The Confluence of Healthcare Software Development and Data Science
With its variety of approaches and instruments, data science makes it possible to take useful insights out of unprocessed data. Its application to the creation of healthcare software can greatly improve the capabilities of healthcare systems. Data science can be used by a healthcare software development company to enhance patient results, simplify processes, and develop creative solutions for difficult health issues.
The Function of Data Science in Medicine
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)
Clinical trial findings, patient records, and operational data from healthcare institutions are just a few of the enormous volumes of data that healthcare produces every day. There is a great deal of promise in this data to enhance healthcare results. It's only noise, though, without the right analysis. Science of data assists in:
- Predictive Analytics: predicting high-risk patients, illness outbreaks, and readmissions of patients.
- Personalized Medicine: Adapting therapies to unique patient profiles by means of information on genetic, environmental, and lifestyle factors.
- Operational Efficiency: Planning ahead, cutting down on wait times, and efficiently allocating resources.
- Patient Monitoring: Using real-time health insights, wearable device and other health monitor data analysis is done.
The Advantages for Healthcare Software Development Companies
Including data science into their products might give a healthcare software development company a competitive edge. Below are some salient features:
- Enhanced Decision-Making: Healthcare providers may make well-informed decisions more rapidly thanks to data-driven insights, which enhances patient care and operational effectiveness.
- Enhanced Patient Outcomes: Better treatment strategies and patient outcomes can result from predictive analytics and individualized medicine.
- Innovative Solutions: By driving the creation of innovative healthcare applications and technology, data science can help the business stand out from rivals.
- Cost Reduction: By pointing up inefficiencies and maximizing resource utilization, effective data analysis can lower operating expenses.
The Application of Data Science in Healthcare Software Development
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oidOKLdyMGBYSN9vx58nMddqfFvWWeU9QhaaCVVVSKE+up/B35bMYpFfC35U9U6VwDsWSmS2SHmSj1x9sR6tGkCve8CqoNdMcYcZU2w68qlNGzTPEtnDXuUWnPy5BFgQtfTJkqTwTwszAXT6V+LIkNxWJlulmcq0b8hnY30Uehxyi0idXoUZyo1tiMzYQl6/wAEUokFIrcdoKnz54aoT7hs0aK0EoSgqzI4qqxZKortDrDKGVQYc1L1nxJYVFkR6+kwzIakFaSRxNbjSXYj9NtlEkNsTY8ovDtqazqaFqbXS7YMPIStK02wWaaKKJaZymIhWip85X4lVhbjT1WKqZHSrFOJkWggO1GlVI3ItHFLp66nNgwjjVH4JKUpT8CAxpeV5+T8WQ06hlZqQw2hqzMObGrIqVHdmznobEgZNE6tFcRUdFwaLhBuM+pVk2ao034VUp6KlDmWQnRy2eoZrLQJlPiONoeRUbHRpBOWUqiDZshUnThMKixPyF0mA4plhqOn4Ktltw+fQbNfIphtav8A7+P/xAA5EQABAwIDBAcHAwQDAQAAAAABAAIDBBESITEQIEFRExQVIjAzUAUyNEBCUnEjYZEkgLHRYKHw4f/aAAgBAwEBPwH+zhlIWm8uQRp4pHdxyezA7D65FRNcwOJU9I1jLs2Ojcz3goGOkkAaq55dLh5IGxuFUBpYH8T6rHUMY2xautR/apHB77jbTUnTDE7RR+zwD3ynOZELE2XWoea7j8xmnNDhYp/6EvcKlh6ywSA5oUhbnIbBVL2OIw+sttfNR4SwYNFV1XRd1uqJLjc7Gucw3aoJulH7qpjwOvz2Ole8WJ9bbNIwWaUXFxudyF+CQHZUi0n/AAG4GZVT7Rc/ux5BRymVovw9PMjWm24SGi5TaiF5s1w/nw2Pa/ROcGp5LtVZQZOt6c44WkqN15BfcqfIf+CqAf1LfCdoo34HXCOasrKId/06XyyovMG2tqpIHgMT6+Z7S08VE4xPD2rtGf8AZU0jpYg5213tOna4tKHtKnKFfCUKuIpkrZNE7RDVWVlZRjP06XyyovMG2SnimN3hS0cDY3EBU8bXygOXUqf7UxjY24W7XQezy43Iv+f/AKhBQft/KENHwt/KbBTnRMjaz3U7RDVWVlZNFgi4N1Tp75N9Mm8tyi8wbNDbZIMTCAoKWRkgcdo57HeyWOeXYtUPZbB9SFA0cVFAIjfY7RN1RTpWBGfkEZXnjshbd3oUTnSSX8Kby3KHzG7CLq+HVXvsLgFm7Xa/2bUOeXB3+UPZ1QPq/wAptDMPqTaWQcUwYW2Kd7pQ1Tnufruwswt9Bk9wql0PhTeU5Q+Y3cwNWAINA08F3ulDdhZiN/Qw408tjomuDhcbjOO7N5TlD5jfAE7HGw8Dq8XJdGzkujZyT4R9KYwvNk1oaLD0N8bZBYplM5r+6dxnHdn8pyh81vgCJjcwNrntbqV00fNdNHzTXB2mySYMyUTnOHeFtoAGm1xuVCHE2CFNKeC6nIuqSJ0EjeHzrdTuM47WwSu0auqT/aqmnlbC4lvBQ+a38+BSwlsouUGtboqvUKSBshuV1VvNdVbzUcYj0Uj+jYXKlAc3pOe9HA9+aZFFYFoUsjIrEo1h4BdbkXW5EKzmFiimUlJxYiCMj8sWtOoWBvJYG8lgbyQAGm5GC7IJwLTYpj3MOJq7SGH3c12i4/Sp6wzQujtqFHQva8OuFZWVlZW2HJRVTi8ZLpG4cQzUkvSuxbszMcZavZ8mOPDy3I4nSnuplOyIXcqmrGAtYqAydF3lV4see9HUOZrmj0c7b/PUTYoIOlPFTHpZC5gVPTmxLwphaQhfTvtyT/aEj8oxZU0TiMcuuwb4AGm2yZUNiiAGqfI6Q97ZFX4GYS1STGY4ihvAlunzABOiiZ0jw0pzAyXCqtoa/JVItG3Z0jnNwnQKleGE3T6lrRkibm6+nfao4Y4h3Buja1jn6BOYWa7MN9EKeTkngscWnadNg0+foffKp/iFN8T/AAq7zB+FV+UzZpufTvt137q6hmayOxT3Y3X2OcIxiUVVK1veUjjI7EUcMZxHJOqoWnNyuHNuE1pcmx80RZD51j3R5tKDnNOIIucXYjqnvc83cU6RzxYnxW6+ETYXXTM4f4KzlcMstyahikzGRVPBJA830UDriyJATnYkPQsJXRldGdhvbLY0i2axs5rLZksllsOzoXgXIWEWsiLbjv1HYOHH/W+/3VROYJe+qjBI4FiDQEXtBtdXv89gceCII1Q13JNUNjmhwsUKGJrg4cE05rqgw5lSMwG19woapsge2xRTrWRIGZQe06FPfhGSYzA22+c10ajOAWRdiRpxwXQvGi/VCxyrHKUGyn5qOrDXYrflVFQyZuiGu5Jqm2vmgIk7oQLkoTUbjYPWCLmhUAcUejdqVhi5rDFzWGLmpA0e6mOtsJsr3Tf1Ti4cP9oxsOoQiY03A2khouU2phecLXekjXck12BVPkP/AAqfzm/kb52NfZE3TgXnBw3qnyH/AIKoPiW+kjXck12XUwL4nNCihkjmbiHEb53Bu+0JXxMBYbKmmklp5cZvkqD4lu+PQ8aLrC66RE33R4Q3K4/1LlWfCx/+4Ki+Hm/H+1QfEt3x6ICF3V3V3V3Udg8C2wbld8S5Vfwsf/uCovh5vx/tUHxLfTfpQQ21dbLDLgYu06hdp1C7TqF2nULtOoVFWSzyFr1VSmGEvau06hUsjpYQ92qmrIoHYXLtKBdpQLtKBOq6N5u4f9KOWnqTgAvb9k2GNoIDdU2CJhu1o3RsHo30oIbZKOGV2JwzXZ1NyXZ1N9q7OpvtXZ1N9q7OpuSipIYDiYFJE2ZuF+i7OpuSYwMbhapKKGV2JwzXZ1NyXZ1N9q7OpuS7OpvtUcTIhZgtvjYPRvpQQ8IeOWuZrsHotkLaK3zMM0TDicsbpJC5yhbHhL5DkgcWfodrK+05K6Avsv8AKiNqshEhl/Y9/8QAPREAAQMCAgcGBAUCBQUAAAAAAQACAwQREjEFEBQgITNREyIyQVBxMEBCUhUjgZGxJGEGNICh4VNg0fDx/9oACAECAQE/Af8ARxLXXGGDi5bbUQM/NYoZRNGHj1ybST2PLWjJUukHyS4ZMlcZqKeOa+A3VQ9scZLlo+MNhxdU5ocLFUDpGTOh+kX9Vmo5ZHlwetgm/wCp/soGGOMNcb66qs7A4W8SpdJEttGLIMkmdwF1sNT9qd2kXdNwmSOjdiaVTuNXBeUZqKp2R7onDgn6QDu7CLuWjopYmO7Tz9Zde3BSYw8481R0fb952Sa0MFm6pImStwvCraQ0zv7LRtR2sWA5hWTKeKN2Jo4+tugiebuamtDBYblZF2sDhq0W7FT+3/YIjfL3WC5Wiv8ACsUNpKzvO6eX/P8ACrqBlFUOMfhfx/8APp7KeWRheBwG5mjG8cSPhAXNlNBJAbPCpqZ9S6zVTU0dM2zVdaYZigDuh9OiZ2kgZ1U7Qymc0dNyHmNVSPyT8JnjCqIW1EZY5RMbE3C1XQK0mf6U/p6dS89nuFVch/sddJTMnaS5NoYmm4T4xI3CV+HxKojEUpaNYpZHC4WxTFDR85X4ZUFT0ktMAX+aZ4xqBV0CtKyWiDevp1Lz2e4VVyH+x1x1EkQswqGrndI0EqpcY4XOattqPuT3ukdidra+ptw/hCSs/v8AshLX9D+ydVV0Qu7h+imqpagASG6Z4wigUCrrSE3azWHkooJZvA26g0SIx2lQcvJE3N/S6Xns9wqnkP8AY6sxfVC4Mka49VVVsEsLmtPHWeHDUyscwWshpF4+lDSrx9Kqq91UzARqZ4gigmxPKFPw4lR6Ppo/pv7oADJaUm7KnI6+gjiqhkcEAZbj8Kl57PcKp5D/AGOoGywh3hVrag0lcG5a2VUbRYhCuh+1DSMA+lDSdMPo/hTvEkrnt80zxDU2NrMt3SVR289hkPQYOa33WkfGN0gjPdpeez3CqeQ/2O4HuC7QouJz+CzxBDd0lV7PHhb4j6FkjG2up8TfEE5jmGzhuVGbfYbtNz2e4VTyH+x+A+jmY3Ed8cFtlR9y26p+9bdU/eqXSrw7DNl1VTVMpo8ZU0rp3l7/AEOGd8DsTFJXxyRWe3iRuVGbfYbtNz2e4VTyH+x+AaiV4sXa2QySeELZZ/tWyz/anxujNnDVTUT6gYsgqqOKIgRuxIG6JsnyPktiOWsCwUzmMF3FO0jTN80dLQdChpaA+RTK+mf9SBB4j5x/hb/75ncqM2+w1uqIm5uW2U/3KjqYXzsAd5hVPJf7H4FXVMlj7rbIuJzUGRUFW+BuEL8Rk6BfiMnQKeodObuUTO0eGrSE/HsWcGjUTuT1sMPdzKdJJfvFPhkqGYGJmiB9bkNFU/8AdHRMHUp+hz9DkYquj45Kn0t5TD9Ux7ZBiaflhI9vAFdrJ9xXayfcV2sn3FFxdnuVJDcJPQJtnC4T2NkGFyOjDiPe4L8Nb9ypqIQTslvkQVLpKN8ZaAeOq6urq+oC5U1FExhs5dmb2KZHgFt2F/ZyByrW/m4uu5PUR04u8qaumqTgj4Ki0Y4SCSX9lVhmPgqaxZw3qnRsU3FvApm0UEwH/wAPz2kny1FR2Q8gP4UA7KINeVPOOGFR8WArz3zxTNHxsF5DdTyMHdiy1OyWYRFjum51kqWhfU1BceAUNPHALMCYLKSgxvxByjiEIwhOFxvPY2QWcPmC5rcyqmYwwmRqjmdLS9p52K0Y98kRLzfitHc+XVLE1j8QzIH8KdheBZMgcTxQFhZee+VJLJKe8dZ4hNyThfWXAZprg7LVitmu2YUyzhiGpouhnqOfz+leUPdVf+TP6Kn/AMl+hWiuSfdaP50iCPez14Qi2zt92Sbnug3RZdYApoyX8E0YRbUGl5sn08ZPBR2jbhQ/MGEJtNKR3WpocH2cnPazNOkJyTHYk7P52SJkos8XTo2ubhI4IRta3ABwUcbIhZgsmRMjJLRmm57pF992SabHcuvNYjuYCvAP77kFfLFwPEKepiqGDDmp2WN0ATkmtwhON/Qrhdq1dq1ZqPCXd/LU8G/BYX9FxXFcVx1s1ds3IK5vdXvuN7oxb8XiVY17ou4qcujaQ5FxcmU0z2Yw1FpbwI+eMjB5prmuyKOW5F4U7JMPkgbG4TquRzS0os4LaePBMdiG4xOIARYWnUEBfJYSPJNbiKc7Ed9pw8V2yeO0NwmtwcVHpV7fGLpukaeTg5f0EnT+Fs1Cen7/APK7Chb0/dOkoo2nDb5qSgL2YQcjw9lSUklM69+COW5Fkn3wmyvKmmcmwRZWNFy1drN0XYnoh2gyCxS9Fil6LFL0UGI3xKRt+OoDErW4I9wW81icPNF7jwJ1gEmwToZGi5G55amehnLciy1FQc1vup+U7232Zanx3yTW4V4e9vQc1vuqvkO3DnqbnqPoJy3IstRiBUTMEgKlkY6J1j5b7Mtfmn57tGxsjjiCmjZHNHhCq+Q7eCJPoeFBlzZdiU1uEWVtyQWO83LX5p+5ScgKm571U86NVfIdvD0U3KxOWJyxOWJya9xOqXPeD1jWMLELpxvuUnIaqbnvVVzo1V8h3pgzRA7QKTNFNz1R00crcTlsUS2KJbFEtiiWxRKpp2RMu1QMEkgaVsUSmY1kha1R0z5W4gtilWxSrYpUIKlosD/unxzQd4lGR7jclGWRwsT6YEeYFJ4kUM9W0yM7rStrm6ra5uq2ubqtrm6rbJuqfPJKLOKY90ZxNW2TdU5xcblMqZGDC0rbJuq2ybqtsm6ra5uqc9zzdx3hqHo55gT/ABIoZ6nZ7w+QDg7L0e6Jf41e6KGeo57w+PLHI4YQsLWMwhSOfcNYERbh6HdW1cLJtjdWWSGSMYRFj8pjKusf+h//xABLEAABAgIFCAYGBwYGAgIDAAABAAIDEQQQEiExICIyM0FRcZETMGFygbEjQlJgkqEUNEBic6LBQ1BjdILRBSRTsuHwcPEVk4OQoP/aAAgBAQAGPwL/APiBk4EkoiVlXmU//AJJuATpNFnYrWPbsWLealEn4o2rwPffOIC0wrrR8FaGU8PuElI6IvKkLhVJyIPirQ99ncBW5rzIYhZpBUypSzd6mKgxtzXNvUTwyHSUne9Dc1pu2hauH8K1cP4Vq4fwp+a1uGAy+jLgHVSZnuRc7E5FysudMVXXjcptTc6zLsRD8MCpiqblbfvn703gFaLeS0W8lot5K4AZX3jgpm8qxbNndVcsLPFXvHJXOBWc27syC7YKi9wzdhWZo/JYNUybt6m+8DD3yLn4BF7q7rm7SswX78mYzXKT8arO0VSN4UgJBOdakDskrLffMteJgqRw2Gqzs2oNaJAZctuwog4hBw2KY9+BbnduXrc0Qzb1IeOBrcOz/wABOrHb/wCAncFNxkFZo3xFWIhtPaZ+HvJvyr/tBDzOIRcwYrPObsaKoUTZOTuHvHd1Mx9lMKgkOftfsHBFzyXOOJORAecS2/3ctx3S3DaU2E2GGQzPHHIkMguiGTQtZ8kRCdOXZ9kiPbi1pKDaWzo/vDBTBmEXPIa0YkowaIS2DtdtdlFvsxD7tue+5rRMp0SJ4DcFC8fLqH+FUXu5Muvj/hu8qnQaS+UKU2k7FYhzZRxgPa7Tl0gffHl7txZbZD51QvHy6iJ4VRe79kj/AIbvKo9RHP3x5e7b+83zqhePlkue/Bq9f4V6/wAKcyHatHeKnmLO8bAvX+Fev8Kd0U83eKx10f8ADd5VHqAfbeT7tv7zfOqF4+WTG7vUR/DKexrWyBWixaLFow+S0IfJaEPktCHyWhC5LQhcimOOLmg1R/w3eVR4dRBheywT92395vnVC8fLJfDnZtCU1r/yLX/kTovS2pbLNT227FkTwWv/ACLX/kT8+3a7JZTn9JK0dy135VrvyrX/AJVr/wAq1/5F9Y/IvrH5F9Z/ImMxsgCqN+G7yqdwy4TTotNp3AZJZR5RovyChGMZxC0F3us/vNqh+Pl1ETw86o3cHn1Ja90iOxaf5Vp/lK1n5StZ+UrWflK1v5ShEhGbDhkRvw3eVTuGW6kPGdGw7tU4r2sHaZKUAGO7suCk51hnstUKEPWcB7iXlbVtVx+wP7zaofj5V9hyYnh51Ru4PPJkNuRELYbiJ7lqn/CtS/4VqYnwrURPhWoifCvq8X4VCbEaWuE7jxyI3cd5VO4ZTOnJZCnnGWxWaLAMhcLRkrniEPuBTiOLzvJnW+McIYu4n3DkznVgsKs68K7rn95tUPx8siR0hkOhOJaDtC10TkE5zHudaEr8iZVt3Xxu47yqdwquV9yvvVwy2T0357vcL6FAdL/VI8kYEYFxYNZ/dXV3rsUjhWLM16y9ZesvWQnlP7zaofj5ZFpmkFI3O3dRNytPubsGTFAe4Ce9ax/xLWP+Jax/xLWP+Ja1/wAS1sT4itbE+Ipxe4uNs4muN3D5VO4LPvVwl1LGHQGc/h7hRYzsIbS5Oe+97zM8UyHL0hzoh7cmRqBqwWCwWCwWCwyX95tUPx8smeDt6lGFoe0FmuyM4yUoDbZVqObR3ZRc+GCStUFqgtSFqQtS1ahq1DfmrEBths5yrjdx3l1tt49JFv4DZ7hR5etIfNUVjsDEGWUeNV6wWCwWCwWGS/vCqF4+WXhLgvRxiFrgs6OfBZ038VJol9ijdw+XWTePRQ73dvZ7h0iXqyd81RnuwEQTyyjU6j39I1trw6t/ebVD8fL7dG7h8urbDhCb3GQTYTP6jvPuHEhP0XtLSnwiJFjrJJTLRnEaJP45M6gKo38uPPq394VQ/Hy+3PaTc4SWsifJayJ8lrYvyWti/Ja2L8ldFi/JTo7xG7MCi14LXDEGvpYw9O/8o9xfpEIXjTH6q3C8RvWabL/ZONd9UzhXG/lx59W/vNqh+PlXgsFgsFgsFgsFhW47hNaqF810URjGiyTcvSPazvGSl9Lgf/aFNjg5u8Gf2Obbo7dE7+xEOuIxQpNKGf6jTs7cqzHpcBjtxeFao0aHGH3HT9wDEol29n9lJ7S1w3qGzpX2dxKxqzsiN/Ljz6t/ebVD8fKvErErErErErErErErErGojeJLXRPkog/w+LEhwRmggyLgpvJce2+qE21KDHNh42dh629BnTstEykDNY5LqU+8nBuye/KdQKG8sYzXObiTuqbHorzDiN2hQKS0S6RsyNx2+4FFbEaHNJdceCD4bLJHbVcMmN/Ljz6t/eFUPx8uviNGJaQpHZWzo73WhJXp0SMbLGrVxeQWri8gtXF5BauLyC1cXkEIeewuwtDIm7OedFu9ScXOngxuChvc1rAHA3nqyTgFEiuvc9xcapQYboh+6JoB5wivkFmtJVwAWl8lprTWw+Czmq+bVmmf7vuyBkUTvO/29RG/lx59W/vCqH4+VeKxWKxWKxWKxWKF9T+6Vr4nxlOa68G9EynxWAUED22+dTocPTnMdq+ruX1dy+ruX1dy+ruTOlhmEwGZJrc99zWiZW98QyaNyky9/rO319tV2W5u8ItjQxFdaJtFZlGh/DNSaJDsXRQyS20TVcwrR+a2c1s5rRV4IquV+ctx7f3bf1FE7zv9vURv5ceeTfcr4g8FdaPgrobua1Z5q9jk5rZzmMRVD8fKvALALALALALALALALALCvUQvgCh0uCwMdDzXWRsNdFb/ABRVMratq2ratqlWR7ZAUSL7IkMme9DK3ncE5zjYY0TKZHbdb2bqxaEys0AZd7Qsx3NZwq3hZvL91yitDx2rUtWpatS1alq1LVqWrUtQdDhNa4beojfy486gI04kV2ixqPRP+jQ90PHmpvjRHHeXlC3EdGh+y8zTYkIza4VXNdyWrfyV7Hckaofj5VXrFYrFYrFYrFYrFY1EnAL6yxUqDBite7oiZBS21GORmQRj2mqQWiVolaJWiVolYSrnueFGZwOSMnOKk3NFRA/bOsf3X0aLq4rs3scrirU5hnWZuaVnBXKzEx3/AL0uNREsiN/LjzU4hVIebsAOEsikCKy0GRM2fBZoATnn1RNF0Kcvur1/krEZrnNWoKD4UJzXDavX+SvD1ovWi9aL1ovWi9aL1ovQbH271ghdU+0QM04lXNT3PbO1DLZcVcOkA2txUNpm9tq9pUNkENY2WAqvWKxWNeNb4Z9YIZptAyIV1cyuKlVM3BShc1M3lZgU35xVAhw2OcM+QaNtyhRIsP6O0ODs/Hkplt6k1swbpK+YVx6uRvU4fJN4/vG9XJyFTkK4z5T9A0BWnmZTIwweJHiK+ksjpej6S3tTGQ8LvKqL3U/vK4TWitFaKvEqsFgsFgsFhUzwU4jg0dq9C0v7TcpNdZnsapxPSP2k3q6rcVRXlwbCN395qS3hZq0StErRK0StErCWQYrW+kqvCuFUzjWxSaJlTi8lIXKZUyo0Jpz4RsyqEFhtvaC50tld+PWB2BH7xCcnIVOQri91q9lm9RKPCADxnMP3lZ+jxJ8Fappsj2AgxjQGASAR71UXup/eVwmtFaK0VeJdQVd7IU3kuO8qUNpcexW4wkdgyJjEKA77xCguONiR8KrJ6u8LFXkrNGQy+QGKzBXLciTgL0+LPOc4uUnRXkd5UqLwYPOsfvsi5BNmU6SfwTZ1P4pvCuIxx/ZtcVJtwFT+8apC8prN1UXup/eqwWCw6koDe0Kcc9Id2xSYA0diOTbGyIE/7rzXPrpuuAyu1MG+apT90M1h3tvcf0/fzr0OCYn8U/gmVROKbwrjfy486yZm9XOTS1otbTXF7qf3sk9QUzgKjlRYDvXF3FUi2JHppcgpST29gK7MkviuDGjEko9CHxz2CQVqg0OH0c5WnvuQ+kWeklnWMMibp+AmrojXdjmkItitIndderLje3ImVNQbImbSpHbIfOui939cgfvqJxTOCh+KfxUTgmVROKZwFV6iUkEFroYZJblfXcZLerwopHsp/eyT1BTOAyGja4yyYlj13l/NCaBOD23VWT4LSFVwTPY6TOVlUi01whl4LTK45Mn4KJ0QzWGze7atCfij0glNXFNLnOBbgWmSk49J2ldlUziqR3m+ddFDzaiWNBuOK6Wf0Zrc5kPee1CM3luO2oj99ROKZ3VD8VE4qJwTKonFM4Co9S9o9YSUTvZJ6gpnAZAGxgy2z8FI5LoOha9aWCBjzpDvvYckA0SA2DJNm+I7NYO1NYL5Ynea8FmlenDmdsrlO3PgjahZnzXoXz7Nqj95vmrk0thOfPA7E2JGNuIMJYCowzqKXh2RP+VJcf30XEumUGjYhaJEtyNkkz3otO1BwLpiouLnXoDdV49U+W2/JPUFM4DILxiRlt4K9aS2rBXdQX/s4Oa3vbcqRvCnA9E75L0rbt+xTaZHsRdENp1sCfihDpLA72Z78gsJs7Q4bCr70PcQHd1U0CCsVisa8VisVisVjUzgK78oxIxk0fNOaR0cZuLChw6lz3mTQFmUeM7wks2jS70QK4QWeJKawbPn1EjeFOD6J3yRhRZT6YYIOGxNf64udVfVOI4NBMr1fj7iSKIy2W/WdZrBhvIataVrStaVrStaVrStaVrStaVrSpmK5S6RwKaYhtGYrvRGQ6JFdZY3EoUqlCywamEdnae1fSqO7o48O+Y2oQ4kmUhow9rtHU2P2UG93a7d1ze2I39auktzMUTu2BC0bqrk+HEwcEYcf6xANiJ/f3DzAtimctrWODLJnemtikOdK8jbUWnapvaQ3esQpMzjuC1b+S9ICye9aQU2Mc4bwFq38lq38lq38lIw38lPo3k8E200taDeTkGswoUMRbOkbUr100S6jwjmQu3ea/pVBm1zbyG7O0LoaRmUkfmyw2HfFfcxBgv3neeugN/ifpU6DSXWGi9pPkn9ETm79tduM4MavpFEh5lmy+16y9Mx0PhevRxmHx9ynLtrMKcgb1mlrkx0Rkm33rFQPFSAmmQ3OAeJ3dUaolh4hus3OOxX/wDtGJCvlpt3hNiQzNrhMV9NDd0UeHeH4IPpLJEXW/b7ckk3AI0l+26GNzevorD95yxqDoV8gSRvG1CIHCwROa6H/DIfTxPa2BW6dSC6N8gs1oij7ilEaWntFXoor28HLW2u8FnMhuV9Hb8S+r/nV1HHxrNhQxzVzms4NUHpYz3DpBdPt/eMzgrQcLI2rWN5q6I3nX49U6qbcp4O5SaFmyQbFtBu0YoOYZtOB6g1GGy6hMOc7/UO7gg3Qc3QcBgmPowMYDCQQbCbYbjZ3VTNwCmZt/w9h/8AtP8AZBrRIDABDpXtZPeVdGh/ErntPisUKM3Rxins3deVEbshNDK6IdhiS5otiRnfRAZshhWILAxvYhVJ7Q4doWqsH7pkvRRnDvCazHw3fJaqfBwX1d6+rxPhX1eJyWoPiQrwxvFyY+JGGaZyA/eToLtF+Cc3dUDt21ePVWogJBuuXo7Y8F6/JX2uSwdyWi5aL1648E6wTaldcs4SWKmU9ka0Wzm2S0YnJaMTktGJyWjE5LRicloxOSlZicqmhrT9HJ9KWm/gmGiy6OV0tmRepCbaAw5x/wBU7uCDWANaLgAi95k0Ix6SM92DT6oV8Nh/pV8GH8K1LURCbZn14ngLyo0Y/tHl1cGJ7DwfnWP38C5oJCm9oJWrbyWY0N4VePVWIcrU53rGH8SbAi6bpSksYfxIxIlmQ3GoQ4crR3r1Oa9TmvU5r1Oa9TmvU5r1Oa9TmvU5r1Oa9TmvU5prnWJAzN9RDhMFGPRJvortNm5CJCM2msw4ZLaG057/APU7ArDBZa3ACrpDqIZzPvHf1ZiPnIblhE5JwhB2bvGXTIgxsWR43ZMCJ7cNp+XuL49UKoHBnnU7iKofj5daa5G8I0mhZ1HOsh7kIkI3eSEGESKJbDIkQesdwQZDFlrcAnL6PDOaNa79EA0SA6uJ4edUbgMolQoW2LE8q6dFIuhwyIfa/wD751Ub7k2cjWPcLx6oVQODPOp3EVQ/Hy+xE0WKYNHia1o/RQBCFljI8OQ/qqd0Am84T2KyL953nrInh51RuAyo0aJow2FxUB1HtWGQ8HDA1ANEybgFBo/rATf2u2qlQcGh828DeqRB9h9rn/6rHuF49W6HSocaA5ri2crQUCJRYzYjczs21O4iqH4/Y4r/AGXMP5h1sRgayTXSQFll53KJ4edUbgMroxjHeG+GNfTvHoqNnf1bKqNS2jSHRu/RRIjWdKHss2ZyUoUKDDmdxKwV3uF49XTG/wAV1X+VpMWH2B13JdFSmw4w3yslekDoR5hQzBe1+OB60ZVM7n6qA/2obT8k3q43fKb3gonh51RuAyqM/wBmN+lcJjhKK/PicTVSGgTewdI3wqhTwtjz9xCFJ13VUj71l3yybTCWu3hModLimNDe02bWII7esGVTPw1RD/Dly6mFI7CtI80zxUbvlN7wUTw86o3AZVI3w5P5GqiwouhatS3yvrkcFSKP/pvIHDZVR44/aQwfcS+9aI5KLRxc5jGu8CmuNFZGozvWtSIO4r0lEiDg4FamOPALVR+Q/urqPHPJZlDiHi8L0VDYO88lGPHDQ4gDNyqJxPkfsVN/CKaPYiOFQy4PA1M8VG75Te8FE8POqNwGVGgn9owtUjiFApA/ZvB8EC28HCuMfaYw/KpjT+ye5n6/r7jRKQB6RzbBPYnMitD2OxBX1OH819Th/NfU4fzX1OH819Th/NfU4fzX1OH80R9Fa3taSCiYFJhWNloGadSY0WC5jSBJs5310T+r/aesOVTPwXKlQ/ZiA8x/xUMuDwNTPFRu+U3vBRPDzqjcBl0yFsEQkcDfVRy4zdD9GfCuC72oI8zVTG7BEB+XuMbN4WipkLXjkVrxyK145Fa8cihFo+ew7VooQozrMQykJINUfvM864HY15+XWxW0ekRYbbDbmvkMFdTY3NMg0ikGJCsuc4ECragIbQ8R7UN1rZco30YMnEA0hOSP0mkPcPZnIclCB2MHllweBqZ4qN3ym94KJ4edUbgMtkUYRYQ5i6qkt9mN+ldBibw9vlVS374oHy9yL1TIkCjw2RGwiWuAwUNsQ2mnYoXRZk5zkoUKk+lh2XEtdwQhwGCGwbBVA4M86qV2WT+avpIkyBCdgtGJyWjE5LRicloxOS0YnJaMTktGJyWjE5LRicloxOS0YnJaMTko8Rk5SbjwqjxYgJ9FIS4rRicloxOSorIYcJRCb+FVHgj9pEaPn1AMYEy7VoO+JBkO5oRc5pm4zOcp2T8SLIl7StE/EiYIIn25dGjj1Ilk+P8A6qpsLeGuroPef+lRPtRnHy9yad+C5QvHyUHxTj7MF36VwODPOqm90f7hXFO5n69bF8PKqkO4CuC3c0mqHFaAeiBdetGHyWjD5LRh8low+S0YfJaMPktGHyWjD5LRh8low+St0hrWz0QOrpY2sbbHhVY/1ITh+tdB77/IVUb71o/m9yad+A/yUL/uxQfFUt26EB8/+K4HBnnVTe5+tdLIcG2Q0YLWt5LWt5LWt5LWt5LWt5LWt5LWt5LWt5LWt5LWt5LWt5LWt5KPDJnKzf4VRogeG+llh2LWt5LWt5KJCtWuja0VUiPaDRasC5a5vJa1vJa1vJa1vJa1vJa1vJa1vJa1vJXxh8KtH0ju3rHw3YPaWlOY7FpkVQn7OlAPjdXQe8/yFVBH8IH3Jpg/gP8AJQf+7FB8VTn9wedcDgzzqp34ddMdviNHy62k8Gf7amn2ojjXS4ux0V0qqKDc546Q+P2emN2F9seN6a8YtM017cHAGqg95/6VUVnswWD5e5NK/Cd5KD/3YoPiqU/fGl8q4HBnnVT/AME1xHe1HPkOtpHdZ/tqofa0n51R4x/ZsLvkr8VCgtxiODeaaxuDRIfZ6PGGESFLkf8Amqhv29HZPhdVQOL/ANFLemt3AD3Jj/hu8lB/7sUHxU/ajONcDgzzqp/4Lq4P3nPPz62L3GeVVCb/AAW+VVI3xJMHiaoJOEIGIftEL6NZ6SE+ecZXSRfF6JjBiTEXQ0uzO2XNsutCRqoP9f6KAz2ojR8/cqL3D5KHFcyywb0wwpZuxQGO0xatDdfXA4M86qd+A7yroQ/hz+fWv/DZVAb7MNo+VVEgD1nl58P/AHVTKQeyGPP7R0TMBiuhgn0EM/EVRS+8tBbyNUFrItgwZ7J4pphPhRW0WO3ppOvHuR6aI1vZtUqLD/qf/ZSJfF+63BOgxYb+lGLVaFx2jcmxWh7AcHhSjARm8ipW+jdufcoHBnnVTGtFpxgukBwVmNDfDduc2SswYb4jtzWzVDhuEi2C0EeHWsjTZZiQwBnX3KHBhBpe43Z4r+ksY36NBhATLwNqwHxhMhxrNt7i82TPHD7NEjR3WYcMTcUW0GjBrfaiG9OhsY2FaxcDeon+Ix/RwxLo27XTOKocMf6QJ4m9Gj/SYYj7b9FO+jxGxY50bJnLtVOc+d7WG/beb/cWbiAO1ShzjHsw5qVHaWt+4P1U6Q8M/MVnNMU/eUmANHYFTIu+KZcBcg9niN6IjRA2jm8OPqlW2tY4H14ZX+Xi+DwmspEukbItvUqVDsne1TgvD+CpbtjXWB4JkajPMOIzAhAf4h/lo20ym0r/AC0eHF7r59ZCDhmCDm8zNNfDJa9pmCNiaz/EvQRfblmn+yDmEOacCE4DB0RoNQgUhpjUbZvZwQbDj2Ih9WILP2WPRQ+wYjZByu6B3/5P+E2J/ij4fRtM+jYZ2uKi0aihttxbKZkMVSPo0+khwDZlwW9QqPCBILs8j1W7VTHtZYgOZCZD/pB9xX9JvQiOgtLzvV1d2KcI0GI1075sKE2PlO/NK6JjB0cpSkonQQ4jKBNwdaEmkbKodIZEY1rbNx7CvTQmu7UQ0WbJVIlDiWS+c7JvWrf8JWrf8JXooMUu+6wqL/8AJ9IIN3RNinO6t8F7Wl0swu9Uq1As0lu5hvVn6FSJ/hlRG07NDnTZDnOyiyK0PYcQ4TRdQD9Giezi0/2UhAa/tbEC9IyHBG9z/wCygwYkQxnMaAXnb9ptPoVHc7f0YVmBDZCbua2XuNN7A49RbLG2t8sm05jSeH/7+f/EAC4QAAECAwYGAwEBAQADAAAAAAEAESExURBBYXGh8CCBkbHR8TBgweFAUHCQoP/aAAgBAQABPyH/AOIEVEB4IcXgHDmaYWnGDmf/AIBGVsHJKMS1WYT+il0ATRwQ0QQjhJAaUkCZ/d9aUsp2fKKA7FBsZANxu4ixGKcXMmSUclDAEAkBYfiyNEGx7gQxgZ7vtHNPiE4qE+K5/FHgA0QQTWpphvQp8gLoBiAATJQIblKgEQEGRFhYhcyJTM/9cAOCIkjqpGy7/aGFF11/AVU7lVFXjJqMmwyeUGA5pg7AQQsMm5EHBPRBqgivMknWZi8IBFFfU68TbqgCICDIiwnNASFUFsWcyH2iPHMQ69VXqq9VT9HKBuITgYwh/USMlJC5JvRyDqpXoCTASTcFH2hjZfiaBa8GTsSGqJBCwtyjZmweMLAV2adJGORDowgM1ZRDAvSCdaLgv+5EGZV5DIUFgkrhtLWxRTPC9hxBej0TWCxrRs7CIIJMFCIwYAJ2kx2SJ6hId4/c79IkYxz5wQQwEBidArvEhxutAOQiALEYo08EhAjgh/sBR6enp6enp6enp6enp6enp6enp6enp6eo/wBME1ji5MTkkxT09A+Jg3q0FdGr68TD/cOJg0DiwJhUEfXpDxgPIWWcJ+CJCY/xji1BEYgBEkyTThfC7BDZTCJmS+vScIBkTTYkSugnxsdAF6uBiijEf4Rxed70GgUrgYAWRNYecQP16Q8HIIwtL8BcicFz/gE+Fqxwn/qKK/FyHJKBT2PacEZhA9vrkEBcRJgFPvyJ4B0tAcsjahwXqQFbRp1BBzEOBwmoiR+dpwir1AdOoJx+YTCGAiBwQZoP0XIYAIhKHK8Isex0CnaunVj9bJw4EwCOlOHTgtB3rZm88Op7k6LoO/DGCXz7hUhJMgCI3Bswil08XYknQKBQKBQKeoCfWx655ZsaTvWAOVM1OGHO7k6jyvfhEC6COfzbhUhJPDNECgUCnQNgKzWL66o0nesBTEmx2JpywdYqMVEj6NBE06hXBgRL1joxUYOTwJ2xE+bcKkJLQlAp0CgU6BQKcEej/PrgDLQd6yC1usU6dOnTp06lzfviE8WQcFEXjPlM+M+UReZ5RD5XlEfleUf7LyiPzPKAfcc0VnggbEWbhUhJa0gU6dBPY9JqoQma/X66BoO9Y7W5L0Oyfu8p27yqQe4mc7F0AuieKds8rd7LJbhNa91tU8aNkTOz9Tt/lEzt/USO39T93lOo2zRI3ds0TIMG+aiJMlWFm6VISWsIGwGx0CmzPuZi3CzoaHrm/IIyZMjEx+rbBWzR96wxBTmTh1KH4gHYKIPW0z0tiHpq/wBSYvoI7yMWoivqavKifq5mlwbJUhJa4gUCgU6BTqAB0oS6n8sxJmo41E7kocX/AIY53lGvJmV+iAADCV30OVQRHJ3JC8ZyUoj/AINorZo+9be+FLrqdFw4lzkBjWnW6Eidf05f0pf0Rf1tf1df0lRcyQsRFwbNUhJaggU6dAoRQAlBOOTFBB8ckgDAJ+Bzcwepisz+paxCX2KP9DNQSJVKoXNEdWRRBKIYqGoEAcnB+beK2aPvWuwvuTMw5nAwRGpA2QHcoCAiEeAJ5CMmYZcMaKNFGhUaFMaFRoUxoeDbqkJLWEChJMBJwVzM6vwakMLWTJrGOLapIdG+hDQYGJnT9lCnn9LUxd0Jg52iGF0YqlIqvTS2NouEAfUNHi3itmn73AQfbWQLtz+A5xh3TfmeZwjxCEA0f6hH+wR/pF/Xkf7u0EqaZad64W7fUgIJ4QvJRYn0EAhrCDD4SDz9EXc5fQp8NOQRPyZxiKb+ZxB+JcIy3icAZhV0vseCZ1vdb3W91vdb3W90TBrwbBWzQ97ho6kCnSkkYTQwPAHcY4lRiVGguy4hxEwM5LmK92V7cr2JXtyvZFewPle28kSAkgK27dUhJTMvjkcZPQfvP6EWrOuCjgOfIv8AnGDYwdHCpYY2uy3CtwrcK3CtwrcKAYMODaa2aDvccSj1gVwahXrFQzAizmbEmkAoB/i2+pCSmfEwuGuy+hjTw6IEQZuXiW/eN7CggY1TYNMJOEHY/HtFbND3v92/1ISUzL4YL2hReCI9WP0Pu8IBFlnoIAQnoMNlr+fCE5XIkkSZn5tAtxrZpe9/kJIhUUypTKlMqUypTKlMqUypTKlHSAkmxC2fgicEb3JbzwW88FvPBFuCPN+I4GhfH8kdCDAMRYASWESrsRLQzr9FKMYBhUQENgSQUQA3ebz2h4+SPQFwVEksfmC3Ctml71hHxGKwSwSwSwSwSwSwSwSwSEAQImww+JP0BBrY1RjEmveDeULcfg9yiTNP6rAGyDRANL4pD8B+ACeUQyiQwG4rMSG62PEbAqbkEVBGZA3p9AaCCMZI2oia7YDEI1zGYuINijPGok1KJFCKIQDCXzBbhWzS96wDRcfEAAAAAAAF0LHbcA3UmxJ5IfyBxahIqsUJG7VMoOieiCv72oD3+OQ2EgCSAAmSnILRMOSBZBwhq4QlEF/iN3oxDYrQX2ENk4vMDUYJss6QA6v9ADSSIHvojSWY26IBuJ5qUQ/wBbzWzT9753yQGZkFOuhgNoDAybV4KSpNxREouQLuqtyfq3J+rcn6tyfqAsFmMTE0gbTIrAS0xxYBAD5Q0HJDsZRHgaBBXA5I/DoUMXHMIAmSv0+IM7YDlE1c5iSTZm4RSMPEmQcIXUCyK8siS4MkxnQIA/gIGZzEuiciu5gIe4Mh/wCeEm+Vl9Fl9Fl9EAizE04N4q/xhbTVMh6fesIwC0ViOqxHVYjqsR1WI6rEdViOqxHVYjqioidbCYogR2CmY23NNHJRGM3igUiSETIBl0lfoItCCL2AADJgQuTfnHlbceVtx5W3HlbceU2YEuJA3YoWGvcSYBOgDBQFwyCYuCCKIl4wtGNLhRol0whDUHjuRfBT0LAIEwEDciTjmp/RNAUAYKBgO+JdkIyU6vJFUZphqZuVe05Fa9gQQJJ3A4KBw8ZqCvhf80FaVYZ6rBPVYJ6osCAXGPBuFXyBMiAOTMVPqeZSh0yN+ORepoiR6FMazO2JZo+9YQDOK9YvWL1i9YvWL1i9YvWL1iwnSwgEEGINkECHGEOaB5HvbioXoX/LBGKwC3AtwLcC3AtwJiHBxFuM65T/ABQmiPCf1aQ4IKMgXFlKHFh5Kwd04xQYoPrAJNR5WZJ35sO5g605Bx33KiCvmsEm2BW6yFnLKAxRvKf/ACw8cFwKltytuVtytuVtytuVtypBQAu+IJuyXm2qTcEPhGldMZ+jLH+oHuhyCzNgwJko2xAhGSnCyNe8oyg51A9CIs0fesCLkw+Akkk4FYVA5YR2AMGA5K3B8I5NxZdF0MjIF1kTBdEB0ew5Jk16hesXqF6hesQa5A8zaYYXw6j9QheiA6iwAJWnBoELBiTwQV9cBMp15HOx58EQHCegaqcBAcL6HQoA4CMCjZoqVT8bVTieWkmVlG4oEk5MRenImJVf9MkAOSwQMYJOdk3LGqJg1HAFDFoLygQkIUmQBwAAAXSRiG6oQ2ShkN6EEYjxjRZgDBboQyJxdiAtn/VIYkCwehAGxAyC9AF6AL0AXoAvQBegC9AEAYyQCMb1j0AYlOyJagEC5QEvVHVSWbMhmApDknZMDVi16DzAmTG9OaoAEkwWO6LGdFiOixj0WOeiJMIsQnFbKZ69Dci6CVHNQhCDIbSkrAIsUUEyhICx0IBeUcv1/wCIkYhJMlMZypuC/jsi2kHCXwBgnJ3YhJjdMjEd07nRG0GGIIqREqT8YBIABuKI6KE0n/osNaeKVprTrFpLSzPoTujE86OIT5sutJGGmcTbK5A8AEFC8kCTZqS32COAcC/5HSCcsA5TqeqdT1TqeqdT1TqeqdT1QHwYhaLvRlj8ZPgK5BAcYMAtqh4LqIAMAGSC2YG4qKBDKKFgkJ00E8T3aIyRaJwFGjd4r0C9AvQL0C9AhGKKZtchUHBiaovDoVeMHBMI/NRVE3AJpe9LCWRuBuihgglwTMV8KCggBcEMkgI9Mlggv4s6JhPqmwQ+8xANqaxthcj5JmEC4v8A+j+61i01r1i0Fux4pzSTHxUeKmoqcZc05Wm9UJY54nM3JjooiAChYMDBZrS32CPjgzbf1JmQ49CiOwEGGqKzzeOVhSAHTATE5yMeD2hJym6wfxGPn6kTfllMDLjYLCnCy87FG6MK/JCZGNhosaQHDk3GKm82wdLuQ5bXZBO3B2A1LrDNpNQCjcL8tw4Yf9sbIAaInRmQoCBNOoeIRihMIDSgTSw08zrS7WugAAXiKAxCAAFgMhL9LCCC4WAqqvBHOzUlvsE/AZ3W91tdb3TEwZlMyHHoEUbMDumgmigmAeAZOThghQJODuE2KTqxsKMJhABev+AyNgKYixyJIRiCIJKBeSArwJXNKxWbKBZ84fqlCyrm9crRAuhEf9oAJEF0blEmKDrUWSsc+pYXWrS+3CE5E3IxAEnR/sCDlgGYi9upLfYKXlwfmpmQ49AtprY4KDig5wSpcPVQwgjFCAFMMB8VyPFHr00C4cRHAHRbswCZQj7goCQ14gHRaqxHg9gnY3Qg7RENGqpU06A4kxOkasCbxcuYgFg8bAGkBGOXJRckCwUO/wBQ2iZ3mdXA4cP+3On2DQrB1n5Zrq3qlgDEmAQSAS84M1e3IiUwm2a2RXlzBfxyq6pb7BS8uD8VMyHHoVtNVeU0AqbHVAuEcMD9mhMANmg/MYCq1jMWF5TZBFIk8l/TKAQIDDAJwLapwmN+oQRwOwjMWN8gjI2CaJdN6JwFkxBX8xwFGJMgJ7vmNepoBPHp4wDp/uiAUdgAZAHLCJQRmdqFpsbabzDiPMnRSBhlMUvbogRs4jQSWPUh/wC2+hWDQFqqLq/lhdetqpZrB8Il+JUAgBgRH0UvLg/FTMhx6BbTVXlOMoLMUnrxg4YiJUKMAxHBOSfmXAQTnAujpY10G7FA7DMAMAFM4DmC4FQckdZwdwNjKfiMoJj9URglxuLmEfs4QJKfQicmMKc4DvlDkoN3AibC6byDkN1pwu3CA/7ZLmZ6b4ciciuKb+T/ALQ54rlmQIsAMFhOqBxeLoImIAsWRl6pYHwJuWZBAyBrCYRX4kgBNylZcH4qZkOPQLaaqqYPGNkCpoeMUAVVxTKuiApklcE5oSgDJNaZrAmAVTO4hTcpJuGVBBJghOpsCZ8rlEGLgxLmhkwciTEIu8hxXsj8ohdUOL0IBhAC604SITQRgQnJiTrzVXKv0QpEkUfiMILkGEIJ1PROp6J1PRMTF3TlwWKdT0TqeidT0TqeidT0TqeiiYuStpqrygNHkjE3EuPgAmVBihkXzi6oWlfDEBESgP14e4r8yHZEUHe9wFEfZE1Xn4ADBBJgp7PhiJ8rligKcEOUQkglcn0iQ4152GNCAADBDAeBJNEwAQo4u36IQuwhFKTB4zkoRlDaIl+IFxW1C2oW1C2oW1C2oW1C2oW1C2oWVUDBNhjjJ91kc5qtgxYHWFnAAsI5EYfkZ7xNSw2W/qnBkuhsh8Mribs3JOwT+S0doWA2EjChcDNGQhKBewQqUWts9MUdDqJpc4+hOwiojCIqVgdKL2HNLaBphC2OHkQKBrNCsAkQEQD4s8Q6r2Sh47KIV7qmqkGs69whswycBe6r3Ve6rWPU0OKGj0HBAbg1doKLBKKApFsLjvutbGSkuJbIIHZDlIDUY4ccWEtY1yClog5J3hsE/k5wPQ/NgyrmXY/pPMJ2BmVREYmwgDF5M8qqBmUdYDcWqEzg9WD5U7mhYeh+gEI15A4ztfkpVJK0h98DmdmUrvNkVUIOcGkgaQdVs8k+EVAo95BHH4tbYJBeS5Y0JBOd4v3KDXF+r9FE8IWt2CRFyp/UXqcyQYA4RkIAckooswB91MyjNYJ/HJYE0QhPiD9QPKEsCBogSk6SgcOihhlmWDI/Ivmc5GSSw4AD4XpSTNX4sAzNWamIFQHBK7YxH6rzMj8LZ6L9I/hH6qSWht/qGJZco5P+iMxWCZRCYmAYCzRQAgmQtdt8X+VhXad5jiCS4J9lBy/VDmGhURhUDYIB8VwX/BFmKU0fksAoNXEbMBWkSjUR2qAlGe8EUUZrTpjEiwiKAHJNy6BUESBhDMAwAWHsQnU3XKtBYUCSA80YphAE6OZAAAQAkEZGwT+NnqCZwuNZs51Nr/GYirCP1MOjzdYkHmhcL3BPOqNsaFmEknk/mIvMhXRQ9i7uZS5meKbckOvbkDSRlIch+rvFvZON43uLGp/6JAIIMQVeP6iMRvQys5Vs1nbfFPvVJeKKBg73FYnQUtFyrG09CF6QeUTMIhkgiAE5oqfkio49N6gaFBRPQIAC7G9eseV6x5XrHleseV6x5XrHlBQOEsIPNkF00s9gNVC4WDoZ8BIAkmAmSjU8EMCC4g34sDABNbi5QoLbRmHnVanwL8ZFguThARATmLvYZGwT+OCIYHIR5s6sbboNHBTJaw3FD/3pPRCRJXUOcixz+wGbLO2+KuVAHMFsHhNnkRTREsF7B4RQDMBNMeVk0QM5gsffksXfksXfksXfksXfksffksffksffksffksffksffksffkjMszF3pYMoExBECEBohP3yPVamOA0NjtEmCMARhQJdhBIcABABEsIqCoRvsLuMyNgnYEUm3ZGa9V8oXCQBMLjuKYDzYHdM1pkWTF/xVoLgH6F23xRtn2blWrytnqmQ9L5SC1AQAIGIN6FGeQHjG5OpzmDMqFSPSgc0qoHsZgXBFJkic4RhXCnEoQQJgBdxmRsE7NZ2LN6qeLgAE2hmTkL9yLSFuTK46AIFNzkCcz8a03Lh9C7b4o2NjZuVavK2etmi7nykxZ8BAIYxCGABYqLUzaIKkVBcGD9UoINiCAchFPkgd8pnnfE/AZrBOzW9izeqnilsZoLwLk3ojGBKYjQWHbHAC80QhARyLyPhyTGhw6c7p8jEIDAPNo3+hPbfFiJCEPRDEAtdHRMu6D3DhKxuWz1s03Z8sjPiZLxKnEQkYomDEH4TI2FJCAcHyjuZAJq5rX9izeqnivJ25FRdhbPGARSJy9zyslAHLiI6CeiAhcBTncHdUMtsEzqUIDiTe6AAwMPoXbfH3RsbqX/bG9nF5PUgnM7kGm5Q0TaMaDUCFxWvV3y3PE0MHat4oCN1j8JkbN8qtkqtZ2LN6qeIa5GDzPxb6xnHIMLNVomPs9jDIRPQrz9DxtkmEO4mong2sOPCCAiRWI5p3CyjEOKmgZ/IXQ4g5sdQr62d5iPxEwaH4HxBSONmjJKS5ebNb5VbJVazsWb1U8RzCJB6mhNjOsQiolmloCBcoEIx+WqWghRuncgEju+bR1+iSEM1ijAzYiv8ARQkCAS5kDJCt/GCvO91RuzqAflf1AaAvxH9Q7IAmvvUWDCXEbM0/ku3xNFe5TL/tjjqOPcq2avuW+VWyVWs7Fm9VPFDHg6sCESM0Q5o9/txdHR0VoBAlUW7Iln5Y+Rzyh2fRhTfGcXbmQGkMO4IW58lufJbnyW58lufJbnyW58lHSrgMi6Pl5kw1mLBHNoCzDXi3KBL5A+IaGxrKBH4jfjNyrZq+5b5VbJVa3sWb1U8dhA3Qgd7CsYjzbDRrWR/msjm4u5/x9GFILheaxnVFhIADmK21+LZX4tlfi21+IpL4gDCWaxnVXoskSXLBR8dkD7yG1ybz5+RhmNEHsivgHAu7x/dA5WMUwhFqkLAPWzHs26GAnEMhjoEJlDxA5oEBeJNCgjT4CeNuVbNf3LfKrZKrW9izeqm0mPA1iKHMPY1kQbxsx8WgF81Qv2z0pH9/SCAERAwKaaqCJI7UguUjAofPBJBEL3QFoNUWFRIGwjZuVavKdm0FrVgJBVl6B5XoHlegeV6B5XoHlegeV6B5XoHlegeV6B5XoHlegeULgDGL0BsGShBbyHhegeV6B5RSwTbk/bCRl0UxaICAwTE1NTU1NRRILBmL2hDjMgCXR3+cE0DA+C4iQeywcAsvZkayCAXI2GjhYpExsB82GC7n5Ej9Fu+UseoeZ+fSWjuZajuLf5LGVdSFu5Vq8oXtEfwroUEyZMmTJkyZMmTLf4LIGyimTJ3+8D/LHYACyDsw7r2TyvYPK9g8r2DyvcPK9w8r3TyvdPK908r3TyqQiBBapTk5OTk/ExocTnX7PY0uhzkN+OEA6Ly130lpbHLv+5bfJP8A9OW25Vq8oHyXbbOjtOm/he6r3Ve6r3Ve6r31e+r31e+r3Ve6r3VGF5jADXbAhEzXOweV7KvdU44PEgNFn/bA9arjnYOe4XuK91Xuq91Xuq91Xuq91QckcCQA6ORlHL5NM6AhlBSPzgWT6luQv6cMh6f7I/v0nELuV3nct/koGN3Vu5VozKF9mYta/jz+/lFt5BZuri35awxfkQFh2sZU45pv2b/OwobkgfIokkocwXUs5vMPZvlEM2S3cA/SQZV79dx3Lf5LAC6B827lWryhdBfZuigHyg2J2FjA/ombAnDDoxFOYpkTmpHNeZkLFhBYCH+dpU1OPiCx4i4BmfysOFvZA6MhegsH0kGVe4Xf9y2+SkH+UPy3cq1eULDc1r3978fKLYtkw6P1d+2QyW7mNAbG4Py8DDUj/Qyp7ODewx6Jh/XDABBQmjL40Z5vZr1exmFXn6SLi2uRIV9hJhRPGi9yLO6h+BidiROdu5Vq8oGFqxq1CP78otjG0KmZL1qAWOalTAGFiBUybq/P9ETI0dTRT6zAlVyFyMYXDNCgaWDbR8lolkNFKeNgM3Yz/n0hyGcTlyQYuUMsWIOQTqIYMAM4cRQGNuB5kh1ad6B1CbagHuJqiO4ZLb61eUTuDgOSXKBIQXhNkUQMQ7gmyCIAOQGILPlb9jsiHPeBzCaBSAjet9EAAEgGFgcdeNASTwOYRHMYr/RXBiJNUyb/ADCTHaQKT5oLcMhLqU11zGyy9qKteUQQDIKVQymbqw1Ku1iEmYyfBNg6wMCqKKvJlTyPopaO5kmCc2TlQSJ/3E1HF5obTUJw6ITpywFExwLmGdlEgEqZRQAzC8Borq2WD8xBTjtl4QxAvkg8GRB5fRx0mmT7FEclGZ+Rhbu6IlJ96IwR5moOMUCJZFCxD4XyCmAA+4+ghIUQYkJFUtki7H2ZCbi5DgjNO68l3f8AAmQ8alB/sGCHmhA8HK49f8pZcUHYguOyOgY6gh3Q+5FI9QmkoBRCEACdEUYBHOCGOE7xeK95oXEzKF4NIKApGyYAjk/0WMokGADcE5YJLi99wQABgYUtc6hBAH82TjoLjmAIQg8ULBRoRCML201CPMu0bAkpAhLzE8uRoY9QgGq0CiL0JTkTG+JKB5H3URmhqBqSiNAnCEiJAN84gZ/GQZIFzBeFjZzAeRnyQIxhUQzsOcgjk9EM/rMg8ljRY/JT5OiLwGqA9WQqCGYZ0cpsM6G3/wCkoKESUbRYIYQ6fRg0eXkIMAwgOF8U+KLoXCMSNlHT4p8U+P8A79f/2gAMAwEAAgADAAAAEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPMMMMMMMMMMMMMMMMMMMMMMMMMMMMMMMMMMMMMMMMMMMM5cG8MMMMMMMMMMMMMMMMMMMAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACAiAAABLKDRCdBFwAAAAAAAAAAAAAAAAAAADDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDMEpzDEbsPmR/ckljDDDDDDDDDDDDDDDDDDDAAA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)
Collection and Administration of Data
Achieving efficient data collecting and administration is the first step in using data science. Services for developing healthcare software have to concentrate on:
- Data Integration: combining information from wearables, patient management systems, and electronic health records (EHR).
- Data Quality: Making sure the data is timely, accurate, and full. Processes for data cleansing and validation are part of this.
- Data Security: Ensuring that important patient data is safeguarded by strong security protocols and adherence to HIPAA.
Tools and Techniques for Analysis
Developers who want to extract insights from healthcare data should be skilled in a range of analytical methods and technologies. Principal techniques consist of:
- Descriptive Analytics: Analyzing past data to spot patterns and trends.
- Predictive Analytics is the use of machine learning algorithms and statistical models to forecast future results.
- Prescriptive Analytics: Advising steps to accomplish desired results based on data insights.
Among the widely used data science tools and programming languages are:
- R and Python: Commonly used languages for machine learning and statistical analysis.
- Large dataset management and querying depend on SQL.
- Popular frameworks for creating machine learning models are TensorFlow and PyTorch.
- Business intelligence and data visualization tools, Tableau and Power BI.
In Healthcare, Machine Learning and AI
By allowing the creation of intelligent systems that can learn from data and make decisions, machine learning (ML) and artificial intelligence (AI) are revolutionizing healthcare. As instances, consider:
- Diagnostic Tools: Medical images (such as X-rays and MRIs) can be highly accurately analyzed by AI-powered tools to identify anomalies.
- Predictive Models: Machine learning models are able to forecast patient outcomes including the chance of a readmission or the chance of a specific illness.
- Natural Language Processing (NLP): NLP is able to find important insights from unstructured data, such medical literature and doctor's notes.
Fast Data Processing
Healthcare now depends heavily on real-time data processing thanks to the Internet of Things and wearable technology. Developers must create systems that can manage ongoing data streams and offer prompt insights and warnings. This consist of:
- Stream Processing Frameworks: Real-time data processing with Apache Kafka and Apache Flink.
- To lower latency, Edge Computing involves processing data near to the network's edge, where it is produced.
Tips for Developers in Practice
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J53FmFuF793HGz8yP2EUpQkUQzD2QfZijeaSSxtTu7rRvZUvuN6drM1NiJzLy8mfz40p+dDbi5tfh6YvhNCM4Wah1iA9FWgd1DCMIMyZltYmlg2lGW4FXta+ytS8uPsu/NQDpE7J2TsnZXYv34vEBZoizC3GX91DhRPZa9iJOBaDcTs7Pwi/Er/ALYvaUfyG7GbV/lSZ3cn8y++tnjRl5U6sR8qZF/1fAAeQ5qEM9W3i5KFzGhrMzJmTMmZWR+VT7PCrY19jaPdN2Wh1aD5xuydk7J2XL6q2VWI6Ti4lxD92O4VW1sezaQbLHGURIfwovxfaUvyuLM5P8qTer+bc/J7K8nNhygaSJ/niuGLi1NZWSPlUH2zsyZkzJmVhV20i41puaHnk+pdhjvEX5RfImdk7K3P8rWULH2cfdr5Klla+0+Nb51eGMj3To5o40JibexjmYhmhKF2/Bi/F9pT/Jf6kIuZOQ028+5+T2YuT9uTHWBB/wBXwx47atq01YMhf5KxlrqIq0zSszJmREwMIvKfp2QycqTzn9O6SLenYo3ewamnLbeywCxak+ItBj6tazBlqc0RQScKXz44+LlV7trpwd3d4JigMSYx8+CwNh1DPy2mEApxfi+0q/kn9wAKQiMao+wyDaWeyieyzkX0rIP+r4Q5HlQZHI8pERSHBKcElLKQzqOeRmac3TC5KJmYe2qe+Hzjbafa76cM/WmrqQzkTssbgYGrWcJUnrY/IT4i1OcWTpcMf95lBHzpndhGaV55eGOLdW7cr4i6KxL4tHpsRkWydTuymR3PSMZKvGL8X2lb8ib7zFyafYLbe6/4lGGSr4q/eBNIO19Nhbdhbdr6ZMPl2M+jyzyTcPTFcLlsaoRRzZCzTw9aMc5hoasbMoppY1iKc03CN9H7aD/LzrgbZO0n4eJ8lyIoz3L0VO40oRxw2Vlcb1Q4zJy4qxvil4Y777LFR6yZKXZBxxb/AMfZ4gyUxXTNydhI38OUujx3aXyGKEpzghaCHjD+N7SD78/5B/hduvAQI0Is7aC4V8HN08slnHt4VyRFFq/HV9J2KWtzP4v4uU8WkXZL8sYrdsasbc27Yx1EakerVQy9pgrMyeZxLC3mvUuAPq3ZQ9fOsR82Psd9G4Z7E/qERC7OB72qWyqSULUbyWohN8rjucqlsqkkUgzBQ+pYwdtbIyb7PHFfR2ZOydm7EOpRisDN/H2+Icg1ar4XhcKPZD+P5+gRg4Rkv4Y1KHLNRfds/kF+DxEXNxFtzOIuEhB2aLJ4l8jkZ/8AAyGMzVfIj2XI+XY4HNIYSDHq/wAuFv5VLVoKsZFJbmx1BqgNpUjuXWgCSU55JDVaudiXG0Bx1bgD6P2UR0j8+3Dtfi76vx8Q4be30uJb2p2yqn1UDFYiZ2yeP1VO4VQ8ZIMrKgbdERby44xtIOyzThuRXKBY25G2qwwF1XZksxHSY3lvWa0A1q/ZB9nznijAv3WC2wsnh3Dq04nG8aD67f5L/gs2r7Np6sJu+r8RLXjosxaetj0xuL46012jxyYft7GfqpnWcshTGWWS1LjqPTDGI1QtXGjGaY7Ekh7VHG5FhsS2Pi7AfVuMQcuPz3ZiaaF4SRP8u3xBhumL5g7OxNSv1oMfWtctWYNqyNHYsTk3xs8ZjIDETN2Vo+VB2ETCNuV5pcNHzMszacZ8nXgV3NTzIl4cx+pdhgzV6/2+8Y2cOVqnZxLiBbDmZheR9BTO4vPprI3Lib1ui7WD2tSI979pNrwGThP9qxFzq/Crfs0nqeLbUT0MjBkYlkG1rdti3BVq3r0uSs46lyGhjauFm2p5ysyGWxmbVYHD9OPaD6Pwpxbj9jJG0gyxPET/ADftIWMc1iHx8rPsfG2IK9qpb5L1rXLVqvy1ep8p6N56hgTGPGnFzbHH0RWohV23za8laV1jq8lOb9RsIshZdSSySI0Sx2NLITAAxh2S/i1fp4izmXKB1tLd05spSYif5tP8y4iLmUri7/Lh6KdtBnFnTk2l38n/AEO+QODG4p3co/RZGHkX+OPvSY+1HlIZBt3Rmj7LE4Vo5LkktiCuJz1oWjGza3qxYKwbvsb6nwGH39ty9FRVa5DbZA+rADmUYNGHsrWjxmDg/dYgjtQ5PGnj7Alse5Z68KlrYqtpmVutynt1eS9C+9QhJiHhi4/2cCJhaeZ5U6dOydOi+S2u6OE3anhpLLxRBBH2zfjVE3pwJ9sOi5sm3RuISnG20JF/CKMOWTO4lthkMS2sNfmJniiQ7niNx2K9+R/oeRLGox4OzOslgq2QV7HzY+XjjX1odk84V47Nk7clGooR5kdm3zXsWHnL6W+Zvg8R1sjNo3G1P01elJ10QkcMmMyLXQj+qvByh9nKe83bVHHt779GPIV7lOSnNQyMlBWaktQ61hVbLENutyns13hLH5B6pM7EyoNpV4Tycx3Tp06xlUbM3QV2EfDthD4eNCOwZC3n3Tfj0/rb04f6qESMtsQrdEv4XRgUfGP90aYN6cXM3GIU9Y3Vgt9hP6Xfvt+D5tqrFchymMkxk6rVZLRxRtDFxmmCCO3bO5JUrb1Trb1dvPO1ifmv6In3vicYWQniiCGNT5etAVXJwWyWcfShVk5VnKR8u/DKcEmMmC1XAtw+ymLaHE4e/LYsclBNCUR0RsZc3ZQT6qtYGwFqry3ngeEsdkOmdn1aveKAHycrqCzNM7p06dOsRFsr8Zj2j3zfj0vvN6IB5xSHzDEXkIjZ24gbxoxYE6kbaD7QMic304afLg/pd+4P4PmZ3JnjYMfkI8jXyFIMhVxePY7DNo3GWUYY7lw7klWtzHp1ec9mw86vXSuSsjLe9Gkd2epVjpQLKZAYoUz6PUzO4c2THQFtSzP/AGC8M2+XarP+32VgtT4atwIGJEDj3Z/FNaidtFpVLHqGbcoZRuR3K7gyxuR6d+B2JIXDKyioZBnqunVqXkxx+I7tRsfYltVOEhby75vx6X5DegftjKaUmX010Iub6Qog2Mo4nKJyFxInkg739Ln1B+F5J+vDxaEnNxOQfH3FLRKO3xkkGILt0rkkY7jqVec9uy2hWzjTMjLVRROZY8WoE+UhZrF+WdTPqfCB/wB1ix/i4+LnXb0nOuKgfKvVvr9kT7iWXzxzlWlfGV607Wa/AoVYvw1y/WY1Hkq8nHL4/lzNrGZuWZteijtMr2T6mB2TssZkuTwsN8iVDItXB7tbSfMV41FasZSxU8LcyMRYWU56N5E/2KX5SYXKuz68JOD/AI7M7qEWcRk/ih+VhkJuCcRce7/xbQfheSfpw5YTxW/B8ZlWhOvXjbULdbkEjMYgvXiuGzJkOW1rS2NWZlISAVVDkMEjHxk+vgL7SJ9z4/8Ax6/DHRPNfg+77E30BeJMk4Msr8rXh59cVYsR1Ym8UQ77F0SxvGtdlrIMtC7Ty86a9U2KOSStLA1azVdk7KOA5yDEMv02uyjJ4AjmCUrmNlrokMMkrw4OU1gsfDVbg77WItz+RP8AYp/lP9X/AJIubFwAHN4ti2zgnbkioPvj9KH7PfZ+mP8AD8p/VAe1eqf9xs2jTvG0Ullt0wdU36ZXdSYgmTxkBMyZkZ7UIqvBtZM+12fcyP6+IA8h5ImiHh4bx7ioPu+xm+0RMAzzFYm9Flm/zvDj64zxFbea2sVK5B3aatcq8kvmDnkZJ6JYhnOKuMQhQXRwo6EJKzSOFY7JFTKQQMNE63EKaSR33OtXfyp/sVfyT+4ovnJscH3MBk7k/qv/AAzaJ30Ym5cbvoziEaI9w99j7cX4fml+1RhsaecK0Vm1Jckr44iQUoRXRQupKLgrFMLQSQlDIRbGFtVWg7IS4P68aYtTrk7kTM7vjPDq9FWb9/sZvtX9Xo8Lf81Pw/kgqFNJzplji2X8pS6SwnNhTGz9hg0g2a7wGz7Ho1+khD+Uyi1kdk7J2V6tyiw9ndC6dOq46y+XN+PX/IsRuEhbE8r7GbRk2zV4pGbeyGOQ0zjE6jZtdXJ/In+zF+J5T+qZ9Hd9UD6jmLPOsY+t8mZMyZkzKzAsxX1gb9z0qnNeQdpcWfR9flxo1OoK7a6qWOMpTxeHjoDwrN8vYm2oaatkKRULSx7tKzi4vwrvtnsQBZjyNQ8eXCI+yaEZwrVH/UIw3SOy+YuJtvAAkIYDlVyPfBQJ47fOZcxlvVT5n5PLLY4jsm/GjlIpJ/yEOmjBJueKQWZ9UzbX50yLU+MbbnF9W8ib8eH8TypPr4xlpE2ssgjtZmTMmZMycdzSQ82KpVeYxFgGQdzdlWN5g4VKhWzu2hIVRt9Faq5upafhGO0PZG20r1CK/FkMXNjyF3F7Ytai4D8n9VlbfWXeEban2U4Y5nhb+V2TsnZOy9FzzgipOLPqtVqqA70MbkLRuQtG7iwagwtsZg2ahs3/ALOYWzhN+PH9yz+Sn+bO5ELNscdJzB9Rd9GeNwX8C5RutzROzaN5E34sP4vlT9g/OGD5SMyZkzJmTMmZafMIxibhKOj9tSi87W7jEHZhcwURwBuP2dkfmjAZAzGPbH2alnppLdXkvwyN3p8Xx8O1d0k1GvYV/FPVHgN7pJRderOydk7J2V49sVb5SarVaqh6+XN+MP1W/wArs3bHePU2jKJ2bhtXp5Uv4kH42wlyiXKdcslo7d0308XshVAXY1AfNjZkzJmTMpH2Bal6etFK0rcKMEdmxLEUMnGnUExt3CtP3YOfqcX7OQd4m7Rtf8RSGUspzmqtpoms1Hg4Wbh2h4M2qo5U6ccOXrSrI5GHp+BvqeGuNIEcmxeqdk7KWQYmmN5CqS8yfVarVY/6vLm/FV38rt2s6aMW8zTVNE6f51x+12uDOniTi7cZG1DjcDmVqsuhVpXhIHY2ZkzJ3YWMuY+XutNJVf8Am3jw9HtSFNJwpVOqkvW+oLvwED18T7TxdZ2dta0VdWaw7OMY9xP+4TcHo5kJmYnFdQaOxI6mkGNrNznLHP8Ayapm1HVY1/5O3TVct1ynXKXLdbHUv4r+l37/ALBhck0S004P+OP2/IeNnTxu3B/l2WA5M1W8zKIkNk11BuiNhbIZne2qgf8AlQm4pjZ1K/AAeQrhtVh78FhiyM3p7XxjAXP7all65263INV4ufPlqbVp/RMTP2E/79Vqobs9dNm7KPLWTRSEb6rHP/Lqom1qarGP/Nw01TRpgZu9/wAeSNttttZPOYXJDEzdv+uP2/KcWdWB2TccvSN1qo55IXHMWRRZq06lsSTvqtVV+c3bTZqlcncn7Y4zlPGeFSJ44xiD2t6lHfrZDGz42btpm0wEDxlUm6azkMzFag11TevE/r46rVarVY5/5tVSHfS1WLf/ACGF3TR+U/45fTL9Tszp4lpp5TC5IYmbvf8AHH7beXab+SFg38gVbs8jILM0OmPVarXso/k9lWu9mfITtLL2VsVctqn4RVWjXpD7iaCOxHf8JKzSsU37LP8AlV+MluOAv1WFfqsK/VoUUrOXMZcxlzGXMZcxlzGW9lQkbqNVDm6+PFjYmp3IqU4GMgeV/rv6H9PDTVPEnbTuYXJDEzeS/wCOP0N6eTatw0oa+Vgyju+1v+X0lmsxFkZ6FtrtW3Xa1Xc9H5jLmMuYy5jLmMq9kYZSyUTv+oxL9RiUUwTNH/hUOOEwY3Yq+Pr1vfELG1nw7RnV3w08Q8KMzRyzwvBNwI3ItVqtVqtVqtVqtVqtVRLS1qsk/wDk0j3Vr3zq+EZSPHeV/rJ/s9mmqeJO2nBmd0MXlv8AYH6G9PJ8YzF1nhY/5rhbKmq1Xh29yLSzUPT5LVarVarVarVarVYgedkb8/PsccHnGoDBYish7530WT8Q14A4zf5VMiYBLIlrsZbGWxlsZbGWxlsZbGWxlsZbGWxlAzDNqrza2McWkdj90GMzU2Kiw+cDKeV/rIW3wM7E3a0byL9PfRx2eX85XkdilH6G9PIy3iVqc2SvyZSbw1+2/ln24zYy2MmbR8db62p4og/l2MtjLYy2MtjLYy2MtjLYyryPWmiyGr9kFiWrJh/EQ2y95ZsBUgyWZsZEuyhIwTZaN4I9VqtVqtVqtVqtVqtVqtUz6Pqrj/5FE9Ji+Yrw0/8A8z5P+qvmxOUJv/EtorYuWSaMk0kotzpUUhG21bWWgL+Jfwr+BfwL+BfwrWNcw3Fm0Yftt6d7KctZ9V4fLTKZ8tuL1Wq1Xh27ybXiKLmY3VarVarVarVarVarVQ/OHtx8hy0fd5qod3Huzi/bnv5sfqtVqtVqtVqtVqtVqtVqtVCW6K4/+REeyTVSftk8Ls55wgIPJ/1ewK5SIKUbLp4l00K6aFdPEuREuTGigjJjqOK9PJb7beneymf+bVYUtMr4mLbjdVqtUJOLxm2VxXotVqtVqtVqtUzrVaqv9jsw2BO4TNp73J4ODIK7ibVB+zJSuOP1Wq1Wq1Wq1Wq1Wq1Wq1WqpyawWiYp1XlY4rTs8/hD/wCwuzOx1BdFWkFend/qIYTJDTQQgHlnGJo6jsnZ272+15DKb7yw7OWU8URGdJa8NV4Ts7ofENPpL+q1Wq1Wq1WqZ1qtVX/H4U8TbvLH+HK9T+hs4GlZWbw8WHp/rAr9ZFXclWs0+7VarVarVarVaqkGsVqLknqsc2rFTjNsWZ4bJfEWJfEWJYXxjBmLjszp60bp6YLomXRMujBOzBEwsPsCBjR00URB2/8A8O6z4zghn/5xEm8cRanJvPcvDlQKsM2RC1M5fPVarVeF5duUzVDr6Oq1Wq174sqMccWZqsqnivF1SglCxD/RZDHwZOr8P8Yvh/jF8P8AGL4f4xfD/GL4f4xfD/GL4f4xfD/GL4f4xfD/ABi+H+MXw/xi+H+MXw/xi+H+MXw/xim8FyxFW8E9Q/w/xifwPWiB/B0y/wCH2U/gc5j+H+MWK8KUMRZ7rAsE1aV29mVcDRU3TwmKf9rPq1Xs9UNeQlN4Fx1ib4f4xfD/ABi+H+MVvwDWYa/hmWQm8D067/D/ABi+H+MXw/xi+H+MQ+B6dZ3weQJv+B0JF8P8Yvh/jF8P8Yvh/jF8P8Yvh/jF8P8AGL4f4xfD/GL4f4xfD/GJvAGLZ44xij/9DMBkCSIgZpxZdS66kl1BrqJFz5V1Eq6iVdRIuoNdSS6kl1LrqV1DLqGXPZc0VvFaitrJo/nHV3P0ka6MF0kaavGyZmb/ANi0WwVygXIjXIiXTxLp4lyIlyIlyI1yY1ywWwVtZaf/ALTf/8QAQxEAAQMCAgUIBwcDAwQDAAAAAQACAwQREiEFEBMx8BQgIjAyQVGxM0JhcYGh0RUjNEBSkcEGwuEkstJQgOLxRFOi/9oACAEDAQE/Af8AsLDEGAczCCjH4Ii35Wx/6C1t0AB1Frp0fh+Q3oR+KDAOZhBRj8EQR+ca2/WOZfrmsugAOpLPD80Bcp9VDE7C4oEOFx1WkI58G0gdmFHpWpG/NDSePtNTayNyErHbj1TGd56p9VAw2c5ctp/1KfSDi/7vcqZ5qI8QCwO8FYj8oATuWzf4JkblPG+OQh+9UtNPsh07Lk83/wBp/ZRzujds5/gfHqalkTJXHChNH3NQk9ihjdJmmtDBlz2wSPFwFHSSXzCjp2NGeaqKcWxMHUPmfUHZw7u8/RQ0rI22AQhZ4KfRRdJijOSpacU0eAa3RNcnMLPyDWl25NhA362qwKLAUY/BSRNlbheE176Q4ZM2+P1Qz1XQeHbjqtqLGkEEb1U0T4JbNFwdypdHW6Uv7K1sufFAx2ZKbqDh4raM8VihO+yqhFi+7VTVNpm5qmrm1Bw2sdRcGi5X3lcbNyZ5qOJsYwt6gi6kjwdcxuM2TWhosOY5+Bpd4L7QqcePEmaRDmg4HfsuXt/Q79kK2J7sLgW+9PjuLHcmxSweizb4FYqv9A/dVclVsTibYKAubK3Bv58je/XBTOmz7kaCO2RUjDG4tOtgsOdpClfOA5ncqXR7i68oyXIIPD5pujoN9kAALBT1EcHaXL2/od+y5eP0O/ZVlfK59mXaFoypfOwh/dzSMQsiMJt1sbMA532TTl+L5ICwsNUrGStwOF0dpRd2JnzCaWTNxxnUQCLFR08UZxNbzwMWS5D4lNoRfMprQ0WGrSEWYkGpjbnqQ3VJVFztnBmfkFBSiI43Zu8ddTQxVJxHeqenZTNws507e/rIm3dz27tTqiFpsXAJpBGWqSldG7aU2R8O4qGpZP0XZOHcjYLEFiCxDxTtK9PJuSjeJGhw71FG0i5WyZ4JjGt3ara7XyKNDA/uU9MKfdu5lVpDYvwNF1TVTahmLcsQQsgWhOlYwYnFXlrez0WfMqKJkLcLAiQMym1ELzZrh1Mgu09ZAMr89q0hO4Wjb3rZtVHO6lmA9U65aaGf0jbr7Opf0+aOjabuavs+nHqrkFN+lO0XLj6JyUUYiYGDu1CR471tpPFbeTxXKJFymRculbvCbXyO9Vcuf4KWd83a5lXo98smOPvVPouNrPvcyvs6l/Svs6l/Svs6l/ShQUzTfDrq53VUxHqhbNq0fO5wMbu7qDu6yHsc/K1zuVc7FIH9yKttJAwKGfDk5DPmlngrEc+yDfFYQsKwLAsCwjqJZsGQ3q2zkc0oKkuHF4TJA9U9NtOk7ctjG42tkFLSjezmOyHWQ9nnPIaM1VV/SwtTHCZl1Ho2OTO5XIGRD7pWsopTH7k1wcLjnWCwBYFgWBYR18s1sm6uRtqO2houId5Vg3IJ1Zs37slR6Rjmi9qY3C22qpZY4hrmNm9ZA6xtzLJ72xhVVW6RxDFDT7T3KNnqtUceAapImyJ8ZZvUGLHZqZTbTcnsMbsJ/LMpJHR41UtcwZblZRwd7tckeFT0+LpN3qKR0BuFQaSbOA15+Oqp9HqJsnuxnrNyY/GFbVLMIx7VPUmW9v3UMGLfuTGXyCjjDBzCAciqWNkZJ71UVgpIsu13KCqFRv7X5UkNFyqHSl37N3Z7k8NdcFbJsZy5lHA2S5cq2iNObjsqaDHmN6a50Trj9lQaTDhheclVO6FtUr75DrQLqPoFb1PUCPIb1NMZfco4b2uo4y92EI0XJ47j485psqqmFScV7FQU0sBxuIUVTHMbN5j3tjGJxsjWwjx/Yo6SiHd5fVfaN+yzj4XXLJzuj/3fQKSsqoxct+X/AJI6Rn4t/wAkdIzfq+bfoohWTMxB3z/8VsKz9fz/AMLk9Z+v5/4TjWU4xONxx7AopBKwOGuWQRNxFOkNU0xgW8VHQPLvvDl7Fj6OHm0Pok5ocLFVlJsHHDuUsWP3oYo3XG9U9ZiFjuQBkHQUlG+NuLrALrcppmwtxOQr5nCzcgsRcLOTIc81FE6V2FqgpGwRkDem2e1TxGJ3Pe0PaWnvUkE8FpGm9vZxf4KnqWTjLfrI5XVFp3Dj5/wjyGM2wg/C65bTs3D5W87L7Tj7h8x9V9oOPZZ5/wABVD5qltsHyP0TaGfub/8AkfyUKGp8Pk36qNlaxuFv8f5Vq7x8vov9cOB/hQTCqY5jt6poTAzCTfU5waLlOfJWvwtyaOP/AEPiVDAIr53J5tLSbfpHcp6HC3FGqGTC/D46g0PxAqsozAbt7KkjDk0bP3qKtnp+wqTSjKk7KQWcnNt1W9AW1Vcm0qsPcECgbqmBkOEKlpm07ct6Ci7NlPHtIz1NRSG+0h38buLFU1WJei/J3HFtRkLDIR3/AFcf4UNFEGDGLlNgibuaP2W7qIMqx49/9up72xtxO3ImSufbc0cfv5e9MY2NuFvOpW4YW6qhmwmuEDiF1H3+9OALbFVEYYSW7kD3olTGwxDuUEm1ia/xTm9SzXpBpgqdp3OTXLHhC0b0WX7yo3Y23QUe8qR2GMlAE7la3UVNIJukMjxx7FBVlh2c/Hv+qf2HHjc/q4/xzvj5NT3tjbicgJK59zk0cfv5e9NY2NuFu7nw+ib7tVczFHi8FSOxQhR+t71VOwxpsTSwuk3K+BxYUSpnF33bd5UMeyjazw1OFuoZrkhZO3A8KXQz4s4n5KKjAN3m6bWMElvmqGpBNigmdsqtfkGBU0Iib7VXxjCH63PDBcpsjXGw5joSyPE7vU9OycZqop3U8OfHRPVtyrjx3BMDq9+J3ZHH/s/AJrQ0WCY0Pbmjlqc9rN6Y9r92ukdjgbqkbjaWqniMLMJUfre9TCPDeTcFpDSQxW/YJzI6pt1HoyaY2D8lTaNipekM3eOt27qGmx1xN71LiwdFEJ0OxfY9lUs7oXYHH3KjqhO32pvbKA2tV7kFWegOtrXTy2QoBAzHe51tFzZVM5l6OrSnoR8f9pQ3c+pqeT2Frkr7TZbIZ8cblDKJ2Ywv/nceC0Z2HfDy1Em2RVDXPZKaapPSvx/jVHTMmzepITTvv3IEHMatHuFyw+9WVz36muDGFzvatJaRxbvgiHF3i4qnh2TbKnxd27U4WOp27qWlAXNkBYaqiG3TCewOFipI8JsdypKl8LgL5qiqRUXPeoodm5zvFBV7rRYfHXTwh7sfgpqmzSy2pkEj0WNhbrqajlNNitbP+0/VN7I1z1DKcXcoayGc4W6qhzmxOLN6bikc2zruPy8+PbZPopWNLmvuePaoJXxFuA7+7jjx70/8cOO5y0dkHDXpeg27dtH2gtHaXBGyqP3+qp5O7xWlI8DmqN+ApsjXblSuwzN1uIiFzuVbXEtt3J1ycR3qGHBmd6jZiNgmtDRYanC41PPVQZ58yeHBmNycwOFiizD0SqWofE4eKpKptSy43oKtkxy28ESGi5U+melaEKn09UxNLbAqTSFRM7EXIzSO7Tlo+uZPSjEcxkpZNodR3Jv4T4j/AGBRZxt9yq53x2jj3lbGsg7Dr347+PYo6WUyCSZ17cezyVVDIJGzRDdx9V9pNt2c+ONydMZqcvi3qGp2DA1rc+NyfpBhZ0BmeOLKnOGRmDfx/CkyrW/D+9aO9fjx5mlNGb5oR7woNIVFKfu3Kf8AqSCsjaHsLT8k1weMTUMlBSxWbKNTiGi5WkK/a5Dsp+ZxFRR4czvTWkmwTGBgtqc7CmuupOj1QFzZAWFkDrIBFipYtmfYnNvksPcVTVD4n4hvVJVMqmXG9SUcz5CQtPzuhk5KD70CgVdGVxWiKewMx1nco/wnxHkFARsGk+AVQ4VczY4zu7+OL2U9Q8v2MO9fZ+LOR5J48bp0E9L0onXHhx/FvioZmSx7QfFUDSS6QZA93HHwsqqmfK4PYbEccZI0M4GT9+/f/lQRbGPCp/xjPh/ctH9p/HeeZIC5hDd6IsbFRROmeGN3qkqX0cmB+7vVDo3lLBK45IAAWCJDRcrSFftui3s+ad0symtzuUAoo8ATrhMu/JP3oKTpNv1UAu66JsmuxIFDpbls3+Cc0PFipoXQuwuTmoA3UE74H42KlqWVTMTVV6OpKkkyxgn5/utK6OkpqnDEw4e5aM0XK6Zr6htmDffJaYlonOw0wHtsoIXTyBgTGCNoa3u1u3KH8Ife3+1Tm9JCPd5KKOGNuONaObeMyHeePO6jbLW3fjsFSySBzoX52UI2dW5g3cfVRyGie5sgyPHl8eZU/imfDzVB25OO93N0tT7CqPgc1ohgfVW9hWmKbBaX4L+n6j/RRxO32RNsytIV+3OBnZ81ILpo7ygtHxRDN3aKbBGzMKU3kKjdgeCpXYnEjVboHqoNxRN1Gi5Upu0oJ0LH71UUraiPApI3RuLHb0XBouVyl8h6KhnnhOJjrKDTU1w2bNaQ/qE0smzbH81U6Uqaw/eHLwCoqN1YCQbWVDQikuSbnmO3KD8G73t/tVOxslKxrhfJUg2U0kXHFrJjGxtwsFgjTTwk7A5FU8HJw58hzO9Ux2kr6g7uPoppX1oDWMy4438yr/ER8d4VD6WTj1nc3T9sMfxVNLJBKHx71XUJqmRsc4ZZuCknbSgBqn0hV1GTn5IySs71FOJfegoYvWK3KKTaMunbzrtdOyYeqg7J1DLVA/ZlSVOHsqGqxnC5BVtGKllx2gtIPc1wi700+KC7lpAl8jT7EAVoZuGlv4nmk5KH8E74eTVSegaqZ7aeR+27XHH/AKTnRVrcLXWIVq6PLI8fBcmnn9M7L2cfVVrTHT4Y93H8qENbGAzdzKz08fHrNVF6WTj1nc3TrLwtf4FNcWHE3etCSnlDsR3hPftHlxRKJTn7KQPC0fRbc7R/Z81UxbOT2aqaUR3B12QUxs23VQmzrIturIIammxuoqpjzZBf1NFsqtk3cf4QKBWLCFPm5WWir8kbx3rPVZWCO5U/4GTj1QqP0I+PmU+COQ3eLqqpY8Be0WIQr2iDf0rIUcszbyv48vkhRzPOGV3RHHG9ABosOZW+mj49Zqo/TSces5XCvr0nHtKR+rRZtVtHjks2OLDvCJRKkBmlbE3eU1rWtAbuVSwPjOvfuVratykdid1QyQdiGqyGqCBuC7k2kYHXQWkKdlfCYnfD3p7ZqJ2zmCFQxUlPLXOyyb4rSsbY6nA3cAFhWi/wo13CxBXCpfwUnu/tCofQ/E+esxRk3LRzi5VpvIzj1mqk9M/j1na7lBye0SMLfFWtkoZDDI2Qdy0lSGf/AFVP3rbgdpOqO5q0No10b+Uz7+4LlZZkFHUsk9iqABIcKKtrJsEc+rjdcW17s9TKnCy3eqeUyDNBF5unFsgs8XQpaUG+zCElsgtJ9KoJU8do4z7P5WjD/pkX+CLieZSfhnjjshUD/uvigb87Er31VnpGces1Uvpn8esedJ/T0kl5WPGeag0EHus+T5JtLyOENabgKSKGbttBUcUMObGALaFAXZi1jx1HJOlA3Jzi7f1rZSN6a8O1DLLU2uljyYvtOpW2etq9bV62r1V3dJcqa7oWexUDuhh51BnE4e7/AGhaP9GeO4ag5A31FyvfmVfpWces1Uvpn8d55r3YRdUj70wJW1eqaXlEWae97HFq2r1tXoVUoZgXKJFG/ajU/FbJEk7/AMgyHx1FTyuabN59QMwi28SpiW3sonFzc+bo/sH4eQQLqJxy6K+0I/Dy+q5dH4eX1RrmdwQrx3hcvj8PL6r7Qj8Pm36r7QZ4fMfVcuvubx+y5XIdzPP/AIqOOSaTaSKl9M/jvPNc9zlSu/0bvjqoZtnLY7iq9uGc+3mskczchmNTmB3Xg2N0yQO1zjp6rc2VpIyTR0bKJjm3yyUbsKDweZQbj8EXAJzwe5FrTvC2bPBbNngsLR3Jr7b0CDu5lL6Z/HrO51PfkrwNdT99C2XXbWNyJA3p83c38iJHt71tpPFElxuefRFjJcTyqkM2pwblSz0nJxHKp4KS14ZPhquQsbljcoTs3lp44HUiQhCQFXFrqjze93G8n+db3W3LG5Nbc2UVVFS4WMz8Tro3xGIskNk4AHLm7V/iiSd//Q5IhIuTvHref1Wxl/V5/VbGXx81sZfHzWxl/V5rYSfq8/qthJ+rz+q5O/8AV5/8lyZ36vP6rkx8eP3XJR4/IJg2Ys1Yir/9in//xAA3EQACAQIEBAQFAgQHAQAAAAABAgADEQQSITEQEyBBIjAyUQUUIzNhQHFCUoGRFUNQcoChsWL/2gAIAQIBAT8B/wCBW8XDsd4KKCAAcLQ0kPaNh/aFSu/6XK3tLH/QKdIvERU28ggHePRtqv6AAnaLQJ3gpIOgop3EbD/yxkZd/wBZRpZtT5lSlm1HnJSLRVC7eQReVKHdf1SLma0uF08ukVvZp8vTaVPhgqaq0b4TiBtYx8FiU3QwgjfyadLu3lZhMwjqrmFCDMrSx/SWvMjTDoQ1zCNYoNpY+8v2Pk0OUlFSwgq0+ywVPxMV8Tp4UW3b2mJxdXFvmqHrWi7C4Ep4c7tLS/kXvtAkCCNS10jpl4lAYVK/oACYtMDjS42hE243mstMo4XMoVwy6yvjSRlp/wB41769dHD02AYmWhhhnilPN3hNoGvxALwKB0VfT0suXzgLwC3QhsZnMzzNMwhE1/hlj3hvaDrrJ/FxVM0NMQ6caS5V6mF4FmUQUxwLBZn/ABM/4j1DfSZiU16SLwi3mquUdWQb8TrpLZd5vtxt12vpDhbd58v+ZtDHHCkmY+SF4FuyxVtrxZA0qAKLDqqDv5iC566ZuOApu2wlracMttRLg9ObhSpqwuYaae0yhdoYwhhhlpSta3QWgN+AWCwlwJq/7QC23Aow7cahu3U23mU+ulMNTVwaj7CNVc9431VN9xxIBmRZkEyiZRMvHOw7zmNM5mYxgTtGLDcRQXnKEVQvQVvtFpe85azlrOWs5a8R9IabxarjvK6CwqL3hNhfrPmU9uumLzCnPTan3hijKCxhHVllusC8Ce8yiZJkmSZJlHksMwDCATEnJTWn3jnwREzbwIrGPh9PD0HbzKe3TvBTlOhcXMIak/5nzbHcCNVZ/V5NplEyzJMkyjz78EqMm0+ZYbAQksbmDD5l1hHLiCwgmKp2Obi508ymdbcRBT94ABKFC3ieVKgpf7v/ACMxY9N5ntAbi/6Y1QDaZr9NrSjWAGR9pUpB9D/eWKmxgmJ+1xY5j5qnNFp33gAEAvEo2Iv/AGlWryv93/kZrnqYShRFV/H6ZiMPyD4fT+lAJNhMTglRAQfH7cF26HPaAyhXy+Fto9MONf6GEGmcrTFHwW4O3bzUQudJTpBOCreUqGTfeNWyZspuYTfrImHxJoDLuJUqowyrtFdW26CbbznJ7znpOf7Cc1/5Y1WoouRPmHnPqReawuDMlX+aZKv80PNTU6xTmFxxLBRcyhWBOZYMStIfTGv5hW7X6X3ggMoV8mh2jKrr+JVpFDYxsPn9G8q4CpSTP5lOmahiqFFhKdNqrWEXDYZPWbwYVG8VE6iVcRkUgaHvBc6Rl0m4gPkco0vEsRw40425lSx2EvSWc6nOevtOceyxy1QWyzlP7TkP7QCsNBPrz68R+YJTTItuG0JNc2G0p0xTGnTUq5NIlW+8cQRNzNpQrmn+0Wl8wL7LMuGTYxkUjTaVKJTUeUozG0VQgsOFM8ulp3imU3Km4nxIXZWHeZcohg2l7HyXp65l3lOpm0O/DNbMREpKogA8lPutwJtNa5/EAAFh1VDdzBEOZYIneCKLtYTFPltTGwhMpVLNaMLMRK1G3iXycMPFfiniS0BlMFzYTH1czhR2l8wvDPed/KemH/eJUIOV4dj+/lr94wkAXM1rn8QabdbeowSkdYd4nfgvh8UrnmAVFhMTfNCbm/CtTyN5GF78QbRagbcQ1iBZdIaRK3iG2kM7mCO15RbW3kU8UtauaaHaMgcWMZMif18sfegBrnXbhi8S+Br+AeEymwdQw79FxLyoLOYIukvcxO/BUarr2lN2pTMp1tHJbjiBdPIpPkfoG8B7T7i3G8q0uaudJe87mHQQyl6+NWoKSZjKHxDm1shHGo4RSxnw/CCgufueFf0+Q75Jzx2EVgwuJ/nzD7HhVpU6y5XF5SOT6ftNZ8RxjYaypuZhcUmIA99zxrp3gggibSlSNY/iWBH/AMiVHzG814EcK5+n5NCrcZT0CI5BvKHiW67iYjD5hzac7xjDKI8XH4hWyKE95g8FnYVb7cKuNo0u9zBUqY2oB2gFuFR89O/QzhN4tRW0HBr20gubG+sNNhsYhK2tD94Sh3luFRM2oiP2M+I4Ln/VB2E+FWCMIDaA3lQXQwQQTDUGrHLAi2yr6RK1XPoNpvxI4Yl7nL5O0pVM416AbynUNN8yxGDjmU/6iYvCgDm09o0MpCy8DU9pWwy4hszGUkFJcqxKNRlzAaTEYOoMQVQbzDYcYdfzx/yT+8G0diNBMtRdjeBDe7GOpuGWc4e0zZkusR8osIaw7RNxaHSsJQ/i6GTvHfTKJhKBw7k304mq+0EEw9Bq7ZRKdMKvKTQDeYisG8CbTfiTbXhWflib+SNYNItT36PVMPXak1xEZSvMTY7iY3B8v6iekxxaCqoEerm2ggl4fiOJPf8A6lMd+gfZMXaN42CiMxvlWcr3MysnpMVgwvKXcx0LaictxsYi5VtH+6sobt0HaWgEU2j1cpsIIJh6DVWyrKdFaK8qn/UyvXGXlU9B3h14gFtoYnpExIN/KpjWIhaMmWK5WJ49oabDtBpCO4mFxJotcf1EqYikiEqbg9oy3jqVlWpUp1jYylXV1BvK1bwEJvMKKoX6kAuYNOgfZMb0CKFXaUtrwXfW8RjcqYotUMB5Zsduh/urKO7dNRbNKYuYyyrSPrglNLbzAVhTuuxPeYrELk5NP+sPtBaKBDvEbK15Va9yINJifKp7RFyraP8AbESkLXMwihQRDGUGbcB4jaJQo0xeprL4V9GT/qY34Fh8UmehvDgeW1iZTpqm0Vc0VcvSv2TE1QRPCxWftMhG0Vcu8TUloSamw6Kn3FlH1N01YDl1mHxRxZ0XT3mFwhxP7QUcFh9FW8YYap2tKlDlGE9oTbTghuOO5jMF3lRs1z5VKXvLXBU8BV5T3j1h/DA994Ze0oWFyZr2ge28w1bI8+MUsmJuveAGUvT03ET7RlP0CJZCby4qDQz6gmVm9UqaJpBoOir61lL1N0uIVDCxlMW0EqnkURSWEwmK2dCphNuKNl34E30E2Gka99Y508qmdYlQrN/EIDeVBe0GkJy6wVQ0Mw5urLAYDEUVDlM+J64iWiXyzWWMtLDhT+0ZR9AlgY6XF5zRaZCdzMhPqPTV9Syl62lxAeLbcFOU3mKOcBxCYTKZygmA3nbje+ggFuBAYWMf1eXRUFcx4EdxNDwFMFdZyVBhiEobywqaiLSacxMML947GoxZpaLt0XEuJS+2ZR+2PJLyoblYnqbjciB5vwtMLiAE5VSPRPacs95Ve4yrBBDCewgFuLMFFzCbm/l4eoCuXidNZ2iVDlsYDeGWlrTM/vLS0tBtLy/RS9JlFrJAb9Rf2l78H3ET1N1f4ii1eUwleqadIugvaYT4h8w+RxYwFl2MNzvLdC+/AkDeNiVG0eoz7+amIZd4tZW4DTTgNJp0mWhGnVS2lL08A0BB4F/aXv0PuInqPSBczHJbGEftMomLpHCV/D+4lNxUQN78bCWEbe3Cpmy+GEk7/oKeH7twMWxmk0mk0mk042EYWPTT2mqGcwTmLDV9oKrfxTmLOYJzJn/Ezn2gBJuYnqPSABMat8en5tNJ8Tw/Oo5huJ8LfPhh+JpNJpNJYcXpq8284GxvEqq/FdBLy8vLy8vFMvCy7XlarkeLVRuin3hqKI1f2hYmXMvLmLWI3isG26F3PTeYq3z9KX4YIjD4l6H9peXl5eX4EgbypX7L+hSqynec9Jz0E+YSc9J8wk+YSfMJPmEj1KdVcpgrqNJmTPnG8Lox8Ubk20gJG05j+85r+8bUeStZhFrKYCDtE7niaiCc5ItdCbRqdLmF2N2nzCT5hJXo82qK6NYifMLPmEnzCTnpPmEnPSVGVtv9DDWmYTMJmWZlmYTMJmEzCZxM8zzO05je8uT/AMFP/8QASxAAAQICBQkEBwYEBQMDBQAAAQACAxEEEBIhMRMgIjAyQVFhcTNAcoEjQlKRkqHRFDRic7HBUIKi4QVDU5OyJGCDFZDxNURjo/D/2gAIAQEABj8C/wDePxCxHv8A+97zJaOktEAK95V+Zc4+9Yz6rTb7lon/ALw0jJejElpGesxmOav0T/Cb3D3rbC2wtsK4z/j96lC96mbz3C68cFdceH8D0jJaAmsZdFeSc65xWkAVfo9f43pY8Ffhw7pKL7/4Beb+C0dEa3RMl6S7mpi/+LyF7lN157txaptw75NxkpM0R3HRKkdF38Vu2jgpnvF2HBTb3qWLlNx7pKJeFMXj+JEnAIuPdrsVfJaTPcryR1Cmx7Tymptw7xZh48e73Xjgt6u/iAZxqxV/dbTccz0cRzOhV0Yu8QmvSwob+ly9NBiM6Xr7wGH8YkvQxWRPC6fcrMPzPdcVisa78FvWBW9bSu/hbuV1d6xWKx7mGsaDNs1sNWDVcPc1YS8le8BXvKAbacTgEI3+I3cIQ/dANuA7hYZ5lS2n8Fc6z0ClGvHEKY7hMrRqvKuV+Iqs7825X3rgf4JesVgVs/NbKcealvquzJFTGvnIyqlwYEHPgkeLetFjR5ZlmA27e44BTaLcbe8/tr7J03+yF2P9SkIUj4lKG0M54qZvNeTiGXA6+blyq4V3LaU1PPvvCmP4BpFaNyvM805l+ZyU26mbRcESXgckbVq0pWRPirIwVmZlwqt2Ra4otci11bXUubYfs7ygyE0MYMANdeZItgkRIvLciXGZOOo0SR0XaHzVmNLrq5lXrh3CYUx36TPer88516urmM3cJcUcpM8JI2Rjy1X4hgrIYZq07Tfx4VDiLtcYjGmIyV0ty0mOH8teC2T7lsO9y7N3uXZu9y7MrsythekIaNTcuau1R1Mwpjvkm4arTWjnX181IBSiTlyRMIEKZV+vvwOfaiODRzWLndGqTH6XA3Z8t57hgsFhVfqJBXzKm3BO1V+B73Zb56ph516WKxWKxWKmy8K6oaQceAVwA7pI7Qzbb/IcVainoOFZZEM3s+Yzjw112Zdir67lOKsVisVj80cnX56uRxHeZDE6srSuKuvUzm8QrbXSdwQhkBoCvz79dMK0FtN99U4jr+G9W3+Q4ZjeDtHN5nuV2ZcuLlfmzWMlJnvQ1YPeSdYRnSmG8SU8Mlf60lMKTsVy7raN53BabjLhuquJ9+dMIH1htCuZU/d3G/Mm64KzC1IGtHd5cdaDmsMVtx3TU5BvIZkn3hTh1X60ucZAL0TJ8ytlivhj3rRY0K1EMzqrUNxaeS9Ixr/ktNj2/NSgumBjr71o5kgrUTFSFw1U+GtcO7nuOm/0vDgr3nzCm0zzeSmLirwrwdY3JCbRiFJwkefcJBBzdyBG/W3BXzWCwWC4KTb3KbszSMlj8louE83rrR3YnuADbyVEgUeyX7JeL5dFOKfILf71aabuK57825YLZWyrwsFhqZOAPVbEuiuc8K6Kfcu1/pXaj3LtB7l2jfcrntXqnzU2sDujl2JXYv8AcuxifCuyf8Kuhu9y7MrTIag0btVerhNbK2VsrZWytlXXZvNWnG5b/epwj5FZKNjuOZLWt692OvKL4RJeGznzTnndXejaMm7ye/TaZL0g8wtEzU3GSkLm66/W2d2GYHtummP4ioa4de7Drr3sLNM7zuTg9waXkBs95ThzzKUfwSQg0ub4G529n9kHwyHNOBGr4dz0cVpG11V4WKxzsarlfr8pHdLgN5UONhlBOWY0c1Fgx5votrzYmvhOD2OvBCcavSnS3NGKDaO1rJ4byrDiKRG9a64KVJZkuYwQLTMHUDr3Yddc1wMicFlI5tRHbLN7ll47tIbIGDUIjcDc4cFNpmKvxL7O0zJvfVLtIB2mfRCLR3W2H5au5X669XXq/PxWPdNPTinZYjFpDpu3cAvs7jJzb2L8XCqbjIJ0U7rmBEnEqXaUc7TP3CytHdbYVdfEdshF8Q2nHEp9JO2dGGpnGqR0oJxbw6IPYbTTgc8d2HXWm26UgpdrSSNFnDmU+NEtxnnEgVWoZ6jitJzoDk1zbZa4TBwTnUWy6Lw3+SdlJ2p3zrylHd4mnBytQTJ42mHEdwxWOZisVcFw78YUGUSk8NzeqdEjOL3uxJqBaZEb0IJhufE9pv7qWmhFjQ3vBMpzw6q1FPQcKpMBceAVpgIB24brg4J0ed59X2eSDRibkyAzZhN+eZ9niHQfs8jnk92OrvV1yyFA0qRKTnez/dGNSHOyZOk44uQuycFuAUOLDaGlwkedTRTv/EDsl3Ou12cfc8fusnSWWTuO41tiwHlj24EIQ4sodJ9nc7p/FHUf/D3TiYOiez0RJvJrtdnA3vP7LJ0dtkbzvNTxGDTDlpWsJKL9itGBPQtVEvaJxDe7grEYWm+q7gsfC7c5WjomG205qc8+sZ5kxiocX2hf1zgO7y1F6uuqiwaLDc58WHJsbcOnFZWkTEL/AJIOiaMMYNVuJc31W8VbieQ4VNfsQIbgXP8A2GYYVIYHsKMSDONR+O9vWubTIjBNo/8AiLpRMGxfa6pzGsD4DbpjFZSA603+HvblGWmCbhPAJ1HoBLYWDom93TlXchG/xESG6F9UA0SAwAriwXGQiNLZowaQL9x3OHGqR0oRxCEzbhORa8W4Tt6DmOMvVeFZfoxP1zXN9l+bM4DvE+OderrqiXGQGJKdQv8ACGuc2RtOFxcPooNIp7WshQ4YZChNEhILKRv5Wq1Ex9VqtxDf+iuUzNlGadN/7BNhQGhkNokAM50b/DpQ4m+HuPTgnMitLHtxBqmdltTTCcWluCJc2y5uPD+GZOEPSkYncogZEM37zuTg71sVZNQhUZhe8oRIkotI9rc3pnGFHHhdvaUYVIHhcMHCq69hxapg24TkbspBcrTJmFudwViPtbjxzI/iH6ZkgpDvElI13q66t0SM4MY3ElZOFOHRhu3u6r7U/QFJaYYbvIVuNtbmqbtKIdlqL4hmSrladNlGadJ3HkE2FAaGQ2iQA1HpRZijZiDEKxGZMHZe3ByDRWz7Lez9/wCGWohsvGxz5Vy37lhkoLTpPP7LJ0ZlkbzvPXUGE/ZZsnmrETyPFXqbLxvHFWmaTDi1F0PThOxCtwr4X/FWI5u3OrLvaea7lz71MYq9aOYYtIdZaPmtLRhA6EMf/wBioeUE4zjJreCsxn5V8PRYNwRvtRT8kXPMyVcrT5sozTpO48gmw4LQxjRIAap0KLex2KdChxMoB8uVTSyJ6Tef2WkNE4jcUHsvaf4UXvw/VTl9GoOa/T3z39KrLRNx3BER3bRnZ9nUPdvAuqsRPI8FYf5HipFWofmOKtQ/5mrKQbx6zUYkAej3jgrMS+H+im2+ahMHqtvrtny73IaTlaOZbjGbjssGLlbi3nBrRuQc4Woxw5KPGDwIkJs5ohptRTieCJcZq7BNy5MOBPSd+ybDgtDGNEgBq4go5DYtnRJ4pzI7S14xmsrGJY92wOSnhzGBTvtLZXIUediJO6frd1ua73K6G/3LsnLs/mtkfEvV+JYw/iW3C+JdpC+JbUP4ldZP8ylEaW6qFRy+bg7SlgFZowB/QK1j+I4IRIZts9bkUz7H2rb58FfqP5hXYieR4Ky/yPFSKtMMirTLnes1ZSBj6zUYlHHiamF4twpzLUItHfaad4Wn70JYd6mVKFcOObLbjnZZ9VbiExIj1dpRTv4KyzSinE8FR4rIs4lJtTHABXq7BPi4QYe0eKDWCQG5WHbbPmNY3Lw2vsm6dUiJhTawTTY7LUMA2ixuBVsNu66mQvK7M+a0rDerlpUiEFfSfc1bcV3kuziO81dRve5aNHhhXQ4Q/lRsuY1oxJC06YwdFfTXeQV9KjFSy8W9OY4zln5KkaUN3HcnMO7PDGokPmMCrcd2XlsiVytWfKakLgi14m03EKxAZZGpfyvzKQ2kNmGw5g8CrL/I8VIoOYZEKY0YgxHFW4V0QYhF8ESd6zVahXtO0w4FZSAeo3hEUfSi7+AVp1JiDwmS+zUo2okpsdx7vN2C4N4ZnpXgHhvRFDb6Ti/AJz4mm43kzQbgXCQmjDg3v9ZysQjecXKJAgxcqxktLnK9claddDHzWRAkyIwskpFB7MQg9mB7gLZsnhJF+LHmYcM8NbiVkqPj6z1pPcfPUuhR52SZ3LZiHzV0An+ZaNEC0KK0fyoucx5J/Cuyf7l2Tl2Tl2TlpQ3DyrhuBmbF+flYu2RosVhrbI36v0jpKVqXUVEHApzTiDKumO5AIsiC79FZfhuPFScpgyKF9mIPmpiTIw+afk75uWUgOybuqvxqgxR6rwptPdSXYL8O4ZhhwDLi5TNw4lXucvRunyKk4WXhWHvKgQaREyUJ7tJ05SCcIewDoq066GPmgGiQCY/2XTUUbpzqk7s3Y8u4lpFuGcWrKQDbhfpnRH+wydUmNLjyXZy6laRht/mWlSIQV9JHk1drEd0CwjFdg89XK6jDzK0aPCV0OEPJXWB/Ktv5LtCu1cu1f712j/eu0f8AEu0f71dEd5oxmCy9u2NQIkYTinZZwRc8zJ1Zdv3IlxmTUIcQ6Jw5VCIPWxrj83gVFkQXKy7DceKkarNt1nerMJq03+5aLz5rTF3FTGCDmmRUnXO7pZbsjMMsTcFN2AzLtsYK1wVJ+1xckyFAc9l8rTtwVp90MfNANEgK4ET24QrybsWYdO42meY4oxKNj60PNpJ/CgwLJ0bQhjeMSr3E+fc3t3OYc+1E0o52W+yi55mTrGM88y/abcU8bxeK+sWssiC5aY0Tsu4qRTWNxKDWVyN4RYcCmkcKrMTHce5XYnNaEM2M3deqVSaVaa1lnJX7RnepNuAzKOfZc5tcPmZdytMMiFNsmR+G5yIcJEV0nyVJfvDZd1/lObIXlXydSD/SiXGZOtdyAzBwdcant4Gpn5tYa3ElfZorZs/Q8UyHF0mOdov9pT4DNaV512H47j3E/huzWlS4Zstz3/JRIQkzBrGjci12IzIg9mIDXC8Q7oGR9GJ6r1ZiCRqjeMKk+XdW9DmANEyVISdSD/Spm866J1zWP4i9NfxFQ5Ra3RD6twqyTgHON/h5rqJZrQhmX7Qx7gTmkL9VMVljMd6h/Z5F7TNwP6LLwHaU5Fm9qyzcHbXXMpbfwg/Ou1uYKvSPa1TYQ4cu5ZOk6TNzt7VfpNODk78xUny7rDTupqDWCZKLYelHO07h3CJmvZwvQPB1UX80Vs53ri84BEk24zlefSsx+qv26784Hdv7tzV1y3I23WW+5FlF03e1uCJN5KpNKbElSWvYGwi66IzfcrcIzY64je0pzH4iukN4wTWOLrypN7R2HJTN5VpvmOKDhge4Pycy1pla3Gqw8W4RxahknWmmJNUny7rD6p/iKssEyUYcEzies/uJ5gZrfxXI8yKon5orDLE3NwRc824rsAi95m4oPhmTggHnJROBWM1wUyrs4crte4cDqPtNFjRGscdNgdhzXpHOd1M6g+MBFpBxDsByVJLGiFSWt9FIyBM1aYOUSGd6bS6IbUsePSt44w3VMZxKmbgE5531j8JlnOgUeEHuZtFyaYMH/qDtB2yEI1mw8Gy8c88wIJ0cHEb1DMNtkSwzKT5d1heJRPEU0w7nRDInNlnGHRGCKRi8m5AU2EGtPrM3eSDmG00iYIU5GXFWpGzxVqRs8VORlxTH+WbMYoZR05VdYtd97zstUhpRHYnggzJNiv3ucFlqJdLbZ+9Xo4j29HLKUqI9zeBdqHjX2va1AosMacQWi72QpHGpsWEeoRe8y0T71lYQ9MP6labpQzdEhnf/AHVujOtQnXt+lR8Dv0qe/wBkSVgYv/TMiDnmxIDIjmQoV0mmUyiXEk8StETQJcHOjG2ZbuWcZ3BBsIWiU2G3BozKV5d1heJRfEoXjOoNkYYokuATg61Mi6SjsiwYGUJIa+IXTHSVyjUN7YbbW16ME+TlEoL3mTdNg5b1KuUzJPhTuO5ZPJs8UtJevlfkhEtMIO4OvHlmwBxeTVN17jst4r24j1YZpRHbTuK4xCnscZxIt1QyRkRvQNgQ3M0XAYah+vI37tQIsHt4YuHtDguBXNWm3tO03iocS1OC46XROiUc2hP3oxoA9J6w9pTF7DtNQfDM2lRjwguqn7RRG5l2ZE6jNjPjtDHzlKUsFe2YqfBO7SGcYDD6aMJdGp8Q/wCY+7oM2ldB3BjnNMRzxOU7lahxGMB9V25Sd6U73NOCkDMEAiqH4govVQ/zDmSYJlEPdYlyRtNt8L0bJlPNgEzbCEM23DrcE8USKTkn6L01odYjyvhn9s10sDeK2se6bWbPJNyBe6eIIwKvqobfwzVp159UcVM6b3YBe1Gdif2U3XxCjEiaTjgOKL4hm4qy3FNhQW2nuwCEJptOxe7idQTxPcLbcDjqHUyit0v81o381MVcYZxChvoZnCfDFoc1lYOG9GPAHjb+64wztBRXQzNroLpVNPszmi47zPMceLs10OkQw4O96MKHEysL5hXK00aIaZnNLIcokfhw6q8mJGiukocFmDGyzaV4dfKLGF20AFogNa0eTQr4r3eFiJguyg3iUiry1kRoxODghMtIdgWlM8QUTqm/mKQvKsxNHjvU2iY/EieOojug3vsy6VBzDJwvBUGODMubpeLfmMf5Zv8A1EWyT67v3qg2/VhiQ4q0+9xwCtPvjO+StxNs4BGLGPQIvif/AApDFANE3FWol9IeNL8PLUhvDuBBwUt27UGk0ZvoXbQ9g/RTCmEYURpy+WmHfhkuMMrKQr2FGLBGj6w4IlwtwXghzf3QcwzacCiASAcc1jd8r80udgLynxHYuM1RxuBLvkrq7323cG3othehZyx99RpkQXC6H9c2A4DSdOapPg1Fp8QQwTIXTmtGNCPnJFrriMxrpTsmclaaZteLQnimwmm4CbuZqDm3OGCDwLnttSQhG99q14UOqcSLjghZNoZTgpyA6DUaVRUWH7bSKz9ljPhTxlvUqWxkdvLRKylGdOW004tqdyIziYw9Ja0SN/JOjR8Tc0D1RwWUij0hwHBZWNjuCMSKZAK07DcOC5q9Ck0kelOw32R9dTaODe5WXKTs8teLTTcQVOHfR37J4clyTIlKhZeAQQ5stxG7mrDj6PdyVl98Mq0y+GVbh9mfkpOvhHEcEHMM2nA5jRuF5zL1tT6J8OCDN10yrmFZeYtykBitofCu0l0C9I9zuprv0YLdt37IMhiy1okBm0bzVI/LzLLBNystigxP6T5qxYdb4SWmWQvE5SZsMFltTX+2wHzzA1uJTAw2gxtmfHMhw97Yd/mss1wLHSATQGylvTugX/l1ExVciCLyKqQzcH3ZjI8LdtD2hwQdJ0iJhWIYPMnNL4mH6psY4tM2jcE+kuhCFbcXMh+wstHu4BF8Q2WhTNzRgFNTKFLpLdAdm07+ea3L2tLCQmvQPnxG+sNbig0dzkd+odCjNtMdijDfe03sdxCvwUBwgydBhBkR7cHcDyWTiYbjwWSjXsPyXGG5TbsH5Ky++EceSBaZg4Gt7+JlXM4Lg3hn3BbDvcg6POFC+ZQhwmhrBgM6jdCo35eZDEO5rxpHeTVZyjrOZIGbfZdeF6NwhHe15u8lpOfF8NwUp2mm9ruIQc3Fpmjk3PY52AcLkYUdplPzaUclFhvA43KdrLPGEtkImLFybHHGW0U2HDdaA0nGWJqPhCP5upm1TNV4Rd2Ub2x+6ydIb4XDB2ZAn7OaXxDIBWn4eqOCEWKPCFCiUgBrITZDnfNTOiwK65gwUyplZWMP+nYfiPBSFwzIkX2RcolEjmbjpQ3HirTCWPaVJ90ZuI481Lir9o90PBXq7DPMKL/K72SnQowk5vzUZoDXQ40Mse12CDKQwscWhw5gqxE8isjHvacEWu0mOXFpwKsRL4J/pUxeDUznXyGa7KibGhGxBhz3TC0qRD9xWlSR8CDRgBJE59F6FRPyyhXf/qTZ+9VmGLRWnEMQ8If1XYO/3FjEheLSCFqRacHDA1xWu2Gi0D7Jqld5proYbSJMDdreiDGdPfZZML0fpGG8P3J5BtAXCseAJ/5muMKkNtsPyVl2lDdsP41WYTertwTIbcGiWYXxTJoVp1zRst4K3E2dw4rKRboY+aYzZhQxdz5qTdj9VeuSlswm7bk2HCbZY0SAqLZmI4eyrLCWv9l1R5vChPG5wUYDAmabEhGTmplIZid3slA9z55k258rmxm7Dv2TmRG2XtMiCmUR0YWoMI5Br9/4RVZfishSPIow4l7TgVI4bisnG7I/0qYViyHDctFrQnW3aPTOLvbOZzOoovQp3gNYY3fieCmNkXNHJBrffwCsQroX/Lmcwy0mnaYcCgWGcN+z9KoUP1SLZPEr0ZtS4hTdjXK+XCspn5YUT8wa2EYMso9+/gMUIsK44Ob7JT4MTfsngVF+0t7EyLeakLhmF8QyaFM3MGy1Wn7H6q066GFkoA9GBu3pzrr+FUhgmwoWJxPAJsKCLh86jDgunEddduqmLih9ob1cE0tMwXiSb1T+gqdRzsxRMeIIjh3OXCvGq9X5xpEEemYL/wAQXAqG5kVwpgdZiQ3esNzhVJ20sjH29xT2ROEwaslHPotx9mv0TrK9I1rx7k2K0StHfXNuJQALIjBuc1Q4tIhCE599kOtXVz1FG8JX8pqiRLLS60GttCak6IZcBdVzjH+kVENkJYk4BdpFPMMuQdMPYcHCp7TKTtJl+8JthsjvM1Nxm6HEl5HUFQvywovjGto77JyIbK1+JNf/AJbrog5VUikt2IlmfXML4hk0LhDGy1NHEr2YbVkYFzBjJRGQTIPbZeeXCqyMEGtEyU1wvPrc1cHE8JKWw3gF0rITYH47Sgt/FMqM/i6qjvG6IER3Mmp0GhOLIW94xd/ZCks+8xtie5qhxmYPbOvRRa4lzxuauzepWiw/irimENk3hNe3FpmJqI+g0TJvsW4kOGfeR9KtLRcN6EMN0t76xBjn0fqn2agasjG7OcweCnl4fvWhOKeSyUOHO6Ya1W6ZEdDiTmGtkZdUA0SAwAqkN+povhKb0NRsC0RFm4DorqoA/wDxCqEPbJc5XCajNLtph0em9WZC/fK9QfGvNO0Q9rsWlOdBJFkTLHfXUQPy1H8Q1rocZoex2IKJoccwh7LxaChQorg97GhpcN6M96m3YOFRfENloxK9mENkVthSyZ9YjepQ/fVZbVO60VzrdXNTKpFLO4WGda6Owb4g7m7pV9jgm9wnEPLhVkxhCY1oUPk5w+aMWO6ywK+BEscZhRKRRXTFm45miZt9krTDmn3p8TC0Vbh7Jx5JsWA8w4jTMOG5R3xqQ6HS2m0A4TD/AO9dmE2a9M+fJq2J+aDGbIwmgyN6MHfuVpgysLc9tUoTHP6BTpDsmOAvKiOgslunvNcypnU0XwlQ/NO6qYuPEJ7nyMSG4aUryKsSdykJeZWSi32STDM5A8kWiHEE+CcD2zxKQ9UVNccGAvKvqpB8LdRR/wAtR/ENbfVcpJ2XIDN80RC0hxKAjXgblskdCpwHWuRRa8WSN1chjVadjVMKdTuuYGsE3EyChUOHswhN3N1ZpkUSmJQ/qh3Jyc52DRMqJFftPM6nn2gD8kOT3LIA6EH/AJVUmiborCW+IZ8jgrtg4KYUOjPDHshnQJbpN5T4KF9npUOkQXiZc3FvIhCHBavSnyC2FcLPRTGk1WXzMA4jgg4Brp75V6LiOhQAiPv/ABLEq86qjeEqH1T/ABGqwcIrbCAi3cZXqcPD8SJdeVepBzgOFpXK9ZM9pEvfybwqaIjXxIhEyLUgFZaxkNk5yG/UUbwKkdRrrlzTokTAK1Ew9VvBTimyOG9bE+q2ZdFOHpBSdc7c7giyIJOC51W3eWZZqOY6mRRpG6CP3RLjMnFSAmShF/xDyhfVXLy7k5UmzjknfpXRY+8DJO8lEg0l1mG/SBO4qJEPruJqozh/qBGyPRPvb9KryrjmFr7wVI4bjUyV0TaJ5oRKQA1ztotai2F6XoMy0zYd8k+ju9S9vTMHLWUbwlQvEnTle470MnM8ZrK3B79GHIYDeVdUcqXN4OG7yU7OUb7TL1v9y0IbpcTcFNpEaLx9Vv1V95OJRfE7OHjzPBFz9pxmdTRvCqT5as1TqCyQ2If6rKv/AJc223zWXA0oePRTKtP2B81yzJ5pfF0YEO97lMCzDbcxvAJrIYtOcZAIPfJ9I3u4dKye5O6KRwT4TtnFh4iqLRH4RRocnIh1xFcI8Hj9U6HFE2lScbQdsmuRzLLvIqDCiD102qbTIoujNys8ZlOtPyQ3TvTsk0vs8E8cL0wjzWBrd01VuWip25u4SVGu3KCCbg4SUXxVZKIZMJ0Xew5FmTcXjFE6LpbQYZlquU2ktPIyXbvXpHOf1NcSF/qNu8QQOpovQqk+WrOZPgpnF5QAwGaRxUSG71mkKWAGJQa0SAXPNigOa3JsL7+Fd2iwbTuCFHoujR2f1VMjWbdncg21knnc+6sDuZCsRhhsuGIXpNKGcHjBAi4hCmQ8cIw4HjWDU9w2G6LOlYlmzcPSQtJh+RQzbrlFsSkW3zE05phguxD94zIkpXDeUXCUhzRcJSHNF10hzRdaaJbp3okvAPBGZNrhJbJtcZqzZb13qxaNnhXRuhTPEFF61XoNfEe5o3TQMPQcN4QbEbYiOwey6fUITq9LFhQ+U5lXiLF/Fsy6Beh9O04Ebuq9EQ+Lvibm9FLU0bzVJ8tWMyKORTOozyrLMK552UiHJQG4vKyFEGTo4/qzW0elOnCNzXH1f7KfDulqosiNDmnEFAQzOG8Wm8lMi1Ddc9vEIPhG3AfsO/asPadOKwNb5jMfSHYN0W9V6SGJ8RcUYkJ1uHvniK5gWjvCa9t4xCmM2zvcj0zH9NZRuhTeoUTNa8eq4FOyMSC5pMxpyWVjNAay8aU7Ttym69xxNW8TxkVdqqN5qldAsK8FfqnRIk5clabcCg735pT38rldjXko2D2kDqnw4m00yOYY9KNmjt/qUhoQm7LBn0eIdqUndR3QhEvNkNxJRZQdBntkXlW4z3PdxJqMKOLcB+03hzCD2HKQXbLxVAa65sJlkfXMbCsNfDHkVe/Jng5PhwnCI54ldurd1X2eIdJuzzCk7BXV6XuRc9PIwldmP6ayjedTugzrwFc0ay5X3KjdSqV4RnYK4q+s5kUcpqy7A4L8JxU2mYrmVy3LJQzNjMeZQWNVytxDNxF5rv0Ybb3uQZC0YDLmDUUdr7iRa9/dYVHZdlNJ+aRK3CdtMOBWXoptQD72HhmTzndUHNMiMCgylEQ4ntbitArcuCtRXS6qyy5n6p/Spx4Sqf0zrqsVjXRvOr+UdxuV6uqo3UqleEanguOc9nAqzH+JWobvMLcVuCL4rpDiSjColzd7+PSoV8EKg1gm43BChwTfjFPE6gRIolRWG/8AFy7tR43qltjzzrxahuue3iEDDNqC+9jqocL23AK1DEoT8ORznda/QxXNHDcr7B/lW0G9Gqb3Fx51P8NVIPCzU/w13K/UUbzRlwTJf6Y19yvvzaN4iqV4Bq704ZgjsbOQ06vRPLeixY7q1XOa3o1TjPc/qax55zqW8aR0YQRLrycc4MhNL3nAATQif4lot/0gb/MoMhtDWjADuz4EbB2/geKsRxd6rxg7ONEim518M+y5FrxJwuKhRZWrDpyRhQ4LjP1nbs53XUHw1Ujn9Kj4ar9VRupR6KD+Ur1cr9Vcr78+jdXKleAazyWk0EFaICgwH3CKwy6zqysEeiecOBz2+ea2GN+PRWIfZQtFub6CA+XtESCnTo0/ww/qrNGhNh9MT3kw47BEYdxRf/h8T/xv+qlSoTofM4e/NbShtjRi/XM07zwC2XrZetl6J56gdDUYUZkRxN+iFNuBwQi0kyh4Eymg+GQ5rhMEb9XRvE5FUb8uu9aKvzrlffqaL1cqV4BqzFpLwxgT/s4eMnjaCJO69dlH9w+qgxKOIjMm31uM0yKMcHdVEhH1hd1UjjnB7gZBbL1suWDlNhRif5se5vIZn2ikXsnJrV6OEwdG9+k4Bw4FEthZN34DJF1GeSR6rt/nXZidlEFl6dDd6prJOJOsh1fyhQ+VyiKIxxmIcWTfdq6P4zVRDyIzb1oq+q5aV+ronmqX+WNXR4U9BsO1LnNUlv4Qfmo7uEN36V5B50I3/KqOBg42x56qBCnIPMijZ7Nmi3MyFJByM5hw9VW4ERsRvEHv96dDopEeNy2RmMjf5kLQf03FFzsAtBolz1sM/iqPQJ7eBmog/Cnw4DIbw91o2k5jm5KO0TLZ3EctVA/MNRY298F1oDiFMZ0gJqc58lIiWrycK9x+SkzYhCyFS/yxqnQKJDEWI3ac7AHgmxY4a1zW2dFPHtQyqV4JVzBIKZF9bB3VQI3EFp1TYsPabgpRQAOIzcpR4jobuIQgUyTIx2XDB3fXxoxkxgmUQ45ODuhj9+ObYidnFFhyfDdi18u4O8lL2giOVVHl+L9NVB/NNQfDMnhTeHwH77N4KupfvYrqXC9y+8wF28D3rtaOfNSESihdtRvetONRl95gL73B9y++M+Ffe/6F96f8C7aMf5VjSSuzpB8192iHq9XUQeb1YaGwWcGYqQVL8A1UUn2z+tUPm1w+Sjcy0fPMyDzoRsPEi7fDcHayH4RnUd8bbdDBPfIsKFt4gcZIgiRGdCpO+YY/rr2HknJruBqeOaowGOl/xK0hLUw/zjm7N3NaYDvJdkz4V2TPhXZM+Fdkz4V2bPhWw33K9g9y0LxqqZ4BqoniP61UXxS+SA9qKMwFpkReFP8A1oZB6/8AypHHVw/CM1salNsUcbj6/wDZXd9Lx6KP7Y39V6aHNnttvGa+HudEadfL2U6RnU2+8C9Osqifzf8AEq+9aOisJ9FfnN/PquatN3uVw1ekFoXq+7PpnhGqieM/rVRLP+oFDLBMMfN3uzY8A+obQ80XtHo42kOu/VwvCK/QwiGe264IPj/9RF54Dy/gMzCybuMO5PpRpBLRcGll5K7I/EuyPxLJQ4MURrQNtzxL3a9x9oriDVF8gt8+KhUzJmkMhz0WmRwX/wBPif7oX3CJ/uhCi/Z3wIjhNk3TBV4mtmSuJW2VtlXkp43Q6RM9FogDuGkJrQPvWkM2m9G574cOjRIrWmVq0BNfcon+4FfQon+4E50sSTUadSbnPuhDlxTodoaAmWq7Ms+3DcE5o7Rmkzrq2NyRNkSxXp4Ed3he0IEf4U/xOiBxUOLCvY9oc3p/A30alttQ3cMQu0pXxj6LtKV8Y+i7SlfGPou0pXxj6LtKV8Y+i7SlfGPou0pXxj6LtKV8Y+i7SlfGPou0pXxj6LtKV8Y+i7SlfGPou0pXxj6LtKV8Y+i7SlfGPou0pXxj6LtKV8Y+iLaBFYYPq5Q6SP8A6q+TRs5F18/cu0pXxj6KVCpEVhJvymkrqVD+Ar7xB9xTftMWFZneWTtSXaUr4x9F9oo+UfFlIGI6cs82+yjiw7kdyyMbtWf1Dj3PCXRaDp9Ve0qbrkZ3OpD7h+HNuWEuqfFe6MwvMy1jrl2lK+MfRdpSvjH0XaUr4x9E37E6I509LKxP7KVMi2IdmQyZvVqjRY9p2i60/wBU47l2lK+MfRdpSvjH0XaUr4x9F2lK+MfRZShxo7Yw2S51ysujsc3xFW40SPlHXusOAE/cu0pXxj6LtKV8Y+i7SlfGPou0pXxj6LtKV8Y+i7SlfGPou0pXxj6LtKV8Y+i7SlfGPou0pXxj6LtKV8Y+iE30lw4ZT+yayGLLGiQHAf8AYha8TaVZjMMeENl7dtquprm8nw19+hebF98gfCvvdG9y+9UZfeaKvvNFX3mir71Rl97o3uX3yj+5ffYHwr79C+Bff2f7a+//AP619+d/tL75G8of9l95pJ/k/su1ph/lX/3xXZ00+am2iRXu3ZV9yMSkm3EPDBvRb/et/vW/3rZVwl/3HgPcthvuXZs+Fdmz4V2bPhXZs+Fdmz4V2bPhXZs+FbDfctke5YD3LAf+9P8A/8QALBABAAEDAgMIAwEBAQEAAAAAAREAITFBURBhcSAwgZGhsdHwQMHh8VBgkP/aAAgBAQABPyH/AOx0xmks+dwMBwj/AO2IkhzrXy5Yr5Aa9sDFS5F7GHtMmOlRahzVYFnZs/8AsJAVLNB3c03KLn3lrOSuqx+Ox/ycMaI583ghgebWFOh/74FUAatZvM04VTV/Ata5qsm5r/hl26HsvM2rAg8levY9nGKw+8ZrFT5VlSqCCRk/7UoUrAy1cGNAx+GMMlmsP286GSS5+fq9sZqZPBZpVZWXvFr/ACaVaDLZip0gdT/rkZXTanCKa/jLQ9DajLSvzIqhUv1TV/Bn0W5o1GdE3/6o6zA/dIlJXL+RJblndR5pPyrG6W3WrvT7fiRs2/qUYUTCf9ILbCWtUH0/GlLatS9Ck3KCZPFwoSMNc6lBmlfkXC82ypnN/wAbVtzQlx5KMypP+hCbmelLhY3rC1EUfirMW558JoU5LXPKwibFTHpul/uvPiif1XloJUGehH4S+a3mfiXksVPZXKVPZVo14SU76i3eHBTWh4VhgdbUGQen/MgCEOAZojsf9Oc/CyQll1lrS+rWmHw/tGNtPzAFSVDq7oUSKKAurURU5Rfx/ooSgEAaH4E8pb6FH6jB/dTYBsFGAmzQlACSNxPwJtmtCwrmNf1tbr4tWhb3DNb79lMidK2t51Zp5D/xECVBW5+l6dBq5ajf66Nwbpo66zgVmB2ItUqDZ7+d23WLcEIYketXQi0yinsQ4Jo1jWOm67+qGTIs7/A7+5HyXq6VesY+9qVTU1MPSlnUCVKaqmV4FQdxzY6UMJLnLvjND2Fqc5disVZy4opUNWYlSicjNAAw9ux/vlSJk/4B0wcqsRjvrSst1dl9ThLd86C1odEUJgzxe1vQz3I0S5GoOzjU0jEWmG1IJ615pI0PlXvFW4Xl323q7yPpWeAw70aNX1pwt8FY/wCIg74WS6mlojGRzNI2dKdWrtUznslerKisIvmpTC60befdArBQmrRa+hWFs7iI5W7iXPU3rzyG3515daIpUr2zB8+zjFKbqDJwRWxtQmrSQw8c4pATqlRFT4odXNQ5czJqUElDbuYzjN/VEVeqSA8ajOoi3RwvLcd870gF/kqz9XRUjI+VNxMUbzyoTC+KhcP46Gx5+hKxT/6hQ+s6pQjcAMtY4CedIcldG7COKTUK/dUznufW9z5zDejOF/LxV3b1u/cxLnQRKZ2KQXo86RSNk7Bav76ES1I5K6KkoCtFk7mdBFcEk0HAq6xWsOE46ne2PZvbbAOqioEc5YoUOXOdsIP8e8sHE3CT2JJjENOXW27gTnopkdYqWeRkdK9d3Vq5r8u4a2rupUcnGanzXrlvNrlPNrlvNrlvNp/IFIqHytC3qDoeNSgUwFcgrkFcgqKznhI99fTd59ltcWx5VMpuxjo47qAudDtScwsd6ghuU7FLLLxK26iVKl4gqBK1JeOU4rlvNrlvNrlvNrlvNQGWXW/DJOKMN37t9WT8n/ALu0gZycCAW+fKkbI9mweBSMX0Xra6MMu9QWx3ouW7AqkrkFL30KzlH8GvKr0XuihEszSgWw3XhS6wFtt2L7Yuv169mXDbPwVAlsU9lpv2Isbau1dR1Ln0NuysC+5vQU+E05vTmkX5d3thh/IUCuClV8O868drBIEowURK4akcqlTDUU4rz/dSdO1Gbfh5oNt5pAqeljyUQJIoKy6U657KISEZGjqha2HiTJAZpGeNHL8DmDtSHs7D/wClqFBbWlVlZXuOZj3swcln8eNOfZ3vXFuyySXsSlS8Y4Cx2IzxypTMbUKrWaGyx7kJxSjJHEYWctPJ1rHpX+U/Naj9HSi+7qtSY+1wXpoBJ2z5jqqMjnBdXpiRQryiPciYHtAJUFK2sN+w8TLUwR0FTvQd+6nNjvbvi/j8gFjvZDlfiE4qGypw0VfGO6VDkeT2W7X2VLmmKJViQdKLJKhqHao5VDtUcqh2ojB2CPcmButTJbQjtphRdfcfsKzBLzosQEnbnS6cL5qVDtUO1RTlmecVLkLwrnPKuc8q5zyq0iGq1AiieE9gOQHOkM3oqYh2zD2bpunveorfjcjCaznvRIbnAgpEBVmMZAtqTkkfpeiC0aXw9j90EuBh2UcqGgi5XrUtnnUtnnU2h48Q6K6a6KGS3BT08RobsJre/nSmfrWn9grsCn+7r/b1/qKgyfOgLPWrCAbhWW8FGkc1os+Yr/TUy3W10R62pex9ZaHDDBPbWTheKYpgHWiKnKedcp51ynnU9nnXKedcp51Dgc/ZObKwUpZbn9UwXnRwkqfSacU2NmdniEgMtQQ0I71wnJ+N1lbv/UUlESwDQFZZqg66vEgCCRqAc7IgDusbjauUvYTGlOXfSxKtOgMk6PYCpqX1nu8XoM0XlWPtSlKnvT1TyVAILBTTWUyx671voa9eHRF++9C/GdjvnS9DGiy6ChB4S1sFC6w7EIzEvRFTnwM3yeyjUvLpE7rnpWYu/DPd3UnNYHwUJs60JgPj2UGUpKgsC0rgFZQvfrozB5dgpkiOQmJ04GmhNQz9KwkqRdNU3OXlRlQl5Eq94HCfyLmFTtzAj1mgW7IHLtUECef8yjKGkRke4Enyf8SjnKs1jelCJkTc/RzrLi7Z2Crmx82o6ZNTgWgzpKKEpHK2P3TWdVyrjnsfeh3+YWyaPd5VFbHyrDveqCVFGxpnFtu1Ka1znnXOedS7/hyew227zdipcFYGHYNChVIXWNTwrLY1UabmDerZIOZaR3KSvOsjJmf/AAfeop051HZNGsHf7h5U6lMprUS5hnfV+7UiUlMq68Ac6PkUNWGQ1O30nf8AGNzvRbIkgy8qQmMkfwHLWjSYvqHK2DlSRI5rAk5cUjTrCbnmV14kAoIdZOYeha50W/POmlq1BNsA2fmrUHvv9Tn3uEWgsg0aglCUFwPOpNzhJuVDkedJbuhSPkpWHwUqt2fzZYQfJ5uVJxKVXaKZo6QMI14bsYb7OtWELyagToYFzaVpmYMDlwGtOAlq3dsN+S50llxCs7KXFVBWIbHYJnBn5Pj2+k7fjdB37vJr7VbbFWbCmLj578nnV2UKrvL5qZgGxaaQSqAizC8Lty+gJ+mk8X+EWWeQ1PWlmwO47jTTScmpQ1sv6n4/9SEDE7nJueelLRUSqyrQ0ULuJss8hq+lGN2l13XXgmYuPiJq2PIso+NuEiB9+DAdKUTnDlcqAJ0GD7pQCJZjtqcqfNE7BCWAyO1bhfKevanTOX8aQHUipBZLdxkl9q2SrNChkXaZhfPuWmnC4ZBb/wA86LsLBEelMVgw5VOLGhYFaZV7O7EjPW9qbrx0fSOjuOjW98sfLfuppoAx0oYRpAJrqxybHnrSEUm17qmkUEmNsQjsn/PiaUzGd52rSDKtydnuooqSAStgKmaz67+vSgbGgEAcWePgySZqISLn4BU9nNOJ0zqDuUOAaztWg22zx351IE3T+DzoNEOmnR8dlFtePEHs/ah/Is/Hv7WTX2qxW/XgbQ0ogClZFrEi8Tj3VZoi8LbZzzoSMRTM+VjfvnT6VoNBsVoU80aj9ntWwdU3agxk4f3np0p+kQeEamrP7nN2qJYKyX2HrSySwjl0/wCYuYkQWP7aWWutxW5s1NlcLrtNvBdyhrS4IYDddChuhbyP77UYbU/EHxrV1JnxAKwnNZid/Y50L1WNvu1WWDubVL5Tzls/NHBgx0f67B6HYjF4jtQHZD8gmfhSMEJxMvirBa9eI9SnCKTzhb1vwqX1vsZJM7UQvPwqKb+QP5wIenthXjJVr3vatNSpjuIzFIH4DucqPMfBJ8bTo1dajLu8DrJrOdd08/8AmQ/Lu1XAN5qQLDLZp7KjB+g1fSuYcd13XcXsJgMmpKXhzDA3KntlWQznxSauA2RosgF8mKRZ38+rlzqxnYJp14yhrPAtxCouWgg1ZfyrV2+tAJUFaXnpVZWXjoSAarYNWhV14Exzd6KYS1Ybq8/apMWcBsTpU7kc06vikyXytY+HvWj8Xl+5z0rQnmYO6CxDAGK1V1Yut3PhlCZjcncVc7u9ncd6Z2DJ/wApa7MBlbUivBY2Kmmhss8LlwAVMgCVq9EgZ9wif9hwXjzDK3KYjzHA3qTdqY1/AHOhk+vp93pMMvg+FXjOX34qEm0t/wCaMUDgmtMmMBDfX1/OhK9A2pbq6GDsbpAlz451OVZ0c7BW3FBj++dGADexWAK1XMPq9OyJurWN/SgWyYZeT50qMqZrB3bYQjEKPCqzPrz60+VrBjcnOstbb1EclCkiR58qnIJbd+nPl+FJvUNyhnF/CjIXjoylUXFAmrxFbxdRW8Gm6XEQGw9Np0qTYGk6902D9Ti70De6QR8lOVO7G+7FJeWzj7FRFZIaOZ5UTBZOsdw4fPiIRtoZW5To5MngV+haGRn1rIY8j9tSGxV0SZHTmfFSSARPtWiefsPPlWgfBQkcrU2oAgwfkgyAGVppc41PDNSI4RbBcmOew96crKP4bFTyAe+jo+aTRioSucgvMies0sq6rTuP6UusfeuwfNDgNANKurJf07xZuzMY+7cFAkyJUJ7mvTeC8gDPhUAcrgwWvTuAxKmgS1iS6grcVntIZrfVWu6CFaDqo1vuj3TXqP0mkx0tQoPo4p19S+yA0QrtQTNKgTzOahXKK5BXKK5RQBi1ZpjDk+tXEV53O2mALdXQpR0eGEm0lLpdXYjmmrUla50PKgIQMBQXCyMJUXU8uqvN17m3dnkexNKQ2dJKiPI4cCoPRaeBjJSoXwAKR0Hjup0a6OenOptdBH9POj8nR8uzVm2GXqbtPUG0E8Cn/VgkyPP8ds0Co9hx8uwR0Wv5KkKXYKOZGtI2vyytTPCmJenxk8CnF+RJ986jdUtt4HDm0zgtS4V132FKiEA9KUnIWaz/ABjc2pTZLy5d+JRVzhkMlPqGMJftgLLwVMQx07rsV6kTqOpNQGA7ZGRxc5rQdfCg/V6GsOqv6paXjDJpTpysqnxwCfcOGFSNvTNOGiNIbdHtjf7IMxzp5SmSzPd4QWhl8quQfS4DhZDWsGnHryrIQWHVblNQlY8CotjRoA4MJScsUfXlQygN9hUGiCJFHARDuNkoWTCzeeD68j0m/pV1Lc1PxUagZqcYHYE5IWL2K1euo0wXTyCiC9OxSDVrNSppE65owkQ4sFy20prlaJ1Js1eK677CgTGgDSo+0PVUUZRdG/C4tzxN6zj8AHUn/qrjh59fa6px1omJbrdrlpAV+gEr9qU9gDNajUaz7Hap/ga01EjrukXW9Q1v4hRXQdDSnxFSZ82paH+9r/QV/sakSuSkohnD8Jv3BILz3jW4W3djl8Bu0lbKXgmik3V8cICWEdR/ON8+8cJ+Cw6juU1urpiuUdGrGS1XJ1ikrrd+WiF6djVi1eSat0jwMUv1CpOICof9W/iXAu+b2FbbUGxTp7vYAVosy9+VDLHX0qxkOihjJnOKNSZD7ChKAgDThpXmo6luM6k+c/BSZzkxQ0YHWOnZt5ae9OLE5dio2xfUZr1enXKqDY/BuVgmsHTsl0AlcBR0gHI5mkgZz3ljaC+xFTnxzZqICQ8Y45frbjJQXmO5RyRnsWjXKulRmv8ArRlWMu7vxiYGTJQ3oVulFjSOFo/ufwrQtM7PSrtdVy9kAAiZUtZajAfzCKEAAgDTsfU5nirNJvj+EERjJV1A80ESZw6cbE3TTgMEeNBH4mE3ow7CAKlgNaCbBLGhpyl0rr3vTQ9Oxdb944bT2OnDzT46U+Ks8ZZ12HOg4hIiw+eVAq1U7MFz1KUrDZHGzfmNeX4MU0sdnlBauoKOwBuVAIzCfrlQQAFgA6cqJCGhOfY+i5I4wY/DtRGEwmlNiHbd5NMfaL04W8wPavS/i/O+xWFObxcpbAUrYUu6GlURS6uvfOfux2d2PMa1C209Th4j8Y7YeI8HTrBnZjqoiHsyCvdm9dWX4zDJXgQ+X4Elaq9mVfCnWS2BUyGTiBDcqyNKW7dJZKOcRQ3NRP3UOGnyf12PuHHFPvUeLbg7Cmy1znQp/BiS9DZ6IFSMLw1Zzz+N6jrPtVv0r8NKBimKAcjlKyqsrle/MdY9uzIvVHxrkLevC7lfo483TfnU1t/o+lQ8sQfd5VBfuO1BZYMm/PjUi8BvUwcueRQQAwdh+guii+O+ydO2RktvptJdByLwqeHraKVEw/qb1IFRKutWdL6IXrRvpVuDyvAPMrKU53N+Nr/A0cJWn3ioz9Yb0iVTK60Jf9CmBkJPwIZ8xDrHBG1ENOlBFpm5y/G+36sUYH6TQGspgXba5HEvauYyd7KN12eX7vjRiciOFnP/AEccP1Cm1fQy/SnVNlWvcTTlRAO+QLyaEWHdJoK0dBTci82t19e1eOb3f8/TtQJ4YQIQhbOVKyrz+Au9U9Av3RP+o1KCdKYsicaHbk7NWNDZoNUbnG/YP0rArbG901pFYcvIrXDWNjQ4w51Prz7TW256A7AUS+aFPVnWdqhYRCyA25X7erE3Jt0oLlvHRM8YPxvsqCD+00txTq4KOJmhSLbdKc9lNaxBT5RmpGlZ31M0FYa5Cb0OyxzC1DIsMwtQiDDMLUei1arL0v8A12UJIFxrpqrRwbHHl/qhz6VlFZTA35BQLSMlPwUIveijZt04Fh5SxVjf1SPL54WRw9rxAPf21gevakeRwbN8G5pzb1C0/rWUmSpS0nSdRqTjGh22mgaEdzZt1psboUD+hTvJDUN2yY4qYFTbsOrUYlyPBnsdIH27K9sJiwlWOtI0eUlagDPlXKBSLIPR2kJUAq7UzrATEb9KvbwJ3dXsei/F2dDVvU19Zz7MxRNvwMUhm2qCG4EVay8QSILUWSy6ItIXVLNTFherjuEh0rXkAZ0P341YuY2niEhI0m1EJwSc2azqWZMblNNmAluyLPcpwmkN5c+y+6q/D3tIfFDXKty+AoUfnh8VZyPt8qgoCBrGrwL1BmG9GtHvSMnXj1fXsi70/ffwpjfq7PWOLiZjfTTtWsgfKsxY5ra4th81bUD9nlR4p2NG9QLIuPq6+9e5iHPrWjajVusoGK57V/VQy2PPr2B9bTsGaloGzYLCefOnBmbTFQlqdXz8Fz2tl0HjPjipW5zOh7z+LoVsgUDePGldyyy9qYA1bxZym9CD2UkMPBQ32mjH24ryH7OxPBtFKgTLKmSFuhUYm2PFscAg63dcDnetJZnm32KJhsqrrzHZjgj1bjuvIDwTmOVIlg6vsEZoKQQjCOnDxxrmS21VV/q4D2KikaG9nKjaWCU+Hm98V7S68qj8w7UuhsBU9ofsccc/h/FDLXe2ex0jsY4FxeTz386RwKUEpnUpVn/THOma6N+2vNZ3O4PetZGQ9lTO/wDtTnRIZkKKDoD5F6TJGXY+4UHZKR8LHmHM0dQkVSJNHn0oBcNMkIjS5dna8RbfbSjkQJOq48KwK48+fZxuX9990u6UqlM3noNbf8GOYawkN7XrQBZGiTprQNCQEj5FWLI3AYqz7F6EdN7V6vTEMlgKbps0YUW5eAzS4Byi3BJKWKwHPBxwRyjcnFsvhNFqbi2AwjvRqS7NBh59ibZKuxKMjCUskLiCSQtL90InlWUqI8qkczYDTkUcREh16Ssp/wDAqYQ4DXkU7Urg0GxUHV+lJkbABKtRfLg2bf32c/k4grBda5BPwDLlZKkK7y34QdXayxVvU/b0ofpHgMBjJIKLu8k9akl823uUQ3kxp/KnXTcfV0p8ALZJMOfvQDySGtY25Bs9mQ8JdT2UQg1OVZnHSZCUB0VAIAHI4NiWxvRaQH3OKBubff8AW1a6TKQbq6/p59mPokm9Xn95o7eQQi7Gaj6rfuo1ZcJ2ILGYa0TRtcX1oipIxr/HBCchVjt006+tA1zsYCYr0/3pfhHLe1Cy9mwmmlaEIg7UaTNTUNvNQySXozDpDRM/xavhzrwRNMnbqMUA1DR7NvSvCzA3M4dRD17SXYBRjqz99aarpFoChD0kfmvinv7RRpyD2KeWxbaUO4sFMluWsUvc87q9O10d4+BV1/CThb2ryJO9PtB/QwEiVF5Z1u/7ennL6iiJQvFsJloq8Zbc1mT+x/lfNjH8qeO5c3/FXtP+YUOAshr2JqJ8qOwoFUBq1l/CTVvlXEW1pZF1JwyxLJzSfwqN9pK9ZEaMcOeEfwc6FSILAdr7j+s0YOIxDYCpEc6JCbFE5oHWpB5Rz5UNu9YbvjQkKcvia8j2B/l4JqEoKjAp0ocDgsFablW7KmKZwBMzY12pJFIWUrX3m3cn7MqazGKgVUIVi5UUkIehue/YRFvjR1VQ2EyQNmrUxZBHZUuBgMrYpuwOsmBkI1/dRHHVkCz/AJWDwu3vUrQGbf2vaQr+0crwN6Be6tT70STPfy27LJvmaZYizLYeHDq5WRhWNE9fw7Jy4cquDGj24Rzgfs51tY42+bepgy5p4X91gYaDRbnVgnPeigbFkL9WqatjE38Gnv7i/Sr032b9ygSGkMJxiXmD0OKN4FJR0aChwBQpFNaeVMIROeijyLkdM060YpYDtsyO7rB04Na9rLCbi7VCIi1bedJv50FpfjAdrlRfJP8AaF+qjMusYvFzURYNIxqQUhFBSSe00ME8reONynkvAsmHMpmYuiITdXNZbDlN96KHKs2KX4KcV5qg8mh3EM4tSoTW04YUayjHBfno1q11N7gtx7DI5Hq9n1myXYpzbFtEUDgMp71IgPl5SfOppNGPu1EpYDfnSiYCl8mG1LMi4+y29AQAEAadjeacbunrSX/+cNZ950asDJkaXxEtaNlNgL4UU1+bly/EmBhYoDAkp77vb2wnjUC+4VMfXgNE5VA8pModepkoowAowLMlYW63tWzsJ9qcjol15dasD6iKmGo825yowoCRNeHjI+vFITlUKFChWWmU3XFRQUbpb1oz0av0R/VFhiFbYYO41h70ek440Zg7/DhMjq7HVrB1qFjxVzXm31GNv0b1KNYOfEpByTw/yvFjrtRcJzU2KZMuCjTsAYDVMxTnj5DlVrMLRQ57UMkoUbBGnDJWZvR6b+u5bDxngG/zC3HRqU+dFhs8zgeUmx5jWOHjse4sHIr2CgfNTgrPo5UHPu/1ajyTWy5mVLihSwWwKXlMFQ7MB2zY5tAgilocJkohDIeNSyLARPTgoDQ/fKl+Lab0RSIHxJqVhpGtrldhkrmafhy8ZWOxJ7NJDDZ7UFQct7uTT9tYYadTJZES82+07U4okJUGbld6yAmza/2mA+cCslF4lOLK1nd8UAII3Eq3xuTEV+8doUCBcCUKFChQqRS8vgW+exaTY7mWBvVi6UoZYqduVjRq0CHBcsacoFurGo1fefm6MY421OTD81KcaU5N1zKsGLtRVYyTN8UwMHVbXpTlpXKoTOHcYoIILFahuzdbyrGOHoqyt6PpOXdNuMwK1BJm/Qq1iXbfYqAIbvJ2gOZmuL9fKgIQNAjsa2+teweH9qxFlOqP0nlTCtUocAu9CnpAhOmAgDlBQrZD60dwXExrNQhs65Wq8M49HR1vvwQlQZE0pC4be5igqKUa2aiRlHvTEdj9ODPcZ2+QnyqfePw4jSOIygFMg44G7t630b9rSY6feSnckhtZKFsXgMieWEaTas2ga71pgePz60Zdz5ApKYJi+jlQiCXOEXUJKb0r4AupG0kjIihQptQoJq1Nkj26kUCTsG2M8+MrowdzTEb8IZFFZATm1Iug0+lBBBRpZp9N3hHgGXwPOtHpb6M04DeN3smjwSgDDlyjpUnEEpKaGOvBdDuPQVlb1fWcu6EdXFLJidEm55RU2Xxpv8M1IkjI4d6JYjtbRl9uwfksq1Jmf9o86FGwBTmBgKexSrSyWrl0oyXIhdlcPhwJ/inepsSsUQsTdSY9LFAIZ9fPVq0bI4x7gplFwi5EfNbBw6BeoyuKHQt+uD2I+/ilG+Pw+aDSgKsBlaAObWHR291RXSJmgyu81b8NHblwic1Ne3lWXMBTHWrul1KdEhsj1oZJLlZIblBlR6G9KAIsSSRnGtAhG8ApjbM4VCpLJQAW6BV93VfrrrxCTctl9HT2oqcOlngazlnky18K0AVHZ7UwebS+CGXLbVaYIz2EdVlaBsaAQBw3u9nc/Ucq877FavVqbpC8IWFqDNNOGrDQG814WjxzsjBTsMuRRYyRZrcUSweTkeNOUbDzoxIYEetRCy97HPStT7zoctXbcq1NzX2XLuhPTwmsTPHkaTMtodHNA1WC0KABk0OtLnHu25cDEhlKtOU/1efAMXKK28jA6OutZKvngIdzVqWAJakoLNOnKgLW2cfXcY4XilfUo6166/pxuDXPQZfanZzn8KYbcFkOAtNHj1oJsa0ocVXhP7pyukUPxrd3Y3aXAct95f2pctZaKx4JPYsHlb/KlezwpJBkBsVLSvWbvipTVlhVKsZDXqSXJzyqDgTwPXY6tGJddA86QZ9TrlQK6CngEwvCmFC3JNucVZUiJzmmQX3HQoGiYnvqXfLia4CmfW7n6jlSj6MUIDn96iA6eEhphNgUE778AiJgEJcG1SNGswFJ4FdCHKaN9MDZ8akuZEnfl3aLFqgewYFThqbvCzcesz23DV70+t5d3YjbgUjBoQSXKvjU1BDSm6N3L7eggwtiifCiBzpAoTUG3WtGPkW+dMhykcQiav04UUd+Dbg4ZCjEa8LuwIZhBu0vMyE1PvrxcuQN21/Q8a95+HM5U6BSNyt+NDIdr1yCf0RRjNE+c1jKoTdZf1wnrI34vqHp2DihhlWRpZpudty4Ek7GMjvb1KTsUZjym47b1CANAytTk/Y3qAxeqtEMq3VCNv1MnWg7qfJPii70EgZKYEFihQBPAyr3QjKg/mpJCJze7Y4+7FCA+k8CPmC5OR86yL8qFWHUYgNK1JlpAQJKBOQQooDAigmwpGsRB5XU0DLgocIJ77gpAiq5VRiV7jO+8d4VbvAuwZatQorKM7qcuNPVdip+QMGP6oEdtPqKG9RLSH31BKcrWoww6V/4qTYb1jLrFKpbrU8DbRv2IlWtzhf1uwaRvXVoqRUp1aFKRABKtIpIM/T6UAAABYDSpG7fhPSUANg81GKihAXX1cPSiobYgyeJ7U9+vmrwdhEeuxTKuCu2/A1FysWdgetVTy+r7hSSlzUptvPqaUAc6IfxjelR7ha50pxRIeICYRobtqZjL6tc8/ehQoVIuqjvKOEov5oBJqJk3hiaCIBIwFYBGBwOSEZx17KgXY2/zUGYOyqvKNnF4tQ5HBPL3UDdSqUytJy2I8ukrp7mGfz16ru5gOdTTxMlIpbtSLlTSuj11/FGAJXDbn2QAS3G390d1WOZfDQcgtW8vebapiCFjsIQ0olIxHYFZmD2p7SdYXvCLVqZBHI5flxj37H4UU3ohglEJyoAmD6BeCMBKTo486IpVCbPHmO/RXr5gO5RkkuPU6VmilXPs8SkPxjSNAF5hf8AVQZxMvAECCwjFCI74HrNDQ5o0dJrnxFQWyIdSrx5c6IqfNC+BplgpSNu5AxMWqKaCwzmgASNOHjTI8p3mpK8cox1PBtXBfYs0sDGAFjxqwX94ygMqSuqJVAyPVKn+e7QQW4daLzhXMw/F0ZjmX7BI8TfKgi5N8Vo7KCDsgAq4EUQCRHyqXKdBCUBWFwx2c6kDkbcXost8H5obfUPd4MSbgtiRI86nBwDu6OOPIk/D5LNZPrsh5fFWOnQe7k7NIWokTRoiQcF+oeK5YjQwHepLT5U18W9RwQIVnSjgcGF1xcw2OmKi8fsgF3KVuMUzZJQMNudKx9wvNIxfsB00I1sVu2CQNb9QkFExO4R8q68AueFLCDEWWpBs4s86AQppwHhRF522n8Qux5Q/wBpox9OOAELhosAQO2phOBZqFWULgooRmWtTznlvTiNmZC8CpGG1n4nyUHGKos1bHShIwP0Pe86Ihp3Poael7sLrl2LZza8qMlwe92wArm5tQFiS9eNmYexcwxwTfSoUN9aed7LpGyl3oT9FXhj3/iQkYbPA9DwKRKs1GVvdcpkgSfUGaj+5z4OHpVhDrLcfAmg4uOt9RZ9PepifsvUKUsGH0pRwI7KSaLNDc4E3KILA9kAtH+NDsCFPTd6RQn2mjHge3ZVlHlLUxZo3geTUWxwg2C1Ne4J3nghVFBFhJzoAQIO8sQ1Oh510fOkN1OATtGZ7NTxnVEiBddqsDIkNqIbMR1dkAlGuCibyQG62KWYDJxAPDJtG1E1Cuwapy7rYo4WNiH97aXC5m6RPp+J6K0J4SsgAqyDWvOkaUsQ8ynh4wnC9yvuH8OzwtFmW7rxMgKSGBn7KLvbbHriuf8AswbzwKlDmVYSPPyPCvusVYSpOITlX01NMNHsFaDMfN2A56b37z0NMQ8yvM+x2nKHhSUgeneCUCaZlQg29NplBjs5LyV/WrAo4wPlwnhBubXUvRyW651ujAqO7iBKmCllwMKBzncfW1a5kZqRiHAUFIlxKtzQQXY34oo4fIFAIxT79wViqx0kvs/iqUsDzwYDz9uy/C+zmGhliYR8Q7ERLL2CjNedPekpOkMjWCENHxtXOEdsNJZH4UJZOkpgcbrNOkX16eU/fg5y/VwSdH79oWBaF0iuQqX+K2kpPSenD8lau7fg4hNGZzQBAjh9Xz4eMdxiruVcqcqzahJNuPXFK/rh00qEa2nypwLJ1LNFz5FaLwCjJnmMFSdUtjeT5cHlDwwFzatWlzoEAy8JLhg51NwwfkdwxeSbr2/ughBY/FBDvZbBn9+naR2PLx81FB15426nCPv6tGNORgMn7qQSsUpA8CjNecPfiWjmBPkaCQue1Cjw8Vz3ip4fuN+Dny93BaPu/EWCaVyitCnr2zMt71k9iUZwmU7/ABi29bgVjsP2edfec6MHdY141sFk4TQLgWg17IGY0eGcJ81EQ/QaUHH2/WpaXS9HEsHL2doXzeGrvStKpTq9rVQwx8KZfULp7HQoNTwKAPxi52hnSFIL+2lrl8cDsRfnk/SGprhg51PsQLcVZhBFCW4FKV2sXXgUZr1P3qamp7IWfde5wRnmOBZt37lYktQG6gjFu5+j51f11OV3FYVNb3waUoEd1jHjVwvdv67nX2nOsDp3YwUGaCBai5SWJ4V7BVf7cBOJAR94ewJqamruh7KSFOxYXldtqaP2ShMc3sawZ2pklL+raAjyy9XxURQ5R5jl/Jz+LOSrkFrL7fKuS7hd0w4RwJGRh3o7VzN9PF2AwnLDLX+SfNf5J80fwz5odDdNdWurXIa6ldSupXWqJE34RH13gkNtXlRPFT0UkCJJYnFSKWNIO7fsc69NTld1+uKBAkreeDSKBHaYsq4Xu5+g5199zrB07qwHaXV2DVpSMgQiZxF+VBiRl4cB0w9CQDkEhrN3Idjn7zr9Ba0PnQMKBhOddSupXUrq11Kaxkx0palzkfNf5JX+GU6lRkbJW0+v7v3l2IwLqRAxlaAJk2D85a85CRpaVtw+WKHRkx+gcU1+NcnXwrPvBO5o8WflC94ADqJT04mT7Z6K8CB9anUJyBDHn3b9HnWlX9kZAgSVrrwaRQI4W0TQF/AoIx3WBydfcc6wd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)
Starting with a Clearly Stated Problem Statement
- Specify the data science challenge you hope to tackle. Predicting patient no-shows or managing hospital staffing—a well-defined issue statement directs the data analysis process and guarantees that efforts are directed toward practical findings.
Work with Subject Matter Experts
- Because healthcare is such a complicated subject, working together with other healthcare experts is crucial. Their experience can offer important background and guarantee the correctness and clinical relevance of the data analysis.
Emphasize Data Quality
- Good data science starts with high-quality data. Give the procedures of standardizing, validating, and cleansing data some time. Bad data might result in erroneous conclusions and faulty judgment.
Remain Current on Regulatory Needs
- Strict rules govern the privacy and security of healthcare data. Learn about pertinent rules and regulations, such HIPAA, and include compliance into your data management procedures.
Invest in Ongoing Education
- Best practices, new tools, and methods are consistently appearing in the field of data science. To maintain your skills sharp, keep up to date by ongoing education and career growth.
Utilize Automation
- For time and error savings, automate repetitive chores like feature engineering and data cleaning. Automated machine learning (AutoML) platforms and Apache Airflow are examples of tools that can improve productivity and streamline procedures.
Building Scalable Solutions
- Volumes of healthcare data are growing. Make sure your solutions for data processing and analysis can grow with the amount of data you have. Reach scalability by using distributed computing frameworks and cloud-based platforms.
Case Studies: Data Science at Work
Predictive Analytics for Patient Readmissions
Predictive analytics model was put into place by a healthcare software development company to lower readmission rates of patients. Through an analysis of past patient data, the model recognized readmission risk factors, enabling healthcare professionals to take preventative action. The hospital therefore cut readmission rates by 15%, which improved patient outcomes and cut expenses.
Tailored Treatment Plans
An other example is creating individualized cancer patient treatment programs with machine learning. The program produced individualized therapy suggestions by examining genetic information, treatment histories, and results. Better treatment responses from patients and higher survival rates resulted from this strategy.
Hospital Operations Optimization
A hospital optimized all aspect of its operations, including personnel and resource distribution, using data science. Through analysis of past data and current inputs, the hospital was able to better manage resources, plan staff schedules, and anticipate patient arrival. Shorter wait periods, more patient satisfaction, and lower operating expenses followed from this.
Data Science's Future in Healthcare Software Development
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Aq9FXWVXsq6wquiVjzFHXNdcbT3CuuBq9DVj5vT6e115WP64rrxrN934Mx8A5P0PibbnK2KXxdKreMlRVunuk7SqPdEkDkZXdREzGjdbeDtBuXz+jK+rH9cxvQNnICNlNvP1ysRlaNXODosLBJUsTXRfVYj2qNzptrj+pz7aQ94YG4PlPunl7VeaNtUsvMkc0MORAtXfLP0yFGW9PZ8NXpVkgI3v82tF2jwwNX3mJn9jd+ZD+v+XVWbG+uVTl6+UjSJsZmyDLCUdu5VJJpjcABemdeUA/S0hDIN6PURq4IH0bNuvPM3vcV6eLB6fJrXhDa4S92fQaMnZg12V87oLQzzqq9pNBinUvskl2fPztrusRr6bzX0nuXh/svP2Hz5YlDuifmbhLoVliA3ffEJotNAsDT1lsQar5JFEch7A0WKt6Oag0lgRPGMT5x5LvcvqTVF4p0pJDcnadFUrIymmrJci6iQOxlCrSrtlkkS0NGYH27yP2fTz7XsdnPoa+NSowe8WU06NEvOHNpIAxjwzVCFtdjZuYOkDuuuo1cPUp4n0DMl/Pud6hwvR5ODEyg4OHoAr0ia+TsSXykzczehhcqO5ZbEx1Mtpk9fOtIiaBPQvL9K8eQN6d5qWYXJ2clLQN3D3gLR0xtrocJaZfQTFl7PS9Fj6XO7eg2DrJ3dOyiN9BoC5nqH08/yrA9c47oczz7N7XGfOVB6DIT0eWpvp5HaY4HpKgKTQXTKTsHZ+15+y+kqhDtpuYHV+x+P+wYNWHbBmYiwjXWxXNYtw2m1ytN7qWbqU0nKxAvIaVQ1kbCDquwIZ+fpnD+Z18vuzUjl0r10JPRRjdISqsUlMVZNYG1z3XSm8Rt2ZUUjQyyHQEJ29WboPRsnVfymeE7QmuLA83SWgDaM/Tz6PKrsqaisQoMgeKe6mZfETN6LlNlGreytDLTp4xaOBu5fIP3cCHmqvWpp1eKkesZl15hLpDNOXP4oig9ZsvQfNsHsN/K18sNcqyTyVw1ff4evznU+d9sdaPMOe9B4Ss+V0vOdYstrr6PYNHD5nqNCfL7bpqc++16LbqUq5CbpnhKqyglWZxFLcoOZ0GZo53GeS+w+O9DNxg5I3I9Mu04vtRmHGxqqCmpfVO0u158jay+2Cee21W6EdX674x61jaNIXQvLZoCX5d91EqBOw4MwG3jEgr0nWDXg+5M69UWm10zSqsX8d9G8I283mMa8ZjpvZJbBxT5yZsyKpanK0gomTJThSX0EOz6zyWqxoE0CauotG9DteJ03o+gATgH8aN9OrdC2qgGGkhWg2yFNsvMA18VqaxLQTUXeJs0VwqNEzdIY/PrLFIzVPC4TvMTZzoHYHVydLZCzndqGdpjEvxe6VXW4vnWjnaBdPu+PqMx+h6AoqvN2uSwemytXHbL1Mx/PbtOG753G5HoOKELl6yv1YvU9P8S0bT7Td5Vr529zllcLReg2ednEHamcKQtvbT4QEWdbzOOPqwdhVo+bg0vHCzdYSx7g1dLnhiRuR3F1vI7QSyM5DVSuUvo3Z+3wNDueE6xV8RbTdqzdH6r5R6zmvOLyOnrPWUisXVqGKpqLSoLTtjSTWD4qu213yrmvY8JUWMmH5ZuPK8T2eS3ZhIWsncxQRsq6g6ZrFUTrrJt0A2AiKyWKe6whLX984L0JFhefemMzP4NifTTg/wCcfRvRS5edm6mY7AtfF0ZTiONIfeNsLcC7RoqMjXyGqFBOENFmmHqiwTYw+hEyNzH18m+WZp4tEJj6QGvAF3XB9eJ9BKufP7KjKuTy7F0QuxwPNdDOuPdee9+X0fU15WEnon4PRBOwj42nkaOOV2mYIzl441eWEztzB2Ea9vQxDehx+h0+ZOPn+j6nmvU5mZ8+4pqcmTtSsOeq6kii47rY8TTCORszdKoATCDoRolUndijEDczpI4EoZpzaUWkyq+lkn7PDJ0gpDWfbTboR0frHlfreW8q4DdmQbXgfi6zAadSdjlU2r1OzoX1SnVaXlTUSyawcBuVeRT5rbmAzrqE9FEDyBhFM7iXPUxyjA0DdGJUwbNdgc/dB2LK0sgkk/QJHlfp2Ns5jmAV49wIs1GCvows84B+SJgRFrqqUSrUKyL1OtsqvoxcrdyiDPpIBak3quOOA5aeZZL2oDVrf0AhFiX18V2/nDsxzT51qfRieJpVo7iHN5RTEqy8jXj0ue9X8rt+16h4v1eT1Ghzh2aLyycXYKucG0d3X5nofLus4+KqzdDORrA1cnVQ7QIDv387QKziGZNU/DKLH0WvyRFJ74rg7FM6rEzRmKIzWEMqgbgw3jj3Dq2wptqTqyBihsG5jwNAJ6BYU61YKkoWhR6NxHV5FajFqgrarNGbpfWfKvWMthbGb0OZ18qXw9tJp2LW12C2TNXRxqBr1cjSFG5diLfK7MPVVeVdnK6CrTI0yUXq7LB7LoyYxTE3beNcxOsPqAkmGRvZTQpvHuKp+gecY6H/AFFZm1rzaEBKirRvFDqGhUBsTol4L2OndhvK2z+TvFnSX8qws6bLzISTz7M9qdFgI3XUrnutW+dAYYM6+/neOE+5pnnWvG5N8rQnc5wzno0XoOR2B1HQFd+fqeo8y6MTwX9T5Sm8pEmk1VGm9oD8fXD88kaqVVhEA4DPqA08zUS3Q3Oj9S1c353u9U4Jo5l4km5z7gLLRo35d9oOqorlWDRqp8Q7xg1kGC9WrTymF6BwAOyBihedvY8A8L9SlOKV80oKH67xnRcn0+UDXKnXlayqx2fqfWfJ/W8pU7Wfs4dsoXrL16pO0pp1zlsNMJuPnSA26nkxvOrcadaGTfkL310yHRrd4IG2qudRNcpUShp3WiWAY/NfuZdBp0CQdCw5me5zzBz8O4bD1Pbuy8b9k08au2EjzdpyvV8rm25odoW7l2SHnYvFr6Kmw68G50dnPE6VsWiznLdHvlu8zzu25hisjoMiLF9IKTanSfj7mKBw4BAacw49o5S7B3MMX5Otk6qt9koTfnd2TEEddxfogHo3dtLHr8s431fzfVmwGeJyuEordEE0JL8/Uy9RLOo9J8ct2c/czRptTO/0DoVzyKfpOUSuPt9NtG/L4+nkyvJK/UIXfk4vsXkVsp6Dnq6f1HHW1rdkiGB87exgZIF6Y2aaCc5TVF1OeeD1OPn0W06FPKEm5+t9X8v9ZyG+tlnYehdIaatVri2yWxauEKJoDaOXgee7vnOzM4FWSPQlXXQrWkyFjpkNumartJBulGKJJLkRTeYGaeJptz5eZ3PDifpHEdPeefxtW04O0d7787+p6+T3mhwvQa+P2+Nm1LZMGI78pFgLyFXY9Uvq7+RJB3Q0YFlH1+tznf4+hynoHDGJ0tzFedqx0BiA6sHbt53MWepYnN8qD9kfMsKEVCVU3VxDcoWh6+OWvWe4NjkmSGqNJ/Qcahv1p/JWWXec5jIxPYBUZkBY0ZQExUuF1Mstbdm3MnrxadmXMlekP5yhDurOAmQ+nLzNqv1LP85jRd7Lz9pfofI5Suz4BQozKxKxaOASNg3MSMQs/VdvL6BSPPEytnoQvruf0ON4zheo+YakxeMnK7T17x713IdpGJp52yImkbRrxSSWQOSMvQ3HdV4LqyZ+G2W5sqowXpTJCaTISdoxq5tGVR7a5SEFZ5RBp2iHtRWWJcQdDVXqMy812PMdJV8p5x7p49n25vc8P0YN9dM6LR2+f5sfssyTmhPSLank1PRZGrFmIsohzb5Eieda6o+z9J8o9M5Pocbm++KW3yEb2cdivnfO7LB6nE5uzQuO6uT7rHW3mrdtg0YA+6GDxAd0OmZD6LC7PtMldVVacmJwo9I4TmW6hVfLN1QIngx1qAdnsdASDcquipZ7RulFIqGRKkGRLXVErnkrtvJYrIhosB5zERBlKssGxkTGShr2oqI21hcba5jfqHR8Ht1mw0Eo76pA8mG3cbrvLj8XSsmdVjK7H1zyT1rOrNVGG/jd5lcqcN9KdjSz9HpGrz8Xc8/8bkJsqFT0C9JkDEyarTJqtJKreUZ1FJnlW3D32JOjmGtSUrqmKK6DlugNJudogkrbwNm8Z4STuYGLsfRu3ynXbfP6QZgq2apvG5Eo3nlLbzRtfK0SDBuqRLjKh6voej5nosvU1Oz83Ox9Pq8jAwiAHLNA6HGDoIFaGwWVrLnMg+uc2B+aZXc8mwwQ9AEdlTSanqcDyXbsXXv4yOL3piwZ9RcpvD4vpHNFOMzehLvZwtG1lp6wwpoiNmWfRorbY7y0ZWlKZBB77CUORYSae3wupwy5mf2fNdLK8vA6DLHpZ3Yct21VHT9KyEK4YH0a+68N4D0zzXH24SaWTo9GtPlrWYjVYGPXLp8ydNlEhtlNrFdn6z5F60rNz476+nz3OdG2fV6OdVmEHofj3oHzvg9UPVMUOqouwNTJqJMmqJM9ROz1bvBVJvCySwiuwgvLEMYo+VZTc4egMNdda4Rx5x9rLOlZ/kftPAp1936j4X7QWXaHJdTOP57pcLfyASNe41c+WZRdYci77Xhw0hLovc5W1b+jygnF+xVfn0TZ52waeOz93GYPTag9yr9Ix86/Jvo8x9g8v05OXA3MprgoEVjpfWo2WY79UDRdxT+j57skyi9Pm1iYvS84xYOB0AWjPymF1WaPV5oLUz83bA0sg1WjSTPoyyIoPPORcZe3mZ9pxUV0W+D0WR2Rm9Jhy/O8vdyNYAeyePddn3eidNzO5znZMNAkk+YeBet+SD1YW1TzdL7A+U/qf5qza4K9buTCev3Wg/N1em5B7R7nY+s9Z8k9VHDz21zLa/N9dzm+MnWBlH52nnjeRdbxPO9sqk2brpMwkmSq0ztUTsqtJlUdJ5c7qybGSaNiUdn6TFFmCmOzVZG3gS9vouN7ElVl5umSnEtjU4X3Lxz1YS7vGP5sAEDsydvO3587okzXzJA0g/Ww9qpXW85Q4O3nSufqfIOdbn47A7Z1OU1JSyt3KJfolWjk5d3O7mPsMT0vm3pwKn+P43q/mum8dejcArqa58jdvk4kzcsXZnaIfO3UtKJ5GoIJp3CQultxBYfUc3NHLYnT83n9LkGCGZepoO1mvBYeCYSNQ7KPZytXcxO1WnZ1DTeL6jExeyBuvIOb9J4Tted5v0fz0EOl9F3/ADO+Z/1a/wArJGr0j5/6LnBfFk2bd3wlKbltQildl6r86WXv2qKJ6uTXbTY/H2vqvl3qYYsrosjss5B8t03DGGO5E+p5fxzBNA5P0Vmdk6WaSq2SiNpk0jslI6Z6tWwulTuhMgjB65C9bH2WKNLoKdkr57oecpi7zz3uLCGrj6bEDzniSbVGjz0ntuBpZAoFyNTK144n5BZO6FVHggCUMu5rXYW1B0M/aDS7jef7zLsuaI6Y0Wcz00iRLEC2bCWa9AAlXr4+wQdVGF+XdyHlnr/kOzLtcxbZevVOGJ1eeMIGa8vtuWSfwvTc1DoKdHLydE6KtnBAnZ/V4D85v8axo/LbWKj0GQYGZl6ujbXbrwWED22m87H0izdF6T5h6MnJ6E9N3n/bqEmk5bzX1Xzjt+P4XJ28XU0GuyhPTgq5LePka+Rj1RZ2zu6JDyblkq1L1XsfXiULR7j2U2MX2PsPzrvVl9vP8Fgsveq/BoS/fq/AVJyAR4KesydLczO1XCKaokykdkqjplV2kUk2MnUCGuDREzNvE2m59QwU7RjB5roeZB67HjenujdLNMZlK5PpAbq4rkO8uLX4ruSzZuDpYbcyPw9oi3ihcCqLpHeXs9rzvSIeXlvQjXnZdnOkPSX8sTK2zcS0l6I0JEonN0KDWRsCWjXQGczqJ05/k/p3mWlGa1ivTvaWVs6OFfBrix+l9RxPYcH2WJHWjeW6VUkdPzCENr0Hg8Plu45k3clhdfyqe/h6Oebn6x9ldunC9kbYuvTzDrTt9nw/R3yvVNji9jjeh3Rxhk687iOq5LseZ5LB6LCfpyhyRc/XpeMlaKMfaxsumLJZ3asx5mmarUm84C14tAamEsudUmpsVUZCEM0stwmqzpZrS7M7Szc+pJnW5QnSMiyUtklUSZ5bu1lXcRVcS2HsHkjKuwTM2sbYdm2DwTdGPD53WxVar9/B07HpFYI7HoydrrjN3MGO+s180Ck+keden+UwAun4o1k9E5PMahMvFRB6KVxM8u3oej8u7Kr3fH/UfGrvTM5zQYv1PX4/ZXOLO5R35uo3PP7LDv8AH5xWHQZ+fqWIGeUAR1KaDQbr4Wo3BtzA3T5fWdj576Jx/TCyHNRqkPZSL+IqlT3PFU89p866gMEnNX6EMnNKz9I66ux+IiyV5ZQi3JsCunxvTV40tHNx7CtPC31aeQ5fuOF38nnsTcxH6soU0bP2BVZBOmnF28TLpiztmefOEyWyZS73Jloy0SuplEyhNyRADc5WqaigZJmUjvFSawZFVrrJuqGxB5VgxJKrTJVadnlvfSTKtkqyXXTKsWK2q6Q3Zx9p+bUJGd2Pl8+cU7iyRrSDts84B2LZDvDsKcLrOUZNi7B6KoRxXUc+J5ehztidvR7vCXsze66nz7fS/ZZ+O6Fj1ZXGUGHc+W7OAvTLa5/Rh99z2HY3IQ/pJFX5hL0zPlcM/V5pBmamdE16/PkZ0KbVsLyis0oldF6h4/0R8vueswQsre9fndfn9szntCtmcThu/wDMehx8zHYfXecAWGjrAFBlo26NtfQaefmmehZwI5EmE9OHT6fAurL14WGSu9Pf4skS6rkB8wxzsnVy2a88M4FPUGHKqRtoxN3Dya62lHLoNnTYQJRUm89b6sLhFCiZM6psWHn6Yy3io2VEAtKcrKfXldDx0M2pfCExLPimW1JKrSSq3SUlhVN5A9E6JIRSE5X0XyjtrG2dGXVd7HZPO7655+iVKDmrs6I3OxlUyRLM5Lp8UqzdXKsjNAsW4k+eQ7fn8XVyEbEGCOXVJTJmq7ZDtcMrHUhBeYpWvbhuYdbp8DM0+ubXhtth7ef4NeQenefUyauTM12yZqZdaLM1H63P3Hl7Tb8/9VvBYVsj5mY09Xy9yen53JWlFQE4B0gRtWodPOmb3aweI9J5sEsv0vHhQ+J3ePxZ19/yhshSCWefk2ROnLKjVTOxFGjZ5YdbRBvY+qwdb5op+gfHbZzGDv4GfdCLti1k2VWkEUyl9A71asFghFFE8oSMZoo4gyF0BMHl27IiVw0vQL5OAxPYvJFvolKhWgVkwNTpDakykUoWyXyaJBGiVYm6Z6uRI5Vibr5Gvoy7Eop2XiKyxEbiHi9j0Wtz/SuyDWU2mqMatG65Ssga2abjWkrU5TfEU3AsjZn16FJFL0ZlkSEaKq9Gdji09FKi5avrIUXKLp6KLn1rjA4FF12NDyjUUoq5bYM5AZbnSMdO7Hch3L+dkxXV6HEWsz+j6/k955/XOO5mVzSFHiTJxrYND1SPl2XXcs3HrWgzp2mVjWlnLuJ7QJxst3DZn3pc/A8vQUZMSHWGzqqYUOJAdPr3q3yh6Xy+l7H827nmx2Hg7eGrZBk2TSRbVaQxSUl1bQkOvFIILJ1y05O96Hn+gLLJ4vVO8XlumUkvL/T+EF3LZ5uendFOwMSVtXGEoVHIpIunqlTdNFMBO7SktJHIMDdbJ135tZ4Tdl5bO18hOy5M9FpddxnZuyAW1yNAu7z/AEUvlBNIEip0M0wqtNAnY4dmjkZdWrRTEqHsqmppMx5WJMhpXRKpndWMoUdcoEJ2zd30c6uolSs+jYULn6Onar5SHWwouUbp6YfPrWIlYSJqpsFKMjplI6ZSTlU0hGphua7Xpaj1pZDsVtXYNpr6/qfKrKX6yL5pYS/fNz5ttAfosfwyN17LjeemkHT8D2fI2zLYWBuJpqiDGxtXJxa4s7Zn321W2DJKRRlCiMuouNdsoT05e+6DnN88dj1NUvQ8ZC0FCQ/m9MGF5uCaHm6TKwgTpleFKrTSE7LIKxaqUKJJKiecJwbiByDA3Wy9V+bRtoudlwsTfwVappIGF9nxXXtzRheM3OJ0HPbVXm5mviWdN1coRJICdmO57aBS8doJLq5xQnc9KurVU0lz0NIVMKdWfeOQUmmclOmUp3ZSOmUiSVxM8ZG3MixmfLHIoDTfSTC6FRd1XiQ1JUeLXuk0XLrerW/GbYAIBlOIkzJS0mapJotJN61JfMRSGzz1dacslXNdZDVNeOW8s/LuoSaZJbLrK7bGKSkeE4CRltVpBZOuenL1uxzWi3JpRzo2Ok2ZCr1WyWl60cpVfOw061ah6pAgyuiUFPayuypOKhcZkhJO0pTyi5VcUKWQH6ebpaMp1w9zc2Xz/Q8+rVJM4Nv6rk+mZn1M/SzW5hNPKOhS5fseUhIigiXF2WjLdFrqPDf6eP5nR+Um+qaqv5ab6hok+ZG+lR7nzivoYeTwGz3EYh8lI9MGJfnr9uIVcmt8Cxz3nEqZO0iTK47OpVlV45qEoupFxUJ13UrqL5QrtKEjgT4NVZA6dpWcYxp59rqAYmdCT1F1XQsCWFgzExqDq+NXSrGq60RRVxZ4iSSaoklVskqlttVt0ySklVbUJHWVzsZyrnqy6pQ5xpqe2Uqp7HlQk7yJ2eTLytbBW+uEXTphCyoSlOEpFBNUSSlydPdJMpLzQTzUfo5+hozF3UWtzg870nNr0Oklut6Hnd00dFmaWY7KGUJfTNznd/PJWPKyEbCu6t+ZXUWS96eFg59ffXecut3pxHlL1Xrl3jrUXtpXg71PoAv52vlfRx/zVRB+qT/kqQH9f2/HJwF9ZgfONtT3fP8AJNOr7gDO17HG570gJufi8H3noYPyQP8AXmUOn5gq+j8kw8Fv9ayjX5hPrcUxzDhiyGNN8KOgka1WzPzN/GtNKdgbfXZXY1NJhbFpxqRaTSMnap0OWXS/JlQJoz7IRsQHVG5quhXNUa2DyJMpd1N1KyOnXYYqdc9OXaOzzjTN4KVNQjJaqYSEoOElnObmGDhJwJTopHsqErHg9RmdpbyjKSTKN0ni9QjQB0GqPNDKfmMnXJiKOb6PnAe6ZLdZt4eyaukzzQnZA3iwt3K43mjFpIptkITi5FUmaUTeL1TM/NUeuxfxvHqvZtRWrwGPvYgafDyPYQ43yzsdMQ0dB5n0uOaM3SErDoWDyrowRzaVbR1cgZAilVVyoUrZJ51Wrf1+JS2+rbPiKWX0NufL9qmfWx/x0aB/VWP4Rvjff4Ve/V8Hzvvu6DvlTK+vsBifk6P0Xy9zyKvveXMMZWxh1qTVcWkquDTaXcZmaDEih6IC2QUmBkWkwlFSarZO0tklUvo0lYVyupKk8XarUJynJWjAFpDIDKS5q1cmoKSdFjCWWZRYp4CSW13ipHdnkd2aR4ppHlGcovQB0HIMvHscg+Q95qr5zoucFySZTrdbI1TV0YhAz8YkJVg/VPzNVmbDpIosqYyg5TReNXPXxbLD2C0LT2eJRe5Zh7ImrRdk6sqagLmlHKTEa9QsYb1V2Ny1DlxIMwDpiKbwOX6lbD8RA+gaSnz0J9B5zU+DVe5AnPGW9YCrR5ou9FHTx9/RiUVXb8KW3DDELz0dPQoreiaq4RT+h6vy3SybfXN/5/rEPqjd+PbVl9Tcv5D04GZyHpnU1fy+B9oYl38jx+j+RIfHS+nwnKFB0waKhTZbYRsiJQUmq4tJquKdS9RDp2a6h6xKx2RVOdT3VqpUlypeVYq1cmoKSU6rZIhG56m1NKK2p2eR3ZSPFNIklLlbURBMOELfnvnXJiyigSzU3N9FzgsdJlus1MrTJfQD20PyDVzqF2jq42mecQPRzilNdkHKrhpVDYU93n6P2fufPPUMucYObWio8tl6cYYkXVzqTcibciza7tOCOlQctwlOhnXLNXnj6vXrjfm6ENbNNVopFtixOTn9Tj6eXnD336uXgPfBzIlUVQS4O0CkciEcMNo2U3AB6iI6uAy/Q/OMHorK5V4+k8FESUUwk6ipCOn49Dfr3WfOqBn1r5x4n9ERPi2L9ReJvzecNOObpQjY1FW02q4NONXFOpCJGJ2YOk8AWWPCV27NG6moPLkmeU6UrkXlKVXe04OdVakvHjOsTdMpHTKR2SlumepMoc01lX1WOz22VSOrywSLCfP7uDROyYG2aeZpEG5TOh+WmuVQNO0srQNF2XqZZDTVZW9Ndd1IPjdVbVdz6z4b7qPPjpCWpvWrpsydTKC6KGjDhDbybn5hdXQSuat35XXM09AM7Lzl+uzMmUZe4tLNztjJ1R8nqcGqtNwtixhiddSLeAG7vn+l53DgZVq5wsdMWyGqNFIq7IqzasmuWL5f6x5nk72fBNyvTJniBMzqiZpNRM0mqMzxkfsuM7rVzTuC9G84ZlAZ1zu+0ZITg0mG4xm0kE6l6ka20ZHDJpBsJQlRyU5kFUrXsa5TUppRaSx6WlXodSTHuzVurZktzplVp2Uidlcd2eoQcKUxN9g1rF3PUrl9wl9gRi7GMUSZLZbo5x5Bsj3CuzwreAmadnGGvQytTLNQ9dlb0tCcAdXKKqH/AEr8v+6Vh7GwM7G6cqrFak1zUyuNsLqrONztGB6xJaeeRblBmnprub6FG6d975ejSxVIlUKQM7JmVaq08yetk25enoZZ969HPY3XQ18rhxe25zfwggj8vVilVXInl11XWqrhe75hXS4J4S4nt0zsBMkqJM7VaZ2q2Z2lL0bzj1jVyivKfbPFWZ81nbn+gZOwEzO1E0ZNLinUl6SbnVaVFU6VHdJKwZJS2SUiSV0nSlJJSSy0gZBJA5JKoklIklI7pSFEpGp5JWMnSIST0nJEzUhYkkB2nJEGoIk5FbJCZBaRq0M9JiBYJPVGtIHRZKpP2lKZe2KSx1MhJHQsgkLYpIgrpSNGUKlr5QGik3MYyS9lmikp86klaRhktXNkGlaZEJPwiQSWzZuSy9bIHS18RAJaudjjJa89ZKUKsNIT8hklw/o6SSjZJUSZKrZJSRZKRfQ6R5Ok+Z0rVkMkjpMkhNmSq2ZKWySl/wD/xAAyEAABBAECBAYCAgIDAQEBAQABAAIDBBEFEhATITEGFCAiMDIjMxVBFiQ0QEIlQzVQ/9oACAEBAAEFAuI9OVuW5bllZ+fCwtq2ratq2rCwscdy3ret63Lcs+nC2rYti2Lb/wB8eg+vct6yfgxlCNxQgQhCrxt5tLS5LQ/+ZWIuhPgh1in4moN0+zwb39Y+LK3Lcty3Lcs/NhYW1bVtW1bVtW1Y4ZW5b1vW9b1vW5Z44RCKH/8Ag44ZReFzFuPwBhKbWc5ab4RsXWyeCJWMtUJaUm1YW1UIHT2ZY43SRWbDnU7dl12tVMA14YfwZ3+AfPlbluW9b1uWfkwsLatq2rYtq2ratqxxyty3rmISIOyindwh/wB7KMgCMyLyfgEZKEBQgCEYCa1eHdHa8ajrMr3U79qObxYwOqlq2rC0aR0V6SCN1uu99SSmW+egu86TxK3bLwb39GFtW1YQ/wCrlblvW9b1uWVn48Latq2ratq2rasLCxwYindwh/2y8Bc1GQlZ9YGUIUIggwIDhhBqjb10uJ0+hwaVIblPSXMs+Ir8dqQsWxbFW9klvU97obDudct1zIzXG14tTvSXX8G/b4Bxwtq2ratqwsf9LK3Let63oOWfjwsLatq2ojhGin92of8AXLgEZUZCs+raUIihCjGAFH9uACwgEGoMTWrw9asMedXY2aPUn2rcvhQPe/wgUfCM6k8J2GsMTqj5ZnlOKPCfi37ejati2ItQ+DCwtq2ratqwsLHzNG41qM1gQaRsU1aFgex7VvbnEeOY0IdRHG6QvpvY0xOCxxwjxdwjRT+7UPXj5DI0I2AucSieGFhYWEInFCo9CoAuSAtqwsJ3ZR/ZBMC2prU2PKrafLZdS8MbTBWirt/hI/MR1ooEb35GW2o3GQg69T3eJKnOjkanI8J+Lft6Ny3LenHKHBgWwLlLkrlFcsraVj14WFtW1bVtWFj0xQvmfHokmxgr0HT6tM9bqhUjoWFtsSKRsONuBHqM0aNo8zzQkQqukiiv7VLMxyErcwwMlTowngg8HcI+D+7UPhwsLHDHAvaEbDQjYKMjjxHCpp1i6Y/Cdgp3h2tA1mkMmVHwbHsm8JwYu6a+m50aLEWrHBw6KMe4IKNq2qGAyHTPDcbGBsVaOxfbGhaMr4jmOR4Y25fjD4rDjY12bNd78HS9X2izodOZatQ/j7R4T9uDfssescd65qEy5y5gW5q9q2BcoLkrlLlFbCtpWPThYWFtW1Nj3O0ijHWi1K5LIbDnsc4uwXLKzwDyEHdNyyo5nRnzG+Z8jBLJa5gjv7WsvtKN2vOx8e3gUVHwk7tQ+MvATrDQnWkZnFZ9OEIiUyBabqjtPjn1m3ZUME08mnVItMrTapPYNbV7Eb7FduoRSw7S5icxEIhFpIKhOHpoUQQgO3w9p35LWtRQGjqL7rr1nNjnnfBrTmu1HVZJ0XZVRu+bVIGPhsaXK0dWOZcnbJrZ3zHhP9eDfsAsLHqHwZW4reVzSucucuaFvavatrSuWFyQvLry68uVyXLluW0psZeqenu3e7kW78VYSTOe4u+MBDamwtesGMxMjtMjeazpa+xrkVEipO7U31lwCdO0J1tOsOKLifThcsojCibkhoQCATGKHltborebLqgyWW2wtg5s744RFVtNGZAnhOaonMYpbnsccmP7pqjWl6PLbi1KYaXVDyXaRA+OS6wix1zAN8t9rY7APRkpYNSbzdOqzbJ5tKfJI+kyNatPFLKeE/14D7Arctyysegf9DcVvKEpQnQsIThCVqDmlYaU2uJDT0nq3ltWrXVI/JzwKxhbln0hBpXJKFfKY10bn4lbAfZNHuVXJisR7XKPhJ3am8cgIzManWwnWXFF5PpDCUIHFCuhEAtqwmVZbElPw3ckMHhUBX9IpVazWJjExq0F4Y+7pzLQZoPWtTjqsu2TKyWJSsCkCcin9io/sEFEn66+CG1cluS/jpxaVNJPb1CTdamg5YB6z5EsEPPRr4UYbJp8idK8B7k4o8JvrwHf0bVtW1EIccf9TcVVcXqjFhW7Wx8k4bFcsB5J454445WUCuvAbFG7eGNLTE1r3bOkDeXFZbmEqLhImrmtanWwE624oyuPpDCU2s4plJNpgLkYXKXl3lCm5eUaFiFi03WIdPe/xbLIZdYtzre56aE1RtVYFhpmTl+bjCin5wm5bjJQhlFnSJGh+lz7JoiwuCcOh7x/YIKDq91KSRzo6cDbNnzDtAA3Obvtzv5bP7n/AGRu2pki053s1HSXRSyNLC9OR4TfTh/frcgsIBbVtWxbFsWxbVtWFhY+OmdtmtI6GOSfcy9bRPqAXZZ4hqyAmuaiHADY9RktdIOkHWVjd7+SC3UGcuuUx4CdaaE+fcuYVk+kREoQJsICbGqtOSw6pocbBspxKOKnZN3Qo2tncYXPncnOJRUn2rdwmKNqjaqtd0phpMhEDg5TUQ58m2CCWy6B0llpFTUzGodRjsP8RVAIntTx0cOsY9wCCYcI2pXjKj7aFH+GZ/Lda7qduHgKOwYxo8wnlutfLa1qPbdeijwm+nxFDgFn1YWFtWxbFsWxbFtW1bVhYWOEMZeZZAInWTKyeTc/jngAu3HCACxlYC6KPe0iMPRHu3kiLDRSQbgaxc/IZCVn0BpKZXc81dAkmbPowgjcMPYOjW5TYSqWly2DFFHSY2u+ZeTjClqNRuT133qzLsL2YLgipPtX+zUwKJmVU090x5kdNj7i5piZE4SRyyiW3qsTue7SP9avo8zxDprYJvEc4EEgTgpG9YR7tqwgggqsDpn1qZZQttgY+R5kO3rZZhyyqtjlWL+StejKkRRWFN9PXtW1bUQh68rKysrKys+nC2rati2LYq7AGXH7KgkxF6s+kLIPAITbUBuCCZ9dL6nUJRVrSuMj8LaSm13OUenuKFDauQAoYvyabSayv4nhbDC/9jO1VuZKNCAsPJrxxNbvazIPLVhvSXEipv5UmrV+XM8IqX7V/sxRBaRpzXMnuxRNj5k0rqcglvyciLTyTVklMVqXE1fT7W9Z6WrsNMahbfakeipO8XfgE1M76GM2KkzYopncx4UNTTWxG3pMK1CxHZnWVDqs8Db9/wA1WciCi0rCm/XxPfjsWxctStwhwazK5K5K5ZWwraVj5x1T/wAY1OTMefg2+kLKbhNLAnSZQTVH1WnFkC1Od9+aLR4AyevXYmwjNKjznV9OhYLelMe2zTMJxsOl+IIDX8Q6r5+R37Gdouh061LhrzM+BN6qRow9pa2wcSSHB1L8tZ6Km+1b7MUITYdtKDR+Y2vpzapEvPsanNvsaXJuqW2F9mqNtHmljpNUnLJH5T09OR+0LMyTV4WRdFlBMHXQ2fkmkZBUPDcsrKJWUXrutE0KvarP0vTpGso6WJdb0l2lWZh+P17luW5THo3hCuiwFtC2BctcpcpcpcpctbFsW1bVhYWPRVj3ySvMk9t2QP8AoDg1NCjCfu8rFK5xfO97WhVKxlfFG2tHzHEwTK3UbOy1AYnlOPR33Z2ibkxDZFna2qdyZDuToBiZnSw3a5/1mOaj0VP9q/2YoStL1Nuxs0Ku32sbRkxPPSbLYpwthhldFvsM2UpOie5PcnPTiu6IAdFgl/1TRlUPDtq0m+GaoiilGl2LGohzC5bluRK3LPXd0yqcjIrLLHNZaOpGaI268mv3WXdRm/V8OU5N4NW5b1vW9b1lZ4bVsXJXl15VeUXkyvJOXknryj15V65Dlp9fpYYI71wbZW/OECu6ao+0QW38EKaEwddOgEcZy8w1nuUlcRNhkDm6uzEj07sfvH2qjL29S7vp0OWtGArIw67+2T6yO/C5FeVlnc3TZ4S2F4UYIUTkx6DlRaXWNRl2KrqUgZFP+WpOJ4r0fKleU5R15bBs1JqycU935IpUXZavDWn1/J9Xtkb5GnNIXvzldVnhlZ4lEoTOao9buwsnuS2ESpf18R244WODkOA9OVlblvQkQlCbIE14TXNTdqaxqbE1NrNKbSaUNOYUNJYpdObE23EWvsfu7D04W0/FlBRu6RvTXfhhQVZm58fsjohuPMMYbWZRG7lSath7ZO7+x+8fap94e/8A7oY5LU44FkhzbPuMxU5xE7hoM1djbV6m4y36TVPZZM6NyY5By0vDWXZ+c7ToHqXTp2Kg+SKfWW9XFCpuEU0Wk6drFrz2iOUv3jdhwky3K8JTAi7rFWitQ8RS2oy7KysrqUInleWevKoV2JkAe52k2ixycjxkH4+I+vqd2Hy5W8oTPCFt4TdQe1M1YhR620KLXoVDrlcqLVIXq1ajlg1L6FhX9o8WhNbgHoHgOHoHpBTHphyoTlRBNCoj8kYyg8RLeCpLXs5xMs8wc20MPf2P3j7VftA73f8AujJsYywS6y5zx122ICFL1dKNyk6EqWRzXQvLnqnWktO8lMw52kPVDD6cNCJrW7GC1PHi3ZggfqOoeZc5657lBV83p2qxCvpDlL9x3aeijkLVvygV3UOnzkfxlpkdLS7FuOLw6cjQ60a8pp0Ecuo6dWn/AMhoRNl8VRbHIhbUWrapf18W/X1OTeHZbwtwWQunDCwsLCx8GeG7C0uy8XbNdpbrDg13pjC3bjKmfU+vCEZKEBQgdmM7DB1LmbJ2qkOrHHDnblXi3MnjLCW4UhKsHJcOjv2R/Wv9ogQ6KIvc2IsZWAKkb0jiwZomls7QJZWcqJ3UlT/aD7rw/Y5M1/VnOsc7cQ9QXHxL+Yfsfqkrk64SnzuciXFOyEXKDXXRRT64+SJS/cJvYIIJqqyCGxL4mrNU3ihr2QeILFeGTxFee7+aubHOc5dkXtCNmEJ16EJ2ohHUHlG3KUZpCsk+hn1444uTeD+yyslbitxXMK5pXOK5xXPXPXOC5wXNauY1b2rIXThhQnlykc+lerma/Zby5fR/5iGVJI0odGniOLWpjEGBgNgpl3pK9sy07dvmb/stC0qAbHRbiYREIpsG2MsM4Cnl3J/VO7OH5I+0Bw8zMLKABib7hGwNRCK1CyImRt3yalPucUVP9ovsFo+TNaqSh4TclNjKZUc9N0qw5RaJO8HQHBN8PsDr2kUo6J4HhN903s1BqDeG9oRsRBG9CEdRYjqSOoSFOtylGV5WfjZ9PU5N4SfVYWFhYWPjyVuK3lcxy5rloVvnaPbYIFZ/f6P/ACP1IdS4Y9TVGcKXLlCXKw2OKGF4CpwjZK4PlaFSs8sR3o2tmtc0tfgyT72S93JyKI97RhrFU96o5hbHK1NkanTMarFxPjMit2hEnnKPCfvH9gtJ1BtF9vVX2DlabSoeWvP0+KL+boxM/wAlg3WfEx3z69alT9UtPTrEjxlZRIW4KXq9CcAebwvOPRsyFc15WT8eFtK5blyiuV6I/p6im8JPr68LCwsLHpx6fC0n5r7XTVpR7v64BNTAi0oe0v7ekJqZ1Ta6vu2RNdgi5JJWjTQmpqZwynsyntRanDoW+8dowoGkKnbG121QtyHRtU9mCFXNSc9POUUeE/eP7egPdjcty5gRmaE60xG21G2jZcue9cxxW4rPw4KEbiuQ9eVevKOXlFHptbl2atZg2ALCx64/p6im8HDI5RXKK5RXLK5ZWwrYVtKwVhYWFhYWFj04WhO2alqsYinvVzHYPp+wa1OY0h5z6gmhRNTBht73u2qB+x7G4TWqOErYmtW1ctMiZypYPc6unxIx+4NULfdWgGHV0YZMQNsleSsyn+GyBocO29GIbHGfuzvuC5oXmAvMrzJRsORlci8rPxbCUInIQlCuhXCEDUImpsYQYgxbUWItUYpiG26BzCFjhhYWPQK7mU/UUPRhYWFtC2hbQtgWwLlhcsLlBckLkBcgLy4Xl15ZeWXll5dUGGG7qUw5bnidzmY9I6KMgp6PqaEwKILPtsHgFT/KyODKjj2t5BcW1HJlFxRoFqMBT4U6FOrp1Xr5ZQ1zurx4EQbmaeMNivNiU2rYVjXJgZNcsFSWN7jMEZlzSnHd8OFtKETivLPXl3Ly65AXJC5YUgw5N+qHABBqDUAmsTWIxp0adGuS4ryMzl/F2Cv4eZfxOF/H12rk0WpxotTu/ATbtO9RQ4NYXFmmzOH8XOv42dfx8y8lKvKyLy71yXLllbCthWwraVtKwVgrCwsLHBvtdbYyePmcpOlDmerOfSEE0JgUZwi7IsO2regqE/Jki6KLaVX2bzswJAFJLkEp4RCIRatqrsGY2DDmJ7UYsqxD7b+Wuz6thXLcuS5cgrkLkLkBckLlhbExvU+5HjjhN9kz6gIBAINQCa1NamsTY1ySnRIxoX3xsfqU5T7s7k+aQpxJ4Hge/CI/h9TgggtKi5tmCuxrOU1cpq5LF5di8rEvJQlfx8C/ja6OlVijo9Yo6HVKPh+qUfDlZHw1XR8MRL/F2I+FkfCxR8LSI+F5kfDdgLUonRM1Gu16I9R9QCaE0ILco+qvt6siLkKrgGROzpkZdSbEoocv5W0MaFPtA5gw5yJRKKKjftME+UPcJGLarEfs1OI7+SVySuQuSuUF0YTMDwDC5eTkTmbThYUNOWdVvDBkb/i0CHhk5taVYqI9yPRN9lH9QEGoNTWoRJsJTKzkK5TIVyej4FJCnRJ0SfGixOaiEQsJ324Q/r9IUnYILRP+XH9f+rqtfmSanCWOlZhxGD8ICaEAgsoFQuwpPejnbDpFuYUNDsJkTY2YQJCMrit7k4krBRR44W1RdFA7IczK5fWSLLdViw5zVj0SJvcKuQ15uxqY7nxxuldU0eGrHc1lmZL9mRcyRU7liKVviB0UlnS6mqwzwPryY4z/AGACjHtaEAmBuGYTUwOTI3lR1nFRUihR6OolSVdqkiUseVJGnx9XNTmohFP+3CH6+kd5OzeGjf8AKjf7OaFzAt4W5ZW5ZWVn5ZoBKPENbyrpjj4ggE0cSUCjJ0jbloZk0YORSAWFtW1bUyLKfHg7E5qLURwxwaq70zqBCjD01TTeY2xXdC4tRHGVN7hN4NYZHQQwaRVu35bz+GFXbmS5HsfVty05Hsg8Q05I3RPI4WPsofpGFG1MjUcSjrqKsSq+mkpkMUSaiVkouwnwQzK1pxjEsCliUkScxOanBP8Atwh+vpb3l+reGjD/AGf/AM89YnJ7ixwkKD9wL3MLZCgcoZRJXMIXOKErkHlByysrKysrK1zVH1GanqE1qV3VY9RHEBAIehgyWwL2bW7QqxLqo9LHFbNyc3CcFhOCI4YQUB6wOGAeFgdLlYTGxWdA4tW1YUyZ3aEBw0mq2CK9cddmUTTltLKdWAUcJEl5uHLT7j6NnxBTZYhRVjuoPpG1QxqGDKhqZVegoq7Y1hbRxwizKdGmvIVyiCJauVJWwpIFJHhPapf2cIK//wAv0s7y/VvDRP8Akf8Ag92J43tYcEHCOHBvQs4bVy0YUIsLbxyg5ZWVrPimarNd12W6nuyeOOAQRHABAIDhnjEE47m+WWgabFO1yHEhAZUUS2qQYR4FHhhNZuIbsVeT3B4KCsk4ncQ4xMuQzVTFIypuTdL3KTR8r+Iwv4/CfVcFV06SefWd5aacii02RwcGsFdpe61mOWsVeO97m4Q76G8T1rVV8Exrv2WR1VaM8uCPKq1CVX08qGo1iAxwyfVhGMFBmA+m1xOnwqWnUiVnSK9hk4wZv28KfXQVhY4s+0w9jeGifv8A/DgoUAQXR5TGrZtWwENGPThY4YRCDEGrV7Pl6+qP3v4FnowtqHDGCEPUxM6qGLctKoupwvQ4BAAhjBnOFlSo8CjxgG1pO4saoQV2FjLhydx3+Vs3q4kbUr5UdTo6mjRU1XYrNrkLTLJeyfUZJZmWJZHxV8UMF76MwM9oc2ywflfDBJJNVpMDjT3adqMENvXLccNuXVQ6O31KqnMWj1RYmhpshDRwzhGRbigVkcM8MozNCFlpM02x3NbidrLAt3q1CKw7Jm/bwof/AMP0xDL7UGK7eGinE5d+NjupG0smBTHgpyD8oP2lvXhv6goHjhYWOGVrN7my2s8MLCLNyLS30bcrGEW5DQg1bVjiE0pjsLQLrIrzk9NQbwDkzuVlFu5Ss2oorPCNm503sawZUUaaNiz0fgJzMnUYy2SnIJqtNvVnZYVlg26sMEHy+iqp3l1X/Thc5jqdXe+ahtM0nLTic/aNv3ztk8SjK06kLktjw5DzNQ0U15YKssTdPsOqyRa21wGqByZcD33rBheNQIcZjK1lstBne882TDZCE6cAWNTa0OuFaa501jU7eLElxwU1xxUspKeVP+3hp7//AJfpqDM16P8A028NM/c1343KOQOa1jUIgs4Th1GHCMYBTu7UPUVqdny1S5OAppDI9N49Cnw7EEAgFhBqDcO2+3l5UdKWdPjcw8AmqrGTO5OTExvRwRKhTnILKsFFOKz1BVfqpSS+FiZ0TWbkWKZ3RkgatXYHRaVkqvEd7R04TNy3WW4dqHt0cqAYa6xtLbhIi60KJfiV0AlsSsTMFnZ5Pu8RdKzXuYbNqXNPX+RHJrvmR5syGKwVHYUc+FaHnaRcmyOaW3JQvOSFeYkTrT8OlLk4ldSa7f4ulPPuc96c5PcnFT/s4U34hQWONP8AfqB/028NKGZSMRQvD0K5TYnJgc1OG4BNbtLeGOpTShxJWeGvTRPfdO5x4BNWxYwo3KWvgAIDg0Ll5X9V4DNJSqx0q1ylXuC14SicrHh69XXJdGY2ZWh6U4yPT1GUw+15Tio3rBQKHeyinL+wFWO1b8vj7Ae5DvYaOY4Nzc90OkfeD7cSOniBgCufk0Uquctkb74a7iqT+RE7UBIrEPMDl9Y3HrXj50/id/5azGvm1iJkTlB+tiYVG9RyYWnaj5d97TeYNpyhlZwnZWcJkL53VqcWnM1HUXWnvf1e5OcieE37OFY4WUCs8ahxNqEv+q3hpZxN9ooo3CRjsATBNIcnDCKZ1A4lNCHFyzharqnJZct7zJJu4bECmuwGZcnRotwoJMGeDbwATU1PjyvD2nEFFbUwKeGKYV9PrRJ3RPT01NPR54Qt6/0/omqx2KcsJoVeLIcMSV2gtxtP2ACsZkkkhcxTEOi0z9kEw3g54udgeIJtypf7WlO6KB+HFBsj1HI4ML9kgftM8XvnfgLw/XM1/W5+fqOcK04u4QH2Aprkxya9Ryqjqb6y5tK+naOF/FS5/i5kNJlKGlwQqTUoKrbdx9h0j096c5EolZU37OEH2EbiuU5cs8YOj7cmYm8NLbumHtjEoQcXJsZKibhEJw6sGPRjjlbkXLUtRFdtuyXmeTJ4B2FtWC1MfvTB0fEsbTA/Ing5TwgmqGQNkglZJEESgmtwHnrE7pInp6ah2dwhRfhE5LVL1RCI4NVXby7IxNWPtlkwoLLmulnO2t1fcZujnPLZSOyOOz74bfQ3cIXlLb9ury7jodjZY1er5a2DgwvDlWhrmKbZBLIWkwu6Oy5kx9yqD+H0gnJKscIPoE0ppTXJrkyRMmwobr2JuqTBfysqk1KZyksEmSROenuTinFFHhN+zhTGZoKwIkrgLYOMXez9W8NJOJvtE2E7omYDWJg4bc8B6CUCnFFy1DUhWbatmR00qc7Poa7CxuWMpkmCwdJIgUwbCAJoy0scECgtG1PkO39AerE5+ASmOTj0cU9NX9E8GOws5TRwwpR1KJ6tKimLTZGVAU8ZEA95blRt2KzJ+OUOmls4r12SJljAfdaHG3WEb7oIuy7yyQxvsRN1jTnN2lj9q0/UBCbFls0pc1c/Cpyb1cj2S6JpZty69qHmrB4WOEH0HBpQKa7CD0JEyRCbC5y5iMic9OcnFOPAo8JvvwpfvrH2z9iUYiC4bVD3tdhw0v8Ad9Y2yAqBpKA4jgOLnYW7KzhOctR1MQCxaMjpHp2Sjj0hA5WOkcphLQE6IENy02Y97UEE/wDX4a1XzkAbhc3CL1uTX4RlRenuTCi4YHUlgCbjO1uAQE17VI8KVyc5FyDlzMKKQTRsO0veNteT3mXaXW4wx85kbUg66vId3PXmDi7Zdhs7twtHaZcretL1I0ZtU0ttthaWkHC3FbuEMpYaWmy6o/WNTjpQo8J+yg+rGF5/irgb2QKBQKD016D1zFvRci5Ocind61Z9ueTRrsbJ9KtQlTffhS/5FUe2wOh76hUGLLMKEqyUOGkfuLcx1YMFvRZW71FymmCbKnSLUdR5QsSl6eVJOAnO3ensgUE0rAIhk8uRjEg2qJymi5MiCmdti064+lZjtNsQly3rKZXe5rstO5PemvRkK5hC5zlzSmzuRmK5hXNKL04olZWVBMY3MaJm2CWKGbD5pMtkmdvoxEx6jqLYVasumOVu6Wym9x24Babq8mnl9elrTLGg24U+vKxct5VfSblhVtBhqN1HxDlhOeJU/ZV/r4Tazzkdh5uTaVUdZ1OKOGzwygVlbluRciUVlFVLTqdlvimZrbGpy3ISp/vwp/8AIq/W0eh72Ji9XEw4Upyhw0r9u78cMhywLCLUPQU8ZDx+Xsrtzktmm3l7sqXqnRhbBxC28MIFNKam9RG41lsyA3Y8xeYr4wVek9oK8MWubRLluQcoP02T+UlPKaVlZWeDUchZWCsFOVaq6d09blOc3C7KpJhTzskEdZrneTGx7a1VOv747MnMe7h/VpDuOw9Eb3Rur+IbUQj8SRFh8RwBs3iacqzamtO4HjP2Vf66Xfdp9n/LIQJdUsySPldK4IMcVynrlPQjehG9cuRct65b0YnpwI414qBqW5qbKZU/34Vek9ebDZpNyLVNJuUpy7+3ocNJ/aMcuBgTR63uwnye3fulsTiCO1ZL3OcpZAE55cidqJz6AV3WFhBNTUzBB51RR6hDMq7sPvV8jOFYfvlXhm1yr+MpzcJjNygbiK23EhKeU08Yo+YvKnMdb3TQrl7SyMFckJ0PWrWbBFqbPzyxpkPMOHRPZpRmYNKdEjSkLHaLuEznQyFycVnhaQ7hD0BeF9Ngvv8A4ShIP4ag5a3o9RlfUabavqn7Kv8AUcQtP8Lm3S/xQAy+HJWGDSpZYz4ZcHf42dsfh9f45HuPh4FM8LOMh8JsMT24ceJVj7cK/wC6AEp0ZROFWcXsm6PPdyHDSesuPx1QsoOW5E8SVKeg6tkYIVfumV5dlTTBg6yFz8esFAragmodEwpnuF2r0oWHQWQtSiNTjXlMUsNvnQ8/co3YUd7a2efmElPTeBKin5aFzr5vBfbLlzdxiemDKl9r2/XVP3ynpzjG585Lma66Jn87I8/zTw1/iGQKWYyyEo8P6sodx29Ol6rLpcsni229SeLrT2XNds3IJZ3zccLHCx2Vf6gcA1Bqg8Q2q9L/ACO/n+aukQaxZgR8SXSf8juK14kmlX+Q31/NXNw12+Hf5DfEZ6rasItWFZ+3Cv8AvpRZUsA2TdJKDhy7h/MnIcNEGZceyE8Bwc7CB6Ipw6N6LWtR3PkkyZZwwfZPfn4WlNKxuTeDThRlbQ4Xa5gloS86varNuV5YnQyILTrA8kyY5isZAkJT3IuRKDsLenvW8oSFCQ45hTZCqpLjFT2t1Bhjki1lrWX9RM83Py2WTq6ROlUcvV83skse4WFzk6Zc9c/pNJu4c5c5CVb0ZsLzC8yvMrzK8yvMrzQXmgvNLzS8ypJd/COXYBaXnF55efX8gF/IBfyC/kF/Ir+QX8gv5BfyC/kF59efXn155edRtqWTmHhB+6gVN9LH7YtIdEJtKLnTUjGnocND/aPpHhE4Qd1T0zsij21a75aKxMS6afYE52fXniECmlDqv6CjdhR9RarizDpLzG/stdrZg4eH/wAso04qOk4LkOanRFGs4p1Z4RCwiFhBuVjomrSG5nWqQmQfxdgqXSbRL6M0LJWnc9FM7v8ApJ9ggncP6f34t4ELH/WCLehHyxfsoyYUsnssO/K6NqkjC1BgDZvsOy0T9v8A+bXkFjtyawBO6JxUXZFTStgi1PUDLNLLsaAic+rPpygmppQ7IKs5Dvci5MsbhJG5oe2/UNOytFn8vqTCCWhuXtGC3rDG3a6BjheiEci/vl+1p69E7CaVp83KkisMmaXNMvCaMSR2YQJJY1yxnYEYwWmuCTWC5CdCEYguUMOiC5IXJC5IQiCES8tlfxxK/iyv4ly/iHJ+jvaDp7k6m4LyxXlyuQVySnRlvBsZcuS5cly5LlyXLkuXJcuS9cl6ZWkcTXkRrSLyUy5Tly3LYUIXlcl65T1y3LluRaRxZ960m1PseyV+XmRqklatRkbtnPub2Wh/t/8AzzhRWhu821ofeD3b+kL1lFeKdVEQ3lx+5c7PyhBMURTggonbXZ6OAcKRNeVatS83WURw6rIZIYnnOejlXcNuWrVMb1/6I/GftlFNVcqJ2FFLidT2mVzPqzAyaTc56cs9Y2FwZUJUlMhOr4UsSI4H0NUcZco4sIBRwOevJPXknhTROAcxPYnxojjN9VX9GOGEAmtWiV2thlzI9o2nUdgovjCc3C2rT4wa0dZ1h/8AB3F/C215YNWvQtZFwb9t2xGz06uR196drb3KW86VPOS3stC/af1yuw1pwZJC814iU/o2CRNOVqN1tCpasPuTu6pzvmCCamr7NCB613bmM9zJ4y5sEomiWs0vLWGd/D7+dpTWpo6S9EZy1SahK0undKQndwfY8e7HAKoEBhF2FFrD2q1YMpkOVIipOEAxHSlBe+kJW2ae1T1vbIzBTu/GBmXcraGNyooQFCtr1sepA0ixUTozu5DRFNGiOE30jiMhjidGsLHDCDVtQamNWkf8QsK5atx40qRie1bVp1WaStt/j4jLq4QuanGdRhju0vEAJrcG97lOSKL+4m+zie7ey0P9p+lhy2fjjj3PZhqsS4ZXl6wSZHjHU+ZP9Wn2j5ggmpqjRGC3q6N/Llj6PPtez/Wsf1drC5XwWu8Hy5r4wm9RLH0kGDOPc1qCI69mHund1BNsQtBOsDG/L95xuT1hTL+6xPLpfuieAyf8rnxDl2GYe4YTwiODW5UbcKE7k1uwQsyYHAD8iG8CUteHAsToWPEgOZG5UjMIhTfWKQxlkxk9DRlNjXJXKQZ10rpWjEUQtQRSDV8xxyJ7VhaFqcZpX7MlPUcz8s6u4DStxp+M70FjS+EYzJPSilpWofL2oj7OJ7t7LRD+U/rm6yNiyyOAMU8m105yyJ2HSWPLVp5HTzk/OEODU1NT/rCPyTO/NA/eyVbefDC/fEtbq7JfC02y22bcoe0zgBMcul+8bWuHlwpK+ER7RFk8gqSErllYIWStyj+7h7cruq9dpZeZtfhU48xReyXzWG0Z98krVbb+VzVIOp4QM6hiY3YIuqha6eSNjYGl5QkKc1sok3Qvf0UzOY10eVLB0e3Bn+qr9+ACjHUNwGDJLOscOVptf2SQyhBkuNaZl8jekiK0OJ0tjXTufSnklhkEWNPH+r4mrGCrwadrnahGKFkc6y1gAysqIbjM3aW8NHP5t345X4khtN2mUESnL5P1t6HXre2g8px+YIDi1NTUOrYftYP5qD8h/wBIT1Hskf3nhFqvpDzW1KuDuj6Nty4W/Jdje3AXNwi/LdyhPu6JzQVyWlOrtT64CezCj6Pc/puW5QTYF73Ojbl2nxgMtxgOc850zPNmKtxPL3xvAeimqvH0jHu7nOFQh5UGFjh2VqPnQhyb0MsYapVO3Bn+ig7oIJiDsqMJgyoIFRg2BrHbJ2kx3q5c2xDgzMTgvCckMZs6rWjNa8J1hiaWtXjcNFTi2xI6AjhpWnnUZ7HhqERwMMU1vu3ho/7ndIpTlzA4mvWOyWAB07uGszb7Ocn5ghxYmJqZ3aMOs/upP2zH9bTg43tad7QcHVoOTZ0yzz4A/wBtt2SxWnYdXnLi5yBJa44VbuimFFTdpXJ0xBFgkc0oPyoMqxjEX7KTmtjtyb34C072TWG+1szWsvTxcmNgklm01grbdslfoyJuSxnWNm6VsP4nDaeMLdysx8uXHR4yyUKwFP8AVQd0EEFH3DlA5UWGQwx4bhFocpIvbqEGxWWYMncuwjIULD2rz9gL+Qsq7Zlmj4xu9hct68NXGV7Fm9BDCJedZtdwgtEGZph+GtTEyjoNYuXtF1+1OO44WoP3SfMEPQxRpqCf0fb/AGxHDwcxoHpZdyZWdRag81V0GztLfpZ7tUzd7ombXZUXUOrhyEPLXMIT5OkB3IqVTNT29WMJQgcVFWOWRbWSxbyYC01HEMc5q+0lX3SzZDWzYZqUjDEXFj36m+SuA7dE8hsTymP6Unf7BOBMMvI4bVXb11RuLMfWP+pSAZyMT/VQd+DVlNemPVcrR+44kLUosi5GpQnooolAqx9OLHezKysLqVAcGwcodgtB/bP+nT37SD0sSYbZD5HCB6dC/ZOd3zBBDgeDFEmoKdW/s1QO3V/7b1imZz61OzgM6KVvlrlCyLFOy/3Zw1z8JkuXb1WPTKlsBqNkEvk3Co3py1JGE+AFOqjMVdqETQsAIn2B3ulxiE5bM/BiHWt+6c9Bc2x3rUb4Zfs2XYmzKMbmxM6NZ0h9skR50PJ6OhBQrhCv0azY/U35tRfX+rP3cp+yg7jg0olDuxVj10yTYo3bm8D2ukGK8FME9FHgFP8Ar4s+nDatqaMKVN7LRpdkzJGvY3Y0idqMjHLMa3Rp7otkvzBBDgeEaiTUFZ+tlN7UXZrlQ9WRHraZyp6lnmtvx74NKs7E8kmaTAkl6Ry9eaq9kAPuDEknMceig95rt2tL1LJhOmUlhR2Fz1zlzBy44y5SOKqOU5PMqtO2EbZJXZQe7l3XDZN9imKB3tiKYfcW4foj99Zx2hzJZHbJmKvJvZN7WTETva0sjx0sQEufGWqwOjVEhwCcgmFQnrUl2qrONu7KypJOlp2VaUwUgTkUUFP9OLD7MrPokTeEcroyzWpmD+dnX85YX8zZX8vZX8taQ1Kw50o6/K1DgSjwYokxBXD7ZimdtOPRyrnr9X6mzIjkMb4ntmjizBK14fFP1MqZ3rx8x8lMBh6LKHU0oVnaN6fGZFYY6JSv6xSLeoonyp8ckShnIBjJVY7HTsJfVGGb8PdOm61G1t7U4pY5u5QVbtG3q/2n7Dw+7pKicIOWNr7X6Np3e1zZK21rw9psHpYHQBQ9xwHdwQTFGoDhUphyef7w8KRynfuVshSqRPRRQU/6+LPrwysrcnFBZWVlZWVlZWUD1n/Z6D8ATUOBPAJiiTF/V0qVM7ae7EkowYT7pujpG86stOsbHXW4k05/MdY0gtjsjYWnrQcMzThjXyZO9RP91Vw2yPUkuxUgJRqNYGOc4dE5By0no3VGg1myYXmujZOrZm7X2GhhsI2Mp8qc/KkRCChdhMevu2H2nSBy5pugd1Xdf3dOKzWbVjcZXFqlnKnm3KYjaHNCaWlBAINRag1MCiVeFwbTYGwSO/Kx/vkBcyQ4FkqVSJ6PGb9fFn14b1vW9ZQ4Zwt4XMC5oXNC5wXPXPU/WX0H4GpvAlHgExRJi/q27Ln9S3tUdiSZRnDpOrICrDNkwOEHeapV5Njv5qPyl60JZWzDLZtqM5cmgvQrSFNjcwx2ixOukqW2XLRLmBrGoBkU8/WKdRy5dV1AV1e1CKStzVzUJihYcvMEozJkm5xbEpsNWeLCo3KN3VtcltGflvP5Y437S54aIsuNwjlzvyQ7AnkwpnZUrvdKfaoe4QTeqx0DUAqkW97akewPAjkcN8bhua/JsVnFWQpVIE9HgVL+riz6+gcB2Ux6ZWfU4o9wMrZhOPwtQ4Hi1MUSannDJnZcOpChOHu6wjuOscbtsmpMw5adNy5ZG8qX98Mj0x3u3IFULDYjSuQOH+u8GtWe4aVA9atQbVGjvbt1ogR2HKEqpII57tmCZj8Y6rqtxW9cxb1C73/eW3AI27kXIPKD015VeTC0wtnryViySnLta6PLnNJGRCyR5ncWRsbbkxJPKnPT+8n1UPdBNTT0CCikMZgu7W+cEqkk/I2TD2TDe+3ll7a5SJ46uanDCdwl/XxZ9eGxbVt4N7Kft6+9c9UwBjXnofgCbwJR4hMUSCnP4JHJqCZ9oTur/wBxH2u6Ott5lZZwpXc2KJ+12sQcuXOFzShOQhaIQuIXnJt5wUeqzMU+oSWlHO6NS2HzKdQHhlNPWno1aWKfQIw4+Gej/Dk4Mmg2WJ+lTsL4X1nGX3TWeYPQ1RvVO2+u6G3HbjfZMbq+p4AvRlPsxORe0qTlwjU7LZJXyZRPR5T/AKqH7LTNLm1OVvhF2LHhu1ANhCCigL27m4ru/I953iQ5nkO/mOw8p6enpyIWFJ+vizt6Cj3HZT/BH/xgpSu8XwNQ4Eo8WpiiQUg3Qnu1BDvSOY3/AGhKm7xe+F7drlUduYCpIxbqlpB9WVvK5zl5hyfJuTH7UJghKEHhR3pYw3WLIc3xVYA/ywbP8raVF4lrFa9qVe5GVlZWVlbkHJsiimUNoxqO0JC2aMoSMTnBRWwwW7D7CkjKewgu3JzSpAdqgHubH08I2BFawiBi5I2Sye4mcGBygm5bzO0ua9ubLm8wSYdPDzGv7vRCLUeEn04t7cMrKKPccJGblyVyFyFyFyQuUFygg38Y7SFdoPgbwKJ4hNTFCgv6eMSN4BUHKYYdCplUKttxMonbHyY3xv2nUKzd7oQjEuSvLuRicFj4crcVzCucULBQsoWAuc0reD6hwY5NkK8PMry03aZUev4aEk6Ewq5urTi05PuEA2yvNrzQTrDSNOjityyaZWrxySQtYyflv07xLBLHq2vRyRFzTwagAUI0YlyipEU2Z7A85LitB0SrZpHRKRFnwrSnWq6Y/TLMv04t7cNq2ranhD4cFMYSW/Y9Wy9GesIcCfQE1MUSHZWhiw3jRd7rA6xKXtWOH32deAO6MFAc+J/TgzuOz+2AhGCvLtKNVGqUa7lynBbT8WSuYVznITlCwueEJwua1Ne1Ne1Ry7VFfmjTNcssTfE1lqtWXWZS5OcsrKKd20+sSbN4vfvQemyLm+3mps5XmOjbKoTMLpLTS/zKMy5gTpEZFleFtSYwInC8RXm3tRk+nFvbgZFzUJMp5Q4RV3SoadIUNLchpSGlBN0xiGnxhClGEKzFZZybI+059/rbwKPoCamKJDsr4xZbxqH3TdWx95O0Jw+4N0RRULuqY/ab8XuwmBAdHjp/bUPRgLltKMDSjVanVF5Yry70YXBbT8eVvKE7ghaeELrkLq80CucCt4WVnhVrmd1+yIWMPuWUCt3TSdOOqWf8TnYpNFvRqSvJGDC5q2tWwLYVhyO5FxC3oSYNDxc6GPVvE8l6N7sqT68WduBeVuUZTkOGmAbPg1mPZeZ1T+rvWOB9ITUxRIdlqY/M3jXPuPWJvd/Zn2eN0LgnJpwT14NAmiI2lqDk8ooIFZ9ZTQgsBctpRrsKNNqNJGmUazguS4LYVj48rct5XMKh1B0LHPLiw4duCyhw03UH6ZYb4tthM8XTK1rjLtaPXNOLm36E7vJ0Zw3SdOsMm8PUzK7wo8l/hKy5XKslGxuW5b1uTj04s7eiJOQ4aZ+v4PEDPfGeh9ACPAcCj6QmpiiQ4amPc3jD3j6w/wBu7DvH1a8YLhwafamu2m8zKCyieA45WVuWeBQQ+HAWxqMDCjVanVUdMeGGEhbCtp+XK3lCdyFgrzCFgITtXOCEqj1CeOOO9NEhq1trm+Ib7TW8YW4jquou1K4XLPF3bizt6I05Dhpn6/Xla2zfUHRnFrUenEcD6QgmpiiQ4al2HGLvW6xvHud2HeEqyMSlFMPBsO4DDoy0scEeA45WVlblvW7KCHysG6SzJtidwDAU6MIQAo1UYVynLYVg/LlblzCue5eYcvMleZC57VzGlZWeB7cWdvRGndx2WmH8eVuW9cxcxc1c1c1Wvy13dGINymxo9E48Ah8ATUxRoIrUfoOMfeoeko6nt/cRV/pJuRTOLe1gfI1N+av97DsudwanJidxwuW3DoWoVmlOpp0W1bVj/oZW4rmFcw+hvpiTu44UJNreauauYt5W5bluW9cwKeP3tgWzCccJzuI+EJqYo0EVf/WOLO9MqZFf2w9dTH4gh0Qb14BPbubhbStpWFj1hM+aLondU7g1OTE7iEOxCCHUTN9GEI8osW1bVj/oN7cDwiTu44VXYbzFzVzVzVzVzFvW5ZKl/ZuTnpzvlCYmJiCKvfqHFiqFSdiv7aettu+oBwZxHDT6Wn3qR0TTiv8AH9MKPhvSij4X0ko+E9JKPg7Sij4K0so+BtOR8CU0fAcKPgQhHwTYCd4PvBHwrqITvDuotTtGvtTqVhiLCFhY9TWHBTuDU5MR4hDsUU0qQZEgweLezvThYW1bU6F7Rg/C3ieESf3HCE9MldeGFhYWFjha6Oc5E/M1MTExBFW/08WqqU76uX9/233RuiCLQ1N9AVfXL2m1/wDM9VQ8aaqh411NDxzqAQ8d3EPHlhDx9Im+PmoePK6b46opvjbTSmeL9Lem+JdLcma3pz029VemyMdwcxjk/Tqcid4f016f4V01yf4OplP8FsT/AAbYCseH7tVV9JtSss6fZhc+MhbCmhPCajxHdvZFBdxM30NTvhH5qwGQQsLCwsLHFvE8Ik/uOEHb4bfZ/AJ3yNTExNTUVZ/Rxaqy/wDLke//AKhPSUYc9N9DVjKLcFYWFhYWFhYK2lMje9GGVq3Let65hChvTxoa5fYh4n1ViZ4z1Rij8dXAovHeUzxtUKHjHTirHiylKqOsUrEbXtenwRyKTRqEqk8Laa9S+C6b1J4HIUvg+8xS+G9SjUlCxCthBHEppUgTxg8Gp3w0nojbJKPd8R4RJ/ccIO3w2RmE9WpveTv8bExMTUEVN+ni1V+4+r0V/wCoSrA9z0OB4DgNNfZB0mcI6dOEacwRheFtI4x4CeQVpc0Ox/KLdREfOqRRvTqkSNJqNJSRuYeIOFzVzFzFFYwnTpmq3YlF4n1ONQ+M7rVH45AUXjSg9R+JdMlUV6tOu6kpVplJ4e02RS+EKTlN4McpvCWoMUujXq6LCFNGscAnfDC7bJN95h8buESf3HCv24ZWVuW9cwLmrnIy5WMFRhPOT8bExNTU1OT/ANfEKBN+siKP3hKn+rvU0rSJVtGA1pWxqZp0D2v0qBHRq7kfDkLk/wALtTvCzkfDE4T9DvND9GtNR02w1eWnasTNXNkCeS5Y4YWFhYWFhdeHVZK3FBy5hXMUV6xCovEupwqHxreYovHTVF4y02RQ69p06ZKyQSQxSqbw9ps6n8D0ZFY8BzhTeEtUhVjTrNZbVj1juTkSdW/E7hEnocIX4HNXOXOXNK5hW4rKzxk+6+kfxhMTEEE0pyP04hQJnZ/A/eFSdY3eoLT5NltzSo4uja7nJteQKKJCNiPtXMC5gXPGeaES0p3KcuVCvKV3J+mVXp3h6s9P8LwOT/CbVJ4Ve1P8PzNTtFnCdpdhqNOYIwyBbSPS1ENxp0UT3+Thc3UqTIVBDzS6lhGo5eXlC5ksBra9qEKi8X6hGovHJCh8aae9Qa7p1lAtkbPo2n2VP4L02VWPAL1Y8IapApqFisdpWOI+v/j4ti2IDCchwaVlZWfgd9Yxl0x+QJiZwCaUUfpxChTez0UfvEh1a9H1NdtLZ+eyruJDcAR4XQKM9JHJz8LdgRS5JmashdMnqtuE44TZHJhJLnHLZFhpRqAqSLanthTq8JBpROT9Niy7SIUdGjR0VHRXI6RMF/HzsLZbkQndPMhvauZKudIF5l6keZE3ujwyo7EsJg8S6nXVfxzbYq/jmo9V/EemWUHRztsaDptlWfA9GVWfAdpqs+GtSqrkuA2FObg/DlZWUShwHoysrKysrKyh1EY2td1+RqYm8AmoJ/RnEKFN7ORR+8SjKlGHHgfQF4bAsae2vhdGJ7iU0Fy27GlOIUj2sbA+PbPLuc9z1D1PL3p0TgHucwMsqHEhkhIRBAjeV/5T415cZewxn7J4OOq3IPTXAora0oxxry0RRoxOR0qIp2jxlO0VWtLdAwdvXlRzyQmt4m1Osq/judqr+NtPlUGtafZXiit5i2I+tsYk+Qocc/FH9pnY+VqYhxamqb9XEKFN7ORX/qNR9p+7ux4Osx7fNEIa1YFYLwbJ7Snpg3FsQCeOmRmRqmPRkrmxOe4mMcxMbhQs2iXGzGWbgG15GZLnSO3dAmO9u9Nk6viVmF70Iy0k4BXRbQuy78COOSR14XQXV2n5crQvENaSjANLmk8XR1GX/hwtqwih8sfRSHLkfiCamocQmFWP1cQok3sV/f8AbFGp+zux4HiF4Xn5V8yuTTuUYaECnDKlr5XuauUHowYXJARaGiLszO5zxuO3Ozc9jNhbIWujDnHsIVLFldWmF+VsBUkIViFxRj6vhwownxoDCDupblY4NciCsKRu5kg2TfLpv6n9rZ/L8OOBTkOB9OFhYWFhYWEW9did8QTQghxCYVZ/Vxaok3s5f2ExRqX6Ht6QtGfs1PlBNDQhhBZ4FgK5DUK4Xl2owMXJaFsanVmOXkmLyKZVexOG1NTYHuMYwiOk8ZBjftc14KZgqSFOh9slcpwLUHdZMY5YcnMwti2od3DK2LaFqUfLtfLpbcwyM6W/3fGU5DjhYWFhbVhY9GUR1e7CJ+JqaghwysppVj9XFqiQ7OQ7hNUZT+sfoPAKB/LnDGoMaFhDK2lY49kX9HWAvNBc9Cfcmz4XOymFy2hybGAsLK3FOepAMsd1ikwt+QfcpGYL4mSiWm6NFmWjoXe4E4WeARHDW2Yf8ukt/BIz23P+R8OVng5DgFjjlZWVuW5ZWeH9PPX4QmcMoFZWeDFY/Vxao0OzkO4TUxd2/BRc+arHjCBK3FZ44Cc3Ck2gcxia5pBc0jlOKZuCgy0DBWFtRZhEBF2FvYVsjcuW1qDmoYK27g6qtpCfTD1LSlYS3oQeIOF34a1Hurj5dGj/ANaWP2Xv+V8j0OAWVlZWfhf9viYeOVng0ZTW4Vl/Ti1R9x2cUEEExMTuh9QXh5psadFEGBBpQasel8YeHVCFyXMaKshUVYxrCOUx7gmnKyUZCjICt+CWxyIsdGm3Whb4Jk6AtTJpozFac5OYHqSSeBfyUq8+Hqwa7k6KNctbCmtONpVysZK+MH5PDleOShYpsazU8ef+H//EAC8RAAICAQMDBAICAgIDAQEAAAABAgMREiExBBATICJBURQyBTAzYSNCJHGBFZH/2gAIAQMBAT8B7MXbBgwY9eTJqNRk2MI0mkw+2WahPP8AavRB4kWLf1NpD6mCFcnwOwuep9un2sXpyZ7L14MGDBj+jJkybGESikQ57Z/rXbDNJjvnBrR5R2Fk3LYWuTIz3NZJoSfwUVz8mX6daExmTJk1GoyZ9eDHbSzD9b4ID9WTJntuYEu2cHlgvk8qNZFkyTwaiVhGE5PPAq7n+3Ao0mioSxLBAjz6cISGNNm5lmpmoyZMmo1Go1GozkjBGk0mk0o0GgcJI3EPggP1YyeNirRhLtKSRO+XwO+cntI/IrfOf/YrHEhZkjIreSfJYzLm8ITrr2jyTscmedaRvJL9txMpeUR57S2NRnu2L0YRgwYNzcyZEiMc/wBGcHycMlwQ9Cg2KsUUjg1xR5EKxfJb1UM7H5GvJfLWVUudHtIdLZLkvkspR+CuR+6wdNXGtbFpYJxjH2ie5892Rg2VR0ojz2ayKJgyxMyajUajJkz64rIlj+h7D2M5ZLghBnjFWkYHNIl1CXBPqpfA+pbY77E9KRHzS5ZDp1L9mWUwiyzYk8s6SDjLc12pvXwiVkW+COiXyVvGzKWXMluYwLnsu2PbkrIkeez75XZsRgx6Ms1Go1GojuRjj+nTkmsFUdTybIldCHLPy4fBK6yyWmJ0znqkpFs9ORWysWeEQ95OtYIzaeCmepFTL+SzMnhG0OOSLkssuubhEVcHPf5PBXWiPueSp4LnuMkRw3v20fb7J7YKyLIvfs++pil21Gs1mtGpGTKNjY2Eitb/ANKXa5E247E7HFGrfcx8xKpPOUdOsZLXyOWZf6Omg5LYupcB8nSspOp5ItKe4oU1RySzOBbB+KOSxacIWXyQIywWzbl2UJT47Y7pFaXySazsil7dn3yJjOTBhm/pwxQkyEJJ7kP6V2uyW8lr3IQWMtj9stiv9ig6h+19uhglHJ1jWka9x0pbfLp46oj6y2x8ZHl89k9NZ7mhvVD/ANERJfZSi+GGR/ZFk4L/AN9tzSzQaSKEkR57P0Y9GTJk2NjHZSaI3S4IPuuz9OS17Fj3JfsJtkm2V/sUfJf+rIwyynWsRLYSctyyrQzpypZe5esSLI5NLIuPyh3NrCQ8sURL/RSXLYaGiCj8szDJrgeQUp/BGuf0KmZGp/PZ98me0O2xhGmJoieNHiPEeNnjkJ4Fx2XpQx8l3tgTkbPkzvsPkgUMs3Ko6ZFWlls4oszN5Ko4Kv2LuRrc0iis8mmJpX0JGCrZlibWw6Zs/Hk/k/FXyxdNAVNa+BRivjvkyuz9CGyEkjWjWazUjKMmTUZ7Ii8r0cd0MXukWw1xwWc9sGnIslU8DeRQ+SOzHqfwaGuSKwV8lqyzQ2eGTPxmLpv9ioiKqCNKMHA5Ic4od8R9Sfli6iTJzr8O2MikJmez9MnucmDHbJkyzLNUjXI8kyibktyO3dMb7omVrt1demzP2KCYqYjhH4HE4EsiWENsWZMVSFWhJIyjWjyRPKjzD6hitbNbIPLLOBvA5Ep4J2HkFaK+98Ii+pl8pEar5c2EemfzNiJeh8j5Ojim9zRH6PHH6PFD6PBX9Hgr+j8er6Pxavo/Eq+j8Sr6Pw6h0Rq3RCXqXbBHZjko8nV2xsWlCQppEp5G+yK5ZHEl7BXGtmWyXtK4xlW5NieTRjkwvo8UZDrcBMr5LliOSc8ErmOxmHIh082uCVE4iTiV2EZkZZEP0/J00tOWLrJZF12+GS6vTuR6rUefbg/LiR6pSFNMyjKLLIxjuVi9K7yl9HVNtIwYI4NJga7QIJSLa1gawJkHllr7Vx8ay+SqDtkR6CWNy3ppVxyRfwycXCWCrkvftLpm8inopTIdKq/1Rh4JxkidcbNpLBOqVTI2aSqzJHgfqo4Zn3Eot7ojF4Kq3FiS+R0QkKhR4HF5HrT2JScY5ZFeVZkLbsmReR9l2fA5aS6WpiEskIkuz7JFcmix+0fO4obiqZKD+SO0yvyXWYIVQojhE969i+P/AB6S6l07sssjOGcFUszOrbUCFM+olsUdHCvdjlGJGSYmu0nX/wBiyVLjktjDHtRV+xHglx6MbdqpYTE9TwyryInJ/BRnJc2uCuTfbCHsdRPU9JXHCMmTJqwRuXDGxywKaZksSaJkVk4IvYyS2GxC3ZBfRN4RNZWSvfBFbFkfaP8AZn8f/lyO2Mp8kIpJHVbvk6z/ABpj/RjpvnZ/xzwSl1yjonHP+yE7qN0LrLM7s6iycZ5T2Yuqknkj1R+a0sInfOx7lmYVKHyQhkqhgjwS49Hw+0OGdOvL+5XCHwyxb5OnhhE4kf22ETeEO5JZZBOctXZmR7bo1DZTfh6WWz3NTXBGyWNyUm0TIMbILK7S5GRIclXyW/qSKHgTQ8YJfuzop6LSNS15JX+OKOor1+5HW2L9UN+0qg9eS9ZiWQJQwQsWnx2cH40nvB5PBb9C6a0Xjp43ZFOTyyESCI8D4MmezPkguSryWPB09OGWV6irbbs8RHbpRLqCKc3lkFhduBr6FIkNkvsjLKFuPY1ZiTF2jLYRJDISwxPEhSeR5b3L8Z2OBWtI8zOXk43Oh6uMtpF1ilsmV3Ra0ZL8+Ro5KuSzgmiUckoG8TzTXyOcpckYlcSCER4HwJGklDQMfJDhnSVuXukKSRyyA5JE+qTngnfnghHPJCAu7RJZE+8K9UGOWng1mtxJWCsPIiNqFaOzI5Gog9RncdrR/tnJVvIugjTghJcSPHKO8TMivyZyick2JEOSzglux1uKyxocBwFAjEiiJFkeB8C7TlkfI+SHydJBvk0IxgiX2Rwyv3N4K68IriL0NEkckkxFcNMTqY6bDcv/AMaJPslkVcjQ0eMq6d2Msr0tojmO57nu0ST+ENtiOn/YtH2hKaeImb/9E5zziRERHks/UafwM0TfCNMvo8U38CpkKuYk1z2isEOB8C7M+SXJWs5OnemApsU8scsIsjmRT08a3lEIfLFH0Y7MmiuWpaGR9s9+38gsRUiM/slc2hsTFLBG1mtspi7OCmaqk1ItmpSbG/g1TwRc5nikKtlUGpE02aGeKTPDM0WnhmKuQoSIKWdyayth12Hhs+jxXHgtR47zxXHhtPDYKq36Iws+iGy9DgxckluUvGSq3OwouKyyt5mWE45ZCAl6mhj3P1ZPfc6WeVpOohrraI0pk6sH4mVkcdLwIiJnRTjpwPp42SbyS6JY2Y1pZ5NsFVyhyeeLI2ohYjyIdiPLFH5dS+T82j7I9XTLhisg/k1I1IyakakakakOyP2eSH2akaka4mpel2N/Akxor/7FvUypksEv5K65qKKr9E9zVmOSMfliRj1vtNfIvojJweTUpxyadMsE+D8lQWCctUsi7L7KnsUXxr2kW9XLfA2ciWSVMoblVn2RZFk5YRZfqFLWxV5F7CPUaCuzUiD3JyWMGRywOZKexKe+SMs5KrMnVNyhhDqjDaWc/wCjQpJ6G8r7P4+Wqjtp+/TH/saPPZIhH8dapFl7dmTo7HbHf4Ev6WfI99u/Tzx7S322MaTjuWo0MxgwcELXE8mobGm+CLwRHZrxEsWhlUsnBdZjYtkmzp/sjbFPkufyKW5RakVSyycU9x4JPCJXMdrK4ycdRZH/AI2yqRrlDDiVz09RZXkpVk70pyzszobJWQblyLk6h4huZK+gtthqRKvTHftJ41ELZ1vVEuhbZBSY+WfxsNNCbEvW+0iRHdk1v24eTqFramWS9pISzHIxd48jkZPkaSgQXuLa9ciirNigjq+in0mHIts3ZnJZU64pHyV+96Ps4ZXydNLOCfAyZOJCOqWCjpPYX9LszHjngqfDNVznqyKyS3UUdJDSn/t9m3LntV1/jr044LJatz5JraZ/HdLROGprc/lJKMdEBVye2CiOmCX9UxlfJau/McFnBIg/abdv2lg8MiFMkeDPJ4lE8aOER5E1q5NWmzKZ1HV9R1H+Tcsxvk2J1Pqo7Euhnkq6OVUlJl2PLLBTHUzpY6SX6jGWRRQ9NyItOOUPg61LyZRRwQ4MFXHbHowOEk9iDnDhDcnyjf6Icet95jKyxd2TRyxo8b+RpIph8jEzUNjJcC2ITWd2Sfu2Pguwmx/Z/Hz/APCTHTHVy8mp+B5+Be5vJCTrZ0s3Inx2ZZwSemWTpus0w3LOpzHY6iWWdOyHarjtgwaWKIzDNLNDPHIr4/oXaYytbE+O/I0TrjlaRwaY0zGSLSQpbjWZbEo4E1oMMwxpswyKMvBbDO5KLWx/GS1dM4IhoktTZN/+PKQ8ZwQjqkUV6cE47EhyeScxQdj2JpRgkUNSi0y9OL3KCt9quPRqORor49EdjPpfon2Swhj7IkilKUsEqtRLp5M8E0eJr4NJQvcWxyzx47Yf0YX0SjllcWkadhxyNaJ5ZTZHppa4kL+nsXOMnUTVvti9jqoJNIqqwQ5RP9Rk6rFvgm0Z0vYdjfJG7QTtdvJTsQItFPpj2i0ka0a0eREXkXHpYu8+3x2lz3e6Fs8kbVJGUak+2lCgkOCZ4UPpkeCS4HXYaWu2FgcUWVKR+M28H4ty4wTotqeWKmzVkhGxfBFzT/Uv66Nb0NFXUS1atJLrKY16h5byx4+TY+BRIbIrpscVI3jszp/RhiTGZRqRrNRS85QvUuzJ9o/r2nz2+RDW5U8bDewuRs1s8jPKeVC3Rld8I0RPFEdCZPpNXyfiWLg8Fn/YjWyMSUlWssqg+ofln/8AB1olUOtP4HTH6H00cn4yFQKo6a9Vx0SLbfLJJcFCwvRgkMfPoq/YXPpXdk+0P17WdpESSEL3IS747RWWTeiGO2WapHkZ5TyI8sEZXowTqhYsSRp2weMdTHTIlTLBiaN/o0f6FE8aFEq9Mxj59EXhkTIt+67sn2r/AF7W9pEeCS2EVv49S2JS1et+6fZM1M8jPKfGRST9WlHjieJHiPGRWPTMY1uYMGk0ibwRWRepku1fHa0QyD2Hx2TFU2eGR4pHjkeORol9GiX0aZeqPLEL0USysE1pkLsn6Miaf9EuPXBdl6pEu1fHazgQxbd0VWPGDyP7Nb+zW/s8j+zytb5F1DfB539Hn/0eaL+DVW/g/wCEvVehuLKOnjjOo8D+zwTHXP6Gn2g8MsWuOSD7Ln0x9snET9cuOz9NYxeqQ+1fHaYu/wAd+psnTXrgL+Zt+UVfy07NtJ/+i/mB+apLeLLp1X16Hlf/AA6OFfTSy5kpqUsxsE7PiRGW25qNmYR4lnIsrhilYvk81iPP9o8tb5RimQor4HS/g0yRwZM95L3ZIcep2Ic9XbBgwYMEdmcv1y7Mh2nwLtIXHZIshqg4sjBOzSR/j48lNUIbFlii9jz74JWIyn8Ht+iOl8Z//opPOFJmvq1+ryP+Rvr/AGQv5n7iR/l6XyL+S6d/J+ZRPiZ1NbvlqrsKFNVaXLcXl+yvyZ9xE8skK5/J5IPlGIPhnjfwaZIm8EGvVpEu+DBgx2j9+uXZlfafAue0uSPbVL6N2tyPT1r3YJPU9KI0OEcss/0Rt0zJTdkimHwy2Ol4RRbiSUmYhJvBT7dmScJbM6jpFFZijTjns0mIjOS+Tz3R4kQ6zqF/2Og6id9b1i7YMG6FOSLp6lpm8FWVJPORenWRefVkyL1MfZor47SFz2mRPnvfr1bFXtNWpE+lT3iPpM/A+gcSPSSXyS6W3J+JYnwQrcXiTKE290dVRp9yOnsUo4Zf0KthsX9FZRxubpikRl2Uj+Js97j2Xp/kP8R/HbyfqwR7ZM98GCO/qkYMDIcdpEee0yI+Rduqn48PTkrw0Ra+TSNF05o88n8n5UlxuUWu17iqXI4NFjY6cyzFlNkq1iRKvzIu/j1P9lhl3RW0/GURW5g04P42ejqF6/5H/Gj+N/Z9l6V2wY9MPU+8yHHaRHtIiPnv1EI2JJlSUVhFcUPtKKkty3p4LdFXS1x3MFEnnBOTSJzZNKUclfVTl7ZEv+P3ReCmcrYe86m63p54hIn1NlixI1NDm8Fc3GaaFuuy9F8VJxTKoRhe0uy9H//EACwRAAICAQQCAQQCAwEBAQEAAAABAhEDEBIhMRMgQQQiMFEUMiNCYUBxUmL/2gAIAQIBAT8B0X/gorWzcXpRtGq/8L6Iv2UWzxP5Z4aFjRF7VwOzJ/R+tFC/Ff5rYmS/8Fl6pNixsWJCgitqPsiiMftKNrYzK0oNL1orWiiiivxWWX7xJC/HetNnjkzxM2IkjH0JFFE8sKocsS6N+Y8mUUt0bJE+vw8aUUUUUUUbSitGyyyyzcbhSWseyQvfcbi9IxbFiNsYLo25BcjiNE0Y1wRRKoqxxyT+6RDGkjwy3CSSMdUOPyiZLrRFFfhsv2ci/wAFax7Jelo3FvTY2eMcP0QxtLkUCPBPJty8ks8F0YU1yxnRmk5GPoibZSl93RLlC61h+tJMl1oiy9K0o2lFFe7/ABIWi7JNG43PRQbFhFiiuxRRFRkrPsRLJXRCVoR0Z5WuDbCvtIwaHKcfgvcrMhiXAirJcR9LqYxkutF6rS/WiiiiiQ3+HcJjdHIoSZ4WOMcatkqaTRFEnt4RJ7SMiuLGTMXRe1Wcy7GlwjHCpM3yUeDyzmRW2NEzEuNEZG/jTyfpCGubPgZLrRa0VrRRRRXqyT/C9MZGKYoI/wDgpVwycFJUyfFIjpldGOaYiRkMXRkTrg3ZJuiNRkQf3ujHzbKS0qyCSWjywiVb9cspJcCuuyXWi9V6UVrZuN6HkTH+PGQ60lJ9IXKPgyENM8m5GHsXRI2KRGCS1q5n2piW2Wm530TZinuRmvY6MeOcv/mtllrTol1ovy0bUPEmPAlyP1XrRjVEdKIpaTIDdE9rtkJJIxz3Eib4MfQm70lGXwLBzbYopaUzIYtZuS6R97Rsyfs8X7Z4oDnFDyxHlX4+Tkss3G43Ddlc0PR+yEQdsQ7KI6TQifROyEWyCpUMn0Y+hDdG5/oubPu/YuNMhjdHkieVHmPLIeSQ5PWmbXovaiiiiiiiiitJL7hr8CH9sTHLbIWtljWjlY+hUvki18aT6Mb4NyPIjzIeY8rPJI3MvRRZsYsTFhPAjxIUPuHH0XohFpG5G5Fr3pGWNMetFekOzI9MU7gOVHkYpMTLGxsVCpG83stspm1mxnjZ4hYEeJGxE1SMRRQkJa0ioFw/Rv8A+D7F6LT6ptG5m5m+R5Jfs8k/2eaf7PPk/Z/Iyfs/kZP2fychHM58MkvwWPlCi2Y47dNrFH0khMhybEbUdCdnzpdlP9n3ITvTJ0YexIUdNxLNFEcqYnY0UND7F7fUK2PAeAWKx4qNh4mPHRRRRjg5OkND/BCP7IF6MsvWRJtGOTsi70ZDTsfCPIRnY18i5Rk6MHYkNpGT6hRJZXLvRUQnKHRjyqaOyUSXYvT50z/2PgTrgbROV6bmbr04Irc6KWPrXaNUL0RFWLSyUiPpZNEFyI3cHlFM+DiMTe5MT+4i+bIPcJNSoyr7T6fsy5Vj4J5pSKbK1V/BHemQlL5ZG65J/wBmL0v7tMq5HxyS2kUToiP0+nj/ALEnrRVksPyhIUbHChIiRG6Ox96R0Z8EmRVsg6ZPgZF8kekZP6ijSG2Q4MZ8olKKXJFYruJPFHJ2P6aPwYYRlGmPAh4D+NZDFGBBb5uXwdEmT/sxej/tpk7Mj2/1JSfyRZN2JnxoiMG3wf0jWtCEtMmP5RQjg3LpESQkS40joyXRMh2Iy86Ih/VGRXEvgULZFmNH+xkf2mF8iek8bT3QFmX+3B5Yfs80Cp5f+ISUVSGxsn29a0XemXsntiZJ2RlQ9OzaRx2KKgiT1RRHREobWMRXJEejWkdJRsa4KVHCRi6Ks8dniEvtoXJlxv4Iqjb8ipLTJ0YuyLFo0meGP6IwS0Yxk+xDZuIT3C70y9maSXC9VidWRxCSiiT1QmLRPTI+TbZtKTFE2mwcDxijQkUSVFcCx2f8QkPhGN6NfKFJPsoe0SvsZPox9jlXQpX7saJ/20l3pjVEdMvZmaL1hFjWjY/REdE9JyuRHlaYv7MS1ckWbjJl2IhLch8lx6si1+xRrSfRj1ntStnlxfoxuDVoYyfRi7Nql3p5sa+TyRas8+P9nngeaBGcZ9aMn/bR6RELoyvkycyKKEiL4E21yOXuhEl8nwdH0/PA4EcaTEijaOCNpkkoGSLnFNGOLUUJGyJtijcjciTVEGkbkb0b4vsrF+hTgujfE3xJSVGN0xTieSJ/iN2I/wAJ/hRuxCnjXR5IfseSBPmWj70jMixGbsnCuRtMf9SJiVjfuhC0Rlj8mKW2Q8jRGZ/IpidrR6fUxd2LK4KhfUu+ROyhxs2DgODNjFBmxnikeGZ4pmyRtZtZRtZtZtZtYoM2S/RTKZtZtY9GihYqI8aZOyONSXIvp4Q5JY7iVzQvtVL8MdFo1aoraxuyJ4HJkVSr0mZMTl0QwL5IrRuiORSO9YoofBvE7KscSS4IRfZRRQkR7ZLtDRGo9nnlLqhZpJ/cfUf30v1n2N7UhvyOiMPtHDa7/EvXJH5O0J0yBfpKKZtrROtGKG25GJ2NaJCMrrg5MYhomuCEn1rWk5LdRjl9yWmSEZR5JK8cZUScVj4Rlio0kMwptlDyxToTt6S7RKCkuSEoxdIj0Zv7V+BaIQxax4VEI8kEUJD0Wm0oXQr3EuiE6N322zHlWToWm/c3pe3nXJ0Q7ELSb2onmtmPLTIS3IyR3RaP48NtH8b/APoy8UtOFo8W52R40f8AZH1GScZUfSq3bNyMjt/ijoyOqIdkB96vhCkjyI8pvs3HbGfBDmPJDHCHQj4E/GxZkSyqSox/0WmToh3qjOrgz50+lf2jHpm79kNWPFuPF/08X/SXfutYaSI6LWJZuTEZJCKNpQhDJRfwY+tFp9Qv8zN7o/3LpC+4muCPeqGrRkw3Lgjj5MKoY9M3fpZYiy0bkbkS/FDSRH0+DG5f7F2LgsabY48EeuRDT3FFCXomWfVKsljtcEV96FYuiTIy51oyT2EeZNmVU7MLTGPTN36VoiT9H+KGjELRdCJPahZKFlRuiWfBPog+Cy0bl+yxPS9JLcqJweVbWPHkiY048tH07sbH0R7LSVsjmxv5ENKRsSHj3EMSh0MYzN7spm1mxjVey9I6fOi0jo1Y40UU9NzNzFNoWQ8pugxbBVqmJk5qMbPNjIShk4QqSHQ0iOH5sy41OLiL6bI5baIqlWlFaz+phGVEckcnRm9LRYvWX4UR0fekdFoiaEuR6UjajYbCqKetsUmeRiyizI8kH2RcF0bkNiW5kpbPsRuNw8kYumxT/wCikWiyz6j6dye6JgwvGt0uzN6WRF6vof4ER0fekdFpFjOmX6sj9z1pG1G02m1lelkZyj0WeQWRG6D7FsPFF/J4n/8AorIv9iLyX9xuHIy+iIi9n+BEdHpDRaR70mvdKvf41pG1G3Sn62bmeSR5WeU8pOV+iIi9LLGh+6I6S0hotFox5kvg8yPNE8sTyRPJH9nkj+zfEter69poTtfgafuiPYvaX4IkdJaQ9FrPFFuzwL9HgX6PAv0fx0fx0fxkfxv+n8d/s8M0bMqP8yMcsl8onnknTR/IX6FngLLB/IpRejI8D93ykx+yI9i9pfgiLSWkffGk3TPHElGMT7P2fb+yL2vsl9y4EqXQ4x/Q4Gw2labIv4Hhg/g/jRP436Z4ci6P80Tyy+RZ18nkixNP1j1Q/ZQYo17v8ERCJaR1XpF8jbUbHnZOTfJGFnjQoHRcv2b8i+TyTFmh8oWyR44nhPDI8UiP2qmiVbuj7f0SUPglBHhix4P0bJrovIjy/s3xIckl7WX+B+yI6IlpHVa8aZJy3UJVyPJboiOFxFHaibI89k4ccHKRMVox5bYn67UeOLM8FF8elnDPHFkIOD3R5HPdxXttH+ZC0RLSOq9XRPkqiOWuGLNQvqEzzIWWJ5o/scrMjVGHJfBki0+DHn2Mx/UKRYn6fVL7b9/p/wCx9R17v2ssftEssRLSI9FoutXHd8kuNL0xpGxfo8aZkgoo3sTRFCnxyTipdEZbCH1G3ox54TFrl5gx+30/bM/9fzy9lrElpEei0XWre1cDd8jYtFwQySZLLJ8aZERSFFCdOiWKK5RF7uGTSg+DHGORcojijF8atku/ZOoujc5Y+fb/xABEEAABAgMECAMDCgUEAgMBAAABAAIDESEQEiAxBCIwMkFRYXETI0AzgZEUQlBSYnKCkqGxJDTB0fAFYIPhQ5NzovHi/9oACAEBAAY/Av8AdlFkq2NmEX0hwhm92SlOLpLumqF/Df6UJc3NLkXQoTNHjwyLwFBJQobTeJZP/eGVl93lN+1xU4USG93Kq8OOwsdgYxgmSvk3/g0aHecOZR+SNDfuNkmwtKc49Jr/AFE/MuloPNQu3+46bHKyqys+WaV7Jm6DxX8LF8NnRM81z7xyJWjulrXv6YIdwymZHstJEPefB1u6dqT5hCNHLYTRWRK0xrSXQ3bqg9j/ALfpsq7BkNlDIia8J3DjJOfH3GmgTYMKcoRNcEwoUXRbzYt3XK8TSIsuZciWvvdlcgQfe4prosqZS/3LXaeDDbfh5mfzV4YhkkGWado7vLb9nNThx6dQvL0gfiaqRoZ+Km18N55BOD2ycOBCOscA+ipBG6KS4qekPDKboKlChh/+c1qwme5y868z3KYeXjo1HP4KYqFJiBzPFZfQOapsKBVVVlgOxuwYZeUHaY6f2Wq7BYGBeJfMpzkiYbACcyi1rclJzpFTjxAApXnH8KbpUHWEpGX6YRaPoUMYKnJXtIPh9JKbh4h5K5Blo0P7Oa898aI7qp6LEiNKlpMR/cKcKLe6FXobpSXzHd2q+1oYeIGSk/VHReJokSbuIBVzSmz6jNeRrDlxV17S0qsRrVJn6rWz9RnZTF5DJ9V5r2tRMWOSe6u6O285B2lPl0av4aI4HrVXYg9+1k0TKD9N1nfU5KTAGNHABS+ctZwKCJcZBeSfemneM5qDdnnZ8n0oX4LqdlKFDLftNcjCvXxKYNotH0JJeNEE4sTISqArkESrWVT8VJ2qVM4pWzY4tKESIAfrdVegzDeSre+Kk5syMiqw5y5K6+h4EoHNpyI9HnZTY1VxrA5SvXB9lChcSr0SV7iU75KJNCuxhMIlEYcsU02O6oCLYXmOHwUQPDQAjPIK8E0PF5Fg1WcrGOUFhcAeE0SKrqE13iOp1TH/AFhW0Wj6Bysog6J8FKI65DA3Rm7uUWwzN3RErmdnyVZleW6R5FciEQ+TYwy+0rrtaGcwr7Dfh89tU2U2VcO6ibuS1nUHBFsNq1WqTuVUZYNcTRDGo4WmLNkL9Sm6No1Lwz6WPLuIyTxxmimicplOa2tjKiXJNifVTbzpM41RfDldKnGjsYm+A680DPEPoIAcVeflyUm5t/dOhsOqMNdhRVKoVVT45JwycwzBTT9YICaoJbLNUszw5WVwXYLC4rWbc7rz4nwRLTrd8BaeK6rWKoE5g1RsBghshMbOWZV+MZlMN29EcJoucchwTtaYyV7nlYb2aAaQFI8DIp7DQXbJBzpd/ol7JTJE1fdrAJ93gRJZ1dVSHBU2WSyVaKp/RbxB6q7E3uBR5IjjVQugQU8dFRZ4crKrJZWZKtFrGx15k0RAhNaOq1ohA6LXJPfAFOIqlE8FLgtR0kS3XV4w3SVRgFo7ppyapxHNLuSF0SaMlEPFPO9Xiq6znN+FmaFckX3yJ8UWvkWniE7whNmYRBofomGj4glnL3ppiTy+IQDXTEtrzXJTkHN5qRF0oA5tKl1Kn71IL9EbK7KtmSlDar0fWUtVXaK/o/wRaWSNlTsJMCm+pUhkp3kRNScpsJaVKJrBXLqERrbThk6I4jvbEeeae2muVlTAAeCuXQ2k03wTup/UT+iaDinzqG0PdFp+t+i7Y6Yc1SzUmFrgMPRVzQ6FE2dgvCaZ3M++wmBMIl2Yw7sm80GMGspxDSybKFSebzV4kPeUjsMpN5oMhZoX8017EHFBk6BNkKFXhvK9kEwzJchC4m047rBNNYzPitZxmMwugysGsHU4WVUN2QBqmvgmc/qhQohEptwn6EDjwTJ5uJcU7nPaZLdWSyVGianLW5qRrYQgnO4y/VOc7MmZsytqLGjqmzHBXgjY0HmgSAuARe7MqtBZqIg5ow3ZFXhk7GIsb3Ith5qlSU0P4prRYTyKD+VU5kUrVEkTO9E5IufacZ+6ojZ3rsyTwTnczOxjo+kTJFRfWpC8Q/cn+6vwWeG2UrQ0SIGU0xsT2jThP0JLmLqZ1P6KW2rI2c1LIYC59AE1m7DB+Km5SbKayVBRVC1ApEKY4ICM8Nc0cVdhGcNttFU0V5xopqtk+CmEHBB2O7D+qpxHIuFURKjFLkuyeje5KbTIq7elhKANAhddXDEP2c1E8N955EsNMJ0jSQ55vUYEBE0G7/xy/ZHRxoJm7iYJp71cc4Oa4TaQj9B1yCH2ROXVM6bbOymKJdzkhecTJSLqW0sk5FEHFJAIC0tRFkumMQ45lLitWIPirsN15y7qb1dbkiBnNG5y2gc8eCz7SleeYn1pqNCfUZFGHBbcac9jCfGbfY1wLhzTHaEGPhH515fw3hCHzKdE/wBQjwPAlw1VFfCiOiQ8mz/onevyWSyWSiX8qKMSPaC63oaf570Wjh6aJ904LxzVFlZLEEAgpnAbDb5bZrWYVulVwNlwWrmE9ua1uaLCnNtlBhueegXnw3Q58xYUELGaS5odFPHktXUUZ0LWcAXVRe4zJzOzoSFch6TEDe686I+J9507HYB6zJZLdWUkIrh7PWke3/8ACfxM/TP+6bQFJVUrJKmwFpcjh82U+qAJatWR7LUEsD4hRknTYaouuUQBCa6yZcmvDbxRill0/wDdhQQsiw3RKgzDJoiJEBifUbmnQ4YEOGc+JOHdK4KrlvTQbDhueSZCSdEbAcGNxOwD02aztqFWaq6S9o1UeEQ01UOVb4cCferxyxzdZeG0opWhVsmqKZspiCquikKK6jZK3VMlUzsuwhOSIc2UlWw1TXGpVJBazkxzVIboslMyTYcR0lEgM1pGw4KHAT8nefwov+T3QEHgtY0ul1Q8eOet0KD4he+utWhUQuZDuh9Z8FMFk7m8wdeilChmTXSADeHNPEOA48p5SxO7YB66ihtc83XTGaAdu+GW++aDGiUqf57ycVchYNpkqoEKIOTjsjaEChK2iM06ifJFxxP40Tw0ABTNkg6iDQqxCt4lcbK2BpEyEYYbSw44b3ibWuBKcITXvykZST2sgmuUyjDYGmtCeCmHtb0DU5rol4HmMlUkmyrgqvVJlarFRoCzkquKqcA9e1/IpjhIksCe0DqnMHDHICeym6i8tlBxKnMF0924psGsqqKftWXnKTFVSCmqqmEISU1XAQM0XOyVxuQxOlyT33aTsos1qtc5DyT71wahOIFrxSWqK8Uc0Zz44TYMNXKrrKBUaqUW8quO0H0A9r96Af0UaM76tyfcz/qn98TtpczChMbDIiBziXzzFJf1svy+CcWZWSNnSyWwkVI7tmaqV5avREWQ88bi9s5p0hdabIcSLdLuMyh4YZ7kC11eQCGq6XZH5MzVlxW9d7KsZ3uUnPcR3wm2gVFvLeKz2mVueAfQEeC7J7U+BKT7geO4zxSRabQdiC1SMjOmVghhxutzHPbzCuxKKbSt5axWYV2FQc1XZZ25rPDms9pksrc0HRIlUPAqVlsR9AQupkmxpUBr1H+FRW8nbCbtn2tpsDjoqTWoStZ5Ws6qN8zKexuQO0zWfoMlkssWuCYiaNHZdIz2UGMd2IXAe76Agv5ORa/OpCL3/NZX+iPojaOYtyWWz1lRVatRqMiAvaIucZk7fJZbAbLK2jSqQ3LcVbo9614rAtfSAqxHOWqxzkbYMP6kR2yoqMK3CtwrcK3Ct0rIrLbAjggXSm6H+4UVjs8vgURKVcddmbRPLjZVV9AceSyxZLK3LYDY0wABjaLMD3L2hVXu+KrgNvv2TQUKLJZLILdC3AtwL2YXswvZhezC3FkuK3ivaFe1PwVI36KkUfBe0b8FRzV81NY7VexspBXmOBiNA8Tr19JQLJUUO/mKWZrNV9JkqNsoslW3UYe6nGjXewXt3Ly40+4RvNvN5jYDFkssNAstgbffsgh6aO93BoY1A8TmVX0M0Zq4KDor+jw4j28wh8rIZ+pQawSaLc1mq+mBK9yJQbDF5xXjac4U55K7obKD5xWtGf7jJb7vzIXIzx71d0pnis5jNGN/p7g2J/maMOM264Yhbkt1ZLK3JZLdW4stgbffsgh6Zw5qRMuIqqGfoZWwWfZmfSGSk4bINYJk5LxY9Yh/VTiUbwbgE7PEgOkeI5q+zU0hn6JzIgk5pkRhGLJTiUCoJnBrLkUSKjGe9p2+dnT0F2A667iVOM8v719FN1ApNcFIKCXZ+GMddsVXLYnSo9KUnwCLzRvzRytnYJWtiMy+cOYTNP0aoI1u2EYaqg2En1V+EiuiNru9sSPxEcN/+u0Nsj6G7obWXftCc07xWi8eSr6KSmxOiR6ljt30FLKqls0eaLTZkslkslQJrS3VnVN0aDlm6y+clRBvREIOOCLokWrZU7cU+G4VaZK9dpa02UCqNpLhZNwmpxYf6JztDfUCd02P726X00hh/TaFEW1290bz/wBkSbaYabUBomSj4u+/McvQTOGiM19koRG4slEiuEgE9/MqU1MngugVOSd3TGDIZrWepkrVUKTeMlPw99s1cbCtaE1pWqMFAsseakLJiIPiteOJd09mjHxIpEp8rHd7dP8A/lh4gp4ZFXhbTbxHT1RQK/E45DByKr6ACMN8XWu+qfQgDESFMqRzwmxzuLhZNeG3ekqihXiMoE6I0zRDd42VNk+RWjP5gote+6gPGog3Rz4o6IBzCEHZFVbVUCCHIqfBXoTp9FuOVIa3f1VQtaiIhlZochUp4acqKhWdrrdPbzdD/fE1HtaLJi2ikVMbV5+caBa3D90ScMnZKYq3Yn5PBiRZZ3RNEOBaRwOFks5+kmqKSkphOCOA2Qx2smqBboU4Waf4k7qdNeW1TNuif5wU2GRQJe74oNcy8UCIQaq0szQqhFh7za2UJC3lvFbx+K3j8VUlZqQTokX2juH9ESTnhdbHZzu/viaj2wyUws1WyR2smxHXm5ydRarpjrsL8Pd4jlhmM7GsYJlxkmwoYyzPMr+IhNf14qeiRizo+q9l4g5sqpPaWnrYNIjNlDbuz4nYT2BtCpgKcjhn1TTyAwTNAjPdRayiL2Z8cENg+c4BQIfJpKAfkm+HYMN1/s3Z9F42iVnUgf0VcV2G0uK8fSyC/h0U8mjIYja7qMQwD0ZhwjrcSjbRa2K/D3D+mGYXymIJAbmGUaGyJ94TU4Wjwm/h9CUbaKqk1TKMk5HD71FhcRMYJcEWHJTV4ZFTGRUrGu4QheUUjJuqPcqIT2Es2fVK8wBr+v8AdThxKdQqXT71w+K1i0KekRP6K7orAr0R08ZtOOVotoq7YtYdf9kcElRTZ8FSjhwVbZGoKpunLA28LwnUJroW4RT1BtlwVKKqMlJOcicTobsog/VPluu1hY28hdkTJPCopYHxn0jRKj+iJOe01XkLfmt4fBe0PuWc9ibfdsh6EtYfM/ZGuOirQ81di+488BY73ItdmMHhRnShk0J4H0+avYipK7xtF4yCo9s+6obA5uYKESH7Vv78kQaGwzRcbSDZ4sUeRDz6nkvChnyoX6n1RtGCRxCyirtS2GdbnyRsrjqpOq1BsQzYcnWUs8UZjewPHReBGPnQxT7TdtTYyUjbVZooveuluaFVnbWsJ28F8q0KTiRMy4qREiqYKIPdqQRm7+y+Q/6fSQkSPm/945NBJ6K98niS7bdkGDvvymr5gOLeYQDoRndvUrLC3BMDELK7UshnW4myq1dlI1BQbErC4O5Ki6IzqFLhwNrj0UONDzYUyJD3XiYwTUjjzWazWazxdFMKtsgg6KrrFrbGW/BObV4kFwbE/VTY3xW9Frw3j8Ko13wWpAcBzdReL/qMQU4cF4H+najMr/8AbYRXOF4tbRO0cs8u6ol5tbyuwRIS2sOOypYZpo8JplPjmo2kDyywBvPC3a12JsutOuf0wZrO2uORqFJ1YJyP1VzFgHzhkq2XedjoRzhO/Q4AnbagopWzBUnIXXKrlMymtWgROzvQ3FruYUn3YvdDxYDp9FqQXz7KUCG2H1KnpEQv2IitrwIRIhOmnP8AEIvGcleiGZsyK3St0rJbpW6t1ZLJVtvR4kovJPhaIauM8LMFEZ4RtCrxz4BGsyVSyirU7SRyXk68P6p4K7E1D1T2zn84LxmfisPIUFghk6sUXffwwAI7YNAXutuzUy5UiFe0KcXOM0+HeyO1jO0lt/w5UVNHaK8k9vydol0TIujsEMkgUTbpz2sLSPGul/zbvBaukm7Li3ioco4IdnTJaU6/WCbopmU0N0idZO1eiPn1meHCS8yKfZXvxJs4z5S1lpAbFdNu58J1QETSNS7WQrNT+UO8S7ypNHYNwVR9C57qBGX/AOKQ95UguQUmbGmGSvNCbM0XNpTiN07trXNMiDMJkVuThOyikUTsJjCEEO1lFMq7JZBbqcLoqi85naufAkbwkQU24yHDke80WiHCYTxE0yFELQ1nIZrXM5bVmjQrjQ3J0qr2jfyKGDGncyootxw83emOKnNmc91Oqyv2ck3wB4OpddxmhKKKCW4E53jVdnQcpJrvHM2iWQRb48582jYs7oWH0fhQjQfqpD3lSarz8lTLZ0w14rpwQToT+OR5FOZEEnNMjbDDOGffbgBVNbJRGmY5K9KQ+gsrMlkslkslkslkslkslkslkslksllgZ3QsKleKmfQFjTrvRAz4lXWqbttPCW8eCfCdQ2GNDFZi/wBrXQOYmMOSy2LLGXRMrdVIRK8yGR9MN7oWFZLJHbOiRDJrRMpz3bzuHIL7RV53oKWyUk3SYfDeQc2oRa8TaaEJ0M5ZtPMWaO85X5HsaYclkqbBruSm0oDja4HknWZeizWaz2NLMlkslkslkslqsJW6t0o+W6nRZLJZKjSt0rdK3Ssiqi0d7Ss7DjkqlSacPyZhyq7vyRe9Euy9KHKtQc07R35ZsPSybB5sOrevS2HEHz2g4K2U2TD1sF+dUbgM0T6OgWVlRsTsY0eVWtTnuGaa6U5FeLAA83NZW1CuQIReeQC/lv2X8q74IhzJEZ0UEtErRbNZLJVxFTsngiRn/NFOpTnvMySroyCkMvSltgez2kOoQc3jZfYPLiVHQ2QObJswUWa1tnccAeqvE4pqRCnYaY6rVVFrLUCyVQpPCmyyZzw0VdjpI6Wwh1wAw2OLS6U5UTNH0GEHxXD/AArcP5QpxYF5vHUXyuCNdor2UI9bQmvcwhvPZyU7BZKxuiQzqw977y6lS9PLnZL/AMcXLobHQjnm3upOoQo8I8Hg/H/89XRFOxyXVTdktQKgVQqqlQi7iq4aKuxjDimeXemmuhiU+ChQhlLBA0W4REBu9M0IgbeBZIBXrrL31UZwhPutJmJtrL4KCyENe/PLdpazuFcc0EXZKLC+o8jayFr4pya2ac+IZkmZU/SzsKY6y6c+B5LW3sj3sEdg1Ym93URv1mft6WZUhhcE5P77CbldbkpZmytV1V12Sm3JXhniOxidQh4El58rqZL6uCEIeYiAqCxu8JlARmFpAzT2BsyjCldImpHg+VoPJNfeFWqLE+u4nZ1VLBY2EM4hr2UvTEWFOagpKfB9D3sfCdxy7qHfprXThqqbeSmgFKSnYSinENMlVpxSV0K+czhvfOCumyYwnYumqIc0w50RpbGMV4a7hMqTXNe9UaPisguCmPr4GMLzdllbdnJozXlFwd3TmPzaZY9VVwS4Q2on05sFpbzU3bwoe9kPSGZPz7pjuPHBRV9BVBTRuozXeyToadqqRU5KVhKNjGqWAhOHIqdhsNh2GrgunLDmtVxHvXt4n5yv5iL+cqUWI54nxOBva1zYhleRc+I2XdRIn1nTxTKywxXfWd6oG0FB/wAyJQ97Hw/nZt7oNdkdjTZVwSKKogqqsMp+p+imFcAUzaU2fNMRlhdYUUUbDsDhmjs29sFTPHI25FbpTjLIIeoahYLXN48F4bs+CCMt1+sED84UNp9LNAizWafgnCRn2tytKBTCMTkUUbDsjh6jaDts6LNVK4LgnZZepCFhFhCknD3hSdvtQeM2V9yu89kNlNSRRsFlWIzbLFWyR+abJzkFmq5olE8VVFGSqj6CqOyGxm3BvLfXtCgDEdmn9HeoFpGBsQIOCBza4ItPzSgbDZI5KbcdFXBqCa1wQpBTKM1NVtk9pmiG7CK1BUVUCOKf2UgrrkbpVRYdma1UlKaJ4bUehi9/UDAbJpzbPDORyTYgychDcc1MJwOdlVmjimjgyTjZK2mzkjycEDaE9XjnZQqtuSpsJkUR1KooIy2JwD0Luon6ydk0WpwVF9oIIeLvSqnOFmqVUrVqqNKrgkUZZ4Gh9ERe4Ys1JVWrikr0kJqnFXXWTKkVqqu1AQuvUkUFdT0cZwD0MI82C2vpTgacDXe6y6d1yc34JzOPBVwa6NQjurhYHQyq5qhtYX5JoaaqhxhAEqc8U11sDXFXhZVdFVHhsq20VU2SPdBVKnNXmnPGcA9DDPKYsmfSu2M/fbDi/hdYIrNyJ++LeKo8qkQrzXTWo6S13TxNJdVNEJ+apE/RapBW6D2UjCKHiNLVNSxzaVWhUlJ9lSpMV6IUXQ8tgWQJC7vOPBV0oT+4psuxh9nO28clIII97SNg70rujkLD6R46YSMBCI5WPhc6jvY+Ec8291Ij0EmRHAd0HeJOSkWNVIZLl7IrXbL3Jo0epnsqFTcs1ms1U1VXUtyWWCaiwXU8VtO4sKjPbuueSLLs6WAlTBVStU0VckIkGqlid6WIOiNh9IU4ddgQj1rYCFq5GoU14oyf+/ps9m/xLpfOs1QAdiqOIFeKMojk+GTunBkslkrrzJXg4FXWyQdDN1wMwQgNMd4UQceBRhaI6h3nLOyuPVNoj6QzxXuJoTQL+ShLy2PgO5gzCMGIQ7iCOITvS5ZqVjR6V+xBt6tsdDOfBV2eSy2eewzVCtSK4e9b4+CyYU6I/N2O+aNCuMOqNiTEdKSJbljOiRTIuM2f2sqnvh7g1Wp21pbXBkslEb9Vyl6Y9sAQwTtlzsmhEbk/99plgpZkstpms7a2Z4ei8CD78XhB9yTZzlNakZjqyykvYh9eBRdFgOaAZTl/nJC9DcJi9lwVZhUeqOtrZRBmms8aXzwaowoA8GEc61Nh9M/7UigUfSt7YRgPbBPnY6E73Ig0I9FlbS3L0Ja0KZszweNCAcZSkUbzWHWn/wBLzITSOhTmPh3HE3lev+HqcW9ckLsaC5xdzUJ7WQnBt7IK82E3Xm4EKAGOdDEjNt7eWppMhf4jgm3YsM5zmnwI4k9uE+mgv5iSd6Zh2RxCM352fqcllbe9DnizWaMOHFc1h4AryormdimOEd84e7M5Kfjz1r1RxQ8ZsOKJdk7SHtDJiUhhPpgfqOTvTM2I7J9ps1YkPsTJOY7Iog8PVhXR6nPFngPpojebfTt77FvZA8xae2AO93q57PK2n0bdHBV9KO+xb2THciqquEj4f71b2T+lUMcGP8j0fXbXyxnxX8lA/Iv5KD8F/JQ/1X8m38zv7r+WI/5HL2Tx/wApWUcf8qpE0gfjH9lq6RHHwWrpb/examlj3sWrpEE/FUMF3417Fp7RAv5V57EKuhxvyLXgRW92FVEvoaZHrR6Y7FvZEcxsHQ9DiBrZ3pFs17WH/wCoL2kL/wBSqYB/41WHo5/Af7qujwD8VXRIX5yq6Ez/ANq1tBPui/8AS1tEij8QWtA0ge4f3VW6QP8Aj/7XtYje8Iqmls94IWrpkD861dIgu/GFquB7GzWaD3C19Ggu/AFXRIfuoqQ3t7RCtSLGb7wV5elH8TF5ceE7vMLXg3hzYZolkB5HZHxIERv4Cq+s6hS9Y0+mdsR2sOOqkdlqNJWtDcPdgoZLUjxW9nlaumx/zTVNMce7QVV8J/eGvM0eA74hebof5Yi19Hjt+BVfGb/xoNhCJLmWoBkZrTydRargexXmQ2u7tWvokH8slSCWfdeV5caMz4FeTpTT95i1DCidnSVdFefu1XmwYjO7fSuaiPWO6emf22I7bLxIZFVkCtxezKqw/BZW1VEGmQK4Ly/eteyhKo5V2Oq4t7FeXpcZv4yv5tzvvNBXmNgxPwyXnaJ+V68xsaH+Ga/mmt+8CF5WkQn9nizzoEJ/dgX8q1v3SQvLfFh++a8jSmn77FqNhxPuvXm6LFHW7NSdQ9dsFP1kkRZP0b+2x91gOwiQ/fbkq2ZD4KgHwVFqz+K1CVmVVs17MrdevnLNV9D5UaIzs8hU0t7vvVXmNgxe7ZLz9EP4HrX8WF95n9l5elwvxGX7qcNzXj7JmvNhtf8AebNa2isH3dVeTFiwv/sv4fSIT/vAtXsL/wBxwK8+DEh/eb9Dk8/Su7bM7CHydRSt3lrVWWLJboW4FuhbgW6FqrVcqG3dW4qsKyxnxM1uhXodFmqOVHKn7qjnNPQrU0yNLq6f7rXdDi/eZ/ZfxGiA/cevMEaF3bP9l5elwp8iZfuqSe34rztEguPO7JeV4sE/ZdP91/C6W13R7ZKkARRzhumpaRBfD+82X0JL0bu2xOymOCa8fOE1xUgtbDOyVuazVLM1mqqqoqtDlrMl7lksgtwLdVFQlUdZQKVSvMBVJhZm2uKcKI+GfsuktXS3uHJ+sv4iBCi9tVfxECNC7SctTS2NPJ+r+61S2K34rzdDhT5tF39l5ESLBP5gv4aPCi99VHxNFeRzZrfsiCEVX1bh0RPpHdtibTsBSrHFuOq5qd39Ebokt5TJWq5b6FVrKhks7K2VWSoZKq64slVZBZBZWUVCr4y2U4T3MP2TJaulveOUTWX8Vo0OJ1Ybq85saAerZj9F5OlwT+KSbG0WGXt8PXexsxP10h6R2xPfGA3RobTzWqxg/CnQA2DccJE+GJ2aVD5FrsVbclNayIAtm5ZLkVqOopKqojeUjkptWqqqW1dLbw4ekeS9jbuVCoj2DR3POcwEPkNzd1wzKf0gdie9o2D2/XhrNVwTCkqqU7KWVRBXRSGS5rVopzVcErMlNgWsJW02JCcOvoD9ODYaP1dd+OxqslksrMrNUrmqhaoU3KVkwq26q1gtVVFmSpirYeu3Kd/sSG/6rwbaY88Ga5qiyVQqWUsqMcipio2TXbcp/wBOHYwXl9CwLNU2FRYZKim0qhK17KW5qqqqWbyo5VU2lSNUblCtyY6KRphpZPltgiovf1p9HL0rK7s2qq1dhVaiNFlJVKpbSzJVpZyKmNYKpVZLyYvxUn3u65qjrpWqL61oS14K9nd/RarlQ4HDoiDw2rDxRJKj3cr2y//EACkQAAICAQMDBAMBAQEBAAAAAAABESExEEFRIGFxgZGhsTDB0fDh8UD/2gAIAQEAAT8h1yEQPBIggggtJPqjqgj8SDkWJtCYQQXcIIJSVrBEZYZbDZaISIIIIIIIII0ggjSCOiOpD6CyIIaII0bSGqHwG7f8CbA2cY8jtwvyyIIa8DCvP+E/onOr/MEVLv8AioEgsswOJ/3BcZE/Vxr9f4SIGqI6ZJiCCKCCUTWsaR0xpH4llMhokhMILQXeIJRKUyB6DPQkQQQQQQQQQQQQQQQQQQQQQQR0oeiVlkYGq3Eh8ENxPXgmHeIJ+qOU1a9CO+zCSfUfE1s91yudCKgNIPbCu9xy48wuWiuEwQtBtw3D5S3YlTDZ/P7/AAMEaLU8fggjWWJxBFBBKJSV1QQQQR1DYZZZYmQ9JEhMhNqzDWoQQQQQQQQQQQQQQQQQQQQQQNdKGNFljI4RuBM9STZgg/mhbkY5DhRQZMcTJbvshqTuBYb7yNyFlTTHZRSqY2Yh1GvQ++zUokHXhpT+oFla6DBuj4AtAs+xNvJ5x+M5XW1RBH4oI0jWWJxMJhBBKJRBaQQQQQQQRoaMZZZZYfQCWnDWoQRpGkEEaRpBBBBBBBBBBA0PSUsvRHxG5DZ5fW94RyBPNimEUiQtLSL0pDLd2ZKK7mgugYmWe4hFpadN4x+9Dw0zTU0ISK5m/wDScUbcI9NAzI9SW85vsRa7wXXF0xqxCBL8HqCPzyJxOhFFQySiUTWqscTWr0a1WGWYSNCV1BBBBBBBBGkEEEEEaQQQOFk34VsMDd5fTAmYTGTkDDpjEJEworoS7ZB42n5J/Q+zyHCCLByalJb12HCG+07RuN/nZin0yDuoeZT6sxQI7SYxoLtQybsYfQ4umBDREIQJEdEECJDp2eiCPyNgG32RPHGWzwInuAgp9SYbW9R/Q3bSS9AVZ+F2RF3vf9j4hIexXIiFEsj5JgtjMhsnDpkEaE0gQelK6KgggggjRBBBBBGkaQUsmQCnI8Ua9xj1CdmfR7CDIZFjiC2HoJpYRIQtMCUfghV3UhUvL2IUE5K9WPHa5QRX9h/6NrwILZIy7JGXIZiziS7aakUh71UFMkqNt5foYmxNDMPwQnEUIQuiG7JiDwNtJqIiRHTBAj0tMkR0MdOeEZgTVyXeZRA7sv0EWQTGTyxJyw5dP7ofD3JX9DMS+9bZN775JMQJNJ2iZMtfhN6CiOcwUWlp/pDOCqoITyU6J2GTSaSssh7OGrQzLJuA2waEanpeNaokQQQQQQR0CNDrJkRiB4ZljbeXo8MTlEaevKkLE1vZSKIDaCGiZfiCaBnsL7ZP+hoZ/CTDOxrTDRYGiZYEFJmMKDTNhdzbdoXlybSvQkYK5qpWC0I8RJLW5cbiAyeR4fFlmhvnIvlYqUs0+xYpuiD2mPb+0XYXex9GzYcO0fOlnyNfkEaIIIIIIF0TgToTDBBOyJhDEowYbjCI7RPggjSOpsZ7n2FOOq5I4S47siRXA/uYL0HqBltRZkCOcI9TXzg7yhMsk/hlke4W1PhpjdxUrCvNEmEHTMQtI7WJlAxDW4fvkhHzDDz2pYGrIu0TGhdVqtSokQQQQQQQQQZNDC2NeJvI2eX0p3hG1HIO3GtsSQ7FP2JxNW5PemXHcqzPJlRge9bUx8JhwQ7azANMM/QSG0QepQQz4YiDSdTyIi3jThP6RhBwYPlhQWG+LwIR1jMDxdcTfyxKU7fI9nKSfhUZe+wCREifJELDCdm+TYFSLbbJ8zzpZ8jX5BTrQRrAhBBBBBBYmQgShAmFyEwTBNuNBOTDQbjFo2GgQZQ+jPbu+CgSTceybGlXtK2f4rYSKS8Yp8j6uG3klUtvkY3uxsUvBa7n+k+GTyTwSJSQ59xf96BXb76N64bt9hDiCWShL/fsdblb9j4Gy0u3noGGgogkQQQRpgg3eTjm5mUfRAnewmEqGIEhhavepGWyfgWkikoXBFzCcr3ZAJbl+w50tTEuTLKsDB44bneBUBSjcmz3ZgEhBZRMmoaex2J5Hgtjd6iBnhQRQpCiQk1ENpI1KEM0VCcjgEq3Qvsc5ERmS0f2PQZi3DnyOk7HEqQxyDslNYG6Su7JlotsqntpZh86/M0YD1UEEaIGuiOqNZYkCUJDFqZ7RlwhDHoRCy9rhx/mTZLoV0y98CONxr7lj5WSWcISg04kvsJ+xA6J5R2IZwsTLWjkT7ECWiAhhJ8ovv2mtfsmpWQnuGycbE04HHDHpeNSgkQPIaRnJCRx5l+hBgmNog5RsxFYWnsoJIwFciOfphYFKt7CdJRFQo0SxUUSBqglbksDa8maRCRIoplMnqql4XIuqVU7PgxiMJJQki80w3hDmiWHBDJsJ4FoahJR5Y6MEdvlPI92hDyMVOUxfG/9HOyvWYKppnhMZQNHaGffrg8kk6x14RCCK0QRpBHVBBBBBBGibW4lbkK0R6DmWQtJVjJAmxF7CW1ChGxyAOuWyuPVolZTHuZ0XMhbEwhchJwG7IkLlSdyFlMdmkd3XLJXwOfcn+vU5QYIZ3XqoUkPuE2a2lEfvSj20ZDwZjpEC3qRGdDbeXrBhhtcEoVVIjx+g22T9hYLjWSHLR8RsajZ4hGwhTaRn41Uly17p00HtIcCpkG6u45NUCoCNsiuU7jMv5GZpOFkUdV3oZExeUPLwltEpmLB5QhUkK22MCZ2WzhR0GGngkkRkpzuiRmlNMwE49ZNvlKROdwlNZGuJhoncTySKcd9JPM7JkQDBTT6A0L89Vh5/BgLqIEeoMiepBBBBBBBBBBMniWncZRQxSiaxC0bkGUYNxzcJrilJyWzzpHNFIzpQkl/I5YK8kTgVlx+hcpuSf8AeJPFHBcocX+xyWw9yJEYK7kdhNc0f70GpqgjxUlozYUUTqHyjdl6QQRre24QsC4Tl7ISmy4eCLSnCKCn4GCn4McWTyMzFeCWkMjKZdCEliWK8nlik9IEjigNU6liJlkoREnQFE75ITHhPIuArtkDZePciiUCWMZQIy02YnyMnN5FqnmCZMFarx3YzaOC2OZkuRlqhwmTCRK4fQzukmwt3yIhUUlsTtYPUKlpQZl86rK89SJMBegkTJ0ggRI/kdpAo2ByU6ZyIJUsuybfIp8RHAb9yIyKreqayfINzm9FLCg3DI5JA1uzb7DXC+xcd5wLLDh0n0Ksq7xEofJ2MeB4VC4atxPqyHbwyfIl1jQY3e+sGEQoLEkuoI8oJRLkokyjYISnLdYmJ8DBjhsNO4kSsg3QhN98iaoKV/CaRDRExDOZhNOkhVtuhqkmUNI0jLdRfctSouB+0mrGmF5KuxkkKCQNU8MSPLL8IuZImQBKEiRlokWECYdloL+5kRwpF2LCiMAUoYkz4QvQrTclVtLTjcRu8KyNctkh00TE0oxhNbdDz0SJEiAQjSSSSekVppCVrBAgR6ChRNzaTG/PRS6/Q5mbZGRaQJcCS8j4e5IhJivZsdI7u3grZfQ7faxXvx2OZkBREjK1CUCQ1MNQUncaeGlFOdiPtKxoWIxtRlUxCBtUeYIiNwNFE0fOFqJxhh8m44HaSBqwZUlx4gqK4Ep2w8LoTgnCVHFnrpJp5hCVi4pWUYs9Qqhsm8L/AM9hOTRgk+KGXbFVtJuggSjTrwJ5KByMOrvUMDvZcIk3ZvEJIEPRGI3oNgNZCCM9AsOn4xB1KQvslbEV+EpHFiMOX2FZKsKl96G3LsSShkKaIcIY+yztsXwXqOENkJ0OToSESBCFI0bclrUWxIsskkkkkTJJJJJJEklyxlScROzy/wBCkptqXZMDqlHp4MCUlLBEi5CSWDOCBIZrDaJvEGjEQvIjuQxYeNb+RjIwE3lasbhOslRLn5+RKvcbsVtLdhjg1Cg3MWkpvuMTUmOopJyNKIizGmgT3QOWLbyJUkp5IzPEZWmmBJafGw0VsMAh1bRqzLEOtwUMSmJqqE7XdiEdsQrsvZD+pdxcc2BjWwsCVJLAhZb2PU2sQDiMNGF7lKyW23LY8zo3CT5hN0HkZknmVZ2IkNE2FEOwyLx7d4MmbaGW0iHBcoakcsLZpkxChfYpXsUM3uGk1Dar1cCZieypx0m89CCCQkCEEE9EpOMmoy+0faS4PEmSJiYlqQQQQ+C5b4ItmXvCLP8A6l6EZ2Rx7mRuz60jkn0RHIj50kQl4EwvRiurEFi2NO3trLBU7tG9EoUvAmOQ2GMUkLKWKFNSx3IO6LNpoqXT7RaEQu4pSZaF3ySATDgYxJo2CZtmXKgEyLYmr4DFsQm3NkPAdZxvOBsDvEc5MbD4KkLcMVtIeT6BmMaeQ7WQAqgUNalLFMu7pfsNyqFfJ4H9rMI38QTbJTyIT3IJ0NxbuGE92oqYD0dKcoVwkiOrXiyPM/oR2JmmXqLTGG4rnwnpKwuhSJsTF0JpUkJhFFBFIQmJGRZBkGWJs7RwIYO9GjeRbvYtEakjrKIXLTbUDT7P3QS5ccQbnp2HXk8ieiJ41XsSKfOjV2IMe4m/AaywsNh/pCWUEqIVchDx0bQ12IlbcMY5SydcCZMx94ldNqFNqIxWmQIe+ULhGgOi7G8Wx3X3k89ofwAwtryMSQ/kkPMwxcZQrJEDCmMbN8i6OFAxts6Mgw0eUoi+Ebw2GOV25I4MZIIskxVy10eFwNQGacxZH+1HmXyxmt+WbsoGxZQ8iXexhI+xKG0XwMPh8Y28DWjxOBlLzl320Hnx9HwuogWhCBiyWSyXoUROJ10MfLHOBW4HOB7ZGwI2obbGNnsI7SJJEF2DdPInA3YTaIo0VKXoyRMcFl4weD5POikTZYvcQciF1oQ0K/4aHbGd8FauwZpsqcSLJThFweRJKSxIZGQ+8wi0LlKhFDwNQlzbJjDJo2Co5Nw1Yp44qhzc72E3jEGvqYvbwboat1hQ9nKVDjDnKIo8SoZM4HwxEpuSpbt9xC8Y04mcBs6tilNDukDGPliBAtyfVwUudg4HEkWRRLiWNN+EYb1BOzD1Fw/RF60OCFwYSZZPdiZhOs1kkNAwx2e06s+J0SSTrWhdM9UluJOGMAN6k2r5MuGyXofuA/ogms+pyLagRvJcxPd9iUrfCTIb0LSSxPIYXI6kVCT6pJPvonBbJPBJInpIRmB8m3UETjSsBKrYPs0N8xOstIIqxbGMovzMI8LpLB8GJXUJSwHJ5SOXME8EhZUMWJ8GWUbuxMb5Szst1ZWKpRoXyIoyckabHlkOBFUmGxoqb7DUdg7neH8KSNkgkt7aJ0nUlHkbOixFYToZy5NbpknlslQlgh2U13UN5bzLUlKhBpwU2zEBcIvFslT5qpRpftcCQGuLyquYLkqDS4V/mw5r6J1lK++MjDguVOk3cWtEoywbLJFWrofD6EJiZhogpL0O+d9EtuiF1AhkMvonRImyNeBwjMp8ky+tJi5Ze7EHIZRzl/44QlR4020TTwJZKVjxA2+5VvVawLTD+xvAzaPJFxw1JA+y+RSKSRmKGOSEjKtjJFneNZBPkJQqTGJpMaqULUmUFt0g5ot57BfczfCy82IYtKSXRB2ESFRaZbKcl5J7DnpVvoAzfkM5cbHrIxMhFYYo0mw3sNzoskY9fLRDMMdpIeGMKb3yTGeZOO5Muma1z+zCbxBh+5OuqvyOBg24btydzgwy9RDR6aKN2Py9Mr9bIzqHmD6Ph9KNMOjy+SXLO8dw7wuU7ohRJtC0lOEzc7h30TyRRA7NTJM2Y8Tv9D4iWCzn/oneWCB6zD94JzbwicQbkeCclughIkEziSaMBJOLzI5LhhtCvIgTKbMLBFCcQdjN4LBsDYyiU568BQPcNd7DkEvoEqKfeJMhWJSkYwspFRQeXcfiBi5vl8mOhRVRqEUK2H3YmgkQGMiDT58IqCZw6EqeObGyLTmhMxDFSNJlWr3AedEIEJZ0yMcyMSSy0PCEYdZjL9BTKxhbcGXf0MqPUbvLb/H8XrShSBBHUCCCCOmyWd47p3yLc7xLeWVWXkimFrBWUGbe+gkOy8QcpEJD6KaEhIQipIk5LEm2sqGWWWmT6PSPcKIFJXaeyXHPYzTXVFyEzVGQKRj4oOU9MZDeIJTPmikmYicmzLkcwcWAspKWrPkdtgp/5A2UuXpYhWuh2tVpov6GBC0ISbE0GGmoSoS2Gho018sbiPZsZYJMqBKQZ5QPDYym2mByBr3Q6aWiQoJA8Y38PMBuyz9SSeiNIGiCTwhP3HYF2SaTb/GSUIRpQQQQQQR1AgjSNEEEECG+zV5uxa1mB78n39iJ52rybh6tzYFJVZEnGSXcQs8waEhaLS9iJ1IuWPcoB29h4GyIX9SQ0k78l0WCkkNo2GSoh07WmWhKx8shTMuRWVPwx/8AQIy/nJDMJWgjmbaWNL0NCaRCYhCUJxxJLdnmNOUM8UNzZEmENYG4POc5G9E/gTsJmGYTwnnIzCww4zVqSb/MbJSHAxGjw+j73RBBGnDSmO9qvbOyds7J2jtE+Dw6jQRpGhsRwRY0b8F4GvmZmqJPlbfAkJm2iFRwZRMxcyIpJYQxapC6UhdMZxbIKxBPbdEqLLbxpuqUhMnaHCYTNmcSmDEYKZIU6HLArsnRDC0UUEdiLWkEN0kF5JMlCrGRcjHppDG9ShjWSHchwPih7IzuNhnLDZ5f4lhIY2Gss5GbkVC2zRE8HYGmk1CTTL8jNeYe+i4jQ9CQ86/IJQ2kawRpw1QkIETsfgIiPB7HgO0jsERpofcN+Rc3jbILY+hUFnlXon+BzSHRAhDNpQx4fAk4xrWiEug9wNhbgaz2pJyoVC0Kj0ZsghliCcFrJCZOjgDqRtD70ITUiyKSUTPQutnrpIMrdeDlCDNscKGbWswS+mBolwSYTMGOWBzEt2Leeil7CqNPiCQglozEZwnKiV0iDIswM4kWffQgfSO1+WJuYGSv6KgfxcYucl3bI1YnVzt0yvXrwMCCMJJNnD/ziL+Q0fzGjPskWfbGjKvQaN3sQbaHYOydo7B2jsEuCWo12GeRNJc00LzKhsqLnHqCPV7UxkCEIbG2Rsb0WiC6cQgSBEZikNIljPXgRRNWnuOLhjbQI8C2pIpdFmkqBEjQ27QYDLQgRNGkG3PTEku4mCZsLfJ8iUXCJIStgk4IqqSSPgK3MjRGhrVX2tCToZkYlYRLlDQ4LOZF9FEbiYKheCJhNPiiTn+syBsYzGfO1qLv0noRGkIILSpQlkuDt/Y7f2P/AChtz7BJn2B5HtjZn2Rv/mfwM/jJsw3ShnEBrCTZp9B7ZUaErszK5fobM3hi9GgsDFxDiwz2fvv5Hp2iCPwEJazAVFcpgbhhOx/YySN/YwZjM3HpTI2NRZDiubINi2QxLnpweVREAsJyNbUSkIenLkREsSWdilQZ2HCWQmhjFktMx0qj3UhMuNigTmb0E3jQVlY74ti0ggaPr0T2ibW5cEvccdaBWhtMZkukIQliRPcHQw9N0ZIM2jl0GPma/b1jRGRg1mg29j/5nKVKCeztv5MJWNbDj/SPsXkmF0Ia6EukZVFohW2yIbyREdzdvV+ovThHfH5KFm00hWGEig0lUJ4YopjLmxgjEGhoZVi1aQldCdolq0GII6OhhSTF6SQSvVNjSuAkSZXaMA5FqpfwNjHEAbbb/UZBPmIi3gEGJpxSb4QfYz0xhoZjHlbFVCpFEJk9yyg72U4BG8Dmx4MGJuH2l7DlMFt4G3CHSI5ki8EQkM+Xrl6S0sehIaAi8B3xM3O4JOSJDkiRIEokkn8LAVW/BARk/wBQtoQ2430IgjVNaVImNG4YlQbMzxiFQVw8jvpYgldCgJEiUNWYaNBE1omtiHEY4WP12hBo1pxmAlaSWPCIcoMh7twiYELrwhKRaEpCJhiX7KE4Y9oXum48Me1nBs9BowaKEtklk/gY3CQ57DKFYQf0iiX7hCKUHAOfYSlExa1CdxQjPvobcU+B68kI9TJGWixrvmdWMwaUSIKk8DaVsbabJTLhmUhvpGZfAa3kbixlybVm6GTA5kZv1xsiyFO54QzbOUw6bHsPUhCWolrVUSNjyNDe0nLYlBC8yLcJsyvZfYXpQwJrdJBtI0IVBJBb0dPcnBIeEna9JsMKJUa4IUMgfS3yBPSmuN/dGLKmJyUxDCY1eQ68eBoT2AUGBXdsP0GoFFroshhSJYhUNhKJlIa4aQhHRPI55ErCEiB6I7YU4nI4Ip5SG2KeaJjnDsMolK5N2h6Z8lqp/qPbf86sJiN+iSGviN7g+6PKji2XWhq42KJSQY0Yh6BQGoEOBPpcVLpFShv6gI2XbLb17DWMPXtMZ0ISIS6HMaERItWds8FKCu7IWlay/wCFa1xIxDWoosoXB9eRGh8CEoSk2kNMaidH1FIuIVMC+sYfKH7SJYUgvkSShTPY2cmt7DoyFSh+EI5SHlNTlUWru0pZPJoRjJpiLXx2ndXsyMINtvRmahEhAgxgrdxirSKqDMqxCUNwcCEnuQ+eiDytGS7IMjwLtyAumx5ETx7kE+uD5DRCRP8A2iGukxa2tNv4kkkNbByWUzLSKICmlYEEqgqJJ6BrRKhskORDH7AkVN0MiVdj837aIgUsleWhIZFF0ZAhDCSGSWsklLZgc5PgLYYYQpaRQwStN5EsenLRCeSJhjJJyFNgrgcQZRJ8iEMdyeqF7BD2EcD0bgiMwznC/ZPBKdrwIW6MnBTPmsYVig9Ic0Aki88kcb9RRIp+BMRSs45oVmlDTlUPyC7yUXBBLmxSwsiok1uJWxMDUcgxPEqO8J0Q5JgiT8oIYLieNxvjqDdBXZIjw6y/USb1pF0cPH0xAZV20ohpJK8FgHm5ow0CqJyLS3HwPA2RMIbozrrBgcD+BlEZyw/P/wCDt6i/uD2FEhISI+RLIsFsTaL0YMDaOYLuxINzf9dEcxKCovoQRAGNoeh20epEBTGKCYhIw67EGYOUxIvRQxShwIowQQGqil7kKUx8sYiRKp2gNza81C5PkGXlyRe4GWjbHQCQEyUdoaIK9l9MgyV8khxbuicCKXlB6RKIDNHIm/MNqPUWE5YndiRUdp70LEdvIgzc/JIYPLE7Ahin3JMyTuySI+SU2msyGBhQKUCTTckW2SyfJ0RBzH8hkEaIgQpEx0dqApzwTKLPJlwhixIsAkE6BmAkhWs9SRhEjCT8xzGz/wCBiTc6MoIIFDBIYnrHHkTUFSyHGCoILATZ0R9gsyYGRuCIaGJCsWUJHawVznTYWUJkByLyTZRlY5Ux6HBqI0yiWMg+LUimxcYthwWEYCnkIhBGgnX8lG3WsChkaIswfaIXBC3buIiTZNoQrYNoJmK15v6ErPMmTNmKczfkqqhpGihwIRY9icysmZ6Kp9oZySp52ZgnYn2okxuRGBMmh5w2iR5Q7gVC18zb+h03NpbM5O2TOOkT9im9tCD6GgBjpAnsAkbDzlgXQ5EtMmD+yJQ9Ki0GnWAvojMUQlV/3uPfIoVzWjlhzVDdiCnaE5P/AAeNQS0MeB8kUTIOhIJ2KE+9MbV3sqeuRm2Pih7ko5r3/rk8YgkMc2B3y4if6RvH1FfoVQNwgHkYIwMRioaDm+R5QmR3IhJCSsxBZ3HXSySTdwMkhiJgtZmFkBV/+DRQDl5CkBr1y6VgtuRCnCYCPBA3R2TfOCoT/euP0MWhhRsnOSdI3chO4Ssi5Gf/AEBbo17y7/wNDWTXOwp2HYmqiB5StxNI7MRRDSfLwXLHFtlx/wDSZjhM+k30eUvB99BrSRkjqduij6R34kh0xHIlo9CZSs6ZIGhonJQU1sXC7rUp47IfYrcez4Mk3dSDCO5jLN5SJEMcqmJqci5C0E0sVZ9zYOCPd8luhHovIADhIvg5lKLLSumEyktk1hJCyjPojIpGNkMfItSym+BVtxqcsNwQczVpwWGCCp3FpTJJEObENCYhkf6iLGnlFUxE4cSyGk/Et2QZG5IG/MjB94pjobkjLLjecIW+zH/p3kb3oyYPL0qj+RnJ3TvHA7K6+bB6CyR+DEq1/haGtpIFEQeBX3EV5cNwHh93iF/WNjLbdiUk6NH0LeLgwiI9tOBISFjtMRUBXdwbHTjSw9SRDFEiC0gYVIT0xFwXJCt/5klRjHpYGIiJlnI0ibITnuthkaJ5jm5CGpQ2BMDAhp7nLL3/AEIONY4FJSTdcEXsCK2XGiR6Lh6RSF+hQGYhktV1BYEWg0lpuqpKILhYhKZvAxV3COQPEW+VsmHcdcyx2T0krJns9zFvW08CDIbBtDySpsUjMid+dxvaMUmbHc9AHUYhaXBgfLwHvMs5bHsxWjVHIdGE4TgGYyj4y3AiXFukymp/EVPF3QTZu3LtjHLsm7alIx9D6JUhRoU4HMQIQPXQtJNKjgk+JEgzggQxowq6DIiXRsF8H/n3Gw5XbZkuyYxiJtjMBJar4I7yMJlD0RpvDgJcW7JCBgMyzlw+RQEMh6hhSoBLAZ+mJGJQk2xcCJWXaicYli4Q0NzMxoaNWRB61CgxBDICNZLyRkRCwIcTUQDcsdNKZQLTyKyGZMtks0BUSLp4nIi/gldtwcktDhpjGMyZRuLCw0wEK3ke1bCHCdLMi86IUeoNQ2YLoifQEiZGtDmGHcbxkmHFBI9JmWl9GePEx0R3ItZHhpjWsuMJiIWQTh8D3kWqC0iIG56xQDRBImc8X/jJHjrlmWLY8jou42yxsQvIhoELy5LMuQxAtx9mSJZONFxPC+HIhhxp2DdDr7aN3/RGYyFSSxqShDQoSJbFiyzCDIrWY8wOcjjyIumLZQKkXA5KZIGRwy1cjHEipUYwkifBAnjgSW+0TJ5OaNBlDJFS2lQyDS/cYkiMF58jy0hw01gYT5CXJIiPIkdzPfsK6PxIDYwzFrorzwklsuVSQk26Bcx3C7IpZ08NEupeQrJNkSQuRoXrayYcYyO73oxFmYwNGfxr8BlYicewtTNaGJk6SMRCBVrgnGILC0KQ0LRDYhC7iRTRKdjYrbshi5YlTIoMuRrS3o0zYRLEuRj1EJgjdJjGtuf8rG8wc0oYySq1yh7M3vmQtEsbM/8AesDCarjlbr1Q2GVfEywwGxEtDsZEPvHDBjc2DHFnTQwyEvAbchj3KywTwNhDfqEV6ko1GoGub4F5Lzgp5XAgb/YlbUsIyGMyGqPTVia7lu3dFdbtqk8onUOTP2GMNe7CzF4caKSbEfkk2q03C/0nEwKUY9gxm25by2N6sWo8hoYeomi8jSwx1sm7a2G55dkKxOGJdBFVIMYcY0DD2KVVOe/KN6tm3yx7FNFqm95c736aPp1++YyyPYU3gi24JhMMRDwsCZL4HoJDmEYMCEdCdHpDcicCXpAcy5LiVI2ZjQ2hYlciGQfA7MbLW2IMRLTTGqY84/yjy/BEJ4bEbb37qoJOSw1TQmQqm74X/fogdDWGanufcjCZKW8B7h0GsvQkYSxiZkmgrge5GhcFGimQ5afYremPCEb+zH0jCpesYwc6d9XEOG0kkWkFhkMXYxcIYoOdo0Pq4ygvfqQZKJ8N0vQkepmHUU9GO6Qq2mlH7L354EPzL92MzAe0IRCcuQwi3D5x3pyI7hIY3eiBa3KNzmqHhmm2f3o+rVpXcgLHGwQjTjkQq0MBFSmSeDORAhaPWSEMkWD5HCzDkZlwLZkTeWJMj2CoBmWkkkIoyKd0dul4H3Q7C5Yly/8AkQbk/wDliE+SVbp5KMxj+xsjjOxLUAmUUN/d/ncgwsOajwYPb0r9CRsa9CqNj6kCgoCAcQqvImVMW+RaSFkUDGXEDUJkJj0sZJkhewKc7yHRZqLSlMiaMTAJS6hJDAfF7jSOHhtGtRttR9hbBJCnJkdunRj0Zh89AWNFka2tasiUZ5GzW1YZ/wCCfrIeeyfUwIFCpNfhEUBc2ZSrImThF7T1kkTy4oSUcfAt85st1j3JL+/hf+yhkrI9bip27ii2Qdf6QRTjQ5HIjEhfGvyRMoEVLJEMVW0sSG9TgISATw8DEnJRdCZ0iQ6cEnIasw22KyjwlwJ0oTkJnNgtMa56p16ykppeZuIaxnYW3ic9hSOvEcEGpSh4fHBsBpf4j0JEQTmZwxbDT8BTQNg2KUs2k03GJ03NVjnNiYBxI3sJkhhX1SPiDpDkeBvCnutCZC4ItJSNvP1FrXeRmVZZKOToxZiMWi0oTRBVbDs30Q4T8FibQREzXyRrguJssNjhT7U6MYYgSF0zaCQxjExNcCtkmY4J0cEJrDckUR5mk4i+RarM5s+S4EiHGPOojJKpZ79KKsXpElarvrBE2Robnn2HCmSYh6RxQkFZ4mu6i3WRUyJEtNepc29xseGg4ZFr46ISoUwEgEBIhNG6G504aQBVfBEmiZRRiegmEjkhhITcH7buRznywe83JubAbWnD8E6MOBIk5GY0T+xeoJJJKSydrK2O/In13KZsvaGUZIO+jwzB1I0kz3aC5OgMGj2M0G7C5NQDKcXYNuEQJFqcNUxfjqJ3EaQlCQ2cXRg3YbGRqDp6CmtGUi4NIqYoKBGUx0HgeB4nieBDg7B2CPBDgacEWI0rokSEi2EiCXoQmIxgwjrj+tXp2hkMA4iNajrD38ae5gkg2SORYcGGjUMPgexAocwjaXED3o4YqF2XIxOX9ARJ3uxfzQ1+qeguhGQWGdxKdCYNaeUF+GVkjmHzuNSoj1ov2TD+Y0Rfn9+s/GkoRKWhvYSULmQ1OGhsOmxPwOE0GoFsRM2ciM2RA7q+Z7ZIfWj5gQaicPQlTOLcQShNF0jMWCYeiCNII/MtEkhEH5WjTAh57Eg8IQ2IyRV9Z6E/AcYN6WgyM4xmhbLjCA7S6vZIlICQJ3TPQQhBhoI3KLSwHTGJbFWDEPJJf3+vYatIpT7CJisjdEuz9YMCJ7Qqe6PsiukbYKWA9Nh7hCsBoakOE4EqDJiPIQNU3LAqJ+HklHMG9V1zIQ0YYmXA8wJUJFRHyvgQwkJUsFyiVoGnrCJYSLZEmJ+70CfgSIJ7mXGkeq6CXpNnt9eyTK5JHmHYhw30M7WJL4DXlzuTuhFLa8H/AJ5/5R/5h/4RmReVrUUpWSZEy06K7HomSP0A/oZGJ3YLlGk5gENQIIIEv3uz0ZJrSW9UJlY6Z6VokJoYhcPDIHpjGWUHlLDhORp0+oBom5EnabhDFNZWBq37VEBJY5FAIlTJLpGhKnkU/SNDmGl9bPcPg9FhJ2C/fZVNEybjSVMRQzHoc2vgZsaGLzpxRm+hJY0wLQ2VrhM2NJ2cQyfA9UxqOiw0QJCECEoucDDI2EiLiWmEhEYgOCFkoJmrQ5w0UCTpcSOiB5Q45m/UZZq7BMJ6SODTFMWbuEPT5Ami2OcJJE1h/cTf0S+hH1DarChM+g4T+hIoWiFJDXsfYQwg6cv7HmhPFvxIWiY2o5F+6EIBPGUPKt0Zkendbo2Fk+DBg9P8gv2UQ5sx3o6+GXm60FzmNSEqYuilSY2SUDmTIkIBEkhoHUslyTIQmdFBZQrRCkEIQ7UDWxCaryNUKHohCNg0S8B0UhFu7LULmUIJCoY9QSCbULQgb5BjbhaDWkyIrHEkIJC0fho3IlHxs9DAixxSlHhIQTpNxNkm2NuBpMBHWYy3I0cONVZRhx9GUKzObTKfgeBOuA1onvIdwC2USFNdZGD6GDV8aTNuHAyUEOJZGVbeDmj47t/F9m8b0MvPVPQtJJEL0B4fZkoJCiDQ0uwZWxjadPzV6jScyEze8LgbpTYhp7MlhjfRAUk6SdifWnattM2hs5DgSAiZZGyNNZtB5A5aWzYkEsvQEgWFiyJZGVxZFu8Eos1JhDkahVAsi04EMlLukaYMASGTjAoCKjIRHJOrQS5Ki8cdUSCakK1iVMWqEIbAh1GSW4tCaTtDRQM3qq35EtlrHFkewZbspE1F7W63+RMXBTZ/YudkMCuLMPcSIETYhKh6RDn7iVMzJrNETWlPhMjQTF0EmQGyeDBKwlGRLMDVscCXe05MsJ/dkrb+g3L/ABzohBekpKe8oEXYOUFTF3GrHR7hsx06QlPCZHTOPQ7P+y+9/wBWKKE3DWJZBgkTSUykWkPaNexwxp2OIJROB5QhDgMPyJYh+AVxlCJumjEkSwuhM1FgQ0yAYEEgQ1CL7cSGwLVAXVQM4oVB/WBIW7C8ifUA6UKxkpRJCX6RMycIUKsJaGzRErAZ4KBNGiJmiSWTGZuZaJvEyPhK2QWbQyFzj6IYDG1T3GWHAqE38E/URmzwvI9O+BMZGBL+BL/+qyMiCNOR49CIBh8F73GkTQx4DnvuVn4GhZOeuvBf8InHLybC26J/IkSZi6VMTPSZA8ouwhfkUP8AIx7qvYYbe23GxiBtTL4miAkoliy0TIFgkNn0xrYhiGWDYhbAa2QqcF8eAXvGkkDMKKiHfhiJwDYihizqaEhHsMWOUN+ZZSGJoLmC7JFmNciTxGq3gsQTKjtbGEpGnZZEvRDSwk1bMpDIkonRLC1iGZFNFJIgvkW1kzUYJzg1AtkmaJaYVtUiPkQZHMIgYghWsKhd7JOl6lbEG9YSdpIsuTlceoxkjkVViQiSYHB2z6GmFLNhBkON5Q6jBgJiSPhkgRpGxTlJAxdpbVpl+B6scx/MhRRiY16EKCLdx4Y7BdFnXBEsaMnEKfHcnaKHhM6Tgw/HZf8Agpztjz08oZMevgQ1ibQDmZaRsPBLolIbLKAWQmGidzsMsMiju54mH7QJz3TAeMBqktyQhrmB1Cg/Bt1kkVMDVy4TESRIEbCLXLGpDgaxthiY7ID91oYWVCT7aCdT07IZm3QjjgQ2JCSSATUCRKELIYhv4BbU2SgkMMwZzHufBMyNonwEgEJMwe9Hp7U1yBy4tiRiAo+Jo+pgHobTIPQb0mKDQ1SjI0FUtTL7Dx0x+FRRDJHvQguD3aPqO3TLflCdkQtil+FcP2M7dMTwj0GB7tFLnZiOxlKJkjqRVoy7IKgyGQu2nBlzHSElI2IgoC8A6olBstFGw2mvAeLhoiE0lW0uYE9RwNxiZLK3EDcC2yAtEBw4GXvQBb2xKMB6EhMyMpQW6TLHYWJ8E1MdifRMlYkLLHAgZJkvQ0cQlazIhFSwNTgWiROh9CY+3o9qD0kxOY8np9LSaxrittHA9q2hbElAzOo/4AXmbH8DbPI9Y/EggmjE6yClGw949JkyJD+gbvrfkSGVn+hoCc1+az8j5ugENoHMEyPVUhcTIsrBgB8RzRCZIaUgtUySsZyFhOqSYUW67jYC4aS20FISwxGokkY2EbIcDNZlM2/NIS6sCmG9gVE2SQ5t+yO8xdPXI05lpExXAwelokeQj3q0MN0viMpmFKjjY59w9X9sPRBGYNjQQq9i9LWC4gILAxhokJ9bdn+j6NrSNX+KuhjaZaEFoePKPOi7EFGOFf5EPKE37hc3J3XJug/6D5TpYHFspy5oVctbJKGNkmiymLAEqkRBcM5AyZZH3DnuJ2Ypcyc5YGuJCjMYZNCmV7WuYFXu9Jn86ciQZi4hZ7DOzAhrYzK2wZydjNquRkz2RuDMeIQWNmCagQBR2Mm3BlpmOZimRCuQF0JRFbiFQSjeB5mWxMLGUkfVzj1j8OstExpY1CEt8NEUX2PZ+xt3SG7gN+HQ3FDrNE7Il8i+elj60IKLSYXRloh8hMloSnqzGJ909Gj9f+yZk18iFYFj5agN1rVlgStHDAxtYrZpiiOzihsag75FGwaceSAd4uZsC+k0JTjMikmGtVRRCPiF8i/EFFC225W6GmQgpaAhZCOcWdZLhymWS8sfSg+d6F4cM+eJkyFStwOtUj1gHNk1pTBYaTLRRRo2mY1FDLFJHSHGkae4OVThyQnwkMN+CMsRQxLehBaEsPVvb0noE7Hr8LBAj4YkK738/lIJob0m+lUMLuNMaFB3IkRoeoHIkV+vlaSDf2Db6Q/KEQInie48PcjVuEogDrbhkXAW0RFRIyzuGQ2KYovYlFw9GRitTckyGimCfKZJyFFyPonDZdqksIGSwZkNL0EHl0yUDWsMqQW7AxKtWhJpEED6BFq/C088nQLtwTMVoUaUOA5pYlkxEyRaMTEsyBB6NpDE4idsOBbgYyUMsZEIYliDQlC0T1+F09hyY1aNMjuHcO4d7SgRhjyltfDpb8CCazdXtwYFDU6EEXjkiAKwn7ioj/EyvDGPLQ0Je1dsd0PaTFc4q7ir5NjAlTCZ9Y7hGwmcj0JakQLYTNyFsNlx4wTzsiw3k7xCI3heSBxyJpuGT5OQIbsWQzkCkSI1kn5JNpQ5ElCUxEZMRgggR3ayHCSUNidEM3iO8zGQ4HCBErESY+UE7dCeGVDiJSMk6k3bJ3JCw3I7PC2L/wAkIQmxsMGW1ruMmSh7iGQQSiBtK9fha2QxTfWiE+SRJJJJJMn/APBX6FhkMaEKMZoG+tCaWxxvoV0zrJ1wZBgRB6IGjSop9yEcOf2WlubPqRphP2bEdtz5kcqjRcshyUUxjj6k3SimGHqC9pr3KMEw0UbKwuWNssJZLY1diYQSeX3E5VZPeJOxMQvpSSjSSMw4jRAaJYYx0w0zGzwVJU2Y1tmQkMkOhIbVtCQ3uGtg0wUjU0oySbj4Y9jJqrRUlBx7UkkqNsOWNlKMktGcbiT0OJQ6MlOyV5hD7CtHIHNz449W9gkkWjQeeoJJJ1nuX5J/YsjcASyGn8JNR9F0/ExbImrkUwHhCi4HQmgfPKNlJez/AJomZNZRHeWvUIg7il9t/wDRPgJO+rYzkWwj1G0oeo2n34mShIay8Lro6chOhsE2XtatyQ0JRdj7L9Q0QXMH3NF9F8Wer2ITGeBlokbJE7GMKF3zlyTiiQPYhCX5FNMawpjdQWI0v6nYYjnIjezMTpIigEnBQS9J4fYxxrn9GSYago0TmS2dx88GU8mDhxa3EacckU3I9qC5mM4EckulfYHq1dYIMegsOuGJKXtv3X/Df9COEhWeBv8AAgo3oNotG3SlHdBhp1TjxoJDFRQNIbDHOWgZIe30WlspZONg5MJpw11SJ1uJeGJG4kDc9YOSNbi4msJB/mfGRYYx3Z8sFENJo5wyHmCAKxMYG0ssIINWCJnIxrILmjCBSmci/YWBr6BEJj5CF5CXbCDUyGO2DXUx8dB9+x7Mg9kI0JKCO30AkaaFwe0QKsSQ7xJ2HqhMNDgrkvbhMAR5SHaZhdJ3AsMaPjDHpj6RqEGOjkoTiCKURI0KYXf7Mf0rJofYnzH1LRCCobqjbowFg5R2ufSjI2iRH0yd1QTnsDwNZoacogZ/pzIn3ECnn0ZImeBhkENlt+CSQlbiXuJZuDkOcIjlFPDIGtFqYnoIFyK7GxLzLcYY2H4OzbNfsWw+YU+xPy3ASMmYHDRLdB7ijrIbUFXySEGigp2bkCYjslDjPdrA0Y1xhlcIw4cbEIqY5k2GhidCRuSpbE9h+TEnkY1smZRekwkJxhEVfoCBpux8MZV/FuwJ7Q9ces9SBmOkkkkk6KRM2ZFG0I1jsUblRU7D++9SrRRRvSb/AAHIi/edKFkgQyR70owi85f73GjDI/8Awn/37IhWVlL8PYRySQ1TQxhAKtg3PBswyJ2E8CewwGnLEP8ABIlYYkhI3NyM3Qt5aVM3OVoke9eGQEBwE6hkclG05PKY0dTS4OEk1GLMSffpJH/Z/kTvcatxo+QnJ3AsTRBgTyRZshUTOi26Et2yY7pNgdi3Ha3TehCNtCWWy5aN3KW48+AeuPVI0EC4x0TVM4O5kfuZvxLKNuRtAR2nfZXyJL7GyZlx0pDeiCGG1Wtl0TzhNK0hJZHYaNHAHhEP9C6IpMUZacPKIngRd6gzborg1qExaTZQwNmGxCwxiattCNeWIa/DInW4l4GCG+G40G6Zwg2bnnobEtbcslzDi6JQmLWTItMcDXbd1JtTky6lJU/9gl4MNBJy1Hy9jC/0lrbfwXQPlB7Axr3F4yYtAnHIbNNbjqjVUJ/PPkwzxk7bfBMbY3tj6nkE+RzZmY6Z1CS/BMFhPh/4LLjpjyu/QlJhaIXRh6rrmgfzpLSJC8KadoQivcv3pJpDySbBMYxbV+HsOSZENDqRECYMh9BBMT6Gx500RNlIeYhsAzgTuF8GzDEh2ZJbfhkkkJuRK3ECuUtZGNstirBM2EORiKLq9fC0xlB3glQgu8qc5Iv/AIYNwk5TvHyRikkV6q3ky2HCpNKsiojs0XlPzYrMVIMZW3ZTgfQqFPMVmdhzjYySlj+y2a1kVdeZJIFuMPutL7xhibxD6l6szD8VJDzV/RkXgLN6wQIbWsDDE6rWy0vp7iXQeF00Rp3LUdkRrhxoYZN4vSNaEtiU8xrFTSehE6EUEU0OWYovwNmUN2U0AyIWC4tPh2OwR+GdJE63EvAR3Eci5o3JyBN0jIpqKiDosTqB8k5t5LZEWWGN/wAXYgpLJqJu5mRugQl0JaU4GyRifUPXmY689Mk6IJyh+josTfSCUig2LTIw/wAKXsYks79F6DUEQbQUdy/sg3edNWVeAmt3Ahzaa5P5Nr8Zi2gaugTJ6SRRL+ZA+5E5HpSsVWjj6GpKmNWBq2GnYi2I/HOhMtxLwwk7i7QtxC3ExMyx4CEXhoYkcH1D6pKMSJAgNRoPSbvZHk969GDlHSwiToGxsnoWnIToydM2LpXCEb/zln+10NB08NGfk0h7MZoX+s/QmSRpJOsk6NelfkYt22KLjSsmJmZGA86JG7RJgHNtFhUsPEiZD1n8Ek6To7zEncbV0Y6voWOlCMyJHeJ8nmeZHnQcmwMb4gFqSMfQbG9VouvJZ6YsAhiSI/8ALLJF+H3ElTgciERP6rRaIrtte4lwdg7DJ8EuCH1Z6F+R4Hi2PJvQsmJkZGA8iMtaeGMGcdPWAhCMmSJEf/NNjooIENLcnyTe5PknpLDN7jVLTmGMQhsb6FouiY6MBJ9fQyMAsjF6IP8AbLIMswT3KJbITSUJerMry9EMLtT2FWY0v0j5SZb2Y870omU9Bp+zYDwT6wf2MR4w4zwf+Bz7sDvyE/0bJeF/szj8v9Pk5S/o+Bxl+jFhGb8wfsxN8M/o+JhfozZ5KNEiOiJHKoWJ0LJiZGRiPIsGekgkaUp1JZ9MCOiewkU2NWU/w4daYiGKhJoh6UUoghBYcojJR2h6LRseq1XQMNOBclrmWIuNwzMf45YszuIYyo8GE0NaIcWRNTzzkXKByH0i/wDg+59QIF/139i2f4SbjeG/gxiC+uzxr4Fo+VFH9DLFuHX+bB9ikX2fG5/Y+B8Z7nwtjPmeKagev6M/wrO58kH6BsN/nZk96EBnPawpy15Q9UiB1SPJ2B6yWGYtDV9EMWRoYgy9GBn+Gq9gUxiBtMgR15EaYdfYiEEEdci+tjTIwkaLRvVC1XRMdDUW8AtchrRMjN6Lfs/t6SH9xBNGtGGlMHT8E1kThkdAkSJCdghyhxHg0L5RCSE3J6PYbFng4PglX7F1bz+4/wBjV2PgN/1B8Nf9j/BPlHxE/wBD77S+mMGCdx/g54Pp/ImqfIIoR9pkvLfKX6Hwb4kPUP4ll5RX0xU/9a3Q/bS8svqU3ltGYFaQxoTSlXRmBl0RpBGmZ86cQP36oIEo6+wF18kkknclhp+VosiuhdK6FqJWq9FiLGuQ9BpGZkN+1KDJ5QmpNGhmUVGM0+T68Myb+jMj7JhyHmOvQggYOGC0YcjMtjYc8Bq6t8Mbwo9R/GGooFYsjXoeYu4WkNj0pecwD324trHH6kQfOm+GUHr/AN0R6b90X4Zinf8AbKESu+YYco+ZWEpLHP1LMnXivyi34Bi+US0D2f3AxcOtjp7orB8FGNU0OBBj1o1mxaAwP87YCGMk6kCC3Gjca8jQsth0WLbTMJHRdK0nRaE0NoYsoLGuY9ocZGQ3wFAs8KhdWPSgyHMRZyHmBvcQEB5tHD+NMCoTZ17vSC3k+CGV+o8f2hlfojzVejOw+jHlN6jObkiOo8tEPQkaDEJW5N6L8OFHcR+6IKI7rfDKi879LRGJneVfJkHae0kd7MJ+glhVwj7E7Mvd39CYbLu0hLtbww/YhePn/ojqPOCG/BMjoggojIpiDBGkfgQIZmAmIuIjDYYPkO9rSSJ4CTcfqMes9M9BBNL6THzwtcxrQxzYxr+F9DUJ4Vij1ejCJFMn6iC2FhyPZSHOxeRO9jaIKkmNSTIJMkyhNLRmBJ6FV+wbomlhtR6FNBHHPU3r9TffdGCSZlpmfcwp9B5jL0IIIIESdjtMlVOEihJV4JqHsJSYQbhNkMea9gvK6ah2l2CD9iPgOwvmBhk5j+GiDT3wvkQCebl/oTp2OHBkz2wVvdE6/Ql7SFJfBN/JSTLWth8Mjox9wNWwxBBYu2IIII64MSiBmYaUdEnqkuj4rRttt1LWeigghtKyPmujMe0OWtmR9D6H+i+uUJoYySSRiXXZDNnIWHEBaMghg2imIbMc3mji0OkFvkUEiqBvC0RrQQmgllkwCZMdB4pFlQw0HgaVDCZqxup6FY/YHFMBzBr1F7Yj/qMQ59C+uXBTHoG2DiBW5hHn1DmfBFmBpKDwdtaYhCG7PoQUG4E+SFSHmT/tEOmvMH9Mhky8ri/t4aVki5jkvoST49K+S/kkWm2St/2iQJu1AJsSapp7CjSBjklkEaQR0xIjNxhoxJJP4HzeqCWR5P8AA3qhBNKYwxZaGWuZkhzmzM+SPZQiM8MxHoekMYnFGw/a+xe2DPyNZGMYNrkV7sxRhAzqnAahG7iCyQjndcjywGeDOxjngPmAdSplIswBLc0MKhzJMbmkER9DJS5C7whtBPA1ZEuxHdBY5G+B/wAeK7UvkoM+FrGNzpTI8hjJHrOjvB5v0IJKGwl+bItId2W+ZRGL/QJ/wRko9nP7OBMTImDZPddjcIlfBBBBBBHRJOmRhoq0ST+C0BSlkf4kKJpQhhxo8ItczJDlrY9j+cONQXPlaGRMO7HkYZm237i+uUWtNWIn30zT8J6pr9I32OmxcApIqDkphMylJJiU6VDNAVUKYpbW8is1wzMJJBBSbkNtTIvIHUUJGQd0SCaJIh3kQjWSHK0xzGQnKI4jYqQrEw0UnkUcmCoR3Mb7iw4EEp7DY30T1SJ8MUK1TNSiUSowNQJaU/cRrSfANUEEEawJhMTMjDRskkkknqsbJQX5BRa0JiG0ngVrmZoYvbGJ90ONRlmTQ9M6LQ1Q4mXs0x1ukEzcWO4lozibYmLKXuR3KzswT3YfoDuXPglZySNkIzQQcgEi2oDk5DIETQEqVuXastIzhtsiClox7c7E1hvA5ZWDkWwyQxbNwZw4sdEVMmDXcXLbaZmyfxokZyGOfrgggiQYmRhpgTrHQEUUVBMc3JblH+JdLHUmMXD26MjJDBrZt8m/yMNRfyGQY9Go0cW63CkeiCmZE1CypSPWDARn0WVQy7SMUi0FhirBNTYkVSYWIbMcbHlQUwYRQRYFMM+HT7KmQYdk91JnSBVsSasH5IZUCs5DlgkNkVSRmB4ENydnawn80RF8v8Ukj1ow0alaiCKCMCNJ0JsIQkf4UKIMMTqXjz0cjJDhrY1Rx60LHaB4Nl4HomjG3XwTIuZXkwUChgTaE1orySmyKTNBF2xw0YyhSbBU5aEsaGshuEmqpFDKGqFHJY0weZxBBSh7KbEgQSGNuUohBenMzDjTvJzoINEjJqh7c508wix+WddOovv+TmRaMNFkRSRRDrykmRK35FC6CSJLKL0ZGaHD5HGKGofHgVLsPJsPRjETQ8BK57FJZmFoEQpK9HA3ZEJSkXACBOhtbB4oSXTFbEoa4GUJdxdZN4bQMxSjZjjpFkJoUqptEjBBkIIDpCpgPjbcly7I3cvFiJ45TgyIJNc2Hr8rm2D2QSFfiSSSNWp4XTk9awxp/ELQkkWgnpIhIi9GegwuGz4ZiPQ2By6uGPcYydcBh1n7DLJlmdhPtnOUHqyGKTkq4ZWchuDqfTHfBCwpmdwKSWI8C+dBDWhyhJPqIfSfcV0fZjRvPmbJ5u8MRh8FoqGoFy4NhXMEWN+6JkMafqMaZnvAa2PI+80u/jnwxglkJqk2h/ll4mysToSjciQ0pTpfT//aAAwDAQACAAMAAAAQEp+RwKM1ysxBL02l3y4Gq9wqb8sRsTyqpA4m5MwtClGkre8e+2hQ7/hXnJ9QU6OFkkwJdkMkgCFrcR6lR5dKnyrYq/nsEcMdjWRh/wAa73GGG+c0RpIZscb21W4VLxskjUJhUrdpO+Atnk0UibPBYSbiMkR8Ue/dO2KlEQ3jirRNaCINzjJsiR8tmbFBGTKOOWrfeIvJ4steVv0qYqsC8qMdGaROHUafMxcjL4ST1SYsRNfMF+eUrAql1CpZsTjCtpLa0UGgpGSE1pDVuFLNPUn7mmS6LtB199vpl1YCjV7bJ6CKkJFgQ4jkVMTQOiDGsNA8KSHBBLlqEhJHJuEE+jgDOL8ABHfif5KMlemskpVgu+0ZR+fQCMAt1Zsd97w/2KFBjN/IdcM5ZQkwn1KgTgQiR00za8yoirQfvq/ZGxWBi1T4OBrl2IZVuM+SXsNY2Y6huCMAngtDAIHN0q8pBQlAI0Yf8TOrFmtABy7iA+y+Tg3pWNmQDHxpDPlmjIlTBLOSTefcjIMK0qghDWPdkxRaQD6yhy8GFnwAN2XJIwYqLNC1w3eOaRCMNq3VvnrfS2x9xIYJTsIHOsar8nF64qg/8H9H1A35+toDh4/0HIFkqnt32hDaQVDpQoPp+nrUm3cZWdkqJyYeIXNEWXYZ5LyQGCR8WlVeq45oGySc5tuLdT3nJhQ4FPJA2MqiqbilCOqBRowmT0oHAcQT/hrQAAk9u60+KcH4IJUG5VC6USJAqplChat9TUJrjfK2Rg1pSEVydnUKqnTzqXRZTBS9mPlwMAY0pZ7AptcM/wAaW93/AO/gAtNHN0MsZ7oCn9wxV8fX5kQ7JawN2JfUeVgQndykiQjctmunzXtnKewFEtWKoIBjVRcAxAXwLm7TLlDwspYsAGC3NDE014CkNjmdyNFuedPrrna+bHljHa3BvoZ5MQfAfboN9p7ei96ugGfrhmbfpAQ9uA7UZKI4vJU+3Y9ubktYax5W9Hz9peQnTQn+VuDfjGRw6FV7ri+iFVK1VcsmOT/K35YP8n9KUtVGi9py0/ObGlPBqxsnbqPhJq+bjBHpKfOxy5sAnP6jCPNPXT/l7286ehaU1cRpSAPGDbr9tq2SD0kEpAnWtkc52gEZfEOVh+tzciwi2htz0t23zXiv4Brm37U430KCngpdMikW5EH0EU6DosbM2vWWhuylCQVqBHu1/wATqrz6GNae2gN8N0BQp5MzYk9ga1WPM5NwSSjNYdYuFLMOKrIfWaGJZqeczSIGOF8AjlK0Qu4jrRv/AJP7Mb/7iC5P9UG3GK5SXudPDUr2RgCvesj/ANPNVjK+oiNf5W3T7PQ3W7usO+tFu+0HZGcPaWOiJvv0f7MSbxG0k8UgbxXtAogxgAOoD8pAMBcODhCaSHcJJRaOLM8RJxnliXc9atGtsqbz1V9Wrom2PcAOPlfyG0GbGYqlARRHO6sixdB35osqxF4I1KshY4rjNoCuDCPVJk1wloIx6sPmaeIDnw78+1SmRM8s4yXzVHSMo9kO3SEALKjfmWjDGaKL0mUUySKsUJN13uJyzXNQfHjypQYMfaaxIOfvdXMygLev0IHdvxXi6EYOWlFkGuKkfkabNRtZN2ZiBslMeRC6yzSQZCf4DalShHz5fyjcxKK4Qt39O+UIh194jnVk+GmUD6FtFr7u+7+cz6Gyhli5JPssfPOYe1vwwwhfPHxsPuIZXykasTGhpkqJwEuDOReLo54w0PRNguMDZZmoyK/Y/iMSnKfnFyMuwIqAOUgQeiA9MXg6MQYRqukOrNgc3xt67qf4lpDBYyhXD7Kgei/Q6lBNyJAuhEaFN3CLT6mySjBiPresqjgxA/hQyf4LNeff2Be5YQ6Dgo36DXv3gIzr1bBwpyO5MaY1YAOeKf1rm6rPjGfhZ5PtRmV+xvLb8xqjUtP+mBK122djtJxJeYNnOfn9/roIQVbb8qxyUZVwFjEjNNSUAqeETNeAFn31PQQC6+hAZj2rZm9SL0KlsRtfaMMxcguWOP5A+OnULoViCgYCq8f/ADUACWHN/o5cumIlknQNcjxPY2H3NTcxypv6c1k9GaUEU9Oz9meTdth4f5BYe0VKwMhZUwiY9ek9i7jJJR1EX4y8VLkeIo2Pnf2QDWTC/MxF3Oceq61ld8Ek8EL7Iu1bhTWiimjVP0sNcSyLoBQM4InI0m5H0Kw54Q/kpwr7xxYgoAkB2OOGeWDcgui1EEO+pIfJ5yq6uloAq9D4vbBmf40B7bu4kuSXhhfJHFuMOkZYfCmaXINNH8MNh/LkJ4CuiSafmxEE8YNJkyJNp0QSWPJcZYy7bGCSz7KW8Gq5/thDlWEJZj4RmmahIHlNzbXrNgUYkafhgnQ6VvzHtzQ1XXFDniIvYKDtTszEdHKVADPIYheDq4ddadIAPPAwpTf5DvpDaPkhNo6RUzB5nLg2WmtJAEzz28xHqb3F4R2TRDS9jKXP2Lqz7PeUDsR4Ql3MLJl6kxI8iF6jMlrKzDB/3CHJKAV9dJuVM1fHXGCkTGMKLLQRgy2pTrqFp+/KwbRdn3lNZezr3/WNccebNqq1ldpJWpy7f6nUgS4NIyWMP/Xo4vvYwnQAAPHPwvXYgAvov/wHAYHnX4o/onAYfHffIo4fY4vYnggPAnw/gQfP/8QAJxEBAQEAAgICAQQDAQEBAAAAAQARITEQQVFhIHGBkaGxwfDR4fH/2gAIAQMBAT8Q8dvDCxJ8dWed8b5SEw2K28VeLEgIR475zwed8bDK23i2yNs9FjBHkXVui1hdi/N3rGdB/VxKcu/7/Kallbb+OLPjuVY+MssPGsKKQ1bwGnie7FpCWlx4yzxnhXLDEfKAWr4R2kupXqf5uAQ4exixuXu1czHhsQHwb+OkKyuFu34Ag2GEttt8YWJBZvUIX1SJHghhnFzLLfApbDExFHYF1b9wlwSOzMG3VptifNinEA4ctrUb5YH/ALq1pn9wJ3n7xuubGeImPIA7LmQ0sNjHgZg+OocUNi10uwwSwdWHuWvg8+KEHsZLxLn8G+RdITuB3HULqH5Yy9LL4B2/EozT9X+pjN48Qcj0E8mJxBDXub5XJXieOdyLbRqJmMgt1RKAfDbbknbbceDPjuwWi2dkb48mADD8lLS+ScEPTC4Pg7T3bAvV6K+VvTWkfYn1QNXhB5d/T/3qBwGZGM1nHd3qbM4E3oBlmwcp7nGbtLhywnZ92AuNZZZDp+S9hcBdERQCxYS7PKMWYFmx4bbb5DmVZGM/Pbmw9z14GnhJdy09vggHV2TcALVkyin83eT+t8F/SHRH97P5v68yDhcUXKWb6h1g/slSw9GH4lT3FxuwiNwNrj4Du7eOX619vHojy3wCNgw3yZc2pZQ4obEd2x/PZ1uLmXWxaOjzUKQ6+W49SwL4t4T9TmH7Yq4Lkbi5C0W41e3Mj49+UY/GWznfc4Hx0khXf+9SV+dobQT0kZDB0jO4yaB+8hqDchS5gLQR5bAdzLbvNoeIXgQJB8G+QCwg/N8Ft6gTLgrxd6nWuc7P6oenG5h7YDTbOe1goFrCO7sufA0Pczfi9sp9z43e8yAUo+MtPLYYRayAepQNbnxx/m94dxwsgtJbr69XAIA95/8AZEbH4MQLLGwn1fBnwtttjWE6ugt10ubv4Y/iOZ6hjmb4FAsz4ksRe1hAcxf5XBe7WDNfuxBu8c9H3ItH2N/8sojGDO4MPbONeQsde5wic9viJWM0LPIbN7u5w+v9FuMChPUKGdQPc96uIj8GDGGebgt8MWPDJmDOm65kcpuo8HW0DiG8+MsgbgQL22TLVIYSXPqShlDoSZEsRy5C3bnoupBiNgwCDXzNEA2y43S9ngbU4sPtHFthHkKStcsguLpJHBKTgCV/8S47viE6vxajXFt0bj4s+F9NpCW/ux6bZ7svcA7sw07urzXjLs8EIL1DMNhpsjomCGOiAXbswpcy9WwXuL4lpeJxnXPvJS5agiPlWPR/azdzI1FTYUC9BHcEUD718Y64Rh4xfdH4u0AwjviDAYaPmj4MMj5wWJcQQQ4wbJ4HhxNt8vqFvb1NGMmwmFMrkWxmOEnoj04lezJdcwZesR3CF95Edw/d6CD6LFxA+7tGB6iOieWGXWMbkGDp5lfcDGIln4Djnj49LXxa+LktHuH8x80fPHyQPuC9yr2irjrwWFpEeCcwstW3bf8ASZPMB5Y3EAgmzPGaNLhFkdxbliy92Puy9zefRAcDw2vufkbq8baGJvMpZh4lMD92G3+It2B+wSuW/vn+Lpen4ctQ1zbEW+lL+l9G+vLesr47/synRG/LcWQ7EeCEeHJ+IrVhBOXGAmOCVcEj4SOk3BuWCtJHhtvcIxYnSx0p6n4EM6/2iAPni7vk+ZCdQlcxuoEngI9K1xO0JCwvdZLkR4/D3PaXBcYkmg6sQDS9InOol2XVnnJps3Kb6kMRzZB4HjfiAXqB4DXMjuapYzRjuZ925ORxlcvEHvnX1DCDqKEcQ/MMqf7T62W7HiBbLXggsDfl5gswSjs1yHyf7nIzrGL2uieHl8Pb4+gkrlyXZdX1ieQDrxQHCXFSa8jlsDDwpB0h4Vs4V33eJb4Q9sDPLLHm4CVjTXSThHNJRNAZxAfDl/qNnq3C91yRsnbhtK5EeQQJPmZPQhDlYTNyV7mcEIxDUW/chxckW/t/7HMH751t1/pdX6keTSfGdi0sTpsHOMR39xa5XSDIQbHgYZwP6zHs4tFlOJS2dIZB3YjuSkh38EYauXdhceDKw6LX7Tc5HitxxdgVxcIG/VYrgkRZ93OU8eoaqWjb7+HcawfY5+7cXN7J4a+YwLnBGc118UbZSUvJ1+viftB0uv8ASP8AY/zHjIc8XKTHHMgPuL9Uh0OmFksPTmXYkazVmQZdYy4yYITbXm5H49WuDqFcsuUn0SNlaMnJbjng7Qd4tOLhj3LMvdvEeIsbYOJ6bMcox3pjtm/Vxnr3D8n3/wC2gbq6Py2bq4WV4Z1Pw/R9kgwH/vUF7zuUw++Jcy/xkn51syxLr8WPE5hhPa2M2wuCfW6x3DJEGGrcgWo75SMmyva2Jz4wx08Belzzc0wYQMLE8LebHBcub2XCHa2IBSQ1TkLksRsoYsasBYP2ucsbdBm2Y6bV3exy+iGCO+OPhA2kdZ/zN8lmbDm4IcXVd1pYtV1u2DqeKSsCB5IYxusk3dGIt7TBDPCaWHV3Du9DJjlml/jkKyLs3JxcMIR7iD2QnqEWlq/dFxmyEplrpY5DcLCUb6t/i+QHyWb2xHQ+5hjq9t6LgDwrsc5y9dGHY2yuS+OwIYczO3Xd3jtllwLvvjjtcoQBkshAy1fO5p7n7t2+NgSwk3nTCOS5dWSSsHvmAuQdfAPEiwtnUoyEk7PRfTkk4cQeoWOVebkRe96Q0stkdx8056/jrw5t1+ADqy11ti3SRcYm5nwb0CRM2aRC6bsllrdPDuudjwPC3S3Mm5nhkEa/B/m+b+PAQTwlThsrYxJ7bBem8wiaWMHvLlmXXiFgyVaXy47kNw6uPSAHuVcXzuLiBkO7P1bizcnHq0cQHV3cvP3bOpH9Q+iEETKRnATBTjH+bVof3fPv8wzrv8x8T/Me82IQTzAiM9MQRfdrvcywUznuerCsOOLKIe3q9jBBB4duK4RxO6HZIefcKvsjduibo7CzM6L1BTCxndz5ESeZkw6Y0JHBIsyzy1+MJbuW9q/JQdnpIP7hPcgNvuvuvsvsjuY/mPcP5hPchysfIX2wj1PV7h48E0akDLCE374c8JRIDR1L9j/Re6IFnlZjpDxniLtREdkYLplKPTBdMHIgYe55pCmzjOrV6GTh8W6xyheL3FfCYcg9loRIzbxwuAG+xaffEAPexaWojrXMwYvzZJ2zGu9/zYE85/7KO4/2b6uQH7Y0PrfmeJQ3Bin1+lkc+3wseGWtlkksmvoS5nLHD0RsHHJ/1adwfl6m6TxBuJjk825fvqyJtTB9R6LXaVGjMisYcQkcmBGGIsRXqyYuFz0hdQJ1B16h7kAq6HyPsjJwi2BHKOYAgRtTk45hQOvrfdnjxc+pvV84KH7MCjx5M+Xv/urgIsP/AD/f7RN5rP4C4i++65+n/Z4cUwet93Ndtn3JtMU79Qx5MYXtib/5/VgRZZ+C9eOEufFyrwwuD1AF7LPBLjW4ZPWOkhsgW3RB0x7FmshvzcVYcFzJmOrHoEfiZdvQeppHH+7gg09Jjg+ppeau2fqGiXxWZTxrknJyJ/iVol3tRuvs+A/3zIAD/wB9SPfY8ft4e5bZET29Hf8AM7V7niaUbkz9zPgX8WM+iPyXPB4PxdDJHJLo7OYcRDLF3YHUbglJXba1QCeRJZ6LQ3EM+cfEzywdSccFT1BQ8cP9QskYfEB6mtw8CDZ8rtdmybkDn5jXRZXsFytg4WM8/bzmzuZo0bhM5HRYfj8RHk8LwGeHaPu4meo4Y5zblnA3wwDyicLJ15jm1JccSnENr8EDtaSkwFw4dMgHs4/vLttnuAPml5/biOpc+CsCxFsuSFuUbBYYttmazcV1L1d/h5+ch3DFhui+uH9W3q6PB5PC6w9+XawENXj1HDLTh8A8eLsJc/JYaJ59RZVNaWwTWHqSkO7E0n1IBwnH0ib8nOWlg+SFNwI5/i1+Iu86hIIdO3wjTQ5mfwhQ9Tgd2OEy4Mh0u7x78Zh1ckPx21wiyDwsLuDCbq3b4kaMMYuDe8tgtmjGcQDMntTZ6vYtwt8ttU3J91y5Y+xYBIoiiXFW2h+H/smz9gggofXzCHB+D/cWTI4EeUVQO7mD/wC/ScZL38LMVIbwGvdimI54Tnxl2k5sytj78ecBU+YYIg8r1Gyer3vc8zIY73ZjCEkIg+I6TYNt2SWhcqyl6E9pAjcpZkciRAY3E3P16vWL9GChmy/ct6kxxYgTv/sMbcNmLr6Pe/GWgHdkRfS0cNmbHkhZnP6/6IONy6Pj34FiPMOWS9+LHxfptUckIjw9XbDx0uj4WmyOX3Jk6WU1agY4mcNj7gYXshOy7xerbRkJb1KepS65kE28pTOTkJ5LCevgSk+PT6+ZHqBeoDjX7XsRidj54j3GHF6QnT/q9EX9toRPfgBGHN2eSeGPKPATCDz6Ph6fBx29xy5FxbcOSZqXLJxJtrxhEOSVeYDpgvcHHyIaWAsN02njCxcgBYMJ+8/plf8AxuC5/mw9f1B7n/stLrn9H/5FwG773ISM6hg+HvxkOocw5R4LBb3bBJXkeHx6PheA4iOxnNl82Lr3FunjLJb0nXPnLLLIYnxEm92b3YkfIjX4pbNt/DLTstPVrA9Nqfe+GzwOCHM2oUO3DswkXMMmD8fWfOOPA8QGLmo4sEYHRL7C+8sr6Jk2+pkTstttlmLeC5nuephRz3yNiTc8jAukfxfCcx4Scz3+GRJBngwZ+Q9+Y8vAcS1PUngDV6vsR8yLYxPoZc2h/T/9g+4MNYd+e9/S1d/7hcw+O7BOl7sepi8Gw+4E5ElJdiDBehh/IL+9FsbDbbZ4e7qmHNllllw0lhdLPJ585ObuiPDdpOJ4YdjE97z/ABE6WTwf5yAcT9kuAF/H/tvD9xNNv06f5sNP03/7eus32xuTwXQMO5JbincBiv8A89HSw/qMYuLRqnvFyuTIpN8ZCLYMP4joScylt/jA8B+bkhje8eIc3qHMoyN64IlsJ7yPi3f1uijKMcQk6zZHGjblQtxNSfpDLY/RQ0E/bs9fH2WyF/ZEOfxN0hLvMftatAsjv02HiflAnVvQGSwebV3ekiYemXyL4EIN4lKDEQx5YWc2fiCYbHeX5PUtkjxchfA8gzpPcY8f3/8A2Ogyee5WXoCUdl0Zrr0HxOueWVMO+7S+H5swElBxJ4U2+4Jnyfq0lgidQenFoHl0g+HAjeD43NC1GEEa8Q6G9lAYC+/uOJB04d/7qUR425yTI8cWliQ8SAyLPweE+bu4oeHWPgPBhyTHgfEdC4t0UmVsn49oDjIYHpb3TG+/vvSR6tfgeG+2M+ej8dwGrFuzIOdJsxZdObLhYnX2bBCILPCz98v2EMeDwXi+HHjrYtqKYfivU68Rnfm6w5eBx5HTwHvnH6XNAH6WHNWPUh1E7uZLMzazsu0i39GO4iGLPlbYR/MXH3aB94XO6+Q5s1tn3bb92nffHgiDz1vuCG/EHkeMu/hG2LCzz3fB+BNk8J2Hj0u03S7N3x1F1m7/AKYR1eMA8MAbP9Eznd/WwDk3RuCM+9Ip8SaAn2RcK+g8RsWy9+fDzIlH9jY67I03bppPBY/EUGmxo4Z/uPI8f//EACYRAQEBAAMBAAMAAgIDAQEAAAEAERAhMUEgUWGBoXGRMLHB4fD/2gAIAQIBAT8Q48zd2w22/hnBzljhjCkMiBbRsMh4BBZ/4ckjk7OrON/DwyGcAbXpgfLqoF2v+7vi9Gf/AD84dSfnrbw0tIz88LLLEsJ1vMWWWWWfjlknCnDVnHiSPYHsbwnsEryQAnFQZY8eSD5xtuVB1YWOO7fDGyyyyzjbWyWbNp+XqPXDOc4yyzjQsM8HkI+SA9grJ6hNohg1gMdw/XXP92Ru/wCoXw3/ABEQ4dnweWcaluwRhwwsfgMWLPLu3GXjq/iHH6RVlo+NnAevyZaEglvkpju+NH9nQ7Nv2IfzLJ79LDhcxYOEluL+F4mPZ5YqQyXZpkMvaY6c2WQdSWcd2trhpaXVkmX6pwXv5BGiDrSOzeA9Rx1JT+stAsfFC+y+Db4hZGkaf6uRKvWKfVhpbrbI3mdt4fLS5axs+7dXYf6nq2vSZ5N1YSIOp3w3b4ZZZzsupwl38ggjpDSAC6zFdJjVvCJn14QE6LtiTxNk8ibS03Q1j62yoOy/6hjG9DRAwx8k1dbX1dyOyb2NBLTTj6TwzjGyHU9cNLeMLFjnXLLb8Ms4yMLA2xZOrteaR971rEo9t8IFhrf5E6yOj2MeuDGiPXoTUO9jxvkgfp7CEyxoNLCHvApnxGh3OnEf8SU1MnQJEwwWHb8wHUljn3asbG7u5IWh+ZwnL7aSE1v1JOs6TcAwQB4Q3LOv7G+7pS8EcIdcTC/F/BP8h/hRiiQ/6R4SZp31vDuL3K2+fhtkvv7M9t781i+vcn8WQ6sss5MSdnEiSiMPx6RZyvUZvdn5DJnWQFCL3+xfiHkuTA/UXv8AJ+LzHRbqAl18ktbfCNAWyHjNtjx+7IG0CGhZeAZr/v8A+2dS5YPtmS9cm67ENX5gyyyyyyyyRLcERj5YeVwg32XK8G5FHCfJB3AOrMI+XTIhsdE26jYGRkh0ks6LOpu1r2yg/uW5d3vV5niw7FiG1jegYb2B3sbHt/8Ad6jDnCBwc5ZZNl3bNmrd/wALH6sQDJwlengQR1wyyC7mk0nogHSEncMMZ4Ot3yROhddFkn84PaTYtlzSfpZBmBGLsthIG7AfbPwlfCWl/ZPrKt22ny1+fkIJ/wDAgPFllGHjLyHXhmPeWFu0fLyNstkgNteEXRgPqPtFdRb0gFtl9k/shfpJfyU+yvrajXyT8hZH209YjP5P8OQfqTJNmHv4CHU+xv7x+2/taXV1OWFhxEDYTuTh1GOGYHq2AIMuq+kmpQ6Jh3LEULRhjGBaF08Jh6Efqt/lv8h4f1mGrI2PyPphqxDg4cYPGh6SXlSeD/q9r1+I6Jwy/rY/YD7AwL6gfqAhIsfsk+ET8GXgxdT93kE/d+yrKHbYHcBF0ln2XTI68GXywGhN7lTGWBAWHG3+8P8Azk6hezOMLAkEh7eMwzSble16/A9vkYDAGjOTRlSbfQ3rNhJPUstWr6VmDGDwuR3M8e2HcGbkzZMQgww0meoUxXsem8xPfPkjqkb1B0226eyNo94a7ohe7pjtl+1psl7do9P02kLCdUcf/N65IeHhZu4Rry0f2E2vyCl+oeoEd2KLRhl13hD5PFnV7I8e+Cc6JnEnhJ2I4dQPfB7nU51IXI3yH2T2GUtfLBbFQ9Sd/DYuAuH17dadRBRY3cKOQ6W292f5mn8fN9v9y98s5BxuWCMW/wDIMxujT2I7sQ41jWx1WzZYPAIxmJbeAi8lG2dfggTM8uxBdCeph7F0SYNjUu5idqeTUw9ti7dB1PtJrRjS7j9+XloI4sSdnTKM9LwMI01YTCIw6dF1Nb/cvfG8DTxsMz/q+VdGTruwkDtMdbFQANy7F4u/TYwRpR0yWGMusyNOCNuiQur5eIkZ3YJ88fykHWSMHYIzI2S+kKLMdMobfH8h3Zcbpvrb6fuH0dS/xJ9bv/F4H/6MY8Dkv9qPbOG3a/JYJBp3YsvonrsRvSNOSrCyBaMORj5L9zV8YLsYzYXQirrOd8BZ1as9dS+RYMtKthgWEX3HY2F5AHQ4h4xs2z7vZQ6JaPkdGvrLvPOIoYXslfj/AKvDLyU+HrepR4Y+I8kZ3hDH2+TAt5KZbAEMu8LLSee+Wfq2LyxBC9RBvXG7ZUsp5TnglB7g1rMxiIloOxjP/S6To2Jgxnw9A8Jbe/GrwbhsfmIeVltPhtkf29I9hM437R5eFqwIRbsyESQAYw6IoEllk0ZbHUG9W6WkkwWcyZxWTgWCCkjYP6tiP7gHLDpNPcLzBx/cRJI9F/ZZJk8PXhfE2OpYj2jMPUUT+372Ad7l5Pb2izvHrOZgI6LJnJtoxHS1Hqy8lnk6gHsus9sHEqvJ1Yy2u6OrRBYTOx3wsh1Md3bjCjD7d65fcRCU6buw/wBsCRpP5oHOkt9n9k1Awat+3H77drh3aGdWfoRhgE/QP+oXwTb4GYicb4aNsS6hokUUwik9WxXy+JLLbbbEpaSxvSOGTbUFLoG1sYJGDLKTqw8dR8FnA6snDD1bJbBx6ZYn9V/CQ+Sfyf1yHpCXC/nH67+MfpmnYzt0pP5D+F/Nv4wTpi7eCQYyLykcFX7E2Q3D2x+ilyWX8CJZw/nAMrWL8gG3rJ0hsZT8nuT5A3LLacH3YXyUOSmSA6s+SWkZnmWQniyuxPenXAgeA7p/Ihh+45osO0QfNe2FBMetHe4+v5eSPllsMR6Q26BHsjf/AKy5L+ZxPIch2f3ambEUkxJsn7aNto3axQbAO702e6SZLA30vbq2CEQ+mRHhLej/AKg5a2CiJrqNg2CFgR0n202aGybMj57s0H6f+Pk0c9Tb4pz/AO3hlKeZw1S8iPIbAU+Jr2QyIMPkvO/gIeboT04zTG7M222jk5cbCF2Elk6hT0lkSc+9l0NnuLLbPiFudwXb3D1OR+sImn2PIdoUXSG3GZbO/kW8LLm2f7P3Jen/AE//AGJ3dw4AOi291HoR5OM4epdOQ+2iy2y/iW8S8z5HcHQ3uOx0eoF9gdsLiweSoPyCPLI4w2GoL9Vus9wW33uWdyoWu79F4MtUOseRKQRImGPZEDxWW9/g98Dkuoz7F6Yz0QP1T7f+FvAlPhd2Y3ncsLr7egkvdt0cO0QBeu7G3bbCY2CdzI9vENmUeQMsEZ4ziDyYHLJWyEcCwZkxfTYsj1x+8o9W2bMurHF/Ti9v5hLyJd3SI6k0u2dyIMSYDhCF0bmEsBgWGEgC264MHswvximC6r9N0b+4ZOlkcRBGIAb9ksEhA8hdLzGzIdOPnG7Ml1dlrbbd7Op43g42OHyWspdRdp6mRLJjfTKOjdvGO8LdM8QHlk5sWC+N0S8ByXM92FeycxNy3exIl7T98D7T6ykmBLYG9QmMNwiWMhBwDDs4PONmPIq20cR1C3u3jeS8HPyE+uF8vGwZOrUhalh9l+lgMlIL7HsJKYMG21knJAzYb3SPU3LojyT+yTNi6+lqT22rH9+f9wEPkfywuwd0ZN8n2QMev+L0vd88fLeDD5LqOdJ6DPm/gd3hL+KcVsuuH3MtLr2YniC2tpMqUsb+F3Cx+6H9gZT0jel8a10hOXTwtgRkX/mFHS6QI3yBu8SOC3v30nXo6yfZwecGp9y6/Eap9fgS2x+TeeFLdmR0k6p68EPCwg6MdWF/LizbhvLRd8a2j7Kaoe6x/N9V6BZugDPmVhuKC9a/5jIxn7LcrPc4PLZdT7l1zlkl+tk9cEvB+D74XJZRG1Nn8NvYhwW/gOceuDTjmOSX46IP7BfbP239LEHng4XU+2XUZl1aWLEGyCWLeD8MvXHq+cE2PfA0kEZ/O/hxbfYkSE+kN4xHAXT8mHZxT1bOZyljA9PxLZdT7XiH8VluydxydfgHBvXB7F6jjpQ/BJa/LdzuS9WR8j8J8jfA/wC7P/4JJOiQYcj6RHunBPEeBpLWR+8fPxdgxmz8PHF4ht53gez7bwcbynBvfBEe/gcfnH6rZnT/AEj9TFph/wAz6Rv+SXBqfaHyYK2WOeT6BwRTxSXH3v8Adv7v/dg9LB0j6ITp/Fd4e7J/DBeuPIbbbbbsR1P4n5R7vnL7woWIS7inXprN3dS5Zd5kCMFjTpzo3/SCNQf8S/ne4H/u2Olt/Gax+RYY7DpI4omnyfigPV96+0gfEN9uzqQ7n8jqHqG223j269fl64EuXufOPEx5Z+0brbm4hr2DJ5eu4MiIrt0njZs0ZCQe466Ee4uuXqxerdveMG0+T6CPI9llt4J6E/Flghx8iLoJ+5t/EMj8cskV/Ej3HhXvj1L1z+R5MWbqdy8F2aSj0g+pCUVyz/SUMIY0IGB29G0ETFvZ6jfZCmsI98Fqf0medtvbhfxXkHXOnI85ORGOK3gt6l1+MYlHxkFZI71H7Qj7L/sETM71dCnDJT3F7ljgMxs0/wAk9dP1dBuP6ZiR1Ecl6l/F4k9/yn8njW1tiP8AwF1DEer1y8c3zgeFVjLU7KJK0ukb+Qh7gzZD2RJv1I3uG8LtuescS2I9z/MdS9WxkMRw/gzIaK+zP4f/xAAoEAEAAgIBBAICAwEBAQEAAAABABEhMUEQUWFxgZGhsSDB8NHh8TD/2gAIAQEAAT8QCBAqCBCBSlxxFOYxz0QYDAQYIwhqBAhFSoECB0VlJSIjK4uKjNu8olDogOYxthZthcR5YHeKg2mCMqJeItxAYbeJ2oK6nBSqmXQP/wAYBU06ldSpUroqJKxKlYgzBNIkrEEUlwb6Dv0JNohNFmK3SpaaTe+ldOYMB5mO9ATlnsqLyZ6Ixn5GGuMcIeGpdp5oObru8HfKTQD2YrxpT5ZSQuaPz/1K6pCNYLWDLnJYtslBWa9WJYW1gedIzv0/elQ61KgYgzDmEZkcmVAhNQRpgHMQ30Q7w+8BiIrmFPMroqEBAlQOgJSUlGIY4OI+Ed8R7yMLNRDXRHfQXMbnoh7woF5GK3E8wbKYh1A7QaZiwmTLof8A5f8Aaf8A6AAaRJWIETEMErHQMKCzNkJosxoXFteop29K6HSrlHc+IUAWievSbDyBaeWiVPcx8RIT7qC/K6yu4GB5IV4qcNdBTLgAuju+C7ZY7f0BF0jyq+2EnBedXcB8ZWVDdI3lLTsg74lxy4KFqZ2i1CO9159JWOn6WBKlTMt0VDmZyoco7eoSoErqFwUgXMBEIxzG73A5iIvmDcwSGYECBDoEEHSq8SjKZj4xO0Q4ngngiEQ1KJaQDlgHLOSuA3O4yhN82wZ6B/ED/wDkPfP+QHoE6BKxDvoGwRRTcWk+6Pt09RWyvSuoXNIL6m7PmZVgm2M/14guAPiVrchE2ycWaOU8ZBnFszF22fxMMIEzrmx/ZD3E+zIT1YMtOIUdTHiVbGLHdRrW5SzUtzAJ7yTdimDdnGMiJBBE0miwC5W3MQKthilj2X9E8Pp/ZDUJr9P8Qsp1w3KliixcdFSpUDrUCV0EB0UwUgXMBDG5yGd+HyxHMVpgMQ3mAMIIIJOr9JR4nAQcynU3YmzEWohxFxUtKJniDOHKHMwQwhFSkr+Cror+YPL+DadAXGOoEOc2yr9jLjSbIfmV/CugPex1wfE1b5TQp8QS4RXFRXiZMzaGCBQBkmHE4cyuoxMTrVWd4O4+xXYO0Faw+WLB4JWX/ZctEXCqcELqjaThgEnXREgJt2vNGK7RDDXsV+GOoS5U+zU3RfUW9D+4SBkOgDV5VXRGGJ+IypXURxA6DE3TSWmYluUnpGFnEvmXOJc4mEqBKlQJUqBKlSpU1Be8GcwGlm0neYXeUDS8l8wLeNxkVzKoziCQWolCvZeFKhMdCdBhtxAdkBvEOmZEwgyTJgygzDAlf/iAV/AHQwldSkewEEbtBWG5o2o22P8ADiCZ/SqbAqAckbgtCJl6A9OxUCmpY6jLglrqZz/GGHC3AdwGr+zEGEolzbpYiBEa72xg3dTc+f5aHMIXhtIZ9wGz3n+owPZXc/oFX4a9y4u2sdkjCh7AqfiNSld3MZu3pGPl0ufs9alS/VR4KjNdZmmkwYJY4YTEAlHiWcS7iKREZX2l5RxLdpboqpUqVKlfxCDFEaLFQuvxF1ygmg8LdDTnxDD0NQNKbbTt/wAVBh+qjXlyptf6o/2qWx/DcCbzg+fnI5lpeoAsY23h2qACpvaKC91d5g3FNZMexyQuVWstB8xLixaHahHk7/8AsSpbQaN+vcZChsZlC+o+EpjzHCYMQZgyTJggZhxCCfWEn89GHRW+iuhRyD2y5ofUtwWhZDDxCltBe252JbtLZxNALEab8QO6M3AoXgjeoHxKeIqb7tE3DC6Vy7WfdLWokCK+Jj4f8p0D2ymWgrj02vxXuHmoWHbz5+YZiqAHK2nhFKNQyPLv4lhy1kgP/IkK+5xnsRknbm9O/wASneullPOUfxBGY5Ssvpb/AAhIiMrWHcGWfmPTmfnQOldARZ3IMLFlSp6zj1GRwIhonBMdwZXwyxx0HpRKMujJPRaLIy8EsSmVKhgXVxuFoo5qu1paR8WBKEOTe/HxL8XAPirNjzzZHwtaAbudq+q7XHG/AB7Mr7YCuTDfHxT+WV9Y4zqPL18RA/YCk704XxNjxuYO5z8MdF9rz5Kv5ickwD5OWPj/ALYhQBQwZbVMrF0ybkPbfhihyRCRZo1evDKRdXhE35+Fl/YdZyX2ppmr0Le7s1+4k3atNNhvxfb8wgVcJXQmIMMOWHJDnDB6GHpIOuz6z/AgC0B5l5R8S8M2X4aPqWlvxFMj8/wxMwBpSn5iYVsdHy1DZPsG/RM2/RZx3V0SqEhSq8UN/UdUIwAH8DDqJaZP/CAL2RS6JReMyqJnEb45lY5hbUpljMywVi3BABbuAncAouzMruCBrMPB/AB8G40istwE3V9tQjjIouZzQBaSw5DdKfk4hyAyqiNEVbXJbAO1cwemCOWRX1Kgi3OywCP3BAg/aEWXyA2Ok5F1xsmnK2gF2KLrvUSr4dgt2AKWU68MxuomHP5fwYbLdPrAw36NJsgRTZOWYfmA3CdhNEJwJPHjr1FaqBxBXUBHjSrlKdqXNjPSVKSjKSvaI7dDHtC+jk/USc+8dB8KpSjRZHCFQOzmrJgxZ4s0jd3Aj5XP3E17dJ/+ktXS5xX5lNufBcS2WHio7WT1/wAid3xbiKWwHPc/qCAXBoePXaDMIDzOAkjfqKU9DEefIm6/cRFKoKdwXNcF57woAmr9bPeMEx/goXV4B2HN3D01ty67puHkk2wK9nFQO9/iFRMTBDklUiDOaYIQdI6B1iDLCv3JZH5JZFEbbZH8z8y5cuE3Y/Ea4RbIoFQuKoiYidu/bMFIIFrl5Vl0h8zvsf8AJwkQG1lhN9JqwnesmMj3Iz8mXmmMkaTehDLGZUqGqciqM4UjUVADeIFty5uAW5iMPwS+yiRutCGsXc159Yrte/hjzLVGCrpvGd6jOCryQQ5v3EKDtXk4h+8FVrLxwQgla3qHk3XjEArKZ/8AUCiyNmgqDrX5YNkLYLYCr9J9TgBusv4lm7xreRGKRMAuRbDMxCdFtG1t7lc1LriFs/3HX8NLoQ8RJcTCAlTSbuhwZv0m8EahTlnIMByzmGE5hNwnSbqb0OhjUqOtUdKK1OBcJoZypm0U5z9RmVLFh8A8sRhAwqVkwPWLmAXuqjFWXjYLa4iV3AI7GWgLoDO1SWP0e4fEW5jnuvV7gg5M4F35YqttwX0xBXKD3FstfXd7m8PsnKrfKf3BGwkv4IuS0d2VrQO+T9TkC5SCJqlmU8P9cahKEUXwj2lD9XaLNJg59heki2JwzB4dndPhGGwOAUh1Tj3qCrgywZgk5e5imDoGEOkRRAVB8w9rBNgUVdCLt78wb30qFprl9R/VR3g2BdTSM8dR1oICwxzEVVHEFPyTbDbcgwH1zHI3usFxr9O3NCUOoJriUpUifcFQfhMrFSws7GG2gUupf/BE2KzBPzZdCKJSVD3ERA8I69v5g3oirJbXu11fuJQpWj9JUJu3sbuWASaEqWmhd88VGZ1WgLuVOiyXSlt+ZhDIFt+CYFhVkR4w5MfMGnKuhS1Txk9QPdd+VEzxV19TteCA7lQWOrA3jxd/iFiyYGTVqU+OZzqLLMv9+ZxGOvSghGrcN1HNzBS/TpBvowSqlSoRW5UCVK6CF94FpZoFnPM5KbpZ3ojdTapNskFxaPUpbsuuIBhZLAF6o5u6XxTKkFasKy3GgwfXmFP5XFDvOeS7fzTxXlrLRgjqrt5jdyxoloqEWy/MDpe0RtBjWbRv/TLrNiaYB0XAOL31cZ1LlZ+edcZV7YL9Euw1da7P+2XFVmqcnf05+ItOlcisPPlB2R7xgkHId6X9kFdFWbXS0Tn0wLAWk5PA9kpPEOWHMOcOUOJhmCEXnzjDHQhyEfzLUSEvrvuKu1elQvqbmfE2kCC7Gd0e5X0RpqNUfupv/wC+CLoJzg/MUXCkVPFQzDUUxx5iqU1qPyuU8vaYFFpNRtiF7I6MLNJkLBI5ENsrnlUItExsYXiH6ZpeYPugbmYlEvKo8NgmtAYFflYyGA8QIPmV/h3AeYpN+CgXUU/Ezish8xaxs9YctmMMIuGcLAgXgh3G4KgtnvJsMm4Ew3FVuD3rH0mG8FohViVsvklccdMY1U1IfF1EimLiLuGxmzcGPr/c46YetLkt3lvUr005Y9K7S9y/bprqBKlSpUOgQdA6BZpmmUawoBQyvIJsPh47TGpHVshXqk+75jGGNULybv3b7jUUIcqWL8Y8VLwNJE3YcvoCALEcnbFuM/l6ibfdbYqrbfLKuYbdE8z4lqPrxF0BPJB5ksvvB1HU+XLfRuVn+UHiA80wHL3kfmVBAyNq1YXyDT3z3gq2NnXe/wDkpzqvnqvcwjKdCG/IsPqW9qLg4q5d9ZRrKLFwZegbcwdwC1CWlOIGhFlyYH1E249TKo++lQbrM3M/EVyhFAuZ4vwXKHY7xZp3qP3GKmbK+2A1xvNQ5wT5m9wgVvzOWgjX0R4KOGsEW7lf2gKErcEFAiRoJSbj7HXBtUx95YXs3LCzvD3uyIpbvtY+oZHOR/DvKkMu8letz3M8Ll1ojN/aVH5YK90wXDhcpvYCvcUYiQA3RtLPRCxoqt13lBk0DZHNA8xdrEXBgQoV2c+PUYKTld6gWyZC2uJZM9nSrs95e61AjA3hlW7pw8ZjiDhgGeRVnfXMAAVBYDxfNPzHHpoKRI8QNQMyMyPA6/ipUqVKgwhBbmZ6CRj2OlTiPjFdpbtF9p4olxL9pbtL/wAAQQCHQIEGrqsAha8GS5VoqIaIAbqiz/yV7YIOhYRl96L5fmDkCGeBqu5dPqMqtTMfOvBFAKK/cu4VP3HhIrGXNWtW9+x5jWJ7/qEfEUcQOVqDVG2UrUd3T/sDUdCmPzx8RCEW8qPllT8IH7pxE/PSgvjh82eSOUoZFIbD6c/LNCQhndI/p/EGlBodlmY9rayBq8V8CLAQ4l8cwfwfJKxgtsVscRMVWMicRF1SbkfmHVLNQgQoYbVrldZWaqPiA1Z0pAQIluAfEwQtKNg2ysU1j4jC1t+jtFKLkksMPhLsj5llZmMVd0JcVomw+I4KX2jon2MHthiyFHR6IrSApJaAXUuCV3vNFcEC3RyzvpOmboueTK0LUJmGWAgGrxKhUopOI5ih33yuU0iEskGmlCa+oC3tG6bYWG/TJKoKt/MA0EWKAHCO9aiVuqyGO2ZtdYmC7VD1EOyzV8w4rbvSjtOcMP2sTHBjuy3e9mpUaoqGbyVySsATVc0pfxAHmFpiZgDcqmdnSp+A/crLKj0EihDtTd0VEBKwYBmGAZdwTxSyIZWoys4iziL7RRxLdpaDOIKGcM8kCuANt/8AJVmlTuNDvVDurfkwwgRRQ1O2QHFxoOkgwvjxbEVXKgO49ojIt4jtW+7uVnO4+TAav9ypQXXK7+e3r7ly1aBe2vBuMEoQ+h8cf73EKq8DH5qdhUwgqM1u1VMi81sI83iDGwVIPnw+yoZoOloAYu9P+4h5gM35p/3qZTi4HA6PyQsJW1eOD6r7hEM4q5YIL5knK/4ftiTmpslLXbKuXdRbK/EoLkrUFVBuUuLiJVQj2Ck1BxFrGYqrVfEyu7AqzxAlsUAyvdiwptFoRSN+BDFeQLSQ6ExT4lky4Bl7qK8IRHhlxU2w16I2qO1EUKnjkWS8LCiVwXSG77suRKXnUcowUeEZQTa5d0vV4YcSL28ozZIuzz2qDbVw7qXxCKYJkvL4sn7qB80rfiaFzKVTmAfUAWI0cYjsXK0MxBwrUaDbMaJXjY5f92lR/GzYeZx47sEqwlAW6PMfVoQwYlUtthqpUwXZLLxU0S/Z4gnqMs1MhxWqPctINdlw8+YGahUamdEYo3k/fU/IfuDL3KlRJ4mHalHEYZlVzylUdBBBJAoLiCJ3IDmKh3oJKIBOJ4iWcEU4lXiJqAjD+CUfXK93x2mKBTl4XDPgjPBSLdy1/wB3jaVdsF2mOyxQcZ8yzvEtasv1AOC/4iA2z+HqKSs1LcFwm0PRAbfIj2U/TGnmByg/DANlDmxXyyvIHYBfqMZnDT81r7uE1r2oVruW/lgywH4PTA2Q87ikB6w5+rhUCrIj2DE4UpoW0X5qBTTvYbfzBuh+o9SPiOgI+IHapmzfqcRPiGkCyPlqF9hC4lZ6uvNwXVzNOLiVc0hvtKv6ZQstcqwG2cOcNq4IhPgxpiLCx7zhyXhlTxgj9+k1cJ6b0NDf9MwLMbcxfrprElJBY1cEeYrICEUDKuYjRBMq4hRcB8JTKhwubXRb3UCkwvqAcXReVK1D0pgIiBtP9EseaFrsSxgFekBp7sr07xoOzAZZwTaGYKOBqF4BsXW8QC7WsTLhmcoqGhVWopDzuMmEgFMl4U4phUxb+wEfiDlBLAgrYwN1jghktTBJbrMoE/EewWJdeYWm61S2b/3aEsCaj6RIsXlz7g/fXk9wV7JUrp2EE4gxqHeEsXp1dw3DEYlqJ8RiU8Sjsg9kIJIIGRe8HBwktDoHygGITIIw3YWfASTrAI6YB44H5iGoN++f94mtG2OShxNablZXl/UTA137ywTKWyZZlUd3EFaX3XBMvZ9EAb2fMDtUT+8Y6ieqfxLRCy0bSyhkwGP9+YbEYL3eS2xlowQUGr7xADQOEhlct3jdfhibIUZYMh1gUPFuYg1wVgOQYpWxdwy4JX5Ew4PUZzzLFEd4olFKnDUURRE8jiFsQOWO17i+m2jrxeDvLJPq4sHJYyhQDiKlPFce4ufcPbzFsXsIt7JcDFmlDtI3VNYwTF5Htww4bCGl6gymchFcAD6uPYDQJ6lIX1BHY1bitEiM2vLLGsAOI3YxN6WB1V3wwRi1N7tUVSG0ZIwpoprL5jr6rVbX5h3XMlmBbtMuIdCgHsmIo6zv4hrF14gHEyztEaai3FRsCrPnETrCoxTTRrCxrRvzLRU5xBKgo843OWviOSqouoiul1FOzYYI1RPEaLl9rhMA51ZXuENgCUYfP9uI1frPVUWGDlsa8xsqSm1wociONt4Zme1P56VHUyt3ldS4Rhyk3AapasrUQLgsyShxHQqKcVG9oGaCLmECGBRCXDKuGe6AgXEF2goSSdsNVUHatgfuBYBowE+NYWc+YtyOPN3br8B9MNw5TtqV30xXdguXnvKGcDtF0kCpdvByxOaxXPaG27W+332jjCC+dHxMzNp2MEXYISNW9OYgNV8VEOy7kKjwEXeiHNlG1wf9969xVGBtdzbkl/1KtLGd4yPhH9XHpxWzTsRTMKA0RDKw1mFLexCiIijiOCYK18wZlZYhqGJth7kWV8eI7lvEycfTyrs2CY3QGJUzTQY1FZghDSgSmFGMvkNxcbYYD2jZOcOgoUovDSi18SqzwxtpA9gcX5hHCpgCohs9UsecFMo5PLKiA2pVeY1o1VCZNBLN3qXNEbTs7Ygr5i5zNkfIRZxHG1DLHC3AjpuCscpiIHEPDI0AWrAYAEdc8b/dTXRFaKdpRE4dDVSsmu45gGWt9hePBAs3mKUuClmlvMBAbTM7uXiZAlkKKc3LuZWYcIFyVz3rxFAYAk7CUfDVaqF3RoRDmtH6TIZ7XHFXiZ5l6JVYAwFFZkxm7ZfRwfvq6Zk3g/XSpUQgueiu1yi4G4qNQHlgeYnM7kJ2w3mIh2E4SHGhw52EBwYaA/Uv0vqPOfUBpPxE9J8S3v6pzpCwWbllVDt7hDyRtEBMLw6KGTAkEsgqEax+YNnBUCj8xLaaNyn6jtNZ2iGTFcuZdPKvEyyp7rB6OWFCi+Xb/wDZvC34H9sGsy7eh3Yh5/ES5PaA9g+Yqg9sUQ7W9qHKtHRwRgW+puWV6mEuxziU71/djqfUSlwiC4BBkLHQA0BDVrvJAPnMpgoqNgom6n2oX44couTxKI8NypNGYQnxGCns+YQBxEUxmaSGvosCvxDsWoVwqoZCtUMQicJwpvvvTFq3wqOAxgf2nJZlVSug2wKN+oQqRKOmZLDKrysUwdoeSBTQvsTFFywS42ID26JdSlToF4dfEBkdRAU1CCyXAQbJkIZIGO1w+hxlvfEcu5QCfEdRrAwYjFs26/FRpZWMs2r7YWEslCqTO5dQwcMSqtQuAN1p52xjDeuc3C7E4RhiFwuDW2DoHeRS3viIJZRrvKz8JX72xCerY+ITeMygdbpg+hKiSoA4lO0D2gmk3VMNyjUtd4eSHah2oPzF5MFzN5DNs5iRHMbsSgzBJmO+py5KLNNj9UIynxD7YnDGrjF01def3E0GyqLeK7YffmOkSYLFt1PbO5q3t+4b/wDDLzblmmdsKZ+vEYZwPHLBrR6ahZVpvgIGwXCi1yN9iZdq8QQujP3AsuCVaMnaWyl9soY4fUR21BxmNQOL9wsA9kzrHB84qydiEkARdiCbsJcQeVxGGzBRM5STibDCg81PHDB9c3QPqmbm+9oLfmmd1KQHBgggO8y10YqAQzcrK+pZFyIfyhCuMVD1pjMDA5NhDUQ+LYIUXcqUKv1CDLCxmI+WYvsBE8VlPEJYHS5xuItyzVyrRao2d4QqtIwmtuGbL+IGWsqHfPA7sGo2GFoEa9/bNSOvdHVd0x4FNbgcZxCXkDQUwnKIX2h3kwC70x8khD3STurQHmj5mwVnUolPzFip+c8Zpx5w/cCt++36ijgHJBmz8H9Sy/5j7R3YWstdXQjbJTdHD2hWkxr1NRt7wLcMNDRCjUJ92PPTRma+P6nHUMBKR5Q2sxQspmfMLIL0D3gnaWQdy61DQR89CG5fmcGhTKfUVH02NlPkQdfWJK4ofJIBbPsYYpCEs2XL+JCNiVzeETXEplNVbPn7T7l3LLGjP9sXF6h2vEXbLCi6wQdbelv/AMeZXgpwuGcz5h3/APZfQejglw7/AKQd3lnyoXJ0TErAhA+8phjFQXP7h1SUDRunDZX9y0WzDKql9a6SCssbAoLKWQUQghcFg6mHy1NGCwX6ZUvSHpRBpzUDCNzJLCxj0v72W4pupcKxiHFNhPgHMVgtDME/hm6U4d8EGPflkfvCInsaAQbPZaPqE2ZUkIQtwCnME0QqXCXgEqYRZjvCCQR3Q7y5E5213iFrCTwBC7DVcAc24DZ8R0agivL5/wDJa5T82OvYRgxxRHdoCR1iBPSS4Qq2q7mAv4jIFVcASglF2RbW+8QDwl+l3BWSumApqkK1dsRSLg1GHCzndmoUlSNYaqDCmj4dwv0mqiaWVGQ15bl9hyJVIN5Vb6o7CGkJAO0WECxOitHcerRlwYaqj3AcaSZFNx8kuO8QWAhliic+rUXHo8zL0enfokj8xHpnLG8VTgTxv1BOz2QaRoJ8waU7wPfpv2ljpUSoycS2D0EV7H1H79qSMcVPTSc+altJwOyIM9nPiUToE0AunxieOxFG6uCFoupVisXScSj+SPx84Jb41dGg7EYDyWxolptBgahpZmGnvD76CYzqN4GE7FwWxmiiDUYMJhM+Vin3D0orHFugx2E8QYbAJTS4JN6lg2ziKLFryE2ieUC4n10pXRjpeZg0kNYY2ltlqNQ4lzXTMmGoaa5xcHldtkGgQYVDxELf+RuzLc2QknRYEMMxBPo+IuNjEv5jZBa1ZRhSDImy2JUCCeUvqBWhqLqzfIxjVMSar7YkS0Ad4lWSG2Lul7sH3fePENUZteueXbGTDXtg+4n4MTUbcN4QZzKr0OWosxYeJQ4AisrjEMMSjgLaDN71Cs6KNy2i6y794EFF++rtLZ+ZVEIJ3mtpXfF3XEypUVp8q7gCaRurqJLIMrD8oM2XwQdnbIXR7DMeaNuxP2PS4+QerMpKiSoDtCnErpHCyoa+UbHL7gOvsh3EA/8AED1AeX3AuX3Bcs5Wfico/EDyTlE705CAQJwgmoC6+6V3n3PJBOd76vP4uJWAmpYtfff3Mz2XLAltTyTxbHhuhtVomnqcQ9R3RKjWHZ+KWDpRBA3i/HqVRZZqZFmoEGYOhZ7saDJHQi4q18BFMewn8RD8sQC1QjDdXvZUUv16A5gaYsM40RqO1XcvcRAd4uC10QVT5MuCMFsI6YDVw21YlZKGpayrlnpn5kb4poDG/UBXoqjUF0uhIBlTpmAUG0I3iEZp0TGPezyw6Z3TnsiymVy4S0S0js14kMUabdy1UZbFY/r8EbTTFrcwTOIEYmV6WXDVe8TD4uGsYAjhVBxV1jPMCev6AGjdbAlDzUSBmc5RMUPcy9BLXiacibTPi+Zq69xPQcXcCbK8Qo/NFTNpO1y8KnqWNA7YRJiLP5xixixZf8sv9NsqJKgQJUscpOihRzZy6ipaXmN9SpURlNbmHMp0sp0oFpwHnCCFyl8AMC16O7anmiHIQMltoc4x+GZ2VebvxvmJQdimO/R1MGuEv8kUbpUPjMF2ZSMQ5uXjydBHpiHMYrlJskBlInHeGiDfCd0xwxCAwU8LgKCru6jsWW2FRWzgUZXvMmGTws/MqZ7wbWtLvdTiWJyYILXUsV2h0d4cxYM+qguUUj2IwNbuBWzWJTRoK7JTLJ8zAfsjGh8wwZTEI/pzTGCHMs/KIJkbV5i2QWsuEphgQByKIonEFSx3OpfmIR5WBzi4ra5ItPjxKNCZKnfFSsX3JxQ1i7YXOIFNrcgce4rUwDqrzzMcZClOzWo2DLTD8XG12zA21BDYlhcnBsZpl/KhUDfsiV2JtLD1Lq98xd+aUFe4dCSoxXUOGIbg/E0zfEGOPti9o+YghYXQdXmH8v7lSpUDoEzeuOc5Q6B/M29bylREpHxjLLCkwxBdEH0G/gh1OVFrAKyjdPao2AWjTsMP1US/hg57lxKzx3mRKvIRDcNXEITLh3EVREyJAC4TZAh5hMomVjtCDWUzLd0NRd9cko3a4fMLpphMfCbFu6cHvwnaFG5YcR1xGBbGqK1iVUuWyyd6jpxNyEpoOI+hzFq8RRlqgGxJUGpoWmfp9ku60qDAX3BoUPA2xzb4Vv4jmEyq5WWGYLZtmBDRmh0ksaeIANPWgmeCDZ+4ThfMvqGWNW+YS63HtfLDAnaXrpAv2vmC5tYtlwYPQlQHibFfE2C+JrWe5uAIcWfEEJb0TMJgdZYozurjzHE+hEtA+IZHxiVBfojt6MH3/t0dSoV6CBiCl0uw1ENBnqnonhdf0ucp5xLb+p5X1Fcr6j4RlhhR1KIiMNyAnXN5z4q4UioloY/exPzxneEhaXL+xKAcMfwYNaZrGqzZCr/OIaLlHTMVHIYWACUeCZPQMOkksSiXQqNugxiVlvfbGIaqt4TkcJ9QnZWl91k/EQQMstdSVRBguI41KBT9RaubLIFB2alb5R/FTOLZ7RTFMdbZc2xBFgjNq7Rahp5i7g3lu3FFmMsBILZjEuRXeO0WGbJdw41mMFdTdCZ+EdVcxP6o+9JZZktbctbXzNoPtj1rodKx0IFadTgB8zTBLJn2Wd0e4Jiz1KuhXiD0fqBot6JlCQUxLSiNzbFaVD7QXf8ACZnpLZ2ovgY1OGCkPfoEPQtQ7IR+7idFQJSAhxDXQQDOwh2iC7CbIG4njnhntjyxX/5L7qvqL8Qt4+sV/ouOTD7i+ieVEd36iVhQOocQa5sun8Q5gYSbsefI38DxM65rSlf3CvolOLBBTVuYbI9GkEALTLLfdUVUgHKzBS7/AIDO1Lq5lqWXDMplhV9oCnMtMWjEZ15Xkdf3GRl4qYDWu0UXN6xFbp8QU0JRKz1C4UTYFyklQxQK6hjAhmFh7QJ2IfAhq4zapoIxUrwiM6dXKoelLozUJFNK0IDC605Zl0WM3B11iWxzOjFNrLeiRI7RIpdJ+If1lEKdnJAHvUMn6YTYwPZfuas/Udhoo6E+NL5TL54ZrBAWZ2VsZLhiLvU2LmAi0MCtUQ/a6psbTN5WSlYj3MgNh+U/oi/NN/3Nk64lbYjxfogtUMKP7JZXqyjxfQ3LrRj2qL+SVKImWDDocoILwUxLgCASj4gBI7E27mv6cuivnPyjKWFj8o859RLhg5tKOUw7ynlPInmTuqeBiu0cMkMggGgPiUQNh0n6g/5hr9tZSAsfpPiUMmlTOznw18Qmc2cMKQzDoqyKJpIlpe7ctl9BnoWy7UMFxVvUSk4hcsaIi1Hy1MomI/L/AL8RFwAQaThjoE+YDQYVURFbcSqgx2m6NLi5QVNQy8RSxLmydjGBRdyuoNTOQhNGEnBL6OIAhTMa5UVzmPMq4jBrBcCY+iHKTsyN2qBbjktwm7Tgk0X0QeiQQppnUGGAO0cA1K1jePZKYa+HSz0pUS9DPcs4leypg6xDaC44N0MAJcvdEsSae0O7p2gHlNqVrxLX07lW96/pHRQ9/wDpFn5hWXLrpL3mfmP31Rv4H/B0dosCENss3cmLoBwDMwnY4hBf/NSzf1Js18I7p+MuLHxm/fxlpf04Nn6ctrL1FhZ+ohj0GWlvml79cRF/XY4a/sM/6/8A9zLt+3/2UG97RLf7cS7ofdP+Qy61QIDwbLyeLh23FlEv6Tta6EWCCEsWdIVAhBAhmVB0ruiYOxGZOiag4JjLMDa7Vg4IPYlccrugjpOGA41XPOB+GviadSFx3jcO4hW2BND8xW0uXA1cQqYTcwMA3ieMM5xDKOZ5iZ1ENQngVPNyIvE7zF5QPbNoXHqARIAiuQCHFacAQW76vUOKkpGW7QS8QeY1A/ldwbvYmPljg0mP8I7PTzfYx0XMpQHdNkdszniZkaxjdDQgLjMSPUV0fMriqh8xkOfQhIQ+P6mO2vuwnBsvaXQFHaJwgd45gEAtuKi80DxVxSXrnEqD4pFyLZshOmYgt5iluJeXM0Fe3+5z0o1/xRKidXKGzCHuhywXLi9v7l38IYl/wqVK6VKlEqVKlHVOjSgAhRXf8Jq02BmVSXvHLWppmy19u98x0Mo1KlQ6LiVAgdK6d7MrgdRxO0d22xSaLo8YDeJRyxrPCNkeAHTaMLLveSC1jIQHaiwfK/DKCx72PLy8/MG8EJqo0wgpCa4CXR7SZEzriZj5xHY6ajmkaoYIC3LBAlKh0uEv7jfaULRENkYVEmALFY9waHxDVHMgdrdNcwkBaI/2aN+fB5hAzF6vh5fc0EaFD6ixpcXB8EcV3ds/cpAHIuPpxE6cLIB3rT+GDMi0/Qg+av3E/VQt+R5PPTrgxDXolzoYE1ZUrAIoKIHhuSQ6FrvAY9So/BZ7EoAB8QHfL3Y4W3zTBUou8wSqissFUAGLxgTADGoYGleJaeW+0wgpNktAwE4yl57dIw9v99XZ9l+jrT1Gx7hr3QWsqJZexCQtYQB1+5mQPzBuH3F8PuVbSC8Id8nlIJzPNAd5TvKd4JLP5VKKQE8x0/r6nKiFSqtq+eeBCDaAyM55l7LjDoyI0WBA6kFRHmjU8SrBELzBmu40vri5RgXsZW0DFed+w+IHBPWI7R8JcxmuPEFDZLLg7nYQhxM6oiEpl4iguWIC1lmcRCu0JDO9RJAXimGbsS0yungEcNXqUS4i5Bd0sZQIoL4J9v8A6xS2wRh893zHshYSvEyGYvLcZgMuE7x/I1Y32xyfqAT6ga8s88USUgTIS8WVMOTxB4lz+JYtL9jHETNK/aAqBKpfwglbjWIIa40bf8gp3gS02z+EQMCYAEepVLDYQTcyFvrmfE1mvZxF2Ng5GZZKUcPEVIqvDFeCKM5I/hTKn2X76EP0/wBdAlHQmXshr2EFrPKXV7S5IwHd3mSr2zKtLdmNpj8w2vLkvUZpltcUu47QPJN6Uhi2GG8WBsI00lQLKUIL8y8HL+JbpJgimOWrNe/MXamDEO2YiUD7E7DcyNJXUJdKm+IHXc5AQcJZcCqAALJaNFFdB8zTI0g2sUGvCDawjKVL3qf1csuJGPMGpbmsSYXEMVEti3EYGIKLqKuIRSV+JdQXDNkO9ArmHF5viODU6JbeIRcRC7IoDGcXMAoRMgkGWBOpuNOX2a+q7xT01b8r5bfriepU7d1wmvMKjkNwgLqDtUx36SBly/i7JXfkgggGvcpfKafCdo6RMzK1KvTAjj7lREFlj7gflj69EcC2/EOA85LYjvEM0kOxNaQQ1EsGmHaFHM8kzBfFjIee8GAZhWF8njxHwtHJ4RxFousIe04qRbCEQYyP4goP8X0OYW9W9i/khGEt6EF+6GvcTFgZWvYlBqaLu6WvahsGaR9jRxFDS7JZiD28ThT3gYSFCDUvsTVFS9uENShiJuOYOFwDBVAC1XAd4ksOi++woeDtuJHYkLe119y723vFd9Dts8xtvXiAqhTMpmZe1uX7i9CkhDYiPqFjiMWJVba9kDShbkqyYH4msLBNpYlK1mDUAGACgIsMXMFYINaNSpC4oUTEgS4pYsXcYjKKiKiWErjFrSkgo95iJntPw4IAamHEdQONgVse0Sc2ur0MSNviPZb8RV/WUMMTxKMoo7S99HIAnyhVHL96+YBQ4YCH4+X4ht/amOh3feVmiMS0huwuN84HUrHigGV1riXRWOIdxzMg8M7xh7J8vEpUE5ygvzV+khH7OolshAg0jERiraQsTgFRmF42QkRR4lIAShgWKaD3KrYvxCzMXPcAOIhoJYtAxK5OGctWpdiisCxWGyroD5GPtrCspbV7NeYdZtDCZlMC675/iEILg4GuSc4Ia+EACxdycy7YDEod1H5XvFa2ebiCnpLohc8ahBAwDKGUjtN8Mo7BL51CGUwwtwcnL719wM8GZYfR/ceWIYAHvDXaPt/7NQQgBQsilap25mfslxUZOzLSUuZgJyqYHeYYm8cK1AE2RdRSzBcAcsVQHC3mUnvlX6mSYsTKFeYqoRrrcw8OTCnCVqY3FhiylsVsdlT+kGY7AlILjwHEDJqva95k1YEjOqUkOHcGxFW112lzj9R1/wBYCbh4jUSpioWljz0Wv1DUCwZq1H4qOt0qQIqCWyfEKzZv4GVQ3wgV9vUFPAyuAjUBAVhUBYrxBoqN1Zlksyqgc33BT3FAWi/mggetKtpFVU9QzjpLKETo2PiI3IgXIJRVNwzaIHxFCwHliZKH3Lls2bzAdr8wRqlxAtZfdOouLRvMRsV5uD3pA5aJV+S0QfuCxYKE+49ttBu4S+6vEDv7MPajN4zm/wAgkG4G+nMJVvLMmCgzV6B7oQAtBi+b5gwbOalRz8zBpeIJmAglcDZHo5R6jUbEqd4mUOgalYiGFZWICHa0DvDHVSA8bD5X9vaUiGwOR3ThFZBJggiZp8FN+5iovTsfT/CvYcdxLuGOHiYMty6bDYYgBmNdMXmU7TbcQwRuZnfoTCCvR2eB9zASqSLMyGXKaiGVIZW0biDbFmGG0UNYj3DFmAuBZKV4XMOErKxKiS8YheXAV1qM0lPMoJpKxLhBKGfkmOg+m1Q1DiJzginBGamoDA3PElT5YmOopdCajWwvfGIzuN4C2s8CC0eXhLpr7c8RaQVy3H45yy4L0xQwteRua4LfzR+2V9WOEGz54mGmZtszLgsP213iKDi4F6UqlWQJXAtBTOAXdhTgCNwSKUXlHMGSnYWEALvxk8dyXkjLil+Lg1Nc3CoaUZC0uUhwX7RIfDWnR6j1PTdSgsNbeDR91FvSj5hn83HBlvkupZkHgaJeEr3ZfSzD/HXRZgXuQD1AZzDx6ToBzSxoosnZCOirJGLFwLOwbgFSmEirFjOGHxFNlnDK7TyQVjMqDqClFwwiM9Q1DPS40Iq4hDxA5V2nov8AEQXREvAycmnu5eWGLbxBzNgyiNEVbLkzcP7OzLorvt4f9Sxne6BqBY8Mu432doakxdkUUohNyoGWpxLIM92jEbnVNs8jkiHe+g5MRwKzCxbYXe4U1oKfce4bVM27qMoZwzdbNQZk7xBmDBxrMtuJBTaarjAksNxPYg4mMGIKBLs9vzEM1Thgm70whz53KTloRgHybJiaiFIeOhlDBxDdNOHiYX9zC4ohzcEwbSkA0HqIR34Nr5hawMcRmPHe+0wwndIqea0RWmrgNITyK+LpWJtUmDELSrEDDdFJ8o3AAt/ohqLAIRy1KzI+YuEQ7lPdc7aK92LPUtMdktqENRYNuZjpjIBCoX7jSUAEyl0hOctxyouW4wglAGVewSn4xG5Kfi3CoFe4VtiKljIWKgYDgYvuP1GGILnCx7P+zCwWZIQnP7whX0hKG+IhLxNBVijESA9pSLRCnAnrczO6XUy2YTDiUbMRij8yhDHQTmB0YxaNyABWjDVthrRni1zsWH8lRWavlshqzJ3IA5ZxhcsXCZgS3SJhEsTtURg7dj5/5joVdIa1AP0TsiHFW5lCpScq1DBRAKacvfx2AI+dSin6Dh9x1utPi4afsZTtuaQryMPqKpTt5fDmCapfxiKYXEEtIPBzfKB3l7tHGIOZ+JBvmofDFKdzPDEQo9HOjU3TZDal8IWLAmelxXh7Sr9IuKwYqYiwYgugxrShxLvYMXDQ2EWAzcFECVAJ4laC6QuXXX5UznMxZagvhUw/Hds8FvDK+gggCIuRbvUGNiWRlBhVX9nI/i4bDmjtSPxN6hZ8wKpkB1MeY7yRgIehcrAcIuK5eeYQxRQyrgf3CzAs7L5/w9QECdIKV2TiNnJ15imXJglnWWXExhQKgGVNV8R44VQ/t4PLKCLwMFWn8vH5m4WjbC7fK5YbLwaiq2xNY3KhO8xM5vj9dey4Pq0AQZWLEGXFxBByaxUJ5hLp5I1SbZVQr8s58ERpEs6EiLEViEBSUJgZTcSpxOVAYQZeGWTANbDjBOXf3u7x+km4MA07mRgtgNTG8sqXC14ruxN8dpj57SqAB0kObI5YaNFxjWIlhY4R0ytzLBzcenj6huXMthpxBIsUE58y/ECZmqk+DIPd8QWQ4Jcpl0uOHxOI8/2wxAm29kHwo1L4gu5ewoxfijWljMzEKrXEIphOeZCasOGZzaIORqppRUNGSoXdsVxUbZkZkkrtLmXWipY13MAVaDc7HFR3jhuD2yVOZXvHMCiZhIWGAM7XAIGsCeSXDbYtS2CwgQHGBHCod8xqrjL1FTgQ4oKKn0o2WAxUsL3jJugrF8P238S5D1DihT+UKWIaSWg3bW+jGWEqlDVwim4pqobDhYzLyjZTt3XDBeBLV74GH5lsNGwu/wCn1PKjiv7IobdQ6YZW1yyks0W+Nsa2GL5fev2VNPqG6B2DQSkl4ISaKYQPeZlXMtu4VMd/F+utwZL/AHhNqzYXPCwiyN2OCE4wTlFiIDayAdwgKtV8QOjR3l0RniUNxgvisq6mcTEbXMuToMrcqG4li4RNw5ZiTr2PL8fUWFF7OiZghHbmLMC0DL04/wC/UuKl/wBTLSB/kdpaP5SezuQwZlMtxXfLXqmNjcIwiFnnPtyvJKiUf1DLLHakKouyvZZ8zKTIIFGKGq1XiYWswgQNVu53wltTiUBZUWTZgywlx4WMtUrcM4hlLlskFJZhGSMuu4t5jMXDSKZmFwy3EXUxKzY1ChbmniWQjGUzFly92JzpDiZdd8TERqMpjG2U2SUdjMIp9zB80irbcVp8AuP/AELioI6tYpcnwxNiGHVFQvFzAnFSKkT5eVEH4W8S3V4kXwFmlR6OqhHLqFn5Eqq+Iy+2NkaRtVtZYor9s4nxE3jLlLiUYWXcs53TFxbJsYMLo7OPqPYA4f8A8RYGD+yXUUJeGzZLABcCfxE+2sieLlwuR33GvbTibLcSm7lnMrFUWWD6T9dTJ6V+yMyHHaNkMM8HQaYVGLR5JpMYbHVkIcmamkh+BZZswm0KYahhTJDQJnGBuACU2UGIXUUWYmElXs/xxxzGXtSjbMFkrcRTFczambGroiFrHI6YF7Fv6ioLvxl/3ESzD43/ADZQS9jNAqSoN1eIVIM+z6/68S2RwdkilVEvBgK2wUpRbwlF8Nd2YI+7hYGXDRLkFywVldLl+TCbg30wLGpcoorhmdm8lGCIAZhshiVKd9KQgMiYcxAsjtjmYQKeU8IOYCTLowF8uoZuVOOCIafYob/tBf8AeGgrSzRAl2Oy49BSsNxnTeZQB5zuM1SmcgZPf/IsUQFIjkZWuJUBwLvUDQND1HFElkGEmwxAWZZuOcDIwWQdwwv1zMwSLmNK9GvuUKZmZU9+iwPMVMxDLgzD5mkuIwU09445uLYjn9S9e/GZljelR1EV+IoQprtMwVt4jKFzLC3TK1jysGUVHR+Efrr7CUrHYl8iS8OaSUkYgqgr3EcOPU7kdS6ig5W4gBSOJRAiApLiQQyzXMYtQ3ljyYgyQV5gMTY2zwP7ce5dqpVZzGBN7n/I8jzQL9jLI6F7E14MXc+SPoytaNcpUA/1s7McsgVuFQpR0mbnaDzHSbKZVmwCOeHw16TtFXRxyyP+I/7UtFJzwKBXnAPcp7xhbUqUS47UzuoNlytXEXmXNzKXEpQlyrNLlgJOmOACFxBZisQxUBUDabhWzLXM5CFZBCtkqVcqmVJ4EuyWKoPeJ26mC5ZTxIxoU37RGq6ZzAYRweu8YggvvL99yKPWlpVVdsBYeWqD48TufkglAyZ4T/PMwzlGV2Rl+qoBUefMVMpl3mKiggov41VN2bfOj8QLmZuOQvlfZduUCxWX2R0T8mXM/lG/rSiOwGWYQDkza9XcriI8xCUO4ppjAFii3TG5hVb3GwTmFCsp+4pegbuZjarzLNRrp+IydiLz6FJQpXgAWYpNLvYkDhZhrO4u5acaq7oKFd4gw15x0Zof4qXeqFhcSj2QoLIxKo1kYWWGR36DhN0YeSdg24cRKlzUqUy1sgxAzNZRBVWovBuWi4gQYNE0f8Ue7xEpnsXghKOj6+CWID3MxYpWYeYDjE0/LEaZYhQqcMcKaTYwPQq/y/MpQmba7nbsyitgd9kchacMEp0xtUZPqPtTed6+TTFHjMNtX4Qx+UUGyKcal8WHzLj8Xmi6fJp8kRSuZlS53ktMBLCon1JTHzFjcONMsLixaEXRxgLYphFpLfKP2t+5e2MLzaLfMZWYDaO3LiKnCY87YktUCYHhjkNZiMPpHqq4BuHCMXb+4aTGG0XfjhPNKFmWg95QvmWpvEGDUpNyozZMy+V4e5pnbjAp7f8Ab4hhLyLr7f1GRk5Cf1FKfeEf1Ab/AEmFvwQ0PbfIl5/A8QsNwLKOOL264OYgJCotV2ryyuLaxT8uE2+4ycqu1ulHtAmU1iY3POn47RDtXqBd0WVu/mEdEoUWrot4qOi3KzOJ3Ep03CHcCjz3gCx9jFLmiJSKVmNm5mQ+5A9BpE9ikT7kb0EvHCkzzXFzDnY4qlQcrCBhiIujRgm98ejHXlp+GVPVDAvifZQaCpIFe8Sa53XRcZPcRyq2HTjzDxVwaplq4SqY0IbhqLEwFrEYiLsuPvnagSOR39v432gmt3lvDFSEdvdgC48AuJGDceog1aWNNxFgiGXZAxTMqajjTKcORlGRsgJZ6a8RL6Ui23C/txHHADfdNlKg+NR3IKF4zF4a/TFHHqCkTiZQNSxXH+R+0Q9ymHiZXxPoGXmUMxLZRBzNAmIyuZn3MLEuPFd5e4rgu4JRRMBDQGUbGXBUKN4tYjrcBMiOacMpbfK0ywWmtwpVnvKoibZqIBVu9rGQWsXlJu9qI22CyqqPDF90WhLOhSE7ZvuH1ASKocF8Y/EVGO1p+SduWkT7ucfHE/Ef9i65bPpWhFNxURbjz0/mQm/3KSqrNX5w9xBgpTJWEfl34Yjk0BuxugeIfZgewcTjTJIPEIqvrhf+E8P9S4DZLTtMcTbYrnxysr9kQMDZLlcarMu1ooTWgYqqgzHgMadL2AfcGWGj6/30Z7wfplK7IAgxVLCoBUYhaaJkEdqx4RxCHWIuBRZRMsIo63Eu5hFxDcwIDNwznaWzRwi+i5T/AIDbCdTjft/5Fqw/HFQUCLwWWYvDwRW1DEKQjQuU+6XMEOfrLiXHAmTkmlcQEQ6RLiWkc3XTz2Hj8Qzbqdc9zT9QxwoxjjPkfuEuUAA2cf1fiKHgHll4b+uNvy2zJAvIy3FP7hIKK4DYwyKsywG0pBW4W5Rd9BjZmwIxFQQisBEWaJpuWNUtiw7cYqBjQSlAQGShqyoIUZfzAGkGyuL+V6KgPYD2iKOTFy1fCuB3F15R7xN9ktG3EsL0tsWUzI7zXdoKuDfVNwuLS/vKjnQHG5lqsBNppx/cwEhmWrtfEvhqkWzD8W57RoPWll656aw5YmINwyGpv9xV0iW6hEsVIW5y4C6rRD6hlUw801h8wFSwCWOwXhiuIrGX2FVSuQKfmLJYsqiyDbJQPe7hbTYaAiyS8aXNVrMdxUOGLO7s2dlviKNJYgWml6wWrsXBEtVRXWAYZtZFUF+JfQ6zLAZCNFbZxVZhZtlrbKrhpzcvnbp93NIuC1CjctRPQxjLY93/AEwAvqV0Y67CNkYysbeLuKlFfQWY9HxGGRwZuB2SxcwszLCxBlpEJFsZuUH2sNH/AHj5l1KY7fh9vLL288H6ImvPNRQrO1i3zHNirtl1LlweihzKfJyMpujk5ndh4Ylpk5IDSYmbChlKAA0OX/P/AJLwhlOLf0xFJ3IFYV+SO3lqfL9lv0w6CHBwaobH7CV7BJ3Jk+GyIaSUad4NroVEU24gK5h3hmNuB7wB3FbgmLVdodE9S7qKgppGzoLjJK2978xWncS8Xf8AeAjsiKgvY6mRJCVxBI0bWCJLLbbFscDDBQSwa1EHttWrYg3Hm0HN5qOH5Uf0Q8TzhiDGRAhNDqY2ayJGaSRYpyVg9R223cApQaD9y+PW0MpFpZ4DMeXxSWjoFMRXiIXFz5BOYLqzmLHSgnCw37lxETSTqL6XWvuNj6vKG92l7OO0XTm1o2y7wXfeB7Gc6IR76nyaxG24UUiHd2ZX3zWIXBWDvpfawc3lWFnMJQwCihho7yyzkzSUxnDLhmWMEoRToBpgVre5apIVkVnExMs49zJMtQTd1SxzvjHaBzR5MNdGI1u1LLqPozKuG4Yz7tPwy2gdR2mVQy+IA6XER4hYWLvNEGBY7EMFC1mmDkhJSsNHmUyS5LYTCSv7RgKmtY0voaPl7S1WON/BGxHnFKUBsHbOFvQ/uXf8Lly4UnExGKpmIAdneCqMojdxbmQXzEMqAOkYbv8Anf8A6SwreB4GB+PxKR3ocn+Dv3Fj2VkcB/XJ4lyge0VetokWX7LfzD2Fc8wa3A8Fyi3uZuY629EG3cG0pw4K5ZykauZU2w3kYO7C3OZowM76gER1LgJT9SysRzbXmWN2iYpQVaJeT7sRoN4SJV7TmrmImSCsUuj7huEtfhLKR0PZlaDRKdkHWG6idpMNwU5z3T3SrtQPcoz5se6+ory+ovT+oQmlMIbLI3BmY1/4znD8Qzn8Ycn4xbUA/wDmVoDx4gH+hHFFGK8xb/4lqf6Q4v4QI3+k1FY2lEj/AO8v01VUeYxWvCClfBDYFWWMqcO0WVYoh60O8R1sZplxPgjMsYwTczEUclpvlHTGos1Jmq7RaiVS51vs6Pl4nChY6diMLXEi5LhmTg0dosuE1LiCMDAuOZlTVxkI0zik6f30DBSIQuIJjiMcAFn4fjhlwdO4g0PuvuZnRz8S4UQhnA+0J7V2600wsH+W34gNX9TBhfiZmxFylkT6l0qjxHyxIW6uWVInSi3aYimIqZiMDQNn0GCiWbWQBuEIjGmkstJyhP3DXY2sfiXAoRUOoFYzWLTF9EfXz0MmWDKbgzhylQJUEGCDcquV0O0SOEYqJ0ph0qVKqVAlQm0JemcIkJElT5lbldKx0SPS49jDoXgjmFkuZ7+KY8D4iSA0ygzvFY6Vej+5YMXIxcqUpoGYUrRDGHEtiipuw7DaOx/bo8pKRGFNmj4D+4hlju+QjBWy8Dyx0XUvrcaRi1gQShEIizGjFxQhbkOWYhJvEzD4mbGZ8mj5GXylEgfIZP7IpEOkYpPqZ0Hb9p7Kp8jMYP8ApDgcQ5VNYlZVRLoRZhBwnGcQvA12lSAtzApxDoDmD4aNu5BHcKqnEhI4a22ckYGUy1D4jDAEOgDxAfhDJ4hRGQIOhVx+BcbIF+I4pmo7b35Tcb4imxLYwSCeIWcZjrFx7P5nhfuI7xTcQY/cd0HMtFJNOEs0ojWX3LTeoe1f4lh/SYqyBu6iPbo4u1qBCUBrvPH+4f8A3T/JlfP7nl/c8qeR0AW7Li36ha2nDLlP1QYwm5FO7E0HXiI7+mP/AJ887SHEbv7sR2Pyjkv7cf8A38ps3rBEjFZ7D9zjKHR2QbDcoOH3BYv3BULRgpM2xdAs/wC5ioQWtgGI6xUa1KMqwOBF45lVFxUZXjTEsNRYGPDbeA28p2iw2Vl8sHJYtf6jvocB2iy5cWMXcroQwJdCJpiZaZkKF92iiWHMTmveFBdboJSRw+ZnNmvePsYhMZhoGf7ILPJ5mCxB6S154lj4Pb7C/m5k1jvN46QShqCSH3ENDKWjKLNRgEVdazC9biy5uELbCApigynmPtoCLw4hkg7IFK3qPHMIgPMRtlWwL3ANalmx0zHK4ja7OxKw75wYT/0QFsoZHvKlSFEQ1JlENdJIcIGatNsxAzYr7JagAuULWioQO9YglgplxjMWyaYyjmMmJDnjmVLkCEeObLIHtPBLGYgFKgaAPSYtp74lCBqoBegj0qAjdN1MWNxqI788RRAI7EFOCvUbdEsg1kh3h2atsq7+PmExKroZ+riw8Pb/AE5z8RmANHLhHUX0q1F4gzKmPr/uZImLI4zS4i0YawmAIuChYHzHRuWH1BmDmJXaAy80xLHDctlVxbBBcQv/AOoBeCOu8XmAAcMSbQV24+78DHOjU2qqvbLVd5/uFRg/I94svosvpcuEFw1DEomSZkxel+SZlZRkFzixLB21LuzuJu/BZ5PMXYoKd3J8P9TLxh2MNbTEGLf3tPD4it+SGpfsBv4ErNGYmjErdCCyCQ02IxvMQlw0+UdReJYp3leLKkLmX5VLZbzBFGMlskGShS4p5ppgPB6KwB2CIlqzKrjtSEER8xCwBUi2hbUHhCpUj4i5qPEdOl0INqlKgo6C3EpXsXMkdMlQi0WLekSootc1F0K44aDiFBT3JSN4+SMCrWskH0o5JeqCVWJqULUGXuAnkLgjUso4jdpRFeJzpcJXbIKVcyisyabtRg32LqriWegjsjlb+HMdKvcRvH4hNRxMUqiC32kd0VvQXZZdC1GmwcFwfmZcxhXybZPqIdDg4DvHYe0M+MKosRyd5mZU/wAdzDbRydMYzxHQxpdwSD5hQcy2kxYOZUuhLWjtl6hkW+oONi5fEwJAiUZxiG+ReIe0Rk4HMwDX0HtQbR2DwQbTmUW7iy+l9Fy+ghR0kq+kKm0xZhHsMorFOzmC+0OGDx3ZGkWk0wWjZdr9YMn/AJKwlehlnvLenT4Yjk++BpH5IOjJ3wq/IhgDEAdEsyROCj2o3Mmr6ha1KHEynqB9yZkZLiRjZmLjiP2hIbS9i5lBZg2tmQxXQ4YpLxMT3Lk0EDJq4KAwTR3y1G6QiNkOhxf5R27dHglRhojkMVGiLrVzdnYyq7Ht3NYnsYg2wHmUxobBinwNKjyO6doDcBqXLmYIRmXCJZc+6ImIVxmHgFdpZBqPOpWEwx9xlmE8QhpFs56cvJUpDRkMGfuGYdQG4CNMuUYJbebhUJDBDmHBAKFLs3d9ytxKNgoWYWaT9o+BeJja15QfsCKZTkziFo2A2NX4PuWHAhuIG+staxiHMTMJXQn6RQTABA0RgL1Xu7AfipS7rMNiitNQJKx6AIeotqCkeUPzKPhVQGis3FopVy0Wy/xBFKIjKF3lCiw+Wj5jvlT5RWDohgx2VtY9Vi/wJdGOi4ehXuGJmw4hoElNb1FrPEeu1YqUK552B3FkrtVPIOT9P4uGLHfTH/XpI14dcNgMCb+BfsZr0VzwX9LDAMuLBk1dRkirw7zCCi6gZqi4Hjy3tYDBzDLEnqCtv9RbeXsoh+RjczFOu2Hb4jJCXVMJknKTyYCKhC8zMFa7Rvho84iewneZ/wAhjNIgx4skLEuDVAWhdgFZOeEqhvz5l0+GfcGxBzWggYRMxxuHgCXpQeSCIw60xgq2zyS5Iq4I1HAwjI8i5d6nZEEnMpgEH1Qh4nqIYX3lChkjmly8cDkqVLgyKENnn/yFPCrHd940GLTZM4KIOzGIdnDKFTB+pcrXEGY2QAO0R8UfmZI3KUKAx5T8QPpDtJocXGRg0W3w8SqEFsw5ojzv8TkQFhdAupux3P8A5Orf9Tn4L+DP6W0RPxAGGIhMWYHMhkqaMUU6eILdFzfBtBxUcy8N+olLuHS2szwgwq7ADe19pFwuW1LniwlxZdRi5cJ36XLhDcFy6CiGTHhLiDE7rVZKfASmV6uwTH+1S2HAqVJar8AMvg+RAArklUxv+LPxP4WAOuNjAsfmpsKrqI8IiIEbDMJiPmC0NQyXZCVd1MTGmLzAWxEGxLDD6l6snABAVGChcDF17IxNkDdkvDTwYaBoq5YFYCEyzTNQdQkuKyhwSVK+YU0WFVG0pZqTvJIVR2Xu5gumoI1GcRWE7fmKOkwlcOALh8g5f4lrJa5ZVONFBaGkgCjKykWx1cCm2SlCtsTEVgc/mYUYZsOGCH6oYljCFKlkgrIZg27orBfaWsVyi5McCSw0i2V0QuxEbrTCWFnis3d/uZa5qpYrB/csr+ZRU4gbGXPqXIdx/J/zMKbwoWoXYi2gR0jfII4ublxUbMVMNoNNRMQrUAlqAFDBAGO03oO0WcDLhfdHcK8O+LEf1Ga0dRdEGuxG2QimEbg6lvLbLF5647zIRQpBpuJYsWnyP9RFmVxFu5cYvVKJcuXL6EFvRpIqGpkmBDYdLEHThng5T3GUhayp7gmROYuYYna2DyIPxFHjUvgD1yeEnKSkSNb2D80fYxdxqI7dvzv5leLxFyo7disqeyIW0EpCMoedQ0ZZk8zxYymjHhiFECatRGugZyh8y5HtsIaPcyoloxKEYIPpB2ZVLHtBzK/MDc0FCXIumZS/iqXGEjEaIEjlpM0mq41ZFNvB9RaYWsU4gu7zzG3tZBAor9wRaVU0blDiPKVAsaMIVaHpySvzuXLbFFey/v8A9mJ8QfZAn4kMzJcEYEDa9R6LwmY5qpioafUokQZgoCvUUgQF1WV2YasoXeaPcas2JfqflMZbj01BI2vtHRbOf1jNY/sD+4hf8HzCgMINHPCxdxXHAzlv/lKLzFW1B5gLKtMQjiaYN+jllUUndgqj6qJWmLMkuXgCC80u467SkSx4iQAAILflgiFdcS1rHOs0/Ro/BFVI9G5Sw6Fly+pDqAoj3NpYIbMzOSpRNjQTFQe8eOiEJ0bMbwztJVS2Wkfgn5cH14iUWaD/AFKlDl3jN9snzFTUS4OB/qKI5IEsmdjdoQkeYlQWd24l81LZkvErjxDPKUBlXFLkCICuZVHY5Ug7h2lzDddEgaHfaGVcO8T9ZmCYOoY+RYxaEKjYdcC4xIXVThUQc69yvKZFxEC24w8mq5gnZXmLsVCxZVasQt97gI7Pqo+fqWNjEXU4yWdnEET95mEG7Uq6a0MDMw+zViVIE/Gl1IlMrSXQmsWJT8u8Ciu0RoWgPUIt3jCE+LTMJUWrOWYGdx8RBLhcSxNrYoURhw5iBjX1MWMdMpIf/lLuY5uYZssSNUqtWNRGllR2JRBZ+xDC6wXQuyyBG+Jvta4gGQ4MS5uYFxo1nZMEbu1Xu48vSuiqIsWLL6X09Sx6VU0TZHOPJ7gs6GEmEbRJd3BUp7BJmG0KmC9zId0M8AfEyf8APmXEUAZ35ee31GIucZin7hTgFYnq32QQbWe6GH5IDK8wkXUEpMZ80cRslMUVY4e0tgrlKzzFM5x9t6i2sVZErBGpQmtn1MghBxQECk4I8XTmBGgZiLxAFtCYZCGry2Ecbuoe1YNhFhcHDvDwYu4KSJxbcskApuU0RbhxeSpyqL6itrS/EqrLal0YIJsplwwShO5uOCx87li+O5R7kOYgWJHxUEAXWZaZWJql0Sn5l7MYTXMHRABZeY4xChjmEG3iMJdHtMBicswbR2vGpWrzMjmLKLmWXcqubvWYXFnEvy//AAilnR2QbJciKHmYpFhBtxwuIrF9ykv2TYD5nPcBNzZEB35Srr/nMS1nlKlYmjF3Fl9blwYb6Ajom+DmLD3NSXB01l7Ul9dmOzLAdCZstbdWSt7Wvzx+Y61jbFGWPTZ8SzwA/C/9Slt5A3bH9H4lns5jnj/nzCYauWgcxdmI67YlFYcJEor9xByO8oWyNS3q5RCqJcAyrBG0Bcw0g4uYhHeVQ2VDUElZVArdS4uHBGJFwO35gnKENL6YVBZiOWtwaOV+4dyxCCHaIoeSV54cSjHK7l6LU+Oz9zWUEdUnAaxElIPNwgHTMwjXtxxYW33LhqyXk3C0usVCiEXcdth36LpbFdM1DAXMTLE9RgVhASrzqmZzdBFU2QY7QrDKWREgscxHCLov1GQ5FXqqhICOL1MhMggJKZgsgPmP4aD2MegiEqZS9Kq10CIB5qNwrhFzXzJbUPtLb4CcEniNDGHYtMA3Q32lfw0Yty5cuX046MEpNTCVX0XbNycILCUzR+ZzDv07zdjiGBDXOIpi6qADentkfh9ojuXJwHY+yUIUE+SkfMaVut7g4fqmY6v2EWLoihdpc+ELTW5qmHEWFaYurCRbmEB5hMHiW0hMLT3GoctDUdMxQYWtwRwnMoPfbqJVM4zMsu0BRnUd+vnvLwao5gJSUoQs0hUwFgjH8iFUBC8pYdsMZUk1iMiAB+4cfYim+Bnwn9TPdZYRWA2yqBbzUoTQsEQLx/VKkKnFQt0GlsaCPB3Atsu1ysBjtGsDiIcDHpkxDAR0UTEagzMbStc1ESzviXCshA1cOloQwkrQGyYOA5cy/JVSh3EC/Kd11mWgckDf5hEczJEjK9qnOOun0GLLd4U5h5yheYeyVxjDrDqCKqdD+Z3j/cf96d+lRUVF31vH8LGUwYld1NksZvNycZqTD4THdmML5mE0KcIiUGlj50NI4XA3BR7b/wAOYnio+Qm28Hj5P1K7bYfB9j+JX44J1w/58xgwl5l0Q2JRpxuCaDBPUpbR0uEhAWPfPuW0pLjKAYh3ROFhXDZSJLzA2prmIu5QmNzKsuGayMyv0GxBpJG7A+ZwnnvF4oZlSNTQx7NxnNoqs2w1tiVcRbI5lmp4YohikvKEuHvES3vS+RuWtrLMIWQ0PwlKuRlxurrB8LaPBLo3RuAghxeIPUHMrpRlQTGj+kY0FINql6nmFi+5rcwr1KSzEFyw4mZzMDtll0GU8x+CA64lblrNXqJ7aELq4RpVoC69wy2n/wBmVZmPRg38kr4lyzIamavic4nT8VF6e8v3grZiZGYvqEIyqVcIhwiPCJcPuIcn3E+bjiDicDjPkP8AcdsJxHBbN0v+FwhLHoGCUXN8ubw6mxMKly+JWTdLKW2oKix3WSHE4mWAxmHuwS/zN8jJ+pVSn+eH7hFiBE4SEeDxbN58l/cXMUiNwC7TOmc/JTFjMMRyLiMTH4ahV2nmemgZipQbpQ6qzOGCaFEYu0NMg1bLJdkBLqBXeHfWm4KMVtm2Ame4KKgntQUx0BHEJwat6ZoZDZZhyfEtQpc+oQCEh7COMxnmUOSD3XKstTFNHiPVLUvQayxLwGJeIGLGyR+jDRiWQFeAJjQGpmnANd6i0FLgCK+yopbfntEQdx17FxyLeIPePL1MFiAypHMWhm9ZuGNVMrhEi6JdAyUAj9ZqdnMrtFtUcyKIMau1n3MuJe0gpMGAweeRmAS0HtLnHPJMlGoPoh3HovpR0y4QQQ3GFhCJiazPI+53Fl+/Q+XR2Rs+oPu0u314hobYNu8KxpLP4kCZTBBRKxm2XLBgzOE0RUkzRohouIa65ZjWWHzMZzVLn3UY54idr0gi7sX1/Qs7y01hDrsf6+Zopf8Abn8GGfhm10dfeT5mRliI7HkYbZAAbRX+xM8A6g4GnIoMF9L5ahCxnhIwMzgh4GBDd3LETcu4kkCbiKzzGAuCVTtv3GDTTZwTOEcEIZeKdkbBfUB2JKeH6jU8fE5TmGMo5age28ZmZmP01Ng3GNMey+nUyUacwsSuo/SIrDETiVXKw3HiNiJlHmEjY2rDDDte8tgDQSqIoYnGMx1wYDiNfbt58ypja8zMMd+mDFn66TbLHHEGnJ/czVWIWJzN60ItwGm8/MroBFaqvHmKjK0XfmM6xQYnmZ4OIqBweUVDCVu5gLYycwy5HMJya5gw7HEbYFwGMqVSPQ8EPGYLjqsWFwY/ylwf4C5cxLa/4Izhv+mVsz1HcS89L30uXCEFvR0TdM7LinjDkh1MKidxUTdarZk6Fs8yx2rM07Mu12jzkWgWc94sJSxm6S7OIXbsO3J/f4jsGi4x6hw6DT5K+0etVP8A0kxzmbq/uH5DAUN7DJakeHDAyd7E2P6FVE7HmmCuyB1MdyhtAMEaWIwBazHNIqd7jFRY7EOHBP8ANQID8kQzXrf/AEIMqaytPxLyu8YrldAdJZCT3cW3cA2wHEqivMFLKYp8LM+B5glAWRc3DOCOxi1QGIu0QdAcC4geJxKjPCG9SESUD28x6Xa/iE1uYSRFfr6Fl6hgiBGEc0XWVeAj63yCy/KHcHaIU8bvQrLhaMIlVDaDTKXHkc/8QFzHUASuCEKxceYQvBf3CA6a12Yjch7lyS+FDO4KWwZwFDUZZhBSIvUvDtOMen0cXHQgMoOOXhBj/OXLly5cLeGHAP1EIUg+qIdvA5/c7FBBa7U3fxIG54ljKiVDKhlrBmbBDmOMqE7x0vqO97MdCxKjLI2xXPM1YbXzAzsWfSUwDchfDX9QYl/ba35j7qvmcg7lY17Lhz/x6Y3pyDIjSSql9pmFy5Y0zRI+ZvWaadw30PfbLGK21FcZph9xtIiiBHFnYqjC5YLarhU0mxAO+ZdnuLoV9xppjSuhHwpEKUIpdQZuOkVinMuczYIIW1BQMn7hBQdriqXXMPFA+YpVj3CiOvcp2eQ/qK7UcmI25GWLMeI/RLJ+nBNLHaeB+ollnHaVI1baheklcWF+yPxOU3wRmbYrVV5h8ijNKWfnfzLRwLxKxFNpcMQWNME0bepkUC5lEvQSzITAiIGF1K7ZH1KXBztef/JghTY95W33jI0XFm9eo7YSVjPzP8J/XOIuWHQZUYtHIypQnaxXawuYXcH2goHggSctfsH9XESNsEs94MyTvHF3/ERxBbKZgm2WKRYQZg1DmOEOMFo0hL74n5m0WMRUZmu7K6LoxBYsro4aKIKD8iZ/IzdKeTp2RxKvUQHbJXw2fEcpxf0lROypgO/sz7uFFK+oBaxEaTBlhfxLmK1KPiUnEz1uXLloBpfuN4c1zjWUYfSEcyPdybgfcNIztLHyiDAgZaFhAxbDFXHuljWxGlxDHEus0ovuP1MnsoFdJ9A9rFiVvyFMpS64zn1MYCDqzY/UPm69yoFmKVU9y7+lGH6kMBycwRjXwKv9S+++ZctNbIXYiVCbEYJAFr4TJXccdmJFNVVyDunlfRH1Z7UwUzWIiwFws1BXeX870XK8vuNCVe5KVFQd+ZjvhNCzV7m0RdwK3iVby0ooWFrVq95SpA00fvEvSVgh8o/sgMWrkLFNOnCJ45lHs9L0cOI7YFxBzIYDxSMBA9BApbLND9TVN8RgGnbaUTJMZQHlLplJ4at1vqKWxbljKJQSgZYvQgzBkgyTcmiPcpzFn7HVdRR75lI75RXzHbZvWLlCmN/ps/EboQ71Wvm/qFynUY4LA4dvvHpYy45RsTZHlmJGhYR7wmQwXmBGv1OVlxlLPJ+JvlP6URDYnx/G5cHtBHM2qfM1SnesDtcFpY6Kd1O2pdujEJhH+yQ/UUoBsyF+mFpaUCbsr9QnCKwq+mLSNrUHFB2qV3DtzcfKOUtuBBHeZSi+m+0TByB2/wCRq1r7nICCrPzAeaUYfuHwW9Zi1pvmD2vTKsjAwtlrIac1MWPojZvgZgF4B4hJgWyw9rNSSA+C0J3cQhVBWigO9xxgPkufZVPCT5Bjwx56OF4i5YG8kM7/ADMRcJdRSS2NXqagnxNzh0B9/tmnGbD6po8XiVdbM4jUdUXoVfioPBpJUmjUvodO90DL0MSUjL1l9OUFsNpNE3I8IS7audQacxLjyQO6xgYrXqewMtzz/ev2StZgwlWi+Jxf3T8SljSUnmMG5RcI1j14Jn7M+xlnV58UUVzWLHQUATUdBfiHZE7El7VfUt2r5iFFc1lpsmzTj4lzInx0CV0GDBg1BGma5HzN6fc3BNs35gcJYjBqAx15BNF+Yl0JTvN9RyCN7PEo8GitHb3KnOJRroU5GbiXnxWyhAAs2veBumYy/PPyTEuUbZvOaoy/E5IBNiDw2PylWpwg4B8u8AdsNN8Sganh4lNYFvQZRd3uLUye8tZbjnEEDSPcgRMBJDtcL4Pe9x4J6Sg7Cg8DfLxLYWwUTumkXfRYQdxcsVyj3UEWxwsfUGIaC12gtAQDofw4ZU6hnm6P5jvkX4NfiZa2pX8AhBcw2yoi0TfFdy4QbhgzBkhyRYQ3PSN9MOOgxLbfMHjDplajq7MqfK/iU/ITK1KViDB0IF96fyfmVPhgLi0vDlff4WLHUVwjkhMugsdSi5TBqBB7wKg9pcJUTKJsYIyES5Xx0oX11+Jd6/ErsLPNl1k/E3Cjs/VOQvqAl9DoQZcvoGQLlg9L7nJJ3VwHBwcyMsXavMELomu+yCaD8w72SjvL5TeZQcmbwQ1olot9oy4oS3OZQXrWC3AL5Ly5p7xHQuRI0D5Fay/udKQC2hwfDRmGNWdymu8MKZ7scUQYi2MVSzm6SPSV2CAVRqwIMDGLAaJaWXay2tjxFVnNK1pUS68YPMywCYIygKFozxWoVMQCsEsTkSKOYoLGLLLrdz5mixGMGHvq+m0eEeMGL8IMGDBly5fRWBQs82H4WL2v7xWvPRglmQZs6C2YxSMtjFw6TNoMJxmKppl/jQwIa6fKYsG6I2zWYrUqPuFc0r+K/plw8n0al1whhltKvT/6EHmKqpGGDiK+Dp+THxHIflGRizHFBkGRzmd+CxUpGswM6joGD0GXLmOSaRfiXv4U7AlzWI1TytFTIKqtIsiXUWbsQ2/qLNjAr+OpcuEXBnM0SPmbMgNZnmKYDO/xXIi8YwigfcOqAjwssZLdJZT6s3W42mymCnYU4ui/UzNIAYqg3dljdwcUGqRpVOP6JlRYpCrAuTVVVREduoPQW7fMYwR5kd5nOYTwx5Z36P8ANly+rFiudMGP8OgYMGpeOikocwxV/ZRf1H5TE5SoJYmTLipcvQKjQltxdCHU2hyQYOkxpnjZn4ho60e6d0YlnXeXSsfcuBf/AECccDV8lzK4I0B/lJHUCL2wOVLZWuwQXxc70QPJ5/v4hDZy8+fnfQKxjuLoV6vgwZzKNsPCFdkwKhDpcv8AmzmcAsJJX6ZygOhMQYlSktTUZKRbK4I7TfuO4z4ljiHS5cuXLly5fQI5Zpl9z+zEMrP2QO7fE42+owxI9lPZG4gWV8zzTWfUTZ6VP29LnPpuRwsOhqLWInzKeZXeYjzAcwRuBwx85zi/AMn5JYTzQJohnIImhbZuC5gTFN0bdCB/CtUxIqSLEsXsIMQ6Kh7lvqlTZdCr5yp3ukGakD7Sf8iHLD9jtcdl/ipuXbCEB2RUJlL/ACbfWPiLUUxyhiWlu8F7y5bvFd5c7iZVNYMGWS+h0vcuX01YL6RHO2DOXWtsdQ52QqpUwYZb6pZYk07TLJKRtFsiWojxEtjMxei5cHvLlyyX1L7Riw4UgOvunJYoFu/EXoTF+5x03ZeZmzCVjBjZWKi8MW5ZfyxSF9xbmEkUwhts5gj5J8WzBROOBGAbiNmOEMuibOodB1jmHUwCLUeCXPsJrUOjoRaEy3FnNnvpPPviP0LPyRGZyoLq/wDyGweCEK+P/IWrdJWrq7+RIR1F2imsl6cn3k+YcaYd39TvfVE+X1PI+ohwxxwy5bFgXDAxBiBKh0uDLly4MuZqDzTLUj31Tfc2QTsmk1wXG+YOWA9phVQWDGohFNhLdDbTHgzEeInsYo63/BZcuXL/AIbPcHEdzZi5nDpvGD2mZPER5lRHecJitw85FeUv5WWd5RUsDMSgl05iXViu4ptDUwPW3CYQjm8GYNTETjFhMicB/M0h0dGVsZHpFzmyzOYv69l+FhFJrRzeb/Mohw1sTzjmByxsU7YqvoIlRd5njVFUIrs8MpWrx0cGDgRY3vg/Uufuv6MtqH+bEiI+kIta9SSHX+fbWWnzE/tSz/wLmLLw1P68qvjv6YSwUuKX6ct8Z/ttBXDayH3JLi+5/aQZwn+skVSjn+1S9wv+phVGDhv2g3VPpuIbH6ls9B6KCBEmiMw7nPqDZUOdkGUHTXS5ZLSC7morNY/iLLoxiDsIveItE8MFayeImE0MHaR6iJx/Hjr++GpcO476MZWMWc9EjvIW7wfbBcs7s7KCcQO0DU9Ef7ihLiptismMXMMGjoLoQQ1Lijtgg1MIdxYw3e1fuayocx4yrJPwpxEUFXyRFmgh8jLQRcqqWtVe62zBKmKaizLJYhuLmBSmMg0eYa796Yd+5/Sx3G9mv6kT7r9KQPon+/Bv8YdmFfrL+3KjzyT+xF1/i3dQfPf5cJjv8IZI1XqJ+hn+hY7yoCl0f0KchHfwBYX+SmGT/wBQBC3Z+4IKl5tt/dS5OvP9Mlzd/wClWli9joD7McKlwA/kIaqXQi/hlzVuGj4M/iB1+O69NL8Q5PHdT7qoqFXbB/MLMN9QRpUQUxizGUKBiDoOcpMadEHtOyiUo9K6YylSpUSV1FMm5Te5vsgO6x8SrGRqKbIrxE8MWaiXEsdMX7g4lzlHfXrGLMuz7QrxAQK1KlQ6XXR6glLHpisyxqWXo5eP4Agx0WLc2mpBgjqFklUD1bTXoMeMrg/RjqWEfGyML1MbVTr7m+UV7iSpg1MsxBZvvFMUtSvYNQ7ToFBZnsj2Geya2sdkjxKbvYpINq6hgrUNu3uNzJ9UsDBp/qRcarWO+oDlRwv9kRxBx+2moKvtV+8UIBylf3hVFvlu/H9sJPMJL9IUW9n+xD2+zF/Ba/lqGNpT9IwH4ZYO/jH4YiTNh/5JdHW1n3WWC080/wAKkASXAzPsP5ib2YfmU/UACuL0/BfuGgPC/wA1/EaVpun/ACQwLJxMrH6gu6mJxKm5aVL9qKjK/h1RJUYrosSqmBeEp/c7R2n/ACWwNLlTPSok5SjxNAxLa6Dcdx46euOmOCFQly5TrEY5mg/DmVhgspyUAO0uPoy4Qwiy+kQ6lAjxOMqEVV7v4WBlMPqJg+nT4v7Zi54lK7Z/r+pshydAbiZekGcvZKaaYDgYfzn5gDVaNha9DLKv6tFvvlEn5Jy5xU+MXwv4h5s9Q4hADi3vLYJXCQ6oENNPHzNijQlYj1F6KW9Bxm4e2/JLFfCI9jFSk4jrNwAysoxQ2RRF6ZS89Kf4ZhtGhR9LUTK7cJ+7fmHgU2qXzR+JTovn+h/ZL4btEfN34lEMOPz9H5iRxAUfi7hWC1PYwlLHd79pcvzbkJ8UfiArw6vpLPzDW7Wh+1/UMYzOIvwYaN3fkNIahWwfocy3Wr1HSOOg1IzKlSpUqMJKj3dC0xA81MvikqJKlSpUrqMsZidLTNugI1ntKnMQ5I7XQgMC0wToNvTiW31I/EdsrG1L9Bil4jz0CYkWO0ubwzETQ6S6Hvjmj1LhHQlUrPhNkyionb9cqEpzk/2lywKSLFdw0zXQGC9D1uH8h9wRSVLi5rQxqn+ICew6qdmb7hi6N7xT/kdVb5wiL+oEy1H1b9kxYDWD+mIr/mH9XFixtTb7IsbRz0N5quPvJVLfhLeWJgbGeZKZle0p2lHvNHMC0yly/c879wppejPJFsY9QXKnhX3rMZF07R9DK4Doj/M/mUzlii+SPxMIXc7+F+5fHt4L5/Qlc4Qz6gS5McQ+0xizGbV9GF9+2j7h+JYl+PoiD+YkWNOHyBiwE+7PgT8IzWnI/wBpUHdW9ZiWxizcqUysMYYVRwjPExMr4jt0J0VKlSok1Bll10xwyTbFh1Akrpgl1EauK5irha7hTy9UeczEsBfcz+blLQ3cr2QitXoMIuEJdRi+m3S1TAJX1jMf9VNDoRcOlfgxbI8t958QP4Sn1pmDcz+n9zMwVXuMutzNYytlzv6HH5qXIWxuXvVcVEoPcCGH2tF0e1hQtJ4lcCpg4qV3z6jpqvETNp7j8xKK3elyup78Iqd34lOy/mWCW9YRBsvFn9x119mcBXH4Lf1FmqVG3/Ny5wjkZe6vaWn3GPffKNd4/g8F4l7cBTQcOyWEyboy2Q3k6YAXPZuMe45BgfyAkAaU8hBqb0p+xIVONP8AohiFjTj8kNByxi+1+5fh9pl8o/iNaOPwuFFM7AXxZFEm3+C1mY20U/wftAgDk31aPxOOgrP8q/CHBzk/PJLZVXeIbGM1uYPiYztcaX1GK3KlRJUqKckHwEJxHaii5TvOWei0vLYPW4A5h526/Tk/uU5WBtgLwQ9Rh0cRY2lwgtmqaI6OnUnSYf4sQcS4MUVQxvXQMVHfv/RNsPy+fiZGYB7JyiqMIgOIkoYXsjZEMwEnkupe7d1QibRnGWWpfEuRBLE2kVmY4I+2TcBgW/NSy74irvLVQHipnARgfSxAV5e+ZVfpMYwVFZd+5hz+4Tt4h9KvxNZ89DEv3IBcqKnvRjXJeDEtcpha+kx9T9Yl38Apd/LXD2dezF7QYfBaVTMS4xm0ebu1GEdvqhIk1O4nKv7hxiviUxD4jFfeXZeILGA3ACXZ2YHXGF/5EeHGi76r+ZQD9r+K/glsU3Wfp/BGdeOYfAPzHKR5T74siPMb5jeyWiDSK+AQFMe0v+O5N+Woa+92/UdK9AiuyOmZ1yjsIwwkYYSJKlQ7nSGmpdGjpVCKSpzKSh17y0t3lzN3R7H/AOwgOXUv13ccXLlwhCXjoXDosSapgzB0KWKGbeHFZGHSdSx/UVyWcWT0leXaVzo3lmHzP3Dl9xQNSlu2UZJb8blsToltCfg/GF4HqRBV33REHBoITI+TFKO0ZmQ5I+s0SLVWQzEvxhtDal2Uy70OAZbnty3LAlHZuY2j2ZR1RlUHWrjS/sXPtGQI2QaIhLCnmPNlTOw4e8bUeNZDQB0DiWoxChHBp7y+mu9RVtbiaWx+siUhLeSAKfWgTS+NxSnzwl8/iSqU/AT9AcIaR8kv6kHHmiUkpmIJzitjiXChhltXApW4e/aIDQFqDtZfyhx8wh/j+lLPXVpl8ix2Msb8qgAOXEVWSKUFvscTKqC93iV6qwnKMO0YegkqVDzgpeIoWPRRaX7y0GXLly5cuGlaRH5IAwUZi5QZehCEvEWXCHTn6eMUcyywn1HNOlxwtkwJspkxf5OZSmZT42Z/bP8AX9TZNkQCDwn7TNnbP4qP36NJbyA0Qjnm84eOJmMvYWD8IwSFoU21ApbglDMNTao7MB1M7qckRTGuaihOmGf6jxpnNRhIxq1hRUOagmW81MpQcZjaCzQy8LI48w4gAxeJZB4bn4mSkruHUd+EMRyyDUuri/U+UFRHDSkXUPODySwdjSZgq5KZ4EUYPJDnNkKrd1qAF1HjUXNQK6EbWG5tm+5Hf8sQe+ZfsrImiVUwS65cWL0XLly5dQUyksjWEwCAdwrIm+Zd3mMwbonyhDwLDRvYqsDWwiZlRh2jDCROhPETwxIyTFRY9KD+XBly+gLMh4IjXvMoM9BqD3ly8S8S+hDma5VG3ScomTc9jKmkWc9JQq+HSnfyhZjn9jM004b8BPz/AOzKrtFlm7BzGLvUqcqmKrukfi4kVKJlCjJgRhiQbh4hs4ezVzIp+YwqUcRgijOZUXPZEQhrgglyqEYnJjkrTCT3AoEDuGk1YTMSZV1xEpTW3GJmAWDzzQgXYU3Lpi0xqrZ5lpVSl4iZ1AeIM8oiHfTSbNygpcYPaWqFO8WhfEtRiOPUu0aeZhrH0wIgmjFy9vTF+XuG5ZfMu/hdFtLix61K6alxZiCpxM1ujmAqWmMrHRIkSMPQoNShxAX6bi5hBFwuCgmEEJ2iduj72TEDuACxoHW5f8CEuZiIK6A9ZpNyrzJDUYb6LqFHSg2Hh+4rV3T+ZVLxniG32Z9n/kOjszT2HQljLjAmCpc29PZ+yRQB+riApfeAhNyktwZVu5q9+IgmX5MIEqn1LggzBHogrKnxLsduZbgt3GLFaPciW0O8MVc5xFsg8YhHltEPACFAnEygriomWmcwW5/cLxPaHahdqhMZTkhXerwVFUgeNx5CT1K5KJnGo9p7GWEN6WKaRgdpGIOBzHjNHiKBV7GDiMkQ4YLH0xsQlxj0qVE6JKgSjsmJGKmB9qStypUSJKlRJUYYyIc3FA9EDAdonBEeInMEMwKACFEp4gNQCphjANyyXrcvpvoY6L0gBMFdDCEFeZhTJeSDiXL6CqHNlcL/AANzFKFKsTU8l+a/ubT3H8ToHcuWJTKmZiQinAK/qNsXMj2Q7FPuVcFeocdRd8R3VjZqYGkvLpMaQihZiFnF3uQjJLTvGQJ7gtofMGaEY4bvZLKb0mTi9Qh0ZW8faK0J6hZY7kURvHPMFmB5uWgbgeNPEVeLYqF2IUkxj2sZIiujjXNRqHMZVhSmEO8uG9St6uWvK44DTt2gBduZWRui+z/yO+pj/Fj0Jea3Ua5OGDwX9Yy5x0SJ0Toyp5jCqFAynANwW4UlEoSvQrMuxUv3jezkjCeGXfUh079CbQR0SiF3lYSXI4MVB7y+g9JS/BlLGRnQ/pj+olClb5x5euGocE7dF1cd9CpmWEBWQfAP6hIrYZvcEwr+YFwhBGczVpQcEwJUBaDHTWY3SHqUQx7hKWEGSC1XfMEQPBg1BbAh1svhZaaKY/MudGSizuQA4ntHVA+QnFPiDNP0mtvuZI/Q+CysPzJYubyS4pPDCqFGZQ0/HEBFnBVr9xgwPYj6zL2WP1CljiAq7i4GzkjJoEb87lAMph4lk31YTiX0eY89BywUJsI6AcpfGK/rGY6sYxldQiyViDNJLS0vLS0uXLh0ubksB3h/M6OmVQuQpKoQyxUQiWD8kl9DoKoq+MuUzf6YYsPUzpjZLSoPJB+YtOy/uKaR2iy47UvACAPcT8JNMnmDWsEbgVB2rjwagqbiFTK71G5EYnRXwQ21wo5jKgF5ZUmnYYglx5KnJPiYHMblr48kSZl+YG3p3iTW0XUSoJO+UxoIW0NPjmA5gwhVSotZgUHyQambLp9yuAHB+qYVd4afqGta64+omrhwSfjME1Qbqz8kNF6cH7kSOwA8viWqvgrmdD9ZU7PuWADTk4j1m9yyGoBULVXJKpFIdWD0ejHpq5Va3DhgsW7VggDDIjTiPTv/ABPT/9k=)
Data science is only now starting to be included into healthcare software development services. Data-driven healthcare solutions have enormous potential as long as technology keeps developing. Potential future advancements could be:
- More complex AI systems that can diagnose illnesses, suggest therapies, and even carry out specific medical operations are known as Advanced AI Systems.
- Genomic Data Analysis: Using genomic data analysis, highly individualized medicine and genetic disease prediction models are developed.
- Improved data analytics for telemedicine platforms offer patients at home individualized care and real-time information.
- Blockchain for Data Security: Ensuring safe, open, and tamper-proof health data management with blockchain technology.
Summary
Understanding data science is now necessary for developers working in the healthcare industry; it is no longer a choice. Data science can be used by a healthcare software development company to develop strong, creative solutions that improve operational efficiency and health results. Opportunities abound and are expanding, ranging from real-time data processing to predictive analytics. Including data science into healthcare software development services improves healthcare systems' capabilities and advances patient care and medical science in general.
Those that are adept at using data will be in the forefront of providing the next wave of healthcare solutions as the sector develops. So get ready, explore the field of data science, and begin using insights derived from data to revolutionize healthcare.