sY2eJm3PyxeBFykQ3eXUfSMNzKyqjIrrmdIW6pxuI9JQTjV4EVJAmLMRjQTqpDhiIM2nmcyaI9UnzATo9g3ej7bHzzqyDAl30sMsLbBofi0Kw6IjSvLTne9Wo6hRwckqMmDUSaBwRP6eyF0O6LKQTSEo2wHP9bd7xmLYPa5xjxfuf5l8bybpDMuFPGyjanzGTp3DVXpsMrIYjeS2bajfUE5J0HAjLi7kMFhxV+PAhmM1sstoNwTcQxrmE7xkgABog/pxA2W3ya830wTSxPO6CCGzGXeSMi+2uSP+aQEg/aycwYq3RT5rKrA66ngf8WT8iPDrzIjVcnL0zZt3fkSLF2WrIWpskP7Inl2jCeoQJhchYqd4ruYggBW8Jmikh7GX7C/PHMVK5qI/U5GE/gr+uiG2N7nR/tFgnV60iCwlSh48EQJuZs6zs4FHDcZUYB5gqZidsKpp3wUwUwR5C07JzTRvoWV9hvHc/sNBfMh4UvzjAwOCKYJkDv50wmnjFoNYfpZCAbXtqO5UPMR3VbBq6f+9BSOLmrLnVllx0Qy4UjnndYqk57kobr20pEcEuyGZNjIFx++WoZ4iLxjVHhd7E+Q9PvaXtU6LFhHZpW/WRebsiHMETm9dYBYghiawePuk3ZRs9WKHuXNMqkuW4Y14bXoot3DCSuoIx5tVqEL2bDQx6aQu9hNlmTma6y6zKC7M2k0/Tx60pV7p9DBT3362u7eHQf6hud7PEG8gT/13Kuui4akcVg4x67+pHSNFXikIUb4c8Qfcu5JnqCjowf5y4L4qJ9zaoc0qiC4io44hrd2WXLfHH987crqP+fg0BGUCFHvi6/ghYsux/2BmAT3tx3zywZMnyHC53fJjCBtt2K+QX7c8rL7CODeK5UKsAQZgNvk8VF6Ru4/sXv4LH+tiFxS6OoquSzRj7VM/B7KOGcB8ESbjSdcGTStisqYDpOoJzNAXg3gFgJ+FODFV0ZLWiYgtRlcL9hbRLhtM/uVF0TaEn87wv+8awuS/Um79vDlC9igDmAuqFIXskKLM+P5KO91NI1vyprrplBrYOwfJMkGltHgdGoUgyQcEzsESM//YdGT9T22nDB1ThP1dZoOW8qMS31f3hYx0K4OksnKULnOtX1NDlvJ9ugXwo7Bk5nfMP/s3XuoyQZUcec7SoZ7jfki3M89Es+3JogObsB1dKflxqndPs1W1o/J6W0TbTxNzno3TH7TTLB3k73I8aZrzXDOxQFduSu3yI60PGIj89kj8gFhR0FssD/bZmjkIhq3lmdo1VIplyL7KeuL5B6ncBvM7eylj+b8h/Z87OnKXuMSyEJ2YQmSxWG0Gt1XHKmfcOs4wf9jezidtkL3GeApkwAH0WaaQ+srGf00555gxIjq+SIIYNfot+ERa7p+4Wksj992WzbOJEuFWuS+n7G9n4cd/uxs0Q5D6OZwo3xMz79jkdIgJV6ZbYYs+f9QbFSQdusPzBaY3ChK6fFJewySIq2Kmffs+FIidJp/gjUdmJflEDHyRmHXxr2pYfj37/dbwEhKVTZXZjlXkrZ1kxh3rSjOgTOxwNmE1dI3FmPbPt7qdp5W0YzPvdgqMNH90NVCrOWhkO6TEhszcAhmwvZI5nGDBQX9LfAyvV14zuPL3JbGPTv3ds+QljIjX19813UAFcs0LgaztQ7tLCunSvl19T/iJTESW3UNmhKQot2sCkqFQt+xQySklSeaPTytRgTuJJvFZbUF7zVuclraIhcFcxkb2QnnnKqNgf5vafFDmLfGpoEtgwO1gbxN9etR2uOWCRPPsmvjxRXcsDg5usd/yQ/jlUAbQzMT3ND6Th/NvEmJwclzx5vGGV1jOqioCeoOZvXUybjFxX6J37okfWXEQA+qf5o+1Mle2qavan9H7EVwA0Mxg/gW9z5lkHkGCLZr0eUBxa6WxZ/IsEa5kGH3ZouL4cn7T7cNfsvpkwVGXRycQ6vTr81bymRqu7Uph/WST3boYSB7II4AhMS+KBUNhn3pTQAUMmUkORgF/YfbCRblcdOhgZ4wIugX6S1iJlLp8PcIRm3G3NX7C8GqdK1q2Lgrw2Ni/m9f4MwA4KMgRgmcmrRvo7aVoDnLFXzcA+u6skg4w3eLOLMfFoL4WYdAesHI/F5H0NaBpZdKUGW+FAHzEukwK/acDfg8F8Nj7R9dZLZo7ZZzWBP3zBQcVwDAULCx7URZ8anMVSX204l2Nh6mjbRerzYuMkD0zvSVGOvfYgdNbk6Pmaj4yOuK3I6FswYqU2sRzWsUNH3EJTMBbqYH/wXWwBj9+DsZYBQfJmZ5kHtjGLQ2gZ/7GqQsYN6QdinEOkZ9y8W8FUhxH+2943VIi6oIY9d4ymTmTx9LsVKK9/We+TCbw+NIU4v+AclAFrQEBGDglgSncf2BRrDKZfaCFnF/9Zylf3vr09a4+RZSrtVKitdafeY7tcWIIW8CmMf9LJmChFXv7hu5EuX5f41DVuzW/gqQLUpfbrWHU4CrptQa9hfdNyzGSsL/se5dKcquDGJ6BzvNCcYC0fIikzq2PUiAwGzx+wYvqFRYr/x9l/stLfEL2dbAjMPBDUCxJAyLNJaBdbYpWygJjxaUoYuU0/qPHtLRhezJTxAEg1PJoLgXvdk7lCu76cAICsCsMI0OrWbVCSj++0Ao+YC5hzJ3ZQ0rcD0fdTQovTbkfbDmeW5m6bfWijVDviSTtR4fxfKrmsDvT1XgOdtVGDMnkx5UjFeAGGgmceUkVJlar15Zerqfgf7mW2T8BnWwPhCS6/gdAIBd/WbjCgiVZLU46KKf5y5Eb5BBhoeDPADOXvet5DNPgw7l4pQhXHtO29WnZDwA7cQFk9LJOh8QGwFinF7+slxGvRRjJlHUisp55q8ZjNLYf/T6ttRvrQlDyALxy65W6C4lUblKYXdnY7cl8ByIC4mRmQi8sz/hq9B1R8pWHA3JPGQShK4tI+bKwZGlqRzJQEEVOI3HhJE1FdP20ceXzTylWopkaP98YEUKhKCtXLqVe/g3QA/Iu/EN/v8aiWnz3J7204eM31FF6Lz9PkNGGfxQTXs9nUPcEILbDKhPkrvxulCnnpgzf0u5R/TFTPqOT5XqkRwkjnIEjADtW/H7ePDpZEIMNLjcnxZ7P3LRonVqeVEBD0t2SCgZbCtuUXqtqOKkRnmQdhIFA4kOH3cab0PSMp6aJaw700ARj594AajpVYUulSP/8C+6FNKQ6wPQgv7PqW3ugJq3sMs4jOgroxhe42wFeYUWwwWhXHEVD8RrX0LU11h7DbpKW/spC8zP9aZNCLsJ47kiowN5PVK6agFsPjttV8pI4Va82YZPTBnZcfRH5urz19d9lUkmHdPF5zZmy1zb3VXf8sKldtI236lKHzoVLOzh/cd2KoVpwKt6huCa1TGdJwe81o9xIwQ850vjGM0eioT+1YQQzd8KYPItZrGUuiOEWUvlwWoC4s2tdD0OXUmJ+lzNxuEAoNUyoas2U1LGK8532ua/aoTUYOKHsrVhWw7CZjjtVu5QAoN+zk+ST1jinTPzv4gY0KVhDUjEL+Ktpls/cjYzHp/+/4uLgAAFJvMlwbJR6E3ZBe0WmPTzNZ+mYr0ruhgKZYueGQHHKzaFkBhGc872Npxo5NwomEMbiZhjGzcqJywx1jrFeyxc/0jhrZdHrIjegOuD7dC5p1pHFC8/6+/P5tyA1WMnrd/lrOk7UVZKYF+47ojT+lMf2wViu9QxHK3g0DhHfFQyryuczz7qD3mQyMxIqs/pJyYueoCAZtWIp/2gqfmiShr2DTuETEXZC2PwPXk8dM91VqC+DaLEqgnfqqLsi4mFT5sXAv47X2elLoOQEP89RWpvtfYpQHvk3ezJhTSKnZJItSFhKjvT10xHyVS35t8ICbqIY019Eswbmxjc4zqSs1tqM/n0pfFzdoycPxr1mFQCe5Y+GDekJShU0BGWpRxbakFrvLH3wqaZXZRVrKa1V4g6VOGwRO6OAPbLBLw2QP7pT6B8JokSABzYmZEJYJ7G7sUmx3v3GnH4Qa+LhVYsc+aQwoa9Hz1PTlzoGIARHgIMTuoHWkjRlho2V1V33QEXNmFbD3iJPl/h66nEDvjoidtAKmREjEJQS25o5/q3e63jbl8dFA9g8FeX31YEDI21Ch4oUYmY3St9TABeH4ogGnatS1F4knhk6Jq+DDWrJdHw8KDutFxlDmPrnA3Msa/NsUuAzZaMm0boXen8vMhKvrrAtkuhzkbFBG2HXup9TMuFn5TF2gVRYWER9DPPM6W3K3QO0N6k4FJqd9BPEwclQCa/C3d2H5Oa0e24QfehnUkjpUbypUh/bGQiAEONeO5ZZ7O1dNw+xrjqUGmNd3K5GtxKkemvb9zvdHDdVpOvgQqDAPV6mhi5j62Y+7+LmcJxUH7XXwZmzqTidaJGPiXN2nStnf5NmsuYdWV6CTRUBdRkNP/CubyhLmPkcTd93Bs8MGaseQ9xDBiOpixlMFVpNFo8rFgsy+qhp8LWIElYzCvCKyAurBOLGViCniS98vyi1x0lElYbNyTYW3qSBq/1ohZWpRfYB4tiQ7VujKuMJttTJT+FPk6LiEw0S2Cxx63gTsOrB0qhH+SIjiv854Bgki0E3f5UTs8homVzYo4FZmuD/lLZhXGyf1WitVGCUR4c6eESRh3DislPojGNmzpKIIaNsj263tHZ7b1r46uCzPwXV+k81iJMZ2fBz0zODwSCHk05IHmkaauyGAzQP6x8KRFGxp9nGw4LMW89wNJABV+3EF4kpeGGyvxXPRBomLrdqfsQi9cUlXJVl2YeWWO80k7Nlp3fKCtUVuzj9+e/oxWDKl9yt+/uV5858vOxV0d9YQ0GXFovNUHjhjfdiLWEQk3IqSRmOHS+XD/rUaYpw8lRS3aursJKQjEykAZItWcP97r/Ubd8ugRpJVw0LfDAADi+jD2aFmzOMiIPY+81ou8b+zLnDNRc+1vsTXYjr3+EkIuUNg1ZgR1ziMJ2a8nh26nVEOtWur8OKbS36UL3thRG5X4v+nN77V4IowCimuzklgjg1JTyxjrfvo6P+STg2ODLe7dchLMHacY/Gz1TGmlsr3G1UuH4T1hehq2CDaKa/i8ERH0rqTGiGSBusVOjEwAz/wfs6TZl9vWJS4D5n0H0ehJMn3hSSP5nZbVQagHISabqwSB1x6iOedx5xqk2bQdwvaVmsNzfS+onK4P8ovZszTivPNAVWVGX2GaNBP6XQji+vf9TnCtyDNclt38Gg9EtbNj7qMiMzPi+RuJF6idQFGkYc0wEEswM88aXh+3MpXjPjdTJjcpImrhlHu2aWI6Q0nxV49lkk9k0p9KoUfpLo8ysk273CU0T3OzOXnylW2qpcs76fikQZmTcL+Fy5wDy/nHRBgBWbP8BBDbwXdLwovXeeK91oYD0qtutJEbI5f2BOLf0V3Rka8n17tfbWSpiwdB51A1JHf7TyD5mokW5Mjv173EhR9Jlh/ADawQ/5sg/Y0ahBGmMHyDLjZUNqiAhBfRDEj7QLUqakaaW/I3EAYD5OCRN9LPWpgkenv+uY+lBnBpMTBpIzEQtv5pHuiHF7HTd81WxQ7mNAXMUUdp5u28c+qx4BoSHzCxEikyjJRD72mKUHD5c+0geMdy1KRyeFB0gQYga7ziN7qInM1gnZZTn9pZ9dywSe1Z8pJ/YHiKgn1R1X68f3UblZlkiVWCyYfqL90T158TjrpNLFWcJ9LJVS67qbp1z6pegUPWL0m6oTjXLZoIB0LTTt1wS1GQLXM7Z7C1YWkTN4IYfDLQnUdHIQD/08rB2wVeD6zajG20kUlmbl01G2m8UArCHEHI4cXpzip9Nkmvjm6kWrRuEQUSWq3lhwVJulIDJbU0or59v+gEyu0vXZPcKtNKUhePls6z+q7ZboKmCmMYbP5CZBn51jwzlVeYvsaF+BABz7tUQXq1zviuQrWJBtOiIDQgnTg8M68gikPQJ/Li1MWQFAgluIYD+vVRRgOG2fEkox6Sn415JQU1fjqywEtiZeUcRgHLgmYhTDFMDO3DqT3NuC1/p4tWYAY2h0jHedYRPqZSIqQgwFh5ETaTpe/wt2PfB1cVcvz2sO/KUHddyOrOWf1iiBZUGMjwo2OtddPE101XU8db4rzs/xDmCri/k3Gt/9N7H5WiJGhlDTtJhnaUJf1CDqHrwpDwCmj9+3dhQnQRfkg1Y9Kq4Lp/AZp3aFPZb4SI3tRKgF+vgJGuotjrjDmyxN3wHhZ6pj2no5BCrYTNmP0GLATrEYn/hRXd2HwZERZEIrcEmHggo98Na1OF0YzLB25+GuKWqEqXtE3x66WfBY140j80V/fjzc+MpzRurOiglcRGo/N27aJJ2yrV9I7kSDAgRWBPRWs3zCDDKDVbEwHHJZu8Bpym6JzkfqwynmzMrQRpMbabOq5eYoH7aHJ2SawSeIOKHeUFiGVzcoK/SGog4UYG8NxAn9gXwUL220HtjBuAe3dckGIr0wlCSVvyXfIwZ/DGncy09FHXl013WmKXjO8i3IYB4fjV14CyBPZRDjxCV++FmaCTQcz9icIDLLyav10QrO3n7q1lj8AcvBRf1VuxV+209LddPUKFetjl7l7dCetbfkOf2chpdQVzdrjLITZn6U2rIcyp1Bj6dk2sjTf+1rMtRDS/Dre1wd80TEhJd2P6dHbSgBHAWzjs1bIGBrY9jq6YoRT9TRGw9RbFPBJDswrU3cRrUaCL/VNdb8mN6ii5NdJ2+qoACr0hEzxICgTxr27MBYz+XIznE5ZQDpZwfTSPUjn+SEG7n5MJstn45Gc8xxRDqXIR4mfzewHd7p/MSyIKMdDe1Ni0Bv0Zt6WeBMuc15HsFSOMwxtquaWDuiP908CRhW+LHtPC5hjit2tFr8wRsR3NW0QA1jyDtVHMi7d6A+PSl9sW7jEhdPe2nt+0co6aFdokEjkPmPGaTVpLgfcyoohyxxqcuZUzgBBJ1F1IjbPh0XNQsAxffPX1DJqB94Go2Yh1UnEoxPvJRL+7W3ubx6RJ5o8xg+MRq41usohLpMqhFs7m6Taww+i255+/WxA6ugIN9B51cs4IAdVO6c7Eq6J2N/NcGFO2q4TaKOdeucAm6r4/RAdtXPmf8PxsNF/W6EgmUBctSNbvK8R8ykqGLeUQVo6zEvUKpUXJlMVZO5416tZkswT341cct9c8EHVv1mzJYldT3XoZGL64vOzYDr7X9P5FvFml4EV506QJ6qOHpsvzgt0Yc1ThTO6SufsuBdtujOYxC06/1VpwstxrnTUWHwZw4E3OFvTMn0gTRfChHEUUU3oHoLef9N9aTJ9fQiWGu7HrLMg8YfVuZpifY6/6Q6pkCz1dPlOCpp+nt1noxoH7l/E3EQPk3F/LMxIbh2iOVIEyBoTkDQKCM6CXKlNRv2aQ2YTSVJoaW6NrI14cbtJcM47Fe82Vol+jXaOQqLaUahUxupkcy5JUlCarkmJdmm88JQGMKEEddBNNpJ3fDbsNb6yWAOyysyP3oM1YZjOi9k+hViwmu7hDAqSNz2eo0IhKHYJbL8tqBTeQEuk1LSmU1m/ehcZpTYrKDfgteNiEtMlBKJenE7crGfnZox3QHW/Nwdnrzmd+y6dwZ+P0t0I7YzPXACUol6tL9s6BHjjhP8QGKyxWg95ebSqB82pyNXZTcw3/ID2PgjRfH2QGTv/nThag8m3nu4rX24sH6VjZwxWmPydxXGE1TPyi4fE4GQh1N87gqAKQ3Q1HkZ36kneHJLw1lbLg0V11lqFzA6Slmj5XELw/qUYZxh8gzi2grjvFmXwv6ql1utaAgJGmgT80nciONhSToDKrDitmNLGIbz/VXhhUmwIxW+5ZI28P04QscQwWwvqKQu+oWyDFeMUtsSIwjT8F9ZrJ2AHg8OSa/NaDIFxBpiQ+7uculQlk0qyZWb+Z+B66kg5plLmxrT2LMhr017GvvGKcyMvxeNzsTP+ZhbfhdaI8YKUQ3Zr4E4bvLtzQPHx/WHU77VgCRXPmhqDrKScVAxZ1TgcIexM5xi0RLoD5H4t7Fw+eq15whGvVcauoa2Ni2sEbkQIh+EGYpitmkpz8VoIfxheNTZb6vAcdcMbfzQzo0ZtdI8YeLwB2AM+FxHOJqEipkjNco8DJx/t/IfVYW/ESuQwsXlgSMK5sUh6hD3kY0P0rTHpzitz9JUdwn0EQ9DCN49d13nYn/9Ub+AEHv5e4X6K4E90rufJgQkj/ooJJV7qTEjCSulrTHMZvOS61e2eRJOMr5sIRnfgGe0EbsIY8kaSaGehtlBgLtEX8rOZ1pCeX9s/hqM5gewVpTeWQszq7MIqEWnHmzB+Zayz/J2L9Ox/myotYdoYRr0YN1Jxw5/WqymS2cFwt6Nf9xcN7b2yASFysubDSoJjgwy9hyBuEKkp6VSdApi1Dg1SW36v8NqFYBfhCIbMXj4zE0ItoTtckQOXq0ksxdFU7Mz2cSkWK8J2RVHTQYYJwNs7MCidYx28mnIMN7y0oYNw7u3123pJmVMPR1OKZM22HGuyj/u9bscMDwjDjh9xo4qNKKZwRYs/V5gfzT1LrzonpD29MmK1TTnoxHqlXoTo7Kau1Yp6v3V2JarUGvhJRPoFn5MPK/2Dlrf6mb5ZtTJ1vYobiH2pEkDnNg6Fo4xQ4z/4l3Jqvui7ATMQVJBZg6cMMHQlORO74/L9r/YZ6uqY47BZnnn8WpOb/QQhrPrdnNw94OS1e3OaxFwTjmR2hTfNjqHKT6nVJiZSoHbYYgSEnoiMtvT18je/uBeRF3BHMmfzgmZpSScpsUcr1bZlOtvjf6V0MCFBync8HaTLpLePE1OVN07bOZ9skY8NWTqkDuG+3ckAK5FJFK+6/y/qdG4xKMPH/hvHELh2Mj1ZNlDY4ePlC0wxWRMHMe0rT9FtKN+c9RTiX8n59KfZRFyfdsFwTQ8ceNkfpDBPBSUuZ6B/rahMDntZQraj3ZwsBL3IWgv05BL6CCCQlxq2Zvq3xJS2Nw1Armz5xhfeudGg87P6l7EnPfH5tJ+WhME/sVlTBiNk7c5xE7ow8ny0RmuTSeF5rAMF2+tTwtP2B6AkICiE29Gh7wjgooLMKfLEnEO4O3LRf5zwvE2T6geVt3QskwLeJDiNvW2l+bwpR6WfkNYjZN8URt3Cpfzax1UlpEbIQhH6YNl+A8ke+ZBKI5qhH78sEHz3qk+VlDNuo2nesLT3iWeOzkW6c8dO52dhZvLYiVEdTT8sXZbtwLWE56pmXkv/DMkALf6sTcRuMDbBQ0jSrRTUNeHIvWNsDZ2LXWxezDoatoFdzCn4HrfSGhj4+DjcSlraSRi5B+B9lf1iVMv9BrVKCMYUghZ3dHLsZND9a/Sz4BwrcBVTSSlBdYxF/RDs57dOZ9fC6kUN3ELT+m3HP+omXzU74gvPPZsGVbRuMvBdNr6SNJKTUoD0GYGjSb15PlGw83oKM+/CyrRrkjuJQBP4CIxv5zv2JwyD6van7bs+7bPRcH2DhdiFuqiBPWqgg9kgGf6D5qhCbzrpeUvNaAEIyoHvUAkxpJ5rpR0TKqjx7Db5hSENgCzYcFUHjNrnPhrrp/isofI7Io+/aQ88ve+vf0EK15GnnbdyJKnE6edSiqeOqbMdEFz7jRFRAncqFttfR+YUKIvAx8p/5ysjyfSIX7dgS6zg68JaBB+u0QM/ZZ77eWV6+MiPSe6n3oFsedIuAZGqOeeSwZyM4LNRk6IsuDFLCKURRi4vnOhYocJVJN9WFyA+RugwpSFjXnS/Sovh4TqQp2YY++b0K6D3NObhxTeggVCscNWzbW1nFsPJ9NLHmk8osicibkV88PJLz4bN+SdjwlPFO6rtTSyIsQYNsvITrBogNXXAJO0rSIlWHVnksgaGGloOqt025zGE88WjLxWqtLJzl4NaIjV+7G47cDZr2kXoMoU3HnbP1lYpT+yDEwLsmlhraAzVu6hH6QcH7qOlzawA9gzCkXiM78dWbwlOSeF+nxbdhLOBE0L3TQJYucbXsTGg2YAekgXbgzlJ+ZUolgojU5TODS8YkXtDcAJyhGnAH5Bai853VO+aJXv/puP+IltjYFjPjbiDBSPa1lLGf7htcdlAEjQRuXY3Z6JiFD5lN3+pAW4SLVQ9S2AsgViCwakKAKSllFBsIA7Qsb8PfZOWaq0P2mKEX+Sa/QrlydoCc8FNW40LCCS61HQfip3m4z2o+2LcwUcN1UTjJEGW51xJKkgOX2CwsMqe3yS3Jfpr8xTPdvZR/NxAilnLGec/him+hw/AvEPLwi1mrxA2FehUZY/xHY0/luvckv7ehzstHC+36NFmFGlxjSVphc8xjCYXVvCGEGaynCjBKRuKTDXwSLYLmLuUJICpjaXRFWTVVC88bzsP2AEAHJTSHdZGmIKqnmQsHakFAMr+zmjd7HcCq0MtGGLYY4oWXTZZN3gxtDgk2pWv8q2gBE5s5CmpsK85zc6x6+E6uVA+3+VLTAhYIFU59qTXQwAzKAUYVyMP9C1yR+WtKTEx+ybABGIx0M6kRVg7VjNxj1uDNjGyxiIBjoEAK0mtCmHbmHyYovUvQU9EwdhhUJ33JQZRoplSCQfLAA5OEIe+f2DnpxNU63PFUp8r6sRFRv4EKsikpPCyuo0xfaLt2PyIuBliditqN2D/WnyIUy1GjYs6Ml03QkkqwaZbx13Jvba8C/dUskcRb+jyM4JaSO2JF+G8C8s4xH2HmVMhD5T85L00lciXPwFtqb/hg+n+W9cCoSuc3AwnxgPd9r8782u+YF5V11K+pvHJm0aNfYZTog3CP2ZoYtL5Jlk9PSjhLd9MernxCjB7xFm3HGD8O6YKFeGVcJ6R5pBtOeWP/fdW+SHqbvtp80DzSvXejXb2ZXMyWCD+5mGgzEgumTEDXLFiZdDXyV6T2G7llGnRhs7zjJAQkFGI37RZHb7E7JO2OViWFDfOuM5lkIKb4VXqYpLMxT8dS5UakigRzchaSp4u+ZizynsyENJkBRgVFWf1GGydN+P3pBpZiV2ozc8Dazhea0xDhZNtO8fFMY5EAqYQoX8QOkb5DxRiXqUWGab9Cp5R3ldCvUe98m9NN/0HoEdeMv548JPfxM56DkmWRz+bktgPPsDMuUvjGFV6Hwl1BZOavWYEm59cacPYo3YPZobugk6YLOIvUh+dcLRiyqKayG77lOrApqHA036VJSAydZLnclevK30ckmQRF6JPM9W3KbLXWWCUOMxm1UxCnJTQTiRdHnCrQgBLlzFYFjMVM9peXH37EOLoolmE4vHeq8B4fIQbkpoA83jffmmr2d+Uspx1Ff0s07tgwJzjMN0aMWV0LsWTFT2QvbtOXlIAjoOE+hyaLJh3+6WTxH44MsXxSub0JwVccqdzI0JjUps2UOFBjHeUM4OMLVMuEmOxhgSl1NTGCkZ7mAaJBNPcCLfaAoHV9AoOWlzLXdslhMTA55PqgDOOrE+sSLOCIQp9PwfUzlTFFVZcdzTxQP8g5q/cLLeEfG+EkyR4G6FhpNP37Ngo0vR2rIoX+Mqkc79gTTwzf5rEF4LyGipBHH+rpX2ySoG2YESmJtY2EwkUnNWYYZnUUgbN3k9pxFz0rHnGqzlMejhwkIzr8VnaD1OTbzsqyT0p5yk+F4KL+ZrQYnHglgJc/em4jgdTDxHsyGs8xIcjQBRxQ3crYudF6NY5lvYez7YTxOaHxk4JdZpgt826yMGSTPrHSwD2FHTbFZGcKvITzj7Wb2uGsPXQcj/jtnBW94eXtJ5GBXqHQ9v3pDzlqnSy9x3t5Gh9Ex5r62FrZZBsHMcApDZNFNMhADwMrnL2DvvA52AmP/WDEf29+XSykACJYhW00aC2BJaOnjfn4GKTeDT9iBF4intq+iFHaAXoNicqqXLFykuoz4pzibibNSNChl39HBHfc7eysgNhEGWRRliUIP4nkVQkaZcJmoswHV2FwpSx+izUju9nbQ+TpDSxB0YEA0MTJbBNSkvdcSBUeWLkvPJGeo7T9UL0pwB+33jprvT23RolYLdFiv4H35OD7rrDBFeTjCK5UC7ddlotqsWwV1JtMJ614o30JWjGIghVFkjqiTc0apHshv7KQ7T08ipUoLyJKe+Syz6iikBu6S814LAn+06jzIfNGw9kyd5NIOSlIIqSlTDOzlA2+bIZ8aU7KdbKxR727vq8qDlhEYUEAtifs2vtnyNA/QxQqDpxOh0aUcW2OLCMI8N3lymNanMg2JVNdxrsF4BVsOpmHw2F/Kb3ZW7Ucy69kzlbVQBLiYMr7lwqfjC1M9hPNyN7RO7b/+wMK+KuU3/AgJtokggzYRakXP6t7U9m/muwJUK0ZyXyyqR5Eic40gb9PhnTEuB/eWc5q7yubSIfWHIIrqpZrdWXhW/BDKkGZQlhSvcrLamakPocarHTESaG2njqHdYZoNIspNstf4VdV0gbjLl10mJpmpwFVvEa+6DqF5IEgV90dcTUt+CJ06y2fiDAs4u6/7FSXkLsvXv9P+Owubmt3+UyApPw+jGzFlT62ww94HtRDiFnzneHuAQH1UfRAg4fT2KN8J3on1Yq5rY7VXlNi2AhqjWfGo1M/dwMsBKAkvwsRvpxllXf1Bguh1pUmnkl20qOnynI3q9ywxq12/hAXMzjM3CnQXN3iMsb6OzmIWY+fp8fw+/h8DeuL+icDTH/L+nye1tv2wmY+NzGDcaP+KcVyCkOY6uzxI3zkH1APThQmOfJ9592YO28cZv1z7SadAivIDxw8zJaPUfAINyFCQ231B4xz9Y4ndBY50sEDzOn0+BeDNGzyIQqTbKPU3FjMA9tfqEz5uqI58/et6Amw2qERsWptUbg5T4UoG4HTLt8eS3mrr1jmGNUif1oz6wIV7j9RN9zzyXzuJAqmBTC5NWR2a5ZoS4W2VZnlVKk10rMQB6Hi7B23xEkY6E8OfLxQdJkrL5XiQjdH6zZeR4g9r8qewunhJRCZE7ipWPDB462GaPjSrHLtkfCuJu9j31UALq9vgJk/xsPZ6snK9/SBY4qZzqpQ/8/gpWXTkF0KOk5LtRHm8C4OgYjnDJhSdBrCouG56hBt3S5btJlm7CcT6xwhqtKjUojwPz/6DmratWwWzSUmarglU5BapGO454ymveKsA03cNnuR3VQQliyjtLRmN0hXn5xDmg42FXVgTazF2tQsvdG2Ycl3W742Y/xPNlwAxGsJIsfRzRg5PMMA2wU3aHEvToQXVAkG0ef6K2BHcC3OiCOIRPg1emkYrBKGHq72UcEbB3Sa9pG2Wn3XdQPN6CAF9fEen973wlbOXKicchI20yFmUJdnVSoAVIfhscqND5pcdTK+6sRjpxfJQwoTLHm8BUCQYl6tr3ZmG1c17nPF+hqgSD2NO2U6Xip2PJSlJeywxxW/bopw5AfHxW0fdK2w6Iyo6yzALcUoAY7CT/bpGDjndVKeVb3Z/mtzG7g1iA2TnupDFf1gTqhm8DSMqqhKJsKI8UwdUyHuJJyL2B++uDmNfrLDgpXeyVMBFQl9+00F94uDDw/nLo0oVqd0QVI9O/blNYPyRHsWEVj7C7BbvXj7qzZ6GLSEATdhPmUtUqxaCCquchrzZbkCC2jFPty4zt0/QNz/Hx/EguIO3AvJoT2hvdoFG6pl+oanKektNc0D/qBSZ9b3yJ1E+JhDfYlJA970ZyEv81Bv4YInD8jkMCYoWSXeGW9bLUY+jAaDzo3un75DWJMmzE6sbn8cLpGrRGIkaJYOzIMGkbOdBIy800cJnuqZEeErOvKSsEdKrNkgkA+5WbrQs3mRXoCpLtGvMQrxtpNJHBymnDWJ4VNQ9cLF7I3tI12ocmgtdr0B0cA3JWUgifvmWwUtXgc59ANXZ6g/eaLicGIrpBwd96VxRES50tx1P9KmRckRKogGo1FI1KAHE0C+KtidZn5UMak/KIiYA3jxM7eVDcN+J+3CHe0wD37+WxllktXdDnGIF4wTNTfvlNgwkli2OC8zXqDopMwYJGnW6WHA6lyQjQCm1TpCHuJTQ7m8smDMK7p9h6uCx10DgtVi/pWWe/4MVB2BJokiFytD8kkoLJ1rzlQLOpN4JiRObxjs/zAnlZ0fyqdrDAjrcaLcvXC6jK9G6iZwgwF8XLzqTvX2n4T85PMMhKgWEMdNwC9ZyPrTx4bNrBfyyS20G3TkpRNwhM8cbw9hmh+895yZYvxxdOsW1PKPqY4Yte9XRpzbYREp8RlsXD9u1KuzyyidImdv7vQfafFU6kvRoW938NzrmIoa0v5Skonlqj3N9gQKhlDGfp90tKnMe+zdR2FehPKDKAGU8r6pbRrfSxjSKLEu2wc2kcqaWyApSzDNO5LpMjQzZ1yalDmAQjCn5cd8fbY7Sm4zbMubPPGw/cU90pfSVXMEjQc3wnlZdIF2tWwJrkY7gRAfUR7xmI3Y5n4rvV52XvgsXSsIVD45JbTz6H7qMKFBIaef9taddmIGkJXOHaezX9Dgkm+SFtMvSH6vYsdTrOqoKneO7yaurWbIQNzSus8L8XHmB8eU4IwPlmi/7/7pfVAg6f90mY7n5dQY0bbaLREW6lPgFXpRGambUpnMbGE4rtHnt6Ip4e+l7XehogYxbBONfMSEpLCPcr9g29LOvMZDS58Zq6kg7gEefZieydt9G0NgwwtEZ5iD6Lhx5nj4qojZ76q3jQP6vsTElZjGOySm0GhxRCfmJoL9g5dyPrLK0aZXBO9l4h0kIZClzXwVpx9CFIlhaCcKsoSsHCfrX0x3bml6enRbLEslKFPBQJqvJRFne13xOmJ1HlaDdxToN6Izr6XbHM8rGKu5djt0DrXa7uBFjz3h0ScxzKmpbqJ1rMfyeL9Xe74kaknsmwV8PrOemNXvxAs90PUxTVkTQxDTAtfFwl6vozaj70CkchpovwkM0vX+TH+yWYGYnKwnZfsb3kUNzPGLXCjdthqVDbstCDqudg4muxndU6656Kb+0OrZj86V4QDhk5TCn4G4ErNan6mWr4r5tNxnUrjPig4ePoAwQ1TjMIqg+RJKhNBou+7k0a3rXjlbPlcPar2gkuiWfzAq9/zr8FNOPnZvbihY5r/0AJNa08ltgbvThKOTHuSlJnQnJnWpVzXnP+t2TFEbpEKKSTXQygl75bgp4EBaD+Ix2JicAVnXeefsViceIzTmiO+XGbdjmMToGj7o+7arqI2ncSR/ReysTuTL884RvWAwf7d4mkBMMKq0cwLU+zlFOlwr9BVtig961fP1WQD9g31AxKDKA5xcckGjl68QMBpBgnieazpJ4y6jfgKQewnolFF8f9uD5kxpLAn07SrnHozytcknRc3KnebT6IeV40Z4cbn+qAClc/qZGGsARgnzNvGpZS9m03RGJVEMrKX9cL36xywVKOitlqLuvM0+LTJuxzXkypm8fyiEFNwHGgvuZGpHf6VefX4tSMQohoL6UTSvEf5gPO4ncz1FY/D9+LXLkoG1UBxYZPmyd1/THhgDjRKM2R/1MsxVShX//ySFy7RO7WiMXr2Lpw74BmGCfhxmY38NRD5cMsaNFSQXTIqPx6AklgoY8IARSfHUxH0TZ+fu309cpCIXVr3R7BQkAP1xj7Sh1VKw7yqginxQLc2epGC1l6gMRXTKwHJXOL/sycxx5hLRZnY6Mnhfxnc5Uu8vePTGrYgbOqd+u9Y0wYRK90bCxgyWmQySck6z8jWlWNySORhS1y1Lyv4fSoA+TFGoZY8UhrKsXtP99yQbZBsDwcMZQKBGhc2R+QkNIoVDSqec747gwS6HFqqqR6xePhNRrfTBMGQFeTBifD8SUxR4xJsLgfJ1kKynbzG38+ipTEDEiPVR6OsLa80rKFL+VIIA+7Uqjn0BIE9/iP5H9s5P+HshzUXeqf4LIZ7M4W3dGbsrmfdy6Loev+aWoYfURyiTcGj+G/NDVPEgounjHaOixskU6AdEQXPHjMV8GOdSLE+CHxfLefBqDj4S72ekpdmU+vz0Jm8faQuiN59W3QGpMvhM/hAZKgGVSFsmvO11zn5UEHnVT8tU/K3RobUTzyzLQvq4ERPaMEMxOQcJoJVfvqUjv1KPlxb3um30RGwuJwv4KKTg6PDZSjtfiVO8ULZ0982wlsRu/Jr7Jn7PncabfwD6u4gh53iVS9dlr7LuAt0LNHQuqAJ1Fy6zVIANGH0OHBf4fxh2zKeDMMhyxcIG0CgfqqfBqPs0ZYSJw0TDD8Ts6+/g3Mwco8deLtlEnAOal9q3m6p/GX0p8SDdCjJorXt/fVtXZl+Cy+DiiLWJzJnRLGNg6RCVOCLwPgGG6zBzYWyjbGdxvaiEnhyAc3ZASVvDy5eO+Ysjhg8WiOy1IOInBczHN4TGz8v+BADuo4HNXdcALUX6uN9ftiaec0X94QGc4f1K1E5wpmn4131Ni1Pb9L44bNnbXvgnYTG8ob8D3gQ08sLtzq28w72wfGAKEoWA7t0l49fZhgNYuD59AfGBtDxa1G9OEPW3ASiEWY95qkEbPsBITk2VR0YwGcGMtiv4Z42z5HleVW5y9xwx8Chv/aYC7oRNM/izZr4a6uSMBi1pmdJglqOCg+goexctJ9UTRTLBfal3cJodBieynInJTiqrpDMVBdtZ355ESwIo7VtJcKE4hESQ76YjFAswdXQ/XL/2wD+GN4xmjjOXHg+Hbv4SwGHic8mD1UAtL3DY7sqv40BeOLGN+G9lwPLD+Nwz3VMZ7yjRi5oVMxsDCwChmkNN3S3997XvcToer1yrZXdGne82UgjSeY22cpxUo58rkhZMcTjtU99Q9pHIn+y0CO2eEVVGw6w7Lc+/9X+6/dAan4J7gQhc/c3uFui6ARpvlyR95T/Wc59FOwK+vi99oY7yfF1av3zcx//eFWn2IjCiY7XBTVjGk0vhyxT3NPc1ZykikEgdHMk3O/+Uode3k9bImguuzer/rRAO/MlQDuHl7EwGsugQVNMarPYfh4sSrtWePjgpIvHW2JHTbkEA+w7kzRhpq6mqBKSUZyKzRQEtiqd20WTrPWDNgVYA9hfJIxUG4TLq+OoLpFMt/pz/2L8rRvLJGNsLn8dpev8i58tC4D/AsVjGnkLiTEw+M0MzYRXn6Bttg3G+OjrAOaWOZ7F1YsLdzP7PT5fEKvb9K9tmhohA5SL/MJ6o/QIee1luY7eSqKHKy9juyWYJH9llOtZEWLZNITuTeFISTO+oaVtnCj7x8dl8XLq/LPHsWZQkzFPMGc3XtbN90GkLW2HRc89GejIXp6jwfatOds+CaGveuGkDxZ5oRAB7lbxg/+o2urlI2zrGtWAbwSYFbFFmM/5zfJfK+mXIJE6LlpN5QnqAG0I7Rhzc2p7dogjPBiyl1pB20NlgBOyupPcYR7B5i82Gggdt7FaS2sa1PhtmVNgbBEnwdRFzpKRTHpPKmqFKl9h8ICEVS3aTSJucyQAGnG5FzD1WJ6aDGScX8sDqbEavUt1nxFho3BvSCjqKqjPwRgugOQf74wH+G/SAecc2f9V+qYzxliXxDXRZ1IAGmqXqPRWClsRO8mirsLI1fBvApiuyKvK/qrN+L71ShyRn+mWpDOMi2E7moogjcy9unKrFfZiaf2E4qcgbQ9wjrEPSep7XXgP4Pw5URlw8wqKdvA0jwG4FP+PzCq+ukoJ86JJ3vWvOvn0YfPhS9YbEVDEmt9hkmRkYnZ4FTjt80AAkXz7gaNQkV7Ds2XY4uek8GxShYJzobU7yGDxllN1EINmLSbn9yhZ4lgxf4YVVLbg4uAiRq7wDbeNXUt1+7ogvJ8KlpvTwAhisy+82RLdI0NGHwyjR7JNLajJQAmt9zuoqYVhUD0wGV5jcyT/j92wTrdx0YP6/rt8CV7cVcXOOyQITzT7/CRgBnQEGCMd+5rFWb5YSUSE/heTJd/MuG4ZRFHyxExu0zyvFJ2zRU1rEqQzSlRvJYQvrRYAOGbpQf0EvVUGZJzVyh8SUgxcRJeHsPt2rUAFGOCkZAkuXBj6JzefYSJAYA9rosz4GcW4x8F1armQGvFn+/ODqregV2AjKWqdAm1kyCcqT6SkiatJjVnYwGt37MYfiY7Uhbb4Qcx2kZoBrRbZdmnigHNEd7haJd/SNM03MpVBYCn0knp+/jJfA5rrANwrp1KvF/j+dKk0Hcbe/lRHjb5QtQLnv5rE0lnBvC1yahrj5gs8zw2oUfG70JeTpOuoLlPdTdqccDWKPWMKM7Uz9pWTLyg7fgxGvNuCbFh4BHN83DOZJt2LeQhCnfoSeEy4zTzgwuv2IE+rrwUYHgetyvjfjhw9+zQ+akd7UFLTxV/zppXjWcB8JLWM0GCeHVgcxVegL72MYQydlizrd60E9i4hHGzGq5Rj3Ja7fGBUgMJOoAmTmvO5r/GcVzOeQDUp6GkgiV87JH6PkqmFdY6K7BdP5aJ5eAR/RFm5DyFMSfZ22g1ZkNJVpr5NQTldXh2oDOyS3X5U9Lyvgc57d/PLv8nD1aGom9voN+UTX/dBoCF8VrzpA7/5+qd3NTjySbdgp2Ke1KrnWdw3ILULsvC7TKluwJY3NPRDxkSiY8jdnwC4B8RPvERS8VwBwTpoQbqIpA1xK4cCDLfHFBQXSMs1/sgSkhiQVv0W7j/tg6j2+US94AGZTvbdR6hfPZJcxiqHsCuHMWKoHUE+HTRs7bLstX5hz2EIVY5VVxbHsGLOEUKa41JONvcFmhFWsEsf5azcs00T/jghFrilHrUjI2QsyrU6lqDzhmV/UhPt7zIbQi8huvP6+IXy8Xqc8X8oju/bP982/EvyGfJ2xkPeFzoPlybHRSyDUMGD+SDTAfbUETo2rY7qVztFiHDSvUDgYDEe3uI7rY7+8JXTk6nZKf6LWegYTzmY+XZbO+GIXUFcMtQBlJ/QvSBrFx3nALrLB7VU320wnJN9VOHbTIczZQ0xF1FsCFdJ4WAGbHTf4RdMb4xJzVvHsMYmKaAcB4qtWSLyd3ue1Tj5VgDEEpujhsK/8DSU5koUtnHV20i7EEt4E8eT7Z+LYRBTOIGygWHWoAk9rIww1xgSFPkSA5yyNa+FRn4llJG8OI9Q4aA6thBnm+A+zWZdqLVPCJzlVaQcahPE9qhEGowIqKIlFBmxkP5LmQFr4q2vUOt9uAIFj1yR0pIRQHqUmRFrQZ/j2Y2Vrm6wakY+rKB4M4/3NbNRb3UWa+crFiLAaGvzAtudh5Illa+wh9ay4tP8OoHU7qWQNVLNeDrEigTToqyJZXsXqLPOYFFcQF2l/Fq++DaP493JrZTF+vQ/I1z1PMDTr0dM+qa6w+aYkeLnRUcKV52MEUqqz3O7bqdorhDuZ0ASOQJgS7YyM95pNSDmR4k9Am2SFmwzjFcfN7atJd3T1qCmVKQcWPamwn8J1Kn6oTxuepE38GlGhWKQKWPYtoxkIqj76IHwZOeVVZTq4oH6aToBtCpEBcRqxnILhU9iy0NI/dJQFPGP3Orc9Ym+Gv5Jhx51oI8ztpTDNwOKwEQz7IxJE1rDaBk/aTHeI6Q6x5nZRyxXsVkRd1EBqCmZiMS2ZboMKgnffGhg/5SsdlffCAPhKVfx4lH/BW0nxlpIPFn+/VQXvEbYqkGdOVn2QbvI+f/UINBbGTjDrPJ0WhAOTFlIvno7EIZF+UNKF0hd9vpdVJh6pjDrolYWv8eD6uGSjSRdVl0XY2IA6aeS2G8r6+j608jasFrziQp8Ym3MIkmojQf5xsIrIgBp8UkQcu0pQvlbsWTlEDSMOEa1E5Hwc+5CPiuc/uk4ttEi2vx+feyANfBv8zfIjRmFZfvlRcGRKBwUtX8LGclw7SWxUvt4ke9fJE2SgBHYBPSTltgeMIxIfyqXeONvEg8menZHCe87d6laq8o4Sy/1373NC+95bI3MVQHEBvVw051L+l3FVco0sVizp72heh9/nEqwUpFH/Ykk2WXEws6voYSBlSuxM/oOtw6vg4Ij4xH+HGULdldpPGX48SBN6npp9UVTPPuOzDEcUiWXD/ESg9n3VjhQZk0ehuG7hCEIsrkoPxEdWTc3lhfQiMMgReVrgV6sTS323YlRKJPpXlUGAW7TFQDsDwFNLMlN2b+Ivx7KqIGSETi65u5HNfwfM/pZsBqKusgsbGg972blptWq1s8YNINEBHeOTKDzIFXDVbZYShwwKB6xl+6NTaJ5VSoEC6nG9oHhQDfiPbfuzjcXw7sTnEYqWN767PEiYCvn+F4pMHijli/vWelrg+RD3wu63Ev1DWwNjtifuzO9o9p2OfsMfeS1ovmPSH4Ekbm233E5tKd5NpJQ5na6XcBCG5+QBSg8nA272mNmAF3cVV67IDYCqtwcseqxLc96ZkW/r/M3oPmwMbeBlxRsllE4PwEKw7RDVo7MLQLnME/Ww/zo0sM4IKx7yt2JwjG6IlO8OFpMe7wkPPy1bULwMy8vpwJNKUHIQ8w/OVyIvJ/h5pxgv0CGOnSwRcd+RS+9bjHM7B+3qQiA/1b+5dR9JIcDHHgO2S4YIQoc2eyW752vYdLGj3alh6qyRA9/oAzbQwLtJVifTZ90AzBXRPAdL2u9fp10goRkXyW4HYQKL/R5OlvN6FckHDJnRO0FtX0O7m5kL9LQdAwSJYIP18m/nWH0HoFX3zp1wjHxnmFup8OEXsw+H+BESzmLcC8xH9psgirpuwNzYRzHnRa0GgZnOJ65Y/Nzpo4oyIsbyaWzJdLCmJOTZEo5L9P41ftalvP1jC3zjHZSdPuct5983CUDFQB/uOBEox1sO8rCbp2ZUSlkmDo+16kKT/EFwoubzHB6YBBGK5pKmIkqDXugl+TG8qlKG+GmrkABQhYCFm5LkaO87gO0i6L+r6vhmrwwK+Ug1aPkqIHaHrNPISGMe82FzDgyeKBCZ+pcKsbXXhAZssA4m5n8JF5+f6zFLYJEm+we/8qfhbCP4MtsllySnw+Pp0nwHLjCUHckuQlGui4XiWvgFi9K+Z4Uqlsri80JjUwI4gVEuYXuaHUuZFxW8tJa8Qfjz1gJzdWtBvsPaPUjEdaMSJPQXfj9Am+ko4ZsFqoFyN3PjA5KJdSbt7SzFAiIHqj4a+W30HfO7YldOfZxthUf1TObcnw/W2/bSYX/qLbjNXrr5aaLvYVhoby187+1Qh3W5qgYLMNQkSrK6dkWMzYhZ5J3YbEGppQmtGkVzt9XKmYOeczwkY7EM2B/xnSdiDzjd577pP0FXniNxuVOvZdUwdysSDc9dn7ITuKO1AM3PLToIzyNrKuKdtWpOopteDnF9EO1JATP4ZDBOLz2huGM6r9BPM2DX84cC3OTaskYtOCKt78ACbytwIsgxH0OsoZfrqMUPG0cAOJYiDS6Cf8jd6dcx3lsRd9yHIwTUpcNDUI6Y4DhzHeG3t47e6KdZgeCwMJm5qTWz4clJMHIQdsVWbOYLT7pzP2xkvU/8ZkOim72oHEYa6wQ1XNCR7zyTfuvIJjCnCGWS1+yJpFLUJFiEsuE4qVkDRPS+UTMTeUBoN1wlChSp+UNhjKL+5Rblrby/le3FDxm2dWuwhYPo7VxyK7+OBaQxl9cXO/NXaciWAc+sQ12H8xUWCRl6eeoeClpevUuGbBLcMsFwUHllH87CKjcr7njD/CjwXCQFeJScT5r/matJf8JBNvZ6WgUB2VnB9I222BAntzMG4Pn9WjMChICRSedNB728jGxTf0B+3URAelfpI9iB+LFTJaiDq5sN44xcQQBMlP8rY2beiXyISBnRBuMdI8CuLmMJMK6IFdi5zOmZgtFeLwwCzWX6Fxzkh8bXYf44LEHitOIdq+C8RN+nCpxkgM5vdRJRzAIqIxbjSJNGlHnEfh6YPXCJ6QmFKqqIFdkw1kWPnhyAaV6i3MyfqdCjGhj3ONXTGmU2+ZIbA3v+sgGCyi2DIhb/jZ5tOMcsanxLMSQqu63z+1N4VtZZKgH0pBFIJDCn3AYC9OGRL/cGw+DHxIMeKDdiYJFvSZMLVnn6SW5y3+YfpLVcro/YZ8coP1XXSHhTbtRgAnlFYTxrMPnN+Jnv85gcO0K4Xk1rUgApWRncSUqZQryLMTEbXDRy0yVQXrUm7QnuwJ4i++r14lT6QqyUsiAVv0t2Y2s/GABn1V24YFS6XH8vsbskhrnwUE/2BGhDSKKmEZ3WgNb55ZuJuIV9n1BElupS8KNNqrujuBnPb91pKQjP9aALskfaIk7MQQEOlP3BJy0eDYU/jcWY6GiXugHlA4engQp/x8sEVIlwPgdui/LAK2aoXtN9fWKJVmVqYKN3iIswUupQD4WgOYB+diUCdmpOSl80WtdI1U7cAaquXCIheng9cOCocTQvJjdG9YI/8zkk5n0r9jSqs6XhpA10VLx17/b+GVOYI/MmwX1/FBGpNpKh6UpVwI2RtWe0XIaIkdirK6tB5SX5I3bUJmsClBgmqP7uS0OHtmPQev0N1VkHpJ+uS+0j2uEaNtW/MawYwsjIHDDga3fSOLxkA4PwhFjOIwRuLuZ/mL3BZG8ogiF/SAX5yoARn8uc/Z6lRaBXhHZRMfS2bZm3feZGUy5eWXRrNe3CEZtgcEUpJaG5m9WBTGZNoX+ShOLbeTMp/vitqOxniIo5mnjOU/cC/441Sw6DgEJMeRWiHGqK0uhlinc5sP7R36mGQ4uGngCjIwm22OukeMcPJ7nDHy3wrN+5bGbehlealu4R+Ifb0EkdKhDTGxwpfeCzbKgKF7qacpVQVS4EFewf+oxdndn/5w9mwFXyTsdquRB9LKRtpZTYw+1u8m27zAFD//aAnRNMsGHhLMY5XKq6T/+mjotaKWDAUUJd/7/5bwX1h/YvgoHYMVNrZBOIL3hPAQf89Al3QmB+0azoeQLCB1I1A14gtZQAsqPoJj69b0mJyq3FYqjRO2A9QZfmPZtfBIDo8V+x7OmNTX1ctZCp2sTHsqqIcK9Y1+A/pPaKpk+S1fI5TDTQ+oqt+P0f8MtwJAoT0SYGPjbp/MBnxQUH+cvgnNNbk6XxDdzCP2e6LCZYLdOlmRn6U8rFu+/YM4FUu3Dp3Mzm0fI+Ieyz8YqWuKJxNdaTkBG9ObKiqfZxGY3Jzb6mV2TQreti5tS5U9oZzVNMg0ci8gg+tm+zpgdI0pkJk/JSyh9SXo3G2FNzivLq0+0mpL4m5Q4+n5kEy0pIRKPoOQE10AschHdQgG6PPqRw70NvhN8VY2s5jqcVGdmYhP0F/WeTm0JLv5OVvbRCkK6ZjoHbfKDV20hPmWQlkfiR9C0/H7QBgssFW5xFzspke+XCodUgGfsrtEu9Wv6WnE+DJoU/aZ4czidLfKPqitXbVdDxONZGSAUUPiwz8VRlrzCIgl1JeiVn8kybfINwgbGrw9QKgwdm6hpSatTv29OvgbojoyxrEnqvOnKwJxppApJAg8f4/XJJSco5vMhHAUtpyneaEV1R92/wizq0d5KaIP4h8m+rWPew+08DgA+bSMVaKFAmCg+R8UM24Wk7kmzG/d3EMaPwe0MJ+hZJt2D05sBHqypsg00TpxEltn9kQZYCz3D0gVIBZt34AS4jqqnRZXOKnJecmn1Trr/uD6W79mccNYJ2QQMC9gjww4DXP2VBpe8/nlv+v8K/Eenr5Zs/wWEWR0i/JRp679Ih53qQkTVEx3MGxJmiPsnyFAv9MFAQ4FSJO9giOvlTuJ3RktUG2ABLM/fjQvXRULusv+W8+/Jgph+dpjsbPgRzPYz7WzrttRBkXtWYLRNK+WYXW+gAzp6ZUYKvaFbeu6zA+9bRVZcTAUo3TF01Mel+9erWwcB2bc7QhfCXxZpIQojKOcTYgKLWZnQZSmopVKmzyiKrEJjRIVyjihQc3ZILEBis1U1MLYWxeytUo3Dm0zwHCZbNL3BN4c3Vet1aiJ4hTUfzhRkBDdkHj2Biei4UfNag6MpjeaIUSSe+mZEhtTw+jrha1Rbx/Rk7Cfp1jMkJoqantsbwRJ4vyrH4zq5YS1lGaOF3B4Bkb7jldu2psvrbk7jSTdBx748HW7G+5e3HWbM3mie0vHiWzxMCJkInsgtayYL+nLAckWPgcwDySjjOffWsP38aTDdL+NuCM6+iDrfvWOdY8bzWSfVzxsZcZWmMdoY9ooroK+Mfyc3kHkZb8AhSznjj9ciDc9mfE6B2quDIBV0k960+ytfNS2x9PtSQXMSaTNXijh3Nk/GKa2cAECVjvphwQ82+0dNwvzOpDV99CPors2pBqMjxmxDA6tVGKz8v0KJDhg0iadb3LkwJzkQoxsQcOLWYKb4uFu3r0SqRiqmoPAVYayeZgJJ/5c6juHrK6P67VbQaz7p5BfmsCJkk8U7yz5VbNuKSbifYP29gyIiXdwOj2ONJSMvEbbylrAtDJiqCN++G1UFaPCjYPDSiUgm15oHpfd+ALoI3ujcpGh2VrR/Wi8Vds90ag4WoIyBQfw2/BQbHtevQfbWNtWxvqGnIjAKR57noKkVPfNbrKuNw+pYJkwdD2dkopTKsvns8La/fkpU1b3A1F0ZSCJcma2+ujW7f9ElRMTxgiaH3SWhbQY2Vp/G3Zp4w2UAQxI0HW0ULoTZx7s4WOvt/yIMsli/QhjVW2uVJDl3jf/FrGjt9bWbKqQnCs6ER+dnfzhKYPEKoIqcj1dMZk2up1r4/rvGc2oVL+kk0NBqS19M6vPSqn3/VS5xt/7z/KcvkWvP6ALE8pls/H5kdClsZMALYXm/kYU3rco2BU4IeWYyfR6sRfQRrsqxOAm0kLhfcZxfl3qwZKFu9lWBESNaaEbCwYXBEFYjt3zFBAz2+aS1smDSScAEGFJERSRgAm5Xyokn8zdxyHogQInTp9ySzrgaLwz6P0Fv7CZNmcW7Cc4A9mseh3hYw7o9DQxMKINazZN5c8pzWjXBksH/YbqUtz5sZ/raKTcSBVeTL26vsaCTkUsSCDeSS36bwGVF8ZGemTBMeLhnvh8FLR9x9RBvdHZ9A658GoG8j2PDktjmFN2VxadxL3i1Hpbk1NPtvFy4+lqv8dwyxK+EWdvIf1xZUhCreJpG2hnieVPCC3klP6O87MS/UsINFnMh/fGc5ackC3WFV3wnQdwFBSeuBSvsgc3ubfU6DSrKN2IltMxVSs9H/Qvgvllv73ztw/k6FCIUKvz8DVX4crrh+mUkBkfMX6jqWICUAZzRntlcP6iGoUT5+MnFNKOy4cGS6btzOetiCS4ikPtS0P983y8M2lVg1xRpH1XLdJlzizx+oOL4+IOe69B9CKqwUzX0d4ah3IC4wNZK+XA5vsBZu/AcdE93tdnKTVrALp6guQ79xvmHrssxvZNt9FWm7YkJyQPrFFaICmbHMe6yylFSvaw+/gJO8DWwMaQxVlE/6v4S5YQ7gIXNUTGO4RtPRHfTaRiLsN/lowBjsv+swy9HPJSmz8aftdWoFpYn+Xbze4NgWBDgJcVyiapZhIMePmyUfaQBcxIIp2K9gghFUAjSuSoNmx8meP9sIR2dibGrWeAU12qEG4RZFoS2UJBNEwQv/1Iz4vbrZz7elICvsvmUJgIG8dssRnO+3Jye7i+1wUSrrd9e9WtsVE9ZZoS096JtlY6+RIhChksXbv3tMmqhn6+mFnwtuMNX/1a8fn92IUJR6XbEbk8gGjfpN8ymA13jgx3K/8xi7nc1q8G1Abo55ynqduos3WXLOD3nJEwL+KDmyleQLptbryrlGesBM48Ra7T7FE8i+mwawv3gkjbLu4lZdXn44Yq+1jJdxFLeSzMD3PX922pIQcyo9+Bg4bDG+3rvQ5ozmTC3+VwC7+F81d8HuAnAd7iW8Qy3ezScZxKJeTVV6gCwwi9F6w6b25/Kg32r0MMqH32hxN/cBuufyMB51o2ytNKtNcDVzslkV3JXldzs8lTx5MxH5/lVCJO2HFLxTL8SFHBXgrvfqVjAVYK/Yh+nzX4YT+iKHSCRXkRpk6sLu9zkM+9e4qN22upzO7WMcRciMx+5hehyZevt4QQG1YOeMuWF1bZG35vuXAFsGm79wc+g79yU6RCnvYCREgbwu78vLz5/IQhXsfsri3Q/rqXLxVauIX/zww1K3kqkU3WDg8EoPRSGrVgFajnlKY66xIr6GsFjDZEe4i4QyHU4OaWkuGHjto+uc/ywgjnZ5xpbXEhCaSdP5uufBliGJmA1zXShd2cEpvhHslPWG6ibov5Ke0y7Fi5phjF7dCtpjiMdAjsLyHGS5Nz/v7bu7JjIMVJlWduqqzbKTeQ9SnacE49GoyJWS0AHmzeF0ie5R/nqeAjAtEfeSXlEjs7C53niJwqmJymsqzZHbFf4xrA/o/MnwCvQDGjcgL4HX0xDKM6s0Caho92RWzEyCdgpEzXnF1qMMn5u5128SCW0alAoD49PjaYzBKMcawtl5f939wiGdsYVm9zK3HF8hzvnRq6Ily1AbxqNI3ftVFjmHn2p82ejfmb6OyP9lDTYvgFv3c+bTWndxzF40rKou4CmXr0q0j9KkGvOz6u3Q4b+yNEbSudkSiKVO/4m4YSlMYvBoWtnZ0MmYOZKkkUz5CBJs207Y8DFVHVkcvvoQzNr6mUxVxfclwAvkLd9Zl0515Y0GLuWtm1Avj9XYEdNWu1ofL3UuvVlyLy5O7/bf5uzQew9djdnpIehPft2WtnvskpyU+edBmgiPGa72dsCJAjiM/QEpXS5K4yVtQkw3etvUVXxESwjaV0Tl5Qfs6jh1oUoSSu+P1cYfjdmLc4bO3EsVQHNx7k6TUlLlQIAtNpDJiKw4JKiEipTWm9XcLpMV4xBcYTbrmfqhXGyVX3Y9BlqC8mmSmbQCvZAxWA+VgHNSz/CLqYrVtOzcNHezJT0DT2At7qTzJN4VYNaiQXkoIA3MZUNDvvgAKfRR7iXdaTThX87L3L+Mo8lCtyk630O+OxwnCPccGD829qqUxFgeAHlwy2GiXb17H3FUPMkBSL32w0qRY1JJiQjMJUWqjGtvEyLUwO6wDuIlo0CfJMWafg+2yUDP4gq//Dsou7+Alat1E0MjmpzhJ0/SL7pKOiili5dfpglxr/2HR8SwQ7kc1KBQeMVGGyDbP3POjxtu3iKcWHLB9Jg7lid5XoOTANxcb+6ZvOlzkhNyu68iYYu7jC2N3TftmV0es/46sEznkurhBuFkvEigaD6nLdq7xbZ/8FVkCSW20eoJmqlwUYoW0+Nbqpzr2k2LS8mwPSjtd0WfhEvvV5X8o3toY3/92PGXNyYiR3svbXdVTzz+UnwmaZRJ/8LrCY0aHAY7gFK9Tx106Wfi3YbLmSDU2MLVfgqln0z8GP0C50WeUiH6ux2ptZZWZiWO5SBvvIAiKtKSriw2qw2zFj2yuD2hPyujTrQLls7Ecc7+mezwhqu2DIqVd+R4XtMFEhCkyEVnzSPBGl6TTuwqsX2p/xIjS8X1vv52g/nZ2n6pLkAa9u/SXTVh/y0cVjWXlBAahwMl138AsCE0dPWFKFCcz+zV7JDUMpNXUwEiqxXKyWK5a+ThxBRvLMvM842JVPGpad7Qz/BLTHJ1gjVke5Rn+PFYX9+s8iM9yqMaeVejPQUL8fFKc0g1/W+1q5Dyoz3Kapn2H3bcrLOr/67SjDbo3+wFjyjjkrn7oofXwl9DUgP+xZc32qcW+3g2P7UjFKAbzo5nyR+lcrgp7uVPelNfAsI4UXxLsvuhuUyUVpVOrhHTezpi3QkG5wX7iWdbBSJRd4dkDPfb0VpnUDtDEMh3xjjdctanY+1EsV56AqMyQYN4NPR1nZ0okNbRbpnyJ8t6Jm1CScxKicBfYJVrO1rl07HWOJy59Jamqp9lztby8RdXLBKGFEDB9Amnp6HK7aAWZYuEfbUWtc7PzljCvIudMolNAzGSVmOai06+m9AYa3KUGLCalWZLuFkxRbUJNQmDf1OHMRaHR5fDQRmNIMbZNGmQ+jc74S7rl+yM9GU/JHIEDoSXYNj6IpzHJLoYAapeTCgqqCSbSEN9VvDzxev/R2nh25uAyEzxGnqGM+FaFGA/IZ1DMM+DI0vc2HUSiAWDOzTKtUCrmzcCep4QSX+CofJhVIKC3c+y07dson3fxtb8puh9XuWK5Lk9eg7KKKLuWBeZHfriuG6w2j2OfTn7c6fag1zSKGdDhp1o3OxbQlG4E9FiL2hoRo22zVQO8SEC4/9GLXtmFrXxP1Ee8CMH2VAsvxQkBhaXw7gQW/uvbOX7ENrAXVY6OBuglyFKyYl7x1VE65v3OiQO9VoZuYiCROijB0CiAB3M2RVoC0BNk/CTBYLg8UCL1YWLX6c12OkpHkK2iSvg4Gy3OP/S8EI8EX3EQ35rQlknZHE9BuKlpm331YEM9zgcVoKmmNGvHfTaGJv5ENqUmwH/bTM4yZkleaSTqhBam8lSGbpXifU+oob6POGnzgKN22tqsQJ6A3p5WRsUQ6bxvA7lIeseIHljBTQowI8QEEjTq34NuVbJfCsx+LdkijkTxmA2m29mChPSDOwdhl4V+hlz9dNG9/KViYD6yGDy2sPJ1o8h825wl/bXeVUp0cjzNZKl4nRTmZtIHFdrdI+GVgkIsW7geZs6UDK6fmTded8LcKiGa0LatGsS3G8cuYOadhBlP2qf/pLYeQV7YNofZhLMBXIYwhp15S0osum7uvw5R0dB6PhrKCjNiBaaabSlrIRE0PaSE13BE5OYoqWly35txoj77RM3EL66XDLeUIPHjcdAzzzxukTcaptvVOQvOdIi7UgE5+u46GB8HtGqLVJEVXFPmOvwtJ4Uum0zZEE5UFFHrQcS4Z023vzez5Z1YG2XXKOljZd5P+lJFwMpzw9nYO9Ou8kgPW9lQKXeduJuRE5YADTw0NlQo4IP4sMkCgZF4C9Ak/wLWFtpjF5XJH/YH7KqC7yO5YaOKpu+zcm+D2JY+4ISuRNH6PpNzYsixkA5IoZIGjzyG2QK2C93nI4Hq46mfUYqVNHkvAWNqBx0PtR0vWHYJRIEmM8RCRZEkpEIFMYnqeVu0XzGgXFTDIDBvlZ1OCDkivkESM6PmTQ/HgQ8DTYoM6frzO3gy5/0KOE7syqWyeiRHlHp74dWSoFcYvXhJrCu7WLbsjNvX2uCxEA2wxIefy7VZ/M+FE2FricN6nVoMkBrRnido38fJjcW0UUQQhPFGTXGbWKx7A15vnzfn1qzz+UKfmvsVWXqKCSFFbTE7+bz7LQQRWspmQjNt0OHxSyTLV2tJU03qNtpXhD5foZD8Jhtt7/f/EBISXz08Z1LoMy34DslODwEdpqkU6+BHFE75yuY/UoJL3puHH2DK7oS103cztJNjZ/3VXn6FCaS6zHV+LwLzt9x1QVRT4Uybxb7AQygHPQo7nyp25GItXD1eut3H6uYtMOdeZaewCj2TMm3lnE97GbzmdCfpzPgt0xzhyfk6zd+8TwxndiU43B+JHhYVeKsg3k6eqO0OrNmVF2wkgPnpgR679iYhjan3dtZaX4FHq0AfMGF9pky3myq+8kSPywPH++D7FHOnPrk0dcToDpAZgQarhs5tAvGapNOAenMBe/XznB0iod64vVklcocFcOxcIJWOW6384zb8CV/xID4eIFvypsbhHPdW1EMVimq9Vq40mNbnZY9bfOcvHP4qCHJ6ZDkp1vGJ5Godg3j5rLALHtTsWD2ldNuS3wBk9EeegcZPI8JjkeQh+7XJLmA+iObtEhTTW6yFqtMl7YZToMJBlZ2o3KBnhFwHwY4XW4hj5wXPFkeOT0MBh7vhk+vlIIEZMXz2T+5xffCOCtcFQAHb763gpBCxWbXDknYo3urA5o1TUQ7psGqsOdvR7TefR9gxQ8m9VcxEqT47+KJbH9wLRUwel6Odju2qgBdExE6H0nl37eeu+39HdIsO2f1Kc8IY2F5towgKRCbY2KHet/6lQWzIlQcyy3GensBR9xhWnCZODE6uLvHheZtyEmqyrknVmwmLWMioqpkJQ9mcrm4xZiCcrbrPRAzyQtiNXCq/OyfwPd3BuReEiTjR7r9SvK6IhDtqMHYBU4E75FJbmt0hPIvbGiRpNQkQ9OGPZcKs8gPs2IGI12HfFGtb4S5MuyZA+qGV0Q1+izdHwATwNlA3gpujPbKnhItgL8t/1IA5adlObwRFPobFQfafF5lM4tuoQIHFBXrxBwuO/zGJv1RQENkLiVeFlMuRmWqMDai4CLiNAc7aFhEgB5Hs+qdjG5YR5jyAFnYAxSEPVpe788Sj3wFLztLX4QW1OISbn2j5a/a97xBkmY7jxwDkBRR4IqHzFbtFCAqUYSoz+fs9gp9/9OhDrfXNvfkZ3bPlFn8Ha6+7bLMOP+EtroXfl2JnACoZeIRYvbBFnlMu2MqEe7xjniEGy9tCbGi1yz/vLYiffsAw3gknte44U6mo1SY+EIE8Ya/44BGM4KIdZwpuoEAiRKxocaiLWmEdogNrDO402VJwPRnOms3aE2Rt8T+kuZU8ItgQHw+Ax4etFbXGk0ZUSwuBPX/JQZA9NdPq7Rqe00Mh2/0AIo4p5uukVcIXMSuTk3Z5jiEf/SgkflguSbarBQ23icPUgVajU5KG8045CywQV+W3D4fFL4df5bXQ2eveDXDK1EUxH3AfUENuz0Y1l+bdr9tGI+EBYIF28heUziZ1+UBjvdqEnVdM+xKe081JkBTUbMsHnLM/iY587nH++2g+ke85CDK6LbK3UR+uKJR8lLk6wsw96/Y6AoyRvXAqpc+aFnNQuLxWrgTST5+6TeC9KLLerV+QZxP3JqAlEDHvD2hhYvA+pNJCu2mamkH/leHTsTgZapW9jya+qina8lWK87mqv8VFWxJ7cINrIwB/nqgILbNjfddR117Haz2B5iOEgj/9fmKWvmdVlFLsTGiJ9juMOsOf5zuj9TpPtK2Y9CuPdl5s8swP1J6aJn8QJ9PlSfAsN4NcyyzeYdmR0sMI1KubPSbspoAoDrDWwHNYVlScc1OFZCWWx69SXSvI7NpN3YesmTwISnjgdzlX6tjI88bRVz2ntoRH257B9GH3Dug5qhD5PW4pF9NIotuzPund51UUP4Qd82Yy0tYQ4n/f7EkhP5ul8HnBU9ervbFbflQGx9ERG/D750uMXkY9bOE18j09YEymHOMBFZcqXIfkfjDVpG9FgIY+b21azjjRHfA1nStej3PjrjMAvRuec9kqwKgqB083nDH7wwisnhr8431IPoBiowzZdJZE+wIoKLI7pHCDHdoFKNDI/LlWWIjWGkGbf9qAvW4SbRnSOujxDKM4tXgRayOCMpk/ByyvZotY2qpm1wv50JOabDER9kmryipb23hBWHE1CbMQETJTQi4dwHOeCtRoQxO5WSGMUz21cZKlF4eJEcQ5o1PDMONuQwSema5eXB9RwyO6G/jEaA1/wycSXUpnSBmJwwhWwcA5mg+PlVzrm/OhNCzLV8aOQrgxL+HpIA597F8ZDgOYd5Jf3iuuQp8MjaEBfyZ45E7yd0uNeVN9fmWZwB99cIK9qjnD3YCRVdwfLRhFpE5Lo/4t2G8W6s58GUnIGyNURru9mYBmychtilrpfxPvEOj//rfro5mx4OVisQ4WWTyVRVREET4TZ7l69wBJcQFZorxsHr/nS2eHyXmzXlgPB9Oj2nfAMO8NAGAonYHz5iFY9k3hTVp82CPhGMFfGpA7uPvvusBnGNutxYQ8IAp7Gx/EjeRrU0JdiIRE4DePrzRjeYPpzvI/WZxx8YOCnOdQpsLZ9/lvJL+CH4WVN5/Ju7THLjrjo9A8quk57bJbbufmb+FIUnnTncifPNC1FdGSTGLbFhSDC2RD9TD7M3Vrv7S+YrVBwZCKtMt9RT9dM44NOm81wHys7m95waKMCn2ThCF7bD819LKs623zZffQxrBrhsKUqhlt7JotDtKeMw+0ryosYD2FNWsJtK0GqHU/4Ak52b1ki2fs51JQ3GjP+/+OGshMgxt7/jNYV2xg4/2zJH76THIuPZcAcDFEYQFI4rv4+wRA2xRT0/HPudG0fU/AA5e/sPdTOc3Ak6sx9oNuIMVRorex2uaAYWD9/1cxvXfkcTuih81hnL99vvXgrHyYkRLF5X5DDyhqTZ+mHVunWJ4CMmO+X34sgkgbJVkNCES4sFidaVUTk9J3GXd2IIDfzHsVTpThEJkX6V6iItrBkkEIQiSFnoXqGCyPnec4rMXTdoBMOVSCWu3ZXAXIMgwPVwNS9mHy9OijIGJ6JlASfzpm2TeTY1FVkA1xgZpgVKukbsPtD0aRpff5xaH7/oyxZvSNsPGg98EmaCKX6/i5k1Yn5Ge0dZV0Zs7T5X/I4V9TPcgEWCxxCMQbPuo37l/t9TYdWrPobgT62F6kkvYYUfmqVj3pH2CXVI+HQ7l9OrqfwN6+ngZZQcNfdUoVCqnccsmgvSLM5MTc9sjJapX7yrFol9JjHU2YE2TIAdIAk7o8aSar1CHMA4kmlRCRoI8NS9hqQ7z4NlMcI1SkZ78LgLNfQGOBEQwWYqKJTX2Trcbo4CIzrePH8BF8PRj/BIwNxA7OttmfoIksCjvCINRjhHIINDpd6nhfstCoAQ7XeJBEgbS+cjK8v/xvQKDFH/QWVCrC0uMnK7f3b2ehs6jfKASzrGVnwKdkOX+QE3Gk72DM7M+pJ9zJq8R4+bs7SqO17JUotp93ID7dbMbqdmw7srtb/1nsErVxOf4kTa0l78ZEXREolpKu/1/3HxtF9OAbTzEUgO4Uj7PMbe/m4bgxrK7gwm0XPQ8pvuq03x6xD5m/cFMrE3vrD9uQl3urFl6ViY97DQr4grxx8rL6CsBK4pzUkktXk7qTrUlLHRi872REX1K6ocLt/MM/ZwPisARusL/9efBg4MDntSQV8huDzpIrr861QPiU9lXLnEJh9UmIY+Z4nkjMpsui7YWf1C/ag6lccPUshve/xRP7OI92IGJSw6JwoznjRToQyXso4+GfQSbs8i7Sr0LAEInxmaTzS7faTdTIUBoFstXCRGUmtoqdxBi4ShEym3F1uwD+oGHy2rPC5g5ZOcbt081AMCZImOWiez9Xww4uhZSX8nsv9aa69ZjpcpPif8XSTaVfTJP4Ikbuj0EsiJRhmPEaA4hrz00kHGZa1kOVtN0gQ+yuXv62Ik3cgraZSxCKt3zP/1egwBMd1n0WqphYV6fpDg1BEZfnHeftcdJ/6MQoDY/6U+YZ0LW0IXSf5POv21ZjSuJUUnZKXYIPXZVJckAoEnwo6mkrRTbBBqSa6cYRpXrWwuwvnxAzR4hydcjqeUlzBW0ifvceE366VaXrP+FZRzOmRgCcWAW50aUH7/JSUyR602vwjjnHHfwKQDQAMatEh8LU8Hen+Ds2ssodJY7yiFMJGb+hgMTetRCmrQvyzz0knDmkZ++LW+mxtRWdzfOaDYacJq0SwtTGVn03NLWpsRriKza2Y0nuCGGsLnwXk+GC3MDFwKt9ZvpspyJ0DHy69rnlam56pH7nQ9uwf4E2EePtkcK3I9F2pRt/fr+PaZY1zwCK1r//3d4sbS8rMNrhAnkStFuFCdZEPofarRHPnEtSqYg0fe2kD4iti7bTXMtuGDePLtce9G11SVwf4bfNXzhRNJdRdFMsJ4yWzgagTKkPBjOlo/x9EmKMqkqiQylASeCWrQV8jqopObyu4IGJwiCDAZ4LX1bSoU5TcUkbUbFXBOcR2LiclKSD3eCSpsRbWtA8WoJBkH/x3cQedrxOvatjgLanzRTlD6Z15ka70pGiynhV9KiXv4rsymjpxcuiYzBT4yO1AGeRGyl7fabtTexlagHKQf54x/HzzOKo50SLvyW2KI+EyoiAA9jGaRkmRqhGWuzD+Rw1IugjxcaWibsFUguoGemF0DvnssH0Bc9gSe+BRFoFQGPQpw1HSyFYRVaPWMyq6LyqKmG4ef0rjVD28fU6qM29GLRRaB0kdZv/JjV2KM9hceATreMW40FJOXi/xCWg05lRkghGayiBVe3IC094R4lb7/NsIhMWhYqRnSy0s9vyNvYnZJLt4DYP1Yz8M8tBBk89e+1LtuUVtexJlmsM2/oHTRw8O1KnTtv0bi6EKQZL1583oE5IicsUKZ7XGz4uTinMqZsew3pQr1M1+Az0+G3XWfWHYXeGqO2K4av3Ct+4ieDGrMdTUqqkS7wobs4J480XPanOvje5zrND6hY3DZsOX7xI0EdWXtVpLDGupY/U1T9GmxgoV0ylhN8UKSigY2H0EpSSLT/qfBDilqnkM7IrR41h5Nn2AMVYW227nVplyClXlkkhcdixFuFACxrGb/TFKQQdDUpTMM3dX2GbbwSsPRg5ZV8qO3ENSU3qLogmirGbmKCTZUvoXeeZnVtk0C9TsIXpTUyQFLN72zWNm0YEXz6UtcohxOW3q1kqWRS3lmnIjvvPwxB7NkY7XXgKH45HoyIWsfS0YOgwJzhw9kw2o9cHfZWmMZu4kbB8717Go2rgGnqC0y5j/dhJpPsrBvtxwDXa7ynuGfKZ2z+QFoStrvNGlCqXG8cC9SJRMIZv/uEA9J+3VJJyvmWjJeZFXlPUIEPqjLirFAm30mSRuYrJUKct0ndqQOkUHtpn+SXAtJVPJ/wHoKEXAASIwLSBrW2r5gZQeNRqzKQ3JHTAb1U++xRbdduIUkh6RwCbnFfrZdT3jqiKpUHmYMgDqUAhjGn5XNZ/ucWv/ne0CDlBybC7ESpXdC01SjQGjxT/BOfQDEC724Xf1SYzGxhXNFDHoKCURitZRNBIqFxKGgs7gaUvSHuP6pYdYLzZYGKYA3CThLmhL/c4yB4N7qJi3IHquTXUkyhyY3ZUwfMPYTaECp/D0yAy15hK/IvUOQ3IMyL5tg7/kXVS/kyjb8oFnjcIKjWKVXRlqWH13o8vvc1Ug5UZXHVZ3kGbZtWrIk7Yt2fZ6thoiPTxm7tPDZDVY1EKXC28IyHj3ACXgCEWULwVUQp49QwLNF4S8vhZWUXzYZKRqYar7M15I62e/NMoo1p254DCe1eLz3nvy7VHX5qfPG/2awJys9T9HO5tStUBacGrHy981E3CQJ1SauXoYujlMoln8DkN8k84zypZjcdIyFx3W0encz7UPVHymp+lATIwWgIexrLU9oW1eiwgYXPNAPevgUdqtKhPkqk7qXz2a6A7NoHDrzI6lm3hHGpSdMYoP3qNwdlwwZ4ZZtXTSv+NWndAh/YCWbsiTa2mfDMsSEuv5pg8QTghXWx1BPX7TrXTH/XUIbnlib3s6ODbXH6c/VTHIyL7XIogJXtxWcVL2/XTDW3aOOdTfbjV/mcg8D482hRws42Zk7I45QoQF9P2Vl6+UgO/Z4EfDe0mgL0PiPRHZDi6FSVXr732SivyogArvIJG1wE1dHezve/EesH+AsjHO12b9BOlfxPPixAe4tSZmUc8aXsTNWelpdkgv9dYvcS29GIkFoJJG/u2XGv8qHUbmPXtFLsV5hy0w4dCnPQbRSsXDJmClHdQ5qSnR6UFcw7DihP7crCnKBeDhNBaWlq0LfgKvD72pETOdNG0Ld4H0CqqvReF3wHHsoQqZrPhqP550Y3p957lx5PgdBwt9P4bjXv42ihR88yQ4RuLU8ED4dzstY1YhO3DocrZ+mZUp931G5iJr3wgLDOVnp94FEUsnNp3bcrB1nid1uCPHaYKjVdoUatAgTVVXimMz4SjC1hFDTjnbG99Drath10pZuBKLqlWiiaZgTvFbcjvsPkwv4zoY8Ubt2G+btF54CsUGGIjI6rpr5Ldl4BYH/jdvPtysWdKJRj80kgVO+gP237hagbOiYdMYNvum0aHdbQfCNt6FVlJaTqptu4dYRi6ergcLaF2rZA8DoGaBYnZYJ2ILIFemm9s7ui3GZUzaCt9v4FpINdmblbwh+RoeJEg1PEBMv6+tcZzUUXeRNKFhHppMOmVhN+UP3Tq50aY6v8qu1E/0YUXmFzxxWIKu9UwzS+PopfavWTUCOhgeFBSBjBYIykuGCcKvqo58rwS8ZoNdKZAhh8TPEar/swnZoowlzQ1hXU3XnNPxi6pLy9iRoqHOjgWBSQ2NGy0kRHW1ovrC4Hmcn/p02PDCD8o6Sc8vPliJzNPFmuJlqLvEptMeBmZqyS/cU4bmEAIR8d8o8DR+anksQG79g5q9Jwag+rytOL5sK67wIs9hWphqCsSXx7YZOfe/7n6Q5pgttRlHKNE7xiNutoyLGWf+g2XwY/r3v6n2LDFMTkn5lb1ZSQvc9p/aw/XqkABEHtlZLvF7PEIphgU0PzhQOw7Hho3adxyFmkIXR61Lbm9EgRF9d1tYxbbOpNirKiPM2zOHVW76WHkBREzRe1howf5VYHFsiw/JmT1Pl3QPmiQvxSVO14Hxq5BURIE0ldXwcQ+Baw64i3YvE8U+cdxMIgHkCQwe9TCM1xu8hdtx4n5F/JGLbMVR3AwnNIV2wOMwVeYbhKuT2kH2VcYqZ2yXazeqidM9O/oY56N/qvRN/7ecKLIYcnv1PnTbeaja02JHK+awlGSdmrbngUoxqrbn4pMY8ZoL3jBUDvIRRddMeq2QauvZt6aPqi6b3f82jp3rlO8dEsDzUyWNWpkKunOp6cMB4Fm8CgoioQF7fFIMKMey+jCT8fcf6mCB5NzqdlhHt9RueuekdSzcCBc9vTISOYNNUqgNm1ZoEZ3ZcHhkPW/YO2YN9UOu8uOdVciImszS3p/ha7iLHVTSJDpWUwA1sjG5Q16BYIlLmO2V8oHo/5eJ0Zy3Tzthq0T6YD58My+BwW0iZo5BKTdJljcDmEcdOzZ/15fxuWx+mdx6ehUXYE8MYy0LHuELKcLflgYCPfrtxKKVGD0eoJEw1GLK7zB3NaMQsgtag0qiOTjQE8Kzw2zJbU9okPdzbGpAKAAk63Jpk8ARqPnsBZ+gGSDjHHncmKWPiEkpIhmecw1hd1GhaRCM/76PV6JfCLUUPnGf3RrWw/pe7zgteYNPFobPpwRJqEkmnmssA1Na5QqRT0TePFFFqEF2mzW5DkeLTrPqfwWEsQsO9libDgG1PIYVI24DIFYG4whnAJ5rNibCusf08qg/4AhTScDvJjjUBzHFd2jRU1lR2I4ysqsctZ9LpmBGZCQk4tWmN6Ck563VueYJJtLao3cwTABazjbbN0AgploG/JIPj7op2LktWyfTGiQEUUKlL38ocojZaqgX2ebCKfduUVWODyha9HD7vuUDtyAjf3foUTevbtqGev3q96iOv+jdlSNuJjmj1r47CPRAW5GuuPEfPPbVP6UEgnZ7lsGzsnyvPyw89C0lua2mTCED9ZitmLhxxSyPfp47arfzYSH+PCRuLtJlha/1q9d2fPcNMihGeFTxqqEBlTkI5l08EvO95oy0w7yFBocaOMxQWrJXpc6rbVs3wOy0O7CyXvAKoO0K9oREsvXx8dkUqT7SXBhTNUTdflKgCpXcJo9xZUXi+UUltcXOgzF8iK12pP4H7jzBW3fPPHHWx6ho9D/3EugNUBvPSm8KXH8Efde+upFaD858EFqzivH5V75GfIhKfIWSNP3CA5uOXs1MOJl5oL7nXu7yu3vdCyo3X+W+vGb8z3WZsy8AyjXzXSv/GlpswR7nCkQyfOif5LYlrJsL+FBn4aTR0sJ80JQz1jKdu+ik/EGyU2b596PmjPvD1ooei1hqYAgJEE6UpNg09+zU6iZmODVZaMCLtYBgcBvaBYn+68f0x+tH4M2lApqCU0/Dp4D0jdrQj4Sy2qSVqnPOvBbuj+q/j66N/jX+8ffnUFFFtP/QC4rxTl546ty1u0D/RUICjsWmyXbrZbSpUGOb1acu1rd1V8XZc8Va6Yh67CdLNKhaA8R7mbkjDdx799hSxJSUJMv40FWcMsRNx77w8EIUg4KV1kTIotDcpqqNc2oSwtMwqLbg+WuQ05JCS8U09mVIN+Q/8paCpDy47m942Jq3LOPj++aA8uem0AYkI2RZL50GW3A1BKU13oV0sPh8aPRIKffFt8bziLZrALVtBpSR5OYZX3QlLA77hYczMrUAJdpBuEsbEdfMvTTcZOhlIEJIDEAYudrNjf8/ClNvjZzdNY9nxog69XOC83s27iwaPU93qVyGvWTnp+YhVfZ6fdXnW/Rk3NVBVcSbUAnmLV6sWyMQlXermL4A9PfNqC4PuX5jsHmB8DjydTDZmAsLr5cE8PWZdw1mtQH7puLFGGe1yoMlsgO4itRm+Qt0JFUirhGuwCQ8nbhPaFiXcJa52xKdSJrDUfjbJnTyW0VJ0ZBhnlN6SSJg1d3AjYhJ5MhikRw7kwj18k8tOdgPqTrDb+Qj2yk7be1qWfNm8eYFNtann4Ta6bdOYX4izDsRPKHQ9xLqr4sHY72IN51YgmjYV+IxbVGF2nq7yDFa6PINcKcukGEgr9dKZtf6fNp2CM5qNK6IpHbYjZPNyEcq2T8Xn/uhXcqEErP1r7uMER6m8kTNyW/o/mK9bGjSb7RX47LPdBts2IAcxvikgoTbmpTYaPu32ZuCEg88AUoexTflGP1jwMFt3HCboamxfFCYxsDicB9WE6cgMlKTEC8fpAfjY6RpbK+6QcWf4hyWfU6wpzOkGGby880jD40V3X22HrN9hSUIFlYrfZfd3pIKG7THn7EUosdJyFqjG/XzTOf1p/7HH1vK0Ual/obcU8dVpOrNRsZ27MuZiGwUO2z/ZGSF0NUqwgNfFEw7uROyjDPxONKE7z0ZgxbbbRfcmpoLtoQJq+OT9vDiM8+EzFUezMuxMbeSwXsZdtjZX9yO61VGTb+QDJgrZDz7/Wx18ID8d7K/SrNzwFDnuoG+MdOOER8sL8C9egGbK3yff49esawYW3/9uVG7rPCZ5zW3vZ8uXHC3k4gJ5/MUgR3KFPVBydMLc3G7Qyoqm90S9BHM2+bl/2IBRA2ArTQsrGov6z7jFRsYwxmtxnfUXcc+2ubGw9dQqOyo22ko6/ggevfLb+1KYOumxkynbfs27/O1YGeChpBHTF6kqZWP4LixE40rqvFJoBaf1Vp/cFneAwKAdto3N3Od505Vb9zTCuKoSyKoSZ9FRhyneiP66bnaqZFcCYs4IwGLs6dGy4JL/uzfkO8hFqBwjkNaKPMZGuDTUm+tVf/pwMMvk12gU+T98bEI8+luXVjvviYEnPr9Vg6SMii+RQvMG5TyKPHF3RTSL8RErPw7bu7bmvO3StdsC3WnAWS6Tzg1zn/2xt/BbZs7gdsdu71a3dfyn1muWiAMyZ1tqFaIJT2iRbrR8OcOm2Jr1KavhDtQ4PWN6ig/I2XNoHtiO3hxiPTkjELXU2clfiEesUrwUcdEywyKLFXiBcmBGAckewJuzWqXezX2AIbmgv1JTOaIST5555j7yoeNFaNXDGx3A/XsCtpIz/VlARPvWSpaP1V+TtnfOGfDe7zOesIMGXznRurDcbHohuhsa+NTaNAptLQ+0MD0iZ8t5Nz16cyeM9Ld1N7iQpPPKBEB2kcawKw94TojuY8R5XjXccu/m3BN0tgDXZsDzvDN3Fk+B9acLVAzRaZcFL8hZY9juxZe/URrg3F4kEu5xiKdH4LO+w8/w+XJnxg/p3h8BlMzVTJJoX51pRg5UWTB3Pl1uzILPuJg9hwu3ZkN9GC6mg4JrCHdHrfUw3OGdBBY8gv1/XNUiaxpTnbzZ7lCti4PiR6PNUFs543K/lK5HLAFirYJBcOELiqv+ZbKfHt5E3bNW1s6ZUEbOt5GHN46up+kS2gYJTPdq1+CNo0EK5hxUbd56Q+zOPLO73h9ZqiPXrzzYoyHIYt2zXk1uXQY5AFeOm3TdD0wccA5CUQ/fp7I+JqKvf6kb5tPd2XQQCyRemHZZO3MahnCx/2RwwjSlDlK5ZF9qY8UadtcLEuWTeSMWD2cT/V9YJl4T4imh3ADuDSH8c3RweiAbjoo0w7S/ChyBrS8YpG6GECct94uCF/DnK7el0PN1leKbAwsCzdqTPMDfePAH4MYwPtr31yISlJhqv7pg56vm3Ej3bRY6otD6A4bUGJV+pVsYCrdwj5o+di+sgaeaeKfUHQa1yjtkO/4XAUMHQnaBgPvRx2GYOQ9HLZTmj8HUadO6zhrufI6G1DRBdvyI5rXeek8EmwwtACZn0FVYEJoGVm2yOIPedy7JHvdgN17U9exvtvmAuo1XaSUjMeW3rUY2AyGSDoT/lMHMDu9JIvojhrMV6fKBdwkHEgyqRy/0CBpCrLoeppm40uomKIKjHCWgqaw/1OMBnUUsziEDsshv4f2hynZN3MBoHZQjRrW5kgp1SLXi1JqJOx3IM8RN7pOcH2cSa70utcGgjh9qCOkFWvQPppC6zlF8XWHYwgTSofjqjVawSgIy1zMdL4w3K3Z1IwbBM4+d25TGhescza5IU18IUA4qatjHcsyXhEPCqRleiOr1uXgkM8Mu8cyfhL+34HIUKCMk7kso5tE8kj2qJxOHg5w9aW74ADD9UPtJ4bkGFrz/LJbZHiqaaQZN2GR7eozaCu0BLYKYMmetr6kJoqtIwv1NyzI2LS/KgERYpwHG/43uMCVxQCktfjNRq0u1SKC0tH9XRamr5sK+H+kN++Y9YSLq9Aer1FX5S6rQq2rWGAhxPMKRho29rGt0IU0noDvMHmfPQUABYfT0fkvcgZuEsn/vgB6z5sEfhcPdYoetCAawIHSsEq7anKxYTl2YvVlf7vfAJGR/qs/RE64U3KE8my31YPiEofkADaRkeakrPZ3jweunt+VthlgVNADMpGXRI/0VE3AUxLEkLcdfAUK9sEOPMI+oWea/nBYdR2VKABHH/czbVXoD9jvLDMm1Gdg8omlrMkEAzbEmWuaNJUD36HRXbQoU7pIfTawDcUBrBnvlaPBmuchkt1wsKkj54YYEEkGmmWFtaBdZrFimgzhhuDjyf6Pl0sukY5cnsCt4dc5FQF+ec+xfjyDGddd1nlSABBHuYw9nKKA9f6FtThUhHuc7vSqYk52fOYPu07oZZTnS2fPxaG4lzTOWrcpKL3ImS5AI+c9ruCo8zJVEuM25wPOoUt1l4jHz2ZYK11h7Xqlm0w02x71S+emz/xSQuqXzS+PqxB/eP7gx/qHFWPpuYc/nF80Jl4LNkMEmtNdDeyxd8D4W61Mond97L2b8tLBtaTBLX5jzn+GIKCLpPciwAlLDfmEm+9PgAWjqpHZmGIk0qaWBb2FWErQPcqOyvzrxjy06dCAPxh4fNowOod9NsJS44WzuO/xwsrG+kG+sT4sZ9kzh45EWgJ15n/0ibQsXdY7AMkMNuDbEyhB9tRVBNza+JyRjBjlljfic2wW4hkgWdPSV8sQJgFIvYMRW4UkKGg/wC/9Pvc+KzIFGGWgtgsbYIhSzGPUuXch+mtjAlmClLS6r3UjzoCK6OOfEJMVR3mVPfiIRO4ObD+lpOimu0UPFHQ0IiqVvzlRSSQB2QscEwyR0mBsl9Ac4EKGbVQ4HQXqGKtl8MRoueTxLoB1nWEvnNbQU5I0zMmay0Hy3tb3kyVFo3MRViXU4XCz9v0fU6nlDovWQncQ2eAqx7LwARhJjIEC3furOGTI6wJPjzvGzPPb43/ABEdOC8sICLpe+HfCboA0lTRPOf6ziJDQo30fPUw6j/z7xkLyrqNxMQPUPugZCZgewcHj+M5Z1mJgZWS+XmUGf1ZRj0uCB/7ADKqxC8Gz5qGeL5qXqvrMFo5EHR5HEYcpWKJtdBqZrjVfRQvsvj4XyQ2TPWbw0WiGk9m06q9IARU+aDOdkWkOj1pAhAz+9GrV/hwAE/3mhqG5vZp/83d9KCUDCreXzBQYiCJXpyOv/5xVCw4hs6NsfPfzwLeb7X6iLi5sO75T/uzM5AoNDWQtD7FM3FiWXEP4jPMZHnePZjkU357B9m1qjyzySb0Vo3JGVW/whiU3T+uir3ZjfJ7JkNs8xRpgoW/mfaZAW6MgY1SZvZ5bZt2YsjkzeZqi1UCl1Jc4aQwRlUHMVfH5qQtxqSOdQ5giNwBOywqohCBbAO81TBtf5jrRLy1k69EEim3Xvp2Rl+hU3ee5W010eBzZi9DoJyw9QmsBCiHXS7WlOUXNouZFQLH2bNJCwo/HhisY9uXswSpAjlvE4vH7SnougNpWi/QVo1TiArnGwPSH/5J9SW25S5C/1/XZQtuyneiZrKLPDId9alvgoJ5Qe47ZQcCobxnUCPFX2aZFOu8RKie4h4iiygIH4+sHx86UB3tKUwxDESsfBC/CjuYzMf4UBrtlQecIN8Qn919tLtoEmhKVBALuqJRAMI7N0VRN3ebCW3D0WZ++Xhx1GMvet+BWi5EDYUWr7tco+iVe+yRZ7+y8pDJZU3f1o8KcZVY80n73hFLpbOnK5eFr26/G+veM7N34pG8uzaYmsRoSSFxY7ldgXOwITtPGd7afCj8v8n3DRdcZZy2touz1le+5lRV5hgD0QVlunVnmroZN90j4s8K3Xg2JaUFaClwQPc4ZOp1gEqfVXh0GDkHtV98DWKTIOUBYJoiufViHqmnJS+7TDqa6IyotIAfycREc+SEWQZ998Pl99D1pqqkT/Me7K+6amJIPjpABRyIZ0edndQ34NAGU4pA0HFroie9vqJxLcnX4FzFSlJWAje7Xlpf1zBjJZehqG1c7IFL3qia/pcB0hz2GfVkrC66WedqBUoPO5Wi/fB8blfBJ1IuAtv7APuqWBxomcZSQHgNZCmqRmS1tTj8noF2GrTWibzXz+Y8FPCCVHQUQY788gFBuiY5yRk1FPupbneY29dOdLqizRt7rSgiqOF/HgIBsxISdBDk1NHlVmn0DqfqSRTs4YE3vguu/8rxKC+W8U+go5YzchIAZPK0RThBzkMgROfbJQW4nujonzuDEeGKA+gekqRWt45uryu104uC8+MhEnMo1nHTPU8o0Rvch3m46lJfO5KVRXLMTjiMu0YTXarc6hC8sSutnFaPDE28CTOKK6UroFyv3x9RtCmDRtLQUcd1Oq5VcHgmsFlQ/4bgSUXSuBxs2ZWCj5bOC1l0rUnAW2whzKsz4/+aRZIq5tkHNIDgQCiz8gGPFOnolMTn2M0jcX2fslVH+Z/+2kpvM6yLkidOi/fh7ew3BhPEeEBOAVaTplqDm8iSm6GaPh8M6nEYsD/EaThwQoaJPSUkWsrLnjCgKc2DK0qpO46d04Uv/F+3vD4nFOHyJiGUy+QR3fyuWuaibdDiZl8XRB/npNuz66wJZvI/k+YQpIbObd69KaVENDPxjSNY2vy1uiDVNOA6I/deCk/m1H9E6q4tIXUndAHK8ehI+HAfyPDPwwtSdaJYXoOJi2yWAXfYy8H0i19pMZbLYyq9rIxgi1iga7E+ZSX1c1bdSM3m8YXJCMJQT4rc56+6dtEKuSE1rnHoOAueganRKsoiNovA3u0xuGraeCkny4VgwmxyLXh7hAWp6QCl0mTITf/x7jlnHK/dPsmb+5pqH5BdMYLZG9yR4J+MI5oD0H9+UgC/kX7I+4j8L1jGTLwlN6oRGYDtbI9dQXuSGqqL47zhRx0b57vaUh2RfB5KYQvVX1MO6Edvra71QAAfL9WLbzyVbxOb7KWqOF19owTiuS1YwRxscTUgxEU6O/rcSMl744wxYan0KHvvvenrmNN78+GhfSAUxuEFyelSfe2YuA/O+7bZu1kuNUo4hegdlzaU0Lmv52lxEc1bMUmX5OSUCkLHjdcWtZR7iDn2Or+wCh+QA7OkT0wVycg3IDX6htQVE5eUkKz9xIl15uhf0PEHQZIc/dhAfTA3jHKxezHNqOMu0T9SijNfgjm5L+KmEhK2/VZryb5Cmuvwg2iQECqkb7k2i0lnbcHSc3Tf0tLn5XewWE6oF6mvyblI4xu3imc9VlFvyrK+h2act4NyuNjhLpxsYkbkjJdixJ1Yjvxq0+DIDunTrvgOtKAuPPmGbxOZrEey/v4X1v4a6atEbEYIrKsdJ1TswrmG6qddK8y0q2H6SV7PZCp21oIIcvyE0XHPAgcO7sfPRAukl1SDa0Dsyc+CGJhKGUTc6dfQ7/vWeCMCBD13367OxAbegEVQp4vmRWz2xLhWXOauegcaVwR1vInFFrZv/gzJ8a8WygQm0FPZtJtSzhara657h+US+F2dXrTr6Q5Vi2onfphEqX2y6zXaoAiuADUJTIESv88FcNYUPeNcPy6yX+Tjy2N9rlhNRp0HUJTE+lZUxsKj/CJqqbm6NjnDeQIpr3AvRWcJOvwslWvOaNmEaz4/sIYHadUZeOCb5JgPMW+g53YLw5rxH2HY9n6LvF/aZY03peuQEGSHpSJ/TzuwYrMrZ9CXVqd8yP5l9iKVVecfaFBzF0+rQgB6pdu/u5aXzYSfDMjxjnXzADQlN9ZnmibqgjrnzHYMFBnfFfzUwkv3YnzziSRFEYOPBGXB2aBNGmaRUqeNm9W8lxr6PXSI9F2dVijkbXY1CH0FoxcZUinMI999uL37j7grYRpfam89QVC+EHo6H039z03NxgWaMMKPy+P92x/F/kYHkqu3oCiSTm2Cc7yr/QhB0PthGkZBJV2Zxq7XWUrFe9AEbYFaDx1swwNA1AopVndRtAgrDIfvr+L5TpEApmww6jlKCXxlu8aLLGaNsHnx2/hjGKJOEbUeENwRKhp0MlxtxNQ/LUUxBnKvq4BMaOyS5ajm3pFGf4f1zd467Z0kvZL8l8NhA/MPY4TNetZ/a0ix0iTVdsVPGJmwiVLiKMgUE4c9PuGuhHSzCTNGg/stg8cjrFOth5RIjt+6NT2cXFX4IhJZ6PcPaC2am7o6WqVAmj8LOAv/z6hJfRQRSIaGqvVSEBpYMmuHVD+HVTjbQAmAHnmWPUQHm2kai2NVzwNXRoqzRRd4NeOZO9iP0YDsEQ+AmPxfTjHkS1iTuE7AN1NfFj66v4efKAkOE4tNeV+aGkDQkkRgMYEOMRwQSTRL+GOYdOUC3WXqJbUZ4XUsRUq3kv6TuJ9+U0MNuiLjSpOsjINstXarVoxYCqK/nrMh9vaA6N31+DR2ZVzQtkMRsQFE6ofMKDFpLAKkAWIUVp8gr1cR72UATfENzYhrNPKe6hVHpDS+WlACOrbnjlcjVwc98fJSlSWdOzAsXa+KK1QWKmQfNDtgjgJpXGdqxKra1QXSXtAHMOVsfa8xof0hZ0EXU8zGZTIe40mG8HhCMuzPULDl+0ofpxL/imnXtpY3bqHgEi8YAZPTD+bmNakMQ1fojslogG5I31DNhi+TG4MnQQOKpjhKS5mbmQ8M3y+1Np2jptS0u3u1xev85tDVcFmRnO39Mm/L06tUIX0WEDtoqJZMcUMc8AiaIhauneP4PxzwRZg6zkyYepGbQI4SCGvGNU60UpkDWEHcHJQ8y1S9cHOGli8MUQLNgr1OR6IrXeGTMXRCAtWqPj95gqFpCUBjshf+/DUvDGm6qvDqJyrh7sU67QW3zctEA2k38zT2XEBkXamNrd2xaEsHn59cJrZm55gV/autIpptAbVsvHrSKSsl6eLS13sFQbRbEN4jEsZ4d9mYK7bGkAcK0EYr9iJGBJWVOLILqjHO95MQhAdN1HvoX6F9HBH9i62gKrXe2kXpHah+IHnhjeASDSJ7EKh5Xs8SrIAxaG4OZfDavcm7KBIpqKLAb9GdHOgK3blxCnl7ziFKdbrUc9G3NEzNpFn4rBIGXXA0NoDM4baHTQzPb7L4z0ogfjQz0RMxn2O2A/MODOiLM4UbpkSgAfZAkSHTSw+YvsCrq4hlo5XZHpkt+uKiI7rgL00A5mHNDyiUFcZOPp/Q4lcuW5NbhnoSsNtu3a9Hrm/e4R9m7GN6HXoelTVdRiZYgKE4SqQGHTmgOAF0E4V60LzVj8aRGu16Edfb2JWXCCq7YG8sMcwGf+cNni9ei6Z5hQC5ylmC+j4Uvw+UV7J/Yo0YhfG+lYeJ3ZOIB21eY1Q2eGuVYODBnzcChwMO6fKp6SsMHMB2b++pAu+S+5IyPlkBtdB+u9W12y3bu1g8vX9lOYoRmllVW8MXfReUg/V6bTPRri00dr4fxZ3HXS69Ngr36W0fDef5ioICbdCkcA7jHMvxm2zw1z8zmyuN5rWgdeg2gyO25x4Fc6Xw/X003EgwD+MZVTs3xx8IhzAUVBHib+PV5e4gt1AjmrJShD4+Jv8b10VO5rq29KlIuVoIjEem2gFHPl4nfnQ+V/ggaj9Zftxlc0zCs02kyMt/7Ph58QeRI07XhvSvr10WSKvj9fVN9WSlQHFV8O3EFQd5i2altEkIpFEllwLKq4D7V89kBn7/MF8I/3/V7Xe2OGxAxCAXyDxHGA34td0rJFKEXV9SuW1YpTra+/9en4Ca0EJ3wNpTgv7bX3J0+vKAHdKBzF3AZcfltd726L1EYeiJGFiA9hfhc3ZgnkjzyFLWUcrTw38FjPfvNyXXNoo5lCKzi7Tc/pC8GadhVlhnhDHa3oMQ0B/8hgLuLKRT917GbzC/oil54zd3GJ1K3ISQxh+/Azl9WAjSiRXSy1DmhdDLXBczltIFWwSe5xJhYyVuUlMbwf23yU67VekgeYFrhfKq/VgfeugDtRH3pPwJN4q08+GqALykSfUSEpbEzHUbyQxCEUOH+CGnC9Yc5ie5vHsBmdEN2O2Rliyv3c3TXYZJDIQ9oXq4SDHTyL6GLaZjCbyuH7YVf9Ax1YFqovoAXCk2C25tG6l+vCanzGrS0j/26fMAivFGCgcvqOpaQYApIkm4eN3Xruo+nQ6zTB6+oNofc6+R2le3guI7qdfQ5rlruHvRFRUrbA7HdLKZuFAam4h0rNOo8txc6vvo0R6uTwZOHsgR/AC91htl5up3nU38n0/6vhYfcljIV7TyXcM5OqEHV16XBtu4JlCuPcwNiLMIPD4slDBjke5eQ4E7k46AfNcDLsyrRpVdbQWKhn8PVquKMsftsDr4axKUSx66Ifr6IHIqmPFynxCY2eR0oRlHQy525/47R8CKe4l2PjiP91Sz1DiNZsDLRoiWDq8JmeEq7Id95Ea5D1ckIzs9x/o4gUGIHw8KOtitAMh9E169vC5KadOWdhy4KZ1V19Yzcjb4oc7mMul7sAixVfd0KM0zjcLfdhu/6Q6I8sE2R4tBRTgY9bK5cTS7+K10jRbhvD7k7XghkYoJpsj35KIuGgEAYvFi9MTCF6PrdFuMrrSqV8AcqbJ9Pt62Yy8rZR2sXceihM7+wLg/wx9blO8yd3PCZfOmAB6+kr5eZKgGAq4SEbDWRr4bIYsgvZSW0RGtekIy6NoNJZ7C6iMiyxHmhp8DqQS9lZ7oYHKMXx3jH+0VNOI/ZUKcRlDCRH1eiMOUCxj32WQ4sNP+7H1D6fvZChAjrhKgAFyynf3+ImKYXCgfYSKWnUCRtczS+lB9raJXuTPsPzpPMkGoHPMWGZ/k4hQoDgd+q1ueI1esFr/9h9XEEbbIpiFwbGyCAB3uLvR/auC2T0VGl3Z2ZWj0LUOVuTSQGJyDZMJTrTzVrsO/Na6I5fQj01Y/tbz0mK7JvXfK3Ak8RGcBfQYPBU/2k6eOQnoes3PS8oXH3XNcVuf3Muah8T9mdwrIHWMdKGdiLkv9BzlaNWkqpxLDNOwvTaL0wiNlxjPtbWdjG3IHmiKW7IjDFIQPsaE+93DsQ7oV6qiLf/eAd8UJErx9cqEMyVQ5y2bJ3z/Aft+8w8G/3M2P4k6t6SV9Yt9DcMbD/Y+e8QwPWRIemAObyGhaJ6MoDUEZDYwWNuMxj2MwQyXmVkD0JXBFbwAy635rJTV5jPqErCxzuZa2cQB6l58IyjScJDnYsFCiPGKP6/R4H+CIvdXCWfq4skQSJ+ntEBjZQ13w/SxWbh+gpX94SwpeV4IIGipCdk3yGXn92Nx8vV+ScHtUUy9FVfkn6hq4slAVMgwhRdhpBE3UmO3tRsQwcD/LnexTTEtZw4CqdiA84/hwLBIaMiqtcIPS71g4zzOMzBxyIpQEqkbq6jZMTYt7mDkSEdfmxUk2FpT1oQfZvURNZuB1lujTvog3UDL8ui0xAfOurC5jP02lOapyhi34efFal/gs/ieAoSCtd7jhBvgqXqjMFYE+cpN/c09H9nicyh+xcxtqjPfQc4FC9WdzDYdHdR4bpMSWglToBXcprYJ+A7kH0SL+H7YLb6J5x2UCNP2n+YPgV2sDX+dPeF1bvYrEk5NaaqzKIrSwqehBKt2Vpq0pVmKYuenz6VOxfPBUmsZ42/bI/P1qaz81bwzkR30S4LoVGtALzJpkP6Vl5lV7VlozFxnbkVlG622ammnKwvLlk3/nCszANnkyz5Sn9Vki7wNjdmGFhwvuwE0QH4Cajfjn38rbDfPS+b9QdD4xVKIl26JzJ3a65ef3UDwkVwHn+Yf9gatPRL/h7i6xduTIJJ4iwgLmI63LpwNZibaICM2tfdw8fqzK8x1/DmdYBcpOYpldhjHdvUg0KhetcT7ya2JN3HCBe27EkJx25zfd/4rtzMSMwZJrc8fQNuZ7cUyUkcXoBQm3kxJWF+7Tj7P8O9Fp0VZcQ40g7Z5MIlFxFXXWBmFTXOVFTMnbqFGOPq5MN6DyKxJCyGZrkc5+HEEExyKwr3Pd6q/cpONpDNfWOMqGBAQP+FEnPE23PUwaW6Rq+8KU4F5e87RIypmhvKzc8Yb1+eiF6HJLFTDIb4xFqpzAnhnJ4ic7hzVmrVHs2Iw8kuRP4UjmgYj9LTnCC4vRif0rTW1NkN0eKVgfWNv7al3Fp9L8Yk/hfPOJ7FlyjIsDETE22Lhij9D5pKDPYOdy3TOufvrRSDQZlcL0Q7J2gAxKS0C9nz1vutfPYOvomVdpMsYwss79WfzsLmoXl5ukruLcPEe6Icej8pus33T8mLrGBCY112k7msoEa82u8/CxFb3sknbti1gztpOq0HZ2N94kTH2WNpegewuZQ8cwUiy+BgXuHi8w2FMhgBBCeLgWXossGirsNaMyjdDJzqJ8PoqXEOy5llInsm997FEAbLR9GKuAbi8C3jTzTHlTSev3Skmcy6baOJsnyjl4AtDxXixKMvOo8ldX2fZ6Z/6nFberNJP+p1AIbIwilYP/omggadX2IUMjcMUj8iOSOWsjYYPLkItCqLaTOhGS5DeR6eWXgTqrd5CtUwNcWqAA1zzOQzjYtFl9YqQ8BrVZLw4QBBcJ8efEXcGiyyH66BkvDRDSKEBhUE8CTlgZvw+y79SRXNtTxW9HhwJtXE7/cV0jKn6WA50boHV8rZ6egcHdUoXwimGQP7ADhq7qd0PwKRUDMdv9//hp2IOnOTxC6rI5QrsRv4Y/BXXRHO5nXTzCWIHi6sIFKTNHc+C1gTS1izQsleLUkTpKmsASYc+PLQREBGqSGcOtH4OtTG8xaKMNrkT1EMwQgNfQYeMhUU4fAq8AfbRjEFWTH+OJ7fn04pgH72GoZrnTr0EoUYbiKVdT8v+fq3vPZWwAeePvX3Lf2xSF4snqNfmxevlS4V1qasfupoCxhtIbj0C/kAYV+2yLK8oSNJ0RzSoI68QMf9IApG2mDpAXLXsKOIeXL1sgXncFhOQraierKPu4JeGZKldS8jNxS/D41JwxehM8vqnEtskHgFX0Zhf/p8Wm9dftOAUjUBj48Jl54H56Yag79lkSdHVNueTFwZZq1BWu62T62lc5mp3oqt+itjUekiwNLNOuDndQqYbQjznHjoVbCazLmWzMp/s25hXqYMogWzzOswd2rmSO4nJxHo8/bqgwU/fLqiArRY54xMOoURI5IwU/iLf1LDrJskJGPT7zZUU+I7sTgBk8Y/WnIbGW6usYNk0dAG+AepeFEjjtMWWvuQDl9WGxHj9GW6/xcDK/G46i3IupsjdBSPqYAomHo13a7BW0y9MrkxJ2LzZnDZ+Ia0aJyEMFImtaU8t8Tp3vD2V0WfTX1df68fVvZBFJ6+ifu+UTY1l2t0DVSceuHmrFOJU4JStObx/5LrctXKXxU0IE0JYV6TqE3DSk6oRB2K3BK8k5JiMPEVZpWWc4Rv2t+40xsiK6wQycI6FX+NcWrirO2wuMqhJoUEPA1Zj6OVgoQZmPzbYLIOPSVX04T5kBW67v+MhpEqHo+nFbzPRM54RSPcdpbkBM+poLqac+VlAds9WLt54aPmUXktznLP/Rh7P5iYgwDRO/+RYQJWX06exGdLzqTJ5IhJXLZvWLNHZBsZdZK9D5E/HtSK9wJ+fjYA6Kj+gJkZTxFseZjYKcrec7HxYOPiDCnXe5SUDKK5kmt4WqLPzVaec+n3Ywx6md4gzplKgPgy9icWQxJnK0JEkSnMNsyxdrUD6bTLhboQ9SFT/eKm0QikBB5Qh/bmljiz1CpwmVWMm6DXcOr269Lub36FIHfANgKp8yI2tOiV7KA387R6/63zJwLQdxB1F82sYAjoyy6n29Ax4DXTCn2UH2qjezYKq/CB6Ym38h4ldNMzlgn3VuZWBIq6e9QVXscv8xKCNy3ssF21bpROJJpSX9QYOnN7XGlp9+iUVJg7Q2vJt7AOeZtmdsqUZhVUQfrQpehn4T4HyxetUWppuQfzAhNMwjVmhvHcxKCKD/Rr2jb5/RoAVLbJIDapD/PU/hdQsz9tgdi2anpywpgrM3yPPKf3Iv/qHZeenYvZe8Egz6UKyaNE5ovHw7deEqGb/MZfQ0EQfHLzrxO3SS3KJJuYRKBVoKEDSXY2Rq6mOh6nBLM7vQvSPPRULH18stbmTPrm+5VaIfxiWvxkZUgGZCbl6wOerdWiiFS51iIHs7x46d7W3+xaft9poP5OpLqRAKzPK4po/IhctA3qAhb/VwQ/KwwTt2CMfX9v/oJTKixRMgbypLHBfHk57KbCbjuFJWrBR8tbM+UaRcWIuHdj7gBOpdIpov+FHkhcFXPLDP0egLt+JHvuRyAZGfEuKxlM8faNktphtDvqh09wKqyNhG+Xxz1W0s8W8HmtrwxKSjnsD0W5qoPRZQ84dPgUCo0jWtplJOEUFg3JUhqxbv1Jo1PGBnRE2eyXyXLnxDimEBWpplZ6Q60rUE+9boqaBtd35qPSiyXCOSt2C8D+6LfEee7atohCgoWsTS3x6IhJxdunxgkMPMw/LERpVkVtcc/iB9YSP4J/6S/gOw6dTp3Oa3ZJ3T6yqqQ4FsYip3+LpLHcxweLq+3TZJn3VQdg4A+sGe0TORTYutP9/bDDXI4+TbRRFillCRnFQET2/w8hSsZkwM/x9fsueCbHlqMteg34qWlQa/1gMb4TvT6SIpy3+iftLfbSZEnPiVYS+67GnknxBERoSu0RKC0aFxbiwybM8lJSLEyBtu2z0fI648uYgAPOwI5UPhrgEPPJJv+xzhYtB5s9DbnbThxcho328I5AlumP/LncQns9AeHa/aFIt+rt3delNidOaBdv7x+ZhC3qtztNvreFFghWYVd8e/MnxOBxjuo4E3Ja5I3sBmfksejD8BB0VpEmUTaAHNSaLR9f/OBJh0cOJH5FKNBd4J0qkB9RxB4Fwf1HaJsvvyuVhALcx7VbBR+a07uXLsdGeung/nazjxI+boFjRM+KPLaTbgn61XExdLw62BH6scQ1tv6Yu9AhTMQdzr/5dNPr5QtE8yvvwRhKpP0w4iJnfOzpfPZv5FIja/hIL4kJ27XKfndxSd8CachhVrlVVUN/sOiUICcpaWzDXesKiSDmyU4+TX4MttnfC0olbPem2T3w+nRNVOumAXFXgtZ3zW3MgS+t4GhMUka1/nvbxsOf/DVbDAzTIIOKILdokZa5J+/By8d+5bdZVqGIindkVdP3BZuprEfNCY5iebEVqZX+L1ULDhEEGm6TfM7E52nGgjc/Iwtq0YcnVKDwbCbn5ZFIyy6olWaruKXZp0lHFEmFycJXKdqGaY9p49zEauEF53BEoTFpceXxMZCfoVjGRNqOlzyErzjcygeeMn/e07TnkP+P7eMDP5qiSB3Q+eg3+/dtOhyFwqfiQBCyUjdUaWZ0RSPOsrtDc1S3anVIjKFi/sk/19kccXZF13ZjQzbS5Js86MYGsxTOXWTDNilv0aFH+/NANS4uUIKchA5LVSadX4mkC6/f0nbAYiBJSdkMqdbiAoyEmz4UVjWQDYf9ZUVpPeBX0o423dMfwDTI9m7xVu7arkh0mMTqe6eHiiiTkNU0e1B5FHEWy/dl7Om2SHMWVJr+p+ObXFELdtcJgkfIs6M99xfTH83oeKD4Y++CMPAqk05Cki5XSPBHyOlgDf7KgnTqd2S4fZ/fRB9Iq1uK5fBOhv+9P4X7z1YFmOkurCpqfG4anaOUu+vbl6tKMnlhh/HOOEUxPYEeYMVejERU+O996xUlUj1D7lEyQPaOpLzXL9PB2JWiCdpKwtgQSVc9Xi1hio1rVaE47B/D7cyw+vMJRzOHBxPXdIEVULVFsuejU0lWF4rL9/roshbSxMpIm56h9+8PcIMJZYNzRlaY43YaSePRwrSoSCZJ79I/WVpBOU3xB6H4rhg0OXSE43Yf6fSgNP5eqGJ7kTQsqUiA+vLgtsQlrJ5xJX+gq+hCssAyFoI1uXKY7MuScLSzqx38jKr6a6ZC1mrOpQ6mgTVEjeLsl5d5JgXpXMtkQgZjVEIkzz+zE/SdU7KVmlCtq3j75UHd6V1lNoM4IyVqBAMq2/fkYc31T/YMGJpxihQMx4YYHHRe0QrDHZegr5J7B0FWXP+pVoC0r02dxS+vi7Y8KPCqsnK9oso5JiJffik/lj6IFuJecwlaW31AEpNVA1NovlMYJ+k8f/vdl10ho/RgYnaOiTE1ZouXmo1p+2CSq2an/VGhnjTDbHZLHaw/YEExKsJy+ZhnhyIpBB0K4MuLTlFpi1yW92Awfxlu8ZUXKdyIHcCWD9uOvuz6NDEfgmbcnTNBDcrk9B/o0Sya+MUQaxWoV4gaCtO8CD3Q0DnVobRoVrQCy/77bW4MFdkyqb6AES6eLutH2hEvflpx0PUYVi8ndrcEl/6DMdKBzUfoSDqst/RJWKm2GThLCvntlNhXtcBGLdb884xcyo8d3FTskapogSRul0TK97XFc6E/4jWkXms2wT5ruwTB9pfpyisWHSK043pqQi8jgHrm1lvqo7UYKCFNDo68QZKk6NApcrifmkWq3FG0C0Rm6v6OShNL3vWLcSsdgKlEyRvw351aCBW2Z2rKNv0knYlnQPZkTrQvqBVoJWE3xNsKdpUVQnyFjHl9FhAfRkmvUu84cwDz/ONz8A9BGqBNt5nMRHOmDlus8qygNquiG1v0S4G5EmH/xYAn6XNyzENw8tO6Vo7kfgpeoGtGgdCaAr2Zke98u3p5P49prTmUj+laom/bLNkU+Alv0j9NFnUz0Y5EH1lFQhK2VwvqupYDrIfxP8PcdiQx0B2x5gUH8YHBmvqtug4lGFl+F/bsSSwdTpV6+B+eBFsHlkVZvKbCfSqXnzBYK6smSD1QemxlGbn7hM4IAylV7IRjQkdLWEGVwFeBdYUfzi/j75Qh6QjZiB5+0QhvQ3iu7CUuognmadGwHnjDtUG76vsZC1xkGGbHkDaccyzrPp0uJXN6CdIkbDuNZ8TUdGmODEuYN0aXUYopKSVNaMVJ8uPTemJMMLnYuXrscUzVohN7MSf5640Q5gzEZkOxEoZvCY8gp2hVKBqvSA2mZ2JSkRIE7REVGYKBJrDctxg6NjaFIMf9xWTSb+TBOXQld/AwobIi2ejU2lt7vOZ9L/NvswhU+U9HKKw0lB9KXtqy3LJmT+AWFIIrsd+OjR8mkhgNBolLFxyXYvtrZbh+jzN5oHfEnXZ7s0cDeoZJzQLhQQJKdAkiCczu+202xOM+3Fdj4W/MbpTNhJ5Hk39aOutNW+psM8k4cMGtdzx1MUssIEwQgzm0y6nIbWlluZKn40Jc3QMP8vV84cr6ddJgYLYvsaqhoBqF6PGrlpBLlAr3vgs9dbywWui9lkfRaWFtn8n3wOBjXTVXXyJlbKaRaN5TIcxqFW/UTFQD0z2dEGr/KAj5l+Kx2+etsN+a6CBZznNtdAld+BlO8KdDA5Hvhv7HDRdvg83PIK9P6HPSlD5AOgY9E+eAZJG4pw17WYg1jss+o80PyprkiNYmQjh5cS6VdX4Yh8DJsHrEfeWHynpfZYoXKlFIj5++9d1iadeojKOwBa97c6Bq2JB/mmc1mws7u0dG81QUeP7v0LAvGtpdpHdvtDnVRfR6dRyXdbozDqGIhQLl2U6aUg/kKWVaD/9sbr1yNRUqLoj5WEKnTcnz63QzvQjZQvR1VhIR69CnrSSPvzHaYMmy1G0FMv/ZLjnCSNGwJoJaHYv7Yq5mTDPmjsF4XJcr4jX84zMI2plYni/ns5dDi+0t0V+lTjsdDdEltOQrO9AU/T6YXsn8Mv5ab/DaWVMt1XllO3PCr/o0zXZtZwIwzFgRNQc5S68EPdBbMzEDPBSKlOPYD1qxka1pzSLTr+dwMl8gdnuqYrZwO9y7/Ti+yeePLYRqVFY0F4jjHzFD4KWuMOxb867UrDvMgNRYh18hScl+57+V/2xGbjQJYhHAYP26gjXjuHkztY18kvG65GDEBKcpdOKWdA8+5xNw59PlcMufZtcvuFcoFNLt7iOHArEhHQn6kYBVl+yud4iK8vHCrLQlwm6WOsz49PUG3sH74VdAjJmDHacTLFcT3TyzHqdUAnaDDFYyxkjiuIyFkxAqhlAutBgoVE/ma8tkkq43hqKjP08wEGecbF3YU0/SpdB5xnGeMKdxnKecXKtETDhltVOYJfD2ccS9CgnTTpwz1vBOxOqjOD7+rvRjhUGLFyy1DiUFPFfpLCryczgFN38M6Xa/2u4uNfXNgmn+yUaXmAnEMasfBjJCwZEAB+Iq9ySHSCG2QGmp5SPB95cbavrJbRwB7ANbS/jBrDOy06r2z/xfWVRW+Kc8nUCI2CUSBS0tkMLd4qn0K54U60QkZcKAcNN2j1w8JKVZAoEgXM4oGVyM1Df6YdNkHQy938qaBWKxUv/GNOElpxpL/7wjbN2A+yvLQ6xHMj0ABEdxwxbI+z9Z7h12B4CkRSUDNilXm00n/btVqXhkJk1YDWbEpLCRrWdLCZDbruRB5mVqS2CbWKzNpgjS819RnS4hbgRLzKkm/QMGCC75xLkAuPc/CDHchrduZvpW85NXEHv2WaurTmaWS94y9Ht7ZWqg8e7ifNVU32s6vdAlflZiehDmYU3qamrVwE5GdroDmyL1W4HZ8IRNzNwVueP+r//eHgU2nkZpy+JczXi5x8/hY1lNk+zClUHmHdxV2+6cS31oRlFb8/1rQeGiiSHMYcQLvL8gdLWyxQLlgNOcZn9bgVjWvRkIJjB0hUmyJLQiIUkNpKOh7lxwWfl/6hGE1B3DwiTWrYeoK+Xoi5HXml+vw5ZWETKd8eU0xjY/b8OkEw9PfI+NDh1LeBCOshO+v4rJO7YOf8OERdums+ctHiB26feCRg/V8W/2ErnsNArNeO5nR6f9la/xmw2Pa4OTmiyzrSA3kaBdwHP9wE0YFjkwXmZWtZpQbKVFlcE39qG1ZoIz6IQfNjkOZ7sEncLdY5roOX9WumOmp+ixOI1Ou7pk7nfbC8pGILwpxhF3VZwdNN9aZLEIJz4NceMw12wj5UJKkp+wiwYGRje67XZtsz5dw0akMhwOcyYG79Dpudwe3+wUeH2RrBk/VA+Ym6UEwRjNpflUrMSguHFzPuNDSSRnyjDH1imfFMcGwtFCAcoWFWYaQOuvKcSH//wgpLeT0/5o1mlsyTlDDWgfxKAuTuGOm/du5zbwATUjhe/9xH+3I9DosjQ7EFOnHSktONurRf9iv93dOY5T8/WJglH78ny+BYr6VfEH7uNGmDtpMhdVadsDtqh1827qwJnNIJdU0qIJKMYx3BuYK+Gj7MXSoCuQWx4C7UvXJXQpKc8jvRfyyCm2C2fku108yoJjaKBisORkpPmDnDwm50LQiH99D1RlIBDj1lG2+Nyc0AKvTSbx5xZznKo9MGjH0ZSfcLN2v6hi5aGbEc9iJ9EnioC1qwxlxR8drKw1fCx1yAl33F/n6DLNuZRCW9n5mhLZrudvk9vl55GVUIjA0sqTNteYFg6MTr7m5wzYNEcy8xLydyYGSCsXjRaGXTlYLse0nXESCYLtAeP8mbAZr7jYlvFTtOyWoUJua4DmpAevP81FT8zhJknFPQzCF6XE/VijuaLGjCVZR3OWg0m3vxEzocUpysIpLm+xm03/J1p4yWSU47nNNf8khltNGFHPzdYgb+Z83kncVjIedI4oGMw6fYGeb+7Go7GgLdumHSIk4VtCRB1UiRMwMLKznTgX1tkRvc5ipJEiqU/OZ4fLBfK/6ES4jOso3+DAd7IQPtqVEDU9R1SoiVGbuw/B9vID6YNPFJb5+YBLA1d/3YDuwq+CrsNUEGrGfFYbewol6bRbgUSthYSMHq/OkrCbBLvDY53WgQH0XzI95qx4bOymSXIp2Z3cyhLTAZbDcZwu6I8U93BrvqVe8iG0xMdDDzldNDgCxiceppxj/sR1cIEAAYY4MOZC0wo/hyFoZ+9i9HOA7ymFIK4tpdlaFTpNJZsMWEGFyyrB3NDWMkHMoao/52OFox1kPLyEEdJK4kJieJQln10HUz0N6INxNVn8UNz3xlsZ9Pgs/tLaBBl/v05+q/s5KiKfAVZjEBx97aqTFB3ywd2L/bnF12Kw6UAk3m98c/R9VH0usiB3dhjSHzSI52Em69/OEeuYLN6A0b7pFcujwTmGxhzplu8mUQVGNXnnA969yrAS4nKuhI+eZL8OCUGtdf7KkTeXjBvdROT3D0nMbT7k+mfyk6R6i6Jo7PTXErZYK0cY99T4NatMIHSpZstwZAadEZLwwuuw2zkfLSXrv3qj8DYa82DRL+IomAG5IJOaWvmCq4QhOrBv7UPFxnol3AtP7d2iT5Zmj8jwsnGRYr6szfE2V3kYU0tiSqe2b4SIcpV6wuCkFH7gK5DVwrKiL4FQR1bHRAxn4qstGWs+WFpYcPLb8rRmLMztghiLnzVBrHbZZKfM6/8LvdPUmYlOH6/fCp5yZ/vzsdbuw3O6VqrN9HAfrbLuFtz5xnMV1woBxhPj7jl2CFh4lZtDsKw/5mA1QVUWJRQToCUl981jT5fgc+51yfBOANy6wZ4QbMd4oSKbHbP8yIC+4V+7elbI25VwjcrbeF+6AEN3oJrdUDBrW8szpFu6m5kDZxKiuUmBzCq3bytuPJkfslAYMfJqU32Xch6j1Ff7lT3HOYYSmHUnii7xL/1Q6c0ffgC8ivQw/hI5rLqGP3WXBFc7q4bFJxwKcltmkSJc9KBcB8cw7ePDP/6bfVX7C7v/rYHvQUucafUmqQdRTPwRsLJtSrD2+TSiaS3tRioCO3ucir/D61Y1UUuJjETj0gBtO4efAunyHyaeAvuBBHuj0drWbRwXM1zyROcXu1WT5ByX4UftQ/Ul+ELjuqciQreMlfpVxulL+f7WUaHW87aBRSeRvusYjauGGXiSpoPRfQi7sx1ehQm6CCWeyKD4h2rTnV3dCDHXdfJi2G62ZWpbJlspJfYF6+bRy5YAtE45piFFm2Et+sgo3DAj10GGtL5m7i5to28E9S/X/QQap8FU5rlH2BPLLiUtCJEoBMzU82hvs+Nz0rN0RoM+wAgJwuxASWm4k1eHhWX9/aG0dYinuXli3L4sbFsZshIJicEgOEPyzee1JSolcbsfgE6UdbvhnO+RJHfnwbxmbpqfkKXcofegYx+duMGO9TpOPBQNC+w3GqSKWapJ227QJGF0qG9Q5CiQt4PZSvet7pkBZ+d57UDRL0uDHcmdPjZYcvkj74i8ckJ5hzii0iN2XGG+T6s7PtPp2laLgniMu1yc9419dCdytB9+sUOlUuudIQBUnVaUeu23FP4mOoMCLJX/V+73QSGuT7a7h4ofUb3sbTP4/CylNVUxJvK/WdKLPwe/6L7O055Lq4F5gY/ngH1Mh5DtsMvZseb1DiNdQ2WMTXt3KxlPJv7HHGnELSs1eIY5TI0+N0ukYFUfWFSgZRIp6ynh86k1CjDjyEkTghXSWY+W5Wp+a2++1cjpRYj9BMX/g8xraadhTpKIAZDkzfC0e++st2F2nY7yZqPc98KdU3dLDTF/iaYyIOu0ckuOxTJJHmVJsYQsgT6exWAyeVuSc026O1EaITzXYVQNA6Mr1NL1V7mv1T5N+z0WlmyIQXQa5xb+GQAB860GfkXriYQaluXMGZ/1pm0KWM03wylM8RZRxWFFNt1rfy86djLeMu3k9GFFz16nJnDRv8VFtKw4TWMuCNHfHxlJJ5SH5l56/ENNCzClSKaG2NRZj3OBSEpQI4Vy6jArp1fVQA2xqAIeHFBKMlWAkIP2+w0ziTU4/cITsmuturc5rjTKzeGlHl6SCIGjUA2+wO5eA0CZr7I5HnGEAUwuHN2imheM0nKL/p307HVqohad+ZNozMnDu84KOjM88tHWYBiX8CDk8ix0E3LtED7u/UoP6UrbEKhcEmW3XY4j4+icbccs2K+IOF6eMPuhLbM6s+FDtaoYmifNaJyhNasTsnRG3VA2wCyTi8hfHxyDnb0+DeSckCwDWQuVMUyXOKGy3bISdho6oUbbF0bPzZHtNfh9no+2mDbG14s2KkUJky7qmLM219LYkiKNdjJEW5YfO/S7B5jLbZN+VrgJ+0at6So9R9KAvfaiXKlXffZoKYPvaCzytOAJKQoa2NwRTvCQBZAL5AleJvIy8BylEwr31KZ+hcVVW97BCdtSyZHMaIKaRaX7YgA6V0HhK7dLTPmJz1KtVxSu4W+OWrVm9gPu7cTAwWQl6cqUulUiKeU0h2WgSkx6tvRMC0BxF1dAIN6O2iIgPStRp4VCivKbzcBp8lgdGWG9uTEYqFFZOXkePXyDhmUXhXFvdS8+0CovVXAxaMTDASnTJdkvpT++TZz8Tflx283lekGEqNUlZBTEvWTmlzCyx6wkEmb2WqeL0CmdMSCmwJHzZ/4bw2WAvNMLWSf+6lVzHgTiEDL5ZDhQ1EGZPQ1DT/PmSS7dtjXyxT8q5iT9RvoziWBIyEj6GXgDv0Ok6kKH0mf0pHasQQFhGESeC7Zf3W6NYrpFMsuCLH6/ixAXRrWwh3tjEUQfUK53rSRx0AHngA+4aDIy4AEdD8fJ+/E3P07Lo4WqFNzhJgUeZ3NXnWGb96DF3siDHZGGV9ME4RpLf1hLPAwmAbU5WsLAVgmGLHcMW1r5oHmWagY1o1r6iOT1Sr+W779NuVzheleNvBtqZIbWNDzdyYkzO1Bc3PXVE1HorLULf6vv3LtQ2yhp8bcbhMphFBMUb9zHaZRIGeU/Slk5EooAQiPVCL/Ldvy/u+G+aJi1qqtFHz07jNvb/lC+odRye6Geu4VPKEYjzeyHkGOta8NL9KAlXV1SIbNihTURwyaXC4O9x7b3RiwO6JZtkQKgk703f3Wd7ebupoPNTHejEuvZEnl0RPxRqtcr7VqCgGkahxgyiyTzq1YuaBd7pKbBziLQdaIyIiKfBsoSuxtZSHzMGC7Ythplsv5jMNUzABpx3VmM1bqK5sqSEsuyIcTST4HecZZM+5CKbUJUM6FNTbKQIhgY4XlkxfcDVFi7vSESPttQNirD1DSkqviaPbLb0NmobXMiuzrAXKfkc/iE3LCdZw3WMChq+xVuwYCUCrK1rCXgF2xcx1ZM2zxGBdW6md2h/yKlj1PK8ydShvRS3BvfOFhJZltoIlcLIswVFcElEyfVdhuaRBYiZ6Z09wAHC6iPnjSuBWhViOFh5BoLzvylPUhwFtlWOVHvkZus/ubKv86PuJ7mInqgbmiGmjwim7tmfiis1LpNU4f1+EvZlQiu+O3flHVplTuhYwPaAHNpwSV8ueT70ePHUcxCFJXdOHfTQ+Iun+fzu5tfSZ7nvu5prGaeahwxQjxXRA4InJVPYj8lEGr1jH+MsDbHCYcRhlQKa3JW6f/C4xX9hwNW3ca+vP8KMx4luAS0iUUu3/hpi9ssm0Rs0tNwzM3fOADD31EnxO9dL5WRlX54e6+zUtgSJAwykso+HxgmjFTVA08WcP0PUadmy3Z357JHcLxgjEAYf2NtVrJ/EfZLiP1FCGsbjBAV8QWGrKEqyEdO0d5B1Q7RKyVzafYmV8xD0PjnM0q8P743PBU6j0urmeaHeQZCJPaMd65aZy1uS2XjRyBdt6xEmlhW4OqgTDktDsrpkdzKpT9z9QbdkW8jWd2sK2aDlI+X/YaS+IvwQ/HeiXLW0ETSwSf4Rq3zffByXLT4Tv13NGHymYNBQL3nlX93R7XRyvBucdO6g+CK7G8bKP8bAjR1OuKkiuNcJj0TJe4tWvWV2baLOs75B3GuZhADlWF8deLcqckHBfTWSUMOo8GuefcpnO6di+eV0QjN8osxkmLjTSuqv1Lb0TGSLs2UJlfHk2b66Lji4NicH9RYpwpQsXDFR0mwWxw97NhTUWOhHP8HWlBC+9xg67rrJiiXbyFsYGDPQfiFDNF574Tsnm66PXb0BYkUZmYXaZPzHhQ1Ggp2WXlVRzMZ0CJ43/Aqslb9M2bBxvzcR3w6/gIfyO7GvyifGwurZ2wTs5NFACHSeaZ2ek62jN/IITJpuHmMHMr1ohocaBTWZM3A9OrsnZAny7dAnpR+b1Be9VKHteX67uxrcnbxOb2+yyJVtU0CZ8gMu4s9He8BWykal+9ru3F56SXHPYVdo5YzsY8qqjdBQv9JOIwdY0EqHOiaGcfWo3QqCqWq+f5es7fFZaRQfkMNKdXDmUmXFw9y+N9TA470qeS5nh4rzHdEp/i5K9m1i9WztZTuGeORYoQ4XWqN6YQNDuyKKWS3EpOU2675WuMZ2TQjwO+gkn9hHKdVqokA8lJe52xCFNELdmYcQDi16knB7KYcRVJRCIWF1mbSVhvo4RaJHPBWhck6qBToMZAsPqcPEQ/fnyXR+LNAtl2LhHirtwXe/HnJ7vwrfraRFlCnio2CiYvVDWMpl7hhnQMQXiKwBY//XoUhohaPb2sHqi9+3Kpk1MUDJtLvhuvgpKmYNXTmzltmt6Z7oGaj10Z1lVnv3nSF95ysrIBXDFbXeru8Hc6PkhttMCHhGqnvngrf8yXN6X5qWG+TeR0x781FjqR6wQJID8uqzmo25lzCq2CvNVn+Vhm9AoGGqfc1P6Z4tGpy2rONhgs+k38f06sH9fFbI+dHH+8fLa5WWu8u/0a/uMiD055O5xpOwtTike5Ab9nPyTxvD0AImiUtd+rxD21Dy+1lZG0I6sABvh/YH8ceNDeW4XxoI5T24Ixv9/uGAgTFxXAtfAKHApG1Fm0fXS9ecPbG1Rig8DkXZZRpYbJNPERVcD8eXWTAEibnd43MBwK7GTODHj2cat1aAawAsOZat+mLgFaxtZOg0bZ5vQtBYBj1ZOdmeIEyL2Cx+8WQXz2yTbxCleP49MlLROjvniWzB2WgfiVmT5i2WDYgSVm2VIRvwKhvRFdHqjD1VHxXbasmd7NJgo3X3sYaFwjCh5gWTlDQNOS60rBxuJU5uh/fNj/BsOu2D/k3+kDlf/hKHlh7sxADLfz142IqwK266o8TWtVNUrKSxEaIiLOOC2G+M/nDcVLiovYj+Uyefb/wub3Y5JAK74r8HOLVEgtRPAzAhDR+bY5HthOQx2YLLsyULSmtX5DM5jEdtTIGsLb250/O2LbyknO4ObnpBIzFJZBvhWHty19mtT0thibCuImeSU0aIyVMyHgWzh6h2UxX3MkzlSYo0rk6XjjQDBvJ1BnNKaKCrKcDhr5FppD9YmNgr3VEsv+Zt+OdbVj9nWDFaJFYmeIdE3vuJm2RTiW6fLDkYMt+Gj7L4AAAALCIo7h4B8flh0SJ7K3Jn1ap9QIeP3bioep58krXACLboqLF+Sq/VJlhYrSJJShqC3mLV9oZL7e5PxgL9jRcxFH3c/dRwkT1gCmB2w1WgNPIkumRX1xBCeLPRyyJPkN4OJC5RvB/et6hy2ElU/snaR3G250dBsnFoudOJhg69hNhllY8wBt5V4QYZBobr2a86/obSAXyxiRDTENWWw8i4Kl1j1AC1xeySkwrDyq//fmXnGJ88M0jeZ6IisgJQc4IH+kzQ3pg67/O/uh2cNn+mQgt6/itTZqOCAz1D0QvEu/M3PKm9eWEHQABbuer7YtIKaDms685ZOzpxppO6j3U7otopWQzZtXnqJbpORfNw/LqHt5RJ8FN7gLLzowMwKjs9Hib2bn1fX4sxatiUoLS/DnMi4IkzKp+Ibt7nQTJxh8ZI2kHN1AqSfKXl8xuhIEdIfzcJaPR9Uq+0TLKQSimH+FhwVisSjVCOQRzJxs8Ju7tgMT4c2AHDFp97flI+XLpb0VQLpjBqL/6RfgbU0ZT0oQOMyksVT2p/GHFcls0RBMb1MyoJ1WDJHDJHyNR+f6RVtMVcIW1u6KvfXcyGGnTq6QCG9LpRvUhC54bvX2ch+59uXCnKCIs5fyMn6lqLsTtpqI210ZLR543xIhVlY4lEgN+jGDX3nvO5qVlkgbXnGrGbZ7xPFAbmyL2NXQ4RG2X8vogay0CpCGs/DYYJ3x4pzMFShWXa9+UB8PX1Jb+YbX6PLvkqn4UK63RURWI43oSHGDUb/eVpi6ZEKOf5F2fG2kxdI+rfwfMxLqoCs5Kbxdpn3RnGoMCYxYCekq46hFgCy9QWmSNhjGFeyPM1jvKUyEtT6eVBlhnmWcUzbU4btwOQEhcsemOK9NKQXtJCSLEwNI6IbucXO1CurB0qCKypFi0gOeagshPfWRRoXb4hwGGBMEal/Y2i6bMPIUAozNVrK7vjBG/O2XgBrZn3VS4gZzcySVeQcCfuppjRGZJDL65eJ/HAeFnuIifiB1YO07QDOg/IkNDk/ppsVj81BdUlxS3eoejQZvoE8SyRD7y1hjI39VVggO9umlGyFJfo0eIfs1NorwElyAO9r7J+C8c6G3xm1J4qIkbHd5q08lBpJ6WRzLNB+jFRckqlHhX1Upzt842nO0PVBiswBLAmCYgLzkeONuX4WW478UuIr+UOjszs/aVFZhBPEXXoGNrs1fUvPPlDawRs36egjp9ivVoyCN8KzAwVipr2T/NpQki0WJb5YIFekJqbZ50xpcRt9qRgH1RZInNQYSTw0bxghYsYmoqtC5sM7EiF+hdyk6vjqrQx/iNw7Hecm4YgE6ZSEKl+1qClue4r3pyaRkqlUnT8dEG7mEt86pTjmXb52P5h+cp+9/9hdEsqY1WwnC5IkgazOZSE6P6CXKJFLFkLtxyWd+dB0dHS3JiOaqi2x9QbW2C1YKevBOl8Wq3CP0Zo/SD2EgdiRQD2o506c6ijzj7ysGBLFw1u+5OR7VhyuKbs5WoONdYzx1EPTgGHE9Kpn8YDmW8l0svubBAbi6QAYp4XydAxsNlam+oOkkDJyQ0b/db0uk1NHsXQm73T4v2EWJmTzJ4F38PBmSe/uKEdOE6p1h6aT5jPTxvk/oaWNMQw573Ip5Ch+M4h4MIv8kGgwb/QVc67FZ8i5ghd7AMwh2vvdSm+piZCXDlB27JdapNMDh5R7VtbdXWcc6+c4f/c+5PgkgTAn2RxvAlgogOnXVX3qWiWyKw3ZSOtvLR2uI2bKtoOkRMS7f5/Kfa2kHFrSVqAcG5f6D7p91C0usP3JsTiqegYKz+hmVlk+Ff0h6Z0dBlET4bU3Fqjy7/x/HPTNVm1QCnjh4tY9DHoO/G1nESjG+pCKmOcllEA//GFE3Hyk2krkBBYL8v25PFoPMjhB/kXUxeXqMh4DDbsYfmqirndMsAy4Zpm+7cZhAe2YaLl743e8yB67k9XpnJ4ANx1jV7JebD0GHMKSUewWee7PAlsj72r4JZDIy8qF1kt7mMQxq4HXhwnietn1FP/H3f9OxcxCYkr4Hehvgr9HC+pktRPhAzNg9GamB2mpWAbEv2nkrIu/U2JQ+79gfAUMwfZmi3rH4HN3WnNZNmyOq2nbt9NvG/HyzGsw7Y4ab8rHVM0PPfPV3rJlZSEEnZ16QXihAEaqElhJjn4Dfsz8TyRUEmaScux0ERMbeqGlYwxNY7HZYHlRY6fh1gOG3BcT7Y6eqr+vTn8BzXoKdgrAek8i8NDxB8UPsJfi3FL6a1tIlvlce6M1EotQoOBLpFfUFDG1hEE3MYE8ePAQ/nT7G+afVBnxsF94kQ+/2lyeuZ0Ro+QItUKfJiPxPIxPftEqVaWNPFH8OnyMQ8whERdFKH7RkaX72spUNv5KoQfFpE0cVvSYgh63FHt3iVv6C33R9fKSX7rXBXIMHJvvpfTyKgkA8Y8jUamsfMHI5mdeyHcyzvLN3BkI+yl/8fRTstojExFv/jQwepqydp6acqWz3Gr1NuLhy4Nsc9Eks8wmA4NfbEBmoh6IQZ0IlxBFh/rNsXeM1cCeHt+2//NbkpcLv/Iskz29zSamFFErewhR/ZYa1a8kXqgdvIJTtFp4PdDuEme6lk2zOSri270IJtftIK+0J5gpZef49Lwc4s2CD5wVZVi6gteJ5IdBRkXg7KJfOTaP6njIHGj+QQAcBsCQCKf7hdGHmUUGuc6uLPwPWhudC0R1c5zkfrJrawgSlSp5DPEbJjEYM2A+wdr9pQDElTKV+up1efV+m9ZdKgp2OujE4w4M6Vhcq9gOh/GKMZFT0lKZELDO0eLPT2UyvgowdLDRl3AJ7WLEl4o/jzUK2pN+Y3E8GYcC09n0sTeVbpmjaFqaajePJ5PEbieHhrL2nUbcoIfkGNpqdPtCEN0eXqkCnYh4hA7BLkNRTYlXq+XYgR3f1h629qUZiMxieX5fUVg73weHOLKlPx1suwarvw6vQ8fc5iQN0icqjzpEMIp0vFEJozlnPrmqX+yWwvDvdlOmRVNQqXUCMBdGNMLfvKmXPpfCP5SlBT/JnJcX3Wh++ftWKiCsNPHDNqv5O0USymSfmEIR+xL62EhMrK9VDoRip/StC1X80jj5crqiOvwWwERoHj9EX7NAKXJVWxl9WqEVsEmkIyVx2zi4VzmHBOzPfVX5LEwyN28pjTCZV9ld/dUlTx5aHx/thPf1WRNNNb0AfJaB6V6OMLb7Tudg5FtcVfuWgUxz8d0R/wMC4Rn2xY+veCpBTedExcFtm07Srb5Pboe1MLrW0/W5V4ogpEJ0cKHxJxvWiTmiOSAjDe7tFMu7qlJC7Sy8iF2J8meSU6zkmYxuRqgL2crVUQRXr0oIIaB4Y9tnTovTfq6GKRoCEc6+FBoZKDT5rtVH1Uz1o/rmANu/Jc62Umxbpw9Fu7FbJB6gZeID4Y/0GzNCEQk1HHfsmDKuoropoQE5cfGyNMp9gh8dUA1mrLDFBgatC5WchTdPupwUVy55slK0uPtKJp/ksIROyS9r6A9S209RjL2UJgBTdAZT/GjWVAQkkiMyj+Qi1WkvpGs+WlBDNypVAEUBL2vvLUR0iIw8j/8OQvX/cg+q67D5oynDLJkqVh2K9Yl3eEKiLN2y7k7QucE64u04SRY++83+7jk5mm2OzgfuMdYlD5dcf6kzRxGeKTlHMY0zji0cmnx4fUq7iWjyhmWoxMSttllRL/T4E2R3y9Nj9u+Qw9Ul8eqqA0KSg8C0czfXgQQ5KjyiJUllgHaTCp/r+6y3QeQpM4lO6Woc+dzUU0N9T6JUxRMCE2cVOI3kldUbUiywtdFnpPQOGE1SFQ9XZoqQ0jzObahqYNIFMs33aUMfAvm5ORPhVkqeJa/HTA3pOxfNJygH7eukD06154E5mnHR8mOqn9b8HuV6/DAxdt2mTSG/0vXAb3tWIi0fCLv+X4t52XJd1Q9vknJ6d3CjzHMKQ8ZBrQaLduIEk/uMZ9K9IfvLZEJjixSewrskspmkTnFniuTZp+7jsIcDjHi8TW9vzGq2ILvb0Bcxbopsoa199y/mtB7Eu4kVYequfToA+pbF5cc+hsDdl0N/MlT+ToLUkEd1NNKM6KkPOOCKxQbA2Ht8UjEvThD6H4QX8UYRr4/3xflykS7PYIWaAqQfY4OGvIjNv1m7XfpCWtXgOkSftwZwJdZz80gnivR7+HWoHp/DIoDk5J2NtNxGNdwMJ35NfIK3payV9sGI5oZLx+smOwCevnrLFU5R8ItaAqo2tNC0E+tMpOYok8ZSPZOvI8Bb4njckpysaDJreduDcTTtdAHM4PyYqeTjAYAuEgtviYJWyfYIyaH4/KUUXgVC/Goy1iCJQBthhSxcdOd7zwTKmVJ+o8xKEAqkAS20mnfeNFXqtqCagjeQRdoKPVSuYSN4snd4ZK3nVBN74p639AQopp7eeTwGwdgPYhZE6OySlJdsKu1qIaXGZCGbgKAkzy8PHRjYxpnWibKuzALXJgUXO8LctoTopaE7kdVhrWj8cl6hRrKwp/GwpZLNszImuk6l6Xom/tK8rzpVwv919zZF5el/RDtieHQ5HQVIr5jrTTWliaHPH5UPG4dbz8lDm4IWNQzepHuCnKWIEVKEqfQNIM3+tuYdf6O+/ps/QG7ZkSIFicKfLTJeOMpFlJMLSV71Bqa4vxi/USNJmvp2udHZKUIsUUwycCqdmAJA7S0j5ewy7bx2Qs7e7Ef671Lubo0kiskLLcr52yltBxGDjcQU/OMmoG0qaG4+frk7a0TDb5EfF/z+vYCknW+E+GdAxMhMN9lkOKQvK78WL9ynxccrzwBIvQE3q4dsRTAi5PFkT8N+vuqTciD45wT4QYZ21Krlhax1UdAGgqn5a3sV7ID4DsYkrawCA+5gAbHxso9n2XItkkINimv6MmsbaThI2NCpKSwe2sx4g/A8cUJDcjJHNbIQR5FdReha7JIxfQUE5EmOS1S5YVKgfswixUdXf86ug0S61Wlx99eVm9JtZofTUoptLdrljBMmgCJWO197ymf/iGHmll+vD74nktrBcUNOZ3gocqZz8rXtVD8iwqA5vPMGmBzzV6KM4+0imQccSeqYTISHI/AXdZe+EK8wQm+SvQAMZt+oSIVppmySOOUw7dWFn0loehudYv2Qz6CeA9UyJGtNYK+jYusAihb1lv4RHVQkFEnjLgsz0T/ZCD1aTkTqH589TXe3wH4a19oy7HQ8zPhIzBzjgXKSR/olmiK9n4k0BWiC6uGkZTrtygE+MlN0/yFNPetkEhjqb1TdYBwG2NQLMbh7l7LTqYW03qWT6ptPjjnAN59OgiLzDsTamVEuRuPvsWXDAKeRhvYaahCjf7iupIUVS5Nfvw+lazWG+EzASLL0Oh0hX4PzvApjoG4CAM+Oz1PQ5rPQnDmYZLJifHEbQbhbZMF3PNPT5oN9rOoTWiYdinn4ImeErQndnzfEIO559I1bKE8n633QLg45BlS8GqrTAP69C63cAfWg9ymqmnK7wWHLBxM4AqiLcCg0no8kMDMLuSn/WZI8/lLuNMGzM3IuPye9dohoY+nONT77763xbpTtJIDl2aFqcY7sroX/dQqMtU34LOLQcUSEuEB65v3GKjfZXS5K8gj4/HHaWngClLzkPFBf3yMXa7VoUoCsmSBqv4AJNYapwmGsbWu59DGyOnRYX15OGWgB/In/59ZsGLI0r6lEe+lsfmg0cemzJg6wiGRUfN7JyuzlUuvNs5X49n0hiIbNbAbcg8wwaGJnOxlEmBahaNVEczigUWOE9ymrUYq2w+0UOpnHPuRtF8Ler2mDjNubB3yHDCrNJcpBvJYO2WaqQP6z+i0/LSUIYp+7u1K8jZ2BcncjonpLoHJaa9KTMDm9cm09NtGxMLDje+yl4eOJ1CZ67s2CRKqixQZ3eJGZhNtkGjILCIryJXJBnhF0uDmRd0OCpyoQNvmMuCmuI8ho9Hvq3XjveaTtFAUKqELjLAQPPArZgq/VrgxhPdFNSN48GdR9Y6tHeC0tSCzQdhQyH7EKDz5YAG89EMvPCXmdM2VdhLKWdgeJJ9D96GIq+Ai7pJ3LgbN9tNojeHrs2yoYct4qHPzCvNppU4p8dDtc3YsRs+/KaMN1U64F2tJkYMSZe9yuA4mS4TYnjou3BIjJYy54ZZX9jkL3cWbtnhxaS/VKfeS1uTZlUqwz5DCa7w1eVUz+CnraQtv2/NYDut9RQ2EsepuA37iT+gJWKwlVw6aGc8XHmNxEZNMDZl5VrYDB5PiKGF8BLlyF2ScYIJNylDIvL329hmaErkC3duYNP2vI6HSSpd1TwPpvX3Y4hd8aOQOIQfxPpKI7/1P8f7WaJU52jDmLlAFx9X1HojfCTaC3OYAVMJ1dMZWfCxCHaaOOHV/mSkQ8LsvYAFRGEX/dnR8pBOJdpi+ea1CoTM47BnVs//VFjD85MiuI/vqVMZ0EiJvGj8Ww2Lj07I75AvtoNYBBV539q7snAT1QnE6JOfdZ5RgWYTLrhcA/Vn2S3yOmim9q5aLHskTACKuL4aOnNcxTeYFEQ4kiFA2nmjG5isxtpd+TwKwbRJo8dqnLydXMkKneltQLvgRoLgykAVgEx5YycbLGojIDXcv06kAQcaS4cb1q4r1YbZoMnWimMPw0HrxRzzkBZnaYAxrj6yUY1unx63SIYmUw+Lin5oSIvA3Rb6wnrsOUXwWx0Ad0tLljd6+MwhTRuCTgvTgnB++6TRLP1t1bwTODRFW72FtW8Yh+8Ms0tRmomTT/volOeKtN6cqDyGKcpz4a9IWhPDKpbD/TnIE1RD8z6Bi4z7BGBMo37hxxo52ujXDJ5YTNGlpK2jwyzPx28tQO197pp1I/PKRwHwSnIaimCqkntutapDp+fWoJqs2HLi+eYFfQlRo/hY8WZJ5WYJeNAQ7rhnyJAHICreRGDhf9JeO95zM8pl6CzfvW37+h3sHh7vDN7+Uj1bUDcbkpFMBefwCWyJQ8ot5gy8mzL0R9u663jKPleWNISwjyf+ontrk1dgXg37PLfRawiR8+WH5apespH/GBReIBEQm+6aw2wXbum2qghVhHu29VFwdXDenOSXLUxZWdvlTPg6JYutR9A/KfKx84qTF9uUjV4+8VgV0IoFjCs1dDBy1tt/vcV2T91JvwvhPlRAwvlKY8fPe74MkRuGEH075ygkoMskFzzR7nuYce6RHSeE4NDDnsxzff/m7Fg9iTf19R135I2kBQh/zwB1fVyTge5ySrWJmEaM1vbCYOL4vR3S2W6nQ/JzG4kvCeIrQLpRDg+oNG8CHwwii2n49IM95x3TfC5ZTQ3O0ZKnBze6WbJW4iZfdVEl0hkJEWhCCWZk3AAzwz5vOzjmJKPu549gthCRg3F1i7nB6wm1RHUqdshlwFERMIlfUhglp9N01jqm4MQf3bCEmCVt7J56Au8Gp9GkwzUvETeIlmIBaZC+dYydn1MqQEpFEa1XmF+CUthFFLjxTW6zyR7vepbBfzjCSuH/wfaVDQ7/wBdYJf8hMiO8hYE7Qtyx60Wm3ziOzS5Kv8kgDVv47VDkIT7IY2lIsfMkxpfxDzCpVkMF55rILBmVOT0ThSdLvT+revktT/P4u4wjbUb+LuDoYsYHZwfSDtJ1Ef4rC6d2Yih5CDyNSR6184t41RuMB/aFmk7iXZcnA7DL/vwsPJYjjKZ/kY4kFFvun4ntB22XbiphomPoeiDaA6NaaEoq1+9VjRFcDvVEBVppwoxu2k/aYtYkx69zy0neZTO3OdDUvfpatIhSjnb9zic9vdfijqmmvuQofKZJVoRQ4AAwXVGeIimKKWgGk4IiRs83BAN/FE2U2uPxnGmNKaM3sR1VkVC6dGGRE5GLK5Iqt/eV/Ya/Fg0nzfRTyzX27xBurN+9qZbT13g1uln03mL14UuDDK1oW7d1aoRQsFmDyNc+gCoCLzxBZR+FgGxtO08f3p8BJH1V4upTDpN0Ztq2cuXlJlZVdNY8FhwqY/KqQRD2Ogg0YdGePAS0QGCQE0spPsGF87lV0FnkxQKBSrJruLq3Rw55Si7nEh8PPf4dZmIvNtvQKYFPsAr/aJ5gh0SIxjirgkhfUiuz96r1+sPPku1DTNct4xZHqTkWwPfjDWgWTaeef9r/KJc7z0r6hDyADd45oKxzjNNfSUdd2FrM6TODzTQdOo6XcPXkTFiPAybnW8v3KreItvQaqVNi67QSuBQjGG/u9/8YXqHnhgWQONCyi91zwiXbVB4oO7YzrB4LIksljPXnge1HTmK/INfY2DwE5uVcko+FVZIAovisjhSrBadDyTs9ebhHibn+dgxT3DgQUnfDvKka0lztwYv7ppQOmQL3djVUMyf3KxluS/IxfWcnWIGW03j3XOfTzpbx4LjH4bO4JNY3jZ1NnrlJL5dLayPI/yhkFCX7ElgnYgGSs6pe7qIQ/8kgPhFFdZ2pXOccU1+4cKOBEqYGWVo+Efdb1i15Fy8mRH+x522xahTy8p79YxosDPtjT3fMgYvRAbjihozjJKdL37Hz/m6JyGOTtVgbOoRthUIxQpE7wAQjZxZC8jdGUjbP+zpHPhYyU1hb5wuT/zDsQO8K3rgvlJrrN9YJVmw5teoJ2Qs60Yb4xkJhA1wUyLxanv6RtIp5Yi1tXfo49ZHfFW/jSMn9k/u5wHF0OzW9p0kXv0tZr7S6gubcmIRg3IZeBx+vHSE+5gMqoHBKVvzbhMbuj0MKcpoW/Q5reJ1peelzshaihNdnLDIeaU3Q8/a0RBuRBuRkPH9JIIRXHPTb04dGkYOSjmPGX6lWma0DXDxlBEPjD+K3pVG/OSV/09kIQWXamqysCvKckM0hBEgN1eyAJ0aGR0nTyZ5aQ40E83mOsT4P62k8/mHYl6eCyMc65RBDNyk9CdzaDxsU4Hv/Iyz9AocNBQMLTX4xD7t7GshWsTFnfoDA4VvWnX4THD1KcMp/kuE+nogE2cvZymeiGeisCDsQr3Y+d4lz4PEStaWtsG/6GmRHaL3Q7KOvrDR8IMkumRid68tKtKoCVoF4UwD8M8zPgb8FMxsZXO6Nk7YimhaqQIPX1hTwAduJOA9xfyTn55k971gQw9SjLVUW08SuGKtptP64P8FOdOKcgc9fuUFVfPnt5RkLee0tjRkp15AzHLmc4sZH1Wcwr/IjwYD/J/ZKsOP1mpm8VImHUzx97hofp8cWIrofTf2RtLTHK7rEZHgq0GQ90h2BNwl68SYlHfZWsZt+U/G7V5XtRSpdODhafYD9nzkt9Ja5eKLRYbkXGFDprX/WHKxWtdbxxIiwXM/yVE+rAMxyZ9I+w5Z5Frvdg3p9vdZnZTylGAAp4ZHjyhECRIpw6xAkf8xMUjIOxx67O7IjG2Ki8wNCbTr4P8An+l6ZnleK1O3euP9og1ujYcm7763C0QBpCne6nC2jUzzfKHLSqJQkZqU9otSx9hypZtnYdoMqnumpQiUBoyYfT+KLlYg85pAnGiuhVr05K9baCVII+bEwGFc4tm+1KqHK41fgGpTHS+iX7uTccLB/7oJxYVjStA5NJQHPnc1JLN9hvJYxTqfH50HBLpl7CtBqGE1i3Jn16wymqLFzMf01bBGiawgL4zUa1lhN5/mNNtLNx11pV9MCN0nmUJp/oyA9SwaUio/UR7Juj/bCGq6BDY7vHGocW5N+w0TKrtCiLHNoio18PBX8Mq14cFe23Gv/N6t+vfPPUE/8Gu6z4H9ym9YH3nW4E+w8Kd1bl6U2jUtDI8U9w3WzdF9Q03jQ+aPJfW96teVGZXEXE9znvER9APoxarkI1nA9MeuQvHkBE0C4wsKS9kY8ZzNpGeeRerP2FodH8DX/chXlPiuSkfp15ZQ4Cljb+S4nY1V5f4RIXi+ehci+W24yaX0h6/BvVaoITlFLU7WPZtoqn50jRxfZgB98Wg6/HjzncskEj0/SWWJtUX4kTpggzmaLk96mnBqgIB9TSC2oE0k0y/IRk80gqJKXRpbB3Jq25cOq78Y6ryEstl/0oZGhX63Fy2QtWF0TQKbpO5JQ92xPNhKMKkpVLYMNjy2rC2rmDGUXiT+4PSR9+rCpX0qctYKi1pCLZnFF6039QUfE9/CHeSqVaZn1USV356EL7C6zkzEE3O9LSARUtXuJZwMfUBNYK+1VFSdR1VYZoPzxo3ZKVJ5FNJs84cAlkNp5zY5WZIzca9Mv8p//BlrRsPfHBg0f6Bo+1VpLpiOx3MqPo0Z1XpF1nkKUvKnhaArhITUudDcM/l5oyHtmied+1D//+1AnfoFINJJlffd3CQjFVZQ62noRc9pmHNBGt5v81+RTM1dIEhS/VjrRpiYCjO5iivJ3OfIO0s4Klci9lovn0qXSjS88N+CFAL5o9BOLahZGDi01Aap6K/mm6XsoFeajbpieKAZcqsMIUHR5GSnhiHnFpgRT2kNAfn3JJ0A0yCIQVXy1vE040qev5V6+4VJCtnQ5gS0PywaRp/+dpzQ6Xtxq3qWZFF8Nrg3UQRN//AF1KdxbiJqEuMu23p7z7Sk9JgvpkcfLUoiQ2qlt6hov9iACfSS3x1+J0aFlsohtzfLDQxXqe6zIIRZdw5KqYRvbHGBVuInQh4VCDaT5K/tSLo2ybKOB0DifxzKxr+El71cKevXU8lLa3JCwv9SH3x1ZUPg7RlIfHu1iU7UHGiv7TJqFhBBTN6yoFjtBOJFpWElsMH8GkPt1lUBnb7jaFliPFHWi3btD29GCBsugYu8ILw8XCAxWh7OrS7CY7TMeZ0mEVPIutIMTP0fcICBpayOmUkTzRUP9mcMyfs+Q6jkShWrfOWk5iQ5tqvFtr73g2BtBcIN9h9lSyykqoctJJ3YBlypvwEHfOHYsS3xtpe33XmsTiC8pZ7QNeZDYULf742BvFp8aDSXwFHzpZey9YraFqNiaCNXa6uO82cQWAUx/riL2hq6IQDLXJTJZAU1qD7x2PtT78s4F0A9Uj385rvE5E8Hlh7D0LLYh7d1ySC2DDSU7cAFDy9hheeX0mXcNyk2uJ3qhnLd3LAZ+j4oFneIIv37fkz6q2KkNBKiHNfEuPoA9PE4k625uRF+3hEfZLytH8ILp6ioCbJL0f4tlg76FMXJd/vI4t/bazlULXm8iV2vN9dWPt8WXaFSdPbjSUKrheNojcAxzqhhizo7HGyELKNhvCPAiqJw46j+Oktu2igabGSM6tfAJMdW2Xrn/38CaK7d2dxmrrxJEc05C35MTXltJaPjapHZ08bnnjEHCV8XQmeCIxQbrM3F/lc2UCE4y+/jmIroVXUWjT5C9IUtpP76Hkk2ahu6EVw/j+6OB5P+2xQOuau6ykk+oJvOZw57zxoN9O9MOJNptFwraE+1VSKozCGgXLHcpCjonNffpsLJSHC8JWxJdvz+RCQwGzcN7Y0IsZ5+eDOB2CavR7/0Wog/x4xsrD70bz7gxFLywELbnYbsyqkBA1aB7bdQq2BFHK/VJkaX+LfFn7Q+6dz9X0/MOupeIFuU7zzaUTeCAM+9jRHnFAmQay9zhz8CA21Fytbs8NjihkKfbxWNxANWCh+Ypq0CQDmmXeuEs6oZmzSzgu1LqHES1lugy/IUcAm+XjIQN1EphJUgLHHjwpDobgdpLknglndKO9n1qPakYyF7i4cGawLqMAh7GnqDW6mzjdqg2ACvz2HcTyw3HiHnVzd7sdSSFD+RG3I0le/XQde/L3b92EiAwKSWAIvpdfBMJBp4/M1pAQEMoZbnQ3tirt0n2RwBSgMCO5S1AeofgCxa6pOM5+o1Am7SHuNlUjK7Y5kWq9Zlx290H5tQ42nSRC3FQe1gRpkJPfLp0uVTiGNkqlN05z4ijF+qSVgva44ZsZxA0Ap1jPZqPcUqjoIQHv5IdEXUN035vD+ZB3xtslyhAZosBP4juKfM9SZ76kjPqV1beBv2RH3z9AHr2WmyIOLX2A7UBGy41ZaDACPQVH+Go7hSI376tnO/IVD+LZ/K+JgaKcL4W0t94uURL8fTKk6OdLgBGZChbImaBCPYMSfzewQQj0Hv8hWim8G0SN8dqglyx8G/qms8YKKSiBB2Q2MX4zYwquCwAsvUSt531J0s8DsQUgnTs0owEFurFnrLvAFvamH0SLXWkCjCNuy/3EE7mtWOhBBXQw/bMxGwD6Va4Cj6uoWnGq3Mj/19ChJubTvTHrk84LxbUJfa1cpOzm3YDfteWSSPcGkSdYt/T7osNN57dFOF6hTvsLzvQVDJcSrZI1e0vOK2kgPkWbeUkHrLHKHCFwXpl4GNN5V0Z8eacFTZKnf0i92Sf7Y90hKcKtMewOabp53HdOIoBaM/spUBaK/KRL4juFeuRwEelgIMbATQO2oBDD/fsPxK7/8Ty6uvfsw00uEek0P+7zxW2GVZ9SmdPe+qo1jwBd7gQDh+f2BQSy9K3kmE/N8Zs/fT0CSLKDJj5V0lE1Q/WWRe6kaBgDaXdYAdtlZpchgDL5Y3kRpCW6VWCL76WAS1aPNYX4TkRm+pbNvZrrw5wzzjXnq+KmFubDcHlr4gKq/2vwQvXbpkgsv9c7V7tateFa+NDtZ1va4Y9CTex+4n0ptxivp6UJQV337TE7YmBoOVA8J1Il3IqkIsqqSqa671JDjcXcPGzrY2bYIBr+cuqICD4SkHw+4pU4M1L1n6x6S2LQm5svWdirzvCGF5sL/1YrAUELk8FAH76lUU2YvOg0mTyUC/EAWRIsoQj81PF9KOykhIT0hmqec+pMMt3RgcxMjFfrdbmcfDfrRIQ18TFXXVw/9pkt5GqW1T5qy146IW2KWe04xWOfaq/8yzd3EfmnFQLnOkux6lNHGEEsggQhkIlg0yf+MZzmZ68+j9o5arckcdizgOEMEetdVSpPjLtk6PwqWwEzcdVXgNz68ZmKG/1b4Obh7h6fApoRsF1vI4H+R1T4okDtxAqXpzE756arFoA4OIThYgbDgKo6jbP4Lj0ypH3EhViGDPn5lfnsiynoYFnawEM5nl9cUYx0HJwFPawxQWSsz9AIo5M2t8GOdqyTZCB6wvd5co1A/m2aexgyztUeD2P8OSf//E3YkQXjgDwxe3WT2G7CuKvCVrSh1Di0XkwJ+z0Lq6MpwornzDH/hDmhSRxuu9iJAekkDYJEn/PVm5O+IIxeL2xOrrXOQRu1D2l2YeQ1L8mnJednG1JQWkC401VOBjlQxM4zu2VSzFcow7Wcj28ad7O1jd/Rd8nL58XsXU/Yd+7DoZXgl4ikICmSnK016HUFT/wM+Dw9omxLs6tiyGwziH4g6ZZPDM4RffgsA1tuEW2GJJMQ/CIjmbJ+UzZkolX7xe3oTOxslPpeXJonYWdh2aHf4PUPC2TbTiNh0+NntvQ5p0KiMUUnWFK+sT2bcHAioT/mWPGJ5XdrM/BiuLyc4Z1Plz2zOxRhh1giANdUf2loLJ96fdP9kLRdodtKVe0RsY9caGC4oo0fImAomK6yLG6rhBvE+j9RztP8a6Afg1OmQlf/n146/P73v/lkoNE1unyWaET4APE4n5zePuDiTslRSUKhvMMKJvqLIS2Slq2+e95C8troq3Yv9Ey0wWySs7HSBj1TZ42KhM8Km61esBMWxfJiM1mRazC1yjYINAwNHv54WsR64p344zyIkvvMs6bbTfj8EX5SWA9HkJpFZ5LyjLb9SVs+QejBMIWWDMmAIRuzl3Jq73Hq95+Af+7zjoutYYvIfkuSLSnzF2UpoxlY4jHTK8vGzzhijjPZ4dO7whwus6XeYvgAbvEr3wmmgK83frKVw3FYStltEfTZ28tafGdNBnRtKAf+yolg4JgWtvs0DsaoOEdtywvLJmc8Jbtw9U6iWEtxhb3M1/TALkl4Qsda5qRxREBvR3N3+dYNj6uTC7rd0kNblDGRYFu1jrBzLmxqV8cA/UVeZ2GCYTpEoRUxohllWIcq06L0lwYAsdHJeJJif7h3xWrX7vAwOIxcDZrBT7H7zJ1EcA2SGfh5MCnb2sld7dywC1R/oZQ2uMuYjZfRI8Cver9oZXpGEhvnO6SxGNvwh+hLcmistZ9DKXeJWjskYFCrvcjB6kLJNNYC7LpPvwwL7rPFxu00vOsCvE9ThavEa9zhjA/MLgpJbHHsLSGbLI9687jx9ACHMjlHd8uB6pN1sqkXTDMVGAAlFRIE+uEBuRIN+iz2eaaQXK20KXnU0RTncb0SnF3a4woAcQex+VnHgvDuaJ6DPvJArmwIah4xgrvXW5anQly9glz5CwdAF6JKdxjVYX5bLB9ygx9apwDbf5kTiAn4gU7myi5dME5Hvr9KF67TdzLQ3DTz5zjGQfUgopSa3+0ySitvlKJ5/PdQQGAhGRCqQLZnNQPE2elUsz2EfAPA48lB85+smMOudb/LFxUxu4YOcUgSRIFYKrwFN/7nUNBPnV+odksBVzSkxKZvV0olxd4u4Oyw/7zTggqLOQrPlSqWimz46vLYRRZtVQRdToY2QA9USyqe8qPuzfbRpR+Gt2OBZd8bdRMSOjeJ50qSFSkm9hM4Xl10JzSxC6oMy8AZgRe4iaS+xp3uLGGG5mHrAQzF7fCBpDxPL7632Kv6MVPd9XP4jQMEt6B/umxyfkRaWYTlj0IFu9eYXfHqZmpXv1IqyN6Sz/hkG3xCQVYy5W+/Org2moNnQXxHkUcvMJtUmAmX0eLpvnL/joyh7Q41iePFgQ8mr8uDQZGjXL0eq1FNtDAhhdGPfB8MqqrIMBdAvjm43UfUlqBH1qgJEoJXGKHUTY0Ay4TPSl3wwnXU13LVrVh5NRclY0NcbTB/I3DsWQCBCgEKe7vZqguJP3A0hFwZekTg8aEWeyRtwItL6XBARi1TQ81NQy3PFIRoEeDhjqGwZUrtCRJIW0bp2dBou/jt/YSpfBpULUMJcxDyJRHG3Tvmj3UORrntQm5jAWOrGKCEAoKEsBRaP02+oHjg/K3dKCdx0fOF7+1p2HqZoe1lzF1/pJw6Z4sI66TU7nTv2w8zKOi0y2MFn71gDzz5tQT/uasx8ckWOhOJ+JOZEDYIzmPQ+agyLD2gDeiyXfrPtC/z4kqeApzSKosYlZ7aepvqF8IyNddlLzdiXi3nKORe2yXGmKrs3LeIQp9+lJ2/Us0Qss7eiFTrz4TBH2pFt5/uonun9B6xAHXJ/BFv0z5Z095A6h/h2uszrK2trVOAG2xk0zmqhpP7BQP8fvixwTb3QeUuiC/pircR1ox1wK/CFFvQB2BXsB3hLnRlN7w45HONWuk6Hh0qysVXZ2wXuDGAgaZTZ4RKvmpo7TQUiHWrq73n+zLEiNe2kem0LRxN6tF3E/LAmqkgySCcRkI79QbPuWfzB5oUseIk6hxM4bTXI5peK9dfB9J2EY7y3GLKBumQzWgc/IyJJZ2t1r80uVVombB4xne2Ali3HsWSD00WHOJBabYAN5jv2168lpZd6QVikyUcG04Kv1DNoHBKtEZ9bG7PTn3Qg8A+3kThvRtJR3SLvw4fKqlP3W6ssY0USiSWaizfZI3X/COYU3U7npaqdhZI7Q9yfgr8EsQnEw9lTsdYmVeEQtLMyd7fwQoS9WlqWgCFW9+k4R6ygSdQTiRH1EwrLjxI76RV2oR6Lbarzz2MxtGkEh/Kir3tatEQP8grNVw6vTR7Dk95TOXrN3sBn1KuSJGG/uCco3c5ykXhzXqQaxNwQOh0OL0gdFPw94BgaYprzYTIwNdjbrs/7ovMGGslnFasAFXmqw6ySy/nXrHDZARTGZ5u/yHedztHXcr4n8ItgUZSbbYI0IhUt6Ff+ZmN9BhWKcScK1NyJ+FF006STcOgEs9vxFSG3gd3yCOgG70FUrPJMLPomI6/nk703pbfbeYcGkVpWtjzZ1anxnYwSjxSEEfGnFhiywfIH9IQC6IlF6GmwdvQy6Jt7V7dF8TSLxSKiKIIagf290SBNGlE/fcrTC9DYea804QFMgmT+s+JXUVOKYHgxv3lploQLcHBpMtmD0fnjYxKANrOUBgP+r13tHct+L4v5lgCNBzec0mHzMXIdwkj4wB1cs7cm+7Anb9mQRSezUexu5HNVZwKnnxcJJ0Y6xqnn3DEBqSjvH8NCGy5n5eMwCN05bkSQz0TAWHS9C7k4iE06lBHWgnpSWBdRkMobu2/pXviyCuk1o+/fFUGtT1AhyGJtQcvdrojz5Iavrfn80bI37Jswoo1aTK88nUgcrqN2RNvPG04UyIN3OVFUtHDI8E4Ufx0v6ZA+gU6n1NPUxY1+FpyMu+WSvGmt+VmgSqBR98TD0xX6alBuK5JEIdicpbOlgn3gtoe+fHePHBcripLIUNoFKccpTNjaW7kOP41DWmncNhZJTe+FZlgb+Im+eeoTFREVezEfeIlNEQdl2cr/rYI3NBU7Xj47vz5wvhU7IrQA/e5jlWVConMC435FNN3WY0Gi438Nek1Spazw1pN7CL3dbperYgKf7jxseye35TPQgtmzPVvyvEAuq+gkEeTd38yMR0w28Fj4o40tzXZ5kcLbID5zu9MAtPHWGsavHpx7kg3fiV+ZVwn41uNL316mvq1eAQfPLKOyVhQJ1yM+S8OBSKScd1V+4AE/i96tUcdOhkv4t1gebiUpEbMmChKA/g6GBApGaBsqmIagVcfuR8VBg/+Q6Jwz2/qpCQv+ibKUeZLb6oEkHYq7TslFgDK8xZakK0Ke4by5yaQcOiCtTzNhx0iGwQrZ0bD0bDNUjsST+GtYWL2Wac++lhCdHMKA/avkZcoK4VU968rcXsMsSfKHmcMdk1CYVHmpTolM4rVOtFoXP85TQIQJSGefGgKSJCMFrZhgidbOZMuXQ1hJlQFP28Jjpr0eZ0V4+uVR6F9q+x4m4EzgrNs3vI3m/f+oudd6KHq+t9IumonwHrH0NL2xIwcxGTjqgqpw2mZ4WGXii4QiyaOkQfNiAPnLMl6/6tetOElCE1aW1d80V+vvpJKKelyL3V4gbJMi2I23Zr2w/8tBVPiGn9WYGKJrmL36AyBpGxxgbU4+9OlEZSzJdfz0QOukJBhEMCXJkS1AH39splLVTCRjPkSYuNLZ6JtyraNsA9zuG2avkXcDWjwUIB1+iwGuUErqsCh2LaJSmNJ6RUZLz2tj632kKc44wtSMy2UmzPnvzw6WYoLgRw0uH0GtK/S3LdD0bfJBsOQODUg8ncrrdTvj7LDpdp5uNLaVLcr2V7+ic9YzairEdY4jAJGJUJILTI6UisWkmJM2wylFqfcscMyudg659RvheMq325zq1t0ZeaTacnip0DnFGS4rZcuXoHQ4HJozjcbXl2SvfUtg+2M1TpTKuXOUOJoxoaW54+Rcttwl03LGB9flIx7Ve2WjE2AcIc7/IMOGpx4aI26joR71pecsoS5sEWla4JPutdyCuzBZJolk7SoaVRDMyK0h47uUpHQIAA6IrMVJg6LH1QWe969SPCylgLnfF9yLKu9i3tBu5cKolDYH3aYboI+/BtbKkG9FZm2EHr5I3OmQfOiW01Fx+dhr32WqRWyq60Epd2JhNWbv0o+ZYzJrw26HK1e3DN432yHGEsGlzObdA5aB70lpIVJO0aivSyIktyuayPMNgNXvoCd55P3Zh8167EwRZ5gcqxhqYOKs0Ra95c9ZK73AOl28sJ3tGoLxp5UqkBz3ApBcQ4HDxrOy8piJMmW2W9qIqGxyva3TT3p+S/aivBuyitDHK4wG2py1SImHWFVFYo0LwvFwf0R2uFdas6E1xKq+hbrZYVU1VvjJR3qjPjhIphfX6kC1Oskpnr2Gt9X1FW02i84pHYgUUPmHs7q47fblNJRBxAeW4X7ZdBY30cMbRRSRV5L3jtqfDI5asDKi3NZo0SUFGH/FTplszwhxwRbFGmiyPl5cPCnLEaTpPnnqGqCc+oK4okxoXLnbGp1Vul+tpuYNuIqwQUbI6V3MeetfSfolpOONmodqpHP9NWKy8MHAgccA1R3SlhQeZpmZLbmI+B9A3Diwak56IdKfOAz57OplSrxaLjRxhxxDefSei9SYa6cKcrJl85bACmkN91XNAlDesqcqprM7G/xMwbSWK6H9KoyFNilILQH6Ko/6W0KAMGB8HH4SXDQsUd7P6f/CwTd4iaVLhHwm6xAsH6IkDMFSzRsH2iWH0H6VBS/GAp3HyfVFIU91CYnQhaARixfhxlvINDCbMTc6CWAjfL9dfEde0WgfgoNzLTy+pVrg2Iag1zW7U8UwX5I39JsqRGJyexX/5MNQOzjEff26XsJHIVoI8ZVk2A7I2LIfThgoBxh++Fr3bXo6ORBkm8ndt5OQ5uqfNJAUCi20IiM+9Aa+Hu9hfhBnud6PWh4vX0XQxA8RaaPcCCua3PW84m4IXgUr96KZXY0vP2M58lage68b0Vv50aV2dKaB01TmuvA0j4AnjkeU8Aweu3BPL1nzFf9ypCFQLvynfCJFA4sdyrKRMq0w5mcfRVYJEFsWD88TPdza5vBhmj7Z9++y6Ret9R3DaK4wefdLDVjXyJAGoEjdPbdhMHGm9+ICq32awIR2KxCKY5R8SC9VAcBNl/SWMJhukzJyPZnwY41uxs5k8LxnQTxGpYhd3aetKBX34UPOiTsKiYuSu+PamJarSZqkNXcSJnNkcYS6/+l2UdKm4zxOWhzQOpOB7XNKmYz70wxb6b306LlomcKuijCm7H4aHlFJPgzM2H+Rr09K1eQr4vj+ZnTxJ7+1e66LKm1jvLhXFZcF3LHPhs0BsneId+HRh4n7MquARaOkZKKjbgq9eKf2OlTcIC7nG2X18kRAzGUWbKv/s7vIH9aPQEmCFLZFUwAj26it14LejkzTT/8huOY0V287qOrFZHY8STfvi4spHcsaSv8PuIu86dQKj4dUCuZP9EgVFo8OleJu71V3ELj0gzDRhkg3TeU1oGKBpDh8buygr0lsvq6GedXgu1wyvofSMlmIeozeO8WP7N8McJmZ2S3EplAVDdWuLfodvTv7tysP7c0hoVqIYoSGb7mUR4QImQwVxdQRTOHdUQpo7jc3M+9Mh/NPCcfjRS4OPir/lp5IlZ7oS1bdW429j9WYcQKbm/bY4eyh7CV5UxGOdYbMRjCbBi7vySi1RhZleJjza+1AQ4HMAXU7Z5AbxvoUvzCuQfZdCgWJh4JCoN1j7jj1A4oj6f8THhiUuhF8cNDrPe1YMMcmD+hC6xteddgfoneGS4tyjMhKHfQBfV6UQvBzvZzdbT26cgi8nW2vcQLQthanSp6SC1FY+rfvfjcpuAImUHhUJI5+h/KGKyJO/3MFc/hKmzDjk2YMqFR9aRlL1IA1BT3kM8U0YeUL8r4kcDwnKk36S0ALmyZRiHBBxqz9g07AxH2CMK1gD7aCJQfJFoXnlViD5ozR+Z3QGwG7tXZcZIoQyBo39FKum2X8435G/KweQXNZ7nRqS2OyOD676QNR11nALUXeKaDNBtGdh5CnK80cgYNO1zyBUu4jTMPAqjrg1X01pWdwApLpb1oPdaWBYrnFWpik1iU9tVcxWC9CUkpEZPjoBwqKj5pRzGO8xpZZ8QRt0ZQhcpaCdoKy+ihbWf+QpCdHjm+zKZgGNlVDDGtnQJvmnp9Y1otCErLqKP0z+JkFlfubhVmGEFnCHJWZaJp3YlzfcK3Xsj6t4Vv+dQrOeXJnF5VcetyV2QAlHDzpsWCm45kCRyb9fcJfMKGsIZ5Ib9IvCStNaLyFgsNbloiMwyXPhK6n/v0GPVDb2LTShAvlZdI/9/pbmbCK86lvzf0wJtV/8fZojG+s/KqIpT8kAxV/nz7hlUtj4t8KWovSSSBTIRgd5DDtk/u74i/0CBGlmI0+hvzfYGlDFQp/bHY+zkm3LIDnYxImtLOc9HU8+QhgC/IvAuS5Gou4zgQB5/6rd76THkfEEjmfWL1hV+OA7IMhl0nYVVGUTO/SPy+PEyUAdoXg8WFWL0DO58+cSSMgEibwspyfTJN1NYuVEy/gP8xmNKvVJQzffPx3tm1auhW5RT+kQfRRgKwuwpw1xKG1uWDWa+FydTWbQAbUoNncfawZtlupWg52Y9pPNKiLQE6Oiki40ACcBSpjq7Iio+4YkCiAXcqRaVqgGidkxru0jhWxRLpBEJuXeKyl1kdvKP9knszOhVVDJXlY00jeyK3Rzb4l+0Ra2diYWf8cm507uHPDd6pHx+aYfk2rsKoihlcikpFIzdnpjMN2ATJeDigp5EOIWfmnBb/rKUIlahRH9vdKX7gPtMsxqcA05hSSGX5l7t75jJQ3/c1gYgRy7c0mItFfJiq208n9/jDsZ4NTcZhHA6dfnX6ng/CMXskmhspTBIhnQ2icLqkDveSt+UQ8wepImBvqgi6tkHe/OLaaTbqqunpgvRSCdlUBTmk+DJPIoLx6bXqtprsmeFummqKLrFerPGj0pdl+w9zspVfUVbYZrFhVXKFLDyK2dtTPfCx3uA61hTje1N5t6jnktrXJf6aFuVd0ELhkY8Liyg0n6ihnRvE7qjXs8FHHTerrtDTlEADqafyDS6nAaU2W7dl3JBNQCVP8eelzjm3rryXJbqcIusbK8XRWye3T8mcYvfHUhgOvYhhJv5dtqGTzGd8khDSpDk4grY5Y3uKdPueXr9AsdOox2IXq9QOCJG8eJEN9xhoG4Xk628IKkLCaZOZjOlvWhBNGwOAKSZza6w7Vuwte/VVbCHKQMFLQUYD3y2D3Wp/fi49Sp/jbI6a/bB4U8mOUnbHs/o1rlc1Lgc6JES+IEAPS4eYtJV/kfykK3Q41WiTDS8HIPZyZqEeIWKhaaI7QMceJndNqgyty5shBICIINchZJFkL5goDrnI+FSXXoEHBbG2t5T7xCA9RFEJq+atmRB4xJElFSiDXogrPMQeXED6CWRwHNnUltpscBd79WGuQCJJxAnRjINzlm2SWmGHSe9QtrIe0ZmUqU7Ot8zHganH/bKKqTowx5FgZZDMdvZlN2sy2dIGphJjWQzDQMq+XjRpuCMsv5xZCUQTVGRtUUwEXgS2q55SAP2+e+5BMigSKhcPXovvOC5DKiBrKTLUS5i/2T/zpukuyrs+wPOsI/viReZnR6uxaGYU3mjPTKNd5afo+EiMqTF0k/nVUqg2gbLF2xOFle7ALpM4F4J/reERoFht1TjdTcg0X6aP7G37YqY+9xriL1x0rTOvTIWSHQlpJRiYn7RDy+6C9qtNnjp5Z1LW6VPyuA41XyWlXo4hOKtsLWeKWP/GhgncgqpPX64oUeXv5z8hyDg4xJlN9b0wfFmiTD1qglYaMHuqTt6PHUnWDa7UYhUmirlcucjQaAf5omsR0Ca0JcepdTREOjgmYsd7I4Vbua+fIEmSZgZ8Wy7T2Rg/Ko7aeoxFfY6vai8Hr46pO1PcoWqL1m/Cci8PhV6qHumF98dvCkYBrUkkcN06JAQbARJFVfLX4KELPh2DrI+DhVgHwBsvJuuWVaJoULME1JXEpTG+yWWRqQXkudUhynlDv85VRdZJN4Rr0sesd/Juan8icBTfVVg3fgutyOCQWzz4yb8ikC3mECApN1d9CgAt4ItpQQsxnkJU89ydyk65RJ5KSkFDGjctakqIWON3UmqqtA4Q9ArA8JLPfjkzRAgVSZF8TH59HP1GVur1MmErzeudyn8RxrAPljZR1osrKuUHLwAiNqwa6PDVAcsebfXNgl3vLSOykp2RWXazKWbwR2mWcMNaMRInxiOcNFqvPN+mcjWWPJikuBwD9/HENjhRnowAFQ8QWXST2Y243m9D/zJIEqnzmjs5Bs4m6cDyZILpI2RPJIUzs/eSlicwbdGjQD5J+M6spwssMpF7cuJVlDRQCI52LtnX3Ei16XAoutqKqJupVlvurMSOBLJnYG3PahQyEqVmTT4JTuXWwUsAPDS7sT2P4ppGqKs0KBXPLcM+l3wNURMHma8YO2bIMSziu7gOGlZCWGMpoN9go+DKHUq9Sq7KwqVGD69BKIsd4K/iP0XfQO3OGHGCiquiz++uGgZF84oC3Yof52eCr562uHceXU1bF3NkYuZ7x4g9vZuJJQ+7/PDZimktSkYrRQ2pL34RYGySL5/zzePLYLwaBClFjnpnCQU2Ttf2f6vUtEgr8Y/7XowCxulsiLC5qB7fJA49KIBhn3BqoaV/ihmpx5GD9tWCNMy38IQRFHYfWctzyoLtQxfVPab/rkIcMRc+MzIJ+PDnvuI+txfZgPVobzDjlmxtC4+vspY1nC/PEQXWDoLwG8T+jf/XzOJz/fz5SBDYmDfTqeKDxsiHaQKidP3cUwhosj6KZzw+mJP49wBcRvvomN09xH74sCjCeHqwgKbq/sLmcL7Pto3k4uXrVwNQ8jWWd+fZ72/5/tm1bEiIP9v2B1hNhUK3Zm4tsQGpaMNOA84hXcuCM+TqJBxmClVtC+TNjYoPPHAnRI3mH8CHt+xW3CR7/rHUrGtZyIeAsaCm2bXwpOmDqDqJZKOGhqbv1bLO+3Y5+Z4tF7FXtcGWYGnd9F4lpGZrWtYYAJxVPY0dMwCbjkjPLqqiysFW7x5mQBEER+7GoaZAdS9Xey42NLR0IKhyF8BRm1ocBqNlPp7d2pwtBnfBajxwH+GlKpc1M7ZiABiuG4gLbHcbWKHfk1+kZ+m5abvb7T0cMfK7IE4to+iG2YfoespBVTOE9hW6yN1W2r267uUFNvF3ROiE2s6WDNszlfhJheko68XpGyHVHYhgQLTxrx+wZY3NWNqOb3hend/s+u8HLlHVuFah/FSSrWeSCZ8l2S+qlv8cAftBdSG7YAAd4+Of1iwyfwoaCl5iLKaErCivoSYlRGOM+CsNO8/PhERIrkS3aGk7ePKO2K3oY0j07P8remL4eMjIA+nHcmapnWE9fCfpaQEUIVjM+wZ4wqoFULLKJc8UzjtnfsB0ObKK3+7gFzFQlS85SPk5/Adxz975HkI55aedo9789m6q3MhN1q3jezq8XjbjhrGIXqJuR7Z/iGdD96+rGRsDh0JSMGgpYdyO/JkrIKmEOGRvmkQuIK0HCLI6MnMzs2r7YfW5YV72H1KHZYcZqn8dfqsQRPyB6Q9qmZYVdFyXBeZqulD3o8s2tAf65U2yDVDBlcUARcGGLPf+HVruUu2Wk38YnfYMtOhPT0I1S2mD6J+CI1JfH0BvP/vuJt12NqgCWiwjTs0gsO8qLEMQklhdEBSYZUsRr4iluwYwvD9GQAAPjPpfTSxI9L5vfZC/xx8HqYSA/nmHkOCWfcDAeUG1bll366KvaedNYodRCC8mm58DvKr0JXBKXym1KXq42tlVqeBaUEHx4tkn7BcnvDa+EsjoDaG//Omd8PDdblwgytTw/MuRHRdEXNyIhIhoq6YFRf3UDdUxAVmUJs5fHDAN2pNYwWt8ZOHhz5CQRvY8jjoH2VLTgm2MnIA6oGhuw9GqahHUPEpH3sPH2KyMCgCVwyI98AKO9sgqW0Nezk4y1cMoR24C2XZhutwCv8bSnMo2r7r9aJYQw2kyk8tcxQeZl6o1AvWIPprEmKiyJK9wXELoL1C2/773Mc0BQx2CiZEFszQBOSbfMmdUb0ak2uGTrKhlAhYcjZBBb7oh4W55sMNyLlNfaHYeonR2a3I+gNP37zg39tPQynD7sNhLMNLLpUc2F4qrgXE3/J2jDDgworiw5RcsyzdZTUKhRWVW99EmiOVTu6BwwzF3jy22tUUWNbaUIEfCVd0s1UT0O9cCr4IIejxqhG9SQu/BhLgzxx3FfKKV02h2uZd8pCn3xEM3tZrsi7er9BmAI+IpwhcI3FLrKsr45lkeQ116ZoiKyFhzo0Wd4c3KWJX0T1qyA1FSC9tWPVbVCFqZNQUbkkFvgydu/azqsw/QSQRbiA8fmdovFA7RwyMmpfP30xvJ3yrCLN6ZOpq9DERAqMCOfWjN78AgxMP6PJbZIUfNKQ1gkFbpK2r3Hx89+hehjAvqZkvonfg4xT0b5oApc2yJCPSlzzQBsrCjj6+uaA7gpsDqD4aXuyEsF8t3VPWWarELU6tKO8h4b2sdtK2t1IjpvZ5QitSnMc1Gk3CgbEZKJVnPW5ciB3vheQeMvS7nUwsotVaeFSTnc1KLdKJtZrdBHk7Poy2CtlVY/mzrldMU0qurainMCbwkwIUK2RHriXX1yJ4NvCjcm/iqhpJtOJdu0Zx3L9NAWeTurw/+tFHEruF60eyGNOrr5DiAuDHMy/snsQWAWEEeB7Pt21nWZMd5gXq4gteIYn8O0en9EzUkhGkMPkvNBb6I3phwFTQT+Dz3mHVHTAfZ2lYarFe90El2BaEgjYBp7r1S6kHX3udovD66nGNsnCaGUux1xhPGwCqqLr+49QHRa1UBRWZF/06j1ag/MUemeJDSVKMMTSO/mBcdn9Dy8rxKxhkclCy9TRDuzaHXFzZetop9IbqsuWtyI9jXQ2SuIOK3RAlvIc0fmYaGaRIrOX67XkQBm8a2pOYTbAZBlipCuQgvfhRTGrtpkQG7AYatyQUDqMbs5BAT/Oog49KTtOJozI5Qm1b8eO3Ow/4zq3ZOdN0HRQ6TeM67jPH53V4oIsQXSVlugn/K3UHcM35IZayx898CbmCH+1PzTt5xhB7+IABZ2ivJ4Ih0TFg7Lm5CtJUGI8gcb813iX9noVu9kK2d9q40EiucojKANKd2ql/stPiqZMi14XxDYXJQCwgMlhL7YFQg9a7pQnnK4ci9p9EPG7Y+lI9NMVjm72qTBF6dbsXPZGR7A3Zz8kd+EJUv9Wk8v8Rtsk349WTW8D8/hbboQ5gDjRHd22TYqI6Udctj2YwzJzdiWMud+1WhmDSsC1LErm7f7jY5024otiFzdkI7pxjkHq19yFTYifddKsJcECXwzVtJVVNbkIjX/1ex3QMEqPcpkj7LJcg0Ugsw8Em8nWyyzo9oduLOcrlETzbnhUsbDvgsuiMWA/TEfl9qleypB/SD/T5+DVV3ouuIFwNosFVF6mwRTXKbpudGHFrmWVr7u2vzgbcOsuJtO8Xg2uOgCeMnzdqec5LXQH5M+imd8Y8KZ9YSbs6PXxnBnouY3LNsjlhScHbx1VJZ93B26R+2P7txStQ9hIiYKZVpWTuocH+PfbOLkQQkeZjjEF8TFRZ15NDEXj5w22Fm4Y+RT+jQrH8zphX8nHEd3c7jttTNDequuOLCo4Bb2IAdVSr9EFJ35014VKV8zp7sfyVM18oCapA3DgM9b1UYq6CDYBY5l8MTwCNHksY2WQt37QUM6xysYcPJzvQ9HB+W5tcryRF9V/SjFD1BVGAXKL4riQn038niVkhKk0Na6hoJEygFwmE8YwWCZAwcw4qAjxb/QPQFFTb3E2pIAZTIPfga6yrWR/cDuDt9HCvd05atU3PTE3Adpu89XEK5sekNkYz0+1FeC0P06lmLqchEuIuJ/89PaFNeR+ncmh+eaf6bon2aMxYCkpe2GpAEqTGK+MeVNzDPZmKqOTgoSpOH9OSGThnTfORHPEsSkynyf8fJlgZaSUGAvh6b/OTVvGm4eIAyBAR4EWy9n8eQ8xRII/HhOKLego1165f05HxDFN3qvozbOCGIw3gIrHzCGnSc5UxlBfs6xcjFODNq2RyklThbWH+EOpt9HYfx0qjZXVoRHMxU+rLLnTxi384mizlmkCPHmXHKP/uxxMbLAxDhKr82rE9coZAYqtP4c+mu3cD6FVBT70xpEL5fmofXhNbn6ErIEyxQwFmejCsMa38wChu8QqOe7+vwNYgu1crpc0V+TQnUp4bg1hysXbFn4au2vBlyVASxvC1q/cuJPXA2fQrE5XkD/1MNydIHCovQM/ehDBdZOtYx9MiGXG8Cq2M5E3FxdjFt7U9QB5hdtj1tqJYo5IMNARU7mFAVYySRNcOYol5o1us/Hqqtz5QiAOTtvj5t5nLxCNawjRzU7wyZn/G8tqlKeH6B7BQ5wtawZKnnj8hufwnMkJx1mgnyvf0qCGTm8LGaKh6oPO4b8bd/4xQtqHdBH6oq8dxOv6yTm9BdTs0rEaU9OyWnwG+bX8QOH+HOVG49vjXNQxN4Q0cAXHhmQI2H5BqfqcRK22ZF0i63dM4MY9bbpXYCPpAuNcK8XDBk3ndvroirNTJBeXgQ/61NOa+4YoXVgUHn9DMq1cJ6s27ElEpOORsfv8HCHZFJVTHFjKi/EtWqFxkONQeYmUtxibm5WeBWaRWddbAHlNvGTjDErXw7jSgsKhl0gCDfsmrkmE/NGTtQpCyE5x/z6KLMh6P4KTGsdd9mE5nBgSMFWaDP/z/MZxPY5+fk3x0NIhirnygA8wbNycvzbncwAE3+jhIRzkuuBZdvGKm7yZNBOha8nZ03a2sj/XAXQyV2putr/8TM8MvABPwq4dWjyfD7oLkXKVv011y1wDNaUMG/TAJ5++ObRtA3YCz2OYvlyfo8HhwXXUtN9K6ygeN19+IPOD0bmJaUz5zesVtzfutBgqz13qO30PEPt+VhQjA+LDQLgYtxrGbKmauzDQ32NbU0Nwh8dwtRuTAc1ROLU5aQStVcHhDE5BQdirZ0Of+21jON+BSMPHvsFsI1skj2NSxzqpndB7w1EROYjrO9d+lB2P8MdSChthxOMDdd9z4ubifT12+EWgfLmbpxcaZmB5l2v+lVad+vyZu4L1Br6SPOasHedTiE1MnvD4Jokeo+yeW0mQIeNOwBgEcs7atN/7qe1dzTpcnw87URPgj5erZQphbymP7mT6lnoeVmhBjAqEcxCdA+b2kYK8x4dQgvS7l2Qg5lR0td/GOq9xCpauHpRh3j7ZcpjtGv8++WHvlk1XNKtV+NtdAYCB4RRWWDx4To6nNtpAZPYAonjsQf1ppbB1SiGqfoccseY5u6AG3DZZfMj65lVwf/62hb8UV35bKKUXoPJqsqRDCexhSmVaOhSrXasqfjjiT7eMNKqVPoFmu5Iyr7V7W5IdqAGlvC5J4m9E6IMosVYIDubqMjOgOWfImA9bcFsWz9YCTl28JepC0by1xIXw2hUNj/eHFG3C8ScnOTmK8QI04ZxnTtT0Ax8w48Y95pUEXsRisInSdvgmzb2z86ouLH+5ZzWkqKMqrbCtcE/LtrYml14Ukic1vf8CGkqpoLFV5+XI4WEE+xw3fOvvz2kdz2lFahYpL+PFGn+vjEth/zIVT9qwBERUz+Ay87ZiDKUMljjtbEAKOVwQdv2gAsP3iRsMK7xlDVZI0k6DKW2JdrPAaOITX2Grmd+BwAuBrIPAfA8wC791xsF/oVUof0g/zM9HC3a8VPQ2OSDvB7MIF4N5saJO9duSbV3FRMTGxJTOeBFqOjLRiA533jRYdSAEiTLjiCvFGawbwjOv817X8ujS0naSN8iNTTNWFYsxh/EQmz8H8xLEs7GTBGTuq5xyPJIuCDXRCklWjaG9HKurbJMFpTc4+C8acYCYyk9Or17r8sRes2IJ5nnkoZqwnSCrrqcFJ1JUDuLcX0oW14s8gqHefk7l5N1+m8Nytzk7Seu51izU/YrgsI4V6EXTeaoZ6TvvtrA8Q0BSuftTJBs+llivpdqnVvpl+OK5aZ6lgL4+PmAgWptLnPruCMsRpnASRPTl/tUS3hPcm2/ubcpgGexYtjMfmPXhZiE53/9XkgbDacjmJlOWKB6cmebaNOolWN3/fi+0CUTSuF+jZ+7uIpg063ZgC108q9SngV/H/4+91KymXJj2c61bkiSWbFhKFK3iBN4IZhoEbSbfhe6UsJJxw0XA9q+8IEeyaHGG7NaQJBwwx1kIGEP1c+6Xn3WbBPTpXU+Bq51LSlQqaybGc2a7Bo7m0PDSlixUkYldMstaxSxIdUhRx0cddzygJXHAx2e89QUyJbYsqqtmcyj9E4TO6hXjmUilqAqRKbwUEWv6AgBkddgBaLa8FqWTjGWvtAAMjP67TmdogW3lCeNH+L4btJ8+to0xkzJQiDzrR/HpZp30UktTEd4KA4YV6bJlJhAKd+ZWPFo6CFXS312cCXg+q/mkcmhQ3wiZFyDbgjFh0QDXk7o5ChXQeVBvKGo1RkUzoq3QK6YnrWICGZVFzKSYPspNLAhUq1LjHWW2LDplnOX7BP3gDfF4Xinc+Id1Y7xsVlMSOEwMDeRGy+8S8vXgLh2ourf53Eq2A7l9Mlcl1PzhGNqKZb7Cq8vddmQmuKKh67pvowkpy0vZ9hfFMwt4cSwfH9WL05r2Jw8qelPaqUlnnB2uSb29XicSZuV2x0AodKtWgVv3z9o1lZ9/OfBLDF9kU+vQkeM2hxlF00j8EYKXCKaX0WUh1mYHOdwSi2N/fkRl1a+Tyfq14ecZPIZiKSQWqzcbyrznXvc0QZefIdMJzPw3JA2JaJ8KtRK3OusczGFfkmNrerSzHcyF4ZwlLRfCKtlQLVwyV0SeWPPIc7ambUr10VWdVfvPhhEXqwBFmMuJumDfePJOM5wkbizD7QHIR9mz8y324YbSqBor8MU1lJVR7d/4LZKWNRaCR0dPIF2g/qf2Tq3NXe4KXdVbRJgYIq7sh3Dl8Zq4mVaZvFpH2IeKiRdup7mrKW0OzQaz2CA7NVvqodVJcX3VMg9Q3Gkm+Di3dH1ft8cVqov30p+pesqNAMAQfxVlqePv+A4qs9nCP7sVl6oSEkd63R/XX1jza4dkvwIRybGWPEQ6sXtRBqdr5/KWOhPaW0hbcO0E49e4+HTleURfmdRoEH/opjhuAFY81faLKuI9FouUeYKwTNM9w6vZRcZ1Ei1v+l8wL0hcm/GhtdRcEb8pLgG7yY21I2TZ8xGv7PendbE6qV/rcs8FtHszfT9JzesrbY+8UVXeybc7h1BBkU5Jr8rgJ4VDms7P4Agof2v7hTBOamcL10jmIRiXq0rg1AeUpl7bW+pQALHNTQUlnRgmIcmtlDfxxviQ0ASm0ISC88BBeJY6j91W+duMGUbM9//GdYNP7WgbzDpGbj7UE0+NpJWzJc/C6h3QXMeEPZIPDThCtCnG049sgAnaTNMPeUaIN3C+LpMAXto5Acnh3kMoRlX4Dg41DCMvpPPga/a+q/QAEyPrZG5unMOoMACDfq13h8IrQO9dWpHRfmY9GyOrVCgI0n7rpK0rdeVGSkJG8iD6GShl85VHYkOfjIy43qLJzIl4Wa7UeWzu0sPgls+BvBBGe9/fFFsQUBlxULLQc1iRBEaF3E+metQyCAuMGcDPWt9yNMzwQAcdIrkplB3YWWWHq8TIM+5T2X4smavSvzBFw+afxbeetj0PXOHPBoIRR1ohVQnqsZrhcFvriFhkSnoxbncvGuSg+nUK9w6kv5TOCaPgs3G9JoKvOhE8bxr4jGP30vFvmo5dgd+Iq8hsVLd6SgIzNEb+AKxM3oSe8lmNUMACLWas7Md9yXiU0U7XAQnpA6cnLQSW01rXFQ7vu6KX8llt2sAe5Pp8CgFPtmrCyT5lw8aSKIcLBEif4qfDzV73NqaS/N2CaOkndZwARzPlN8RXc9f16vUfTQM8SR8ZuU9OekZL/HMH1WTpTNsfOH5pUfJMSV7vKJWwynlocvv2OuZktpp0vygA8QUj0OLAhXZ+ddeI/QdPquWdEHucYD7PeF7kC2jsGE1V8cGiuCJ/IoFRQuH/9d/HLBV8zVcBi6VeXvt01M8PazYkFA+wGUVxZPpXO3khpSHpZms72uxJkcgpK7zP4353spEFiQv61iXRO4dGW6LuCZDmoQyGdw7OmZBfFwlHDf1WE6+AOL1DxJyfKtJ1+9hk6XUF2YCEaYL70pu9Q5RT7URjCzBeay7wL/RY6wcq9lxJ0g0pGPorb6rJGlsfgX6h3ys5qZGl3/peudjcmXLghpSk2gwC+PJ3gdl+JoHol0rSoFHpsEOsTk08s4y3f44yom5o47rrlOcirq/SLjtFemoABBqauEkLNCVaA9oW7ial2czem4uBPhTDXriDXImcfQfHokMehS+hwDJRVwMW+3YfdII405maET9m/+dd4x5+PKIt9vMvTxnA9XmQnfYTwXjxSTtddehlt1RGqCC75ux1nqGUuXDOuxWgzcjDXM+b0Dv/npQxSWVEu9QHVuvLbSkREnS8eDwGDJk9W5XYHtKcLeyztZPiu2Ezok2fMwyeSgOabfTlK/vjne4JzGKuVIQb856GwDCzzMUI33pqScPJA5Kn+1aSvK7n2b2+cbu1zKYYs0+KOVX1giRcrmxLBkKmwRxwYhTHAFyV6rr0XghB+B+/H2nFwTksYDXd1vJd23UXgOEG8DVsYCXWhbR44HKHEp6SWZ+Y7gpMXpfymAr3jOjmaBU/wAy9JOvEWB3eVlImTD1IQq3hJ3OEV545YwhbRuRQESX+B+cHjuBxB0AKVWXMx7j0nHjujFqoRW7uxmmEID3YodFgL1IPqmnYwC5eLcfjzu0m0otx08vRizsvypCW6BwD0O6GxfMjVg1EMg4AS7nWOEXWa4kCGbUl9o13KPIHVKta1AOOhjsCwoJayyl5alVeCwejcFU/H7AVhk4M+KhdI5U0mlrd6mFF8AufPkycthoC35KAcJDwi2B6ww968rLDElLhtl6DTk4yRJ/b7nH9jTALUcoKXJzaC3HnFDlQykH1a1g9g8uUeSS7nu0eSo0CqqVDOnlKobMW9+oRLdhTOjy0inTHFBvt7+NE1YEm1IhDAl2fnWQJhjE1obiBliC/FNSWk0n8iu5S0AvP6yRsWzD30cXQxBvLgLvQfzz+sBQ19lGbcqnx+dSZ66NQJQyLd2BepIPENpH/REqXRCqzrXZLFAiq3jtExtOoCxYbx5bmPjBnaFuucID0cQSQCW7h6iByyNoLy3TUbNlj/PGQzf/B3CZkfN2pnEy6afKlZnlmWR7ob6dm0NzjZ+ndw2LMAfZNFlGcxOwr94FlGHDur1bzPDFQv1uhcz9KpI71mV0HaKm0iuCnV3pObCzXJvcBDO1thc4KslTP+QQWCoDlOlP2/SDVdxZbfV3l9uKaXYR2p+RYMQn9gn8u4ZJT+mHurIEpAW1hZkvBXK1V5bk1Epti1McwC1u37g/vkQc77VgpZaGV0fTrEmsNjYpX+YFaJGwZa9YpXghDwt62wVRpyfSRZZ5eCH5k3o7JmdE4cOKlDg09awZaE9KipdIugmLOY/PfFMmySR61zLOYmDKd5nRZRJ19ybvu+S+PyPB3OzD/NTWaW9bNLtfrHtwc+m6BE46CpJiMzvZ38SAMdt1UyIUq0lx/FhFFU9wnRAAkFTZH3VxiyMg62rbe40SNwAfvQy5qZh7cQNm7gZaQCPwY5OKj5Dg5nTFxm1d8ilBWn5J43xfFcMsOhuRKfW5ND92Vs74JFsqYLQ+WJJNPA/LphuVFErImrKric5WKA+O9GcvU7V9YxxBb35DTrspDPmKkl78KocsI2P9rfKC82bk5cDIeRCO+uTzc+JzssGkS35dRda8tRNizuttGFM5UvHEngCYVwoAj+ZgsGRZV3kjgm930Ehz6DHiVnLxgLojm/KAUOiuJ0xL/GMY6EDiMmsyW2Tiq4rk+huDj+xlpSiPg1Wb22J+azM60Qgi4iFbPoNP8K7LTnujzGA5PrIhgIzZLw3aTYCF+fxuoMOWhLeCl6rCAI5A3FI3lvjp8VruEx8b49gj+1zrgohZNwnB/8jOwVtkWBUO+c0BNvzsrIMdNOYCvqbyfDXWupVNcpYAANL2gSzR4doevhytzFwRQnQostRVSD0UCXlPwIZ3cVkvhNCS6k20F9N2/XeIEJmkB+FP5WIgRILto+NvDkoUtyf0acbzE+Q1BeU7C1M6fm8GJANuB1mHqN6U5XaCJp56CTf/yGbB5p5OA7v8G0thBZm6xVfVNEb8LheaJ0d8wka0P+K2YL/zu8gy3cYK8OXjYZzQyYnvTYZWv1EdjFigBgpbznN3LDNcrE8f/H3irq6euuoi0oHZnaXCzrKYx+YD3cMa1mtRzvWOzoqich9h5yiuiiUsKPba9VROSpgpg286zBOX0VlMYQE4fxjBCspFy6+TWAHe2hAMqeNtuuE4e5n51/tQoFPsOGI2vCQTU+qc1DApPawQfun+zUycJ1SXEY/4os2O8q6CmPEwYCyWKs+4cY7zo8tmLPB4mjiHdNBSWuE04+NHpyYQC68HXJ9zqjjH7+n/zlQX2jvnThv0iJ8vSd83WiTMNh5vpdseECwmUCidoOQfle1KsMLvPWkHQG4xvR4iGfRs5F0JXcB52owmZwUYWqE5I9ASgj51UNetmhXgByb79nZFC8Fvu3Y2TR0vdRCm+tW4AZgncUUVLRLR3timfGd2WGiakrOGSOKJMA6AS4091LnIa2pMjH9v5JQqNuEJbO/9Vgr4Ted3HlWZDl2pFP1NPgDUvHb2Vf1SagBlr8hUF0OHZj5oKgICewh8dRKbZvA6jgsJ81GRvI7QzUnPW6Tc1KeFvy5s7fjI/KVcrxkEey/6CQTjyXm3BKQVROtWbH1zBmIjTxz70tgb/42+VV+F5WehmDE72Qd+Lj8eXQzeU22tGFZdfPyIheBAkXah8WDr3+Ao6r/K0G2SuP1PUVGeeZikxe66YoAOnBDLrl55ppkdfcN4xh7DbfDeWqgQP9274DBwVuy+S2rol2AT7POJkOatW461p569JuY+MyfDRSeWgGG5LQCHwy9ntE6kgJpNooR7AMKbCN5VBbTA1wr+D8E17N5tPjbDmjuXauTCtyki8y9MJYzrBCN0kidz7noqgPD8Woxjo3QqjEo7foFDF7EKJjCQURDDQnH6GaxbzAdvaTNcQAbtS4WM4NIQ3fyOEZhfOVMmfMiQeIln+QXNz6MxFYbdB182NRsZhq+Iw4NNfcAwp/YWoy0E0wsJZPH8NXZqOzUTkyIP7Zu9ZpXszj/nrf7qkThrKtig8dmVvXv1HvjLPJCL5952KA8Jo4l61NU+avVR5royZNZAU1gdfJ/ZFQkHkuQliZgnEiupAxeCA0L1QBHFozTf2YawShurzdjkpVeyKuJVdgLcqOwW5UnPeviAFRfqceI6TLmsm2mq5HLfa3ApfUp5MjSPpbEEBY1Bn920/y+q6apnowjZZdbn3fC5SJlOoIGbmN9k/dsAIfn7Y+4xK8fiq2voalhkgEW2E9a3kwEwbQ7iE6A0y3VQGTYnKVJbb+tBoUR0cI/1Gdvv6UbgBEjSquCxkKEy6zA8ieGfFt4A6w+jPuWsP7rkhNks0Yjx5axYkc8daE/5eUTqeMubuVtHj0hLF21ubrOGjIUvNQS4r7WIlaubFBmiJdjAJjzPCYjowVxrQS40WaG+2NG4Gt2pRu3+IrJtx41GkZoNf20oFFNceHGkFar8jYVC0xvLZA3GKFjwzxX1jBr+ZSC5C6Wk5ous3dT9hcjH4n15d2QOfbDVEcAmYLx0n9sFLzqhV5kCKOwehxK5HEAurzHEDQudiOmP9ZPpQt1d10xf9b9KAoTjILLgmY2PbyRO11P4R1ZxYrZsptkTbQIHIqw1Hm8UkY43CyewOAlUy0OrznXLPHFXimvKjXcHqa4tB4ck46OYCCppNi1mwj6cBTqaE8iKPsAL6TfKJW1t8U5SaOtGWM9wrJdtwIMWo7QlUc7eYTKhr1wT1I57YKv26wwCWP2NhZ8ZsBIJL7GAZQPqGoItXjX8gMdZ2d/xcYssEgHQ9YLX0u4F0oMKMKHGkg51vNEHGhrgyT8U6PeFf5gZr2Zmi/1CcRns8VhSZ8SI9VksspHILVH8iPLqFOI8jCosbjTFgLag5XSERQPMtkkdq7bndVF3jV2tAj1tvGzwNqrANIKI+iEQT0hjgOm8i/1qSd7gH7Fd/aZHbiPW1GjP8B1T7ITJXufmKiOMPddZHz1BG7AqYLk2ZYeSgOjOLwqilvHtQY454HP/+k0mQ8hXW6R8k9HshCpQ9TdAwDqGcY52JWTZd+l5DfFXEPE3n3SrEiS9Yvf31pQ7hgDZUxyJ3obVOW6sHUBatMtcpFBcrbadQKnnXfoKfXGtEqQmWmURz3FJS/qpZ4EodisdVCbNdgVzNBRZ1LuMT8Alb6QSmOLp1W4NQL78zsCJnV891Rn88imTG4XONiPOz9XZedTbeWJ4ioW8EYu9MqRTKFNy5azpRe9EAMViHTrD42c91713MCBi317ZoF0na0NaooiCDGlJUhJ/0YYAe8WqqrgsXPt0wUoikXIaS2ty+YDBx3RQ0OmEHqkjJAMUvHSTSU9UK5I6lHdw9hFbFk/R+705s57JgCuzsCsJAmcBibrnZonOVt3aF9UsepytDMudWNq8T51ETaVsLJyZ1wlgqFnVH0AdpKr38CJbmnH3AlXNhg28GlF3Q4HcCdZRm0mBS/Bm4E7xfEcjYdGMEmLVlKn71QmCd8aeHLqCXhROndNfcL3Kn1J3yMA1T/PMGhtOl6Ohmq7WKgfQ+OcG5jH9LFWYxsdqeTx3GzPIaaFk32WT0bpFKiAmbxJoNdr7zn/PipRRFzMry3ZH5+3iK7X+yQpDznC2QDxzvHi/LrSqx/VxGOF+kMBvOVW4OdBhstC6hDwozDNvgAHnfZtTOZ0l7UnLiog8PuMnQ0ohakDkweIpX/rXjJrLAMLPyQ77n85CKWC2BwsWMJ5GsY3n/VzE3dc3v81J/QFzjFc2aiDuLrR8zLkvTARI/r7vXVezqCo0K4bGZmYqENlOyFlazChR09uxnU1v+rq8gIe8W4Va9b20NdY5r0p7gTpxmOWXPwAsR4idoSkorPy3GCsZ+vFd0P3ufd5+UKic3V5m1/UIDZ6/agJkRo67QZFPS9sP+1EDS/vkD9GOIMNPucakQRRD1PEjGFRfsasMsghF0XT5HebJn+th4YqmsXn1KAOamRD1C9FD3r4ij4+JuxmUvD5p2I99LdorzdjVvZJYWhtlW0wmHnxlOlSt+cyA/SC8qK/jD9AS45r/FVUpl+Ts45qN1yLoiLNwYhEayvM4iolnCyufHb4MzRvhkwN8MYj1R9iLS/GKxKq4vs+7CKaBZ1hmywO+Nliko1M0Kd1mAC6Cy+OUG+wPUJ1UCRP9EPEm/Rqhgr7MkUtLlkIpGICGoTtBeBT9Jbu0+6n+MKfMqMS0kW8FJni+M9nivHer3o1WFiHRk7RZxsDNL63xybQxgk1vBQe0zpd0fgPQGKT2ELL3+goMdpBoo+thROlmt1bmR0py3CHMSRfFwE9kNq1y+D0UCldxUPgklw/izA1Y2FmUisltR7j0rJgClsoy6kpSaEZO1mE6/JyLtlNC5V6JCMWdRFTqCC1NctrHbkvMdXlhdj3Cjbz0jZ+KNbUlehhq/aKnmQEIqknDles2/u5ftLpFb52q44yp3aZAKxLlcWh2voV8++s/uKcQa1pnql7naB3vfT0NyBYf86Y9IfyFhuFIg3PIABUNVSl464hg7fvWyAwfs1vefS3i9XT4tdD9LUFfqpDMMRzZodedK6KDG7cX0wax1VpcbWZ61ScESdJAQ80OJA8b0nab6KNiyvKPaEjcbTMomqXVBk8ijFOX8xZV4tubGjksCt/WVwDenIGMGZgS0cGkU9CTNVVQ8GkEnLBY1CMyv8nldzR5cPOR3FHTtyKW+ulPblX7lRiMU71t2q4QfV0XmywXGX6SEcIwItKFfYKUVSW0lFdnufTq/3sCOdNMCao/TFsZSRfJ4NT+jaVfpujivrKEwvOV45b6IVdf2E9GnAUMc7CaTaSkeaRLWNIKBiRVRTLwJZQO4+DhOQWjyiVjfdnvmhuW6R9WQEAP2fjXzMfUitvJlnL8hehbt1vm9y++tGnk+uM2UKk6hepcCx3Hg2Iut4QX04LmWKJBx9d5peP3PNynZOBTmiiatHk7jnAsxLSn2cMWeUHYYQ16EKyOi4nBEAf5oi9RuSbk5l5ObYPVG5uMkvVQn4KJya0qjKdwu8wa7bXvWOhZ4ESVGhwnG1Fz6GZfpfqWR2nYXvj68Fm31qnRtXoFMVl5bysfAw18d5sPjsnc1M/1rGfBQUFYwQvpLfewt9PID37v0UsFSCReQD7fxGZMlRTh/Z71OxU9Ojj/sbdZt3phCqX85OYsgoKXlWlODfm0dCIKdU+gZ3Vs89qS4o/VPc8n+7Bn9QO1MYCOC+fMKv5a8JEhuEbwhBUJN2fjrQOQDV1HhM8ViajWc3zcBvBjaXaybyvhGEbR6j4g5RvbN20IsBrch23WtnSyNC30CUb0m6ktNImZbZpa/OsZ1qldCvwgCaCO783sq5D0WwT4SfvEuLEJJ3GVuZl0+u2MCR2tnvdPm+BoMwEdWX3CuKW5G5wPgK/fEEBu+HFs/r6B6XuV+pbQ8/gAM0vPcNi4wGvgp36oKynx+hZJgRazvsIxDKC0vjfYMb2YOVsXo91d4Xm9Lh+//gaQIgrUp5YiKmI+D8euis0v07axjtPYshmMfMI/Ey2lUmk3x1v2rooIJj8mW2+9kk2/0/qZmU+cKkFN6OZvu1cIxvs5DAWEqT9H/905B8y3YgdRWnx4LeWP2K+SwOQAnz4W2PtFHL0xcgKpPCfKS88qdqgat1G/L/9PJ9JItIvQ0GinQxbBfdDyz6vlu2q1uZBM3mmeY/WYVvbLXVUClvJOgMjLmEAQZXn/+AgddP+oEmYfWm6vCkmYGe65LcFMhodhqW9FyQ2Sse0vD0xkwnwpacqJvLZsGqUdQ4s42uripsARA9as+eRCrX7Xe9U7Rq8NI8KkHTows5IbA4aHwDFnaxnEfGZYLlJf+VQCrRo5j1MiUmWMtLYNnUfzsN22M77Mr0O9UG99TWJonF861s8EhrVl6zinHKiEQYfeTwekB+RFbt3ogtb9VzxDeMg+qFiX2pb9NAUN/PI9yWI9XtBU9tMwSfH6NikQyCfpnZbVHt+DDQqrZRKLOsQOrx7cRYoP2O/Y+MiqE6ZtZoUtH3zN1iCS3+C2gfaZteB9aVDZ2NKUcc1n/KwdkZSaL0y4dbj+vzmddEI/a77ZLIf8ZnBNbvHxsWEc3RNtEX+y3WWBrKL0OYpfI2SGKsG7/ABjc3IzryPer3FVgXYMQ5sMdi/NnTrZnONZXM0dDQGGV9p/PqY8DCgMrR2UwAY8xEGa/WnC8Rn1BJC+H32T41/Z5O28k37gw7W1kh3sGdmnYlTh+npiAATVsX3bok/hw6WgqJbNHPvy2MRt8TaTLKK4FkaLR1zX0clvjAj5LJzLEgOjotQBEFBqzITWQh1qMwYZljm/ROWPsYfdc5nueYwLNK9xhE/bfSGaHYKCIFeSeKdBWWyO+Pa961SfNbn3WLsYrZJIECtsD9ODw8pDoakATWUXp6MNUQWtdfX/TpaliEKzdgqtLMzvTltH6zSlDsjzHYwkPTnp/GwR/scvkzDswDXRtU98hGB0RU/JK1zUJUhqnWX8OPr6DYfr9vrmnp+uQRemEmh/0WSc1lJWKy4boMZeIZQCQCsJPRIPKycJRNUU8q2EyYs1GWx8GcR42Oencnx2TQFAdmPNCh1qCsTnX57xyvrB/LEHoreJheK+t9Pf7YRF+mkQ6YPYevDhjW2WUVyEoh69o851ouLzHZ2WKXyDiqbnnHmJlksuEMOGaREXW+WcO62oFJlhLKF36ZtXuG35M3X8cXqKmaJr0rz7jpSQTn+7n6pOgnZcFjzq3NSsNAmLSE58wSJ5SNVNnNEdvOCyRg/dQsJhjxnSBRIs2rK8xKZDAra1KeI6CIjz4pgoLVepP2A7mxnxDTG+QKfrsvY6fCit0St8LEb3L2fav7oMr17Rt1RNGut7zAhXBEtNxq+GJqRCa6HBsN6nL8ycroMo+8tJrwUVbefPCeO22quAiES0ar3PxB7nu1QTCpBxbzFCpMic8Nsqyhn2Ygezo1elW2WNAGyE6KGQTXGeqgBMwx+Yar3EtNqWrcoGFsbRa97e2RFAsh+Rev2IU8/sCFJQH3y4xl2QGhLOupWvIaS0o5V97k9EGul53Z3n4o1H0UXeWlCFux33QepGUxbjS1M/0QpxwQi8MaS7fQSf0lvLfQH4NAQnJe8sdvNBLju5BlNVMxz9Dd0bZ93/ZTBp1+2P1hChCjKklgMSGjaXAJ2kIO1WjzxZeXjYpSqSbMSSx0BFMZli+o06FIe5uuD2R9JNn/aAlGPWz0aFhj8g9031qr+aUksGd4mclHQx2dUFDqVRRj2yK9phuvdSP+lW66I7HDOAXp+L/YtSYSsN7B23wzTmIsmgGFCKJvtwOZLp3TSJwTDV3ekRJNud3sCpYWYq5tVZ672JfsnxTyO4zcnNZJis/0K1D8HiPGd6mFaxNAHx15rLeOQMC6Xet6Khi18D2lriZwYj6ECfgQ1e61mRaAHoujthu0tCjcCTLmkDe9dv6MR2Il457EBRm3s9OgvRZSeCvoi3mVhNaxJ5ZGnVXaRmUbNbMOU4zjn+yh9l1jG53OMyBTVJcGAUQShNp/k+6mEcXzV6S6XP9UJ+OOtv5/JFuC8fhSspUAa88YFoAoh14gJBDSMcrcgzxqRDD71CgTxufepwDVGSbLWYT71fvs4UUp0N8Q2DUlksnLEbfsGL936O8kplRRuwRqNMQa/zXuk8uBoEg72IMvTmz/HAESdAsPDqRN1scFyKUvOnKzWiUpzTicK7VhTXfiSHzOWNvmL54SByBTvyXw8ZmJ2tKJekzDZ+l+UBNyojF9UGiNVba7lW8mv/hElmSKDtjp3qNH8rTEZYs/8i0sP+Vb20PNMepAdXotgvOnRTIaHm08p/2iuWOdd5zJn0u+AKEpBRGQO/4wiobqZwck9mgxrcX3HZVK5Xj0gFJYmf/iry5rMZPymlrFPfkCqDOtQLuF9Bqp4VRBitvKpl45fR1yB8JheLCynCCSMqNHj/hhZKYEkgK7OYnJqDzDML3nODHLq94XHow07/1uK4zTg9vU8XHInp1NCsR8CDpB5ywY8gCcZrmoSEMavO3kygy1+25VVDQ3Cxf7u7t67DPU7u6iLZylRqv7+F6MKIhJrU7xUiV2OTg11lhsK1c4B09iz+6CQSg2bg77zcSKoqbKF5iPjj/LQ8lBVyN4/1GMlqid90LF7Ao1IaKRSVhjTNYjttvJ3/LfhH30+FQRfGJQJsdUDFK67YUZOTuXwSK0kzWVtjOh30GRs0PYritCzp1eKWDkFEfsa3CHOJUemKViO+xxTduNx+DbKZMcbNhqG/URffsRBAHbV05UAR+ITH2/5DNU5BdY3sVDCXGUVMiPHdbIwkpVjeOGbaIA6K5uQbQrZaUDqH5AF6xorZTydJABgd4ozl2gn7bWZ47o4Hw4Zu+0RwbhzDCXzl0JyJq6wCGku0Of8vW0WqtjG3L+YDeK1mD/82TS0WoZez/siCFERTy0AbDg2sZDCJ2EpADTdCWMdlckgwOIX0DaS+fWhDjKTywNFzrkKjV+mLO8QtK7JC3I15i2Kje4Lz6SHqrjnjEdp7HUsWt/z6raAKHJPaxpvI2Fo0GvBetZGJxnoJgp4aVNd1j55V6bqtPsuOjSzGu5v2ebShPXs1hYCkKCd5wT1ni12fLbF1azykGQL6pLUqbP3Jaua2cV8XdSp/ZM3X51hRUxMrhTli7h3R4tHvbKggZf0R63VmUIeJK+PILpYw2bs94kT0huiy+K+X6oJal0mhXcOq1hBgpa7tE46KFXD/4D8kimU/Gju7JPd+YndPQGIOxS2bgXN+iPCQK3YphBRRBsxXEkSniPYWR8bNlTWxvdQAoeqVqSmPVlWFVJ08SRxOqXRxB85Ux+ItapJJOA1AFEFTHle8YLLnBvuTGBdYbjtvqA9EF6fRKZrYhGGkSiFOB422zSPykeHnjvOQe46OdOPz1MJzvkaIeCfzqjNi9q2KAHcegyXUWOdW+mn/Klq/cA+s15/TtZvV0Fw0w5jQNQLl5JmRvsbrjn2dxREDJXRFMZmqJAKEER4L0CuznvbY0sZcPnIqjS+VRtd66F0yPfZoC58oHijNkCTWLyYTbuuVRIEgFkPhgQNgU0ZSifkymynvEolBX4hxCAUOrR5SRYySj+200B4xOghorNqiXQMke/xr9cDd78W3LVzbQKxm+1jvIUL63CjET0YPhK9M+d7/icFcLjezEinDVQ1OES2389CCnCXX1ZIwX6f/rhEhp/b+9gqi2U3xAt4ZTX1sgktAxbfibWeF0/xXEtQOzH4hDQxEkHC88stb6qL+1Uee8IjNKcfjTLX+ABQqnmdV5GyCQS21YAOaP8RMHmxEsBrA4jIoeq4MkRrSrkjM5fLf8SUjD1oN8ztyJ3aF+7fkLCEwu1BPqcwEulLQUmFvdCaQTWKZ4wt4PuROII+t1Uw1CnzLNvpKeQ0o0BNdHJHt+mjfptarmYII5ckINy257teDZofwczXReOGvEI6oHCCXH9Hwtl/nPaPyfxQ6ZpXVz9qsIdlKp5drVz/UF6uiMj8MnsSBPZXiSagBrf8NseGQZibL5q5c4PDB//5DGP5YAdsBGvUXaZdt61NnBVyBfmoaCmZ9lAs8rs7xsEq24Rt2cqJBNlO5EqaWXyrk1+Kg1DpdDG+PunGY1nnBe4ebi5/kz8OPd3ZTMMJneo4CQhdKTQ/D9o7Ldp+J6Bd99sewO1oEySDdyKYhFjeJa6Rafw5Yq4weYSoNQ6z/fZFrZo+5CbkhnPRDfyhhBxz0dj+lfEaDLCd9mHFgJAa45NlsCxjIrRPusy8SXL09D7dqNSYRYR1IKmIApUfaYFCurCSIVzQK2PbBKfcz9ws4nNS8VSvilYsRQ9dZnjbLGIkOswbp/l+mU7i9VxLT0jazjXi+LLcSyxvItZ2Seq5t0Ms5BV6l4gJqJ3orGCm2Twwszbr7dLFprfEHjf33g61xcU9taak8fOavq3IQ1V5qPIEVaz9EQseNG7ZfBgU+5QrZX8m/DlIseknjD3asFMM+JrvSrP0wYs8vuID6UWNJh2l/ITgXSq9QGVT4JGbU2XXE8hr1UN1r9jQLJne0eCWCkdkaDKfr43yCenctt27JBrMqX3xitZWbYEluH4FfHdgQAtX2WJkG5doi/giXkF0hVTsleX3h2bIa/6s1bhPFFbvctbvnP9IQACjeJTwxChYQFDQCrcOHuWLd5en5vyk/bO2RJZDSjFmyvFvn9ADKSUY/Uwjce5msUmgGIV4c1ARMz8QOtCBHH5ez1zdqOZ8hhwd+H/c/06sSX5Cqll7HUIMKMIfPCUBibjJte2YWCSujIKjDRwdgK6T2WB9fTKaz5jtJDZDCPbhlQs0/h8YJPb8LI472GQBYqVrNNVMOhvr1v5ZMz2CJwfcvIGFvc77mgCzWyoLCQMdonYM9nWm1NqwESwRiGMLAGfFa4IwlBnP5Du39VsG4wAD1jxV5uhKDzIVh3TrZg2OMTYIHdausmJjMi3okqfcCixsUgOvaUzZKqUYMc0ywnYy/noZs51GuXtHIg7wt+DdizXJ0/qTDBuMyqvqQ6WGNnGaRoPJNG7Jc5dM1uywX9pekT4MJeGrkeYt4lJmFO+XvxWdSTGK8suH012ZrDaTSdM2Nbkv2dQc2s5t8zViD7oupQwvLvy+rF19v3VUWAxSw1+bSe24lLmzpDNY1G1No6IrmtwqnISD5WURcblvsaaTs+vKIpaNZorRPPB/VNv40kKFEm4TMAPUuHAyW4ZyMOsgJtImuHvr2SbvkX0Vjhvr3wdxqa6Xa2ntEd1oOhal/AWaddtH6pSRXZL1KADPQQNeXZW8nXzj+POn6SzFOO5fKFV0nbQQ9MAGn+oW1LjcQgcYol0asRB0qLc2kVvDM8jm3hAZkB6+adAluW7d5GPc1y5wfBpYW9wiVxfkTEAO029yQygQ8TTXow+D0g9Fp38UE8lYoGTH0xJA4hSQQidFT4hTYNwxNVZZkR+2YqW67HTMUgYwCypHcK0MdaCRSc8Ug5O7O9EJaGZ3eO8Ze/HDe5kPoLjLKR+GX+an5AD7ug53457qFHhXhBl1mZTI/MFJIoC7CmxlSedfgq/PRB0xe79tSfeKPDovOmgffx8y+gVWtwyc5JRavJ04F1vbmhF5GGLrLS5PnGNfKctQvmQ1p5jOR/gup8KOzDqKj0BmpocgBVh1aRFXmkseyBMSIsQkl/P1pv8w+HWhdTyvEAdq7SwWWFf4NIDdNWrE3kFDfAhfmXq4MtB4Sh3WzuI+DZXSK1rboxqjrv2TsK0iHoHJp4/tOY4/7KpNwHSV6C4R5qMYuU8Amb4hVNFDF5KlU033rI46+4PUqhEcdX+h9hfEFpgN9cKtVxmC105la7VwoSMBsFG00S1YWaPBRY4gceNx7n7luOJdusKnEw9f7qTfCLorzyEEbUWAuBmzx5qVTJ1GUSKli3PsMp7nxadC4hFb6zWIrVd+1rfzjblDk1ggRLzJekpNHqVNnb7kF/o6U39lAHOGcTSmkcp6hiMJM1tytSCpmJMZXBr8CBzL2R1RAhcSEQkXegfOSXRDl3HqSv/916+aO4iku95OIWWSv9GxwNM+J1EGj6BynUvFeLIQ5v+i0Ax70gQmNXLJ7wHLFsRdGGpuxKDPiOs12qiHtxpfGhF04y37aFUs3szhFHH5GIhKWVww1i7EzTKtYFtzGzF108OwLJfRFhtaAtVXw2SK9oMO2Szizs7nBUq6SSp0/68abdfXEC/AQHc52GyKp2fLy7118Dv+i+H8+A39DS4qWUlVtiXN9g9/aXuh71ZVL9AyUFcLYEmaPKyJ9uV3x+l8CEMr1FzeZQGsSwrNig5OU4gxDG8Z7DbNFkl3wl4BOxm4u0O0nJowIb8qWjAAUyGMQz4Tvaq0QdcBKdOCvOKBxWBuU3wq7LjiRft2AeDhyBYGvxGzWY3Pa3qpHbzuex/SkKQmXake8eDGVk2zCvMdz8b/wH6I1IVzgRAzUAEXQqjz+fjH6dg+zmAwSTTTnGGAcMRBXkemuwtyXynSidkD3jVeDt+rTpeKq1FHsVBZsEV+5uctzKculA8SOICLTRecYJN0O+3u7PzaG3kHElAHXeFwP4lbMeyWQ+OyFL2Ymu57eWHp/GIehzCUkUz5LihjtS8YLJdL/W/XOtqwBI85148J1hlFWPWhVVDYaeJUzmBb2GYgHNNDVSrXNdyJ9cALINehaBrzF8g9R/S1B54Schnw8PMjjyt0+YyeAhiznU1vu1+AMlDC7NTe3lTB/zpy1TfmDMbUAqw8NK5uBw+wHgIddzd7loFFUU1WRQOv9/u9Jro3mghGB4Scre0Do6SWII8Vd6Za16an9nL51Hy0Da/9rqMDdbJ8RhBuXDmeCc03wayNEis/NqHz3y4n7fMWLd8crFOmGRdYzDhWBZwiWW3y/TJlOTbBJu2GPb9P7rfmfRr8FTuCcqnC31s2+RmQbIC4S4BOJ+8XbqBwmdT6cq4gCSS5aW5yBKiDISof7ajeSOUpyHXJKWuZBiYYm8z8FILGo1Iob0vIzL6JjKG9AOkTa1VF1E0VE1gAQtzdVVZ0epICl4mVzJ26pFpvG/FyqjfVc1xRCwVhCyIhRML7BAGbXm3JroqEWIAD+4GwyLgLNrDkSUfD0Hntwjpqfq+e8mBSWbGZC5G1HBfsrOV2RoItYfFtyHdsvf0vbsbPjSuZcXsQswOW7qkXLZh2rvdl17rpjcM6Tt1cvE884dUvQ5P2q7GZdFQ4Xu6A8IXuD3SXOJBqq5HYe+dl6rvCEMEDVqIlZW9OUkDlDKhM8slcPLQhY5rWZzS+/3kMCbsAJPsNpRYVipYRGIMtbccS2/n+ZigR35j/z7EJGD+N60fyqZv6to3bLjspbKebeQRhnke+eZtYmUyI1qZ5dmvJZx7EOiCp4YdHzT5sHZAKA5stCmOKvGYvmYJC5MErAkWA7lfb6T3ABVmk0af8LJUIblAYoXWorB1s6gdvXW667X7T9ReJa+5MWnk0o5YmETujzSej61IFYEPCZkx1YpEPiSRlUKDpom3f0v8kUORvkfi8FD1JB34Bd1YEb8SrVRvD/opaS8OVtVawi18pzLB+eDIqj290o7YjoDGtVFNJA7n3gvE4+tjUxkCPZ0QPAgmIllYUtARBD+HfCE6u5SxbfcaU5FWAfxhAN33QArIxNn/pCO1D38GFDk/ljFDUOGnA5ye87H9KdaUwpNA/FuHih4HBLw1h+ARE2yIdZIzmFmigtZrQUAjjLDBw60JoOMLFlM980o6Gg+7jj9XmeD23hG4R77O/WluM+3oY5K1qGjtpEVWS5YtCZzSsSJ/zJvdJQPeP2uvATJBvfaDIHYX0APXUUz+CDevWFV0uE2eWQHkzdC9YZZvXhjrbkpDfKC6f31cA8rjdaLg5Eozu/T444GpBcovQum6wHa8bQFlOS91Kr/G8DqRo95ZWm57TePNHgJ6tuwpj32zgaM7N1pl/0KsujKWuF0D58/ZUma6aloHfrO3oekLwCZNGU7UAcds/tsumeSatfdjWqik0xkokR03r7tPNwB/FydNmJc0JVnmo7QPS7e8BnrD1L1ioZ43FXIvfS0D6sVbq/2JBZHemV3vQnJ3Evz12A4DzOUBttcBxtvT3AYbMqugY+SgQBe4bufjypxr5qtPs+B0OuDH3/ON1yc4egoOB0W9RrTykxsq3TCGk7wAgUmFHDHx18ul0api2ofQNAcRjaIY85cIClQU3gsQY0/XqEKXjFt+MCcoqB/EVHNU3Pfp7UzfgCvuEx9zfUqXn1NvX2R9oucKygIqn8vjGikD6YxZbNG73ni2fI+Z+kYxzHs/ObxhWPtwZTzEBUsc8M44hcTRVBxCeBbS2KncSm2Z66zzR7xi+NAtM9NXmvsqc0zcuJhnzG+w5wOWDDpq6xE3ZMHcfjS/DQ9pnLogfBRhFKipSBITzASzO3G3hYoSwEOBUQ8TdazFHVytye2tpXyt1EXUoDpQohiSa6Prtg8oMoUN55WZG/FpwZ1gUSXeF8nlVEu7IQCyUVqKCiik72z2Po90921mz/0MjHZhvkx/bcajSToVgGsMIJDDuD71n31cvObfSYLW9ZNR9qxtRKBYsdHY/KAWWtdWL9QMQ10HB+CVh7yP/MOgm+yu+Iyp+zGYuTGrPi4Qwx7WvBwHJUzar8B/otmS71H/gwPgNJmf9CbYzX2Nv7bEqN4/eLP90irhhMSmmji4+eaUNCoEdKvNU/XD10kigGNuvK6/6sU3FbNobwjiVpAAlYqTEF43OpsfdoMVqeZSSkbQyf30+2TJg8ES5RLguLBrgHWyMnq+LqFpKKqq7Yo6774XMZMtPoI03tjGOdRmwISTMs8/yy0o4JvOETMYsb3GsE69jrq3jtTNaQG70aiXPCyB3xxoVLdcZgKt9rQoB+W+xVp3p1Y/xlOYtwTDEJwzQbRgq9mtwUeHvxJAcl9OuTwReqFbsTxKXcFxcG9Z12oEuZfiAPEibaE6ID8jdYfnuZ3wK4F4cBcV45XIJxPgs494UFyC7Ok2c5Jp9phIM3F+rPs3+1rzy3GxW/XoY57ntwkneJLi4sHQCDG2XTIpK8NqzLLN5FG+Wl0D4XR/ilzOPjg9STgj5aVf4rHybILhoGJ3Ju/9qocHhMOIQzdOonWROvPiUFjj3WYdmPA+SIX6IihpMYAXBiYQglo+d/+GZZp8cVx7jhx7FrBkGKIZi1lVB/2sXZ+pVOTIOMUr6mZG5oOcyq+mJKcTYU/p1DAaA31JZ9yA/+tDCJpaZ0Aw55nDYHJNDHNyF+0ebNkqy3f5QenQAd0pallCzENFb4Hn8pJ8XWbUGkc8Duq+x8PGLdZ/Z+kqczXJ6xRDxOxAiHJMh7uTVccmj6jWtGXESZxZWlzFTEM6vFHPwa4UG59MODM7NiMK9BrpJ2XUPEchTyvRSX180ERy+ZDQhvAOddovGFCo3YaShC9JGxRZs0gOA1j2EN8ytE5v2aW6PLIKPxXPHwOXRErEqlVxoHkzscxto0qXPUGS/6uoDMt7F11g60xFTa6CSnABw2JYlmksuAlv9KhWC3SbIg0MacZgIHMrl7k2kw9QDa+9RyNXv33OzL/4ma5t/sRoB520H+tMFMYhvNh7GzkiBK8jtLm+ytRM3hMlOlOLdZZrDZa3VPmqV20jMUUt3DHbV7D4GNKMQ2IpHoq4XdJkoDKccpB9EuV+xMa9kPsn5xMcIHyhcSbCxZ6W3WKWoRO8E1EACrM9yagiRqbav8O3VxSegHXbffrgph4/p+b10lzUFpMXUAuTP0eQKu8ah0hO/ZenMkfhDyU+TBlJMqhTsmhItBZnXDzE90N9vgpr80tYWUb2lmn+keQYB5Ilec2i5Q1kfXcfYl4MIxtlmsXgmtu78gpdmRh6h7J3/WZ3tNiDlouzeGAS2Q8Me6QLHljAbfdfj18L3OOEhYY0y1oSEhi/vkrWdkAE0OdUrjhsIaHSYyD2XEZdTUNdLpzX1ZwZgz5726bpb6kWDFrTmleik5KHZ9EhNxnn946tfJJaWOzpo2iT1hdrQWkHiPDEMTn7aoZplnQ3arrOb66rRkjUS/OFPq0jb0+ihbeHkUfVl+uabji1JU3FUqiwMdCxxxF2Ih4hZwAb/oaFrANY25MMTny6ZziVl8P6r2tlpPZWfxaaqatUtP1MHvbfpqNmCfIOgfAeBHyj5uLmX0QHXH+MtuA1NzMEkr8N/MBtECADm2D3ZpXbN8dNot39mBw6o+cloFbzI88lmCGd+R5hh9IH+mMfHo4ZowHUBDzkLKGjiUn09f0w/x+gIhBjl8HEElA1hyM2Ij+Wwgn7d52dEumQRfnmfo/gV8Y21upjU4q+nql1PnYCNEjxiG6Vaag1aCFUF/ASZcbP3zX1/3XRFA5gMdTMCMjF0VNMohk3njT1bSjzOfh9aPryJ8beb7x22N8NXReI0L6NUdJpjmSY59/vJDrI7Joc22SFkoSZoyD7hkL17b5CO11Bpi2z5PjqEiPTx11X1zcenOvelMINs66YD/gI3CyR1pgRT9q5bw2rB3WMeLUlxwt4bx/Nl2kgutwP9OsnPD3tG/to649T0iVPewq1UBt/biI4wSUgXVwasCrkvKofhM07Kfzh7mopN9Uy9Flcl6iPBGX7dU4//M8/UJUdsuv+exFpFVO+Z73tXKV9vkPJg9rTIle+Pu0RX+mlJsM4ZnyfJ+zXXAiHhDjZnRr/vzRVF641g2S0BkeStYVXSLJWSEUpD/PT73MjgvtYx2qANM54sThcXxV1LJzEYTObmlZsG9D/J8uln6kDzKXX7101cks7GDr5TenAlLeT3OGiM7rOmtpQyBrbjh1T9sCBEMZFsaQ+KqaAWOdb8fq0tW4xiMNegKQjX1x0kanI3K9derIfC3tn2Vhmi0GsRB6nT/N4P3YVorrxWZfUxvrwCEwf7oUu8ARBM6SKpDIV7vc83hAbGX8k5tYFrwM/P91dNqrdL9v7KHxtkZCLzFK0uOppDlBuFuqcRALPGPTYL854jP4suqJ9A7899CMtxrpI7IhdnXl3/RiJMNwhQiRJw+y/eXJNeS7hdyS1lNiBj+j2Vw0r/grJFHGU6Jqftfzi+FxqxESpH9CAQ6IH0PKdI1JueFiTPpzzcKEn4hT4XzSC0wJVCqEcjQ4+OYgkeE+HYRnugLVMGGSS5GZcvC/kX5W0mIMHH0IcvAJnwtHGfjiwIelwLLmJ0nmrudio6o6oHU2CErA4Bda5+qUxjg8bR1BOgvy60jDOAFFRlsiGBUuSx6GTEDKTjKmLwVFZdTK1VBFHwFxm3jV9qdQzrVd9E9mKuEdiXkIGTNI9b2pNmVZD2rWTt7tMrjI29OaF5+Tzy8753om67JbAjF69FBpDP6X7kHlJTzINv0h/OKgyKE0C0b5+acsHUrLCEVTc9Vn7Y/CtNkMOMKGX1M7W/+yj8nuuXWIhzlrA4hAuSM1eUTvN/1uhrDuXpS4R2i9u8njTGWL7CmxXZ1d+XhrRjcKjm6VVAjP6u95VcKOxJlOcSQ9wc0zsS1q8G2w5WWRjqeYEEYnxmguSS292T50iZlgwSK1RXMXovFED1yCRGWcbLkEwgV+fVyUlF7BGb2r2n+ujPtC7wFvlZATEuna51a5Jw9ft2mempFPpBwyYwwfZzHLf7ZvC5nSuVnNDxwWLKpsuH/4izZNfv5Z+KlbqQt+bDP2H7RhWS0oJ+EKmJfu4YcDI0ufkbeFv4TUxW07JnMp1uJO78cPdLemPwGdGJZ2cuBK39Le352xnt+gPMiQkQqUKTOgMXbyq7qUdFP+H5Ug2JRy1E24hYrxW67BU6Cl9m1jeLzOKbyQmUag/fOfqSNQYMqTK7B6VwJkSsa7EUXkEMep8NgAAlerw12bqofnxRGLaW1O6tbPTwmCGNGWSpQnPXuChD0RY8rje4YSjNK1NVD8EwxlDpv6lIwFE/KsJ7o0A0g70T09PRA8P/zNjewNSnpDumcxiaNV6+gx3tC78JH3VuWhIejgOX5wJSB/SRY3xxxWB1+hHzu7bHyhvKPO8XfpTcLvdeWsUNiEsLkw6Ty/seKKudw+TrjNmqyJfUSecdqdJDR75KGwG/nfyGxDHxEwUQXolgqTljMflGyKhj8n00U5bSu0MiKxyqgVBQem6/PlRa6/Fz27rToL8vQ9mu5e1AzaET4OXFsiLJMyUYc1YAWLyKWFDMhhqEkMJ4VFuMJeYEaWWvBf9O7mFhNyaDdqU64rKlINd8z17++VF0pO2he02W6Z26jPlcMHGixSb7VzDYc4G64+MsJzduhu1l+/3qL++6yI9y4+LfRTkodHz83eQoIdqsIB1qd7dBqYJ4MNSrutnywf45KB9HXBz6YUvZx/t3OEjlJaf7TtlTB8jpK42OLT6yHrQ4AgeuM/DHbKtof/JOxc8017R4IKucSJMWGkH05x3p5lxU3JWveEvuD68YM3rzeuByLl7a6SJAcQ0mOqNX4CEh+8NLHWqZCqvKaOLWUpnY4LkKuP6NPJ87qS4uZtV9gp8wBAqRG5BLoZ1Jgiuzu7fjx178t6vLxRHRkfSRjrUNlhNE4kYvdE2gKUaW+i+Kw/lKvERvv8eiQsm+TWy/rJcdAJ5HCyHDzmhDFfOeVyv/MvoOgRA+a68s7/8LTM9LMqpSAxB/45CL2NthU5rvoCnN8stha4vUFEoZ+GaoZciEHl74jpuwFK/JFz6KfkDM6Uz1yQQfaDQSS7kPlNYazbwoFtFjlh1KCJlqa8Dpm8WWgwOMxVfY/OF1rwJwEu0GmaNgLYszElPtgOmPzciT5i/iBdjjMWE1yVtIn5Fnk6426xhC69594rlV6B44R05ilbb2yRsOaY7i1FUGyJwejnI7VXsLq8cLE5JEyukeBQC+9fbXon+i9VS8U6RT3w9/t6kkkNBVb8FDxXUJJD0yMDKO0Rc0BQEdnc+sp920HafAEuDBbqT/1Zjd3jmJ6VnE6kmhE0j2vbmWaMfFyzOxDbi5DxWzL2VyjSWzg9X0GxMP2axwLMH9T+zq3tBsb73Bl9GWVZMhoFJF4xhFyJRyZbbW5v7cmYg0RW1aDHPVdWnQu3uBzvDxJRvkB37xVGuKuQPOVQMqYDwMd+NkSrvFFFxqanBzg3c6EvrZKzDqUseB/I3J8FNxeb1ikHAMXgYLqd9ixGYJm6EZZbwDm9jXajmQ/4OeMaEv8nsibWetuJLUcl9UCVJTZqf4b8n6PtWeD1tmvyMxKjnR+wnWbrepVLrEhiXON7oMjN8UMK2mO0ANFG8R+GB774YDIi++lF4Aql2xooQrLYNUWAGPOMP9e3uThgpEbeSqgzz6Utj/sA57P/PXEs9tA7EQCIzuNqloioEpm2maUdfUWFDCySr7IdV8s32d5QIellhteZcRG/QFSv3LwhMnIlO6+VBs6nUzlUfareAS0VFN+5rebm6p594N4nqC43nI0A7zF7gwhr7fwLLj7/Q39HYmLpif5hTRa8zr6QZaKz1z/BChlaxcqDNBt2z2sVA9I/wpUhqEXSrzjHJbiTaJZlnr2aJH2NgxKusbvT42UiQ6JLaPsNBZ/DIbgQhTcHhPG6eGKy8gOgrJ9JinwzTD5VZBazl532q6D94l3ECT97OZy0wz4siSrnVQ5gmQb0WZ7LGJ2aMrCPwp9KQgZ+L5hrVa0IB4uzgrYyIwkcKasNqPt3og10SbZlB7HS+ckzgDP3s0ndmiHae/JOAvAUN34EygOhFsJ7CwVsF82LLvsmiszrTQmEzg10uBT4Ckl/iHYGgmquvJ1sVOcsN6LZPOfufxjWwhrb/BiA050PArBSitk3En/WjUhKVXYPkQswDo7R+IME4rgYPthpUl7W43d2RP9sOCzNyhg2ioFgwUph0cDfG5ePOOAEURuT58FxwRtS7VwGfoMJ369yMx7cnk65kiQxyIMiF9Rov5WL077Hkv5UrV2ecsvrABQTyAADU+LyPorViTaNcSOQ548QGsUIXwFWNThHr2NR5VvI+r0u+FBIvsjEGtkcGBVq/BKSzd0U1vovkWwd3iDzrUy3iAQc+SLhYAHhEc19vla6+1MN4/NCIfY29kXVSdeFzOx+kZqT97eieRS7JtkHV7moBBU4ZfSUtXby6puP04c9cjd/oBj8qvmZLkzJnafQtX5vQg4QODGHcVOuxTx5jT0pr5s1MVAl55pRdtJRpKrmIGUDRrluG1LgisUwyGhOV33d3g36c2HOWRLrxthqt8hTrpoLMD90uaZTG+CYHPxnqIsmiP1dbYd8sT8R3gfc7xpR33mo09i9VLi5ad5iHX7aprjkhvOa9lonllNzbIrWgKF1Y8iH18mTrK3++8/cosJmwLkC85LfqEsAtuDw7XDd1Aj8190KUgo1i3T7XdYELIkWtYVFnEgZsn8eQVVGw7EdcKuuBBflMrVF3hBeYXl7lOGuY/5gGdl/YMtBF1HYe9LcG1QM3wBZikBMdXAzxGqLeQb093GBzysrkXjLNoJoDcqHfHdH+oChbyTOtJbql4BKbCu0RyIO9FP+HZDkYjwanRoX/9SZlrGvxcDmBv/Fd++v5hE4h+jrhk6pzoLBAFqQYvkbhNHBYHSFjNFwI5LQ0NJigPFmyuzYBYe70qr1oiAZmSiiIC/og8mo9/vx8XoVxL0OFcLDtQl9Bvq+4BA6u9DOuIMyQxdOgsLVbT9YAkyF5BZSUnZyte7trVcZTbHmXeeMRd/cM62S+Mb+7VLw/yD8UU16JctB1KAkLGYPF7widWyaMgfvcg/IO5fDKaDos6os6IAkp8wCQjaV4BS7z6yTTQiTmCzN2n09V+hgTwwYzDaqQT/ZJtn/LELwB2X1pL1F6P2xmSbxwJYNBlcpPSQ2ad+I/dPgpGBFsfmkNC7qeO73+6R4GjGp4OmFySpEGabUWju7ai9PMUYnK0FO20vg+lXJ3JnUPGa/8durYpwE71uqMB1Ap/1RcCaqAHz8n9xML1Fn2DrDu1FzSbdglc+waRa+wb3HvjFQBkos/phj9wTPuP80oBD3uMaM2xbO5+sX2Wi5Ggr72bdzcMTIYuRCJj9X8NXCJ/kGUDBI89syQZJrEi46RweHqR0s6Cp+umJYFRp9TFTDotKYulOqsg6pIdQpHhATupiuDoXZkza4pl/hI7jd1DgqT9pUZeZRjjO/7neJj3RFSpy6rYB38Hz87Xa1AU8LbdIQDjeFFjYi4UoqTTHoYXUxUgO0hVdEr6wBRtnTUfKoVCdBstZax9Vw9WbWuEUwZAorkQrST7iPIn3x8ibsZZej6OejjLws1u716WXNd9pYplHfR3iUB/gMjOtFmw5kuD7qWBuW+JIpzagFwk2jcZFnoRoyC3tgkBmbL8E6ilSTMZWRtE2yE+zs2Iez2QFOfOHoo3Uv2gS75Jx6naotMNiYBzV3XIOr9PEjBL5tW//Kpm825stEI+ZxXX2m0whln1D5h0w+xXguBkKi0MncA5ordxoUqBPra4SjluHdXF6aC4u4eL1CHQHtHVQ9Wt4isvEDLvSVF6JEn3VYqveI7hHN8UlvtfoUI698ObjYFFPKyuVCpegcrs8lxIQDMg5cOBAuVh8Hm9b1Jn9tAPtO75OXmuILd4yH+zFNG+WeRuvYW0fnIKpAk/jFJfXek7aEDMvh2HaA2OdxGtdoRkoZVsb1OW2o7ae7Q0xHvI/I0dzhnHAqRl5AhVpJIU1KxJn9ij7IQh4n8evYd1VFTBjs3Maqtz1SCvbx2QCL1HhmSaJF4JvM1mhaHqAh/X0vK/7zj3jUGDiUt0CGvPJrEF2BxWd8nYE+Bs8Cgmgzdi+rpbX4ysHL71wXo8c4sggobwJkT4gAsGy7jk13rI9ixVbk+I0NB8/SZS92t+TwT1lGwm662O530Q6axOJ+dcZD++lFxL3iCVEF8dXB1EaoDSTv060JafbuVHXh4BNlXFBqIvQzu29ELTf+OjMX4lMm7ck7mjdK+rLudt+gwyW5WVWqbfWlUNbfV0zsVPhfNWNTPdqXVwZdYXpz9byBUv9e9axtIC0CxyUoxhB0K+P0b6AWF9i05kdoxvauCbOY1uz4dYzX1yKzVUQWL7Qhsz5E0ONJffH7lDvblK/vRmdm9a/DtiRFwM7kOo2X2n+0UvELTvHAS9AM0meBTF08aF2+yYNMZB4NVHzwbLeeTqGRLRjHJT4zSfax+pU2SWq6r8M9DaSbpbAdoKOJdQSViEFG9oceHXOJGJu/O1aKac4HvwjgytHEFzxNB6fTIdtIJFXUwmmgb7ewRThco+4zwK0jYeuZOz0Ibwx7ALQ+OecRfcwqTinwdo2lKgj36Y9Xo1jVr/ow08kY8zy952CNJnHVGPF/IJTEBBrr0CX6AbY9tcLvJpcf59Y5pOLFAdk+Es7IoNLSQhXNirrvTs8In9RlXnMj4AMLF7WY+P0qGqAqwcdjMGxsMDkSpiMksb39VI1w1+1qr8dwVlgs20sPPRNkrEk99wBV78g7mWmTqsywfYyDwNqpqXFil0csUbnJAyviaxB/wbQATecJeifFbsw9NTcMaf3MnfyYRWXB61IfglyjZZIJuZ4kppLiv2pUtHKSSvxB2dmM3fqhr7dMKwydnQtshZasGnjwEgSHPxL4fVjzIgL91mlrzNncXTOFFkOd50tMS0OiZrfZokQEvdVlN0EPQqisQxmkizuJusrIkgUTkZ4kiKqnv2Uq5TIfbSMY6dlBJZobmYRLsAVBjtMZIHBI3PQoiHAAuFQ9f3CdIvd3m7LsW3f00L1dvpqblRDhAeeN2AkwTgDlDeW921wl3OFEu6dnrMiORbM6b1+u7tvvqiMOQscu+Z8SzmP+RwAvcZb2QuLBATFrhAvgwF/JZxgTiEX5XymQXufeGgCf6W4YEnr2Pl94ZSpkZUwhbVJVQPL6OGtcgUM8m9ZLBdHTz74tacLap3Oy7vpA0mgVjHbJrjO9XVJrzsoY9CJTbHMYZDjmCV4UvNV02ePTigx4rfG9Xujk6IZ3x81L1oS6Q+s4TWjcg/ZCJpsw74YMHjth9AkjRLK1HxwAAXnoJ/qwN5e/Xa8RMTRqy3PhlvmvttEbLNQyfofS5NeYjwCR+8RlY8hMMBweVDQoshBqaK21Sj7xbXT3LZ+XpYoCLplBNloeiFKrXDf8YsWsnoUdTV93+orUOfdkRpJHKr9s0qEQhdmJkZTp7LXfVaTJhX/97RWeTs6mnD1e20bS88xvSndeS4sDrSZwa0GSkthmC4ujGTAGSm8WMv3ivhJCrEnH6yC8WyazRd9R6rk0gx4nqDc8qVnL8DO9QDQvg6fdGJc+4TEs2+BSqTSN0o2+5ZtVaCXZ+fG+ENSZR6j1i2cqxdCUag9OXiEXWvYU1oxR7BqGAbgtF2kzNBvCrl+SzcfVT3zrgT/4gTW8LsyJbdigKKMN+TAvkMZC4T6iPDKtBUKzgiYus4EXtz6ZnaiLFGZgdWF0KtxfQcAUSxxrV7JW7gGoEZ0j1IpNLm2MY929IEkdkg3KxflcLxqOnuew4fVgsqW9xRcmYp9XCSd4USQQTf2tpORFhK/7RmmxElnFzn65apdk0oJkhLD/vsqm1+JSpGaAgUaEUv9FKD3gOj90Pp2HmUmDrttnL+mwuktsrZMnSSvC1GvhS8GcGT+YpwOVqGsgkfHzlk8KlPDyBSl5elL3BdhYyO4syWDI2ZqnVGSvF/qqmXhfU4pAN7ldZPPdMCwOV3MfsallJeGensiTJxxp2TlYa7U/BQ3gr45eTdPhiU78eYubsMfM4wVO4yJBZtWFwasZeLSWBbISmibZxb0/DFcfnzOcfiNDPv+5I1gj3DMayPocLm2GSRbGF29NGqeZpeDLfc1PnWmMkEa4QW534FQhZ6MR12FBZZSOZ5bGkcRcinCqUA="},"6faa0209-aae6-4f8e-ad48-919b24528d1f.jpg":{"image/jpeg":"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"}}},{"cell_type":"code","source":"import zipfile\nimport tensorflow as tf\nfrom tensorflow.keras.optimizers import RMSprop\nfrom tensorflow.keras.preprocessing.image import ImageDataGenerator\nfrom sklearn.model_selection import train_test_split\nimport tqdm\nimport shutil","metadata":{"papermill":{"duration":5.155731,"end_time":"2021-11-13T08:29:26.792676","exception":false,"start_time":"2021-11-13T08:29:21.636945","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2021-11-27T09:18:37.617411Z","iopub.execute_input":"2021-11-27T09:18:37.617725Z","iopub.status.idle":"2021-11-27T09:18:42.921819Z","shell.execute_reply.started":"2021-11-27T09:18:37.617642Z","shell.execute_reply":"2021-11-27T09:18:42.921072Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Using the pre-trained weights \n- wget the weights from the link, and add them to a file named /tmp/\n- Later load it in a variable named local_weights_file","metadata":{}},{"cell_type":"code","source":"import os\n\nfrom tensorflow.keras import layers\nfrom tensorflow.keras import Model\n\n!wget --no-check-certificate \\\n    https://storage.googleapis.com/mledu-datasets/inception_v3_weights_tf_dim_ordering_tf_kernels_notop.h5 \\\n    -O /tmp/inception_v3_weights_tf_dim_ordering_tf_kernels_notop.h5\n  ","metadata":{"execution":{"iopub.status.busy":"2021-11-27T09:18:42.924368Z","iopub.execute_input":"2021-11-27T09:18:42.924634Z","iopub.status.idle":"2021-11-27T09:18:45.282527Z","shell.execute_reply.started":"2021-11-27T09:18:42.924598Z","shell.execute_reply":"2021-11-27T09:18:45.281761Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Pre-trained Models\n\n- The keras.application hosts a model called Inception-v3 developed by Google\n- We use the pre-trained weights in .h5 file stored in the file /tmp\n- We mention include_top = False, to notify the model that the end classification layer of the inception has to be removed. This is replaced with our custom Dense layers and classification layer, to be used for the classfication of Dogs-v-cats\n- Lastly, the last layer is stored in a variable to be used in the functional API","metadata":{}},{"cell_type":"code","source":"from tensorflow.keras.applications.inception_v3 import InceptionV3\n\nlocal_weights_file = '/tmp/inception_v3_weights_tf_dim_ordering_tf_kernels_notop.h5'\n\npre_trained_model = InceptionV3(input_shape = (150, 150, 3), \n                                include_top = False, \n                                weights = None)\n\npre_trained_model.load_weights(local_weights_file)\n\nfor layer in pre_trained_model.layers:\n  layer.trainable = False\n  \n# pre_trained_model.summary()\n\nlast_layer = pre_trained_model.get_layer('mixed7')\nprint('last layer output shape: ', last_layer.output_shape)\nlast_output = last_layer.output","metadata":{"execution":{"iopub.status.busy":"2021-11-27T09:18:45.284279Z","iopub.execute_input":"2021-11-27T09:18:45.284692Z","iopub.status.idle":"2021-11-27T09:18:49.226917Z","shell.execute_reply.started":"2021-11-27T09:18:45.28465Z","shell.execute_reply":"2021-11-27T09:18:49.226154Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### Functional API\n- This is an alternative approach to sequential API\n- Functional API brings in certain advantages like, transfer learning, multiple outputs, etc\n- The last layer of inception is now conveniently mapped with the layers that we desire, i.e., flatten, custom Dense, Dropout and a classfication Dense layer","metadata":{}},{"cell_type":"code","source":"from tensorflow.keras.optimizers import RMSprop\n\n# Flatten the output layer to 1 dimension\nx = layers.Flatten()(last_output)\n# Add a fully connected layer with 1,024 hidden units and ReLU activation\nx = layers.Dense(1024, activation='relu')(x)\n# Add a dropout rate of 0.2\nx = layers.Dropout(0.2)(x)                  \n# Add a final sigmoid layer for classification\nx = layers.Dense  (1, activation='sigmoid')(x)           \n\nmodel = Model( pre_trained_model.input, x) \n\nmodel.compile(optimizer = RMSprop(learning_rate=0.0001), \n              loss = 'binary_crossentropy', \n              metrics = ['accuracy'])\n","metadata":{"execution":{"iopub.status.busy":"2021-11-27T09:18:49.229021Z","iopub.execute_input":"2021-11-27T09:18:49.229759Z","iopub.status.idle":"2021-11-27T09:18:49.280491Z","shell.execute_reply.started":"2021-11-27T09:18:49.229713Z","shell.execute_reply":"2021-11-27T09:18:49.279682Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### File Extraction and storing to be accessed by ImageDataGenerator class","metadata":{}},{"cell_type":"code","source":"#unpacking training and test\nzip_ref = zipfile.ZipFile(\"../input/dogs-vs-cats/test1.zip\", 'r')\nzip_ref.extractall(\"../tmp/dogs-vs-cats\")\nzip_ref.close()","metadata":{"papermill":{"duration":7.194926,"end_time":"2021-11-13T08:29:34.00311","exception":false,"start_time":"2021-11-13T08:29:26.808184","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2021-11-27T09:18:49.281888Z","iopub.execute_input":"2021-11-27T09:18:49.282154Z","iopub.status.idle":"2021-11-27T09:18:55.728067Z","shell.execute_reply.started":"2021-11-27T09:18:49.282118Z","shell.execute_reply":"2021-11-27T09:18:55.727248Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"zip_ref = zipfile.ZipFile(\"../input/dogs-vs-cats/train.zip\", 'r')\nzip_ref.extractall(\"../tmp/dogs-vs-cats\")\nzip_ref.close()","metadata":{"papermill":{"duration":10.834469,"end_time":"2021-11-13T08:29:44.8504","exception":false,"start_time":"2021-11-13T08:29:34.015931","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2021-11-27T09:18:55.729432Z","iopub.execute_input":"2021-11-27T09:18:55.729713Z","iopub.status.idle":"2021-11-27T09:19:06.718909Z","shell.execute_reply.started":"2021-11-27T09:18:55.729679Z","shell.execute_reply":"2021-11-27T09:19:06.71814Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"!ls ../tmp/dogs-vs-cats/","metadata":{"papermill":{"duration":0.708828,"end_time":"2021-11-13T08:29:45.571527","exception":false,"start_time":"2021-11-13T08:29:44.862699","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2021-11-27T09:19:06.721316Z","iopub.execute_input":"2021-11-27T09:19:06.72176Z","iopub.status.idle":"2021-11-27T09:19:07.404677Z","shell.execute_reply.started":"2021-11-27T09:19:06.721723Z","shell.execute_reply":"2021-11-27T09:19:07.403864Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"base_dir = '../tmp/dogs-vs-cats'\ntrain_dir = os.path.join(base_dir, 'train')\ntesting_dir = os.path.join(base_dir, 'test1')","metadata":{"papermill":{"duration":0.019148,"end_time":"2021-11-13T08:29:45.603416","exception":false,"start_time":"2021-11-13T08:29:45.584268","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2021-11-27T09:19:07.40601Z","iopub.execute_input":"2021-11-27T09:19:07.406235Z","iopub.status.idle":"2021-11-27T09:19:07.413344Z","shell.execute_reply.started":"2021-11-27T09:19:07.406208Z","shell.execute_reply":"2021-11-27T09:19:07.412616Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"from matplotlib import pyplot\nfrom matplotlib.image import imread\n# define location of dataset\nfolder = train_dir + '/'\n# plot first few images\nfor i in range(9):\n\t# define subplot\n    pyplot.subplot(330 + 1 + i)\n\t# define filename\n    filename = folder + 'cat.' + str(i) + '.jpg'\n\t# load image pixels\n    image = imread(filename)\n\t# plot raw pixel data\n    pyplot.imshow(image)\n# show the figure\npyplot.show()","metadata":{"papermill":{"duration":0.896107,"end_time":"2021-11-13T08:29:46.511591","exception":false,"start_time":"2021-11-13T08:29:45.615484","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2021-11-27T09:19:07.415561Z","iopub.execute_input":"2021-11-27T09:19:07.415898Z","iopub.status.idle":"2021-11-27T09:19:08.394767Z","shell.execute_reply.started":"2021-11-27T09:19:07.415863Z","shell.execute_reply":"2021-11-27T09:19:08.39402Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"from matplotlib import pyplot\nfrom matplotlib.image import imread\n# define location of dataset\nfolder = train_dir + '/'\n# plot first few images\nfor i in range(9):\n\t# define subplot\n    pyplot.subplot(330 + 1 + i)\n\t# define filename\n    filename = folder + 'dog.' + str(i) + '.jpg'\n    \n\t# load image pixels\n    print(filename)\n    \n    image = imread(filename)\n   \n\t# plot raw pixel data\n    pyplot.imshow(image)\n    # show the figure\n\npyplot.show()","metadata":{"papermill":{"duration":1.121166,"end_time":"2021-11-13T08:29:47.648222","exception":false,"start_time":"2021-11-13T08:29:46.527056","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2021-11-27T09:19:08.397299Z","iopub.execute_input":"2021-11-27T09:19:08.397561Z","iopub.status.idle":"2021-11-27T09:19:09.486655Z","shell.execute_reply.started":"2021-11-27T09:19:08.397528Z","shell.execute_reply":"2021-11-27T09:19:09.485978Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_file_list = os.listdir('../tmp/dogs-vs-cats/train')\nprint('Num of images:', len(train_file_list))\n\ndog_filenames = [fn for fn in train_file_list if fn.startswith('dog')]\ncat_filenames = [fn for fn in train_file_list if fn.startswith('cat')]\n\ndataset_filenames = train_test_split(\n    dog_filenames, cat_filenames, test_size=0.1, shuffle=True, random_state=42\n)\n\n\ntrain_dog, valid_dog, train_cat, valid_cat  = [fns for fns in dataset_filenames]\n\n\ntrain_dog_total, valid_dog_total, train_cat_total, valid_cat_total = [len(fns) for fns in dataset_filenames]\ntrain_total = train_dog_total + train_cat_total\nvalid_total = valid_dog_total + valid_cat_total\nprint('Train: {}, test: {}'.format(train_total, valid_total))","metadata":{"papermill":{"duration":0.074592,"end_time":"2021-11-13T08:29:47.754382","exception":false,"start_time":"2021-11-13T08:29:47.67979","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2021-11-27T09:19:09.488074Z","iopub.execute_input":"2021-11-27T09:19:09.48852Z","iopub.status.idle":"2021-11-27T09:19:09.527114Z","shell.execute_reply.started":"2021-11-27T09:19:09.488484Z","shell.execute_reply":"2021-11-27T09:19:09.526237Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"TRAIN_DIR_DOG = train_dir + '/dog'\nTRAIN_DIR_CAT = train_dir + '/cat'\n\nvalid_dir = base_dir + '/valid'\nVALID_DIR_DOG = valid_dir + '/dog'\nVALID_DIR_CAT = valid_dir + '/cat'","metadata":{"papermill":{"duration":0.025104,"end_time":"2021-11-13T08:29:47.800282","exception":false,"start_time":"2021-11-13T08:29:47.775178","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2021-11-27T09:19:09.529386Z","iopub.execute_input":"2021-11-27T09:19:09.529797Z","iopub.status.idle":"2021-11-27T09:19:09.53406Z","shell.execute_reply.started":"2021-11-27T09:19:09.529761Z","shell.execute_reply":"2021-11-27T09:19:09.533076Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"make_dirs = [TRAIN_DIR_DOG, VALID_DIR_DOG, TRAIN_DIR_CAT, VALID_DIR_CAT]\nfor dir, fns in zip(make_dirs, dataset_filenames):\n    os.makedirs(dir, exist_ok=True)\n    for fn in tqdm.tqdm(fns):\n        shutil.move(os.path.join(train_dir, fn), dir)\n    print('elements in {}: {}'.format(dir, len(os.listdir(dir))))","metadata":{"papermill":{"duration":2.240981,"end_time":"2021-11-13T08:29:50.059963","exception":false,"start_time":"2021-11-13T08:29:47.818982","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2021-11-27T09:19:09.535581Z","iopub.execute_input":"2021-11-27T09:19:09.535882Z","iopub.status.idle":"2021-11-27T09:19:10.807564Z","shell.execute_reply.started":"2021-11-27T09:19:09.53585Z","shell.execute_reply":"2021-11-27T09:19:10.806731Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"!ls ../tmp/dogs-vs-cats/train","metadata":{"papermill":{"duration":1.090905,"end_time":"2021-11-13T08:29:51.213667","exception":false,"start_time":"2021-11-13T08:29:50.122762","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2021-11-27T09:19:10.808959Z","iopub.execute_input":"2021-11-27T09:19:10.809304Z","iopub.status.idle":"2021-11-27T09:19:11.501497Z","shell.execute_reply.started":"2021-11-27T09:19:10.80925Z","shell.execute_reply":"2021-11-27T09:19:11.500681Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### Augmentations\n\n- Augmentations is particularly done to enhance the number of images to help us get more training data in different shape, size, orientation, etc\n- Here, rescaling is done (/255), rotated, width and height shifted, sheared, zoomed and horizontally flipped by a certain amount to create the necessary augmentation","metadata":{}},{"cell_type":"code","source":"# All images will be rescaled by 1./255\n# Add our data-augmentation parameters to ImageDataGenerator\ntrain_datagen = ImageDataGenerator(rescale = 1./255.,\n                                   rotation_range = 40,\n                                   width_shift_range = 0.2,\n                                   height_shift_range = 0.2,\n                                   shear_range = 0.2,\n                                   zoom_range = 0.2,\n                                   horizontal_flip = True)\n\n# Note that the validation data should not be augmented!\ntest_datagen = ImageDataGenerator( rescale = 1.0/255. )\n\n# Flow training images in batches of 20 using train_datagen generator\ntrain_generator = train_datagen.flow_from_directory(\n        train_dir,  # This is the source directory for training images\n        target_size=(150, 150),  # All images will be resized to 150x150\n        batch_size=20,\n        # Since we use binary_crossentropy loss, we need binary labels\n        class_mode='binary')\n\n# Flow validation images in batches of 20 using test_datagen generator\nvalidation_generator = test_datagen.flow_from_directory(\n        valid_dir,\n        target_size=(150, 150),\n        batch_size=20,\n        class_mode='binary')\n\nhistory = model.fit(\n      train_generator,\n      steps_per_epoch=50,  # 2000 images = batch_size * steps\n      epochs=15,\n      validation_data=validation_generator,\n      validation_steps=50,  # 1000 images = batch_size * steps\n      verbose=1)\n\n","metadata":{"papermill":{"duration":504.31622,"end_time":"2021-11-13T08:38:19.218978","exception":false,"start_time":"2021-11-13T08:29:54.902758","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2021-11-27T09:19:11.503434Z","iopub.execute_input":"2021-11-27T09:19:11.503736Z","iopub.status.idle":"2021-11-27T09:23:00.067569Z","shell.execute_reply.started":"2021-11-27T09:19:11.503696Z","shell.execute_reply":"2021-11-27T09:23:00.066811Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## A comparison \n\n- Dogs-vs-cats first code[1], using Basic CNN  vs this code which uses augmentations and transfer learning[2]\n- The [1] basic CNN dogs-vs-cats classification started out with a validation accuracy of 0.5720, and ended with 0.8200 after 50 epochs\n- The [2] transfer-learning augmented code started out with a validation accuracy of 0.9260 and ended up with 0.9650 after 15 epochs","metadata":{}},{"cell_type":"code","source":"import matplotlib.pyplot as plt\nacc = history.history['accuracy']\nval_acc = history.history['val_accuracy']\nloss = history.history['loss']\nval_loss = history.history['val_loss']\n\nepochs = range(len(acc))\n\nplt.plot(epochs, acc, 'bo', label='Training accuracy')\nplt.plot(epochs, val_acc, 'r', label='Validation accuracy')\nplt.title('Training and validation accuracy')\n\nplt.figure()\n\nplt.plot(epochs, loss, 'bo', label='Training Loss')\nplt.plot(epochs, val_loss, 'r', label='Validation Loss')\nplt.title('Training and validation loss')\nplt.legend()\n\nplt.show()","metadata":{"papermill":{"duration":1.452403,"end_time":"2021-11-13T08:38:21.742862","exception":false,"start_time":"2021-11-13T08:38:20.290459","status":"completed"},"tags":[],"execution":{"iopub.status.busy":"2021-11-27T09:23:00.069133Z","iopub.execute_input":"2021-11-27T09:23:00.069422Z","iopub.status.idle":"2021-11-27T09:23:00.482764Z","shell.execute_reply.started":"2021-11-27T09:23:00.069384Z","shell.execute_reply":"2021-11-27T09:23:00.482058Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### What are the main benefits of Transfer Learning?\n\nWe use transfer learning when there is not enough data, or there is not enough time to train. But what are its benefits?\n\n![Transfer_Learning_vs_Traditional_Learning.png](attachment:d2af857d-c063-48fc-82c4-e0d358ef7f78.png)\n\n\n- Better initial model: In other types of learning, you need to build a model without any knowledge. Transfer learning offers a better starting point and can perform tasks at some level without even training.\n- Higher learning rate: Transfer learning offers a higher learning rate during training since the problem has already trained for a similar task.\n- Higher accuracy after training: With a better starting point and higher learning rate, transfer learning provides a machine learning model to converge at a higher performance level, enabling more accurate output.\n- Faster training: The learning can achieve the desired performance faster than traditional learning methods since it leverages a pre-trained model.\n\nHowever, the performance of transfer learning might not be much higher than traditional learning models. The impact of transfer learning cannot be determined until the target model is developed.\n\nSource - [here](https://research.aimultiple.com/transfer-learning/)","metadata":{},"attachments":{"d2af857d-c063-48fc-82c4-e0d358ef7f78.png":{"image/png":"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"}}}]}