class: center, middle, inverse, title-slide .title[ # An Introduction to <svg viewBox="0 0 581 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;position:relative;display:inline-block;top:.1em;fill:#384CB7;"> [ comment ] <path d="M581 226.6C581 119.1 450.9 32 290.5 32S0 119.1 0 226.6C0 322.4 103.3 402 239.4 418.1V480h99.1v-61.5c24.3-2.7 47.6-7.4 69.4-13.9L448 480h112l-67.4-113.7c54.5-35.4 88.4-84.9 88.4-139.7zm-466.8 14.5c0-73.5 98.9-133 220.8-133s211.9 40.7 211.9 133c0 50.1-26.5 85-70.3 106.4-2.4-1.6-4.7-2.9-6.4-3.7-10.2-5.2-27.8-10.5-27.8-10.5s86.6-6.4 86.6-92.7-90.6-87.9-90.6-87.9h-199V361c-74.1-21.5-125.2-67.1-125.2-119.9zm225.1 38.3v-55.6c57.8 0 87.8-6.8 87.8 27.3 0 36.5-38.2 28.3-87.8 28.3zm-.9 72.5H365c10.8 0 18.9 11.7 24 19.2-16.1 1.9-33 2.8-50.6 2.9v-22.1z" /></svg>and RStudio for Educational Researchers ] .subtitle[ ## Workshop Introduction ] .author[ ### Jorge Sinval ] .date[ ### 2025-11-18 ] --- <style> .orange { color: #EB811B; } .kbd { display: inline-block; padding: .2em .5em; font-size: 0.75em; line-height: 1.75; color: #555; vertical-align: middle; background-color: #fcfcfc; border: solid 1px #ccc; border-bottom-color: #bbb; border-radius: 3px; box-shadow: inset 0 -1px 0 #bbb } </style> <style>.xe__progress-bar__container { bottom:0; opacity: 1; position:absolute; right:0; left: 0; } .xe__progress-bar { height: 0.25em; background-color: green; width: calc(var(--slide-current) / var(--slide-total) * 100%); } .remark-visible .xe__progress-bar { animation: xe__progress-bar__wipe 200ms forwards; animation-timing-function: cubic-bezier(.86,0,.07,1); } @keyframes xe__progress-bar__wipe { 0% { width: calc(var(--slide-previous) / var(--slide-total) * 100%); } 100% { width: calc(var(--slide-current) / var(--slide-total) * 100%); } }</style><div> <style type="text/css">.xaringan-extra-logo { width: 55px; height: 128px; z-index: 0; background-image: url(assets/img/R_logo.svg.png); background-size: contain; background-repeat: no-repeat; position: absolute; top:1em;right:1em; } </style> <script>(function () { let tries = 0 function addLogo () { if (typeof slideshow === 'undefined') { tries += 1 if (tries < 10) { setTimeout(addLogo, 100) } } else { document.querySelectorAll('.remark-slide-content:not(.title-slide):not(.inverse):not(.hide_logo)') .forEach(function (slide) { const logo = document.createElement('div') logo.classList = 'xaringan-extra-logo' logo.href = null slide.appendChild(logo) }) } } document.addEventListener('DOMContentLoaded', addLogo) })()</script> </div><style>:root{--panel-tab-active-background:red;}</style><style> .search { --search-icon-fill: black; --search-input-background: rgb(204, 204, 204); --search-input-foreground: black; --search-input-border: 1px solid rgb(249, 38, 114); --search-match-background: blue; --search-match-foreground: black; --search-match-current-background: green; --search-match-current-foreground: black; }</style> # Conventions * Normal text -- * `Code or symbol` -- * **Reference to something important** -- * .orange[Reference to something important] -- * Code blocks will appear with the name of the programing language next to the chunk: -- ```r "This is a block of R code" ``` -- * Bellow will appear (with two hashes `##`) the result produced by the code: ``` ## [1] "This is a block of R code" ``` ??? 7.2 Keyboard shortcuts After opening slides generated from xaringan or remark.js, you may press the key h (Help) or ? on your keyboard to learn all possible keyboard shortcuts, which may help you better present your slides. To go the previous slide, you may press Up/Left arrows, PageUp, or k. To go the next slide, you may press Right/Down arrows, PageDown, Space, or j. You may press Home to go to the first slide, or End to go to the last slide, if you have these keys. Typing a number and pressing Return (or Enter), you can jump to a specific slide with that page number. Press b to black out a slide, and m to “mirror” a slide (reverse everything on the slide). These techniques can be useful when you do not want the audience to read the slide, e.g., when you have solutions on a slide but do not want to show them to your students immediately. I encourage you to try m; it can be a lot of fun. You can press these keys again to resume the normal slide. Press f to toggle the fullscreen mode. Press c to clone the slides to a new browser window; slides in the two windows will be in sync as you navigate through them. Press p to toggle the presenter mode. The presenter mode shows thumbnails of the current slide and the next slide on the left, presenter notes on the right (see Section 7.3.5), and also a timer on the top right. The keys c and p can be very useful when you present with your own computer connected to a second screen (such as a projector). On the second screen, you can show the normal slides, while cloning the slides to your own computer screen and using the presenter mode. Only you can see the presenter mode, which means only you can see presenter notes and the time, and preview the next slide. You may press t to restart the timer at any time. Press h or ? again to exit the help page. --- # Conventions * Important code will be highlighted: ```r "code not that important" *"important code" "code not that important" ``` * Important output will appear highlighted: ``` *## [1] TRUE ## [1] FALSE ``` -- * Keyboard keys combinations .kbd[Ctrl]+.kbd[Shift]+.kbd[F]^🤓 -- * Formulas: `\(\beta_{1} = \frac{\sum_{i=1}^{n}(x_{i} - \bar{x})(y_{i} - \bar{y})}{\sum_{i=1}^{n}(x_{i} - \bar{x})^{2}}\)`^🤓² .footnote[🤓 Allows to search inside files...😮 <br>🤓² `\\(\beta_1\\)` regression coefficient formula] --- # Conventions - The hyperlinks will appear in green: [an article about burnout ^📜](https://www.frontiersin.org/articles/10.3389/fpsyg.2019.00338/full "Frontiers in Psychology") .footnote[ 📜 Sinval, J., Queirós, C., Pasian, S. R., & Marôco, J. (2019). Transcultural adaptation of the Oldenburg Burnout Inventory (OLBI) for Brazil and Portugal. _Frontiers in Psychology, 10_, 1–28. https://doi.org/10.3389/fpsyg.2019.00338 ] -- * Some notes will appear with supporting texts indicated by emojis: -- - recommended bibliography: book 📚, thesis or dissertation👩‍🎓, chapter 📖 or article 📜 -- - software 💻 -- - hint related to what was mentioned 🤓, 🤔 -- - recommended practices 💡 -- - warnings to avoid problems ⚠️ -- - other emojis related to specific situations will appear (e.g. 🐫, 0️⃣... ) --- class: inverse, center, middle # About Data Analysis with <svg viewBox="0 0 581 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;position:relative;display:inline-block;top:.1em;fill:#384CB7;"> [ comment ] <path d="M581 226.6C581 119.1 450.9 32 290.5 32S0 119.1 0 226.6C0 322.4 103.3 402 239.4 418.1V480h99.1v-61.5c24.3-2.7 47.6-7.4 69.4-13.9L448 480h112l-67.4-113.7c54.5-35.4 88.4-84.9 88.4-139.7zm-466.8 14.5c0-73.5 98.9-133 220.8-133s211.9 40.7 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BLo+w2J9Bu1tO3m5AoOwpauvog6HYwhgMJxByIFMYjA4ZOYydf2ZU1vnpol+Meks28g1X/q1rbNSkr+N/vIP6iP82gvasH8pu+7N+kmUnfm+gr3rqdLIPW4wJLDaxc+/0uILmhbDsjjsvThv1HnXfTlq4w486h7qAdhps4QItUvUH5BC7TAay8/sXkN3YhYzejc0W2Q1uwezAXsLxIa7u1z26w+Xp61PkvMb5GcnRHhpz0D+UPe0Cejo5dmy7mZmmP3pOAOzIpvagStim5ufI176p1uE+2i1fDC0kh6Y+8/GQf5aTAt83ye5t80kJ5uyAyzelge6q0D1U5CBNsb7XI7RjTnaCbwJWv+6D7YlKVfKmj0teVvW6OgI20fH0hLJ7s72dWJ/LRu9kbBb6ZjsbxX2YHdhLeJekoBikYbAWgAeM+uS4j+/BkzP6TDuKFOXGOUyBSLNjQnI7jHTw3nrD7NoVOw3WmjZFcv/bqBvaL+16eseM5b7wL7Ow/HIHKE9gMrlLdotJbxd0axTLr3uj0JXHBSHsAMewGc9u3H1BLeMIetbpqNGDcaKS2pgUuy18oC0vyuKa+yqyGwBG78ZmnZ3N14ubMA7sFfyWbHQqjd+ijXMlp7MTkZqclVXOKD3Olh6WEdGinXX0oBcGoudVzqofV2IQX/2bJpvNBgj38TpIz+doB+6Lg67Am51l+PwsTiyt0yjQP594NNeNs1HgUKZ6Xp3bvUl2u4NflXXyS7sUR8GyW4H17Nx9KWfWjrSyILiOEL10BIfzqC+oJ6sFKr42D/oaZcFWDPqIASv3hW39VWS3O3CuH70bm6Uig59hHNgr+PUmoNkfFzSyeEYtNVDyMym9WsCzNVgUHSx2CDyP2Pm4Z2MJTy5PKvw1UjhpcFtseGGc7lAa0ab+8weiUlsN7xgh43GCJDvqQ5lAvA6V4XbvkN3uq7UHZymwY7nAYhA7Lb54NfIrP6CheYzTzg6mqbT62rbTjGMKhI52ccEzk/QGpOgR64xnou7THOHXoP0qshuM3o3NFtkNbsE4sJfwXnzT5FyJkMF0nl8qLMUR9XTcqWUHWLDOZ4uFG86ifU5rz/k0RpnytcqhtEX1eLc0tQ2TDzvEHLVzg92kymW+/Nr/iuxm0a7oZGf53nV4db4M0Q4t6502ZaHN9AYE24axTufymnZ4ofQg1HeRIq3h1xe5pDKsn9LUf2LZbY/Ru1xmbHZwD8aBvQp3TPE1Q6Qf952B87md2AXECBLoiywMGuo+hJ6GmSJRLpY6sTBgTUUw+GzzunR+7bM6epDy0UHtjF5JFhSF09wRsvhUfN+R3eYI2cA4t7txCgtBM1aPBqeQooSkXw8rNnV8sXtQtm0Id21ooW0XO5U1TZgzXlZ2m6ENfmX0rqu6k80ObsE4sFfwWyR2G9EBE5GlISRj09D55Jil3VagvdL3lT3xRIJnflIEuZpw9HMbc16jH+5sO309nXLk16/J+WUeqS/WVaAyePaqjYqBt5DBglaqe1V2XwkqXhhJ93GBwPHjKICDPh/DB+MTAQ/oHerS6nt6U7MYNHJ5jtCafNR9fiXYqkGzeOLijwFf9OWVZDcQkdG7sdkxiZsxDuwV/BIpxpGcOcl5nTEpXYtGs+Gw4R+N2ZGfqi8i0bAl6+2K8clckJtyp1yhzNLDrg3Hd+ox9MxPH9qypgzwEXR50iGaq7yO9pdkt3l0vZKl6ynuamO5btfFsB7RV75CQJW+k1Gk7M77NXZeNBMMPcOFCOgFzxyRYSeQZ6KB7aQvQId6hdSzy25z6Ojd2KxQvcFdGAf2EuhDXPiNBMlhUjBodPDYCTJwptAYsRwYLL/uF80T5OqT/Q6fOMLeyXCTw+rG6XSPP6XyXqF8chPrIT3N9XAiQOAHrZDX+BCW1fLd5KBS5dYFET+V3e4IvcArLwCysJlu8YJ6vMDw8RN/CF3VPOZeJ4I/bNeaMrDAleCp4aWjUfKYf7dzWGi5Py8hu90xejc228iuW/MGlzE/ZPATxKt+MLzkxAGMyoVTKqeyo3OcngVsA9u0WseT8J4nmSijp3G6Y6lIoOE7lYf2o/7BC05amI/RNMsCwbLSRR62KblKU2jR7g2y+735F1Oz7ETyHK2kE6hX6QMZjd6IwFAtbATLsY5210If9dgXH63tpkCtaTvxSP0P+l/oz6vIbpzY0bux2Sq7d64w+A7Ggb2C3+8iv36di3T361vs1LV51uQJpBssAJKNpKOFbWExJZrptQrmBQN5AkB6Bu2gE4dluKzfJ2NuJiRp6kWfWcZGTjX0KTn1XSeovt0ou93fZXS/Ope8WcdRzuUbFz11KvQA9VuyU5TaOIigHpSxhUUueOAFzm2TSCP9tg70BfuI7WNel8YN6ivJbmMYjMHoHbW3s82O83oHdl92r+HX8VOybjCug8nxQqOGMvFDBiJldvfIs0R2JssPOUU7mEdG0b3eSe1gWc+LTp112IBTe9hJ4M3zsU8pf2HAwd+DCYN5WfUp1bXT6UeH9S7ZzYp9YrXrhrsRKPzQOzsXGbSjqIMLHMob0svYgn6G2mmq9nGvp37kzkhdCL1Yo8dd19Orw5L5QcfguSv2tLLbHD4Wo3fy5+rd3112s17cgXFgryBeEysouJz2UyIrd3St8fM8zeAP6Ygkw8T20rkaL4cGh84nOtJQhs8WOZ9hmAq0jnuPiDHaTpML5hGNNHeB0EqfoUziA9rACQPlgfyjHEwkHPQ/Snbvmy/W6ZO9SuNK4xPn3rysj6+PEdaVc8JPkz4aXhdAKP15FdCj9CMYUm0A+UKGYiHs+Mc84L/Uo/uy0MqLyG5zxBQ6ejc2C21vvlzchXFgr+BXk+YKbkLKDlodxiySXmOogKGAA4C+QJDS0zjinicIp9MYLxtwatf5gn7gK39v068xaXhfDPIU6nK71A72dTWXiVUeY9KRk5/EIxIBWuiEY9/vkN3b5os1677iFRcMQuibPxAdjvzS5N/kSU5KiwnaUFcuWLRsm+n4C9EVkWS7D/mixfzhIvYistv8aHier0fvxmYF1pTBTzEO7CW8geKzU4bl7EPx1aqNoPMWifLAMDTftq8eDn6MeVpYSZccTlnj3AVdduLwDzqhcP8wsvW0hUOZYP2kk3aNPZuFSQ4nO1t3yW5AskPdhUAj9MckfyPEMY5uNxio+frS2V+0gVfL5ZLuHO1zIIK7PmeHctDjad1CiumYzzv/yC/rnbyY7LZfYUbvxmYb2T10hAdfxfbTyyX89pvDOeUdS3y97E5SctTgWs7NsrHYeR80yJDYSUw+mRv/wpFsmomJh4FJUbZzEmHy+izE5HZbeseVJwl8HbPaRe2cSutkcZPsdgcvViEXHgdalFBfYpjBbtL5OAMH2aTqGegG6jLygq8g+bgLfygzaNhZnvmKuppppADQwMZZX/EeFz3OJF6eRnabI8Zk9G5sFmQ3pnELxoG9hHfJHouRgrvxsVdj8Cd9VIoTQTjFKyfMCsmc7/cwyQiVJZbT/UOnzJ3qjjekYTk90bU8j+Gr+88cwiQ7AEbMXX9LGbtXdrt7sigL1ttlcCJZj9JCsGgEz52ls89EL71K/ELbmFfeEvhC1wz8o74VW0Edf7SCfZH+U8hudzSOzejd2OzgFowDewW//IcMMJIEA0rfNMBRpUJdBys2GuEiSos8jBApn202jjKQx5vmVpxQkCA4et2rdZyU2BnmuTtNLtwm9SPoYpu2oAHtp4gbnP2ophRdE8/flt1MTEl2PhYRcAAefYgBgxwvx+U7mj2ROiyuU06fCXeBIQ9v5Ns5/m3w1NmKnLaBdoUVsc/PLrvBB0bvxmYHt2Mc2MtApSWj4k9ii5GTdNx3aWiFaLDpD5y2aKsxuPR8lFHJTnIx8MapdERTECEjjahq5zWM3vo8PBZgR3+S83n8SxNTMwHyV1jhGWPPS3EDtHG77DYG7zq4vnBwhOlx5AbKKMvY5DyW4GWIJusl0hPKQ71y5U1HUrxNIKXMP9CJehh8SlGtqMxBHvIftOx1ZLc9UC9G787mNrfZsks7+A7Ggb0KNyJ06Ngw2OkKhxQMvTilnqfZCYs8p6NQH9uxXCeM3/mB8t2k4U4e8o73YYBA01k3kodIMzk0z0Z52B93ZmNSgHTsvwr1m/Iwg8/A3im73RG6QIsbByoKZXx8oXiMhYJOxY452BaWYaCNMn/BBysO5fFZO6eL/Hdrr9MoOmNZz4v9aqX7ErIbBEbvxmbnCMGtGAf2KtyI0Jh8NxTtKxZ0r4MRpF9JmQ0VX3OZoHPUjQPoyBuUSQbtBg59UKyEt0yTnFKt1bquFGfR++D0TSoNrLs6Y4t8Yl2kXdp03hUL3yu77UGyw2sUYfkeV7YLXZW3qmuPhkC7B810S51FXrwdMMk2oHBPNDxdiWlc2Ljeq8lu96/RQmdn9K7yzNjFZmfpuAXjwF4C/JBBXNFpYmNVaQ03nF8KB71ua6Td/SqUhYjY23Oj8aa5bkdKu7zPdleOhspkQnyXLno96fsvIvkDc4u+R8TtdRrWl6/8b5TdbjCWnU/YAnKX86bb2Sg2gdAH4wZl0lXyeDEvxvWQJYOywK9pZbOlq7XfaedGsgz47caryG73FYan+tG7WiZdndyr2+x4sHdg9+nlIlxcblx4RaXEWcuyIotBPT2TsU5yksjy/FUHv6rtnOpkzNANjEKdRLIvop3yuomD8pkWv0pJEwWkfWrTKuf36HFhy22n9qgfJQC4UXa7Qkl2PhYqUvWIdim0DExDn7LTGxCkT7qG44U0+L7rT8dvybOGt0/oc3mkaUb1n1x2u+/AiozeYb2xWcnO7OAnGAf2Mg6PpZz18z+OHMnZcYcnruToYj6mhePbWFZ35gzTIhJFRxhu2JBXVrxqh+untqF9fk2T6Dxox5q00g7JOUW9nAdE7pLd7gt1Cuak0alSIV9jPJvCyzEivYo02vFI9a1JY56ondIX+5otcDv6qG2vzwtvWzBf/86ymxXmwOjd2OyC38G3MdPLFfwWKQYoekZV6XeaIdJSTsM8jwyBThizUh05HcJwNBsDQrro/IUhC/B6FApH+shLTjPSpfTOwcNIG9E5piGbg2Zx+i07wUgi+k1OE0baacfbpHwt1l2y292Sij6j3OFP5Fy04ko0vEy7XqHsRareNeVRd0ypfWgL+fPnNoA5bJJ1dXX0h/VaDxqJTyE+X0h2W8N+JrvRu9eV3eDH2H3ZvYZf+GDVUB5+gbulS85nh88do6asG4ob9aMJIxw1hSveQ3sKhuX1mLYyHTl5wEP70QfqOz+6E+79wWpp8sH+NJNTecbJR4E3zeK4U3bvMyuVCRyDMXdqhdLFaMyhTAQkJG8PREoelMFb1Dc1ah/znLaeZTuUQAlhhz6nRiUrm+a62J8UsL2A7HZ/MyH6fdk1pNI1YfTu6WQ3+DHGgb0McI7ceF1Zw68DxQ2H86iuQKcYCSHNAWy4AkbDZMAZTLu13izQ8vnHJwHMV831sBGcqBQT2TqPNIyqY/IjGuhEp4lJE6lMBMtDXnmtQ3JAunfIbndLSq8HBeSEekuLGl5Dtv5MAUmq1ujZMqChhQfHP9kpL66W9aLb1WHeoj3SP9bt0ifoD/LyCrLb3S4Co3djs5Q/+DFmermC38c1RZL452BDEFJmpNMpNKYfXpI7zehQpYnEyxjcS+94pqiZ+PNfrwoH0k76yFPQt0iKuolnikJx67M7X6SWu+c0ogjURYc1pVntt9f1owpCfP9YdjMx5TGhxcQd/bKYQF2sF8GfiESwKO2QtsEgBxpO1+CaGZA88MeYFr2jdpDnaMeor6T3IhJfvZfqAO+vIrvtd2Bl9G5sdvAH4R9/NQNPBT9CYLpw6A4DKo4pRIJuS7HbCWXiOQoRHYRPDuDUYrvsBCZ2oC3O836go+z3uIuKtLBM0DGo5209iKytoYF8oJzEKi2XKZYvxxI0ixTbvEN2W8N1H58PAYXePBBWGgsgIdLoHY8V6auQbao2ZViPm7yiq51NNmXZRljvEt8mqc9GyvXssnuTvZ1Yk2ObaPRubBbpj2N7B2YH9jJwkT4itOQ8UWRZjg+gkQKNgDW3UBYjUySHDxFEQgSK0WDa8cTyRDPNPxBNRxcbekFXz7zF/JO6zv1L/WjqtbxRPZ9D4pwulblTdrsj6RHYBC5kq1eGnf6s8tD2rFFHP1WXAAAgAElEQVSQOOvcGoj0A/aVnRKwuS8PuutQVw/4K+cI7cVktzG0kXNg9O4sv7nNDr6FcWAvo/HyuiDSV3RtMlN0plD2eLZESM5XF5CW6BJ7nf37GR+/x7ptoMpGpqeTzvTL8QgjJ4bosYMZaRxxQzmszK+a8Awtl8f8qGvns3DZ2pUvyW57WJadBwsub7/HSZzPnJnkhSHyOiGXxmoZpoU7JWkxIaXuFr3QZV5sFwtxKrfgI7GrlcYryG7n3VcRyfP56F1TORfZxmZ5oRl8B+PAXkF8jZYrJTqhvoC7UsM9vp7ujEigrEh1xJyuQhtBf+HsobPF8wbS7OqFs4w8Nl5aa4RHX8NplA++DQ1bQA5ypnFb6Ew3c13QXoLp6uJKj9+V3dYAvY8gwdNQF0hYscgIBCGa00pTmq/RPgUa/AETXMw4IGnHUM8FenV0ptODji+0Ve4bnh1kvp5ddruvMOxEjd5VHre02Ufr1uCr2H16uQ6O0nynEaO4cMgwXyRFY2ho7MxhuZQPbciiDEeimG9cHvmR00DxmowUaZJMMILtdjbjqiQvoB08Nc/+ATGkZe4YIx+YD33DMn+E7HZHkd3xLwIWqbqM5RXrwiBGPTn/Io/tg65lx0bO51DVzkaBZvmgYbP4IH9JFgteuA3uv0D+K8hu8IHRu7HZkF3rfQ8uYj7EdRUKN6GTh2XF6wM5jU1Fzg8TeYTmNMIiD8VXKI+TBLavZ1kxoEnlyytvb1IrzTBwj4iBRtf5VWRrVM75KmeD5Oznqq2u7eQbA92OLwU+ggc5r4nvO2Q3EJH1Lok2OpHScewae1G4cfpRhRYJbvPRq7uv6F2iefzrbDCVhbwkD4wQgX1t+H0J2e1uG7g2AEbvFv3cxWZ3t4t7MDuwl/Aup5J7GhiFiMRkFQbROD2o5ArXqI+T3vGXIj8iiA4ahpW8AxLR4cJ4VusNB5ErsG0mJ5AntoZeabuJ7vErzNgpTtdGXumX0qDcHbLbHo3saHOi7EagLHncsLzrJf9QCDfNOoAPmFZ2cJg/KOP94bwU9BEPwQvpXeziaO5nZu4T3p5MdrsDxT56l+uOzQ5+iHFgryB+iYs9PTYUO5U8rqDdqYzXUVJ40vASucpZB8/nmELhJlJdGU6iIdkg0yQsJ5/eD6F8vyKtCGKp3zgZRHnutE8Aek6IJuTIG1WhvqbJCdq/S3bbo5GdNlkpXZu0RR0MXjiwKfSbxtqfeW50ZkkDFiEMUI2LWMM77L742xXcseG2MKB9etntDpLL6N2C/mY2++lu0OArGAf2EkBc4eS5gsvpCPlDPIOydmXxVThHgtieeDpOBmBU7ihyHXQY3fjY0RSR5FyGQRpFlGjI0BcBGuw5ouEnJxAsPjnLGOlSA6t+cp+wve78E7Z/h+y2/ylZ2l1gceBueVevFR8tQF1QgeVKIPkJ/RIArcbQQEdoEeUuuX60O5CgQ7ygP9qSeWbZbf8tBA1G72R7mx3cgnFgv4NwZvzv8GTSl+FrNpRl9CZyGgkaJN8f7bJDhUjnbqBeG63CNWhqH4lGP7VxWqGf7ninaFSrzXZ2zdH2iu/uGemiU3kFP5Xd20TUInLK7pFu5ox0aQevjI30i00Egg39FWJHiPW0WYC6s39dsNXaONXjc/EYxLHBPLPsdl9hlv7V6F2U29pmBz/B7tPL94BnUz8S4GpN+oqGQbnjT9ERBjruPCo8o/MoAvRM4ouVU7o/UtSrdC1VuomnyUMnFCPazpGPSQMJNu2kSca6DKLf8Olyw4mvlP2h7LbHMX5JdggD3Wp2TrpdDRZrBG00Nkn+tLjwmHsQ6Oflwg4p8jFIL3GlB5IQUKo/Iz3qGwZGwjRAv4s6PbHsdkeIe/QuFdjdZge3YBzY76A4LI0xLs+HgmJ3UaEIGRRZIhtUgk8AyTNsimm992g2rkQXaeEkw+1jwRSFG7GNcqL63dzm3q6VjJvwQ9kNGtnhgKvkwIEWtLSrYVAO4Ls1SSe43KGgERMSEUxn3Sp0MKjEoosAFX/Wud2VQp6xrOU6KSh6ctkNPjB6l3nf3WYHt2Ac2MsAxywirEOh48NZRxmM/MKhBcVG5xQdUzaoyAMDKj4sJPD34HEkm+p5OiQk9iyXUZBBnNtlB5tpS54bki2D7JKv3vBqIuVDAUJ1uN1Ud9HWnbLbGSg7142PjL58lCH58XmzpJtHnjb1oil9MCZsu5b1p309mZRFYrHlrq38tdVufqpIevcqspszsAdG78ZmF7IbfBvjwP4EScndMdUzGoujBsc9lg8j1NO5Kl85QnQrA7lo16ZINjD/oJbziHWCPSvky86jAX1/Nu47skmGi85wOJdyOkE42YXTDPJKjmkjGq8X/GB5zXXukN1MSlJ1nSb4GDPQH7cBL1eCBBpcfBUYix7W1zwUPrZY3+mi3nlaBGaknxw0Jvvt6Hf3GEDBX4gKZfIispsV5gOjdzI2S7Ib/BjzQwaXgcqIi7WEfYazI2B44ah5vldwY1AwCoE0TJDTqBSTjYwaeSFgO+kAvU8uUicIkZzODmonI64j0suMZZd+LADqYn9S0wbtLHjS5iHo3Si7rYH6I6Qjmi7nTwtDWqcrMTYLvcNFz4mh7mCAwbs7Gv8yXxEwwiK0CtgiwGKdkpyO/Um239kG131y2Q2y/EbvCJva7OAWTHz8EyTDRIfVFf0wLDe84mRpvVU0CP+HxqaSPyxl0KzlaNXrpDaAR3bEI13OiFUlGynWwVc6Tt9Mzq/jspMOMoH8nh2hK/CIRaJdmOB4HAqPcO9fcO283iq7QTtDu6xFzvEQTmv0KakCyLtryscW62MeLio87tEW2WZqCxZAwzSkQ7rm6WVHhsph3dhFgj4+u+wGo3dIN+XvarODOzA7sFfROXMi5MQ0i7hJjcSSUbmxY3hLdD3a7F7Vo/MFNpOiVrwtkSbeHwbvxq5Ac9VfppvahT45LTTmtCMrtS3mBdMKiBd2cpNsbpbdzlCWndb8KGc1bVV2mXY0tqLR1tF0yWW6Tq14QFpAu/TdHutK2SUSyW8gmn48m+xmse7lNHq3t82OXdyC2YG9hHdJu6grRUy7hq68brwip3PKhnA4xyqNcbvzKmB0mHVMDMAehI9ARyEphctw0VJ8OVks84zIQwTr/fO/xKau+U/9JfqeX+oq9A0ifn7d9FPZbf9DBpJlV8b+zIrxj10MAXFT2UZFC9J4oIE0PHDwlOguGvA6LY+Wg9pESqE81I8gTk45GPDfzR/YtWeS3eADo3cNnzvb7NjLHRgH9hLepChr+EedQho4aF4QjDV9aMsjU6SNHpvkezvqOzmjomZnPlpqYpMiY0zCHcv2amd38C/1B7vc8WK5TZdttEF1khg0s4/gdsLx11Pmd8tu9x8yYNkh0o5G/KNgUPJVRNJxGs/D3fJo1/JzF9xEO2CTxb5o8cLgstuVMXqOutCP2K1RSb/PjsFSBHJsD9wu9uNJZLc7cANj9A7439xmB7dgHNhLeBfBVyBuhKiTEdmxU3g8Q3L/xfxgkOnVtoJhHeWTQUHbSLZ7xmt6wMjRJwRpJhaR2LFEPqKfAo7rceP3SG/5GopYw0//R9872QHfK+c4tQ/XH8tud1gjO0vZXyGR0S0ypKu+UKV8tkkkxTbp9bldWvD8gXdecNFL/Mn5nBZw7JNkWsj/y8luU7SvwkfvtrfZCfBuwZyBvQT299nTkoVi2if5TKspF5GcO80NnXAAk/WDg3bUT5+mdxbB8U6RrsDEoSdtjFKjTtcdrwPtMX9OCx304KdzatGztPzMeam+Unns4w9lt/1qrSQ7GFMRWHC6RQ3GrP2ks0hZVMoz8gLpxopJcJ6QP9RF1jujZ85DGXQLZOw0Oe2GRty/gOx2N4sVRu82t9nBHZgd2MvgKMujOzdmyndjDJ+KnR1bpEO+4d9C+b0tNzRi9WyDHTDuj2bjjWzNtMP4uT3iz6Bu53Tz5OJiSK9b9Oxb6VOareCqZ55hOb7KPbKbSUmS7Do99UUt5nLU/UPvcJe+2zEvwYo3yO3pWb9DLJJ20sFFFwMpHGccdzzu4nkG9dpg9dBNp8OvV/kVbKr2hLLb/YcMVvPI6J3UBney2cEdGAf223Cl1ay8yVglG5pf46diwUl7dD4mDEGzMeItGgvZV94tRT6gkNNv+wg0V7YX9amgSjMpER84qSGbSMr7plixecYJSunKuFN2uy/UQnLHH6QoegVyK4ENj+uiXiTpeny7V5O8kCadXZXTvOigzvHipB39rhvgAJTMF5Ld9isMz4ejd2Ozq84PrmL76eUSfh9nYEUkW5jW5xRlocPpBsRlZBGZabZVdJyYDSyUjNcNCCNTA6P0tpFPy217lInOJX6i35AW8R07qwZ/TZ+dBZZD10ejPuKrmygPfepo3Cm77S3pmMRxd2K144C6gq/gDPUHyqLOGWSsds1Nsi6xzjEPWD76wt1bLGr8ynEV4IlI0fWUTny+kux2Bvtao3djs9aUGXwL2y+71/CWjVHkVGQxymsiVBPJ50FpdkOnKEDPbJNs5FGOHN/gyXlxB+O44i5j8IYsrOg5U0Cfk4NviESjip59iF3WIxMnQe5rirJN+qjWyzRZaTLlat+R3eaIMafAhW3BmnHlnw9G3fByUc/tTSXZC+YjnaR3MGZC44dBD9ZBvrtnLMZ2w0hvGppdGqW/V5HdzohfUxy9G5v1auO83oVxYC/hXc4IDpwx3oHln4VFYwY7rNGdnvly5JvTNsiz8ypS7DacQqfhhYzr6aI+8IATjjt90QbVK89ovM0kg05P9Jcy0yQEjDk9VUlnXbsryj14W/X9u7KbSSnLLhLl3L3GRaAo2WlX5dUfPqOtwbiHDtHiEYumnuOHr/lSAIXlhPggRfls98YW9/7c7cDwW4VXkd3OiKEavcv15I/Xu7+17B44zYMvYxzYK/j1JhH9sZMTDqpJ+bnSiCIPOpGOTiAYZArkDB+AgCeTUxdFcFKgqok20GPnsBgsGF5yvo0mC8ttcoRdjB5YSGSs6bau21MhuXNdlJPdLLvNEeIAXeIFIS0CBumsCzwutMDhW4/YzTfJDQIvrAuof8xPuac6rd5bbqPwYrkd5Jn1znXrlWQ3+MDoXeVjV5udZeMWzNdoXUU4YhANtlcu70b9SX3h+k2aSKbhr6kU8jCKDd6JpyjLfcQrTEZKhfjLp7E8/myuCBitQTBqWLE6js6/0+LD9ijS1BejPoLznKJiuV92WwNlJ+dCZrIIcBo5u154cBe0UCmdLi8EvjApjBM41MiD75IUvjTTTDpGq04shKv+e7vOP8gjdB5lJJD/IrLbHSb5R05G78ZmRUXet//U7y2YHdgr+O1KB04MRpbpWeBZKQ+fhcpi3XJT4eTcQJBEXMlRNHcuwRFETxAnnjI5WJ5jRKQ4nk5D5ex/vOp3mjQpJD4liTgMHyeGNBECv+lIgea87O3+MbLbFRjM8LjimMmRpzCmXtHTUhCI95JF3elgOhsHaSUYwTEEu0S9iyKk8MkcvS+NrkVftPaFF1j8QGTXr2eV3e7rtNKcNnpX29jRZvl4w+BbGAf2Cn6huA5tRIUOB4sN77hBnWXHNl5teCF81tNgwyZUsgO8MAh83Y51E19c1/KEwLQe1cWjAsGnSDHywie1E3VxAUizxFkWHacuCMAy3AbSKjx9R3abov3e1043uAwvNGWgmjRfCR7o7ZrRRbpmvYt28No/fpC1fO2asuVDDta6Be5ZZbf7CvPpJsTo3dY2O/gRdp9evgF2fMBg2k8XtuFhdoSSU7Qw1hQVYpobcM9SfgWz6gclq/Y2lnZa3VFsJoHUBDn5IlKOAnhaOU6BDiRNMjEfemRrZ3/d8VVsC/my+2W3+06TyHLtEJG6WJSdbTnHLI21NnrX0EUe2GlodRPyQl8axlnvKD6KBNTd1rQsXaqQmuCs4zXx9ESy2xUsl9G7sdnBbRgH9juw+Hfex6vlLpqjdBGpu4Icofoz/IUhgkXyDmExVmgvlWscw8x0QwcScHfYn6NPmp3MAprcQnbcFjqQ5ExS9jr61XXenbIbS+r1hXdIlPQFy0aQBgFMGhTL41roeJq32+2MKOQ1fCVloPRQ+c52m0elRCU9WpJwe38V2W0MXANG7xo6m9psuy4OrmKW3e+AAy+3LT0SQom9EHtbrZckxagw0vXdV4Vnz8TzoIp5SAqdRiiCO5HdKxV/5iMPHYI/OyeMbgeiOxZQxLNY/EweTwTpSAE7/tz+jbIbSKu/Sb/kccDURRA4JitR+w4Knznrjul4+Va90uBCg0d6os9Vrekb5TvZru1ypOVVZLc5fD4UGb1LZXa32bGPOzDfQnAZbCwQfZpI/US7SP4gFDhYHN0p5kOdFGmSkXSG2TrDTRe6PrFzju0H2QfOpUJ5dO6Dptb5b/kKZ8U7EqYGEq2GLkf2d8nufSakJLskRgxSaKy6+wQFvXrQdKeXLX1kzBe5RX3ellkFMg/57+h1WbBoJ16eXXaDc74evatsbWqzE+TdgtmB/RaSx3miGNRhwUqF/JxmJOEzOn/F4iptZCfY0prmD+E0N8azslXuLtpeCniBH//ThsH0Rc8CE4Cd3eroMz/dGajk1wI9XRC8S3ZvK+FtApUsu9DfA2UjwrKeYLnYuWBbwLJG5bs2qGEPDJk+BpVf0TvkyZR4sHovIstXiNif0N1F2Xh+QtntjNG7THBsduK7mzA7sN/Cg8iwy2eFNZHzu0078kyHQXU7xzKlmZxnVrkPnyAM9HhQ7buK7RTSXWGk30TLn/WNf+0sOcrOQxepu5OlKQb4Q2S3G4o5NOMpAjJtoHBTzsRZzo8LNBy2JXXckk5RAFnKHDSRPrOcdne+oCfdjk2ZPlTKJ5WfWXa/e1a3gcm5TTR6B5fNbXY+9HsLZgf2MjAMOwyUD7aXg+4icR4Tw042rhSxmuRdQwpX0WHD6C5NGF62mXiSw0ddK+WIjvcHo+V2N7Qj2NDvzt5Gn5C+hMjTxJYmLM1ybOdckNFdshssZN2VK4qfLnE2zYMhPBuH55e9LKbHgvIFZlZ6h/fpTN6FPjHtpMe4iC7qf7Wdv7vsZoWpGL2T7W32q3Pl4CFmermMxoMq5yqLd5UjyBL1CaRLjeZEJXYNha84aYChhcMs0jrAUh/zl9HTpKOUHjut2Cd20PW8Z1YwPboDoW3qzyf9yAyedVIUDPWVyt4hu8EHXHYh+27xEpKxZJ0QaQIJv2oeDgyqEj2TpMOJvi+2AosT6znZNfJbAjPWD+w/6SIvZmpSF0zc4oHrs8puZyTZjt4lXna22cEtGAf2MtDj6hwbA2U9/qIYOUUG5ZPDiNEjG6mc9ItRKrADTrKJxLkf5xG7g/XxVY5hw9gGGWUyYnbONYsssjG9m/mQ/2NicvrlnCrwQ3NSIpnkc7fsNkfIBWVnkn+O8Vh4UtkjD4O2GGvLZSN4ogUsdlxI7z4yD/qY5gsdLnh05cULz6nzLn/SHXy2s13r+EVesP8vJrvtMXo3NkuyK2v34DsYB/YSmoMrjR+UnSU909DB8zOcbmTtK5eFcaczo7xIkMPrD1GU6pc1BtMab9B5xvZTRO3Fyclt0aVjveMRf4wgXlWd7IasvT8o90Qa+l4mT+pj4KuymwlJRHrZ4SLnj7HbzWWBjkE5rB820uidyKkfnX2kRcxq3mph4SCTdZ55wLZDX1EOGAjhgh0EXkN2c9bvA6N3Y7PI/gR3t2Ac2Et4E/CQJDlvySqUnCUvmx/ra/rOwEjRtdzIuSsLyUhagV8hQ2xB/LhDmAwYi1M/fLIIp1Jr2SIf7hcJKxn+IV+c0Fi2yE+a4HgClJtkNxOSiIB4rBGJ5TK82C3zjiAoxULajKuth6fVAbYt1y3iI8q63qH+LdpZ5Tlt/NQydRM3dgrPzya73VeY0bux2U4+swN7C3afXq7ht0iKIlnxk7E+AhkjvqL251IF63Aj4DCmYu5EsPE2DmXinyaacLYpOnXnr4vMeec1DF9PfrGOiZQJy5tM7SWmSG48i5CTr1pFd5fsBh/odCVlisTbBhwqVu8UTBwLkUI66lAEOF6G9RHbBFpBivQuYhWr/MTOO9AoeodyoLYV2wC+o5tGdJEg0sosn20CK38H2e2O0bux2U52swN7C8aBvYJf75K0MJwxAcVFZweiN3+W5lnB6Fqgw2cl6zx+YHDflOka4PIxCbCB6VkdDTKcP+ZRc5vlLBDyR060l8cJCKvFhKK1TQwqOlqtU3uH7HZ3ZhvZifQy7WSdJne6N5GQb9kBIf3CsskuscyDsUJ96vQu2mM9aXR7tUYl22JeVjYD5Z9JdnOEYPRubHaRPvgpxoG9hDfJX20lEgs3RppxuF0h3R0sydEdhoopgnQPzMhe9GxTBAwOnLlEH6uS8+Y3+NrHvE/Ude+HYQLm6Vk/tUOOrwhNSO6Ieh/kzOvsnZ1a7JtSOn5a1NtNExoQ/bHsdodl2eHYdcFQqso6Tnmud2lnt6HNx3m6XUAPepKONYvkpwsZtRv6g4u2nnyvFjAMjrqF+pVktyNQ1qN3lfa2NjvO7B0YB/YKfovk0M5vwXtFRyyv4rlacl4p4kw0NRtE68CZFMc67X5KLisi+WwnOJ565BX+uf1MLhKT8y0nvdQ28Nf2za+WaYVDz2mMTya1P0J2uyPpLcpUYCGTxiQwgJFaB+l2u/JIM9qwWkZknRc2ywsN3eCijSrYgXeC2LFnu/E67Pw/u+x2X2H41/tG7zLNXW12cAt2n14u4l2qpvrt4r7NP/5Fkkd6dqYnQ2SnTc408/oU5YrkNI6Y00/fueMJ/KQr9wWuSwcR+Sme6WP6mJ8mh6OfnBZ8uUz0nOCw78plgSb2S+S67N43n5SK7Fx+BgGL0JCrlPFLQc6iEYN7kdNJ6HbhmUjZWe+LfYwrjLHrTyxCct6HfTb8Rj09yyLPHfSVZLc7wNFpkkfvNrXZcWJvwTiwV/DLv4VAwDEDQzQB54nAu36RBsafyh/lkqOm50Tg7aucRoOva5iWG7JpTguWyKg5giyRJFyvrFXuDHIdbGcVlUeZI4oNWjgZsvy7NE+X+2Q3ltQDJ3ZEGf9jTJdBjZx5Kp+UaxSytE8LWPtaT/NtR8Mz2wWp0cUlX2BvQfYFZLf7GdjRO7iMzQ7uxT/+agaeC+8i8uvjNvSanNi0Lan5EasUL5AMz29KtkG6E1dw4ryYO3lNWgfnPZw0iiBTNS8HvJhInP1N9k0CKO1DxBvtHATDwdTT0RQ5eYyIW5u+dR63nQEGyvgO2dnmK/UjOaVzcK4zTXDGwGAQF56PhPM5zqqhXngZ0OekS3oGP74IYx2vao0ehdl1/aTiESB5GtDgVxldEPUystsUZQ4bvRubXawjg8uYfaNLeDsVPnYsRYoxY4TG5yvxdXTZ5bRcLjJNItoMwyejXUV+xbGw9cKCvzxyJjb9cgdTwdCBH3xdU3xKy/3ESDjJBvOwXSirAjLA/ttZFicf7FoqdoPsdp+UOrmEzkpeyHlxiEWoqecyj52eY+BiITIYf8+D9JPouQBigJSCI4MFEvqkmtvD3X/kuX3tCPrpNB8FQxi4vYLsdofLd/RubFaI5uDHmB3YqwglBoNCRARqxz0aq1RlDhqaaXE7nmZCbR7tpDoGRqmSDDi1Q8ScD6iWjJbv0ajTM90zfQZOJEk2ng88L+k2/DJ9AZnEhHOT7HaHgqxQNiv9wToYaKRyJPPQT8vlDGhgANONFX5DSGmP6rQLLtoj9+VRP+HeeVzK46s0n0B2b7b3MYIQz+hdKre9zeZqg+9hdmAvgT7EZWiMngX3ispq2WHyQh5deh7SiFtoJ+wTHAS0bSzPV4ycU7kHMLomaO47G7OnP6Lh9bzfHUvKbQAxpMl1y6TDDvsfLLudwLJrgwkcRznLLvGJjH1HpSwaXE+bewPdaRTTqE4KqKTq4WNGc1HmMZEAfVvReCrZbY4Qz+jdB52x2Xwd/ATjwF4GGh5FlfgpxWKPCg5TE92lPK10Ujo5iu78kX/28HV3az8UpXKTDZlw6tBA0dHuaERZLEfMp4lKc71PnVbPOxoviwiWP/79WHaDgJn0n9ilQMKkkTPrdZ91Lixw74tjXBv68RrxqBgBpJx/y345PYU29KSL14TGiFLg96DNQuPJZLfz7qvIOdeP3o3NtrIb/ATjwH4HxdnxK0eNh9EsLYyswOCKiu4klkZjUr79gM/s8PkfTEcaj8qXicX50vrMuzAW/wA+qVgtr3byhBNVyEEbHu0MCKiZk/9mhr1Ddu+7T0ywGGCwld5OHMCjM2XXogne4vVjXyzRVbwe99y2Ap/FZKktXGiRtkAb0aeuP1L1MfRUTl66cq8gu1lhPjB6Nzbbym7wE8z0cgkortDkuKSdRUR8OMr6fJHqXPFrdf5ieDeKh4fLvdkvlBGV8qoeDVVElhNQeqZrvDIScFKt0mXa8V2iR/87mYUMsA7x5P3vHOs7Zbe9JZGMOLjpgheRfqHg+yJ+MrjP1oSV3na7IfjLcWGTnQ6sbLhJU+LTi/FCyuRfQXa778AyRu8W+X1TOe0VZTf4CbZfdr8FjX9SDDLlSY7+YkcWld+jSgWjsYaWRvGYC5J1oYML0WLh0U6HLiJUJ8GTC0aZJuWMbipnTXmij3zjIXyWR6KtMKFYLargeCvJQEzSOeR4hnbukt3u8GAHZYdj5YtPmdcXjm88m9QzlahMpHc+Noy0wAGvWMDJFr6ZFtRNbVFwFGmNfiW+j38YkL2K7GaF+cDonYzNSu/4Dr6NmV5+hAueSzhU7PFwxGancSQn67iG32fZ4MqheCgftmdnvjovCrwhr0DXy4UTx51TSTwoPIehy+n0oUz4mUNvlZNOebVEN/4LWV5WkG/gM1W+SXafbim8ONLiwrp8gF//pbJdGaVnGAM8qmBUtwsquF20w+7VZKGRESYAACAASURBVLRDdVlncVHs0rVpPPS8K7Ows2eV3SBj9E7GZvE6+AnGgb0M9qBAadkBM7hxhTc5yyQd1rM+G3lYt+byaCAcrTLLYXDQNjpliZWmD2YwaXT8U9spmnWjh4mDd+s4QjaixxNc8e1NwrEsk0bDq9NkGl29K7LbFqxDx79WPNbetgmuK9zGQ7Gv2l001R05Se1guwvH7Ct6kOynsxXJfX0J2Q0KRu8abGaz800dt2Ac2Cv4LVK9HlDa4gjiDUZu7vxwJOukO+dopfAe2TY84A4oOtOeF685wHlkL1FlbcRKdFPfmkgY+Vry3TmhIK8ob9CmnA0Z17MzO2Th6XfLbmMkVaVAhOE75Vg2dlYkPydZdw1SJGMw5iK1/c9sSqVZ8BYLV7swNfVA3Wo/pde7l5HdQERG7z4yeqZ3tNlZMm7BOLBXEQqKESAqvZ1/mOcF2vM3Rs+o3Z8Yn8jpWHZtunH7vUnmV7kfzWSRJiPKL046OqLSG3QiY9nw20mCrul1DlZExwnLCJXBgOIm2W3/LQSSZcdBEdpELDgocxwPkTyWkoMaA5qsG+UV5YpPXjTJtlI94AUXZybOryRbW6AFLOSCevdKstscZadu9G5sdtaKuzAO7FV4RJYcmePGFbXbkUPjCVsEg45nLC9g+CLp05ZOJMp7u2Tg4XTB7IC7o7yDyO0nIwXeC4/AK6bxtyck2jCBxZxGk0Bqx05+yysqTayWHQDsZ5pU5R7ZvW2+aqPs0xix7GAsXeQhepj4cexc1p1OYpt4Df1p9Ah1JfHt/76od0wf28U8162YO6A+zxWJ1xeQ3e4oOnPcjt7tbbOdPAaXMT8lewW/jit+b6j6PzuVFEO6eLVB0aqntd84QOVNpHzR/+q4QtdWogdJbIzh9IETHn1t6nPbCuW5fonYvW2KlH1CUpANNhDtY4eV5JMYkphMBKpgyH6H7AZSdVZL1hkooExxnI6r2cc9fjVa7Gig/nA7pCtG5aJp0DvR3HY6GiO9LqT2uf9At+jrJ3S7V4zPLLvdYfIR3I7eydgs9GMCvFswO7DfQfkqJhHQ2OOiuTzbgko2SgQrdzFeyGdetDFm/u5TL8+vz3NoLRGBlmQ2PooyMVmprai/MmJ0DHFyOfoaEyI27fSIVHqtg+n+d6fsNofLM8SxcGQicPNnClLiUZMaJocYA41M+LzVdJP57NpNtnjwh2fbor7lYGs1/troI+puonnYAveX8Yyy2x00lY3eFcLn7U422yxLg+sYB/YywJvDxVoEnCUDQ8Hy8Cd4RTqfzfroUMFzcrQUJoNcpUTAqe2Dz9aBNCqPNHiWdnI84TTOfcdXJwKfrKJN48xmUljQwgg+8S8/kN3mMMmyw2MhiBLgpEiE5A3PqzHpCCvclLJgqxxwpQALeUA90tMePC+RoLrMoq3ymC7zLc8pu93RrRGjd5XwbjY730JwC8aBvQqjq9+jEWAQyeXT6xI3MndsMR0MsztHk9ojo1a6WflXblCqEudrV6/F3Vh5Aihne6DpR0ZaovOO/0U95yfRWEXVnyTeJbvtnVirsoOs875ZcPCVIduVk8MjKMk2iG7cL9pBGmhnqT1Oh74ZKzq1UQJMqod9Kbx1bTftPJPsdkcn/9G7nt5WNiuDGzAO7FXgLpxCWnumRyQpfTkbaGfdVMeoncNBSu3JGeFyXYSZ5FflcI/pQYLKtB4788lt8BWN2KC833dtA/+pPe4n14EJkvPK65s7ZTcz0hL4QT60Addf3OZIsQCmN3YUtLvFSmk4QVedBqclnikd20aaSMMk1/EjFfj6kvl32mnK0EwD059Rdltj9K60PTZbeR98C+PAXgY4Y77DiNEjOjrhZAo4pCZpVzU5RW6Ablx2Xu0gGG1pw4M3ClCFeokhaFqpKpTpdiLtQbl0df7AGTcsj/WYDrWJfKbmmY5SP7pJ1MfwRtkNerjuptd0NLAYUOD8/sgPwjE2kfTBEV8ocMjY3BIRqOs8p3TI83xF4kchLsdpSVUM0hc69Aqy2x7N/Dl6NzY7uAXjwF7Ce34MWwKHpnPmioEcRhIOVEv0NDjcoUUjTGTJKr7yGq81QpiB0C/H10WPJhi8x11qPgqRXiWt+JMsW4XCLDvsCve90Ogc1Qf1W95mFmrRvTLrFokC0HWs373Z4DzUs6Qfi92OjkesW16Df6Iv30GhgW2+kuwGgdG7sdnBrRgH9hIOcaWzOMffpwYCCh7O22Gs8RVQnXGiF+mOnzuD2tuGiSwNuI0QiUXckS30wRElP72lldpnnogO8pfKSRJBumnF3gUGQP9R3e/KbpBlxzsVqMZdeUb3OrB9JVgqSuzksE25mbW7K137UH25gH4R6a1LW0CKQb2K7HbH6N3YbPA1C8adGAf2Et4lRZzhlH1FKSkqxV3V4gnidqHmfBWqK9VQogoYcJDUPCF0rzr4lUcKbHXtazMPRgXiO/tUWofWAwOOzJ1eelYIAuAvzq3CFc8rlai/4fs7stv+l7h0LbtYhKB4jAkGLM2CwbIvi5PkMeRAJ3SkC/aUAhIMVCDIwXWqoNGFJf9g34nnhr9Xkd32sNG7sdmF7AY/xTiwl/AmSftwB7Z7FgFjxITG6cL8VIetvYly2VDinhxfBtZ1gzRvg5pM3VDi23IZNGLcLXY+jOVDaaVheFZqKPiFoMKOPzmu3SQoeq/sdv8lLkT67e+2AOgBLnIwvvEsktRfiC4uFLFoQaU4hiOSKnav/qIIjTnyELtMbIPakkpl0gIHhXnnivuYCT2X7AYHRu/GZhund/AjjAN7Bb+PHVgR+VBKt0Rwnlrnr9NYSOPXK0GnMZBUtzMgbdLQwRYybKV6zSQR5dFhxb6iTOAaO6qaaaHxBwmgx69+0sTFkwjNWu5Ydr9wFo404y7ZbQwlXeRzcGnouoWjG2ugHZO/nvcp4CDdSOmUlUxJF7QoLdVt7DztsNjJTyxcWM3bJB4Lc/L8sqOPDWyH0bux2U52D48mDL6KcWCv4BeK65HT8kkeKjaWLQ6W0l9D65HzxBEmOpfd7BDt4xWb1lRcYgfUH/UshmVwgoi8Fd/g/CTn9khIspPaF4x0OeLGNLN7ZfcwlN8A+G0MvmDhzkzEZHaWifEAvXe5p2MatGBxGUH60pcpekLBEtNKpoj8pU7ntv0hFlioq4eM0q4/9gd1HOz62WW3+wrDO3Wjd7m/u9rsbHrcgt2nl4t4l9MZE4jaDuCOIfo1qaw16QLpQBvbEiqL+SISk0V5PW+noeFXWjF/TgMNH9vFPkZELaeRpt1SzZODO6xYr8jJJwkw7OAfn5t60Xeur9A3AfrUh9tktzNYdgAUTVp0DMYIhLosD+NUvo7uGJ9UF+gmO6NFsQydki76YtbpnZMj3VbnN5PJixzaEcwLSnRaWTyL7HbH6N3YrJzlTUt3Bt/HOLCXcIhLFRS2WN8ZfRXDk9MI4oNGSule1o1bszGxo8DGxQbTRXpp99GdOWxXTmP3tBRJW26L74VoCfcL7uORJpPoME9w3hbJn+UAWWd/P6nzU9ntjE52PJ7dKz9fdFBXujqu+yu9OyswY1RW8/gxX/HcOOShrzDuiveNvoTeYZ6d8wf3G3W28IT3TyK73Y8QyOjd2KxU2Q1uwTiwV/BbJJSvKD9EoajH7KQpFEiOGZaByDbIuwGwQctplGjDeA0D9queNN1Y1Q2UI0lrIk9w2jiCxTSDdg0Y4v6l3VcsBx00opPmEDtlkCa4ow7LCgV1l+y292ItXVJ6eeXHjn8zbkjLd21i9+IYGKPqWAbbZT7iLYfnKRE60mLnSDItw2p61ot2ob3OTkQlvvMS62DfXkV2s8KM3o3NrmU3+BH+8Vcz8FT4Bfe8y8eObfdqIjwi6+v4g4ETmxxXAO4EJtJ2GlravUQHlPpgaGhA24gGvl6JJpgv6L+C0ac0y5Fo6kfDuzX9KA48tk28hrhxAuJ+/FR2uwMWoW5cF1XOG6vjqqlQraj5MZdF/ZFz7JEv1iWDeqjbrNOrtxQioKtOh5QwaCCPUJbfZDy97DZfqLsxHb0bmx0H9hZMfHwFv+EMbAolBSZqMDhVOXfnMEqTXKdT+DDMg4ZHeuEkMA3NhpYcvKP97vUN84CH0YN/gDb3HDUnhxV4a4lQf4LPQ85mUs4Xrejxa6bEK3itTOMu2e0MHGtMaydqmsBVQO9Mii31DTbO0ao8L4KQnhZf0PdOz4t+NfrC31pRFjckTH19RdkNRu/adiFtVbbw3fD7rLIr/Rp8B+PAXsKbhFPpkaA7liWoQqeVDEAE6DQIBSdHOUWB7EwdddDBTQapwBYak5KxkwEaGWjp48EPt5X48XYgQjWcCKBc3CvUaRzHTnbYVsmg2Y197p/KbiBVdse/UGFc5FZBDOq2y71b9Lo8Xkw8mXX40aJJCx7et/U4rVv0OjpHW11QhG8onl52AxEZvRubXfA/+AnGgb2CX5xATlb64I87PmDkKf2rcNorZxecwriuDNLIORZZGjM+onOZ5gpou0S69thueUdTYRLo/P3EpuY0d4h5t7jIXmgY7pbd7mDZsXx5kRMIGh4EJKiEBs/drnhUAX00Sk+Lo5wLjVF6ao/4Pgku+DboH5VVlfRjD2XhBiN4etltjvQ2a/RubNbbGeO4A+PAfgexw4QW00WCHBFajibLUQSmwZMA1EGD+zLfEB22XiLdl3OfkK6yaBsKr8q0zXUTm7cD1xCL5S60O7XM96rtL+BLshv0aGSUghXUc1wYUP9ocXg4BvTMZokZHpQUfeK6kM+vFBuyEgFtXyQHUKC7JRB7AdntjPLWSmT0rqO/mc3OEYJbMA7sVYRRcATqDg5NWMnpISPCowgicn6AiCs3hlh8vQdRHTpyZWJwHqTa3aNImY121f7KTtE5xqMYhWGhSYN44Da9H37MALPVen7ukN32jiwHDyjTLjCBsVm9OmR6XDaetR8/dh7CboGPJY3OVqXyzCrLtEUkB7qS9aXlW15Idpsj5o3Ru5y+u83uvl7cg3FgvwVyRpPeenTlDhqWOxQ5+angyKZ0CCfjy/SxIYM6QMNp4kTgkwAakEo2xEdrTuvcNZNF51R3tDCSFYG6GEJDXZ88OOL2urmBPioPOpR3m+w2X7RDToes4rUfTPqov2l3hGjFYtAtchQwrM47s63hGbZE3xmwhl+iJyL1mApFNaEnuEODaUCTaaMuvorsdv8eWPxWk9G743FsdvzXezAO7FVEVGc1LeDK3jivZhJf25Gizca42YlKu46NkxxV3aDQSsDB5B1N3A191D/cIS0OZ4NVxL6CLh46g4+JQ3Jmt1vLeVjnLtkNJMsuKS84tHI+i5y6rDTeH5lnGV8cwqxoLNN5M3pOY+tswqKCep/4hW6wroceLPQI2VuVTbwdz+nNxgvIbvcVBuU9egdtjs0Ofo7dp5eLOL5GS6QqYIn+PN2T2AC0Kjm/4lg5YUjLoF4qJ1J2bpfOlpfzfpiQlZ598OiXX4OwUy35NiafVF6ynHynk/kN+WmWDdNI9Br61j3fJLvdd5ocLrskLuvlh0FIsh85x7vou1UaJYCihXLFCwZA5bVeU6Z2QIrtdH3EBbXVN1qkuY2nl93GMLgZvTvrjc02vA2uYhzYSzjEFUZLBoRRKEZ1KqexlTmdFRnK4OTABi5Ab7XTGTxQpJma4z5AWTRwjlJVJX0CNAxTcx2OiHEH09uO1yvg3CNN7HcXJXMZZJTHAfm/W3Y7A8XQTeqf7YgrjX27AGAd1xsOALmeEj/a8LJIS28cOr7IJpcBJ/DXleleuTKNjm5p4+8ou8EHRu/GZpv1cvAjjAN7Bf5Tsmi0jqSQbKDS1GHHtKMLxljO1HRlnI8m4m13P8EBducwjjrULlZnF2kBPzBflbM/qetaJwsRqV8szROfVTrsaJfd4eZ6p+zGkmQtO1xIjPLk1BMOIDi9zPmam0z2Y31ggnz4TkvwxQueAv/NQuu8hY5b8ydNGazfdux1ZLf7m4k0nY/ejc1Wlgbfx/yU7BX8ehexX6TUbihdRGWQzI5p8Q6bukAbfTeVhq4CK+xAc32YRHwXVfkqp6G689g57sgTt72McLn/mi5nMrfN5U3iPHE43VpFmfrb0LlFdpvPSqwbHHCwbNM91kUFN5It6g3rREPD7XSpk1abDd68HNl3Ululfj6AEp2yQ/SAx6eX3WD07ig/NjtmcSNm3+gS3uSMAlXSJ0zbKA0B0Vf6ZKOVIh9gA7OHyThHJJRXuXDl1+NLoyLiaW5SSd/9lyLcxSRhD9KN8nEyTOJaOPYxl+JEA2kpr+9ebhuf4froaMGO4B0T3BUXzeNRdsA7Wgb3etpcasuaep7Mgyvw7Drh9HStqw/YzDvzXWFqB3dmsNjDV5RPLrtZYQ6M3rX1d7XZcWBvwUwvV4GvvVMUilGmQp6eBg1JQDDXqw3SFdMXoRwbzCMnq3MAo6oBv5brcADq7Sp00JwXdm5owkhOZsevgmP6ST86J7SZn0rwgH3Agl+V3e4zUnJYD9nykQ8vF2OyCE7Ug0NtdEyovoD8sbDmOiK0mECb3RinII36gHyibmJfmAfGMriTs4+Z2HPKbjB6NzZbZfdoXRl8GePAXsYiouL8Eq1R2WSUZERMdmXEQXuFL0SoEDTGtZwnEim7pmGrlo0/HE1w2JkPw0mMHPeFX7nsSrvbTfkCZfDrTm6V3eYzUtqB5UiDx9/W8Vh5dj1SKoPjfihd6DAtJJiOAdajgCixjgVZQbEvtICv9PLR7k0XvHG5p5Ld5nDHZvROxmYHd2Mc2G/BHdKF1mtnEJAQCq2ZDBo6/qFD6OUe+l7geDbs1baa+t4GOqL8mlikGnbxWxbGjNdVffYUi5NEt4U/nyS/MEEFrR/Kbmew7ByfHS/ImVixr+80ut0Mwzpa0zNj/fPDBcd1ydt+YIglyxb3kmWiD/h+atltiFYWo3djs4M7MA7sVcSPEKBHpOetO6Up0jRI01PZvap/9RR/ivH0Ik9asaOITtbC4WptvTEuLBA+4xecVaN0tk3cHTVKZ6+99U2hDJ6pDd+eZF8cYpxUgNfCS8cj96VJZNkNPsA61C1WCjqPdfwhztFJHnemww0o1SlvPvAeFpbuTUK0wzyqpLcIy3NufK/1voW9kOwGIjJ6x3yNzQ5uwDiwl/Be/K52JzB8Tjsf0A8Vk3CEo7w7gXrmMwwqrF5puBOHu47xNVRH3dXCsvxwVWN0PEmsHEHlRM0TFcqgTB4wwfgkB2TylSYYnky0SeM+/kR2u8MnaJSdyyt9kAMmci9rrEdNoOTJKH/c2TCoX2gCL6F6oEgpOAId8XTUb84XqIt9YF1W6rdAOUyP/r+I7Aajd2OzVXZjGrdgvkbrEhp/Pyl3JMrpqLlCU7nyVVIANBZ0nOKgPLSLbYZRMl03HG/3ZJGLhdEptSPEMx9pWDnyYbia89iJNznlldqXWjfmMYV+KJUlZxYP0zOdO2S3+4xkJqJsH6tFRrK8k8ND46cHnSjL+Xrmo30gFG9Iv7AA8xrZbN+YbrkM22vwBXlMN3WxofnMstsdZiJvx7fXjN71be1os++7f0HyPZgd2Cv4LesJ2p1N/IR92YXAuodmY5Tok0ICGQyWMTaaWiU71SLt148Yl8Xmm0njUfkUxcLkxvlppw6KoYPO9E1qf1oadE2OfpOXnpsyX5Hd9tAy1Gli9+fi/H9FgA/0KNr2hYdsQpTKL+jY8Q93k5ZOGdqfNs/YPirjsUj6LlDS8a4/LyC73bEKjEfv9rbZsY9bMA7sJbz3SopXV2SVs6wuItVUH+pynt+jfUcbcibGPfJH+e4AYzd4jkUHmV+riHz0hw2THcLUPkw4LD8GTmYKE4m3V+ZFO/ORhgGtjme1e2W3uyeL4yx4fywA/qpNRfK3UCyAC0XSQX8GGomO5vIx3rA4cXkuV3iEMhgMxf0jp80XMSwDacW/Qf5eQXaDD4zejc02TQ1+hHFgr+CXyIeyggeTjFb4Rj4U2o2GHUPN5aI6EiTjReMTpbziVQEZcEbRuDDf66LhJmdNz8kHnV1/7iYwnkyQb5zI4qpZPt6+clmUgdbJxCeOVIfHBWV0h+w2RhoTyXoQjr9SJqJZSGLslYqRXnRvPZZvSlCRuFmoh4sUs92teY9X9tqmHulF71TSTyk/u+x2R8yDo3djs4O7MQ7sJbxJmZ3DyQMFRusx+1DutBtIDtdSwb0N9mCpfDiR7hjy5OBt6pmG0fDCjw6nhPPTc5PvxpucvKZrPpGV6FupL+QAJ+fZJwzojFJ5l003Sd4pu61hVbYiErsXLvtYrOQc6xQQQKAgFChweyF7oB15zcD4a8B0jg3sFhedti+Sx1+EeGjqxWLOugdywQ6aSP6J4ieX3fZH/XT0Dpkam+35HHwL48BewntvuCISr7zZ0UnnejpPsTEU5XJAU5mOtwPPwYPTsjyZ8Ot53OLEySE5oEADv0LMJ5hoS8B4m257+aivJz+eHMcIqG/F7jXLikh/yOKTCfU22W2O5ORLvscgAYMRg7JmtZ5I1qPcINA/niNIEaAB+ixa6TsfhX9oiscfE9KbBlvTRxrFnqA/KpI+LPjsstt9hXGnZfRO/lS9ewbZDX6M3aeX60DnVUEr3djS64wj3VB77TSctGvr12I1Z1nFMtCmSjaILqIsBozOptOAyaQ4oTQJeCdTfc4DBnDSwYmsLa+5b5Cc+pAmyGM8FMuS9xz9kPtlt7sT6xN3Sjv01IchxgxsJMZrMdZJ7/BKNFJdWDQwrdUlSi82KI+HFo+UlNemcN8+01yBBV5FdoPRu7iOzWYZDX6KcWAvoTlCYO7EaBOd6WnM/on88H8gT4Bk+Kd20ij0BOhg2ChSItqUZuezIzmCNOngDmR5FSJSHJZkk1YzSj2txbGtkoeToJ6Z4XBDudaZQpZQ9nfIbnP4YoBjEDskIN8o/FWiSBfpfJHGyp9apTPPXQV21tNi9MCB40WL37R0evfsstv+CAFh9O5zbGuzg6sYB/a7cP8HX1HjtTte4LuEySEjA/eoM9kJOGvY/goRXX6xL+HHseEJ8ANOKJfvJgB+LdO14/SCLkXFxc+FTqETnOYidJwoLdVbTFrfld3uiMBD8hiuCn82DgweY7xeWYAe0fsKA51+JRpfUJyuuS8HQ08mu+1XmAdB/ujdot4GNjtHCG7B9tPLj6DxT8rOIEd4KRplOp0VcOR3/DOkBc5bsGENPXeenRc7k93hiLOsfmXe4VrOgEp9TkcpuEuUl3Y3gXb6Gi1/ttykQFqcQWb+9Lx3GWD7d8luazSys/h3PMN4KJVZTejG491Ba5l0zg0YchZQRdKZNBxjg/bJhg3yU9+h3WiHaLoMki7BYov1Un+eUHa7w4+Pjd4RNrfZwS2YX+K6DPuYlPSREh5KG4ZxlDeR/GEldLZEwkDSjmPTDjuC2Ca+5vdr5wy3eUq00Un2ifi4qvdLFvziLqpBEu+icmTMXiXxxXz7RNL2qeH1LAS83iS7ncGyE6ky4mMhCmkr8cVC1RRYnV/DvJSOekQLC77uizHudBDrdUw/atcXTbcHLPvIFoiXZ5Ld7k6s68noXaW3u83ubhs3YHZgLwMMwcCARJvIkwwDDSgZuU/2R3ryCuEZ86MdpasToiTK6gGZ3W6aGzJPNF2fsWI5o3REt+54inzdmLn8owkReUsTBjnZt8huc6TzybJe3Lzs6vhJedUoYCtLggt+HuAzByuphC0yHrXDOzFY98Ei+hmeTXaDjNG7ngbX7/BKspu15BaMA3sFvwU27XynlBwoCNbORC63MIaI6vCKRcCAg4TVKjF5NAbp37uqVOnRedauG2mywme4lojYszlqZRpCwYCtJx3DNrWyn4Jjl58P0p2y231G0io7k7y4+V8644xBjeRdFZEq1qiPdJvFstW7BfB1d3odKJlfpIMBJAeuqV/yeDFP9VBu8hqyG6wxepfL7WSzE+TdgnFgr+CXnA4qn3EVMkp2glqHqNmtTJ6iNX+eZWc5parOX1pIgG7Kw+Zp66ztghsgGXjQXOyI+oTBDnDwodI6m8gz8rR8bdPxLLlsBB43ym73GQntIvQGZOe78G0QdhBAvWYzcH3jxZLPnBe7y2xUvo92kQ4Gkr7wht55PTuv+CYhWCM+VkEO63wESK8iu0GL0bu9bfaRcz74MsaBvYzGoYxf4ZDzqpDA54HQ2ATvsTzQRaIG9x5JYtt+z86mp0VTNIl03Yx+eD1yOtnRS+eCma5mWt0OLNeJ8pbTysRTmzr5pAK8y8tF7pDdjnB9cdn5AoMLnMD9SnbdmEszTkiPf+UO7UJYLzPJZJuPdlySLWAdKhfPKmWRSmV5wbbTLvz6CrLbHSsdGL2D+jva7NjLHRgH9hKOLzWM85zouIIShyGw8pID6GXwk6opiiPHViCKUyiLr0OwihsTOmo8MawMloPPdiJy/o8+mub6CJxIHk5OUieA9DrIarnlhCRJdIXWnbJ7nwlJRGqAIfSMuyMiUmwC7agsThyMOL1mcejGWSSPZ/BD964nuPjw2wZmKczWmjyrzxj8Oc2WJyrzbLLbHSsdGL2TkrGTzc7mxy0YB/YS8IcMRKohWzYgYYPWnKci6Zec0tXLk1ELGvVRNhlSZu2jTEk87xN5q89RFB1reOS23fFLzSwmEnTIkZ8yQVlmvfBNXUP+kPWY7KDtu2S3uyUVMZEOGBf2MQWdEpH0qi3GFRaONjgxCmg0t4mLj9M0qFf6ggsyNYbtMLhO+n104CdeO1Lll5Xd5hi9y2S8zs42O7gFuy+7F/Eu+bzOoZgcxQXACDkfIzyk2b1+cFoiEudsV+dzHE43OZTgEBsZKNLG56Cl2fYe2SFHv8ymceXPVjp0Msm5ddmyE4rBxcrBfdDcZdnt/otDySQOoWMwx0POaatXbSpJ9OfYgfDLmTisozk9gj64DHb3AwAAIABJREFUf9Qh1itsBzOYR7win7LIS32T15Ld7hi9G5stsms7MLiIcWCv4Peb5Ncf4B15JNc5lspeFDq2choJF4tm0PDlgQEDW0iXdz2RtjBtNljguY1kP7HEMnmInDu7el5xp5NfHXVIMtJaFqN3kX5CeUj3ouzedl+t7YHsGp3hpFXZ2HEhPX3AxicJQOeTAPCn9B9WhgbwfB4v4K8ku8EHRu/W7PUJQOdVZHeBhcES48BewS9OAO8oOa5NWGdNelJiPQ2B6ZQzQyuvDJMXO77Biz+6Aw47lqm6O4LEM5frdlyxHZ/QOv9XMQ9kieeb2HnmOAGDgPSa6RO+GN+W3eYhdewwNAFPej1oeRw6fUt5ZEPlj3S3xI9Aj6/tryTZmWeWeQygThG/RedXbcMzB0Spb08uu93fTDhG78ZmW74GP8H8EtclvEucg41XzEoOmIEjirCznijtykJ6WLTXEciXs65J3mUs1XnX03n2+goTB8wgnW+scvLXfeNCOkCvfdeDd5QZd9WknEFK9aCtri7Txwkvymuud5vsFsHELohx8cWBAzK4KtVLY+Jy9mc5b3QxcOVDHg1fnFdsFjKK/sL4Fv1Y6LzndTq1Kut9Ql6eXXaDD4zeZXq72+x8yPEWzA7sFfwWOc+gioCXJKexwCIuIiVkcydIFByg46KeT1XdKS4fbgI8WjiQBWL3dLihHF+Db+Az8jXfB90H/OFroNUnRTFPMR/bw77pWYcnPAXG277JGl+V3YTWGSqSgi6RrM9RjvUkKQroG6XjLgzW6Y6SPORTaZFFHtGmhfKAla7d1H5HhxVwofvPLrvdsZoWRu+aNhf0Ga8gu8/6OPgSxoG9gl9v4EiCIrITFeAo0PEgTQQcN/QYsc5XPC6/dScLosHiCEPEiGuPEh0GOpbFnpsJgxPwWw9wQkLHk482xJdRy+msYhfQkcX+YZ+Wr/x/IrvNkRYk/+fyOZ7DVmjxwSMfDz/81+RhYIF8tIuT0djT4oS79WURwobB5ts3Bl7sgV6UDzJy+ovIbvcVxr/gfvRubDbJbuE8Dy5h9+nl50ClT98mgGUs33uxlcG2RoR0G+fQjaLwonWyMcl8sMeKvLEfgvlYJp07Fehj1xWccBaTl9PkSDvOObGcrPIc0MyHR/B/hOx2RVrMYABgPk+6y/oiUM3zWO8UxsODO7McCBmV5aAkFhV0LDo+oS9p/KmhCIik0pJFXhw/gnQvo8DAK8hud/h5yNG7sVmWy+DHmDOwV/BbRP6BxuhGSBFdmbd9ErOzXvrZVldyjeLnbHDcuzHguVenEz6UTwAKRi9kLJp5jrNCVsuhU5d2HqFPzl9nkGjwvHNp1BelviP/Jk39prGQgzX8YZ+PMnfKbpAXm9BR0iPcLveFpJXxQXD5utLzOD8YWddFO1XKE6bftb24TzrsDXAZKFB0EhbqV5Hd7jtNaW4bvRubPfLmh29uwezAXsGvd4rUVNInDjFSE5HTiVo4UK7QvEMYdcGx7RxAp8P12BhTlMlRpeYrFKmvhYGWd4d3LvHVPTunSIPbK5GrUCKl0TyVi8OE1k6a7rzeKLtxYkl2tBAkR0b78Yu6AsEBZi1kXNIfOE+sv9RsyvxSe7ZI5wYe0YCiEeT685PLbr6F4AOjd5+kb2azD5oZfB3jwF5BfA+sgHN2PMSVIrpw4DpDwfKanT2RhhbloWMWDmMXQQKdYMXOB3ZEw7GW3FfmITEHPLmDx+iqogwj7UF0jNF8ukLf4pysNuWRlxtlt/2MRLIrCw0EaXgEo9OnKG95mHnXh5v3sTEoU17dfbU71vBGPHLg1S2gTCP4Qd6IQba9l5LdboB57UvFR++2sNnd30zchHFgLwG2EzRZKVw9Tc57NpSwD3ZsDS6NgyYGio8Gg3TRUC0XdT6UrrgzHKw1k03DzskzTDqJvlRjxdf1aeLq6IukHzzgiQ53uU0kjgYUXtHRRto3yW77V0IkO5Z3BHlyOrjtl5LbWTY5wgvl8DceMRQKARnRwECDF7KyJrNtAg3lNiWnYdlO973vinqE9vNCspsVZvQulZM/R+8Se39D2U2AdwtmermCX2+SHUeR5Ki5EQpeIT29SgflZ0MPZwqslY0Kncc4hwP1fSIQSu/unQZPPEZlfYJBpy92LzVsuvCJRx6wPaSNkwu32/Fc+guyLXPDozG7SXa7/xIXjl+3y9BO2Is03jXnYCIVpxUIj7C0ZTFgwfsGy/a+WpbLW1/OC6Puv6LstoSO3pXiY7ODezAO7GWAsXaOknKZQ8PRwN2AI5JDLw6bAq9A8SrVQNIjGF3r0HkZduyQmPNnQGPRb4X2khN85Dm/6Pwu+WFHmmj6hMETTZcWIteliGvaT2W3M0gPVsc3HsoL5erBBekdv6ZcEcUgL70GFAispNdJz8fnaFNr+xhAPXo9+GjhNTlt6ZVktztG78ZmB38IxoH9DuK1BlhIGO0qXWSp2IkeFzj+ksP0iUUEObJYnBw4au6aj3IHLS5jXAarKZUBfko37eTHcNahmQO/pQEnQe/vaqZIAfWCByD3LdntDrMqO9QPxEN5NQFICUy6gAQCu6Q+K3oN7dWHRdo6wEsqB7pR9PxBx5n+K8luZ8TcJKN3Y7NAd0128HWMA/sdRBSIafCcfDB3Pn0m09PocHcyiADQKQZ/KZ0hLUCHSnMRnxy6A+diknZScwFqSnsDDB7B4Ua5rHZlUlSt60kj9WXl5JYwP+ctRB11viu73YGTeSxMVGb1SeDyCIHbV/QO6ft5t66NlIZBJtvhgvaK95Lv7NIim84PFuFQ3Qvt/91ltzNCLKN3LXa12TGXWzAO7FW0n0IUyVGjr+boZB3P7oCKSPyKSHdwXAwcVcukoo3O4QRPAp3eVKSJcIV55gJAE3xxZrnQZ0cwtdnxxRNgQ19E8ge1QDhdMGAod6h3q+x2d2I72dGixHqBeRwNGpaBIt24oN6l83WdIjVbMrwIdrbIt6tPLndHS9oAFWw+9ZXpPLnsdv8arRDH6N3YLPE1+DHGgb0KfxWi0jiqcFWwXHR0FMqhM1oiSTTULh/ohU24gZFBFodihW4SaCYrpFcCVDuN24QMXqgfDf0yMTX9cCcXHWl3ZLsu4uuraMdult3m4KAOP7TIuzBJzE2eiKTXikEPG2wWsDKWfi+wWDEfdtZHHUS9i/oUKJnkP6xb+IUyeGRmteP0KrIbfGD0TsZmm7zBjzAO7CW8g/GAcYWC6mGU2iusGywbGuatYPSQFgmDez3TmNeo7nxQg17fy4hK/HQr9wO6lycUchZ9cmCn1w6++Hek0wQF9JXSsd9pd1sqDZaT17lTdstt442QZKeSFiSUqYqkn1/EgdOzeNq0SB/OMDmP5jg91DuF9l03LOuR32NAif1w/pw2nvHFKqS+OROfLZdlmbGMXkV2u68wPH+N3gG9jW2Wmxt8C/NTspfwRpGeK/hhLGlHFtKSkQo5dX4P0WGJAp22SJkYVCTR9TLoSLKxlNcjR6N86B7pIw98LXQXz5wGc1W0E/1p2lvx77ylCUpTkZg0/ijZ7f6qNNDoO34LBJbzcWeZxsLSjJn486MVAG1xVZ94DD0Mph7UoWxWifYDJl2Fhi4XeQXZ7QyT8yv2Ru/6NuWot5XNjhN7B3aPj78JjATB2QrlXxmhVMMRStODfmoLjYciQzw/awJO9ZGA0SJHxFFJe2PC87cR0XIUzu01aWis6Qplux3NcqaoK4dRMkTCXX/SJGr3yu5tZqOqB8d9O98vxj3tmhwG0ZUpWyKol5qTBa9GV+ZfpWTw0RLPb99g4L1KfzzI8q1xxReS3e7AeTpduczoXcfGWVdeS3ZlHRt8B+PAXsFv3GYDByds0B2kTkmPdD7nE9nkFEVZcrrQC45XFHo6X3wgHtPw9Xe3k4gTBr/GF6QjUBcduyYtJgSokuRFzn4bAcPkVs5FaRZP2fUmWjw53iW73Xed0kKijYyE7GEV5Gme6HVRRngccOwsJyfWlGg86EvHb/SDKhrRUpH0CeYIBsnOuH+sg6k+8fIMstv9zUSa6+Sa7M7Eg9bo3cvJbvAjjAN7CYe4XGHdaHD31Z24eK1N6Q5/zbCKCJGOn0NNDqacvHBbDHT20H7SLpmeaThhrI4BpEhSc71HKDu0kvnmIwa5YeCR+pV4a+obF9WbZbd5RN11fymSZmCW8rf+usrHALAr95Vx4jY4uOK1qtg6KNujRazVO0uXhrmm7N9Ydttj9G5s9uFCNPgBxoG9gl9+Q0poUiPMh1dw4NgwkvPIV8+TMw35SA7k4eSGs+dtosNFzmLQJKfM6ZhIOohf2hSYh9CoaaJiPtOZIOabaKcbd4YNxgCy+UMDqa80hj+V3eCAnfJIAZovGCLt9/xG3vEneo5pPKNOMQ2gjddSHmzWr3FvsLBRG/FsUn9tCG0YntmeOS/12xnRuLyE7HZfYbq3SH4dvdvXZmfRuAXzIa4r+P0u8o9fkg9pgyL697qKiPCOnZcN34ecIK8TRdHxQgNSMCzJBoevSeI1umajClrIH9yjwfL7FYU+Ig/shOJrd34nhO1E2jHB+GH84Jt5NugX8nmUw4ki5AYTKNLHftwhu9/dJLUTfAwVxN7IDk3EEwzHnewCH5NuenXI7N4A8JuB9Exthi5kFoLvVIfbaXhA3oImLo5Wy5bA7QVktzO6eXr07szc1WYfvfUbfBnjwF7BLz9CcDyHf7YwALYad9LYqFun9iiLBZTvE/HFZCB9+mqR6djHsqvvtw2esSxMdA/bp0koOaok245ckSc5o8x3wQ2y232nSYTGnhLSzgaNhZaKtQ7TL20vMleLJyZHzBkKuB77ZfuPGCS7CP3udOtof7WAv6LsXhkxNY7e9W1+If0VZfe+++HwezDL7nfAxmOc98hpAyOICNDzKaIrHqRK3uWFrPTLVMCLO4Ru4KUQ8EH+cg/N5Rpy0QcuXxvNeek10CI61a5eQ4eaSZMcJoncI7v3zaNpXlzSzrWdk3wLTvc6nKU5/yG6MpDG+hL2drT7kN/P2v0kraXdKqbsJbsXRLxmHr37++rdXyC7CfBuwezAXsFv+ZBY6B5EhvyaI+ETh7akL6JbkRrNcbGuKu9c4ivw4BsjzlRYTufvKKMm/Xfd+USjTZtYjxxwfKVSDBtpno91F1yAR+A5+KC8Vk4/kN32oaDW2xKMgKBTGSi2CgojmNCqIzDc8cDHbLhtbM8gXYgON7LSwegD26v0uuvlunUsHb15BdltDpTR6B3lYx83stk5PnALtl92L8E/xGVsqXIaX4J9lC2/5iRNWayzSI+6WEYlDrKv6LJdK2Q4304j+gKTBNJgpwQ/xYmTCjuvIlLOjuKt1zXJ7fqkEDRxMrA8X3AH/eB+TD4s2xtlt/sbIZZdnDGWc8zwz8eCF4Nm7j/vF3qncOW6foN8lHPNmE56qUTPTOJniIMP5MVyH7FTWM+/z9n1B+F1X0F2g9G7sVmpshvjuAPjwH4HySglX3NBMEAqh45QqkyOFjp/2H7Sf808iZCBWb5lh82Njo0KDT7O+VAmvsrhA/X4QTQkb5Lb7yJg7kPnEJf+AR2fHMsEyURukt1Y0gfShw8pDYMki39YUM6gQMBuoF7onQjdZHIpIKMF1O8ffZAC+Ui22NkJrdzlk9HEX9qVgn5xH5HnZ5Xd7mA5jd7Jn6J3f3fZjf96C2bZvYLfTVo4djRjF8UFw4yIzMDAoJ7bm0eHWCQ5BlDeM6M8RaXOhx5Gml77GPSB+oX3cVYU+yAibPERybLH6vkkM4x8UY7F2QRZYOSN5SISdv6t0vC6d8pud3QBQloMXHbHfZTlcUT99yskhN7RQpZ25v0ZjQZWV8/jxRFppd0h0DsMrv5/9t735bbsOBOr9bZmPjgQQgjzDyT5kvmQH/bkB+OW7kTWGEU4wTiK8BjHCcYEY4ZgjDFmEBaTwUxmguMvMwnOxDgkhInHcUwwjmNs0TjCo7593SNr3EJMTCOEEC2NMEpPq9Xqvu+pfHh31X7qWbX2Oed9d6vvOaseuPfsvddatWrXrlr1Y+1zXptHqa0lNKwvyopt3+0M6F667GbfmSi9K5sdya7wYNQ7sOfgOZGQpTVZFd4VGIMi02YIjjDgQ4MMFcMW6WIw4FXOQbAlLdh9+MQ2gcWDA03f6m/rZVxsskXGDZWuBZ6lvw8hmuk7phL54fs2+HtL9GkEjEenuafsJvfUoOrrIm+yTp5VJ3uV4dreyVokPMfuGjET9BedF45vgUxwbMwU2yHvPATnnvUlpyjER/ilkguX3Y3MbRoqS5mo9K5sFobO/qXfnVAV2HPBWwzDgGZR5M5g26rkIdiVJUNFQ1n6ciWSA0poygNo5nd4c/2ClC1Qyp+4+GzM10bdNPZxcjRAszkT4DDmNeNxL9nNjLBuWzI28myDZ8CL/1BPWny22Rz4vLtkycgNCHTtGq8NfGhKM6wVAx3BPlliGia7MNnNHLyK5LpSepfPMZPNjugWzkIFsPdBGjgKGAoGl2DA3UvrptxQ7ms4Bo6z939C4MVGqLFPdx3alebAdmNPl85ZsBf4Yvr0yXzbJFyJ7sawbFpCW4FHrA5Ae8bXHrIbr8yTIJENt2G7X7eEjRZ0TZ5leObLUOuX8ZKegg74eB6+EGd7Yz75XjLHONK/MF6pLVtgkvkuQXbTexgoPpTelc3OXujYGdMvL+cBygm81RAqpQjMTgdZpQW86fZINg/S05gFY5v1DWSBjtmTv/oAxs9V3yay/owW8oX8OsFIH9txEQvbKi1eU+AxazceOJBeB8v6rVE7hgXOFqm9ZDc78Dnx7kDAIq/OucGnOSN3hEgPnZGs/QI9eM6ubziedUwjTdbLrHSErxLxtZWhlS+bG7dLszVEpJsKmLk82c1egS29k/dE75512RV2QQWwZ2ERV9BBysRCFirxWugLnwEQ9fliQMYaMjzr6xEEzUtT4HGDPmyQQv28PxICXht21DgOCTkNW8S0FwHO5SQ1LlwmOwxAFQfYHC3yrTBmV9kNI7Y5wFUO1VyuFvRvOoS29gvBMNqR0RLoo9I5MtRdoeMtXRfUMyEdBV10nWxAr/VOlYZ3a0Tg+YpkVx5mReld2ezRgLdwDmp5ORu6Gh6ikQFYnxAwQV/8HG1Dj74Vz4Ei02Lj6MbDnGhccIvrMRl04InafFzrryHLvojpumB1gTGPoVXNFspMBtn9bgboO8puVnAu5s9ngJbosLcNB4GzzDo1iQkOfmY8D54dJkKpreI13dAppXsh2wlt5K2vSXaFiNK72D6jzZZp7IIKYM/BrcgaiFrwgoGp0AEpdQj6qI8bGRlFjO4IFvxREIdBm8fGEGHw9r3fg679dGRoCz8h4MRb0rgQ8fgQBMK9eWDOMlC6R433O1oJUpHhvTFdeaDsJkdQbXMcIqESi44pJEnWj2hiP6W+4RrprCc8oH+kUn5RuRGvM8/Zg27ED/ZHp6Xr/ZyiL9cku5lRelc2m8musAvqZ7TOwXMiYkFrVvkTgesW6FlQBNc9sOM+RoKDpOQaVgHD9Tj9+glBxXAbhvmQni8LuDFYx35onGFOug9vw6CR+wKNLhFAeiLCC1oqz0A4oZXwcarsZl+UXDdkkRPLXOgZCh2bjLXvh9ewLwfMwnYDDwbfdWs0nhFIDGij3m3xJqNrAxjda5Hd7EFs6V3ZbMeflL/YCVWBPQdWgXX7ME1UyLwSTeWMsVP05b/wDg2mbTYnab1VCdlJWF+fQqnNLmnX7Fl1EqdLo2tplbZFw+1YaD1NvIdukSS+ugVpYSpkvjBnth3VkvbQdk/ZzY4gu9brlX02SZ6Vrs+TdQH7O61E8FnSF4gYX8nYjv7CHOpVnEyE7ZQr9dmnSNSfyAToc8LbJcpudrTSu47HcDuT2mxhF1QF9myoxKpqIyOGyM8CLjfKtiq0iLjShx9BFhgrsDAAfauA+rxwHCq9svbH7NP4sbmxvQHvst5K2FL3uaXnP/Clsq4ZwFugSfcgIxoWpMraxx8JjUvlTDLeW3azr0zBHpZjFynKXKJj4GcdnAdnUDgWnSYfw/yoy84L6R3bLM6D9uBTa2QtVBoTZ8tOfnQd1wqzqUuXXQWxyfpfeje9zRZ2QQWwZ2NRVDsOyojBjBmRrtfbernbGrdvMVqghEGiwBg2XsHrshqUzeXBFgddwDby4/eIbUhbohGHYHQdHnlpK6EGfYIdw4TagF8KRrNXCYJcpL/WBHhgPnaS3exrEj57f7YmZ1QiEf9JMxuQfVlRlfotdLLnL6BjqJM2NpCguZpIfI0lVXxQT7iOdAPNhC++PxzPDjHMeeGym/5ntFTk5qb0jnmd3WbrL3HtgnqF4Bw8ZweLlx4qc2Jcdh2vGdzZJ8ai4SAaYDjWlRbTCf3BkHFB6BkaIwSOYPBwi+kYq4Iq3UsIflB22Xwj+st/nQxZYCBLv7yn7CYGy1rhOHY8cm602E4yYbOzIPuzPpikeBV+PP3wwQ71Y0sRyKFnx7gzEJouXHazexhcw0rvYP7JbXZz7sKpmH15OQ+3yTUMrhoFZlhdDZZHCo8BVDDkFukLXMdFAO0rzKXdWnF3WeGzSVgsMAuWJaNWowWZsvJKgvcFfIXs2/7R4tVwHryhZc6waEAXhb64iJB4YrxKweuespseIDvbshPpExftu6//loPQRjqI54KJ0SBo5t8CzthGvc+2DbP71ORfpo/hPoBH/B3iYE9XJLvZQctX3lZ6t/IAPF61zZad7IEKYM/Bc3hCSi8qXbbZBXlkRBio4kp3snLrSseMTDELhkDSFxCRsD2P8+NWvRhNiAZHW0EMDwSVmnGBQuNuEn+JAeeke7V7sds0mSM/KnHxw4UFsafspgfLDhZ6r9BjQgefonF4kOkyzhKfsI3I0w9sCHUotCm003xK50zT+df4GfRxSc5sa9WTNbhn06Xsvq5BdrMDt6NL78pmmb/Cg1AB7L1BwViwLwiiPPCCLC4EVGDAx2ivF9c+aOge1IHRe0zRVkPrAlXow2w0uG6sYjfc1vdbsYC0xb4yGgc3aPxhMGSBJfLTvYag69zZvfmcsOruKbvpoVF2QafwOj1b7yPxGJ2AyT3IWvu+6FE5oeH58D1uICkCbTjGx+G1Fq+xbRjN8OpLW2WA/YPz5vuSy5Xd9O/AipTeAVNls0S78BBUAHtvWADV1n+YoVG3EAhalidsSEBDBIzSgmCg18W8aLRwkAW/vAgILwiSB5Vs6DxfS65lCDKRaPQi6714P+LVFxNd+3nGTzwwHxlfe8luZoRkhY0AFm5fvFG/yNFhMuIfjZ4dnij1pX6pflJH5J/1EfniabHalCkXVmlwzRh0B8KR6UuVXXmY0jum6XNNbLPlN3ZBLS/nILwD61Hm+g+zMDfgBv586YfVwyYxe3S91micGIwZraEdgLFlQVzgH/i0y56BIp/YPjC+NJslJkMGiyzARQxwRSS+mgEytcXB+yl9whz+mJJgPeABspsZWGlAfcnQSAnQEWEyEsYIPLus8Rh/dOC6fcqz476oVDA+1X3rPlSmfOyw36XJbnK4iErvzp74qm22bGcPVAB7DuwdWN8agKxTqS28tC590IbBlW+5AI01uo0DQ1CbLBphG5cM3+fS3PhwwfD7oigvG5tVa8MWf7JgGJ0uGM4y4uR+mNeQ/cM9NqDhgRXJku/jPrKbPqO2BEyTZyprG/YV6cUWvkiXT9G1B7sR0kd+1qgj+TQhGOfjTM9G99vxfaRTt+XIPBGxi5Dd5ODnVnoXT2e12TKNXVAB7H3RlogIAyS/vnx2v4nX1iDKK7NtHW/9U+MBg8R2Nogwf4vXQuCGFsTHbe2TZYphTuzT1vOtccaTGz5bc7IgmrytWt0tbiAXNfoJaRyzp+wOk2fU+LuQ2XYeV2wC4EGlbfY5cmTL+HA902++xk41oRN2IhLbZF0fbg9mDpz48i3HK5Ld7EjXi9K7stmKYPdABbDnotvuh+MsDsNxIncB6zDrXILe7tcMJBqkGRIaVAM6XdXUDiBoVDJyAf44GOd7YcvkKqXzhjzJGqviQsPXMCBWGG/TNrrmHVu8jhVY7zt4QLvIbvYFiRbx9Bc5IFnzYZaYtHh+N2jgxzQ+V7QJSxC9n9HvJu6dGJ5j4DF0dsgf9s2SnxbHN+AnOEZi08dcqOxmR+kd3Kd8+/TuWZddJXe7oALYcxGyO866EuPhIMl+mgMDtXDcemPA6qLTMhoCQRvPLfnCgXzgNkdL7gmDT+Oz+71bun9gz3kK9w9yUaa5DMQ5kRdb2Hw7n2UDcuH7CNXenWV3M/mC1FUgRO6eIwX3XTJhz5r6qkIQDDaDtF3kZEsZD/Y7wzw/b/OFPkJ9BRyvndvwtvKPiVC6vQi609EEPb0K2RVK76RsNgugCw9GBbD3AW+RWhCmYBCYsaHCsrFhMMod3TAww5X12MZ6MCfrvF3QhZmjiP++a1dl5cyVpg59Gt1fg9vQfg3APhiIOj9APwT0IG9eW5wWLEAsL3z9gHnfS3aFPiEQ6WXY6Dn4YYvytKQmq4h0NoGODCbvft/RSC20Oju0eZHHQR//xHbQKb5fr+KwPIB2V1G6ItnNjNI7KZtl2RX2QAWw5+AWf9SwgeFhELS0YWCH9uxBE15LjlnLOcPkzM4rl7RAMN3QjMacBJwh8IPB7JdCJRnGuWyIjwYnHCQjD5k8cGxDWcKcGY1GY7FxD9nN7qwbya7BMTooDvwbyxEQngfqIcua9MGTE+AhzN3W5AmTk+AcYW6F8Tz/VptXqiTafMa767AzANcvWHazw3eESu/S+We12dqp2AUVwJ6D525kDVYgUPKgTcC4s4BQJG6/q4RvcDY2XAFaQNfGZwYEcWNvoIvh4L8scuSgjQNU7BQWg9a3NUmnWAMdElKWYft5kz7LXmTo82CbnXZRbDLBQ2U3u7PWKDvjjRxbAAAgAElEQVR0LvZc0q05kVyOia5x9cTbSO9GzhUTnNQ2mS6xZ+Px/d7WHfR0M13X0CEe4m7CpctuesB6VXoHbZPbbO3e7YIKYM/CQSRkdw0ctcbMS0V8qzm8I7P0H2VvPr71ffhPnXbB3/Jfw/6yBn7+17Hgn/O6ETh63LzBbyaX0QLB8wUyrW9P1ziQAy5O+B6W8e2Z9IZj3Ut2swK//GfHnnAs4HN/non88G+OC46DZxm25rAfOg+cT9dPnjubp+PTrm/cQ6oKtj4oXRv0vybZzQ7+0m7pnZTNMt3CfVEB7FlYxOVbHgLBDAQ0IbhsEEC19bzb+pa1vxmPB0kUoPk8iCX4wkWkgaFzBRfHZ8Zn43y9MaPDxQNYV5FA1MdIHIeZeebnbD7cvmn42br1KI4Foh39ZIGzk4fK7jD5guR6sMhO4TmHikWLupPqHMjf+uB7aeH9MonP3XXFnhkqaFv7hn7AV3j/jfssdLbeefO5BPQEZUAOke8Pb+IaZDc9Su/KZhPZVQV2F1QAew7CX+LigEYpYFJSWByzERh6GwVwtkCEYIojKfto0ZBaYlzZQhSyWekXDRtvQRvPy0bZoC8uDJntnnpNtG8LrGjfpvxsmPYOspvdklQkyG7z1RDTYVn1SvncxrX4DMKWnkY/IyK5Yhhv0vMVhg7mCZWYRuf02fy/OL878YQ/k8eIt4uW3ewovSubTWRX2AWzu93zkW1XgH6u/SgAsu0O76sxqAsxqRkH0wTaTnfQZ3iRDAttGReLsE0zIDGaK9s2wQVPF7pOB3namAf7B34okA8JAYxlvvaU3ex/yCAD6lBX7SB5ZclPlhQi3dF8o2fW9d86136erMKzXqBPkb6Kn3TveLIE98pkNyuy51x6R/NCv+6Y+2+dX5Dsyj52QQWwZ+GwsSC1qKfNGpT0lwJbzzKX/l71tHYY32AOD4g3FggMkIWOLaDzbR8KCrttliziyyaEbJzXJt7GQZlgX349AT/TDLYlC1UyV5hf9pXd9JaUJAe8Reg4J9gHRep+Ygd1E+bbpI96suUNW6SHetepy8guqFrDBsGJl/W9KtlNDu0OSu+Ql2lttuxjD0zvds/CcyiukVElwVUTSf96kwe5OC7JSENWiN0hMt5aBzJb9YCOAmkfY3NaM/TluUZVaYojQ1tgTqntBONO4sqT4uuMyB6yK0S04ckY/B6bJYb+nEZVmhYvpxX5o0z2QddoXKP50m0DvtSk+4khduYpH1cmu9mQPr7Su+lttgvEC/dBBbBno0HM1XKbzAI6Bxo7BKAWnHZf2GrrPL5trcAHzYXXOCDlhDJbfKwfZpPYb7T1j7eWbuEP5uEgEoN0pLf12gBu2aSvPiRJwd6yOxo9XzvaWHaMTnayPsMmOZ3Ql+az7TuriqMuddt5A6LHtjhH+r9l87w9yrZ0H54uTXaHvGk+lN6VzeK1fHjhPFQAey8sBoZBEhtxF+QsnSwQQoN2ZbaB1r0BjbYaX4gPlwshIMvmX7o24Gf0jk8XgFgQ7Tc6lgsS88VIIMBM6IcvBADvDWg2vk84x/kbyIl5wXmEaDxUdrNXYTHpYAfiDdI7J0x27Lk20DVPXlTCn6nkZMT1a6mauHNFG9OeN9c7SIDCc7ekEWii3rmuwjydzZKd45c6MDm7RtmVh5HSO2c4kp7dZgsPxvveawYuCwcReW5VyNZIQeGzi/NC1Laeu2G0aNRMS0TCdkZbzhv0xTnxejbviB9G4A/mxSCu0c3yO0EisDhp0of44lcyslhR4QCfAycV3ViW67souxkRZGqOA3VFVkeRjXU9kfVZBh2g542JSNihYJ4U6EDf8Ch15T/YNTkhvs8wFsazjSDNkX6ic70K2U0OVZF2U3pXNku8gK8q3BuVH58FEBca6pqKrUaA2aR1Qx1uMAaDKDPkxv3wGrbJugC4gS3GEbJLkfhD0xBIClxHI7Rb9OwY5wcDxCx8FVAUXcjQuRvM6fNJpG/9TNzen+iFoJrZgJOGl3aQXSGR3fKPX+/AbMFk2DkneI5BxKCLrnfY38bAA1ZoF1mfJetxA13CCkxXjRndO+ltcM7kUIP+sf3J9chu9lcI2gNkV3q3krg22RV2QVVgz8JB7oJYMzbtDdGhq3JjYIhG2mWD3KZ9V84anSYZRQgmwcBCGwSAgT4tQL5oRHInwxYEDi7DHLxQwHx2LWSyySLJx1lgKwKLlewru5nBCZsDnys5IU8cGuk/9M90LtOfIVhPknGNeDQby647kgff6LqybWZjRvIhRi9VdjdSQayh9K5sFgPcwoNRFdizsASvXPrHDA4DnbAVIRKDIQ6MgAYGadJyg7HBSsaAvHXv5vC50aSAju/FxjS4yME5zxXYoj4Cn0F2A34x+B9tT+KYJP7seLPsO6WxwctIdtMDZImVj7sL63W+vPVMjSzaRkdjgzZDSe+y6yK9A0Ob9qo/85t47bQSI+vxcAuRbDzQgMuXILvZgetb6V08n9lmyzR2QQWwZ0OjUXClFDUTbYyDKgwIQ9DHBoRTbyi+L5RmILDAZFnyOuFq2PwLCJ29271L/BT6xO33bP4wr/Fs/eA8C/jt/nyt0shHWIx4WqAXFkN5uOxmh+l0VsGXRJaZjG382il/HtgnvU662+nhomfo5JZhvX211cRxJyUY99JvZLOjhIvvJXWOFy672WHJsp+U3pXN8vpYuC8qgD0bGMCBIbDCW9CaVfC6hQD/SW9APMazSTAEWygb0AxTjwJiDTG43xtnonYNaTUYIzSeZYL8B1bgHiyIdFHgPMZrsrggH2Fx4Wu2ALYg7t1kNzPwuQenMhJOeGiJ3i19gt7ZUHNmRDtLYsJ14MeeNzpgvMb9RYk+zdU5PXTAiQx8eIsX07lHgy9FdoXSu7LZtb3sYi9UAHsWlpe5fNsYlReu2YcbuEj8BQE0eF2P0ShDtRUWBLRBJRrMBr4awGy68Rpd7AtGli08HlwiUV6cFK7jJV7ApIcNDUF0W/l1mst1DCY5Q7ZFzCu1y70q0iDZ3Ed2h8kXpfAaim4nFdZvHdA7IfYh3l/juMwp4mSmy5hsom2x/8r0Tuwa0DIbcDpokCrr7oJEvYEukVVdbynwcwWyK0jpHYwrmx3ce+Fc1Je4zsKNREXnTNOMxAzIjAmCKBHxn6Pqkk8z7gb927ow2ILhATEHUsSu/+yVSh8AQ2fkmdusQ1iMWne43jONQ/q20KTOTROe6NiHNeIZ+AsLmNCCis8NiO8hu0oFV+A3hkfV8gymG60lfe0BbOhtTzCxMeZp0Ee5H3TABBYd3simeNu1mwzbNuzwomU3KUbrRundiOAcNjsM4AvnoNzu2WirY7afuGoKxoBR0xL4YBDbROLPX0F0hgGrA+YQAcMaBXwas1Uc06WQsvJ+KjLHhPSd1nLNqqMeeGMwr2ufrnIqPS38wlSS1DsvKItukUlk8e2S3TXDfmotq5JsD4ynw8CHHE9oSh5Cp0teUsn7Iu9erRnwmDnkTE+G+jzA2bp0CbKbHLi2MErviOxENlsJ3i6oAPZsgFF1wRqdY+DpYxr0I+NuRCfTcYV/wfAEAmAKgq1v2GbB/kRrCOA3yyB5Xr+GiwVlqwqfQl2YllWdQ/Cb9MXngHLi+8b+D5bd5JGsJ3XckDgHfH4nRTtEoxuylVRRn9FjQt5HziWtmnQloPWYdSbTk+7VnNDY97tU2U2LQQBnKL2DS2WzhfNQAexD0Pw/OMcAq8V2beKVU4X+jY0onWg9tGCBu3AAEbJ/CBJxe8RfiG95VjzkYyNY2dwegQzUbvto9gzT2+sVo+BeJN6HZ9uy3i+/pL+H7GZHtqizbILsTiJKBAdVk3P17uh8fCxrorU5JlUguG/uk9B0v3klspv9N2AVntu40+BYSu8yXtP5+FguUHaFc1EB7Nmw4KetixMqbmY0KhL+7GvQcwpyu+M2uM7XYK7R9gnGbbjOeNZ5JOO1tmw9CvPARJ6FyiobTEjD+1Nm6KMFQvogu3Gn5T5C4qx9AJr9/NVDZDd7EMtJwdB5YH/pHdgpDu0YzUCHnWAyX/oMkwTRh4M+jZ57qLrYtVN05ASnfUmym93DZOuTSOkd0wx0JrDZegd2F8y+vJyHWzuwoEYhoKNqHAa3Dfqqir87iwGWn7MRcV/J+5pBNLjMY5x1bMSMUbtL63DgIRkaeMC20cv92G5y8fdkeR64sBVkj2L/nlGQg+wju9lTbP62rj9H1mVCt5MAz7dLROgBbzmkY4mFP/OWOOSOGOliO24jLSjggJVk3pDgXYPsZscg2Cu926A7gc1OXu/YCxXAnoPnpDfOZp+NgiZZldv62qfCGDtGA8NAwBYEb6MgWXlCI8dBGhJuMSO0ADIgMcRwKxxlUjAYokGms7TZz1m53OBeVdZA38aifLe2pYKsrP9CS6HDrrKbfEVy/V9kh8lIeKVG4LkotNG5P2fN9Q0TQbzuh6M2071GfGl4xB0NTIYU+ET+G+m8T4u2AW02hydvNN81yG72VwgMpXdls53sCg9F/YzWObg9iLzvOQlZm6FZMGkNDRy5GV4DJRcwclT0Jmtl1+aBDBej3EAXaGBG3Nj4gQcPvpP7MaPHrDQEpxiI2zWcR3qekC+Um4isP1uF9yYrPQ/2FeYzPuG8+0WIVVweYIVMYS/Z1aLU6WnY6lvQbf/h80CbkVXGJ20ZQr8wjvvBfPyem6sF6b1fs36tI9XpEk/LFwJf2o+7GtmVXdyh9C49ntpmyzYeiqrAnoPnbigYa3BsBmzXljGpkov0v05Ahoy6nq4DDQLKlUxvcMBDCNRwIMxr7TwfGizFsZEHZproKsjJg09ZZYP9u62qjJ7xhvfSaKFCZuke4fZ2kV0BRE0LtS/mGp+7gxIfPs9eUQnXWV9a3ydLolgX8LWW2EDnutGWjPM/oKHiNu+JEvASrl2L7CaFi7f0rmz2yJSFs1EB7LkIGR9cVzxIFm/OHJkoZoVbyt5gMgt43YCofcR/lnGa8Y8yZw7kHLRAeRCuazsGg11cqxIWquE9D27L70dl/X3d5Bk4T++S7AoyFAQ6cXsEWTLiWVtGA/WSshNMIHkMTRPP2flSe5KDxT7Eb6d3Sp9oQ41sRdcu2bpyqbKb3cOkSXjpXdlsOY09MPvycg+Y4TVQQl2VFTXZMzehjBM0GoNF3KZeyK4H+I+sFI1Sod3nhu7ZNWc7s3hkQcngFfiGPj3hdWy4J4FAUqg9oZGxF8aBTLMFDvuEVy/2kN3kYNmijDjoH8kL5c9OJjgedppsE8s1dJ6sd9283cXIy9DfsFNOPOhRX4Xj6N4uXnaFO5Telc0W9kYFsOcCDRa3BzqD0hhIecBLGZ5fS7JRzNo8QKAA2btAkNdVUqXv1zccaZd4L5HB9XRUqcUMNgQ7NDdm2dki0ujE5kwXPomBc1hYkuOHym52DGU3ivjBHjjpYL1ghxdsLpO/2SYmKsyrdaWkpaM5SIjCmA2PF14/GUYCg/u5dNkVAkrvkrlwjolstvBgVAB7Fg4QiMr6GeI5DL4oi2wid1/0ogwt/JqArmNR8XnrA8gGXnybA/o37oyk9YhB8z0OAmgRyX9bVWEO+rTXMPAT6aRxEMuO+WhxvTBZdLR0X9nVt62j7E5an1uvcvzeG/bludZBTKR3gkFHNDpftuPsFRTmr+MLlW6ATadFSdhRXKDsZoTSSendYK5JbbbwIFQAexZMXBhgLcFnqCyaYrc1yMJx4bj5kPVgMWQdXbNTJM6Lg0r8QwvLOceqnGmisWPAmG7ZcJadBYV2CxBINpDPMHaG4BCr1B0LJhfo6wlAuJF4bW/Z3Uy+MnnyBrITu0bInE2mX+zAjvX365jEsKOzE0yssM3sAC8Cv/5eGylDV4nRjT58DvNkr9l093dJspsdCh+ldylmtNnCLqif0ToLBxF5Dpz18ulxHAVy7sfhOlcwQ4JngXFWxcKgWaEPWnnr++IWSBY/YzvbWNbfxjif0JBu0XMwg30y4ngbbcy/X7eFD/ragtfRH1UE3gXZzQbU/05vSTj+XLkvnTcSOuodt3W0B4RZL9GWQ+Ud+2V6S/Sy+Vj/WN3Se9Bkbux2ibKbGLiW4YXSu4T2hDZbeBCqAnsWbiRmaW39Z4bk2RgENg364nZ6uj2R0d8CG++x67E5kseALIlmR4vR4Db6thbbwjxKdp8sMtk7UGFIcs0rswmPu8pucuBfS4OPcX9a8IcJj2w4wQxkV6Nni1OF6smRZ+4nx24wq8QgT9l43WgDXJrspkYnqNK74fw8D9HEqS5ddoVdUAHsvQEBnQellLVhv7DNAJ0s2CX/n17jeaRJ+NOqIVhLgsVkep8H51K6bryfbHvAR9Y/ZLVwL63lY8I7qhjgDzCsCAjd586ymxmoNx0ayQhlrdSOtgKVi2PP3LfpWnIN+yXPrDF/wAfcQty+TAKTYKcJj51fVqBJdo2DLl12hdK7DDPbbGEXVAB7L2B1UMXf7eQtZ9dVu2Z9Kdv0Vwmo3a6JtQFhr+IKtLdoH76QrF2CwYbbgfsAlp1HmztJttdzWCiarP900B95DwuNUn+UB8kPFx7NzmWMPWVX6GWXtYlI+MJil/Q10DezJ3rmPhaOw+ssSxu/4mLzuF6anqFtYd/knHcoUCda0i9D0J+ER8Y1yG5WYOxUehePZ7bZchm7oALYc3B7kDyIQ+NjRZfF+Jqk39L3fhDtcebqhoqB5MBwOfBcmVzb0/eNJOmzsjREZ9hJf6Tn4/ATFkCTFd5L22AgvAMl8b6ydcbPB8+Jr50su1qRHF5J50oKPCfrJxv9Nr8M1vrjkPAkdmR9vHiSPHefHxW/RVr2pU0BXWgtny+WjUB/GukY6dvVyG5y4GMtveuPp7XZso89UAHsOXiOxGUGRYnlegwZnylt9zpBovzdIgGGpmDNaZCQ0BwFu6HqKX0f5zObQ9ZgGjNa68D3zvfUJH6KSNjSz+bjk+H9SX9fXcyZLF4Pkt1GQjANQHYtuc6V89F4dzDnyteeyeJc+Fl5Ugb2I9LrXdB9uMasaOv7dLc1yqAGdtfZ2xXIbmb4+ield6OJZ7TZ2qHYBRXA3htKgVKTznE37NvWf1ZJ9axRwJDQ6FrfjtVapwfBVBMag0EoBX9dFkv9vCraknELXfzyDr4O4dkujff7xEDRFiqbF3lVuEfgEWUHXVfe+1teF0BcYHaS3ezodJWemwNlLVGfPKkAh4Z60j0LdGqoa/DwUR/RXoHdVd/oOYcdFZiro8Fjia9gU7p2YVm47OTKZDcztPSubDaRXWEP1M9o3RumtHgJT9C4G102JedsUGg8XuRzgfmbhMw3rCMtBmbMq/Vz3pNAHGmisQa6ELx0NwSywHGK9LBr648z+o0/bR7kD24A5bXe0D6yG1WyZwGqJz+3tCrTqJ9dZsXj557oV/aMQhtcS51H0rfhAdlwRwPboK/ruSZ6jOPQpjXOfemyO0xuF77GjNpkLLvSO7la2Wn95Zs9UBXYc4Fb467Qbc3yPOtcjMgDKY3BkVcoB8Gi0UXw9gobOh8aCdzaz+6nUXP2rk66iPRTB/l0/VpsQ95UuzUnnVPpILznxG00DgPNNNCW+8uuEGUXXrEICtL3z9AlBNlzPgaqzoz6HKXH+tE2xqBjs0uZgadGT7ZH9C5RdrN7mOFzKr0bEDmh8xXKrnAvzL68nA930uigQXExYLVolfXaP9vaZ7SlkW1tYHWRWUjfP0sMqgsicbEBw+x+agoDXpoovBKBganJIemPFVmXG91TduGUd4j49YbAp747spsWJLsmIHNuoHHZMW4F8i7GKU6Ux3A7EsvY5Oc+eqdaB/xvnmd8kRO9FtnNXmgKMkWU3q0kZrTZimb3QAWw58B+hcABAaoXTEFBzSAtQDN0QSFFtt6/xTYV6ssBr8TgFtm0tqzRAlUPyFpuZ2E88I0Lgjd30Xo/t70+4LH+xtx8QemaLSDZ1g/TDIkDEHuI7GZHJzu2EwJXK1LnZfaQJBGBxoCfbO4s8QnvQGd0GyVAozHH5qLzYDfgxEe7A924C5Dd7B6mZc9hQekdDZ3IZstl7ILZl5fz8Bz+Ja4m/u4Mbk2r/YdKzZmgrp/4Zadum4ICVP8ClMi65Q4LRlpB5OkTI/Zp4b46O9bYH7PgsPBo7B9icJrbjyGAzCqaSn01odXxAgODWOGZ7Cq7yZE6ppGzyiogA1vpAMI+pQq/RS59nSSjq+FjtVu8lvE/mBx3MoaO7VpkV+hQereNGWz2mMgKJ6EC2HvBArXlM30X0vqohB8yxi11rOB6pGfnEBl1ym6BJrWFVwsGRtP9/EhGsyVzNuAz40nuFgmsvHbvwyZjMXv14wGPJueGtCDw5E/kAcGVXpEdZDc7sCqzYCgWrI4kFYnuVZPB8ZANpfMErHdHgTa+5ZCR5iAZdR3nKtGWzQP9i5NdwVF6l5Kez2bLbvZABbBn4QDBpwEUW2RVdA5Kva99gEKHzBCDW2gP2WILzQGYXVog3GDeblwDfiACZDtObjVUgwMtoM1rQhhIN4B8Og9K7UQMZZctfBaYcrAqSf9dZDcpXDatU/fj1VkKetlJmXhPKXBwYhIGQjKCycdouxNporJ0iVk2JHOSCY3RmKuRXaH07gipKW12FKUXzkEFsGfhRtaf3EgU14Db4JY1jrY+REC3l3GtaxjMlRkBZ7ItX0iCPUHEwe/zWNVTaWASS+bzD4ye30dKecHPDXBQHeQ3mCfFA2U3M/g9aBXxSv7Rb/Qu+hAcofTBcPZqi3dGco2eC2Yeuj5bwU/WO8mfM9pH5kOPVYaUaAz7XZHspkfpXc4QkpvMZgu7oALYs7BUYJusQaoZMb9D6V8okhjEKowVoT5CAVOIHFegYXIzGw/G24G/5PY42EYWeM3gxaHLcLNFAem2yH+4Z5x7tAAOwAH+1l/32lN25bEJmstO6BwTu4bn1o8E321VsmMBekh/a26nvR6uTtOOM89H/DJSXo03pXZ26HIlspscW4GViJTeQf+ZbLawCyqAPQe3Akngoq2mtLhVjV8OkkbZHyt90rczLDLawMMgwLV/pyR+Hmy3eB7mo0Wme6eHPpX7JQwEmW3whveVwRbNkBzQImX3EOSyo+zKY5PsMBFJdF7hGMfzuODUsF378SLS/SJEl5C1/FikT36id4QxCY10e9GZGtCndpNdSPQuXXaToyWyLr2LtGe02Qpkd0EFsOfguZs+A+sy7FH6ZUEOBX6hq9KQZYxyFptltXBg78yeYyxoZHYe6CZOSSUaa6jKdoJJZCWrWHCaDrAoDRcdSybaGr8GOS4ToVyY/ENkNztM9vZvS2ycHGBFh/X8rsPdcbAx0Megd9lc5FDXxr5vOD41eZIksUP+M5vXeHs29hplNzNUSu/wvGy2gtcdUQHs2eg0OF4WbFaJv4eKipxFczwehjJ9roD6uMSYjr67QwfZemQnXRteW45bk/53YAfzbrEWgmdZg6S0D/GJlWzOwOMNAK2HyG52ZLqRnmzosgzkbbaz5VxwLDDSsvYRX23YNK7A0/lwi7FTrHXwqEKU8shkLkB2U6OV3gUCZbNjf1Q4FxXAngtPIhclbBT0hdcFWkg6YxDb1oyRM7IG/zhQZmMb/R4qDsVsd9TW8b60ZdliZtf+SfzgHFu8bYKzbByX3NPoXOh+9pTd9CD5jHRHRLaTGpR3opspuS3PdapXOwLNlOMYL4lzHtLYqCzFCcZzP6uymxmtOzgPpXfbc2/hmZZd+Y49UAHsfYB/Rpbiy3XrOtkiscA3xKCZwcNnVxVsMAdkcoEfDO4gC27Q3gWbWSAIjDtd/AfXVIEnjXyE+zeerI0WGYVjDzjbeon7szzjDVAwZfIaJAUPkd1h8gWpk11WecJniv2lP0d5h3Gke1tfqhChMUhDBnxof8n4oduIuorX+D5R7+zfQO/Njq5JdlOj9K5sdiS7wkPxvveagcuDyvrNdo3VymYV2UX5uxfcJRovv2cZKpVQrXX7sWDKjAfnoOppRh9pOz3tbTOj4X91DEUB9+dBHUarFJA3kZAVs+y4Yp0tCMY3bj1lXxJwmgsfFsSm/O8gu5uqTq2PG2QRbAATIk2er9mPHUuiY8t47NMpMPNkSY6u54FP1BPrt/E88b0/RR6k16du9wGTsQFtv80rkN0hJz0PGoi49K5sNuGncG9UBfYc3C6rsem7Kz4r7RJxojEYhkYGNDwjXOh7wGY0yQBFJH6ZCsnqymsI0IAfXCB4XMLmMMAM770u/LKNwlqxXmtJH5NFmDCXH/LT8daiDDIGdpFdLUad7ETyhRqf7xaNoVMa2RDqTNK0+e4ZOMhj7z2j47PEDpOaQLb1eqcadW7oyK9AdrN7GNeL0rvBZCtvWdO1y67wIMy+vJyH525kVejlPxXxIMmDLVD+7iV1NnCNRhqMB7tR+qdEH3/vFIO/1mKb8ek2hsGb0rjEYDFwTivHcI4ZebgXOja+um0iSWSRRcTcn7qjDPy67iu74SI7CdCJsP5kehEwen6ZDcAYpX4YNI9opPQSves7R5pd0tXWNqc1oJfZd6e31yS7iZGJsPROprfZMpddUK8QnIvw2oBAgMbBGhm4913aQrVQSNnBqNNK1tJHqT9vq+BWeggqMWiV3r6cTMvvzbeHBobJBuz3r7L+KV4SYqg+yzovL0LZZRyXyY6rwV2lO9z0w2Q3O1x2Ip7YBf2HxCHI3i5plL1dw242hw/T/lnwfD4VdGz0rAWeNQfgwdapfcsbcTLWBfd2TWTdWbki2U3/CoGsa1/pXdms9WuHTRYKp6EC2HOBwRgGVNh+d7AqPAZXuGWBxhziukb9eW7ro9IzsE4fx8CCIBs0Q8DK3c1Y6d7xnrsFA2lYuy1ySBN5DwJdDzW5rNCf75MrgkjDn8NespscJuMgC5A7Pn9H4gTT5Aj1ThLHAHqHNoWJEepwyl9L2sKNdMQAACAASURBVPE6Oh9uG4HsN3P0SOcaZXejcwexKss+Z+ld2ezAlxXujXqF4CwcxIPNELy2XCHduE2xl34KBmavAqDhrgTWQwwEfRu7SWe8du7b3cYvMWhtSLP5yXrOQSjyz1NjP+vrtwrzBfoSM17R+MkZMy9OuPjhejbaWtp8j+kBspv9Vwiy52yy42eBW3W8zZa1sd5xIsiJVnhu2dzGZ0vaoD/yj46J9VjW05WGdlP3+oljNY69FtnNDpSrfZbelc0eDaQLp6AC2HNwS+LCvzbVKTh+ttgPM8uQfeInIWSzbZ2bjYV/ngq3Wjje5W0RmwezauExdJ7N7SzhwkLB/IiPsGIAX0ezWWIqq75243aUXf0KwR2C01gOujyh5f39PJOlSrAb/KScZk3EWt8YdIGff2B8HZ9VZKyd7aS1fFzGNwYAPPZaZFe4Q+ld/JzdZiu52wUVwJ4NUED81v0oAGPjCnqLJ2AAXUUSx9M8GKg5ycw4koCX3+3B6plCH8tMFT/hWLCNp2V6dq0NxtAcgQZmt4P7yT5HbXvKbuZtUhFZ3222c0vcMIETkCHZQle1gGHZsxqN26KHcMfDNggTZ1WbTmd0O/cMbYnuDfm+FtlNjtK7slnnc+PeCvdCBbDn4DkRD7CkyV3FDhQ0yxTZkNvyGQJgI8GGYMdtHeO0iDfMMLs/4wpZLb/PozQW+XS6DbJNWBQajLUKK1/jjBt5bXDPgQ6NxXG+QGJGDe1h66jFufAgzYofILvZLakJPRN7LrSYow7lGU9PL31Wybk/F7LFMAWcdPyN5mLbFun0NWyBGj2NapTpnp9T29XIrnCH0rv0fHqbLTwEs7vd83BL3xy0QDYDZm+GYKBgRAKfuO0SqoULOa5AMjDu40/kAw0/xMqJ4fNYbg98JfzweLH+C7Oj6RqNYV5H/G0R2/KrD5Hd9BVYXvgThETBFnd2EA0qJyLbJRLJ9a57ZstcWHlhOlt8Z32710+SwZtB3JmO7KJlNzO09I7nLZutBG8nVAB7Dp67AcXTDeOhqiwboOkxGlTXT/rMbmtuhYPhFk1kbZ2HaKRb79lcMB6301O+gB4HgFu0ma9sW2orgB6tOTzeDu4ru+ktqeV6k0K3F3DU89TINqo7W7xhBd/Ib7AYTzaqPvcCJ4GnOsdLk93k8KIAXCu9O2G+K7fZspFdML3bPQ/wl7iwXNe958kRIRyrtS8GhoGfZWj+jqiNxWqf9cnmYL7GTeEa8siG3mgeXBe6IBAXDI1VOR7L2DLodAwF81yl9UCZ+Anj95RdodPTYfIg/eLfJTqjBrqk424Za50jPWnnoPVt6TCV9FvSWRJotpZdx7ZkisuS3eToXkmS0ruy2cJOqAD2LCzi6oKbJUv09zmFtgtgjF9mo1yO+bWBMA/RUuaFgsYQaCoYEgeeMG/nfDC4JpohuCV+/VUDmMvvW/vr+IsOCveCVVGXE46FBc3bdH0mW1XuPWU3+89oiZDsVMI74i67Javw7cFE7/yVmaT0gq/T4PWgP9A3fMGCaUnUYdYt5KfjgRVpua+gHwprga5y8URR1uu43SjtemQ3O7hAYB+ld2WzhQejAtizQYbhl/XOeEOQA334nclgHHKn/G4gGPyZ8aAByzqme4EcLMPXAQzclj64RijMOaqqoj12omhjg/Q/WqBjHlRW2QU5NenuycZztu1yp/5+70ZfaJGSfWQ3/c9oZXoDCUeDZ+n62+B5a9Q9IyEt6mFow8twgXcQ0Dli35CktM6XxdsDw3O+kJ610dzWzx2tyaC7AcKVyG72d8Nx7S69o6knttnCLqgA9t4wI17+8yosBTneR2KAhkYejL1J/2P7qPRJBmfGhhXEbgGg/g3G2RTdtonRtXsMjXhj6/w8r9Hld1dDZRTuh28deRURD/Q5mPYFg3mSINp1cQFZ7CG72cGy6xrJ2QU1smebCJKfv11jHUi3/Gx6dFyk0yloLnM8mMigXvFOgekT8m/jvGpk90FzdTdx4bKb3sPAwlZ6VzYbxhQeivpTsvdBCMpU0r9M1US8MmlxFcZX+C3LRh10acftGA66JGsDIzXj9SojMwd9PJvljBn4CwYIbUjHG2GOwAMKCWSn0IYLB/Ov3EekX88azQMd8Tk5mzvJbna4rpOjQFkmYgxyFhjDHfmZdJUZoqHQxu2N2wf9fF6zD2YL7ZfJke24iZ8wF+v8JcvudnJnrSpys0TxpXd9O2Imm61XznbB9Pnx+UDFJyPxDHHJvrCSagbi49aPtUOSxbXlHwaLFvC2wTCRPAvuoCtfzJNXGBMDDSzqauwcTYaqZjI3yy4VAckQ+2cZNc5tY0TXBQUXrL1lNzNYdl3bQEZD/VguBieAutDWZ8o6grZxjN+jPIh0zmhEh8enTnKDr5DMYt8Lll15mIjSu7LZwm6o5eU+8EywRQVv1IZWpjDYAx8ho8RxuBA0yTM/Cy4TBjnwTNGSqqP0GWRqoMYX0WvAU5ZB+1ZSc1bjwkWGj9XdbrGhfpyVZ7Fl4GFH2VUQK0F2HchrbD1LrOKH1zkGnsfm5AqPJZShDekNeOBXSEZbgcz40aRnRGO5iJWj0RyXJrvZ34H1NaT0rmy2sDcqgD0HtwfxwLIzruW0M+pFeRscK7RhVxzTpaMwT6guWjMYPP90i7XhlEiD76XhmMTyQncMYm08MMY0sHqcLTZhEhurfRMuajx/oLvIMrvHjMd7y65S6/RPK+M7Zn6+UR3h8elrHNmQ1utdy9oG9ND+Rglb5qdsLuQjQ1dxkrF98ZhLll15mAWld/2QiW223MUuqOXlHDx3I26oaFxhyxkqcx7bWDCUGGV4fxatLQvaRNZ3Z5eLNg4N3q8ptGF/4CktUS402mAVcF75n8mAAs9ugWjSLT64+Cn0w1cmwvx8QkL3rJjGSianHWRX7zRF2aE82TGhjmimPxJ1IsDGwjMINHS1TxXpf9ZHaRzyDv0UnjvmKKrhsa/3ho4r4dvXB3KcrtvLZ7AFpC+XKbvZwc+o9A5kUDZbeBjqS1xnA5yzivg7PiqyZopoTKjsC3CbPbRhAAZZm0o+ZxdMU/8wLfTBrBBphzFIsyXjOCgl2YTLCoEgkm1gyxwgE/+wXvDt+D0g3/beML5aoINxklw7V3aVUkfZiazPw23E9ACTBRwroOc6OG5rXuJE2L5kdUrh+dJx+LUP6uM6zvaezJfpLt5U0M8MpEOoU5cuu4KU3pXNdrcyCpoLZ6EqsGejrVlUg2CmiazRGCi+V2W1s5G7d1gXY8GtiUaGykZrlVwM/CBJ7cDXhlsxxpes95hZsC9cNL6Rhfo9w6KG89iny27ALweVvlAtjWFamLOBbJuI/wQXM7GH7Ga3pE5OdMKJ1mZ/6eXM/Y5t5bljZdsZHat0OojOOeMR+eQqDw5Ah4afJ+FKZDcrGq0x3XHpXeg3i80WdsHsbvc8HOSLIiKhqsfbC0JK270yoGsgZUGVGV0IHhNDdjK6/vNKo0gI1GDK7pyPwyIA/GAg7veHYxO6gddGvOF4XniW+8WYOZtH+X5p8o4X7gOL3p6ym/0VApZdEAcv5sodegfB76hxe6hsJO1DPtlekT92fJDZmF1288A9H4vXkF8ffozvS5ddQURK7+xa2SzwWngoKoA9B3r7mhsGRlqum5mSQrCERtdlqwu9kEE2CVbm29dNfFsGg+Qs218Z6afzMS2ejzJeJtX9Del+mnUcRzVtjSVdThQwBx7hOFtUUgYlykStHa7tKbuZkVUzfKFPnkmXeKCOJ0jtBY67yrim3XLPkekxZVJml+w0+2yrR3pLti4Mxl2N7AqldxlDk9tsYRdUAHsO2vu+KKpvhS0REcgmITv0DzKcbkuCMzWggS9840vuYdipxj3qohBAKrX1t9TT0L6vyCAwZMNe/oX7zng8BdofYmLhi9mxCe4pu+n/lCw5iZCIDRycJm2byckoU0gcZUanUR8Rcr6J/tt1lb6fHyd8KShhti067G+8XovsCqV3GWa32ap67IEKYM9Be/qmqHxhORH/DFvZGNChEVg/WT9FYtYZtlUwSySDDmPYUO0aGDuOCYDAMeM/zCOJzXHDxsKAQR8jW/hCoI/BPE2/EqFDnHPgVXeX3eRA2Rn4dZiQVCxt+Gx5yw8fO4512pI8H6gMoVPC/kp97Rjf/fbxTfo/72xscAJq98Y883mj/o34ErkK2c3+O7AipXd4UDYLfQoPRQWw56B9800R+bxr5WgLGw24M5wm/goAGlPIPhcjbImhYiU2vEqAC0MDerLSVWtXSReWsPCAkXHQbeOye1Qy8pVAlE+XIcMQvze8xybdwhAWHO15t/v1+8b7k31lV5AgO3/cqDQsL9B5hXZLQEznuioM6gQ2aXSADec3u1vsp0tyjDQ40o5/4Av5DPdh9whzhXsFGfB7csZXOveFyq48TOld2SzRY/4K90UtL+fg8YtviMjn1r8iBYGLBV6u5BQY2pe12Jj82jokDwRE4rs0aJASjS4Ea9DfFwdbDHClIeM6ut3e4n3iGL+Oxt5CV+dBhe5dpFuonIxGeYT+3QW6D1qMwq3vJLvZwUmCn8BDQzkiQgJnck70K5N10NkmnQPqaCxt/HuT6NyQjir0ZR6y+yCdix2Ij4wG8HTpspu9AtsFNqV33dgZbbawCyqAPQOqnziItP9HRL8eDUxkDXLsGhiPG4auWWj4mY7l3I2xmxiuL8eeAcNlmyZ7HUBaJBFoCxkvBNk8AW+ZYNCHtDkgDbLBNg7EZZUJ84DZdgamz+vNaOtmF9klz20qaJSdi9lkh/qa6dfSh2mGaxAgZ68riJxAF6spWR9zwGzfMJ589HD+llwjUmvfgeO8dNlN72FoPSm92+Y9pXuFsqtdu10w/fJyPm4/I6Jf636LFY8RbHBuSG0NyILCJ+OzzM/WCQyiQiCpvYE1iesL9lGNvHEm3S0WAxopqH+41OJ5CFJpEQvZNdGjaTpZiMR7UtlXdrNn2EGPSB9QdkG/AMNnFyaBD6IRdE/7a2GbcOEXty674Rh4tFVHuh/oHzl2IOrblMiX5npnN3g1spscLorSu7JZwOTuYi9UAHsm9PGj10TaC6si62pUIXuz6zh4+WxgDKFatbHgW8DlBmG0MKCFrC/LDkOcRUFaujghvYQIz4l8Bb7RuK0/LA6N6dOcHCDy6w1GL1sUcOFDopgY7C27GcFbpeGZtfz54jg8H8ozM6blGLckFY6tq7eDnuCWI0452irEV2MatJ/y/Jmv7n07pI/zXrjspn+FYPksveuPZ7bZ9C9ZFs5FBbD3we3h/xDVt+NrAh5tRQMLQdhG5ucZpK7BKlYLLeBqAkYAfQxdYDcCB6wagzT+tD7Mw6hvWEQkBja4kDCP2cJi87lcqLHRfGHx26C7p+wKKzjJQnSVCH5ORoOqKNaYOgCmiTSgatK9/nIC+NmGZEik16ENvtD+28jpJ845pS2XIbvZPQyuXeeg9O66bbawC2ZfXu6Ht/WzctDPisga0InEIBSjV0zQGhyEKpXGBQGDMs7mskAR+2jWz84hKLZPDPi2gAtBd98DHjseWh5gOj/JamX9USab2/88PqMJsv92yO7agc8BZZXiBI+ElY00OaRnntFvYINYuTkVo8pSluio0oUBOmfKhI4ydbzLsyy76XAPOZTercfXKrsyjV1QAex98I9f+LLctH8gqk/T9qRI6MGXVxHJ0NxIYBFAQirS//TW5mQDEH3cnvG5KFCzqrDx6X0gW/YBFGBGwoNjHr/Q5WBSdV0EU9nZMfOc8YNywGv3ld25ZYJrA8kOn0lwFAo2IL3Y/NlllZc2qMrAc+HXTbjy0rK2gV62gS7jqTlt7wuOW7Ez0R3473gfzOMFym56kH6IlN7Z9bLZwgNRAew9oPqJgxzar8lBv5ZvpWMQpbHR/HxQfpVgBNmfaLUKZFd9bbGfcB+io0sHr2Zi0DH4NIZxEfJMGSdLjsNCgoE3LQh2rcly/0gbMnLckkrvUeHe8H5JKNjH+8n9ZTd7Sp1VvvEdt7sD8WdhAW46BvoY7SFNic+Sx2SBVNcGDsz1K3FeQ5qYQMG1oGMt4VnInpL7uHTZzQ7eHRIpvfPpymYLD0MFsPeEvvTdr8pN+3sicojrNRoFGgBGSK1XclR0DpC2lD6JD9M2IrmJ9AVzXJwG9HkukXwx2pwbxnpQz7SJpkqyeMjx+303ZDctQDiZXnTVCekd16hqcooOZe+9dXNnbdiHbZKYGW0l2rZlqN5k9OmaTcUJbEaf2y5KdhOjSendCLPbbOHBqAD2IXjn7X8gol/wP0lqFbpUsdk4IQq0LRY8D2BDQqPY4I9j50ByEByKSPwTfEQrzMeGr4OgVvO2Frv4NZfHKIDfkAd3w6ZuwcyHhbZzZTcr2uDYryUJhoi4k8nazomDhg5zgz7Ogc7FHRTT19jPdK+N9FRWfc7mDBeQx4Fjv1TZTY1WejfC7DZbeDAqgH0A9OUPflbazX8tB3l6p5jWsmF83fVlgWtJexooaTzeiHV7hvEzMWAPBgdZ6zHgfXCWHNooAOWtlZbIJPAIDU1AniAvi387uQ6y6uw8axvJbnacIkvNGjczhRMnTCbnV3e64QPaWRVobVzpj/RTyHaN5rCCtMFL4Lc7kMuS3aToKpSld3m/yWy27GMXVAD7UPyzp/+rqHyme+dGRNaAKguaRtEPBI8hi8sUPjFIDBJH6wEHdoG55T58eyWf1vnaqrriPQQbpms412hO3WhjxrL7c/qctffD7ye7ycGyG1U24kHWmF/LHFNweOQkhjYDejna/kQaneM6hW8ZJK8296DPlgO/ZNnNDE6uS++g38Q2Wz5kF1QA+0DoK4/eEL39SVH9slcDO8OhiqEFusMsjAI8q/p5YAlB2OY7SFkwjZeU5pB8/fBKLwbky9wjg25A3wIavm8MBgMZYkapL993dw8w79CJbiyG95JdeWsRWWWH1YdTRJP6LRCw2xV0DIlQUi3BZ+xjjT/tn/PIH7vdsbNC2kfAusi/iWlz8KBLl93sf8hARErvymZzJgsPRQWwe+Cb//SxiP5tUX0aXw5fgDZnRtmWBjdWMna32yQK8+t20ne5a0qC6UbtXQAJ82EG2fDCEk0afabpY9pGkErTBf6Mb6LvgSwQRTlhlmxdeO7Qd0/Z1YLk4K23Lh/Q5Di75gTBebWoD5LQN4XqEizQq0aKEexzwJs9804vMkfc30LQKXzPvMFATswuXXazexhcx0rvymbPeQWhcBSzLy+7QF/56NvylcN/L6q/IaoHV+IQ1LBBLdf8NQGFzBGG2nEIFIkWojtv8TMwTkbtQWfr+6n0i8OILtJOAWPwz+qGQLZJl0U35JeucdJgVdrA95iN/Pwc2U2OxH/FCgUs3OGZWn/ox1+wYKfmtoPtNLckepwyrKRPG2My52fzh7ntmkaHFfSTaLCuXZvspgXLpPRubUc+lv+ms9nCQ1AB7E7QLzx6S54eflaa/H6szFmARoqNQarbZYNADI0HOnuQ16LBWZCbZXhsPHaNjWhkU10gxxlwNl8SUPI8mFnbPQQeaIHyv0uNNLYWgtbTDIHWjrKbHiQ7dDAIdnR9h3xMVuGx+VCfjiUU9qwtwrbDbtot+0CbJtsODhMcMn6qrokbJoUhQbwS2U3/CgGsH6V3yzRls1X42AcVwO4IffnRn8jb7/yE3B4+E4OgxWhEJEk7Za0iojG0tKsbnxswGVwWWIVMmANqm+8IOLAMW/ayLgyWhXKAHhYDkc3FLePbuij13wq6WyZzDK6/TbKbASw61wmRmOnY5ykJAPRpoB8NFAFfJ+EEy/pz2+h4a+6Q3KByk5Fu3VZjnkfzt+uR3ewepvSubDaT3SmiLBzF7MvL7tB/9MHPiR5+UlQ+vwZJy6cnaWYMEGCp/ZM1yLM2wa5MB43UuUgCrxHD0BerZ2mQCTx4fxyDiwFc74zVgvAWRHCUX8+CgX4YA3PixFz99bVsR9lVICtBdqGykiQHig+e5L+le0JtXR6E+njsWepGG9NFh3viuFGSlrZfqeymr8BK6R3PWTa7zXfhZFQA+y5Anzx6QQ63Py5y+GzYYvC4VSErpDbP+GRt8/PFSGwrQ1TWbXUKdPHYslEOirENaVgXDiqdBgSgTNKDYONLJcgg8LoRICO/ge9GskvG+fwmrxZl3vG4g+xmT6lZdlaFD8+Yqiip7JZx7MRQ70TEv/TYiR1tiqseSaLG41zPE2XwJCmxmUyXu/lsfNaeVGiuQXazexizBZHSu7JZul54KGZfXt416JNHL4i0HxTRF0QPB7EKrMga/KVZGWeLSZu9K3vXIZmczzFAhj64Je7nOI6M3sfzAmB0BLJe5CXLRoEnwUWiQQCkfumu/7JIBdnhokT3yWuM93kXZHdIaM2GTgSaLOrQLyQWTAOuN1mePeqWgu7wtNDGDogrPIYGbd0rIqCTpgSmS6jLRj/sBAjRS5wnywh1+eJlNzlQL0rvyma7QLvwEFQA+y5CX3z+c/LO4cdE5ddF9enQSLrMEYJW3jK3wA7ivUATAzRPAMGIcVwwbknGCY1rYV3x8YrRHcECXyTsdNtKN/BB/bmPzy2RH6OncC7Z8TJwT9ndDO5/GrRedvbMWDT8WLJKfhjHdOx4oHed0wI7a9xvxBcaQZfViFdg3AaSuXlc5hTD/TAz1yC7QukdtpXNpsF44V6oAPZdhr786E/kq4cfFpG/JiJfFhEJvycnArZjmSMFrSs1GGDB8Ja10DCldt6WyT63fBFm2zjXVpbJ1+1WcE7mo9GALohGXlrPD87tfwSi7Su76ZFUHc7dMgtjNsZ1FQ7Nrwc7UXJU2XwjmM7AOEn0jnnqElSq4GzhamQ3ObgKaNdK7/Lrs9hsmc4uqAD22wD9wqO35I3XflFubz8mqk/ksPzBA5E1qHJ7ASOwYE5lrXJ2WzeJoXFw1ewEokNbWEOGC7QweA18SW+oeC+WYWJQjvfW6F67xQj4DIG9jaeM3Ba08P4r0zJ2m8SK9rshu0mRyp+zkwUjh8fFmaGjoo5e+c2qKNwG7U3j9ZE9ed8Bn4jgHMlRbqpIlkxdgexm/xJXeKyld+vp5DZ7Yn5Q2EYFsN8m6CsffVufPPqUvHH7l+RGf0KkvSqqh/Xd0rb+M+B1NyyJASQvBMHAMctNFgy8LgNj5yqr8aQi3RfO0q2RFtv5vSEPdmHhaH6jRMqCesqKu8WQ6DuPy/1yBr6H7GpFivJxHUrkgklM37gxgSVDWdJDp6OKj82x6WiTMRnNI8OjfkjukNNTvR7ZlYcBlN5t8jGTzdbuxS6o5eXbDH3l0Rv66Q/8krzzre8XkZ8X1S+H92NFwGiSjNWCVq8msiHQGKVPbOve71kWCR3M201ji4plq4MsvcMg0MVjhWuYDXd8GzR8dMd8jklBxsPZspscnJhwUYQr+Cz+rMIfqrqLnrmoFcagc0vGdrwSj6NrjEZ6GbYc4/ThPtL7bLEd74sPr0F2s4IDqtK7no8ZbbZ8xi6oAPY9gr78wc/qi89/XA7teRH5m3JYKrKSLArdtkRiZKkRyWo42eITtsAXpIGd5MbOfGaBZUv6IU1Nrnfj4Npw0WlwPzyP3WuLn90E8gDZTe69OWjFvMccDfYVifLL2gWcTddOVZeQ4CU0Q99sTuQ30eeukr8xvhtz7N6QQaJ5DbKbGhg42aXSu7JZKeyACmDfY+hL3/2qvPHafyWHpx8R1Z+Tg35O9PB2rGwuxs/xbFrpkt44zIBbGEyLhfKAeD0zdjvnbXc85qosvjLg/OD4JEJtCV18l7V7FcBWEV3nyfrsKbvZ3/UTSdUmPJ+j+oHnkJT0RMfq6heIfucYleYifnXALyeYWVI2wkk7FHqFspsYnXxL73I2JrXZwoNQAewzgOX92M/r4/f/DXn6rQ/Jbfu4qH5uDZ4gGLPA1W2JIsvMxpT7tZi1Wh+FLn6dsuZgkxTxhbYk4g12nWS60vJxuCh2rzS0yDvSb0avDRapHWU3/c9ojQCOKdMVdlLh+ZpjovFc/e6eLejlFn2nnZRG2vIfz2060I3L7ofsxfV/y5m1XgZhsFyW7Cqxu0PpXdkszlVx7C6oAPYZg778oS/LH97+gsjhg6L6M6LyGVF5Go0UMkuO504xDA5EDRiYWVAY1onBwpItbFkcuoWsf1hIKAjlReY+8eOesqsVaQPgxOyzJdeGwwd6l2334Xx3hDf40mQs0eB2q/JYErmpd43akab29pPyfOGyKw+ToPRuepu9j78qdKjl5RmE6qOn+vjRa/ri839L3nnrI6LyM3LQT4fkbqv6aWAj4UAzfU/HDFViQIs0Aw+B8X6uUdDJ/GL/kZHjH3DI5mSc2ncX2U2+Ip2SUGy9R3fSO5PnKtMxjB5ychx0MqvybNBItz0HbKhK//vEcrmym70CO6rYxU7j49I7Zuh0+s+y7Aq7oALYZxz68oe+LC/93i/K27cfloP+5yK3vy8HfdMjyWB7VjaVuHDyz135tyKx2goGb39CViUaHAeW3WeW+eKxrnPzwtCwI2W5/pllvy0G1Fl1AF8/CH2E+jxAdoU7ZHLvzllPUO54TM+LKxuOpJqjeKxEh8+JTrpFiXpGfdl2Ah+66l243+ReTLeyxPFiZTc5wrMvvevuOfBM/F+7zRYejPe91wwUjkP1EwcR+bqI/Er7t1/4bbmR/1Bu9cflufZvxCASDMy23PG6wduS6yJrpbNRMJkFqG3jHINSrFIaLet/LEMNl+DeeFJbdLp7hv7D1xweKLtCL7vhu2ySX++q2kpjFsLWxtcDza152z1iLODFdwLaes0ceZbwGQ/u7Iz/ltzzgOdLld2NzF2FVRW5sTpR6V13PdDcmvfKZHeY2Sj2Q1VgLwz6+NFr+ukP/JLo1/+iPL39iNweflsO+nrolG1dpMR0NWIRWF/aGohwErmVPYY+O+S7lAAAIABJREFUmDkP+vE6N6KX0W+w+HCg7Bk2DqZ79Tlp4vvKbnpoL7ujlYZzZZdmR+vxsW2/lIWkL7+vZnOwc+vGkCNsbdXHbExk5DhfW/2P4r2U3cwYPPPSO5pvMputAsguqAD2QqFPvu9NffKB35I3v/lD0uRH5HD7B3I4PL1rZMOiTzvBLNoyTA/KLPOksa314zkI5ozVGzh4FFrAOJAm5m2BEfwHNJDHbLHCIoBXannuB8huZvCW293Fu4/0eUK7yKpDvLWn/FyU5kGnQJdOSTLw2fEcbhNGG3Takh8mjQlfSP5YkayD0UBZwPmly252jOKU0rtIbjabLeyCCmAvHPrK9/6pvvj8b8g3vvqX5CAfkcPt74jq1+8avdfdR5PV4Ecv4rcm/tNTIYMFQ1RcEIwGZddo0FzNteAxbDlbHyU750CY7iPMt/CZ0XF+2jom4zX0h4NTZDczwnthyyeLOpyQFzEdwuQj/C1zeE6pfgBtHNPp5jJ3tvPQgGF3YI3uo8XjkAQFYnTc+ut4P+j0+W+4h3vFOZDvZ1R2s4ODmdK7hEeR3fXuWZddYRdUAHsluPst2ff/jhz0h6TJD4geflNEv75mpQtCZSRZkNjvYIC5Xlw/uOrG5H3NWRYm5Kclxs1BYXg5n3jwgNL+tbvg24+Zr2SR6e6N+58ou3LWKzK9EJHNakS6vmeOLBnbVT5aT48THk/UBsiSGrueVViUdRqOu4rSRt9hUnQFspsepXfdedls4QGoAPbKoE8efU1ffP8n5fHh++X29vtF9e+LHpaKLGSRXEU1ZD9V1QW61ieputlJg09f0yBjxcruVsATFgziwd93lXEfZC68rA9zhm0rWMBwW/wU2U0NcFwsO66aWB+XpcZnha+xhOSGxngzJxWgU90rIdRnbQA+uQ1v0+YeJW7hJiFBYoJKerfBZ0f2QmU3M0rvVr7KZstGdkL9CsGVQvXRUxF5of2r/9fL8s//c98l7zv8hIh8t6j+S9Jubty4ukqjWXUSjISX22U19K6t9eME+8O8vIVkCwouIIGGRhor4YRXoNWNG91HkGIf9GJlF2VXXyqNsnMnAA1Z9SKrzAwXd2tbHlqD6xnN7H1t7GPPLv1yxwYPgW28J43n0pJrdn7KfWb3Iv19puNGNL/Nsiu7uEPpnZTN4twU/BbuhQpgrxz6/374dRH5pIh8sn3nC/+uvO/mh0X1r0hr/8JpiwEZY7rdvmGoIZCMTSGwtWC2YQfo50Es0209vZSfwdx2USUfpzTOjll2tZexwivj7DgW8KsZsREGDBwJP6ujtLecWzIN0snohZ+X4+SPCGujy3Rvo7k7p0t8Hb2RZ0R2s/+M1hZK7zZoz2KzhYeg3O5E0D989Gn5yuGn5FY/KCK/JKKvyUGje/FdEKhQdoSWz/BOqEQj5fUs3ZIBsIF32z1Z4LxNcjOQPYdOqEjTZcPsTrrzP+YEQEioN0GOCnpHRLNCRfesSAdHxY1TdAp3EfCT+dqigf28mZkaOTu5LtmVXZTeZfPNbrOFXVAV2MmgX3j0loi8LCL/RfuuF/5nuXnuY6L6n0hrfy5us2O2KnANslwR6SLVYNzYR9dPy3DDwpNkz92WfpPx9k4yrwLd0KTrnJ5RL3yJwBy4GNH92WJlcqlUcJWjOzGSH78GYui2DUH+TSQIPeijTUF6hw4I1SPoF87R1r7dvciqR10FJ9M9uO9QdeIqjukTVa9I7eJ8cnmym70Cq3r3hwxK78pm/V7RfxYegnK7E0OfPPqUfOO1n5J3bv+i3OrfEGmvyuHwNC4sbV1wzIDdyJdFqC3nHFeGQJgXBRtDC12XKcO/sFhRAB0WBOAN+fEm4sUWXP8pFGh3HoGe3Zu111oEfgFkis+3c36Z0PC5GEHTCyW9a3c6xXrH9IIOwRQ4hzumFob6M2Zeh9uPOIboob76fZAjFJDV1chucrSHyK70Lt7utcmu8FBUADs59JWPvq0vP/oTefJ7Pyfv6PeLyC+I6tdCJ1twvDrro8eEsb+d2wmuIdbu75TCnNyniaQ/fZKd4/WTvxndZJgZh/E6vreZEWQ3OjYceyBtpckJhNHMSHTPj88zvSJnk21bDrcdue+gGzqxVMczo0job05C7c+C7GaHi6P0rmy2sDcqgC2IiIjqJw768vOflZc++bMit/+mHA4/L6qfEV3ekc3eicVEVOiYCqT9AMvOoc1/akRkHAxlzG990vaN/wwKHPO4Y1P6Kw/Yb/IFqlvLE6ezBXZA6TvYJxDqnNbGc8EtPqOPW43hnnRwPKBtFaiTkRrMdciuEFF6F1E2W7gnKoAtBKh+4qAvPvqSvPTJj8vhWz8gIh8X1S+ugSx25gNYQNLfCLRLS3bONOyy/8ar0XLmVrppgEufWLHF/rjYhe0s7CNrMB1g94PV6HMXvmtEIjt/DlmmQ+AkI93yQzohexiwdOyZsMNtNC9WeQa8blX+O0e8URFqfJ9XIruZ338VkVzOpXdDzGizhXujAthCCtVPHPSl73lVX3z+5+WN2z8vIn9NVF9OFwVcTO5GR9vlhSFb3/hdUgyAtjJyheZAC4NYXmxocv4Wq13D4NSrttDPf6T7CI8zIDw7fG4Q3GsyIHNYR7f++IFzAiMbzxzn5SQqJ5XzcMr5oELVnYO+XpvsysMsKL2Ln5Pb7Oz1jp1Qy0vhKPSVR2/IS5/8W3JoH5XD7U8trxa8fde4LCpha17WILKrgIIhu72zNbe1Ourb/LZ4tXWh8yDTCLVkwcFjqhIYXZ/HrkM7f6EAaXXveM0MezbLcaPrAeCI3J9trOjsNMBHDJ1a5wgTHesnAj+bOCefK+GVv1SIx1mCJKR3/n45j78G2c2MUyp6pXc9n9yIE1OfS5RdRbC7oALYwkm4q8h+96v6+AO/IG/cPi+q/6UcDp8SlafrIgJGytm0V1jbas8qcdGhBDbQyL7gFQJgWkz4FQRccKyiOvzW6NKHvz3qfCcL2WH2BckW/OUYXxvp3o3DB82VGaDnzw+cin+hEIcBfUykcO4wQCX8yWR3yDAGvyzYOTN0vkYPHZ9CO9LQVTbYxiK4JtnNDn5upXdls4GvwkNQAWzhbCwV2V+SdvhBEf1xUfmMqLwZjRRWGK6+YgQbfl6LFzo0doVg1T5pIWoa251Wg8ATgs5uC0jWgNoXNw5sF6J8Tze1IAXZ4WsjnRNhHYmHw+o2v+LhA4E+JiXDLUkbQ94QEyMfRjSUhplDDE4L9DHwkckkY++KZDc9UAald/2NTmqzZRq7oP6QQeFeUP3EQUS+JCJ/r/35//vX5Tu+4z+Qm/Yjovp+afJnuyA0HIOh84LFGfY6ONLgdgtKs3lDv7YuYh0/0D6Yfj0G3msxkjt5gOyGjsj6WjtWdEQ652O0bJy1D5+vrs8n06+u34C/LhHDZkiC7EfNWZe6Y7yc3XfC/4i3S5Ld7DsTvJ6U3m3PPYvNeiBdeAiqAlt4MPSV7/1Tfen5/0Xe+MbHROUHRPVTctDX1w5blmpZKpxiEBQaOZUmMtw9MCkUTPcsZGRTYnypSTnqxs6FHFzWlIoscz5tTU6wUpONb42q5hsOqRvP1bKkjZOfUx576oy3+l6R7Kb3MPz8Su/SvtPabOEhmH55KewHfeV7/1QfP/+bIm98RJr8qKh+SlSfpkFqt7ggIcGO6+KWZa0tu5gAk218X6m7CeZhixY66mFpYA5oi7JzOYuMHdygbSUaPsJDGT13e00kGdLzcPRCTufkhGdj8jCO9VGvS3YzIxNL6R0NmdFmK5rdAxXAFnaHvvjh1/XF539N5I2PyOH2w6KH35CDfm24omQVV00WFfszhML9bYumJ80kvB1/HUHhk2ngu7KBHizUqlWBFZJ/+KIby2ZQ1e4eOS32oQ86PF3/hS9mAC88d/qlETzWeHzKNmPXxrpKzt35Fuon1yO72X8HVvk5lN5FHia22cKDUQFs4V2Dvvjh1/WlR78rh//vh+Rw+BER+T9F9e0749V+EfIE3bJVW0CWhvAzKboudCox0HT6GVOwsNm4Zcp17cIFUeI8eM36tFaW1Mhx+XW8vDw3dGj+LHVtx2eLtP0ZLQ8gVPIbPBOYFBMbfPa+HamJ/8JnzDqAHnlpc71jBwptThzms/vxLUiVsE16DbKb3S78OZXelc2i7LYC6sKpmH55Kbz70Cff96Y++cBvyRuvfVRUPySivyoqX47VzWVBaCLxJXtb5JZjFVnfmcJ2oc9kgcBsPyykstIWPAaCttiqDOhPviCFarjAAt38Ma3JSfbA4HlLi88q3ZpTGCd9u5NO6IVOLY4LNFm/kEeYpDVqF3BoODc44zA/nAc+r0B2syP98lLpXdlsYQ9UAFv4tkFf+ejb+vj9vy9v3P6o3N7+kBz0l0Xk7g8ihHWOFz2RYQW0rV3ShSHExy1eT6bx7LwtJ43aO9q1GN2hkewkd2JY+bAmrFB4GzhCfm3E5O7VE+jr9FtCVyKdhjxSG9Oz8VZBQf65ctPtLMBNGg3+5ErdtcluViyPdj0vvSub7dkv3A/1M1qFbzv0lUdviMgLIvJC+wsv/Ldyc/PjIu0/ltb+nIjEoNG2Z3ibBtaNlbCu2bPQmHRAkv1zNo3DjI9k+PTwgH+QRHACwRULlG3aj8+TuUJFH3TBnJE7Lqq4dPdifOA9KOjTqIJk82Q8Ik1WYK7ikAO+ZNlVEFt6Vzbby272d8N3QlVgC+8p9KVHfyxvfOUnRfWjcjj8shz0dVE9+OLVVUMpuw1rCi5WtFAqLpSy0mQHy5UDnDtZqwoLOLi354BV7KMETrxuVY8uOAJlCI4VHA3+tR5zMlZN4fkUz4/chPfFfsvcaRCX6aOA3K5EduWo71B618/tfSe02ZPkWziGCmAL7zns1QJ9/P4flae33ymq/42oflFUD2k2HNYcDkClX4/8ui2IsMDh+0/DYLbBWnnq4j4bRs+hrW34Goidb2YDGpuxso6fXWmeWQLHE36uB+mZ46J7QKfEQbpkfZOGboxSdYjpyPXIrjzMHUrv4mfZbGEH1PJSeKagLz/6E/nGVz4u77TvE9FflIN+SVSfrh1sYcIMXeKnJOdhkWsxYM2C0tE6w68l1BbpAhBgJxKqoISKy8ixLf22tiazuUeveHRfpMjotdyfcWXlwc+8kdMjvrq55YJlNzmy51t6J+++3j3jsivsggpgC88c9JWPvq0vP/9ZefzJn5bD7YdE9RdE9fN57wYZOma+vMWEWfByLVkf1zbK7C1YxWAX26f/HViDyY6yB08YQI4pMuGeOC8eZl/OCOeZjizz2/jwBRMg3oRoZPT5Fmg+busvwji5bNkVSu9SlM0WHoYKYAvPLFQ/cdAnjz4v3/jKx+Wbtx+S29ufE9XPierT8JJ/iJV0yXyxEpBtCS3X8TO8MtBW2vb+ViM6dq5aloRVCfyDEy47Sao3I8cRCBKy4FiT/vxM8TI8T+un1Ae3PFXW58zE7DpvlXa30FZaSv3WvU661SuQXb0De4fSu+R8Ypst7IL6FYLCMw995aNvi8iXROSvt+/63V+R9mf+M2k3Pyw37V+BXrDADBYWDkCxTSRfyBqeEK2A0eI9IXBtz+Tdko6p+JY2lzf29QmGfnCbQYnPEenb3N4m0CfhMVwHGso6mdDwPgmNa5DdjVQQ6yi9K5vNAvfCfTF73ahwYdAn3/NFeaI/L3L7vBwOPyuqj0XkrbAA4S8OYAU1ZOOQxXslVYCGrO0dkgVodiedyi4RnopE+cFxt1WIjorHjehTpSds5wGNrEITyIE+bYL7YRKEbYvDc3LgHHnrNPBLt3NVspsJpXex/+jaRDZbeDAqgC1cHFQfPdXHj17Tx+//m/LOW98voj8tqn+8BqMSM+HWRFqSddsaxQvPcEtJk2tL/+ktiaoV+AxQvg36YluofFglg54LOstQ7RjRz6o98NyNX3tXravKaMKHJuciaeWla1NZ39fOKjXXKLvCHUrvymZFusC38CBM73YLlw19+UNflsef/LvyrdvnRW5/VA6HT4vqW3eNtPh07z3RwnTU38LCafSNxOwV2C1kCzu3de+rgcfqXvHoMggYllWHBt2RbujKDosrKCcEZkr8d9UenBB0kSs2ly67sosVpXc0tw2b0WaPs1M4jgpgCxcP1U8c9DOPvq4vfuCX5fD2x+Rw+Ak53L58F3DSwnJs4eA1RyVWEcLCCfRuJs+oO4eyIFQjLInICGA1BcstIkcfWlfxSJxEcKRJRYS3DoNfxiqSJI6JnDhXWVzvWj6EbzWr0lyq7AoLSu/i0NlttiLYPVABbOGqoE++54v60gd+Wb7x1X9PVD8soi/I4fDm2oMWQ9G4zRMSeKXkHceqhJ/aOtSCFGSnJE/f3hNwTMvlULkJg6R7PqHqgY5MJTgrd2qZI1v6m5OyqrrCXI09FPO19OucU1vvMfvyR7ZFmdKW65Dd7B5GHyC70jvg/8pkV68Q7ILZl5fCleLur3s9/9vy1jc/JofDj4jqE1F9K2wT4TdJ+U/N3nWgDBqrDDZ2WYxmr8CO3iP2y239F6oUVD3p/uoOyBsrLVgdwS9c8PyYfLizI3qmB15FTpKccG9w0FVp0LFrvP+G92/OGe+BeL8K2U0OC7ZK78pmRVbZFXZBBbCFq4b+0V/+qj559Gvyldvn5fbwAyLy63LQ17vtJsuUu60kgQwaA1/G7IsSyc4qDZmsWjIuFWnLz9tCO+1Hzw+fMyYsRocTFHzWWaElq96M4NNlAR069YzMlchudqiU3vn4stlVdrP7i31QAWxhCugXHr2lTz7wW/Kt2x8VkY+J6G+JHr4uInExCYuhSniH9o4SHNZC5GjkSESocg2ffkoVk1C94XY8t6oO04Xx2RdNfNsRyTSYkisriUPl58/35u+9ZZ5OQWeUKld0j9ciu9mB35gvvSubLeyKCmALU0E/8+jr+vj535bHt/+RaPthudVfFT28lXb2hVKTRUrigjs7eG32yjU4Ba+OQBUCtxK9P/RjmnjgPgafg9HFceiU2lrF6b4tjM4tTJjzlL1zZ3TDvZjutJ4XptXoXq5JdjNCRUrv4KBsNuexcC9UAFuYEne/Jfv8b8rNGz8mB/mgqP6KqH5NDnr3wz+WaaMDsuzfiQisnZNn1+iA2sChjBxJWM/PWdyhSiJ0mJFp0AGdVecsiW6oCMn2o84cpDtvrCqdgiuQXaH0LqVdNlt4OOpPyRamhr744ddF5A9E5A/av/P7/740/UHRm78i0r4jJtxKCx0SqaxaVNZ02Ksr2DiQT7jMnmwZ55WXxYFpgy7kWPgZ+Zc+NibHLcLUAalP3dPZeu40wAtXPO8WLl12k6P0Tspmk6nrdYJdUBXYQmGBvvj+T8pX9K+K3n5ARH9FDocvyeFw8MUwpPFLWm+L22HyBalhmcOcB10LwAq39WvLoUr4okajMU5bvACzvsOWzNH6S6F/5ggDqbY64PAFkqRz4AGcXpYAhWo+Eb0W2U3/hww0fJTeSdnsVjGkcBaqAlsoAPQLj94SkSetvfBj8p03/5bctB8Ulf9UWvsXY09bHO8O5WbyBUlFXCZb7warJQODPi3xXO6nskrL8hCyKk74sgeNs1ceQqUI+6FzBK/M7/x1FSDpkTqrQeUovI/HQy5QdjcydxBroii9K5sNdLuIunAPVAW2UEig+uipPnn/Y3np9qfl8K2/IAf9RVF51d+Rveu0rmczO2mR6Hi21ua2VEY6ZNUMGMPXvAIkEqsm8dLmVh0GFmkjHDsPA7qa8DLsw/SB8FZl5hJlN71dDK6V3iVjMn6Zly1eL0h29QrBLqgAtlDYgOqjp/rS97wq33jtZ0Sf/oCI/F1R/Rr1KktCbKznd+3Z1mFW1dmo9GgDf5g5kkG1KGDgRDadC21hug9MeLUvkuDW6XDuNm4K3S5MdtPbxQmBn18uveuvMa5UdoV7YfrlpVA4BXd/2evRZ/Tx839V5I1/WVR/TkQ/e9fKW1QTAp0SHfYYbLeJrAv9sQqF/e4sb1Mew2ZFxS4fqajI4uS27gP7h63T0dy6fm6SvDDZzV6BNZTelc3SpcLDUQFsoXAm9MUPvy6Pb39etH1UDoe/Lgf9kpSrlnRV3tySS65vVjxOpYcVDw0f3ft6PPzUrb20sIZbpMzHsTkSh3kNspvdw5Telc1mqFcIdkF9iatQuAdUHz0VkX8iIj/X/vXf+TvyZ/7svybyT99+r/l6T2FfZsB3yza/8EHjbIz1w3eMR+NPeh+uP135kzv/ZV8A4W8Zd/SXfhnB7ssiLXHuI36TtquT3YQovXsG9O4ZlV0FsQ9GBbCFwgOhf/SXvyoiX32v+XhP0WR1BmFxXiom+O1bPB9VY0bVXPxiRkuuO/2MTjK3892iU/RvSTP/LXGSMM8WX52jb0QC5pZs7guUXUFK78pmt2VXuC9m3+ApFAp7AKuutmCn75y1GOAOqyUimT9cySzzdI6pRccVSNPc3KcZ/1yRQWeUVXiQBh37F0IG1aUgB3K41yC7Quld4EvKZgu7oQLYQqGwD7i4ECoZEp1M5zQkcRpQIcnoNZHOySAvXO1wX9PiZ8obO1J0TltVFJ6THZp1IR78izDE4zXIbmbgYym9K5vl48KDUAFsoVB4OFqL/iP4hMT5dOOPtHed+8Oz6YWiTeb8Bu06vNENhrjLgH7jua9AdlMjkUXp3f3pXYvsykR2QQWwhULh4VDtF+VzAhmsvvgW3gJ2EOr/0fyKHSK9bL7O8QAy52NztORet8B8pW0097XJbloklbzSu2TMZDZbEewuqAC2UCjsgwafJ1VTVNaFXOM2IY8N7891hGjM4kxsTFap4a3JhKTY+3Pde3Qt4WEDW5WirC3juePvUmQ3OULhr/QOCM1ts5Xj7YIKYAuFwsNxn6obfwniaH/ohrFRFiel76MptRGUibaVRx7iTlLimI4XvNBkdfoDHo6+r4f9LkB29evIUnqXsFQ2e7x/4SgqgC0UCvtguIZzA24tckUi8XJhO69Rf4nOLVSIoM2dx4YXdf+p5DBxXnJojQiEcxjXTbKBbm6mCXwGks+g7Gb3MCpSelc2ux6eEOgWTsbsy0uhUNgDvO6HdfrUEgw2LwR5G3A4uUBfdo4JL923p4El/paxDM7TNuK/u5acdzxyBYivXZLsJkejg9K7SGtWmy3z2AUVwBYKhYdB25dOK1qgU4PqiL1D1vWR8dZhcBJJX3ZsItHpZHSzd/jSORnmhLfoc4Vo6aMDXnrm4POCZDf7KwQqpXcdrbLZeoNgH1QAWygUHojD6+H0aHUhq7BobDt5gSdn56STSknmdIaVQo1sjr6IEngghxjmsLZkC7T7tvbWzV+Y7Gb3MC0JgkRK75DHKW1WnspB3tgYVDgBsy8vhULhwfhnXwxba8G3nbJXdsKWY+cwkvbWwC9lFZ5k4Oa3jXlectgptqpEbdtZu8MdbVNmuBDZzYzSu7LZyLCI6tsib3/thM6FDVQAWygUHgR98n1vSmt/KiLghGRjMW/RsQwdFlViwpdHuCpyghNtTboKTcda68cYjz4+cdxbjiutKDVw4Li9eIzehclu9lcIpJXeOctls86Xylvyh+/78piBwimoALZQKOyBPw5VWJW1upJ9EaKrcGSLf7JNKflpuKjJtt/2wDiu21VswLfE+/Ex0MfmceedbFPy9mZw9O16ZFceZkHpXdns0u9ubfy86qOn4xsrnIJaXgqFwsNx0M/6sS3+ofIB6L4YAf2GX8JosY2//GHvrLmTaXF4Nm7IB81ljg0rO4FGRpNp8Fytv4a4FtnNXoG1WKb0rmwWyerhD8eECqeiAthCobADDv9QRJ6GCkbDCgUCKh1ZtaLDRgXG6If35xJHye/CHX1XTeOhk7TgfFBlOpkmjbNtUK8OXYnspvcwpXcpZrZZ1YOIfOYMJgoDTL+8FAqFHaA3r4pIfKfL1/ukQtN9EcOakiqKj9e+f8cHOxmmmc1jY5Pqi0rvYK3iIwPehgBH2s2v0Kddj+xmR1d9K73rMJvNHuSrovpPTpi8cAQVwBYKhYfjm9/8ExF9NXypYfQljcxxZFWLTWh+PJwzC6oSx5kN696fC400OKsW4TVzZnx/ba1ap85ywHPK9zMku9mRFv1K76a22Rt9Ik/ltUHnwhmoALZQKDwY+sr3/qkc9NMiMnZsR7cAoS++XxeckazXHbj9mDgZHBjojSoqdgxj7JK/Uzdiv8Ux4V4y/hhc6bpw2c0OE1PpXdnsXdNBVF6WP3rh9b6xcC4qgC0UCvug6f8mqm93sUvnwGCx5928MJYcizYYqquDSH/yRvo2O0fnNgRvQSa8Br7TG6C5pXfux3DpsqsvcS2fpXdlsyIi+ro8bf+76idmt4xdUAFsoVDYB1+Vz4suX07AIlzYftPYmBVWFBsADa4rbOtl1Y9uqzGp3LSN/t12Ijjeze1yrCzR+EbOXRTulea4GtkVIkrvprbZ1j4r/+j3/jjhpnAPVABbKBR2gX7h0Vty0/5HUX0rFkMUTpaGzAmK3C3+Yf1np2gOxao5HYF1SqPH9MPENhlVb3g7UVusBHG/7H7sW8mK8xCvzdpgfpOBD75k2U0OF1Xp3fQ2q/pU9PB3qvq6HyqALRQK++FWflck+YYtbx2iUzp3W9GdC5wP6fsA8Z+7wev4W5TBV6l0FR38ghrPnW4zNmob3JPytUFl6RJlVx6m9M7nmt5mX5bDO5+Wwm6o5aVQKOwGfem7XxVp/1O8KBIqFeZo2HF13/QFB+RVE41VLTvfrPoRjdAETqxp34Z8wG2sfcDZjRz46BvKSDN14nIFspscpXdls3eyeyqq/4M++Z4v9kQL90UFsIVCYV+8dfurcntYq7Bhe03E34XDhd/9UNjPSy6Bgwrn3E7wYRl94wX5OTEAM75Hzi7cJ1d7Ev745JplNxNK7+SZ0bv3Qnair8or6PyxAAAgAElEQVQ3Dn//NAYLp6IC2EKhsC/+sbwmIv+dqL4pIv02XSja6HoNz7ccRxxAW5XHxm0Bt0O5KdkyzfptgqtVCSHejrwG2c2Mk2RRend/XIDsRN8Ulb+trzx645yZC8dRAWyhUNgVqo+eyjuHXxHVPxCRQYXFyyA4ENrBcRxzcK3lx0iXp8veW8s8m40NW6Y4dMT/6NqoP2zPDr+YAn03af3/7N1/vFx1fe/712dI94lpbsrNI+by4HI5uTSlFJBSSpFSpBHxF6Kl/v5ZVIrUWko9HEu9Hh/q9VqrVq1Fi4hYragUkFKkFCmNMaYphJimKdA0TdOcNI80zckjJ82J2+3uzvrcPz5r9l6zZmb/nlnrO/N+Ph6TvffMmrW+s7Jmrc/6fH/VaN9J0HFXKs4QfWfdH+F737+vfUOyUApgRWTR+fZ1R/HGR8j8SOmVQvsyb70otVQJli9ghYvF5EWj+Le3P980WaVX2pYXly29p619m089nNaLavNhxbJR+JyF5SbLzNQ+aK7QmuXqdvFPdd8Nscn/Ix13LZ93WL6z7sfJ+KA/9cIjnReQhVAAKyK9MfqvG8E/RuZjk1mR5kXACxeAYq/mtotF82nrEBAVMyzF1ztcUJrbK1b7TV4QKfwsXywL63drLVfzdyssUyxiS2eT8jqLn8FanyxfqFPed0PPmPe+03FH0vsuy0Zx3sd3129HekIBrIj0hD/1qnHGs89irAcKFw1vvXBBl7+LV45ZRkQtGZrC7506jhSzLeWfhaK0/F0slzXXX16ww3baPmfHgk/93gwSOm07xX03rNqOIR13nYswiN9Zu5/vjX5R4772jgJYEekZ377uKD848Q5gE5nnJ/JCRqXrG0t/t1xEyhfHQtajeREpX1w76XZhau+EUXq+XBba/y6uo71NXPdyeXmdpaxTcvtuyHXaHTruGOjvrHsGbGbs++9U04HeUgArIr31txv2kfnNGIfbLhLdsi+xQOdqxWKmo5wpmTZ+mk1w1bxwF5b1wvqnXaWXqjO9dYHmZy1WZ07+bG6DqarbYqaoYyavXIAa7rthzz1NZvxmouOusyT33V4mTtzEjs2HZ1F4WQAFsCLSU+7vz/yJyzYz4a/D2T31Au3VbpMXhU6Zk+aFJL/IOB0uUKXMi5curq0F61BY2tc7TUJo8rXJ9oHl9xUu0G1VjFCMFaaetw77pVhA0tl3Q3+F6fAfrOOuy7oH4Dvr7OPExLX+3XWPqelA7w396UVE+mRbtpHsxHVkHpmJlgsJpaTOdFV4RvuFrflSp4tneTveYdnC+8vlKv/eUtYO65rsvVzMYpWzOoWP0nHF3TJP+RU0pX031EzH3eT7B/w7m2X7cd7Bd9nUXkjpBQWwItIX7usmfOu6DWT+BjLfOXUhgZaLY/M5LzzXUtVYfF9pucm/8wuml5Zvy550ueBNZnS6ZI0mL3ClbTTLUq7SnCosbdNftm60EEsUslbFspY/U5333bBr7l8dd6XiDNp3NtuBcY1vec6D7usmuiwsi0wBrIj013ez9XDidWS+A/fSyX6aoKdbtaAVLjRtmle//Ge5SrBcPdj2uxUufM1V+tRr5Qtx8yLcqVzFYYE6ZiiL2R+bCgCs/HqHbFZxO51Ute+GXfP/Ssdd6fkB+c46E/iJjXh2DVvWb+jwYaSHFMCKSF+5r5vwLeu2Y9lLcPsCzkQhbTO1YNeLXDPL4qWXyxeh4u/Wvqq2C5K1Pt+tLV6n9Xun9XV4b9v7StsqZoa6vLV93TXed2oFGHTcMXDf2SybwPks/zH+Ot+ybrvavPafAlgRqYQ/vm4///N/vQv3G8h8N1mWdc7IFC4mxYvO5DiQHdfe+bnJ66t3eF+pmrPlpW6ZokJZuo4XydQy5fW0jW1ZLkD+esfrbGH7xfK3bqC0eJ/33bBfYZqBoY67qe2WNzXtemq7757E/Hqyozf7tucfmH4l0itLqi6AiAwv/8cXHwM+axdu3ELDbsR5NcbSeNHbLzDFPzu93vZ8sS60WC3Z6cJVvKh3uGi1bYfSxdVKT3bhEG3qitmnDu9rrrPrRbb8GYtBQ4323TCbDAx13HV9ve35Gn9n3UeB+/HxD/iWK3ZN/ybptWG/PxaRGvCtl23j0InrcV5F5g+R+bH26shi9WPLVbF1ZS29i8sb6vrH1Hu90wWty7JtVaClasaW9zYDg/ZVtSleXJudaoqvtRakS9lK25780e99N8zKVeZtfwQdd11fqsW+cz9Glq0HXsq/ZdcqeK0HZWBFpBZ877ox4EF79p9vJFt+Jc61GFd0vfKWL0AwlUwp9mouv6eY7el03WtewFuWmWNQ1rJ8cz1WSCi1bbTwGbz1s5Wv+7MpS7fP31a+Hu+7oVcIlnTcpfedzZjAsscw+xQ/8Ed9+88fndtKpZcUwIpIrfjjLz4G3GXn3HMfy1a/iEbjWuByzJYD+bWlmSEpVgEWLmBtyxQUqxs7XuO8dJHsllXssv7Jl731peJFdvK16bJY0Fbl2hJUePvFva1tYilg6Pu+k0k67grP1fw7m/lhjEcxbuf4v23yp1413vkNUiUFsCJSS/lF4wE7f8NG/tNJ68j8TRhXA43O7eWKb85/WodlvHwxb3tD/jq0tBls20ZzWW/9vXjRblkmf9KYRXao2+fyQtnKrxfL0W09bWm1zpueXHSB+079sqfouJthG8VFq/jOOsB43oTpdr7vG/2pdcc7r0jqQAGsiNSab193FLjf7P0PcMG6i1hy0g24vwizla3ZnEJQO92FupQcav+jmBkqrr+5+vw1KyzfMZ4uXtSttD3vEgyUVjK53tI2rdP789eLY162Faz4vj7su4aC2Ek67vp33M113+GHcX8YuN23XLaxe0GkThTAikgS8nEWH7NzNjzJsiUXY9k7gCswW4bRaGlD16lX83TVp8XXWtrbdfi93HN5Nj2rO66n/DyF8nVbf6F80Su6kJnqlPEqBwrlgKa8jUXed6Ljrvl8P4+72ew7yHBGafhXmci+xvfZqoxrWhTAikhS8ovMo2YbNvDTjQtYYtdyInsZJzVO6TwEUDOrVL4IGm3Ll4fWaf7uVrpgl947Oc5l+2anCl66mDYzUuUxMtvKRuvyLR+hw2ebNqAolaVTwLKY+05BrI67Ko67mfYdfgjsPjhxG49v2KFJCNKkAFZEkpTPOb7FLvzGk/Ajt5H5jRgvIMtW02i0DxFYrOFsPtHtwlxmxddLAVrLxbdLwNYWzHW78DfX0eGCbrRnxTq9j/JyHZYtr6NTJqu86pbVzHLfDXtYUBzeScdd/4674numAvcJ4DAnTjyI2+0cPrEjRj5Z1/n9UnsKYEUkab71paPANrP3v4WfWXcedtI7cL8S41SK1aKtnTVoeW1qbfG3ky9fXNxLF1Tv8J7C+j3/p/lc+bWW624xS1VYf1v1bkuBSisqByflq3+Hbbesv6i4rxaw7xooiNVx177tXh93bfvO9+HcBXYHW7+1WxnXwaAAVkQGQn5R2m4XfuNGGid/DPx6sKuB04ElLZmr5iDtbe34mpmh4kW58Ev54t8x2VTOuNG+UNtrhQt0sSzTba89Gum8rem23bZIOSgpBEjz2XfdMoPDolx1reOuyyKLfNwZ4FmG2x7wB3C7je8d3BsjmzxnmrJLShTAishAyTOyu4Cb7Ke+cwcjvAn8zWCnzNx2r7mS4gWyS8Zn5pLQErx0TkEV/rQO2+5UnsmCz6IMnd4/2/KXNzePfac8V9BxN4fylzc3j33n7MHtPrITd/DdDbuUcR1MmkpWRAaW/81znub4wfeR/eDnOHHid/BsJ+6tg5K709bZqFPHlliYtqCi+Vpbh6Vy9qjLOstBgll74rL4eteOUd75s0yus/Ra+fe212aRPZ1p3+kK052Ou8U97mCCLNuB+3vwiZ/jewff41vX7VTwOriUgRWRgZZPiLAHeLdduOFLnNS4CucGjNNbqk6nyxZ17cCSV6/OlL3qlDHq9FpzaKBuHVO6ratYltm+r1tGqy2w6bSyZhvFWey7YdZxV8xh3+m4K+my79z3Abfhjbt8y6V7pimNDBDdH4vI0PCt63ayZf0nGPv+z5BxI1n25GRGdqr6kcmr53QZoWIGqFsQ0emtxXV2zMDNIuvVNUlVzmhNU+Zu62/rud5lHcUsWNd9N+TKQdic9p2Ou47vae479zFgC569ixMnfpotf/k7/oSC12GiDKyIDJW8SvEQ8Pt20aMPk428jIZfB3bmVBaqFFy0roGWLFAnk1mubq91CF46ZerasnTNbZfKMrXytj87lqvb312fL2yn+Nlaqrhp/2wKYpn3vuu2Hh134NkurPFxfOIhf3zd/nhhXed1ysBSACsiQ8u3XLEL+F1bs+HTPJNX0jjp7eAXAiMtF+7J62gxIHNaOsG0rbzQDrEtU0ZrMNDclnepGm7J0tFhGZ9a5+S6y9XS3vpnOePWUo1dXq70OYrZw47lyLen1ofMe9/puKNl37mPQbaDrHELo9n9/tRlmjVryCmAFZGh53vXjZm9/6v81M+tZ+QZV+HZDThnYjYClK7JpQt8x57ahTeZtQcVLe+zqeWty3qL7ytuu7itcnasbf2dlms+Vyxjvu7psmjFoKOtjIVtNRTEAvPbd4UfQ33cwRjuO8hO3IJPbPStV+zr8KFlCCmAFRFhsmnBAeBzduE37qTxI68HfwVul9OwkfaAoRAodNKyaJdluwYhdAgaOtb3dn9f16rm5npKr08uP0MZPf9nMks2Q0ZQpsxn3w3rcZdlY2AbybiVwycejlmzRKYogBURKcnHkv28Xbjhfhp2OVnj7RgXAcvmv1I6Bxez1mn52QQX5cChvHxpHVZ6rhzETAZfhTcodu3MYWo2Kea37xZ6Y5DaceccB7Zj9ilOnNjgW9cdnmOBZUgogBUR6SK/eN5t59xzPz+8+pV44w0YL8Aszp3NcTY7XsvLF+hyFWvXrU61SZxmkenbE3YvxvQvdsiSdV1voS1nt3Wq+QAdd/5s9l3x97b/pgE87jIfxXmQRnYP/8aDyrjKTBTAiojMIB9L9qt2zjcfZtnSS2k0rgUuxWxlaUlmzEx1ar/Y8vcsMl4dY87yk/mC0wVJ3eLXZpma5W0pZ2G9nYZHKq6vgYLYprnuu6Ly823LJXzcuR8F1mPchn3vMX/8xcem/yAiQQGsiMgs+VMvPAI8YOfc8zA/fMrleHYtZldhtrT7mzp0amkbVqjlDR3aLOaZsU7Zrq5xxyyybtMNb1TuyNNxXZ3eXwrMZJH2XTHqm0UzgLofd1k2jtn9ZNlX2OoPua+bmOkjiRQpgBURmaM8I/uwnbNhE8/gfBqNmzC7BGz1VJUtrbXxnXp3z/b3yVjASgFlh+eh/edUyTvUUheqmCe3VVifTS7Yvo5idXLH3ufDrpCRbP49631XDibbn5p6zUjiuMNjDGb3h3Du4HsndvhT6zQclsyLAlgRkXnKL76b7MJvbOOkH7kY92twuxrzFVMBgbVXtc76905VuB2ChBnbNxZWYF56TyGr1xI/lbJ9xaClpV1lh7JLgS1g35WW7fb/3Kmda92OO3wUuBv3P+SJbLMyrrJQCmBFRBYoH7VgvZ1zzyae8cwP0zjp3bhfTsNOm7mz9hyq6NveQyFIKWXgZjJjINJlRR0Dr9ludMh0HL6q/No0+64lCJ0uWOwU1M5Qtn4cd5lnGPtw1uMnPsno/9iV116ILJgCWBGRRZJfnHfamg3X88zGBZzgHTS4GrP24bfKg8TPKhhs9j7vFNCUM6XTrKvTjEuzzaaVA9/ic8WOStJurvuu7Z6i/J78nxnHYC2tox/HnXMUuBM/8SW+9z92KHCVxaYAVkRkkeVDAG0GNtv5G9Yw0ng72Mtp2NrJhdp6bxeq7GeaZant98I6yvPXtxWuvG1KmbVyI8pplD+DwYxDMUmYcd95+/9VuZ3qZMBb7OE/XWa1w3YX+7jLst1gDzIx9jHf9vwDnT+8yMI1qi6AiMgg8+3r9vJE9h448Soy/108O4J71jKMkpd+lodZ6vh7h/e3MNpXTIcApvD75FucqY435Q/UrVz5Ns1bn5cpc913xYC1JUCl7b+uTfMYcp9huyz8uHOfIOMgnv0BE/YKvnfwZgWv0mvKwIqI9FjeYWU7sN1+ZtOtNPw6sFfjvgazRvvoSKUsaqcq27aMG4XEaeGPcgegcm/yZpavpV1jYRVTn6JzWSaztoVtoCC21Tz2XcuiHbKw3V4va2Zpy/+/xXUs5LjLeBL8j/Hss/64Zs2S/lEAKyLSR/7EpXvMNryXC/kKjcaLcG4ATsEYiQWK1bidqoC7NA2YDH6a7RShtX1kKaBsBjbl5YpBVceq48L2W54qBTYAJ4Y8iG0b6WEO+67839xyXEzTXrXjiAK03sRMLdBl/TMcd+4TwH7cbwfu5Ylsj0YVkH5TACsi0mf5xf5J4Em78NG74Ydey0l2Lc5aGo1G9/ikQ1VyOeCZbBdZ/Fn4vSVIabZfbL5cCLjamjqWg7FiGYqbKZRn2GfiagtM57Dvym1gp0myzlCI1u21cFpGOpjpuHPP8Gw72D1Ydqc/vm7/fEslslAKYEVEKuRbr9hntuET/JTfR+Okl0N2DWZnQHl2r1J0Uc7GtQSuXbdW6hhUCmqLgWzx9ZZlilndYhlKrPPTQ6WtWcYc9l3b/2Ux+O1wgzFTIbp1zuqSkG15v/sYzm7wT5H9xyN8d8kBZVylagpgRUQqlgcDu4GP2k8+8kVGnvFKyK6jYedhlne2LWRMW95MIeicqYrZSlXJHTK6k9vqouP4sd2qoqXFnPZdWxuCqZuPtokLpmlS0KJ8A1N6rXz8uGfA01jjFnziAd+y7uAsNiLSFxqFQESkRvxvX3CIrX/5WTx7Pu7vwH0LWTYWr+ZBS7fMZqde497l+Y5/F4LZtk5Y3v77dOOaSiGmnM++s9bX2t5T/LvLPvcO6ymOTtAsS/n4cI7jvgmy6/ATz+fxRz+v4FXqRhlYEZGacX9/BhwGPmsXbbgfa7wS99dhdsm0QUyn9pTl6ui2v0tZvumqm8u/d60SVxALFHbFAvZd24gR+Tq6ZdInt+2F91phufL2Cn+7T+BshewWvjf2sD/1wiPxwrq5f3aRHlMGVkSkxnzLuoNsWf8HnDj6fLITr8Gzh3E/nr/a5V1WyMB2yLIVl2u+VqzOnm4IrGJmt9nxp9M6pX1XzGfftXTkKmVyyxnYtv/rGUYdaP50H8WzRznB68iOPs+3/PxXp4JXkXpSBlZEpObyjOwocLed881HWb70KrxxPWaXdHnDVKzSluUrZN9aRi6gtdNRuT1mx9ea2yn22FIA22qe+645eYH5zLu2OKJB2/9b4W9nKgi2ZhtXX0+WfYnRHzykoFVSogBWRCQheZDxR3bOPXfxw898AXbSW4DLMU6ejHBm1a+nQ0/24lif5cxdW/OEclRVrOpWR67gQGN++66taUj5P7RLs5CW3V7+f8vXkfkxzB8Gv40t6zfkN0giSVEAKyKSIH/qVePAg/bsP9/IiWWXcpLdgPs6rLE0AqBObyq1i2yTB1dudJ0wYXJd+fId290WmjBIu9nsu7b/p07NCzqMZFB+rfnfGCMKjOO+nuzE7fz799f7P774GFy2eJ9LpI8UwIqIJMwff/Ex4CGzDY/wM41L8OyduF1OgxUdOwQVf06upFldTevPctav2JO9a4ZVnbimLHDflcePLd94dBpfttPy7odxfwD4Ek+s36SMqwwCBbAiIgMgH0t2o52/YQcnNS7A7Hrwy4GVYI3O1dC5tl7w5cax5eWmoyxsR3Pdd91GJID219omtWi2b+UY7g9x4sSt8L+2+daXjirjKoNCAayIyADx7euOAuvN3r+Bn1l3AZx0A5ZdCY1V7THR5ID18WdL4DRdJnWWWdZhz/N1bKoxjwx1t0xr9+0eAR7ghN/Kd7NtmjVLBpECWBGRAZRXE2+1cza8g2c0zuYkvxG4HPfVMbtXhw5b0w2OP1N7zGIw3FyuwXAHsZOJ0Xnsu/J0sV3HfJ3smJUB+7ETD+F+G99jtz+17vhifhyROlEAKyIywPIgZovZhmu4sHER8AoavBGz1W0LT5fcmzbx1yEAg+EOXmEqCJ3PvmsOn1WckKJjBtbA/SBk9+J+G09seFptXGUYKIAVERkCeTXyZjvnnq0845m30zjpeoyrcT+dRqPDpDaFTF9bJ6HJf1p7wZeDK2Vg57/vis9NjutbaOua+QTGHpxHybJbOMxe37tuTLNmybBQACsiMkTy4bd2Au+0izZ8BU56DZm/jYatmFqoS1vLyTFKoSWY6lSlLa27YiH7rmUmLoOM/cAXOJF9je9u2KWMqwwjBbAiIkPKt6zbarZhOz89cQv2Q6+Fxltw1tKwuDaUB9UvjivafB1oHTO2Q3X4sDIWtu9af5/AfRf415j4wRf4mx86FFn1df34JCK1owBWRGSI5U0L9gEftWd/50Hwl5NxAw1b3blaG1qGa2pfYy+Lm7Y57btCJ64sOwDciv3Hff74857ucSlFktCh3ZOIiAwjf/w5T/PE+t/mB99/Fln2bjzbTpa1D8FUjlGbf3spOBv2iu1O4+DOet/5OH5iG37iWsazc3hi/W8reBWZogysiIhMyttTHjJ7/0e58Iq7aWRX4n4jsAazJaWF24d20jBa7To1qei272ACt304H8dPetifuHRPvLiub8UVSYECWBERaZMHsnuAT9uF3/gCdvKbMX8T5hdhjUZLUNZtitqhZy0/Ok4JOzUG7xjGVty/wviJu/IJKUSkCzUhEBGRafnWl46y9S8/i514Fe7vxE9sA8amFvDOP4ddcbCBlueLY+VmY7hvhexa/mPsNTyx/nMKXkVmpgysiIjMKM/I7gd+386557P88P/xejx7HTQup2FLOmYVpVXLeLA+gbMR8y9x4t/v9a0vHY0Xnl9N2UQSowysiIjMiT/1qnGeWP9H/OAHb4LsGtw3Acc1AEHJ5P4oZlz9GJk/QnbiTWQnXsOWb905FbyKyGwpAysiInPW7OwFfNWe/ecPwrKrwV6FcwXWWFp1+WqhOcZrzMg1ATyA8TWOH3wgn1ACdc4SmR8FsCIisiD++IuPmb3/Tn5y3QP8EBcCN9Gwi6ouV+XcwLOjOJtwv5V/H93k//jiY1UXS2QQKIAVEZEFyzOyR4FH7cJvbMZPvhzshdjEeNVlq8R/YgL3u3D/K/zYo2omILK4zNVbVEREesDWbFjKf98wnge3Q8Xs/Q3OPmfJVFMBEVlMCmBFREREJCkahUBEREREkqIAVkRERESSogBWRERERJKiAFZEREREkqIAVkRERESSogBWRERERJKiAFZEREREkqIAVkRERESSogBWRERERJKiAFZEREREkqIAVkRERESSogBWRERERJKiAFZEREREkqIAVkRERESSogBWRERERJKiAFZEREREkqIAVkRERESSogBWRERERJKiAFZEREREkqIAVkRERESSogBWRERERJKiAFZEREREkqIAVkRERESSogBWRERERJKiAFZEREREkqIAVkRERESSogBWRERERJKiAFZEREREkqIAVkRERESSogBWRERERJKiAFZEREREkqIAVkRERESSogBWRERERJKiAFZEREREkqIAVkRERESSogBWRERERJKiAFZEREREkqIAVkRERESSogBWRERERJKiAFZEREREkqIAVkRERESSogBWRERERJKiAFZEREREkqIAVkRERESSogBWRERERJKiAFZEREREkqIAVkRERESSogBWRERERJKiAFZEREREkqIAVkRERESSogBWRERERJKypOoCpMjMlpJm8D/u7hNVF0JERERkIRTAzs8HgFOrLsQ8fBzYXnUhRERERBbC3L3qMiTHzP4eOKvqcszDS9z9oaoLISIiIrIQKVaDi4iIiMgQUwArIiIiIklRACsiIiIiSVEAKyIiIiJJUQArIiIiIklRACsiIiIiSVEAKyIiIiJJUQArIiIiIklRACsiIiIiSVEAKyIiIiJJUQArIiIiIklRACsiIiIiSVEAKyIiIiJJUQArIiIiIklRACsiIiIiSVEAKyIiIiJJUQArIiIiIklRACsiIiIiSVEAKyIiIiJJUQArIiIiIklRACsiIiIiSVEAKyIiIiJJUQArIiIiIklRACsiIiIiSVEAKyIiIiJJUQArIiIiIklRACsiIiIiSVEAKyIiIiJJUQArIiIiIklRACsiIiIiSVEAKyIiIiJJUQArIiIiIklRACsiIiIiSVEAKyIiIiJJUQArIiIiIklRACsiIiIiSVEAKyIiIiJJUQArIiIiIklRACsiIiIiSVEAKyIiIiJJUQArIiIiIklRACsiIiIiSVEAKyIiIiJJUQArIiIiIklRACsiIiIiSVEAKyIiIiJJUQArIiIiIklRACsiIiIiSVEAKyIiIiJJUQArIiIiIklRACsiIiIiSVEAKyIiIiJJUQArIiIiIklRACsiIiIiSVEAKyIiIiJJUQArIiIiIklRACsiIiIiSVlSdQFERERk8JlZA1gNrJjF4hlw0N2P97ZUkioFsCIzMLMlwMnESXdZ/lgBjBAn45X5okuBH51mVRPAvwCj+d8HgSP536PA8ebD3Y8u7qeQYWJmS5k6ZpcTx2rz53SOEsfpKDCW/33M3cd7V1pJkZktJ46x5cRxthJYBZwK/F/536cRccYZxPkRouZ3trW/mZll+e87iaB2J3Fc/ndgH3CYOI8eAQ67+8SCPpgkQwGsSImZnQycnT9+DFhDnIxXEifq5mNpl1XMRQYcIwKGo/nvR83sELAX+CdgO7Db3Ue7rUSGW37Mnkccs+cQgcMqpoLYZkA7UwB7mAhgmzdTR4AjZraPOBafBrbrBmv4mNnpwFnAucCPE4Fq8xhrBq+9bJZ4cf7zksJzGXHePDDAOMkAACAASURBVEQcu/vNbC/wHWCbux/sYXmkYubuVZchOWb298QXOTUvcfeHqi5EXZjZCHA6kR04F/jZ/OeZ1Kt9eDEDsR34O2AHkX044O5HqipYlczs14FnVl2OWfif7v6JxVpZnvk6E1gL/DxwKXE+mik4XSwTxLG3CXiCOBb3AvvdPZvmfVJzeeb+VKbOi+cAFwDnEzdCdTovziQDdgObgW8DTwK73P1YpaWSRaMAdh4UwKYpb3+1lMhOXQk8l8iurmF2bbLq5DhwgMg8bCUCifVENmJ8GAIJM/sHIpCru33u/p/n++b8uB0BTgFeDzyH+NynU30tWkae+SIChG8AG4GjanZQb4XjajkRpD6HCFRPYyq7mlLAOp0J4ny5B/gW8ACwCxgbhnPloFIAOw8KYNOSZ6wuAX4OeDnxf1f1hb8Xxohs2AbgcSJbu3dQT9CDHsDmba/PA9YBryCCjMVottJro8TN1J8DjwJ71C6xHvJjai1xDnw2cFH+WF5luSqyBfhT4BFgh2640qMAdh4UwNZfXhW2Gngl8FKiacBKBiejMJNjRFZsJxFIPER0xhmYHr2DGMDmWbEVRFBxDXHj1ewIk5oJogp3C3A7kaE9Nqg3VHWUN5NaTmRUXwQ8j2gacArp1Tr1QkacJ7cAtwLb0DGaDAWw86AAtr7ywPVi4HXAy4gTtURTg81ExmGruz9ZcXkWbNACWDM7FXgBcB0RwKYYtHYzTgQHXwEedPe91RZnsOUdrs4Hnk/cBJ3HYB1PvdA8Rm8ljtGh7FuQEgWw86AAtn7MbAVxor4WuIzIvkq7MSKY3QR8HXgMOJRiFe+gBLB5sHEV8HYiO7asXwWrwBjR4etrwFeJJi7JHXt1k9+4ryJufH6BOBc2RwiQuTlO1BbcAjzi7ocrLo90oQB2HhTA1kfeputSImt1NYN98V9sGdFm9kEiM7stpaqz1APY/KbrZcDNxPBXw9K8pWk3EcT+oTKy82NmK4HLgRcTQWuK16W6mgAeBj4FbNCNVv0ogJ0HBbDVy9sKnkVkrd5IekO81MkEMXrBBuDLRFb2cN2D2VQDWDNbRtQS3ExkzIb5pqs5JNftwJ3EsHC1Pu6qlJ/3VhHnvlcRo6msZjg7YfVDc5zuO4lAdo+Oz/pQADsPCmCrlQcALwfeS/SoVeC6eMaI5gXfAL5Q505fKQawZnYG8C7g1UzN4CZhM3Cru99ZdUHqyMzWEMfNCxnekQOqkhHNCt5HtI9VNrYGFMDOgwLYauTZh7XAx4ErSGNIoVRNEGMm3gbcSw0HqU8pgAWexdRN1xp009XNGDFixieBzXU75vopP9+dQjQNeA3RwW8Z6oxVpWNEs5f3ufuhqgsz7BTAzoMC2GqY2ZXAh4jetdIfGTFRwpeJjGxtprNNKIA9CtxPBLAaumh29gIfBu6s0zHXL2Z2CvBLxBCAF6Kb9bq5F3ivu++suiDDTAHsPCiA7a+8o8KvEtmrfk2XKa0yIpP4SeDuOswxnlAAK/OTERMhvBvYPujZWDM7mQhWr2GqQ6oy9fW1D3gLsFFNCqqhL4fUWj6L1keIi5iC1+o0iKrvjwF/bGZX5YOki/RKg2gq9DXgtfmIIwPHzJab2cuJWo6vEZ1Sl6Prc92dDtxBHJv6v6qAdrrUlpmtJcYqfSvD3VO7TkaIHvR/AnzdzC4Z1MBCaqFBZNnvAD6VV60PjPy7cwtxnruKGGFA0rGG6CfwtnwsXukjBbBSS2Z2GjFsyRXoOK2jJcQF92vAR8zsZGUhpIeWAm8DbjWzc6suzGLJq57/gmguIWlaRvTNeL1u5vtLFxypnXy4mC8Rc3frGK2304H/Avwh6qAkvbWEaBt6j5ldUnVhFtEjwPaqCyELspLoH/BmBbH9o+BAasXMVhEngnXo+EzFBFEFWtsxY2WgnAV8ycxePyBZ/yPEDftY1QWRBVlBZGKvGJDjsva0k6U28jZEHyZml9GxmYaMGJXgTvXElT5aC3wGeHXqbQ/z0RXuIqbWlbStJto0n1d1QYaBggSphbxH+9uIsQ/Vuz0dG4nhzUT67WTgVuDXUx8RIx8U/1aiNkPSdgbwmUHrcFhHCmClLi4l5oZP+kI0ZI4CN7v7nqoLIkPrZGJ6z7emHsQCDxDTlUraGsTsaTcNwDFZawpgpXL5RAWfBE6tuiwya8eIsXm3Vl0QGXrLiPGJfyPxtocHgNuB8aoLIovibcSYvtIjKX/ZZQDkPTZ/FbUZSs2DxDSfGv5H6mA5cUN1VapBbP5duhuofJY7WRQrgHfnM6xJDyT5RZeBcgnw9qoLIXOyhWg6oFEHpE5OJoZze3nVBZkvdz9MDIyvG8PBsBb4UOodDetKAaxUJs+U3ICaDqTkEPABorpTpG5WAh80s4urLsgC3I9GJBgkVwMpH4+1pQBWqnQ58LKqCyGzNg58yN0fUtMBqbGziF7gayoux3ztJDLJ+o4NhlOB92mCg8WnAFYqYWYrgGvRqAOpyIhe0ndWXRCRWbiAyMQur7ogc5XfHP4RUdshg+Fi4LKqCzFoFMBKVc4jMrCShqeJdq9Hqi6IyCy9muhEk1zmy90PEOPCKgs7GJYCN6hD1+JSACtVeRUxa4nU32HgPRrvVRIzAvwa8IJERya4D9hVdSFk0VwOnF91IQZJil9qSZyZrUZtX1MxQYyx+XDVBRGZhxXE9NRnVl2QediJvneDpNlsThaJAlipwhWAptmrvwx4FPi0u2twdUnVuUQnmqTa27v7BDHBi4arGxxXmNkZVRdiUCTXNkjSlo+H9zyiTVCqDgF7iQHH9xOB3r8Co/nrI8D/ydT36wziZvEMYBUxXmUKdhHtXkdnXFKkvhrAK4F7iGr5ZLj7PjP7I2KyF0nfSuBK4NNVF2QQKICVflsNXFh1IeZgHNgH7AC+A2wggtZxonp9Il9uoji0VCnbM1L42SD2wVrgbOAn8t9XEye3lT36HHM1CtyI5maXwbAE+ICZ7XH37VUXZo7uAF5E3ABL2kaAF5vZV9UhduEUwEq/nU4a7dEyIgN5KxG0Pp1X6c1Kqcq9XP1+mOjV/wBMDim2hhgv8Hzg2cSQK1UFsxnwWXd/pKLti/TC2cA7gOuqLsgc7QAeIjqkSfouJBIWCmAXSAGs9NtF1Lv5QEYEl58hxjwd7fWg/e5+jLhI7TCzR4gs7VIimH0JMYbgWcRJrx/t1u8DPtSH7Yj0UwN4o5n9sbs/WnVhZsvdJ8zs48DrqU8NzXRG88dxYGya5VYQ57nlDNd44KuJEQl2Vl2Q1CmAlX776aoLMI0MWE9Une+sYrapfJsZcfLfBGwys1VEAHspMfzYufTuhH8IeJ+qt2RALQVuMrMd7p7SRAEHiBvLX666IMT5qXluPEL0B9gB/DPR3OoIcf5qBrKdNIjAdSkRyJ4G/BiRJT+fCNQbDG5H8+cCf1B1IVKnAFb6Jm8XWuf2r58H3l234M3dD5MHs8DvmNklwC8SozmczeIFs0eIKlZlBtKQEe2xj+SPUeAoU+2yy0aIDoQric6EpwLLel/M2rkCeDnw2aoLMlvuPm5mXyI6AJ1aQREOE8HpHuDvgG3ALndf9HFq84knziOaUf08Mava6Yu9nYpdYGar8nO7zJMCWOmnU6hv84FdwHvrFrx24u6bzewxot3shcANRNZiIdNmZsAXgAeryDzLjMaJ6tjDwGPAXwO7iZEwjjFVXXu82/9fHhgszx/NQPZcolbkMqJqcxmDf11YQsyKdHcK3/eCrUQN0Rt7vJ0J4lg6Qtw0f4cIWA8DB9x9umYBC5b3NdgGbDOzzxN9Jq4g2i6fzmA0N1hBfPc2VFyOpJm7V12G5JjZ3xNVuql5ibs/VNXGzewy4OtE9qdOjgPXuftdVRdkPvLA5GLgLUSGZq5j7GbEifQV7n50cUvXO2b2D6TRIXAh9hAX828Dm919Wy82kteOnEsECs8DLmFhN0R1Nw68B/hESjdsZnYh8JdEALTYDhFB8neIwHW7u9dmDNp8GtZXE028ziLt5gXjwE3uruG0FmDQ77SlXuqagd1NZLWSlGcsNpnZVqJJwRuIKtLTmN13fC/wXiKTJ9U7Sgxf9jUi47a/14FEPmrGNjPbTmTizwZeB1xN3HAO2rVihPh89xLHfyqeBu4nsrALDeCaWdZtRGJhK5FhrWVWOr+5/pyZbSKC2NeT7k3WCPATZjaiSWLmb9BOSlJvJ1PPY+4Q0b4raXnVXrPq7XbgTcSFbrr2Y8eBD7r75j4UUaZ3nJg69A5gQ6+rajvJs5GHgY15oPAZ4jh6M9HEYJBcQExp/ftVF2S23H00/26/iPn/fxwmaly+CWzsRTvWXnL3p83sHcB3gfdRTZvgxXAG0WRHAew8pZyCl/Ssop4Z2L0pVSPOhrvvBD4AvBD4/4hezOXPOE50XLu3v6WTkqPEmMAvBq5194erCF7L3D1z9yeJ7PzzgLsZvLErrzez1ALzx4jM/GxlxE36euCdwM8Cb3H3z6cWvDbltU5fINrF7q+4OPN1JsPZiXLRKICVfqrr8TbXNqNJcPdxd9/p7u8lht/6A1rv9rcDH65TO7ch9CRxEX6du2/KxwSulfw4epJoY30tgzVKxRrgKjOr67mpTR68/SHTj7EKU5Ox/C7wGuCl7v577r57EL7z+X54GHgXcROYmlOpZ0InGcl8aSVt+QXih6suRxerE8zCzEneROAmIpN2PxE43ZTYWJiD5CjwO0TW9T537zZeZm24+6i7309MrvE5Zg6gUrCMaAvbi05RvbQFeLDD8xlR23I/8bl+FniPu29I4Ribq7zm7F7g46RXFb+UdJs/1EId2yPKYBqhvpnOM4hOKwMdzOWdBTblHXXWMFiZtJTsJXrA3z2X6Ynrwt33mNk7gX8hbopOrrhIC3UZ8f1Pph24ux81sy8TbWGbHZkOEE2C/gLYWodmKP2Qz1T2OeD5xP9lSgZtfNu+UgZWJDpD3JQPRzXw3P24uz+ZYvCUuHHgEaJd8l0p7/88m/fbRNV0qm0Qm0aAa1NqRpB7MH88QnS0Owf4QN4UZSiC16a8JumDpDeSymlVFyBlqX1hJV3N6VHr6kXALw1LECt9lxEdta51912D0Gkw/wyPEm1jU8/mX0JiwUS+/28CXuPud7r70UE4rhZgI9GuPyU/UnUBUqYAVvoir77+t6rLMY0lwC3Ab5mZeobKYsqIqt1r3D31bGWLfKSCR4FXkF7wUHQGMQlIUtz9QEqTj/RSfo25g/bRVupMbWAXQAGsyJRlwM3AZ8zs3Hx2IpGFGge+O4idaAp2ElMa7624HPM1AjzHzNQrPG1bGYAxvWV2FMBKPx0n5tmus+XEoO1/BdxiZi/KpzAUkS7yTOwm4B3AwarLM09XUr9prmVu9pFWTUBqo1/UigJY6afDpDPUyQrgbcCXgW+a2QfN7FIzO9XMViTY4UOkHx4l3WmJTybawkqi8vFtd5BOMwI1IVgAdViRfjpEjB2ZUhvTVfnjIuC/EVWkTwPbzeyfgN1EL+x9KfcqF1kM7j5uZl8EfhL4FdK7xryYmHFM0vUPRE1fCk3AlAhZgNROLpK2/aQ/+Pma/HEl8VmOA6PAqJntIgLcp4jA9kD+2nFgdNiGtpHhlI/L+XHgXGBdxcWZq/PN7HR3VzvKdO0lnQysLIACWOmnQQhgi5bSOhXgWaXXjxBB7H7ggJn9M9FGay+Rsd3bhzKK9J277zWz9wHfJK3pMk8D1qKOQCk7jALYoaAAVvrG3Y+Z2U5iyJphsDJ/nJv/nRFtgMeAcTMbJeYq3w38LRHYHibaDx4FjuVDw4ikaBPwBaIpQSpVpSuB84D1VRdE5m0/CmCHggJY6betJDje4iJp0J61XQO8oPD3YaIX90HgoJntBf6JCHT3uHuqPbxlyLh7Zma3E8f32qrLM0sN4GfMrDHkkwIky91HzazqYkgfKICVfvsW8P+gY6+bZqexYtY2IzolTJjZcSKY3Um0td1DBLuHgYNqZys1swP4EjHNZyouJc5Pqv0QqTEFEdJv+4n2ZcPSjGChGvmj+V1dDpwCXJb/PcFUxvaAme0A/hrYrBl6pGp5FvbzwLtIZ8zL04mbyANVF0REulMAK/12gGgbpwB2cSwhOp4053F/Wf5z3My2E235vkMM/bVfQ31Jv7n7QTO7ixhXORXnogC2RT6hywjRTniEOPesnONqjhKZ7Qmirf84cFRt/WU+FMBKX+Xtk74FvJq0eienZoQYu/Yi4FeJpgZPmtmXiXbIxxTMSh99A3glcw94qnI+8EjVhegXM1tCxANLiHG61xLt838CWE3cIK/IX19BnF8axOQPc3GMCF6zwu/HzOwoUTv3r0QN3a78ZzPYzRTkSpkCWKnCI0SbzdNmWlAWxQrignw+8EbiwnCvmf05sFEXBumDx4ig5OKqCzJLP1p1AXrNzE4lgtS1wDnE+WEtva0dm8sNzASRBX8a2G9mf0c0ldpDtPff34PySUIUwErfufsBM3uItKoUB8npwG8QwexWM7uNaNZxVD2vpRfc/bCZbSSdAPY0M1vm7qNVF2QxmNkI0X5+NfAi4OeIcatXEu196zhr1RLiXHV6/ndGTAxzhMja7ic6CT4ObCcyusfVkXV4KICVqnyJtKoUB02DuJhdSQxztB241czud/cjlZZMBtU3gN+suhCztIo4NyUdwJrZSuKm4blEx8/zSLfpVoMIwpfnf59LBOMQTQ2aU3z/HYpthoL+k6UqO4CHiCygVGsJcCFwC3CdmX0I2KRRDGSRPU00HVpVdUFmYQXpjJrQwsxWAGcCvwBczVT71VQmk5iPEaaaSU2g2GYoDPIBLTXm7seBz6CxFutkGZGtuQf4kpmdO8PyInMxRoxfnILkAlgzW2ZmrwfuAP4S+G9ElvJkhutar+B1SAzTQS31swX4Ipr2r26WEsNxfcPMfjOvhhRZqHFiBIwUlGfMqyUza5jZKWb2NmK4vNuJpllJBd8i86EAViqTdxi6FdhddVmkozXAh4m2sWdVXBZJXD5s2z9XXY5ZWsFUW8tayjtmvRH4Y+I8egFRiyIyFBTAStV2ENNMKgtbTw0io/NNM3tlftEUma/9RG/xultCPXvmY2YjZnYF8E3gNqJzlq7lMnR00Eul8izs3cADVZdFumoQQ9ncCry14rJI2o4SbWFTULsANm/O8wHgy8A6EmjmINIrCmClcvlA+u8ENlZdFpnWKuBTZvaZvKezyFwdJ52Om7WZ7jpv63oV8G3gt4BTKi6SSOUUwEotuPte4D3ETCtSXyNEFvZmM1N7O5kPNReag/x79mvE6AIaGUQkpwBW6mQzcAMKYutuKfBfgY8piJU5SqkJQeXMbDUxssDHiIlHRCSnAFZqI28Pez/RnECzQdXbCPDLwG+oY5fI4jOztcRY2a+lhu1xRaqmAFZqJR9q517g7cChiosj0xsBbgbeXHE5JB0no6GeZpRPItKcblvXaZEO9MWQ2smD2PuI5gR7qy2NzGAF8GEzO7/qgogsskra6prZ2UTm9ZIqti+SCgWwUkuFTOw1wPaKiyPTWwl80sxOr7ogUnsjpHPd6XtbfDM7DfgkMbariEwjlROJDKG8Tewm4HXAXaQz/M4wuhR4p5npnCLTWUXNZ7gq6OuEC/kYrx8DrujndkVSpYuN1Jq7Z+6+E7gO+BBqF1tXS4hOXRdWXRCptZWoDWw3v4LavIrMmr4okgR3Pw78NvA84BFgtNoSSQfLgQ+Y2aqqCyL1k2fnf5S42am7w/mj5/JJCl5JjL6Swr4RqQUFsJIMd59w9yeBNwA3ovFi6+gyYopLkbIR4MyqCzEH/erEdSrwXqJ5hYjMkgJYSY67H3b3zwPPIk78e9DsPnWxDHiXmaXSzlH6ZwS4uOpCzNIh+jAWtZktIYaiO6/X2xIZNApgJVnufhj4HeAVwO8B+4CJSgslAGcDl1ddCKmdU/NHCkaB433YzqVEu1cRmSMFsJK0vFnBdne/Cfhp4F3Aevpz8ZHOlgNvMrMVVRdEauVK0rnmHKHHGVgzW0o0hTqll9sRGVSpnExEZpRnZH+fGHbrVcDniapAdfjqv0uB06ouhNRD3qTk+VWXYw4O5h1He+l84AU93obIwFIAKwMlH3brkLs/7O7XAT8JvAX4I2AHamLQL6egzlwy5dz8kYq/6+XKzWyEmGlQQ4qJzJOG7JCB5u4HgbvN7EGil+8aIhO0DjidmAp1BbqZ64VfNLPP5bOqyXC7gnTavwLs6vH6zydqKURknhTAylBw91Gik9c+YCOAmZ1BdDg6jxif8lzgDDSczWI5C1gL7Ky6IFKdPNt4DWndJG7t8fqvYHCb2BwA9hMzmR0CxmZYvgGsJrLRy4jz7wpi0ouUjhnpMwWwMrTcfQ+wx8weIob4WU6cQFcTge05RADWzNQuz38uQyfW2TiZuDlQADuk8skLXk3cGKZiLz2c8S8P6F9D+ueQUSJY3QtsA/6ayFwfI4LWCWL679kMcThCxCONwu9LiSD/NODHmDoXryLOwZrVbcgpgJWh5+4ZccJtZgr2UcjA5L2FTyGqQE8jAtxn5X+fQTRL0Im03TLgp8zsPjUjGFqrgWtJK1jb1uP1n0na474eB+4HvglsAXbn59CF6JalbWvKYWZriONqbf44B7gg/12GiAJYkRm4+xiRZdjbfC7PoizJHyNEZuAs4MeJC9RpRAayWRU2jAP7N4h9sozIysjweS3pTF4AkS38do9vuFIceSAjbuy/CtwBHMjPi33n7nuJc/GWPMM/QmRrVxEzAT4HeCOKbwae/oNF5sHdx4nqsabDFDI3+Rioq/LHKfnjWUSgex4R4A7D9+8M4uKiAHbImNkpRE/7pVWXZQ6OAE/3auX5je+ze7X+HroP+Ji7b6m6IEWl2rOjwG7gC2b2SoYzaTBUhuECKtJ37n6MCNr2NJ/LswUw1c5rDVMdx85hKtBdnT8GwemkFcDIIshv4D5CHOMp2U9v22yfRtTQpOIA8GHgs2oGJHWjAFakTwrtxDKig8PT+aMZ3C5nKoBdCzyPmJJ1FRHwpuhkdJ4ZRi8Driattq8QwevBHq4/pZvTUWJmw3sVvEod6cIiUgN5cNvM2u4CNgFfzDuQXQq8gXSH3jmLQiZaBpuZXQR8nGj/nZqv9zhYW0Ma4+GOAu8G7lqEDloiPZHa3bHIUHH3MXd/FHg7MT3uV4lewCnRjfKQyHuIf5g0x1I+Amzu8TZO7/H6F8tG4IsKXqXOFMCKJCAPZB9z9zcANxJt9VKxpuoCSO+Z2Srgk0SzlxSvLY8SQWwv/XiP178YxogOW+p4KbWW4klGZNj9EZGR7fXFdrGk2n53sTSA5YVOfAPHzFYTzQaurLos8zQGfLMPQ0Od0uP1L4bt+UOk1gb2hCqDx8zWmFlKY0r2hLtPuPuDRFXt+EzLS+VGiBuOq6suSC/kmdePAL9Eujcr+4D1fdhOCh24NqJh7yQBCmAlCWa2DPgU8Kdm9jEzO3OQM1qz9FXgsaoLIbOyFrjVzP6LmZ1cdWEWS97m9Q7g9dWWZMEeJoLYXqt7gD8G/L1GHZAUDHsAIAkwsyXAW4nqydXAfwW+DrzNzIZ2sGp3PwD8RdXlmIVUmjr02moiU/lJM0ulM09XZnY+Eby+jPoHZtMZBb7Wpw5La/qwjYUYIyZlEak9BbCSgsuIIV2KvdnPJTKy3zazqwcpqzVHW6suwCwcqroANbKEqGr/SzN7dT7gf1LMbJmZvRr4JrCu4uIshvX0cPatkrqPyDFBeqOcyJBSACu1lgemH6Dz2IkjwAXAl4HbzeziIWxWcKDqAsyC2tO1ahBNCm4HbjOzsyouz6yZ2UrgY8BtREY59e/bKDH2q47RMAKsrLoQIrOR+slHBlje7vV9wEwdt5YDrwS+Dfyxma3L5xwfBnVvQjFOf9oWpmgF8FrgO2b2KTM7t67HrZmdbGZvBf4K+BVihrVBsAO4t+pC1MhS0hgpQUQBrNTaZcCbmX212wjwcuArwMfN7OwhyMheUHUBZnAIjZQwk1XArxHtuj9kZmfl7b4rZ2ZLzOwSIlv8KWJWtUH5TmXAbe7ezyrzuo/fPAL8RF1vpESKBuVEJAPGzNYCtzD3TE+DaG7wa8DfAF8xsyvzKVkHSl6d+4tVl2MGu4hqWpleAziT6KD4XeDrZvZ6M6tk6mAzOy1v5/pnwLeIGo66Z/vnaiPwUJ+3mUJThStQMwJJQC3u8kWK8o4t72XhPXZHiCraK4ANZvaHxEVrdECmSHwRcGHVhZjBbqJns8zeMqJn/+XALjPbDPwJ8CQRAI0v9vGbZ9yWEkH0lcSN0VoGL2htGiNqavrd4z6Fm7kzidqvu6suiMh0FMBKHf0SMa7kYh2fq4gM0tVEr/0vm9nDwN5UA1kzO5voTFPnXuwTwFN9mN1oUC0nmohcQNQoHAI2AU+Y2Q7gILAXODrX4zhvWrOKCFLPAH42386wTBTyNPDVCr7/KbQHbwA3mdlmd697kwcZYgpgpVbymbZupDfH5hLiAn1Bvo2HzOyPiWruOQcBVcjbRl5CzMLVaWSGOjmKpqRcTKuJNt4vJ8bWPU5kZI+a2W7gn5jqNFfO9C0DTgf+NyJgXUPc/KzMHwPXxGYax4GPuHsV2dA9FWxzPs4H3mlm761oP81Lfn48DTWPHAoKYKU28iGzPkxkhXpphKgmO5PIbG0gxpO9D9hV11lo8kkb3grcTP2DV4iM4baqCzGgmoFn06VVFSRBDwOPVLTtf6pou3M1Avw68K9m9ukUalHyPgG/REzbvKzi4kgfKICVWsjb4N1EtL3qpyVEG9l1xIlvt5n9CVFVux844u6V9aIvVPVeDLwz/5lKtmxDn3t4i8zkCPBBdz9a0fb3ETUTKQxDtoToi/BMM/uIu9duRr38/Hgq8ALgeuA80jk/ygIpgJW6uBz4Zaqr7LtkfQAAIABJREFU+llCnAhPJYLoY8QYkdvN7HGi7ezufmZn85EYrgJeSjQbSOnEPAH8adWFECnIgC+4+44Ky3CIaLucQgAL0czkN4Ez8iC2FjP/5YHrmURnx9cQgavimSGj/3CpnJmdAnySeg2gvYKolr2UCKxHgYNmtg34O+Axoi3dZFvE+WRq8xPxMqI6eAXRTvEC4MXEmJvLSXOe+W1Er3mRutgIfKbiMuwn2sEmM/ta7uXA5Wb2OeAe4Ol+NyvIm1CdStRCvYSoOVuB4pihpf94qVQ+29Z7qPcJfWn+WAmcnT83QQSv+/Kfh83sKPDPREea/fkynSwngvX/nTghr8x/rmbhQ4fVwQTRxvBQ1QURyY0DH3D3vVUWwt2P5SNIXFllOeahQZynfosYmnCjmf0Z8HAvp+HNrw8XEUHrs4ms69nTvkmGhgJYqdobiYb3qVlCBJyrS89n+YPCz7IGU00lBrG37CHgy3XtDCdDZxz4PSIDWwd/TgSCqVqTP15PjIDxGPA4MeLIYeKG/hix3491Og/kowU0s6criFqoFUTTijOBHydqos4kkgdLGMxzpSyAAlipjJmdAbybeo9lOlfF4HRYPeDuu6ouhEhuC/CpGg2Tt5W4ySvf/KZmCdHB9Kr8MU5eG0UEsGNEgNvpRnYJEaw2A9jlTA3rprhEZkUHilQiH/LkUwxGlblM2Uv17QxFmg4A17v7gaoLUjBGzHL1a1UXZJGNEE2j6tSXQQbYsGeKpAJ5x6VfJhrhy+DIgPuJiSFEqnYM+CCws+qCFOWZ4G8S2UoRmScFsFKFy4B3kdawUDKzA8DHqxw3VyQ3Afw+8PkaNR0oeowYpk9E5kkBrPSVmZ1GjDqwcqZlJSnjRPCqudOlahPAfUS711p2JHT3w8RwVHUMrkWSoABW+ibveXoT0XRAx95geQi4s+pCiACbgZvyILHO7kLNbUTmTUGE9EXe7vXVpDlklkzvCPDeBAIGGXxbgHckUhNwFLiN6NQlInOkAFb65QzUdGAQjRJzy2vWLanaXqKG5+mKyzEredvcu1FbWJF5UQArPWdmK4APoBlUBtHn84dIlZ4ErnH3TTXttNVRPrzXh4kbQRGZAwWw0lN504HXA1dXXRZZdFuAD7n78aoLIkPtAHA9sKnqgszTI8C9qEOXyJwogJVeuwD4EDFVoAyOLcB17n6o6oLIUNsOvMbdN6eUeS1y91HgfUQWWURmSQGs9IyZrULtXgfRIeBd7q62e1Klp4FriFEHkubue4GPoKYEIrOmAFZ66UrgBVUXQhbVXuBNpFtdK4PhXuAl7r4j1cxrB/cSmViNSiAyCwpgpZceAT6NTsiD4iAxg9qjAxQ0SFrGiPGGb8yzlgMjn8Huc8QkDPp+icxAAaz0jLsfBN4N/AIDUM035J4EXgHcp+BVKnKIOJ9cl/feHzjufgx4JwpiRWakAFZ6Kg92HiWqnT8BaLD7tGTEzcf1KXeUkaRlxFip1wJ/4O4DXaOTd4y8ieigpu+bSBcKYKXn3D1z9z3ufhMRyD5MzFcu9TZOZIJe5+7KoEsVxoGvAq9y9wfzavaB5+77gDegtuYiXSmAlX57hAhibyAyDApk6+kYMfzZ2/OLqUg/ZcAu4EZiathdFZen79x9J/A64EF0nhRpowBW+irPxh52988CLwU+CqQwb/kweZIIXP9fd1eTD+m3ceB+4BeBz+XtQodS3tb3eqJzl4gUKICVyrj7fmKK2ecQ7WN3oTZfVToKfJG4sbir2qLIEBoHmlnHa9z9abW5ngxibybG1NbEITPTWLpDQgGsVMrdx/PhcN5F9HL/BMrI9ltGZF2vJ6pr9ypwkD47SjRZeYm736fpiVvl++N3ie/onoqLU2cH0Fi6Q0MBrNRC3rTgSWKYnJ8ihpLZDOhC1jsZsJs44T/X3e/Op7WUxTUO/AFwN3Ck4rLUzUFirOhnA7/t7grOusg7sD0AvJCoIdF3dcpRYnzg5xJJELUZHgJLqi6ASJG7TxBDbf2emd0NXEpMF3k5sLTKsg2YMSKg+jjwdL7fpTcy4G+J3vRXELUNl1RaouqNEp2TbgM26vibnbxmZLeZXQ98G/ggsKraUlUqI6YU/gDwSLO9tJlVWijpD2Vgpbbc/UCeFXwJ8BNEdnYD0UNe5mcP8HngWe5+TT4Vp4KHPnD34+5+P5El+jli6tCD1Zaqr5oZ/08Tx99r3H29jr+5c/djeUfYnwJ+j+EbXzsDthKj2fy0u987zJ39hpUysJIEd99rZh8lgq8LgOcDrwRWE5lZ3Yx1N0G0K74X+DKwa9AHg6+zvCp4s5k9CZxNtGt8EZFJG8Rz8jiwD/gSMbrArmEZz7XX3H2/md0MfJOY6OEqYITBPR9OAHuJzP3dwH611x9eg3iylAGVn6gOE2PJPmJm7wXOA14CXAycC5zC4J685+oIsBH4BjEF7NGKyyMFecboMeAxMzsFeC1xY3YxsLLKsi2CjLhpWg/8GfCAgtbeyPfrw8DDZrYOeAtwJYPVtGCMqH37U+BOdfITUAArCcuziFvMbCtxwT8VuJAYlutyYAWwjMhIDIMJotPbPuAeYgrfnQpc68/dDxLtvu8E1hLH7y8CZxDHcQrn6jGiM82TwNeJWaT2qGNg/7j7hvx8eB7wGuBqIpBdVmnB5meUuAl/CPgTosnAEWVcpSmFk6IsnoGsNi5kZg8Tc6Z/wcyWESfxi4j2s+cBa4ggd9AcIj73t4iM13Y1EUhTPnHEYSIr+1GiucwlxE3ZeURwWydjRMC6DfgrYINmbqtWnp3cTDRT+SDRPOWFxHF0RpVlm4UJop30VqJZxIZ8vHCRNgpgh0ezHdpQyLM+zerZESJDu4I4gV8EPAs4K39uOZGhqPsoBxmRlThGBDmbiKBhK5GpUHZigOSdm7YQtQxfII7hM4hahucSN2QrmKpp6GXTmTEiuz9K3DA9SdwwPUl0RDuim6b6yW+I7jSz+4ib93OBXwDOJ5pbNY+dKowTx9QxYhKbvyKaCewFDi8wc/9h4BkLLF8//EvVBUiZuXvVZUiOmf09EfykZAsxSPiw9VbtysyWEkHAafnP/0yc1M8kOoetpvq2iIeJjMQ+Yiim3cTJftewV82a2T8Q/1d1Nwbc6O6LOh2omTVvyM4igpP/DJxOVBmfQhy7cz1+x4kA9XD+8wDwz0SQujv/e5dulNJWqKFaS4xksLbw6FWTq+NEcLqXOJb+ialz2d4ebVMGmDKwwyEj7mzVFrIgzxjtzB+YWYM4eS/Nf44Q2Ym1TAWz/3f++hmF5ZqZ20a+/Gy+V2NMNelo/r6fCBT+hRjuaheRnRglAotRBQ7SlHcC254/yGsaio8l+WMpcZM2XWDSDFgz4libyB/jwJiOu8FSqqG6i6kaqGXEzdAa4iaofL6byThx7sqIAHWUqRufw/nrY8S5TMOnyYIogB0OR4G/0AljevlFuhhYNu3q9p48k3Fy/ucSIsidTQbjOFM3FKp+lQXLe6N36+m/s59lkXTk14VjTI2vvZdoQytSawpgh8OjRAZWFlmeyShW5Q9NO2MREZGqaLzMwXcEuEXZVxERERkUCmAH23HgZlQdJCIiIgNEAezgmgDuJGYtUQcMERERGRgKYAfTIeAG4J3qHCQiIiKDRp24BstxYCPwKWC92r2KiIjIIFIAOxjGgAeAL7v7g1UXRkRERKSXFMCmKyNGGHgIuAPYng9sLiIiIjLQFMCm6TCRcf1D4DE1FRAREZFhogA2HRkxSP4DwK3AvnwQfREREZH/v717j5KrLPM9/n16evXq1atPVlZWn6xMTiYr9mRyMkzEmMliMspBDnIYxBuCF0SP4v0OeBdvLA7Hw1EGlcEbZ0QFLyjijYsiIqATEQE1hgxiCJiJMbQxhhhDaELT7/njecsuKvvdVbVrV1ftzu+z1l6Erqq939q197uf/e7nfd9DigLYatgOXIm3uN6lFlcRERE5lCmA7V/TwCa8xfUiYLcCVxEREREFsP1qC97aeiWwRRMRiIiIiMxQANs/DgAbgEuBy0II+3pcHhEREZG+pAC296aAjXiawM0hhK29LY6IiIhIf1MA2zt7gduAi4FrNOWriIiISGsUwM6+fcAdwHn45AM7e1weERERkUpRADt7dgM34y2uN4cQDvS2OCIiIiLVpAC2u6bxWbNuBi4ENmm6VxEREZHOKIDtnl3AFcBXgFs0hquIiIhIORTAlmsK2IFPPnAxPoarOmeJiIiIlEgBbHl24EHrt0MId/S6MCIiIiJzlQLYzhwA7gM+D3wJ2K5UAREREZHuUgBb3FbgI8B1aLpXERERkVmjALaYtwPrgb0KXEVERERmlwLYAkII1/S6DCIiIiKHqoFeF0BEREREpB0KYEVERESkUhTAioiIiEilKIAVERERkUpRACsiIiIilaIAVkREREQqRQGsiIiIiFSKAlgRERERqRQFsCIiIiJSKQpgRURERKRSFMCKiIiISKUogBURERGRSlEAKyIiIiKVogBWRERERCpFAayIiIiIVIoCWBERERGpFAWwIiIiIlIpCmBFREREpFIUwIqIiIhIpSiAFREREZFKUQArIiIiIpWiAFZEREREKkUBrIiIiIhUigJYEREREamUwV4XQESkoBuAu3pdiBZMAVt7XQgRkbnEQgi9LoOISNvMbJTqPEWaDCEc6HUhRETmCgWwIiIiIlIpVWm9EBEREREBFMCKiIiISMUogBURERGRSlEAKyIiIiKVogBWRERERCpFAayIiIiIVIoCWBERERGpFAWwIiIiIlIpCmBFREREpFIUwIqIiIhIpSiAFREREZFKUQArIiIiIpWiAFZEREREKkUBrIiIiIhUigJYEREREakUBbAiIiIiUikKYEVERESkUhTAioiIiEilKIAVERERkUpRACsiIiIilaIAVkREREQqRQGsiIiIiFTKYK8LIHKoMLN5wCiwEFgFbAsh/LC3pZIqMLNR/NhZCmwD9oQQJntbqmozs2FgGN+vhwNPBi4OIWzracHmoFj3LcT39Xb8+J3qbamk6hTAtsnMFgEr6W3r9R5gUwjhQA/LIC0wsxHgOOAw4In4sbMcv3CeDRzyAayZLQPWUH59tB/YjZ8v20II+0pe/6wws1XAecCx+HGzG/iCmZ0XQpjoaeEqyMyWACcCTwBW4+fkaHz5G/gNgpTAzAaAY4BzgCPwc3wHcIGZfTqEsLeX5ZNqUwDbvqOBC4CRHpbhVuClwM4elkFaswS4BJjPwTc9fzH7xelL64ALKf+cOhCXSWC3mW3EA5Q7gIkQwnTJ2yudmY0DF+H1Ts0C4PXAiJm9QTeybVsDnIufk9JdhwEXA+N1f1uM7/9R4H/1olAyNyiAbd8QXvH1MoCdh/KXq2KA9O/16CyXpV8N4Rezbp5Ty/DA5SXA3cDHzeyKEMKuLm6zDMcCR2b8fRA4CbgUWD+rJaq+QVR/zpbX8djgtWYEeLuZ/UsIYc8sl0nmCJ3EIr2jFtjZN4C3Cl0AfMvM1plZP9/IP550Q8Mwno4i0q8Oz3lthOzgVqQlCmBF5FA0DDwJ+DxwQo/LkqdZmoM6wkg/6/s0HakuBbAivaMUgt5bDlxsZifEDif95vtAqvPZBHDbLJZFpF3Xkg5itwIbZ68oMtf086OzKprCO4102yS6s50LlELQ3F6813IRY3FpZhHwATw39r6C2+qWHwLfBF7c8Pcp4JIQwubZL5JIy74EnIyPQFBvN3COhtKSTiiALdeXQggv7XUhROaQq4CXFfzsAN7j+UTgecBavMNYltXAe8zsNf10UQ0h7DGz1wD/DjwVL/9efNSGm3tYNJGmQgjbzezpwDvx828AD14vAG7pZdmk+hTAikg/m+4woNwKfNTMrgROA96D579mOQEPZO/oYHulCyHsN7MPAZ/C6+zJqo5pK4eeEMIuM3snM0MJ7tMkHFKGfsz5EhEpVQhhewjhfwNvwic2yLIQeE4/jkoQQpgOIewJIexS8CpVE4/f3fH4VfAqpVAAK9I76sQ1+67Ac0qzDOAjE4wmXhcRkT6hAFakd9SJa5bFqSs/mPOWNSiAFRHpe333qEzKZ2bD+OPRBXiP64XM3LxM41PSTuCdQ3YDe7s1zaaZLYjbX4rPjvTXdS//Ds9ZvA/YBewse5pMMxuN21+Iz4H+OGZyIh/E50HfiD9mnggh7C9z+w0KtcCa2QieT1b7PZfE5T/Vve03+G9a25cTmnL0zzbHZUXGa/PwY2N7KyuKx9N8fP8vj/+ttxs/pjbjw2HtbecRakxnWEB257PJTmcSi3XDAryz2xr8fFwUX57Gj6FfAXfh32NPmY+A49BltdEi1uD1wn+te8su4D+ATfg+3NPvKRTxmBjD67e1wF8xM23tAfz7bMa/0078O3W946CZ1WaRXIQf+8uBv4x/2wr8AdiC/9a78VzV6brPLiA7Zkj+JvH4XZT1Gn4u7G3zO9RmNhyt+x5Lgb9pKNsuvA78Wfxuu/v9uJH2KYCdw2JFehzwdPziMI6f/Fn24RftLcBPzOzbwMayKlYzWwScgvekXoNXPqknAHvxSvQOM/sOcEOnwZeZzcP3xcn47DDLSfdIn8QrvVvj9q/qh7wtMxvHv8OT8fIvp/kwUfvw33S9mX0nhPDt7pay/4UQps3sbrIDWPAANpeZLcQ7fT0dHyJoCflPtPbhw3T9LB5Tt4YQJloo7mLgk/jsYY1uAF7VwjoOEgPXdcALgaPwm7lmNuLn5FeAWzoNCMxsLX48PwdYRbpzHXgwvR34oZldC1zTbwGJmY3h3+eZ+D5d3OQj+4ENwA1m9jVgUzcaDmIQuRofiePo+O9U3QcevK4HvmdmV8bjdDl+HC7NeP/ZwGWJdS0GfpB47ULgo83KD38OoNfh0yo/GT9eW53FawK40cy+i9flmrp2rgghaGljwedSfxAIGculvS5fLOMwcCrw85yy5i2PAH8EfoyPP7mkYDkG8ArvvcCv43rbKcejsfz/hge/8wuUYSHe+/zOgvviIeD2uP0FBba/Mud7n9PC/lsef8vvAb8HHi7wHer35TeAdb0+Rnt9TgFfy9lXx+d8bjT+Hr8oeDyFeG79Cng3HrgN5GxvHD+Ps9ZzdcG64UnA1XiLW5HyPwD8BHhuu+dkPKZXARcD9+ecG3nLn4Afxe2PFNgHJ8XfIGvdawusb34sy52xbEXq2/vxoaVW5B0PbZZrEL9ZvwR/uvVom+V6KH6nM4FjgHsT73tjk+M3tf5m9d9w3B/viMfb7wseL7Wldi05ChjqRr2iZXaXnhegagt9HsDiLazn5JSx3eXheLE4HhhssyzHATeVVI6HgMuBVW1sfxnwnfjZTrf/IPBVYGmb+yAvgH1/zucWxIr7TooHranlHuBZlHShrOI5hV/IUvvnmJzf5IMUC1JSy6+Bt5C4OaLEABYPvt+NBzNllP1PwFeAFS1ufxC/If5VSdt/CLgIWNbmfigtgMVv0L+Wc/y2szwK/BI/N9uqaxP7+pWkg852y3U7fuOS9XrpASx+rn0EPz/KOtdqy/3Aqzvdx1p6v/S8AFVb6OMAFhjBg6x277RbvVh8ixbuXGM5Ti+pUm9c/oS3gA3nbH8QbzHtRuV3L/CMNn6TQi2weIrFj7pQ/tryAHBqr8+nXpxTeMtOqvXxEWA8cUxfnPNbdrI8jD/tWJyx3VICWPxm7quUczNXvzyK3xCdSE7dgLdSnp/zO3ey/Z/ircot3ZBRUgCL39T/ogvHwwP4jVKyjmtSrgV4YF/mjVbe0o0Adhg/J7pV5ofwekdBbIUXjUIwt7wYv5CkftcpPLl9A57c/jM8r+xAfC3PMC3kTMck+1fircAjLZR5Om57itamxx3FK+czc7b/XDy/alkL65uive2PA580s3UtvLeZZCeu4Hlnlzf5fG3fHYjLZN2/m32X+cBZZpaV0zbXHYNf5LNsx3MTGz0feDnpc+AA3jHnGnz2sKvwaWB30Py3qM2u1ZWcTjNbjD+efi75eaZF1NJcPgmcFM+/xu0PAucCr6e1OqHd7a/Bby7WlLzuJDN7Ev6dD+/C6ufjrfKnx1zldso1CpwFvJYKj6YRvM/BxTS/LtXsxHPMd7b4/mF8UpNV7ZdO+oU6cc0RZnYY8Gayf9Nd+PiXnwfuCA0ds2KHlLXA0/AOKVlJ/j8E3hRyOlPFC9Vp+MUy79g6gM92tBGfInMHXqEsAf4e77CyMmcdgxnlq3kG/ugpryNOrfPEHXjrVi2pfwHwRLyzQF6nkiXA5Wb2P0MI63O206nL8E46jRfJHcQONfj+24CP2LA7jvKwDL+YPw04lnTHvcOAM8zsrLzfdS4xs+X4zVXKbXgw2fiZM8g+Hifwc+sivJd+fbA6EJdleND8TPw8a+x4dwd+brXVI7sVMaD5IP5YOs99+HH0IzwQmIjlXIGfk6vx4yWv4+P20NAJKY6Y8T48eE3dWE/jx/SteMrRJmaC+RXAP+Cdd/LOyVXAJWZ2cghhS94X7VS8ef0s+TfI+/Fz9If44/et+PecF8v6T/g5muroVQv6B4D/22K5BvB9fSb59e9ELNv38N98d/z7CH4z8hT8OF1O+Tc87bgOny752Lq/HeCxx+qt+I1j7aZ9gJk876fhx32qg+UKvP57ReNxKxXR6ybgqi3kP+78In7X28nSdqeEWK4zyX68eT/eetT0cRRe6S2N3/HnzORePoAnvuc+osMrvXsS+ybE8t2OpwAsIePxDTOJ+6/Eg7PG7/QI3ro6mvHZcTxnNG/7tc4ni7O+DzMBxyl4PlreI+MfAfOa7JNOO3Gdjj/uehB/VPq2uJ+bdp7BL5bPip9LfYd7aTOHcJbPqdJSCPAL9OU5v8eD8bgbaPjcKWTnIf8BfxzdUocQvGXtWDxnsvYo/yE8uM08t+gwhSB+n7xj+EHgUjyYyqwj8HphPB6Lv0zsh1MT59NJ5HcWexRvyTwytf24nqV4C/hvctb1CN5h6aC6IaNMhVII8PrpuzllCHEfnUaijqk7Fo/Cc4jz0jr+ABzR4vF1LPlpAw8D18btJustvN6p1cH30DwlrVuduAbib/5w/G2/F/frYbSWyjYQv+sPcsrwRwp0ztXSH0vPC1C1hfyL7W9j5dbJ8lmK9ba/OlFhvYUCeT54MP1qPOA7PVUR171/OFYweRfK84GxNsowhreW/bHu+1yaVXnF8l6SU9k+hAe+7Wx/Cfl5j4/iIyzk5f4V6sRV9/lFwAfwluVCPWfxgPzXOb9Nstd9H5xTHQew8dh4VjyW8y7Et5NxMcMDrKxg6f0Fz60B/EnHd4HXNnlv4QAWD0rzOvHcE4+rlr9D3JefrDsnHyCmLWW8dz75Aee9+M1ky50J4/7IG0HiEeDFTdZRKIDFA/l3k+5U+RDeiNFOHVPrbPXbnO/0fWBhk/Usicdvah2/J6bAtHmsLsRb8PNugroSwMbPD8XzbHUH5/8i8m/ic48XLf279LwAVVvIv9iWsdzbrLJKlCurZ+8fOjzxB2LFmNuiEd/73Jz98lCshIoMeTMc9/mv8eA18+KAPzJKtfQ8DJxHk9bSxHrH8At26qJ1L7Am5/OFW2Dr1tHxkC/4TUjhQLqH59RXmBnovp1lLd7J5m14oPj7Jufdg8ApifJl3Zj9ATiuw+891uzcomAAG8/dC0jf0P067p+2R6LAg9jT4z54B9lPUgbia6n9/dsOtr8YH0Ui9d1+DCzK+XzRAHYcfyqU9blHyamfmnyfIbyVP6/+ekmTdbyFdB1VKHitW/cI8PGc9XctgC1jicfiq0nXMefNRjm0lL8oB3buyMr5nCa7Q0pLgucFNZ2RKOZdvozsDhpTwKeBD4cCs1qFECbN7At43tPdIWPmoZh7+ybSHXOuBN4XCkzKEELYZWZvxwP5Z2S8ZRx4Ad4hrl0tzcQVyslPvRHfh1mD9/9tCevvlufHpZumgE/gHa+ypGYS6qgTbNaxXKJF+EU7q4z7gLNCCNcVWXEIYZ+ZfQI/pjYnzqtx4EWJVezFO9DcEArkHoYQdpjZS/HWzqzOlKuA483ssiLrz/F8sieUALgFOCMUGCQ/nt9fjh0qz+XgPOMhPFfzipAxoUrs6PWqjM+BH9vnhBA+02656sq338z+Fb/haHXygL4RfOKS6/E86+UZb6ncdxKnUQjmjqzelyPAuqyewSVbgecaZdmMV6CFe1iHEKZDCOtzLvir8By6LBuADxQJXuu2vw+fbea+xFueb2bzE6/l+YuiZSpggvTNSC87avTaAeDLeCtM6gZrR8bf5gFHxJunfvR8snuhT+M3dNd0svIQwlQIYVPOzdU60sHedcCXOzkn8U5R5+K/X6NRvMNcacd17Az3gsTLE8C5RYLXBp/DZ1fLspx0HXsk6Vnlrge+1Fmx5oTtzHTWbTQcZ/qSilEAO3dszvjbCPBWslspynQc2RfLKeCTXW5pAv9+qVEHLsd7VXdqE/B1sodEGiMdQPeLPaQr8ENxKC3wpxP/Arw5hLA7531ZNy6DwGvwm5e+uvjFaZOflnh5Ari4kxvKFj2b7J7wu4Hzs1oS2xFbVq/HW4GzHEvzaZbbsRZ/CpPlGnzq1Y6EEHbij+qz9s0o8NTGxoj4/88h+1q+F/+t847tQ0K8Wcq6RoLfjKZGapE+pgC2XAeYCRSKLntpbTzSRjclPnc48A0z+6yZPcvMVpnZ4niR61isQP974uXNpFsUShGH6flHsh+f7Qc+VcZjxNjS9EWyUzJGgP82Cy3dhcUKPNVa1q+tiN0yiQ+/8zI8taTZDdb3yQ4qFuP50dea2WvNbJ2Zjcfza7SHx8NS0kM81YaP65oY0KdaC39IOpBoSzymLyf7t5mHB51lWYN3Sms0jXc0LJyq1eAGIGsYsNoUvI1lGCPd0n03HuTPWWY2YGYj8Xwre4xh6XOH2oWr29bjHSc6sZ+Xpc98AAAWCElEQVSGcShbdCP+mCSrNW0hPvzIi+N7tgO7zWwH3kt4M15pbi3wGGyMdA7RJtKP3csyQroCvzWUO7bmJvzRZePg1wP4Philvd+upRzYRnFg+pX49x5mJod1Lz5s2i7gLuCukr9/1e3Hx5W8Fn+E3WrL1G144Jf1JGMe3tp3LP7EYSu+/7cCE2b2m/jvbcCWEh4zt2IR6fFFr+3w0X0rlpHOh/9xycfkRjzFI6sOegL+1KQjMSD/a9Ityrd2uo2aEMIBM7uB7AH2x/Hjrf64HSP9W6/vtKW738R838Px/fM4vM5diP82U2Y2gXeG24afs5tL6kMgfUgBbLm2hxC+3aNtb8KHO7m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style="height:1em;position:relative;display:inline-block;top:.1em;fill:#384CB7;"> [ comment ] <path d="M581 226.6C581 119.1 450.9 32 290.5 32S0 119.1 0 226.6C0 322.4 103.3 402 239.4 418.1V480h99.1v-61.5c24.3-2.7 47.6-7.4 69.4-13.9L448 480h112l-67.4-113.7c54.5-35.4 88.4-84.9 88.4-139.7zm-466.8 14.5c0-73.5 98.9-133 220.8-133s211.9 40.7 211.9 133c0 50.1-26.5 85-70.3 106.4-2.4-1.6-4.7-2.9-6.4-3.7-10.2-5.2-27.8-10.5-27.8-10.5s86.6-6.4 86.6-92.7-90.6-87.9-90.6-87.9h-199V361c-74.1-21.5-125.2-67.1-125.2-119.9zm225.1 38.3v-55.6c57.8 0 87.8-6.8 87.8 27.3 0 36.5-38.2 28.3-87.8 28.3zm-.9 72.5H365c10.8 0 18.9 11.7 24 19.2-16.1 1.9-33 2.8-50.6 2.9v-22.1z"></path></svg>ge Sinval </center> ### 📆:[My availability, here](https://calendar.google.com/calendar/embed?height=600&wkst=1&bgcolor=%23ffffff&src=am9yZ2VzaW52YWxAZ21haWwuY29t&src=ZjN2YjgxYjk1MWpmYWwybWdyc2VicXZxaGtAZ3JvdXAuY2FsZW5kYXIuZ29vZ2xlLmNvbQ&src=czRqZG91ajZiazJidjRpcGJlNmozdThzNGdAZ3JvdXAuY2FsZW5kYXIuZ29vZ2xlLmNvbQ&src=NDg2bnFjYnBkMG8yM3M2NWxnN2VscXVsZW9AZ3JvdXAuY2FsZW5kYXIuZ29vZ2xlLmNvbQ&src=OGQ2MDgwMzM1ZmJkYzcwZjk1OGE3OTg5NzNlZjU4MTQ0N2E3NWFhNjFkNzEwOWIxMWFlMGQwYjE3OThhZjcxNUBncm91cC5jYWxlbmRhci5nb29nbGUuY29t&src=czR2aGZkNDQ0b2UwZTN1anQwZGs1bjY1aTRAZ3JvdXAuY2FsZW5kYXIuZ29vZ2xlLmNvbQ&src=cHQtcHQucG9ydHVndWVzZSNob2xpZGF5QGdyb3VwLnYuY2FsZW5kYXIuZ29vZ2xlLmNvbQ&src=amZwc2xAaXNjdGUtaXVsLnB0&src=bW1xMm83cmxvOWlpM2I2Mm1qbGI2OGNkMHI5aXBsaTNAaW1wb3J0LmNhbGVuZGFyLmdvb2dsZS5jb20&src=c2ludmFsQGNhbXB1cy51bC5wdA&src=c2ludmFsQHVzcC5icg&&src=sinval%40unifesp.br&color=%237CB342&color=%23039BE5&color=%233F51B5&color=%23E4C441&color=%23D50000&color=%237986CB&color=%23039BE5&color=%23F09300&color=%23F6BF26&color=%23039BE5 "Check my availability here") ### 📧:[jorge.sinval@nie.edu.sg](mailto:jorge.sinval@nie.edu.sg) ] .pull-right[ <br> <br> * Psychometrician 📝+🔍+👨‍💻 * Researcher  <br> ## [<svg viewBox="0 0 384 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> <g groupmode="layer" id="layer6" label="icon"> <path style="stroke-width:0.0647871" d="M 343.75868,106.66243 V 79.430205 L 363.52365,63.999997 H 149.63354 L 20.476345,176.2736 h 85.656075 c -0.15534,2.12494 -0.21914,4.04644 -0.21914,6.22563 0,20.84472 7.2192,38.08662 21.67203,51.86089 14.45284,13.79702 32.25124,20.64784 53.32651,20.64784 4.92319,0 9.75059,-0.36794 14.43842,-1.02419 -2.90722,6.50082 -4.37457,12.52302 -4.37457,18.14228 0,9.87526 4.49924,20.4304 13.46715,31.6418 -39.23377,2.6705 -68.06112,9.73264 -86.43702,21.16322 -10.53108,6.49907 -19.000207,14.70396 -25.390349,24.5311 -6.390569,9.89933 -9.577754,20.51525 -9.577754,31.9616 0,9.64822 2.062375,18.33611 6.21907,26.06233 4.156694,7.7263 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-- .pull-right[ My family  My friends  ] --- class: inverse, center, middle # Content <html><div style='float:left'></div><hr color='#EB811B' size=1px width=800px></html> --- # Content ### 0. Statistics on Social and Human Sciences -- ### 1. Creating and Manipulating Datasets in <svg viewBox="0 0 581 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;position:relative;display:inline-block;top:.1em;fill:#384CB7;"> [ comment ] <path d="M581 226.6C581 119.1 450.9 32 290.5 32S0 119.1 0 226.6C0 322.4 103.3 402 239.4 418.1V480h99.1v-61.5c24.3-2.7 47.6-7.4 69.4-13.9L448 480h112l-67.4-113.7c54.5-35.4 88.4-84.9 88.4-139.7zm-466.8 14.5c0-73.5 98.9-133 220.8-133s211.9 40.7 211.9 133c0 50.1-26.5 85-70.3 106.4-2.4-1.6-4.7-2.9-6.4-3.7-10.2-5.2-27.8-10.5-27.8-10.5s86.6-6.4 86.6-92.7-90.6-87.9-90.6-87.9h-199V361c-74.1-21.5-125.2-67.1-125.2-119.9zm225.1 38.3v-55.6c57.8 0 87.8-6.8 87.8 27.3 0 36.5-38.2 28.3-87.8 28.3zm-.9 72.5H365c10.8 0 18.9 11.7 24 19.2-16.1 1.9-33 2.8-50.6 2.9v-22.1z"></path></svg> -- ### 2. Descriptive Statistics and Graphical Methods --- # Content ### 3. Statistical Inference -- #### 3.1. Fundamentals of Hypothesis Testing -- #### 3.2. Parametric Methods (independent and paired samples) -- ##### 3.2.1. Student _t_-tests and ANOVAs (one-way, repeated measures, two-way) -- ##### 3.2.2. Post-hoc tests -- #### 3.3. Non-parametric Methods -- ##### 3.3.1. Mann-Whitney; Wilcoxon-Mann-Whitney; Friedman; Kruskal-Wallis, `\(\chi^2\)` -- ##### 3.3.2. Post-hoc tests --- # Bibliography^📚 .pull-left[ <center> 📖 <br> <img src="data:image/png;base64,#assets/img/crawley2015.png" width="55%" /> </center> ] .pull-right[ <center> 📚 <br> <img src="data:image/png;base64,#assets/img/field2012.jpg" width="60%" /> </center> ] .footnote[ 📚 Crawley, M. J. (2015). _Statistics: An introduction using R_ (2nd ed.). John Wiley & Sons. 📚 Field, A. P., Miles, J., & Field, Z. (2012). _Discovering statistics using R_. Sage.] --- class: center, bottom, inverse # More info -- Slides created with the <svg viewBox="0 0 581 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;position:relative;display:inline-block;top:.1em;fill:#384CB7;"> [ comment ] <path d="M581 226.6C581 119.1 450.9 32 290.5 32S0 119.1 0 226.6C0 322.4 103.3 402 239.4 418.1V480h99.1v-61.5c24.3-2.7 47.6-7.4 69.4-13.9L448 480h112l-67.4-113.7c54.5-35.4 88.4-84.9 88.4-139.7zm-466.8 14.5c0-73.5 98.9-133 220.8-133s211.9 40.7 211.9 133c0 50.1-26.5 85-70.3 106.4-2.4-1.6-4.7-2.9-6.4-3.7-10.2-5.2-27.8-10.5-27.8-10.5s86.6-6.4 86.6-92.7-90.6-87.9-90.6-87.9h-199V361c-74.1-21.5-125.2-67.1-125.2-119.9zm225.1 38.3v-55.6c57.8 0 87.8-6.8 87.8 27.3 0 36.5-38.2 28.3-87.8 28.3zm-.9 72.5H365c10.8 0 18.9 11.7 24 19.2-16.1 1.9-33 2.8-50.6 2.9v-22.1z"></path></svg> package [`xaringan`](https://github.com/yihui/xaringan). -- <svg viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;fill:currentColor;position:relative;display:inline-block;top:.1em;"> <g label="icon" id="layer6" groupmode="layer"> <path id="path2" d="M 132.62426,316.69067 C 119.2805,301.94483 112.56962,274.5073 112.56962,234.39862 v -54.79191 c 0,-37.32217 -5.81677,-63.58084 -17.532347,-78.83466 -11.6757,-15.293118 -31.159702,-22.922596 -58.353466,-22.922596 -5.958581,0 -11.409226,0.22492 -16.45319,0.5917 -5.04455,0.427121 -9.742846,1.037046 -14.1564111,1.83092 V 95.057199 H 16.671281 c 12.325533,0 20.908335,3.82414 25.667559,11.532201 4.77973,7.74964 7.139712,25.48587 7.139712,53.14663 v 68.01321 c 0,42.12298 13.016861,74.19672 39.233939,96.16314 19.627549,16.47424 46.636229,27.23363 81.030059,32.40064 v -20.17708 c -16.3928,-4.27176 -29.04346,-10.51565 -37.11829,-19.44413 z m 246.75144,0 c 13.34377,-14.74584 20.05466,-42.18337 20.05466,-82.29205 v -54.79191 c 0,-37.32217 5.81673,-63.58084 17.53235,-78.83466 11.67568,-15.293118 31.15971,-22.922596 58.35348,-22.922596 5.95858,0 11.40922,0.22492 16.45315,0.5917 5.04457,0.427121 9.74287,1.037046 14.15645,1.83092 v 14.785125 h -10.59712 c -12.32549,0 -20.90826,3.82414 -25.66752,11.532201 -4.77974,7.74964 -7.13972,25.48587 -7.13972,53.14663 v 68.01321 c 0,42.12298 -13.01688,74.19672 -39.23394,96.16314 -19.6275,16.47424 -46.63622,27.23363 -81.03006,32.40064 v -20.17708 c 16.39279,-4.27176 29.04347,-10.51565 37.11827,-19.44413 z M 303.95857,87.165762 c 8.42049,-6.691524 25.52576,-10.536158 51.23486,-11.492333 V 63.999997 H 156.80716 v 11.673432 c 26.1755,0.956175 43.38268,4.800809 51.68248,11.492333 8.31852,6.73139 12.40691,20.033568 12.40691,39.904818 V 384.6851 c 0,20.80641 -4.08839,34.5146 -12.40691,41.02332 -8.2998,6.56905 -25.50698,10.10729 -51.68248,10.65744 V 448 h 197.71597 l 0.67087,-11.63414 c -25.50471,-0.54955 -42.56835,-4.35266 -51.07201,-11.40918 -8.4182,-6.95638 -12.73153,-20.44184 -12.73153,-40.27158 V 127.07058 c 0,-19.87125 4.16983,-33.173428 12.56922,-39.904818 z" style="stroke-width:0.0753388"></path> </g></svg> + <svg viewBox="0 0 581 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;position:relative;display:inline-block;top:.1em;fill:#384CB7;"> [ comment ] <path d="M581 226.6C581 119.1 450.9 32 290.5 32S0 119.1 0 226.6C0 322.4 103.3 402 239.4 418.1V480h99.1v-61.5c24.3-2.7 47.6-7.4 69.4-13.9L448 480h112l-67.4-113.7c54.5-35.4 88.4-84.9 88.4-139.7zm-466.8 14.5c0-73.5 98.9-133 220.8-133s211.9 40.7 211.9 133c0 50.1-26.5 85-70.3 106.4-2.4-1.6-4.7-2.9-6.4-3.7-10.2-5.2-27.8-10.5-27.8-10.5s86.6-6.4 86.6-92.7-90.6-87.9-90.6-87.9h-199V361c-74.1-21.5-125.2-67.1-125.2-119.9zm225.1 38.3v-55.6c57.8 0 87.8-6.8 87.8 27.3 0 36.5-38.2 28.3-87.8 28.3zm-.9 72.5H365c10.8 0 18.9 11.7 24 19.2-16.1 1.9-33 2.8-50.6 2.9v-22.1z"></path></svg> = <svg viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;position:relative;display:inline-block;top:.1em;fill:red;"> [ comment ] <path d="M462.3 62.6C407.5 15.9 326 24.3 275.7 76.2L256 96.5l-19.7-20.3C186.1 24.3 104.5 15.9 49.7 62.6c-62.8 53.6-66.1 149.8-9.9 207.9l193.5 199.8c12.5 12.9 32.8 12.9 45.3 0l193.5-199.8c56.3-58.1 53-154.3-9.8-207.9z"></path></svg> -- <svg viewBox="0 0 581 512" xmlns="http://www.w3.org/2000/svg" style="height:1em;position:relative;display:inline-block;top:.1em;fill:#384CB7;"> [ comment ] <path d="M581 226.6C581 119.1 450.9 32 290.5 32S0 119.1 0 226.6C0 322.4 103.3 402 239.4 418.1V480h99.1v-61.5c24.3-2.7 47.6-7.4 69.4-13.9L448 480h112l-67.4-113.7c54.5-35.4 88.4-84.9 88.4-139.7zm-466.8 14.5c0-73.5 98.9-133 220.8-133s211.9 40.7 211.9 133c0 50.1-26.5 85-70.3 106.4-2.4-1.6-4.7-2.9-6.4-3.7-10.2-5.2-27.8-10.5-27.8-10.5s86.6-6.4 86.6-92.7-90.6-87.9-90.6-87.9h-199V361c-74.1-21.5-125.2-67.1-125.2-119.9zm225.1 38.3v-55.6c57.8 0 87.8-6.8 87.8 27.3 0 36.5-38.2 28.3-87.8 28.3zm-.9 72.5H365c10.8 0 18.9 11.7 24 19.2-16.1 1.9-33 2.8-50.6 2.9v-22.1z"></path></svg> has infinite possibilities. -- Practice is the best strategy for learning. -- . -- _In God we trust, all others bring data_ -- Edwards Deming -- . -- . -- . -- THE END --- class: center, bottom, inverse