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<body>

<h1 id="bayes-factors">Bayes Factors</h1>
<ul>
<li><a href="#bayes-factors">Bayes Factors</a>
<ul>
<li><a href="#testing-models-parameters-with-bayes-factors">Testing Models’ Parameters with Bayes Factors</a>
<ul>
<li><a href="#testing-against-a-null-region">Testing against a Null-<em>Region</em></a></li>
<li><a href="#testing-against-the-null-as-a-single-point-0">Testing against the null as a single point (0)</a></li>
<li><a href="#one-sided-tests">One-Sided Tests</a></li>
<li><a href="#testing-contrasts-with-emmeans">Testing Contrasts (with <code>emmeans</code>)</a></li>
</ul></li>
<li><a href="#comparing-models-using-bayes-factors">Comparing Models using Bayes Factors</a>
<ul>
<li><a href="#for-bayesian-models-brms-and-rstanarm">For Bayesian models (<code>brms</code> and <code>rstanarm</code>)</a></li>
<li><a href="#for-frequentist-models-via-the-bic-approximation">For Frequentist models via the BIC approximation</a></li>
<li><a href="#inclusion-bayes-factors-via-bayesian-model-averaging">Inclusion Bayes factors via Bayesian model averaging</a></li>
<li><a href="#order-restricted-models">Order Restricted Models</a></li>
</ul></li>
</ul></li>
<li><a href="#references">References</a></li>
</ul>
<p>This vignette can be referred to by citing the package:</p>
<ul>
<li>Makowski, D., Ben-Shachar M. S. &amp; Lüdecke, D. (2019). <em>Understand and Describe Bayesian Models and Posterior Distributions using bayestestR</em>. Available from <a href="https://github.com/easystats/bayestestR">https://github.com/easystats/bayestestR</a>. DOI: <a href="https://zenodo.org/record/2556486">10.5281/zenodo.2556486</a>.</li>
</ul>
<hr />
<p>The adoption of the Bayesian framework for applied statistics, especially in social or psychological sciences, seems to be developing in two distinct directions. One of the key topics marking their separation is their opinion about the <strong>Bayes factor</strong>. In short, some authors (e.g., the “Amsterdam school”, led by <a href="https://www.bayesianspectacles.org/">Wagenmakers</a>) advocate its use and emphasize its qualities as a statistical index, while others point to its limits and prefer, instead, the precise description of posterior distributions (using <a href="https://easystats.github.io/bayestestR/reference/hdi.html">CIs</a>, <a href="https://easystats.github.io/bayestestR/reference/rope.html">ROPEs</a>, etc.).</p>
<p><strong>bayestestR</strong> does not take a side in this debate, rather offering tools to help you in whatever analysis you want to achieve. Instead, it strongly supports the notion of an <em>informed choice:</em> <strong>discover the methods, try them, understand them, learn about them, and decide for yourself</strong>.</p>
<p>Having said that, here’s an introduction to Bayes factors :)</p>
<h1 id="bayes-factors-1">Bayes Factors</h1>
<p><strong>Bayes factors (BFs) are indices of <em>relative</em> evidence of one “model” over another</strong>, which can be used in the Bayesian framework as alternatives to classical (frequentist) hypothesis testing indices (such as (p-values)).</p>
<p>According to Bayes’ theorem:</p>
<p>[ P(M|D) = \frac{P(D|M)\times P(M)}{P(D)} ] Then by comparing two models, we get:</p>
<p>[ \frac{P(M_1|D)}{P(M_2|D)} = \frac{P(D|M_1)}{P(D|M_2)} \times \frac{P(M_1)}{P(M_2)} ] Where the middle term is the Bayes factor: [ BF_{12}=\frac{P(D|M_1)}{P(D|M_2)} ] Thus, Bayes factors can be seen either as a ratio quantifying <em><strong>the relative likelihood of two models in light of some observed data</strong></em> as they can be computed by comparing marginal likelihoods, or as <em><strong>the degree by which some prior beliefs about the relative odds of two models are to be updated</strong></em> as they can be computed by dividing posterior odds by prior odds, as we will soon demonstrate.</p>
<p>Here we provide functions for computing Bayes factors in two different applications: <strong>testing single parameters (coefficients) within a model</strong> and <strong>comparing statistical models themselves</strong>.</p>
<h2 id="testing-models-parameters-with-bayes-factors">Testing Models’ Parameters with Bayes Factors</h2>
<p>A <em><strong>Bayes factor for a single parameter</strong></em> can be used to answer the question:</p>
<blockquote>
<p><strong>Given the observed data, is the null hypothesis of an absence of an effect more, or less likely?</strong></p>
</blockquote>
<img 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rua3RwrY6qxDDuBWfrH/AAUa+C+i+DLfXv8AhYmi6lZ3krQW9vY+ZcX00i4yotlXzl6jl0UcjnkV9xf8G637Dvgn9mf/AIJM2Pjrx94d8NtceP7m/wDH9/e6tp0MxstNdcWx3sGxD9kgScAYA89jjJNWv+DdL4A+A/jV8FPFX7Wl14P0RfH3x08Ya1qtndTWUTTeHdLhvpbS30+2IGIkUW5LFNpcsM5CJjaOHS6k/wBqT6RX4nwD4Z/4KifB3XNct9Pu9f1Lw1JeNshm17SbjTrV29DNIoRfqxA9696tdZiv7WKe3njmhnQSRSxMHSRSMhlYcEEcgjg1+in7K/7Q/gf/AIK3/CT4taX4s+GukXHhvwT8QNa+HtzpmtiLVYNVWwdF+1FHiVYzIHDeWNxjI4kY81+Q/wCz34Hj/Z0+KH7Q3wo017y78K/Bfx7qFjoS3U7TSWWlOnnw2xdiWYRgOASSTuOazrUlFc1zrwGLnXqeza18jqPjl+1p4B/ZvtrdvGPia1026vQTa2KI1xfXIHdIIwzkf7RAXPGa8+0P/gqD8Hdb1iGxuvEGo+HWum2Qza7pFzp9u7enmumxfqxAHrX3t/wbW/sXeE9S/ZJ0/wDac8V6HY638ZPjReXurT6xqEKXE+iWMd3Pb2tnZsQfJi8mJHOzazb1VsiNAv0f+xl+1R4N/wCCwnwf+Mun+Kvhlo7eF/AvxG1n4cTabrMkesW+uR2KW7C8ZHhQRGQXA/dYcoV/1jdRpHDpHJUzObl7qVj8zfiP8b/Cvwa8Gf8ACSeKfEOl6LoLFVS9nl3RzFxlRHtyZCwBICAkgE9BmvL3/wCCoHwDck/8LO0f/wAArz/4zWd8JP2YrD4Sf8HCHgf9kS0WbXvh98MPiXJ4y0a11E/ak07TToi6tb2jF8mRYnnKqzEkkknkmv6Bz8CPhnHrCWP/AAhPgkXjRG4WL+xbbdsDBS33OmWA/Gr9nfc0qZpK/uJfM/C/xV+218KfBXgnR/EeqfEDw7BofiAuNOuo5muPthQ4k2pGrP8AI2A2VG0kA4JxWTo//BQX4K+J9J1PULL4leGWtdHiWa7M0klvIiFgoKxyIryfMwGI1Y5I9RWZ/wAE5vhVpfgr/g6U8U/CzUdFsbjQ/DfiXxte2WnXdmj28VteWwuIVWNl2hAuCoA4BHrX2j/wcLfsC+Hb74kfsk/FXw74V0Oxh8GfFnR9C12Ky0yKOO4stRvrYI04VcMiTwogDcZumH8WC/ZkvNZX0ivxPkHwD+358HPif4tstD0H4haHf6vqDiO1tjHPbtO54CK0saqWPQLnJPABNdJ8af2nfAn7PcFjJ428U6b4dOpM32Rbje0s+zG4qkas+0ZGWxgEgZzX1R/wczfB7wz4U/Z6/ZxbQfDnh/RLy9/aB8MWzT2VhDbOytbal8rMig7cgHB44FeH/scfCq1m/wCC/Xwz0vxFpul6vaTfC3WZhBdQJcwki7YBsOCM8dazlOCqKm3q+h008ZUlh5VuXZpdbanj1l/wVS+C93ZzO3xM8OzRWqBmEsdykgGQPlDRBpOvRQSOuMDNWNA/4KgfBfxFePb2PxM8NxziJ5d1y01qgVRk4eZFXOBwoO49ACa/Qf8A4Kb/AAW8G6L/AMFHf2E7Sz8I+F7W11HxxrqXUMWlQJHcqNHkIDqEwwB5AOcEA9a8o/4O4PhB4S8Ef8Ej573RfC/h3SLz/hMdKj8+y02G3l2kT5G5FBwcdK09mjk/tWp/Kvx/zPjKb/gp18B5ZGZviZo+5uW/0S85P/fmrMX/AAUl+Bd5p1zcp8TvD/lWu3eHS4jkO44G1GjDv77Acd8V+4PhD4Z/Cv4cfstaX4s8ReD/AAda6PoPhSHVtTuzoEMzQwQ2Yllk2pGzthFY4UFjjABPFflL8c/25P2Wv+Cg/wDwWK/YhsvgTqXhjxRZ6Hr2uJ4htYfCN1pcYEtlGYPMW6tYVlBMcmAu7aVJO3IJfs0H9q1P5V+P+Z4/4N/b8+DPxJ8VWWi6N8RNCu9U1CQQW0EizW/nyMcKitLGq7mJAC5ySQBkmmfEP9u34P8Aww8V32g698QNFsNY09zHc2wSedrdweUZo42UMOhXOQeCBX3D/wAHPPwj8J+Bf2BvBN9onhfw7o95/wALT8PJ59lpsNvLtLT5G5FBwcDiq/8AwbN/Cnwv49/Z7/aOutc8N6BrVzD+0D4nijlvtPhuXRPs2mnaGdSQMknHTJNPl6Gn9pz5OayvfzPhTRP+Cg/wU8VanHaWfxM8MrMwJBu3ksovxkmREH4tXq1tcx6lbxzW8kdxDcKJIpImDpKpGQykcEHsRwa/T3wZJ+z7+2B+0Z8dvgPqXwd8H6hffBWTRYtcXVPDdjNY38eraebu3kh+UnKqJUbIBBTIOCK/I/wj8KtO/ZH/AG+P2hPgXoslxF4L+Hfiix1Hwxb3E7THTrDUrcXX2NGcljFC3yIWJYjJYkkku1jqwWYyrVPZzW/Y4nxB/wAFAPgt4d1a40+8+I2hpdWchilWKO4nVWHBAeONkbHqpIp0H7cfwb1Lw1ea1F8RPDrafYSJFOzO6TKzZ2gQsolfODyqEcHng1+ln/Bsj8FPBvi7/giB8E9Q1bwj4Z1TULg675tzd6XBNNLjXtRUbnZSThQAMngADtXC/t0fsD+G9T/4OPf2N/Elr4Y0OPw3q3hnxCuo2EOnQR2rvpVtcTRyvGFAdjLqNsuSDwi+lXGVjl/tip/KvxPzt/4eE/BOUqq/ETSNzMAM210o6+piwPqeKNS/b8+DGm30lvJ8RNDaSE7WMUdxMmfZ0jZWHupIr+gr9pD9nrwDY/s7+PpofA3g+KaLw5qLI6aLbBlItZMEHZXyH/wbKfBfwd4w/wCCH3wR1DVvCfhnVL+Ya6JLm80uCeZwNf1IDLspJwAAMngCq9o+ov7Yq/yr8f8AM/LHw3+2p8J/Hvii10rSvHmi3OoXsnlwROJbfznJAChpEVdxPAGckkAZNdz4j1Kz8O6bPqGoXlrp9lZoZJrm6mWGGBR1LuxAUe5Ne7f8F7P29v2V/jt8Ctb+BPwmv9CvfjdofxB07TbrRNN8F3tncRTWOo+XeRi5a0SEiMo+WWXawUkFh18o+F/wO8N/tsf8FU/gV8G/FVrHfeBGbVPF/iDTCuIda+xQlrW3lH8UPmgl0OQwJBHQjeNObpOsl7qdvmzto5hKdGdWcV7tvxPne9/b0+HDzXH2O91zVIIWZHvNP0S5uLZiODiQJggeo4rYtP2nfh1qvgGbxJH4v0X+x7V1juJHmKy27tnajwkearHDYG3J2nGcGv3++PH7XXhz9in9oD9nf4N6b4Jtk0340arqOhWT6a0djaeHksrHz1It1jIkDsY4wilAqlmydoRvhf8A4Lx/8E+vhr4Y/bQ/Yv8AjPofhPQ9F8Ra18e/DHhLxF9iso4YfEMNzdi4R7qNQFlkT7LIocgsyzFWLBUC5RrNHHHOqqesV+J+Z+lftl/CjXtVgs7Txxo7XFwwSMSJNCpY9AWkQKPxIqx8T/j94J+DuuRWHiTxDp+j6hJEJkt5lkeTYcgMVRWKg4OM4zjiv13/AODmz4LeDfCH/BD/AON2oaT4S8M6XqEH9heXc2mlwQzR51/TVOHVQRkEg4PIJFfMX/Bu54P0P4of8FJ/2mP7f0LR9Yjh8LeGDDHf2cd0If3Tg7d4OM4GcdcV0RqTdJ1LaJpfff8AyOiObzdKU3BXTS69b+fkfny37anwseXnxppfBBGLa4A/9F03Vf2wfhfp940MnjPSWaNQP3SSzKc8/eRCv4A8dK/fn9u39uz9jX/gnj4rsfCfxguPBfgvxB4h0ttR0+A+BbrUFmgLvEJN9rZyovzow2sQ3GcYIz4Z/wAGt3wj8GePP+CQvhbUtS8K+GdXuJvEWuYubvSoZpHT7fLtyzpuwBgAHoOKy+tS7GX9uVP5I/c/8z8dbL9rf4X6tfRQxeM9Hjds8yCWFDxnBZ0Cjp3NZ8n7W3ww8xtvjXScZyv+j3Gf/RdfpN/wcU/8FFv2QdV/Yk+NvwM8J6x4Xtfjbpd7a6YdItvBd7azRXNtqNu1xGt39jWAbY0kO4S7WAIBOQD+mlj4F+G/wh/Yuh8b6j8O/C2pQ+FvBK65cww6NaeddLb2AmZFLKBuYIQMkDJ5pPEPew/7erWtyx/H/M/nE8GfFrwb8TZxb+H/ABToepXTEhLdZ9lw/BziJwrH6gEV18OnyWq7W29c9NtfrP8Atr/sp/AD/gqj/wAEc9b+M3hf4Z6D4f1+98BXXjXwhrMGlW+m65o97b2jzwxNcQDdtEsQjdNzIwGRkhWH5I/BPxBqPxI+DvhbXrmaFrrVNLgnnYJ96QoN5692zXdg4yxDcVuj3MlxjxjlBxSa1OyvlH/DWP7J/A4+Png8Bsf9Ph71+s3/AAdHf8oKPjn/ANwD/wBSDTK/KC6O79pb9k3vt/aC8IDPr/pZr9X/APg6O/5QUfHP/uAf+pBpleScvGzvmb9EeE/8Gt9kunfE/wDbChVdqx+NdNAAGMD7NPX6ZeG/2YvBPhX9pjxN8WbHT5o/HnizR7PQ9UvDeysk1pau7wIIS3loQzt8yqCc8k1+a3/BsOuz4xftjj/qdtM/9JZ6+gvgFGo/4OE/2hW2ru/4VV4W5xz/AMfN3/gPyrOi704vyR8/mkbYyqv70vzZ81/8FkP+Vib9gX/rvc/+lFfoN/wUZ/4J/wDgz/gpZ+zdL8M/HmteKtA0GTU7XVftnh67gtb5Jrdi0YV5oZUAyefkzwMEV+fP/BZD/lYm/YF/673P/pRX1N/wX7/YW8d/8FEf+Cfdx8Ovh1p+j6n4jk8RabqYt9TvvsdvJDA7GQGTqCQccYOCcGtDhW5+X/7Bf7Y/w3/4IFf8FuP2hfg/4u8TeKr74S+KJNG0tvF3iK7TU9SsdQhsluLeW8eFELQN9quoy6RHy/3G7Ch3r9Yv2w/+Ccfw9/4KP6Db/ETwN8SvGHw38dapof8AZ+k/Ej4Z+J5LOXUbHcZYYbhreQRX1mJtsmwkN8pCSx5Jr80/+CGX/BIDwX8PP26P2gPhZ+0V8G/hLfeItP8ADvh7X9E0Nj/wkFrptrK97HM8Mt0ZJMs4i35JwSg6YFfZX7Kfwq1j9k//AIL1eNfhn8O/Cd14L/Z71L4O23iE6PpWnG18Nx64NTjgW5jCr5SXTw+cjBCrSKmWDeUpULqfE9b+ffz11+8/N/8AYZ/Zr+Mn7Iv/AAc4fAHwF8dvF3jL4h+M9LtfEU+m+K9Z8RXGr2mtaLJoWpm0a0FxmW3CSi7WSJmYCTdjIwz/ALWf8FNf+Ca3gX/gqR8ENA8C+PvEPjTwzpvh3xJb+KLK98MX9vZXy3kFvcwRjzJoJlChbmRvlUNuVCGABB+Z/wBvqPTx/wAHHH7A7x/Z/wC1G0bxyLjGPN8kaLP5W7vt3GbHvu966n/g4r/4J5fEP/gpR+xx4H8F/DfSNB13VvD/AMQrDxJf2Osak2n21zZQ2OoQyIZVww3NcRr8hDYZiCCM0C5ru5+OWneD5vgz47/aT+Ga+IfEXibR/hl4w1nw7o97r12t3qL2sMbqPNlVUDMcZOFUZJwAOB+13/BuR/yhQ+AX/YGuv/ThdV+Ifhb4M65+yp4t+LvwN8ReA/DfgvxX4Bs4bzULfQdUm1CymF9YNcRsJpi0jOse0Hcx64GAtft5/wAG5H/KFD4Bf9ga6/8AThdVjS3l6ntZo74ag+bm0euvRrvqc7/wbtf8mp/Fr/stfjD/ANLRXiX/AATY/wCVoP8Abg/7F7Sf/ROnV9Mf8EMPgh4t+Bn7L/xBtfGHh/VPDd54g+K3irW7K11G2a3uJLOa/YQzGNwGVZAhZSQNyFWGVYE/L3/BMPVItY/4Oef24poWDImiadASDn5o1sI2/JlIrY8M+oP+Cov/AARn+Gv/AAUk8deG/HHjDxx8VPBuu+A9Hu7HT28H61a6b5sUh8yTe0trM+TjHysox1Br5h/4M5fDl7f/APBPPx9461e8utR1rxt49uWubu5ffJOtvaWsakt1PzM/J7k1L/wcQf8ABHz4uf8ABR/9pL4W+Kfh/wCD/BPjLQ/Cfh++03UbPxBr02lqZpZg0bAwskh2jLDDYyMEEdfo/wD4N2f2ftT/AGZP+CRvw18L69a2trr0N3rVxqK20nmxGR9XvNhVu48oRDPtS6la8u/yOg/4JK/HWH9rb9n74vT30y6laWvxb8aaEVYhv9E/tOZ4Yz9LeeIfT2r8kv8Ag08tJvC//BVnxt4RupDNfeAfhXq3hu6cjDM9v4phxkdsI6DHPAFfsf8A8Ewvjz+zH8cPht4uk/Zdbw3/AMIzZ+IZJtfTRdBuNIhbVZYYy8rpNDEZJHjSLLqCCFAzkV+bn/BH34QSfAz/AIOq/wBsjQHCqsnh7UtYiCqVCxX+paRfxjn0S5UZ79e9MFKyaOl/4OeF3/ti/s1cZ/4oP4pn/wAtwV9zf8EJ/wDlD3+zv/2Jln/I18M/8HPL7P2xP2az/wBSH8U//UcFfc3/AAQn/wCUPf7O/wD2Jln/ACNdk/8AdYf4pflA7Kn+50/8U/yge2fsr/steB/2OvhHH4J+HmnTaX4bhv7vUVglvZbxhPczvPM3mSszcyOxxnAzgYr8pP2B/wDgsT8Pf2KP+Cs37WnwW+LWsWfg/wAOeNvipf654e8Q3jhLGHUCkFvc291JnEKvHHaskrhYwUkDOMrX1X/wbaRrF/wS/wBPVVVV/wCE08U8AY/5jN0K8j/4Jx/sTfAX9rr9rb9tib4lfDH4e+P/ABToXxqvkSbXNHgvrqzspbW3MShpFJWNpEuCAOMh64zhPeP2+/8Agj7o/wC2MniHx58I/ix8RvgL8UvFttbzXHiTwP4kurPTfFDQxhLV9StYJFS5CRFkSWNkkCuCWdVCH8Af2vvhX4l+B/7PH7S3g34wXvizWv2hPC+oaHYeKdZ1/wAQS64dasBd25sLqzuJVV/srxnKq43qpQNg/In7rf8ABKLwz4o+Cn/BRn9sn4XWOh6l4b+CPg/UfDNz4E0hbVrfRdJe606SW9TT1wECSSBJJEiOxXJbarSMW/Lv/g67EEX7evxQ+w+Xtk+DvhxtS8r/AJ+B4kwnmf7XlBMZ524qKiuvmjow0uWT81L8mfuN/wAFYv8AlFl+0t/2SrxR/wCmi6r8rf8Ag2Dt2tv29fEgaNo93wB8GOAV27gbe1Ofx9a/VL/grF/yiy/aW/7JV4o/9NF1X5Z/8GyHiW88T/t7+IJLz7ODafs++CbOIQxhAIora1Rc46sQMknkkmh/EvmKC/dSfp+p9Ift8W6XP/Byx+xXvXd5fhbxG6+xFvcYrL/4O2/FreAP2B/hlryx28jaJ8V9Gv1Sd2SJzFDdyAMygkKduCQCQOxqv/wUz8a2/gb/AIOS/wBhu4upfJivtI1nTQ2QAXuEnijXn1d1HrkivQv+DlD4Z+JPif8Asw/Be28M6LquuXdp8ZvDc0sVhbPPJChadA7BQSq73UbjgAsOeRVmB+T37dP/AAdleLv25P2RfH/wl1D4I6F4Zs/HWltp0mpp4gnnayG9X3BDbgMfkxgkcnrX7r/8EZ7Vb7/gkP8As7Qybtk3w60hG2nBwbRAcGuL/wCDifxTa+Ef+CLnx8uLq4jt1utCisYy7hd8k95bxKo9SS+Md66//gjnCtx/wR7/AGe42+7J8N9KU49DZpQBx3/BeHStc+G3/BET426b8Obe30+TSPCcVhHBGGVbbSllgiu0Tb022Pngdhjnivi//g3s/wCCn/wt/ZE0S5/ZR8feLNI8O/ZdVk1v4a6xe3ca2OtaRqjC7gtJZdxWG9WSaTKSbN3mBVywG/79/wCCcvxe0r/gpf8A8EmvBOoeKM6rD448IS+GfFSZ8tri5jSTT9Q6E7d8kcrDuA618W/8G+//AASk+AvjT9gzUNH+KPwg+GXjb4jfD/x1r/hPxDf6roNvd3iXNreELG7yKWwImiZQT9x1xwaXUq6tY9t/4KK/8ENdQ+N2k+KfFH7N3xk+JH7O/wARvEV/Nrt9ZaB4q1DT/CviXUZQPNuLu1t3zDcS7V3XEAyfmZ4pWOR+W/7K/wBt8A/BL4xaT4gHi2z+Lek6jqlj8RD4l1c6vqlxq8NsyGVrnH72JlGUbkH5vmf77fq5/wAEGZ/H2gaF+0h4K8Uafrmm+Dvh78Zde0LwDa6hBJFDp2iRyL5FpZ7wP9DiUgRBSUVX2rhQAPz7/al0Bdf/AOCw37a9lpojNldR6DC+wfu/tUmiKsmcfxbic9+tc+KUfZ3kepkvP9aUYLVp/gr/AKH6cf8ABvtbJaf8EZf2fVjXareGQ5Hu1xMx/Mk1+J/7M/8AwcReI/8AgkN4++Pnw50X4XaL49t/EHxg8SeJ5L2fWZrOS1eWaO18gosLg4FoHyG/5adBiv2U/wCDbrxlH42/4Io/AuZPMWTT9OvtLmjkxvikttSu4CrAdP8AVggHnaVz1rk/+DdH4c+IPhn8Jf2nLTxDouqaLcXf7RHiu6t0vbV4PtMJisEEse4DfGWRwHXKkqwzwa6TyT87f+CEH7RFx/wVK/4OP/HP7QWqaHaeFb+48Bzaq+i2t210unvBb6bowDSPGhbzEJkAA43gZ4Of1k0z9oi6vf8Agu3rHwv+1L/Ztj8D7XXlgzybp9cnjc49ohD0/vHPavIP+CcnhOy8Yf8ABe39vzx9avDcQ2P/AAh3hmCdGDYlTR4/tceR0KSW0akeox1Br6Bg/aA/Zjt/+CoM3giOTw2v7Uk3h/7PKw0G4GqPpflLdeUb7yfKMexVfy/NzwOM8UAfnrN8IP8AhWP/AAej2mqjd5fj7wI/iBF2hVTbpElg2PXLWLMSe7Gv10+OPwf0b4/fDu78K60qSWstzZagowGaCe1u4ru2mAPdJ7eN1PqntXxP+1h8Mv7K/wCDi39k3xntGNd8B+LNEJ297OHzhz3/AOP016545/ag/wCFX/8ABZfwN8Mbu6jhsfip8Mr24tYmxumv9MvTNGq/9u1xesQOuz2oA+Wf+DtvWJ/D37EvwN1C1bbc2Pxy0G4ibOMOlhqrKfzAr43/AOCIvxX1b4s/8F3PBN1rO03dn8OtZgyowpHnBuPzr66/4PA5vs/7AHwekxu8v406K2PXGm6tXwr/AMG8Oqf2p/wXA8JspcqngDWFG8YYDevWvJxFOLx9KdtUpan0mDt/Y2I780T+gT4v/sueB/jf8V/hx4y8TafNeeIvhZqFzqfhmdL2WBbS4ngMErNGjBZcxkjDhgOoxX58f8HhH/KHyb/sdNJ/lcV6z/wVMjV/+Cl37AzFVLL4617BI6f8SZz/AEH5V5N/weEf8ofJv+x00n+VxXrHzZ9/6R8NbD4z/saWvg/VZ7y10vxZ4LTRrya1dUnihuLEQu0ZZWUOFckFlYAgZBHFfiv4j/4Ji+Dv+CWf/Bdf9iHwf4E8cfE/xdoOuXGp3ot/FutQahHppjgkjC2qQwQpEpBO7g52jpiv2M8b/DrUfjB/wTr1fwlo8dvNq3ij4czaRZJO/lxPPcaY0UYdsHapZxk4OBX4Q/sX/wDBJj4nf8E2/wDgp3+xpc/EL4c/D/whJqXiS9019Y0LxJd6peeIbhNPmkMlxHLK0MIVTwIERSScg8VLeuxUdnr/AME/R7/g6eTzf+CfHgZTNFbhviv4cBllIEcfzT/MxPGB1Oao/wDBra8L/s1/tJNbzLcW7ftCeJzHKmdsq/ZdMwwzzgjnnmvXf+C+X7EXxG/b4/Yo0fwd8LrHRdR8UaX4z0vxB5GqX/2K3khthMWBkweSXQYHOCfSvNv+DZn4QeKvgN+z3+0R4V8cWOlab4s03456zJqlpplx9os7aabS9HnKRP8AxIokABPPFL3ufysac0fZcvW/6H1B8NP2XvB37I/7U37RHx61bxpBZv8AGh9Bn1hdUlhstP0CDSNO+xxfvWbnfulkZ3KgblUD5Szfitr3xe0T9qb/AIKYftLfFvwrdxap4M8SeJtN0PQ9QgOYdTXTbRbea4jbo8TSYKOvDKc1nf8ABTj4O+CPi1/wXN/a0bxd4I0vxZc6T/whs+n3V3c3Ub6WDoVp522OOZIZRIAgYTxyAbBt2/Nu6bwjpum+H7XS7HSbOz0/TbURrbW9pGsUUKcHaiqAFHsB61l9YXO4JbHvZRlc2o4pvR3svwP0Y/4NcP8AlBT8Dfrr/wD6kGpV9MfCXQtF/ajs/gv8bCv/ABMNP8N3E9huX5kTU4LYzD2YeQgP0Ir5n/4NcP8AlBT8Dfrr/wD6kGpV1H/BG74/x3X/AARo8J+MdRkiSPwhY+IIJyzcRw6ZqV/Cm49v3NuhP1610HzZ7p4l+IS/Ff8AYW8UeJI23Qa14V1S7gOc/umhnMfP+7tr5k/4Ncf+UFHwM/7j/wD6kGp12X7A2ptrH/BBH4b3LPJI0vwahLM5yzN/ZZBye/IPNcb/AMGuP/KCj4Gf9x//ANSDU6APh7/gt5/wS98Kf8E6Nf8AD/x4+HHxF+K//CSfF/46W8fiHQ77WraTQMasb66u9ltFbRtndCqKZJHIQYO5gGHht7+02v8AwT9/be+FP7RE1m2p+H/At7d6N4lsoXRbqfS79PJke3V2USTREl1jyNxwCVGWGL/wUt/4JJfGb9iX4z/HT9qLxR8PPAWreBYfiRqXiy21dfEkv9rwWeoauFtBHbA+TvVriN/mQspduflGN79jb4b+G/2gP+Cun7O3hf4t+H9H8WeFNetPEMJ0zW7FbiwuroWHmxqyuNryLtQjI6gV6VPOVDByy+om+Z3XZWPZw7X1Gqnrt8r7H7W+IPDXwB/4LVfs36H4i8N+LpNd0/T5mvfD3i7whrMml+IfCF80RUyQTx4mtLkI2GilXBGA8bDAr8cv2xf+Cdv7Q37BH/BUf9lKPxx8avij8bvgx4i+N/hZ/Dmo+I/E15eppd6mox/6PdWszvGLrymfy54yA6JN8q5ZV+8v20/2VLL9gr9ur9j3Uv2Z/hrafD+28X+PptC8df8ACG6KLa11XSnhQvHqCwpseJI/tEqmUHy2jMilWTcPa/8AgtZHYv4N/ZrN55H2hf2i/AJsfMxu87+1ADs/2vKMvT+Hd715p4xyP/B0d/ygo+Of/cA/9SDTK+Sv+DZn/lJD+057+FvDB/8AIclfoL/wXB/ZC8Zft5f8EvPid8J/h/Dp9x4u8Vf2V9gjvroWtu32fVrK6k3SEELiKCQj1IA718If8G6HwW+IX7Pf/BUj9qbwn8UdN0PSfGml+F/DH2220e8N3aIrxO8RWQ8kmNkJHYkiuunWisNOm93KL+5Sv+aOiNSKoyg920/uUv8AM+rf+Cuv/BG/4dft3+I/+FveIvHXxW8H+Lvh74Ru7PTB4S1u102OWKPzrn94ZLaWQkuxB2uo2gcZ5rh/+DTKVpv+CLfgt3Znd9e1pmZjksTfScmvKP8Ag4U/4Ix/GH/go1+2V8PfHHgHwf4H8YeG/DvhJtGvrXXvEE2l5uDdzSggwlZCAsgIIbGSeK9q/wCDWbwvdeCP+CRug6LfRww3mj+K/EFlcJE++NJI9RmRgrdwCpwe4rkMn8K1+Wun6a/ofEP/AAcv/wDBF74Y/s7/ALOvxc/aW8P+M/ihJ438ZeK7a51HR59YtP7CL3t0vmr5EdqspVcDaGmJBVSS2K/Z20+Gcfxq/Yci8GzXr6bD4s8CjRnu0jEjWq3On+SZApIDFQ+cEjOK/ne/4Lgf8EKfjp4Z+MX7Sv7Q934b8EyfD261698TQ6j/AG8w1CCzlnGCtuuFLnfyrAkZPPSv3z+OqLJ/wSj8ZKyhlb4TXoII4I/sd6Bz2Wt9PPTy1+/TQ8M/bA8YfCv/AII7/wDBE7XPhtfeNtNeTw/8Or3wv4bg1O7ij1DxLfyWcsUSxwKdzGSZ9zBARGm4k4Umvx1/Z08LzeAvgJ4N0e+WS3vrHSLdLiNhgxyFAzL+BJH4V83/AAK+DHhHwZ8Dvh/8QdN0OxXXFEMl9PMz3DSy+Y3zqrsyxnAH3QOcGvsQyNcpHIoX51Dc89ef619hwzh4RnJyd3ZbfefpnDOSzwadeq03NKyV9E9fv2MT4oaB4ovrbwB4q8FyaHH4s+GvjvS/GulQaykrafdXFixkjim8oh/LZsbthBIBAK5yO4/bY/4KD/th/wDBSL9l3xJ8G/H+k/s46H4N8ZTWMep32g2urrqVstvewXiGIzXMked9ugIZTlSQCpIYVZLVrLQdo2OTdGSN1Y7WTaeRTNHLGOZe25JD+BxXwrquKdj3cVw7gswrfWKyd9NnbQn/AGev2n/2kP8Agm/8aPihe/Bmy+CuuaL8XNctdQuD4zg1F7q2njgKKiC1miUJ87cncTx0xWn4f/4KH/tn/Dz9sPxl8aYdB/Znbxp400Ox8MalZSwaydPgtrKSR4niUXIcSMZmDEuwwq4Aycw/EKddNK3L8iz1K2k+XqcLzVq6uB4l8UtIq7VmdDIDzuO0ZbPv3FcNPF1Uo3Wmv6WFW4Nyqs6teq5KTd1Z99WcN+0V+0p+1d+1X+2B8KPjl4msf2f9P8dfBOYnw9p+n22rJpd+JGLsbrfO8nynGAjpnJz0r6Ki/wCC5f7fcr7f+ET/AGSxyRk2WvY4/wC3yvKHlZdSmjP8DkAZ+U//AKqsWMLQXOVk3K24sBxu49K0ji5t2OFcG5a3ZKX3nC6z+0r+1hr37eF5+04fEnwu8G/FOx0GDQl0bQrS+l8O69p8ZdngvY5pXlwxKkbGOGjRl2MoavpJf+Do79oaHwwuny/sz+BX8QeUIzrKeOcaWZP+en2TyzOI/wDY83d/tV4m0KXutTx43GSEqA3C8qRz39O1eT2/g2bzbyG4WZbiFCYmx8rYOSK9KipOi6k+54+I4Uw1+WCat57/AH/8Az9f/a8/aU1X/goR4U/av1TxB8P/ABL8WvCy3dnp+hajaXMfhnR7Ge0uLYWsEcUizFUF1O4LSbmdgzM5DbvppP8Ag47/AG4nOP8AhD/2WQ3odP1wf+31fLMcqxySRzLJu2cYHGe1QaxqdjothcNcPcPNcQv9nEAUYcj7xJqafPJtdjL/AFcwjeqfyZnfEz9on4oftJ/tK/FX4k/EFvCuj+J/ijDYWepWvheK4i0+JLKyNmmwXEkkm4pgkFzzkjAIA9K/ZA/4LrftVfsA/s2+Fvg/4R8Nfs/6p4b8DW8lpYXWr2Oqy306PNJNulaO8jQtukP3UUAYHufntNWa3vBE0hVGyiu/Xdzng9/esXU7lhcDd5jKRtQsB046/r+dZ1KvKtFr3O2pkOEnQhSkn7t7a99z7c1r/g6B/bS8S6VdafDoP7Ovh+a6jaFdSstG1SS4siQQJY1mvJImZeoDoy5HII4r5l/Ym/bo+O//AATz/aX8efFbwPdeBfH3jL4oWrL4mvvG9tdy/aLh7n7TLNGtrNDtLyc8kgDgAV56iLJFuVl5yOetE1wqRrlmXJIAA5I47Vz/AFia3Ob/AFdwVuWz+8+7V/4Ojv20GcL/AMIX+zLuY4H/ABK9b5P/AIH1b+A3/Bfv9s/SPBWn+GfDfg/9lmKw0K2WCJZ7HXN7KvViRe8sSck4HJPFfBsMiwH5p3Vj/Cy4xXuPwOtUsfAs18rKLy8lMbt/EoHHT39qca1RszqcO4FQur39Tp/+Cb/7Sf7Tv/BI7wB4k8M/Cq1+BPijTfGGpprWpT+JrbU3ntbnyVjaOPyLiIeUoUckFiSTxwK6zwX+1J+1n8Mf+CgPjL9qLS9J/Ztb4jfETw/F4X1fT2t9Y/sj7NF9kEdwi+eJfPK2cKktIV2r93JGKIma2tWVUVm52oDljgd//r11lvfSXWjWUzRqhbDNsbPOOnpXWr81rnNUyHCKCkk7+ppfGDxN+0N/wVB+Kfhvxp8cl+DfhrTvhj4c8UaRpi+CINRWe8k1jTTZyGYXUsilY1AdSpU5yCG3Ar1n7Fv7c/7dX7M/wI8D/CLwXon7Kl9oPg3To9H0y61eLXGu54YgcPM0dwq7j1O1FHoBWv8ADCYp8JteZflVlmycekef61ufBI7vHent6s5GO3ymv1DEcN4VU8JSSfv3b17pX/JH0lThXBWwdCztO7euvvW/yRxn7L/x/wD25v8Agmx8EbL4deEtN/ZW1jQft1/rSXOqJrkl0Zry5e6nUlJ412rJKyphc7VXJJyTzf7OehftSfs2fFL4j/tMeD/Gnw3h+J3xL12e78X+CJrS8bwfq0DFGiEbNJ58c8UhlKPuyFmK79pYP9CfHebN7po9Lcn6/NTdCh8n9n+/Zv4rs4/OKsp8OYGGPrYez5YxutdnYzqcJ5dTxtbDpNpRdrt6O2n4keuf8HBH7WOuaVJpWj/sv/Dnw1rmPLXW9Y+IMeo6XG443ta26pcFScEKHBxwTnmvjv4n/sUePP2y/AnxKPi7xlH4s+OPxsurKS91qaDyLGFrWVHtrCCNQTHbII9gIH907flwfZ55PK1WXq26Q9B05FdP8KvGdr4H8a6LrFxbyXcWn3kU7xxSBGlCt9zPYGvzbHR9nax8/RyfD0k2ru6tq+jXlYwf2ov+ClX7dvxv+C3jj4X+KND/AGT7PRfH2hX/AIZ1O50yHXPtNtbXlvJbSyRM1y6h1SRipZGAYDKkcV43+zh4r+On/BOH42x+MfghJ8I/Ec2o+A9H8Fal/wAJrBf+Wv8AZ8aIJIEtpYz+88tW+ZjjJGO9ej/FH4iLqPiLUns7PbI0sjKDwkRY5+Uf3fzrjNL8UzR6iJbqL5pFA+6OO469K58wxPsZKMNn1Or+wcIqbjFOz8+xn/tV6X8ff+CnPxe8K/E/40a58Nvh7rvw20ySPwfe/DiO/ju7PURcx3EF1KLqVyPKkj3AxurHgcfeH15+zv8A8Flf23NH0SHw/q/7P/w9+PGqWu2FNf0LxfB4We6UA4kuILlWTzXxk+UEQHICgYr538P+IG8Ql7hodrqNqqDkY788cV9kf8E4o7nwb4w/tqFbm8ghytxFC+5Y4yPmJHPyjrk4xg18zis6xFKovZtO/dafg1+ZyYrIsNDD8yTv3vr+TPIf23v2df2jv+ClXhZW/akuvDHw38BW9jdTeHfhx4PvTcldTeB4rbUNUvGJFw1u0rMsUOI22r93Ll+X/Zv/AGxv29/2U/2evB/wv8N6J+yXfeHfAmjW2g2E+oprz3lxbwRiJHlZLhFMjKoLbVUZPAA4r7v/AG1viP4T8b+H7aby9SXxBCDHbIGXyViLff2k8qw6OmT68V8teblmwfvHpWX9uV7uSe/lp8jLCZLQnTtWi0/U+d/2FPiR+2l/wSu+C1z8NvhzN+zn4u8M3+rz+IFn8TwaubmxnuY4vOt4vImjXyFeNmUsCxaRySAQq2/gL8fP2yv2WP2iviJ8WtBn+B97efFjVo9Y8UfDi1jv7fw9LPHDFC95ZzyyNJBeTLGS7MxRmfLBgqIns/iabfNEvcK4P5ViyPv1VG9ULfTmvSoZpWnG7a+4JZJhvauKT+86zxj/AMFxv2x/iX4bm0nwv+zp8Nfhbq1xHsHiDxD45i1+1tc4BdLW1VHLgEld5K527gwBBxf2ZP2OJvgxoGtXWueKL7x18QPHGqyeI/FXiS+iWObV7+UDOEH3IUAwiZwuWxgHaKacTRq3KsV/mK+jrGwWG9hbHG4Y9uBXw3HHEOMpeyp0Jcqb18z9C4KyDBUFPEKPNPZN629Ft+Fz53+BvhD9pL/gmB438TX37P7eCvHXwz8YahNrepfDfxTcvYDSLyQAyy6ZeKdkQkYDKS/uwBjaSQ45v9qb/g4q/atvvDl94a0P4LeAPgjrcimObXdT8WQ+KpbVWB+a3ht1WPzh1BlDp6qeo+q/jXc/2L4B1K+VtjWdnJPkdwqk4PtnFfjd8XfE114n1yS4xvkvnEmSxyMk/wCP5V6PD/E2Mq4W1aSk07ba2t/XQWL4Fy2vV+spNXu2k9L39Lr5NeRtfsFf8FL/ANo3/gmNb+PNP+G9r8LPHq/EPXT4j1fXvHFvqdzq99dtGquXeC6jUjdvbJDMWkYluQA7R/2zf2mNZ/4KU/8ADXEWj/BdfiedN/sY6VJaakugi3+yfZfM2/aPO8zZ283Gefam+EPhvHY2iPIpc8Es38JrsotJFvEojXy2TkDPf3warFcVYuGlNrTyJlwHlXM24y183Zen/BPRPiL/AMFd/wBs74mfGP4c/EDUvB/7L6eIPhnLfy6O0NprQVlvrQ206Sg3ZLIV2sArL88aHJAIPlv7Q/7eH7Vf7Rv7Ynwr+PWtR/BTw749+Cvmx+H7bRLXU10/U45yRcQ3gluHk2NGzofLZCVkYZBww6CS68q3b5F2qQR32jGCc/0rC191S3dgqqx60qfFGPlC9479uhlDgXKu0v8AwIof8FE/+Cjf7TH/AAU/+FvhbwT8VNF+Ceh+GfC/im18VpP4UtdSivnnt4bmBUJuLmVChW5kyNobIU5wCD4r+zN+058Sf2Af2p9L+LnwztPBWseJtP0e70Q2niiG5mtDDOylnC28sTlxjAy+B6Ht6Brzq6MzfMCMMRyB7en9a8f8eIttcnbgrvP4gYxx+depgs2xNeXtJ25ktNCsRwrgcPh5YaKfLJpvXXQ+hfjp/wAF3v2ov2ivjf8ACTx/r3hf4C2mtfBnVbvWdChs7DVktbua5tmtXW5DXjMyBGLKEZDuAySMisL/AIKMf8Fh/wBpD/gqR+zo3wr+Iuh/A/RPDsuowasLnw7ZanDeiaAPsXM91Kmw7yDlM9MGvne3uhc3Lc7ckEZwD078VTEbJqC7Q27cAVY5J75r15ZjVvZu3yPFhwnlzd0nb1P0s+BP/BwZ+3H4u8K2Wj+F/A/7M18ui2KQRW50vXZLlooo8ZIW95IVCT06GvJf2h/+CyP7WX7Qnxn+EvjjXvDP7PsOr/BnWLjXdCi06y1dba7uJ7ZrZ0uVe7ZmQI5YBGQ7lHJGRXlv7KXxDvPhu2sLYyRxtqFqyLuYruO0jAIOeVJ44+77mm6vpf29vtrTeY9wgdVCqvyA8HA4/SuSGcVrNTav6GNThPAxjza/efUzf8HMv7biH5vBP7MK/wDcN1v/AOT687/Z9/4Lmftc/s+a98SL/wAP+GP2dLq4+KHi6bxnqsd9Z6u6wXktpaWbJAFvFKw7LKIhXLtuZzuwQF8HuYfsj7juwCCSwwDiobGzXV7hI42XznOxQpySPbHPvRPOK8XfS3oc8eGcDs7/AHnbXPxa8b/tFftRfEj43fFaPwjpXir4nS6bbXNv4eS4h022Wyso7SMxiZ5JPnSNCQXb5gxGAQB794e1GJbKxnh+eGPahBP3WChufw5/GvnX4i3r6f4ftdLt1SERAGTbhjITgnnBx+Feqfswajb3sV5a3677Wa1djGZWiCyKBtb5evTHWvLw2YVHiVXqfa0dvlb8j2o5fChhVSp7Lbv3/U6z9iP9v79sP/gnJ+zH4d+DPw90r9nDXfBvg2S9Gm33iC21dtSuEub2e7YzeTcxx533DgBVGFCgliCx4/4D/tZ/tafst/sU+LfgXoMfwDv/AAJ4ki1j7XqOpRas2qWSamJDdCFkmWNdjTSGPcjcnLbskV1Wo6gvmtt3eXuygPYH8T6etcj8WPELaP8ADq+2yeW906QL8oOQTk/y5+tfo1P2bTcr7XPkf7Dw/MlZ/edx+xV/wUz/AGyF/Z00n9n3wlpH7Mv/AAiPhXwsPDqatrlvrKXBshCYFeSSO5CmZl6BYwM/wgVzv7GX/BT39rj/AIJqfs5aD8D/AId6P+zv4q8I+Bpb5NO1PVrPV5L27S4vZ7t5JGjuoowPMuHCjYvygDkgk8HF46uPA3wqNpo7NZ3utIs1zcxov3GyGG/G5Tkjgds/SvP9J8ULaSSxyBttuA0aiY7WPqfX9DXPRjy2eIejV1Y9OjwvhOTmnf7z2P8Aby/4K7/taft//sveI/g/8QvC/wABdH8I+MTajUL7QbDVV1C1W3u4bpTG0t3JHnfCoIZCCCRwcMPDvEGoa9q95omtaFr2seH/ABN4Q1KPWvD+t2biS40e9j+47AnlOMMpGGHUHGKpXustLNJN5zbpO4dwePXr+fel0TxJ/pCq0wfzGG88c4GOee2e9eXiMR73uvbY9nB5PgKMJ0oJ2nvfXb8tz9DvhR/wc4ftK+DtGg0LxZ8Bfh78TNehhU/2xoXi4eH4rlAMb5Le4SXEjcFthVc5woGAPnn9q39tj9qj/goJ8Yfh38QPEGqfDrwyfg74q0/xf4T8B2sdzJokl9ZzrMk9/OH82aTA8v5CFCO4Tyi7FvLfB/iVUvlimt41Zo9glwPnjHQ59fYV3Hg3VhZavuV1VZlZMBc4yOP19K6crxSxEZe1Vmjwcw4ZwlGV6V2n3f8AwEe/D/g4e/bpk1fULGLwf+ypNdaaqNIi2OtgvuJAC5vhk8c188eBv+Cw37VvwK/bP+Jvxwh8K/AlfGnxb0/TNN1ezvbHVv7NtotPi8mA2yi7VwzL98vI4JAxt6VQ8X2t54N8Yf8ACRaesV1FNHsvLYDkg/x8g9K3m+Iul/FLTIINRNrDtJwktmis3fJZeo9ga9bE0aOHk4V52d007acrS38073+R6VDhHA1YRdNSbtrZ9T0i6/4Ojf20LIfvPBn7Ma9P+YZrf/yfXln7FP8AwW7/AGpv2Hfg7c+A/B/h79ny80n+1NQ8QGXWrHV5biS4vrl7maNWiu0XaryMqgqDtAyWOScnxf8AstafrlpJcaTcW+xFM8j2shdQo67kPQDHUGvnzX7BdOu5o7G9W8VckMFKhhntXlVakopunNSMavCeDg7OMvvPrn9ov/gtz+1x/wAFDvgJ4x+DfiXw1+zvpOgeNdONlqV1p9hrEN5bwl1YtEXu5FDgqMbkYGtn4gf8F7/2xNX+D+rfCnUvCf7NlvpOoaG/hieaKx1kXCW0tsYC6sb0rv8ALbIJUjODtI4r498K+NNa8MyW9xZsjNBkgSIGznsePb8K6HxP4xXxw8uoTRx2dzJGhdFbLBk6kHHQ8cVlVx0Y0U18V36W6Hdg+E8qqtqSltp7xB4Y0K38O/s/+CfC9rPM+oyTxW87xnEM+xyC4B5B5x9DX05p1u0FoqIrKqDaM4yccV82/BrUIvEnijwvppj3/wBnXs1yzkZLAjI59jj9K+ltkcYCsA23od55B57fWv0zg+mqsXUXZH0VKjZKC+ykvuOb+FvjOHX7CPS7qSSKRSfIdvulvukH0DZxXUWUctu12uxt0ajKkcgbhXhvg/VfsV5jYzRyMCzBvmODn8MetfQXh3XLDxv4VjuLVZ4dUh/dXO45W4U4w/sR71+ZYml7P5mWX4xc3JIg+I92NR0XUH5VfODD/gKDFW/A15G15byblmWSNSvbOUp3iK1ivLO7gVtytM4J9tg5p3wm0JdW02xbztrwQjaMf3c5JPfFc9OP7mx6U9W0iY6VNceILi3ij3jY03ynqAASfwp1kSy53bsKxB9cDvW7Lod5aeNbm309WEzExqi8l8rlqh0TwZJd+GtW1GOSzjj03yhLEzhJpDLuUFF6kDGDjpU06yc0kXh1ezOWsp1h8SSeY0o3wrynU57ZrE13UFs9eaHbuTJX7vzHcCM/Wtu2DweJm2+WreUgAcZyAT0PY1m+O9E+xRzahx5camWRTzvxzt+p6V1UMROpTVB9Xv6GcsO/eqJHnPiG20u1EP8AaV8bFQpPmJB5ryAHsvT2ryjxn4mj13UJvs7QiDafKAQcjoNxz8pPWuo8T6BrnjycXH2V44HJPzIUCjt1PSuS1TwS1pBJ50kKsvQBdwk4x07D61n/AGpTo15U4yvfT0PL9m97HK+cs0itJx5JMj4H8uKhutuFMfzDYHCk5z9D/SjVQdOu9qsybhgNjg1WSaHakitlsFRgYyeM/hWPtkzgluaJeOK2Ubl3MxOQuAvtUbXDi4V9u0DOWHpVe6kbzioEfXHyjFOR1ZSq7mbOCAOoHarbvaxPW5ctJo4pflZnDHncc5HtX0L8NbNtE8BabDKqrcsrSum35oyzDHPfj8q8c+EPhWbxd4oiby/OtbV1mmB+5tUjAP16d6+jtZ18a3JFDHZ28CwMTmNfmzxkZwOOKUudVFBLTuYVuVR03Gx2nmabOX+aS6TaSe+e+a7ILHY6XYxKysE2ohHY4Brj2Xz7yOH+GQ811Or3K/Z7eNmCtIQefwr2MPG8rvyOOpJygov+rqx634ClWP4J6wy8/vJs5PLZSMf1NbnwFl83x7Y5/ebUlII4x8vP864Xw/4ts/DXwBvJLm5jja4mkjSHcPMk+ePoPTCnn2r591z9oDxBHr7NpWr3mmwW8hWA2kph+UMOQRzzjPP41+z5rjqVB4STatGPfuj6zF4iMJYOa15Iq/yPub47XAF/p/8As2IYfXca3Nqx/sdwSbV3T6o4DEcjkA/+givmn4T/ALROqfGzRZINeuIbjUNKgEQlWPyzPFk4cjJy2c5P0r6BHxK8KwfBDw34P1XXv7L1C5u3u5VW0luvs0e84dwmMAgjgEmvCxWbUJYuviHs47fKx5tbGwq4yriF1T0/A8Xl23OtMB0ErZ+bHNWba0kuWto7dJJ5J5FSOJVJkdieFVQMsT7V7N8NvhD4J1VptUmnudY0m3k2nUrqX+zUu/8AZghTLuOvzMRyOfSus8XeL/hF8O/D+k658L47y18UX0/9nJe6jM08ejM2FlnwwJV1GNrD5cH7ua/H86zGFGKunptpueHTTVqai3p+R87/ALRvwGv/AISeFtMuNcv7W18UTuvm6BF+8nsbVo9yvcODtWRz/wAs8ZHevEVud0/3s+XgZPf0z6V3/wC0HbeIvhN4+1Kxn1SG6kjJDzw5kS9jkG4Sb5MyPkH7zYxXmUcbOzn5jg9T3HavFjiq9ek6mId1va99OnRfd0PUqUlCKinfS+x23w9eXVZU021Aa4uphBGuMAuxwOR7nkfWvo7xb8ZLL4b/AA41b4Y+Czdya1e2aweIddjO03UgILW0WBlYxll3DrzXgv7O9+PCGq6jrAkVrqztXFmJULKHYfM49wOB9a7z4AW8OuWHiC8vrV2uppUZpXYEANuIX13cV4eL96fso6Ja/ea+xjGmqk1c9B8JyTWng3T4ZFliaGIRmN5SzRDHC5/u/jUqXgjPPcmsWTS4A7ZUnvyT0/OqOqQwQGFYfkkZxwOcjvVYalGUFTTOKpUldtrc1Nfud9zC394sP0rHgkJ1Dd3aOmT3MOnRqWVV28YJqDQ9Wj1DWtqrhUTr7V7EYeypW3OGNpVec0xckXMI/vOuePcV9PxDN3ED93g4/AV8wS69ofhCGHUNWt7y8jRxlbaYR+URghj/AHvTHtXong39tnwr4l8RR2FwraazEvDcTEhG7BfQH3r5PizJcRiqUK9PaOu259xw9jIUYOlLqex/EHS4te8HX1rNt8m4tZY33DIIKHtX4/8Axj+H1x4S8aWCvDthjuxC57bS2VJ/4DX696/qUOp+FLq4glSSKS0kZWVsgjYelfC3i/w/pfigeTqFvFMkcizb2O3y9uecgZ461x8JYWrUp1IrRxZ6mIx7w9GPNs3+p5bdWqQxxqydwVYDoKhjVA/zDbHjr0pviP4kaQ16YLaSPAYIgIxxnH6+pqj4r1H7N4V86Fo/l6Agn8Qc1y4zBzjWlCW9zq9op7CXuoQWzEyXCwxrzlzjc3oPp71yGv8AxB0u4RoYrgSMvGUUnBrzfxJq95rZ/fS3E8MpACDqB6cn9akfWrjSbz+zW0VbeRV3fN1IPQ8jqa9WjgFGluccqtpKMjoJbtbzd5bbt/c/xV5z8TdJktUkbblcZH+z7evevTtEX+0bJGuI44WZAwyKp+NfDlvqFm29l8tlJyo78cV1YPFRozSZpWoqpoup4DAjSLG2GHy7VBOcH8K3LbwjdarYpMrxxSD/AFaH78mPU9vxpW8Nx6Zq0kTZwsgKj+96/iOn413Ogafa3Ol/uxtkj5weM9umeev1r18XinDVanj4PA8zfQ5/wjq7WM+xt0Ukb7dufmGR1P06H/er0S/v1tbCObcwjvEBRmXaqMT9z/gJrzDVJll8Q3CrMOJPL2jkMPSvSvhPfW/inwbcabqDFWt3V4R/dJG1se/ArmqRdo1JdVc58Qrx5O2n3GHqWqNM+W3buchvun8ff+lanw5gEl1NfN5heEeWpReoJydp/T8amvvh7ZXMzRtfXTJG2UVY8kjP1/UVvw2cOn6KllZq1vuTlMgyKe5YnPXt0OKqpiIcnKjzaVPnnYqNYt4n1aeTezSRkRjIwuBxgfUgkCvQ/hnEuleWufvI6MRwf85rj/AVvHJsVo9zRTD5S2VRsEBvXgkGu28P2DWt2i72Ubd4GR19OlclKUpVIw80d2JpRhD5HQNd73Cg/dGBXn3x+1fZa6RbjbsaSaY7hkEbQvr6126TyF1VSQVxyB83fPPWvLf2l9clbxFptq3mLHb2+ViHRC7HJI7njrX6dKfLSkn2sfK05J1LdrszWi/tDQLNTOzXEkQiSBejt61i6z8ONUsBG/ls+7Ocdvf3Haus+CsEEen3eoaku2OxjVIG6gN6d+a2LjVrfxCzNBNHMe6Kwz9D0rnz6sqdGlKO3KfQYeipU1F6M8XaGZCyyLIn8LAr1I45ogtpMbVO1D97aOT9PUV66nhyO6mLSiItty2E3KR6nNcz8RPCEVhD9pjV1iB+coBjJxwVJHWvjqOYxk+V9SvqXI29yDwxJCLS1yD532hY4wG6j+L9O1eseE/DU19qlv8AZVY3EMocA/KGAYcE9uteU+A4Y117TrbEmWZrhzkHZtB29egzx1r334UiOLxXaRyMyyTxMgDEYBwOpHrX0eUKcU5LW7R4uZ4m/u9jKv4i0hjkjK+SWEik56k55xyK5zVvBVlfxTTKzWZCHAjj/d59xwRn2rofETSPq07YyvmMAQe281vfBvwonjL4i6Pp1xHHNa3V0qXEat8zRjlh69K/VMywdHEU0qsU7pfIvAY6eGS5JWNbx18etH+HH7Ktx4V8O+G9L1aTxFb+UdXlZ1ntWX7xjRTuznI+bg9a+L7jwDqRBnNtcNHyQSBn8frX0x4+j8vW7qGxt/Kt4XkEMZABVdxAHSuFv76GzuXEzRRNnA3OByevGf6V+N5rXoYOs6VBI+hdF1I3k7vueEz+dbzujmZCTnpzitzwlp8OpQtHL5jMeEIHzDPXnp2rvvHnw+TXNNa6tIZHlUbj5ZALD+tcbY203hi1eT5hJjBiPJbseh7V58cbOtSXLpYVCLgzW/Z08Ozf8LaZoZI98Nm8qMRkdQDxx619BSLqEZXbeKvygnESgE492zXzCvimbQtWgvoTLDct1IH3SMEdcZHHQ8V9AeB/2o/DOoaBG2uaFq0mpxnZNJZX6wQykAfMEKNg+uDiv0bhbimlhqXsasXfy1+/ax6OHwcXeTkkWvh/+yJeePdQSwi8SaRYXEx2wtcKxjZvTcMdTxnOK6rxp+zp8Sf2Vfs2rapYrHpMzmA6lA6z2cnZdxGdmR614fP+0LrNtfLJG08aryCjEYx7ZxX1B+y3/wAFEdY1BpNC8SWenarpd4v2a7t7uP7RFqURHKSq2RnuGxkECvHzasvaP2SvH9D4urOvSlzxRh6bPb+IdOa8tZAY5EO7IAKsy8jGeR3Bq7+z5bPcaPZrtzzLGB7fNx+lep+L/wBlbw74f0abxV4I1a7bw7qUTSDTpIxM1lKeTEWHJQc8npxXkfwm8VJ4K8HQ6jJDLP8AZbxkMcf3id5GP/rV5OExUailDquh9Rl9f6xD3N0tf0PYvhvpQv8A45s8kW4W6zSE5I+6nH+favOX077TqVzK3XzGOQgz1OB+Ga6LSPjvp2geLtR1K203VoJbyBoYo5oi2xnwD06HrisOHXLOK4kMknliV8bZI2XHPfPGa8KnjoxqXl0PtMvyDETXNydE16mHaaLIdQ875QUCqGJywPzHgfhWmsdrDBLLdJC4VTiOTozE9SPal1DWtP0rR7y+uriNLWyMTttI+Y/OMD35FeL+Gfi7N4z8c63FLMy20MSSRg/dQBsFdvTkck16OErVoQlXj9m9r/j81ubZ1gFgoKMo2ckejXcAvt0X7rywuQdvy8V5B8WfA66VPJIlu0kO3LMMnZzn0rs1+INqLxrO1ka6uI32yjHEZ9PrUl9qqarDJFKFkH8Qcbvyr4mjia0K3tZJu/Xb7/PufI1aa2Z8h+KtLKapJgPt3Zxng/QGsZbbcf3bF3XIb/ZNe6/Gb4Q29pa/bLX92sxJI2gACvPfh/4F+06+sl1iS1h+bawyjn3Hevt6OZRlR9rNo8b6nOc+WBxMUkqSt2VclgOjN61e05VNyskmQijLkdVHt716R8dvAVnpel2uoWNpZ23nn941sojVvYpjj615jaXDbvl43H7p+7x6jp+dduCxKrw50ZYmjKjNQl+B9JeBdE0vwzo6/wBmpuhmiMhkdss5OK6Bniito2kk27pMdwWORxxXK/C5VPgWyDD+FuH64yMf59K6POF+b7nBI55Hr/XNdPNK11uckY05VbT2JNQ8WRaBq4lKGR/LMhTdtWPBwcnH8q5jxD8cNQ1IL8yrDE2NiDlR6Z75qv478JX40f8AtKKFriFm8oPuyy+gOOox3rhAzv8AL8y45bnao/3ec5rttUhGKqRtdX10Mq2Hpufuu67rb5dfU29W8aXWs3skk00zPISxXOFXPoPyFVUut8mVXczHHy9+nKisvPnOqsdq+uflP416B8I/BY1b7Rq12imG3i32inEcYI6u3OTjHbrXsZVh8ZmddUtZdW77JHRGlKTvujY+GOlzeH9ThvrzWW0GJFJQqhaa57iMKAdpOOrcV6NrH7Remi4muYvDFjc3k8RTEuq3M8aHgK21QBuXrjOOa8V1i8ll1G4mLLMsrbyxXbu/vEc8Vp6IG1uWOCGNZJGIA+Uf5x9OK+ezTHewk4p9bPz1OyngadveVvmfT3hH9pPQ/jN9j0XxAbzw3Hb2qiOTw1CbtBJ/CkkE0iYyeSVcfQ1f1L4coNTt9HXUIY47bfP5rThWkOFPIDEK3HK5OOa8T+HnwX8SXUkt94dt45BDGvnrcHyiB0IDY5XGefwra+M8beFPEFr5cnltDYJLeQwy4VZPukgjHIHfGa+QzjFVq9ZRukl3Kw+HjGq2n0dj0TxP4RS+h+0NfRalGYQC0km5/LwAFP0riYvC0w1aSJY2kUsVRQOCO1cF8FPjBPpnj3Sp9eYy6feBI7uAykxuBxls5znryK+oE+KfhHwrJZXmuaLZ6Hpk1v5sV8iSOb47mCqu044wOW456V0VsRClR+q1Y2qLy0ffX9DPER5bN9jyTxVb3nw5sIElt5rJbpiv79WDHpjgjp+Ne5eBtHXwt4VWHcjNdYnkK/xkqCPyycV4X+1n8cbXx3YaT/wit9p9z9laT7UzqWldioKB9vBUHHT0r1iw+IVjf/DLTPEU11GlnNZRb3t4ZWRHVQsny8tww7+ox3r5+UqjlzfeOvUTowUfmbWq6uID5UTAyycAf88werGsHVNai0GfG7dNKNxOc5+vpUlxG8PhwazbfaLmzvW2xzPbPGsjYyCA3IrkIbz7XdM0wVvnC4A5Ynjn6Zr6DARXJzvU8K0p1HE0bdLzxdqvkWsbXNzIQqoh9fXOMfU8e4q54Q8QeHfDupquq+JtLs23FJZCS8cagnGGX7x+gx6E03xFrFv4Z8D3Wnwo3nX3yM68ZX6+leE674ehgRpLdflUknjqK9mrTUKSdTS//ANaWFklfqemftG/F7Q/Eken2Ph2Zri0sVDPOFZGmY9WII5HpntXlces/Z3yrDMZLcfzrFlvFK+W0m1uvJ5P+elQfbNw6987ewrj5nOPK3ob0qk4u1z6b/ZK/aVufCrX3h3UJmm0rVIWSEuc/Z5mR9rfQk9PaqLq0t15Zj+Zsoy89Twfz5rxT4fTb/FNkfMaPbMreZ1KnIH5+9ez+e8urTksz7WYjd657ivOwWFpwnP2b1b1PRxWKqSwsebWzPFfjp8E9U0hIbjSbSxhtZrMXlvc3D+U1xhsPGpbhnX0Gfw6Vi6FpuoXnwutZ9SZVmmZo4I+pCDqxr6+/aE0231z9n74a2ckcckix37AlQ23NwRgf57V89/EyWx0bTLHTVwBaQhicfxE8/XiuDFYNRpzrON3016nv5dUqVVFtnicPhrypZY5EjaPAKk54H96taHw75su+dpJGj5yzbzgcDqfSqs2sC0uI4zhvnPDfMxz07nFbpuMQLtXy2YZIHFeHVnUVNJaHrVKN9ZGZcxpajczfPj5WHQc5x9TWHrmrRi3ZW2eYPu8cj/6/FXPEupiEMq4jYDHyjcTj+VcR4i1V3mmGWYPjbxjPHf8c5rXA05OequClyLUyL6P7Trm5o2kSbleRlH781uXF2uk2C7kTauSBjB4HrXLWV6kN/8AMhyBuAPQn39ql8ReP7TVLBtPt47oSMdsjkkL05Ar150nJrmTOKnUhGMrM49L9rjUbqbdthkkMi7vm284wK7b4Xa3HLqMSTNiC5mELHdtbaynLZ9AeK43UJ4kKQR7gsIA2qeGIP0q94dZRJ/C0cZyW7KOp6/n9a9WtBKlaL6HhYeUnLTzPfdR8A3UGxkupDHuz9/5Y17E9zkelGm6Itmu1S2zOQxPDEHGT78d6vfD/wATt4x8H6fNdZaaOH7PlP4ynRu/UYq6qiKT5lGGPfo31/pXzdOs+W0jWFGKlzPcboOljTryadY/9cBuBHBORn+ldN4XsJr/AFBbdcu2f3Y/HFZNvH+/254T5iM9RgfrXZeBLaQa7a+U0dvMZVIkfgID1OfpXdldPnqpsyx9ZRpN9dhvijwrdeE5tt8MLJho2TO32y31rwf9oa5mn8bxrcSBpIbaJWZvvDJOOa+svFUMaeH5reedLpsvMG4IjQZ6H3OOfrXxP8VtXOr/ABA1CXdG0Ym2gNz8q9K+4eIcsK5T3uj5mth7TconpWmaZa638KrVV8pZpHad2BK7n6DODyfasvSfDreHC1wyv5Uecktyx+n9Kb8NdUjXwDtLALauyPjqp4/Oq994yimVbOO4aSPJKFhtyT74ry80lUlyq10oL7z3qMeenF9Swt3e6hrDKJGhtyD8xLHpzjC84NbHjrSVuvDFjt8y3W4uQX86TcVwvC9O5x+Gap6ArM0bFSp4IznAB65JrbY6t8VdRk03w5ozXsln+7kvrlttpanHLjnDMO3evmq1WFOprZI65UopO7OQ+Gtotz4l1e4jZljs38lP4i2SeQfw/WvZ/hf4a1DW/EtncrDKLW3k8ySQLtVRx3PUVW8HfDzwv+z7oUf9qXy6tqjfvX+UCLJHTHr9ayfHv7U0lzD9n01mtbXhdka7Vx9B1raXEyp0vZ4aDb2u+5wUspdT3qi0PRtd8M6B4avp5b/UlmV2JVEwuMnPWseH496L4EuFudFsZLe6jyEnaQl1zXz3qnja41qdpJJ5pBnJDSMwX86zZ9TkuV8tSqo2GOzisMZxBmmJa9rUcV5HpU8upU/s/eeyan+0xPcy7beGGNc8log28985FYt18fneWSS402zPlklwYh8xzxXn2nyRwGRm2ScqAhGd3rS6sI2GI7eJtowOh47V4rhzSvKTbPS51tY9s8I/HHwlqaxRanoluh6hoP3Zz+FaGpfA7wD8Q5HutL1y6tbqRjJFZXDK0bN1+Y56A9j1r5pujJp7ZWXbuGcI2OMDrT7PxpdaYwZLiRduGUZNVTliYRXsX3vcz9jSfU9V+NfwN1i61OwkXTzcsoMHmW4GwcYycYAGMn8Kx9J+C0cNkqS3Me9PlJUjDY79a6f4DftQ/wBnXsVrrjtdWcjESI/Iwe4Br3vxB8Nvh/47u49S0y6ktbWeJcRRyBFRupAA4HWujB4ytVqezxL5bdU2vx6mNStKi/h5r+h8P394BE0nBUDdjPUelU9N8XyeHdWW4gMkLbw6yRsQUrmZ/EGYmDSN8oOVHQ57U3+01Fqqv8zN056D0r9GVGcbts+Y9tCV7n6G/sHf8FCNF+HXhx9K1NRqU90GjeGdduM/xKR0468VvfEXT7XW9PuhoOl6bbpqV19pimjYjyxncflHHfFfnBpusvp+Jo5GVo8kleDivsT9lDxIviP4YM1xcG6uorjOxySNnIBB/wAK8TE4aMKirpbs7cnpSjiE6LV33PbvAtu2iWNul54V8Ja4IQVaW6kuBI/OeeQMjPXHeulT4g2domP+Fa+G1VW3MsNzPkgc8ZY1xa3CwKqtHESBn5iTUV54sj8O6TdXkzJHDDC7uQx5x0Aye/SvisVwPgcxxa0kpSf8zt9x+04XMq6p89SKt1aqSXzSUl92h5P+2D8R7HxDd/YdN0G38Ow6aC0saXDyfaJW6sd3bHAA6Z7183+HfEMdnr2mw6dJK2pTXiRPGq54YjGT3Hb2rU+OnxNl8aa3c3HnCNrtiyqTyF7Vwvww8V2Pw98dQ6lqCNeLCjbWU8RyY4J9QPxr9Hw2Swy3BwwuHTlyR1bbbberv+Fn2PhM8zani8Qp3enm3+bf5nvXjX4W6tea1v0aZmjaRjID94HjJ/Otzwt8PZPCVvuvLiaWZuWRj8oJrF8P/FHUr+ytdQtVjt7KZSQ5lUpIPYY4NWJfim+r7o0C7lPODmvi8T9ZjL2XKv69Djlg6VSftXr8zW8XQR6jp7WyncuMAFc1z+keDYhYpnyo4kf94T8pwK1v7X+3srDgsOeOtV9V8u4tRbs3yueVHf8ArWEJNUnCVxy/du9jzn9ovxBavpy2tmfMhj6MDjvXkvhnSG1rVbe23bVunKMem0c857fWvQfjtYhbiG1j/don3Wx1+taPwQ+Fem3gvLjU9ZtdNmjOLcld3B6nnsP619Vl9anhsNeozxMdzTq853WlahZS2EMMMcMMlkqwvGn3WxwHH+0T1rXkeSOeFI3McjERkjsO/wCdchqen2vhLWrf7DrEOoQyPiR449rLz37flXZ3ukTadr1qtwVU5Jicjh8Y5H1z3r2qFSFSkpR1ujxa14zZo+O5FsfC0dotxFhWz5QGCQePrXk/iPRlns5n8va6Yzjv9DXVfGHRvN1u2mZpZJmVfMjDnAX14P8AKsHTo2lt/LaOSIL90u7Z/D/65rbNMw9rWjyRsoxSPRpRbpxg10M/wF4m0PRri1F5pEM13G/ltcTEyKR0Hy5xXda/rjadZtZ2dxBDuCtIxwRH6BQO9eZ3Ojzal4ggtbWPzJLgg4X7y4OSTXZeNdQjtS1rEAzRJsGwcttxhj+P516uS46OD9pXd+aS7m9GM3BpIb8OfBOo+PdfmtbWS3kdUe5bzAUyADn1HP4V9bfBX4ReDdL0u10fXtP0fSdSuVDudVleKe2LKFWRZVIGCTnaeK+TvBupTaZoF3cf6VG0yeRGyAhd3cHI561Lr3xw8VWWkzaSuqre2MyeW8MsaMwG3ufvZHrn0r4bNsK6yXst73evncqdOU1a+x2HxV+LbaV4gtodL1K6/wCJcJbW2SO4PlqFbG4Hv2IzXlvxV8fy6rL9omuZbq8df38jPlpc8kH3ribia48vzGaRWJJTk8c81ILFry2VnSZt3G5SOT+NdCqOnBp2+aKpRUWmw1vW5rvTIrzdKAq4Dnr789q6JfjJq48LW+l3Fx9qtoUAjWf5wg69DxXHyWFxbafeafPIdkuXjz0U1T02Yantjkm+dI9rbf4iOhrlqUlJc9R3d/zLlJSdzo/BnxMuPCGrXxEccg1CN42j3bIzuwQcLxxivVf2bf2oU8F+IY9N1C6ki0lpAxDSF1HsVPB6n6V8+y2zm4eOR/3iqCjeoNbHgHw217rNv5iPIpb5ivNc+JwtGonf/IyqUVUjZH6meOfH/wAJ/EXg+wuNJufFEmoGJWuWa4kfT0T0VAMDJ44NcOnh2ztNT00QyNb215Kyl5ULCPnlhnBIGfX+VeR/BXxgumaVc6Csazie1e2tVdurMQTx7V7BeeKI/EPg3TdOvtJtI9T0+2S3ivbaVo3kUZ+V4ySuR/eGCa4ctxHsJuE02u3Q4sPgnGpqeffEy/e51rULePzljhIEBxwy/wD1+tcxpltIg8u7h2joQxxV74h+Knn8TNBcN5ckarGFVdvAGBVFbvahaWYtuODuGc16mZYiNWps121OunTjFanN+JtBEmqEWse5ccY/h61z+pWE2kTIJh8zYPXpk121xqlnCzKG3HIPXqKzfAHhp/i58U49OXcLaMG4mdQSBFHgkevXj8ainU5YtrZHPHCOc1Thu2rEfge9S31P59rZRWH1DjBx+Fe0QXCvqMjLlt2Wz9a8Sv8AwzdeHvGMtq0csMtsQ7LJwQp2sobsM7v0r2PRW3Hc2Fbb09KvDxXtPaRfQnGU50aHsam6Z7n8XPBx1H9j7wNr1rEzXGltcIwxu+SSVzz9CRXw38X55Lq9nt7i4kZMldn9wE9Aetfp74B8Mx+LP2JLOwcf66xuWQjqriWTaR+KivzO+K1nJ/bF3GLZprxcgRluAVbByfSvCxUYVm+Z6Rb6nvZDXtFQXQ8mTw9/Yl4ZLW02KrDDYJDe/wBa6qPxAbiBI5vlbGGPQmueutF8SSEHUbq1tx0CW4JKn0GePzqKKxezWRpbppGUn5SPy6d65MRTu9D6KUJNXHeMZlEqsx3dwAcYrz3U70x3TYJwew/E5+p/pW34w8TrJ8pk+YcYK4xj1/GuG1TU3MreX8rZyd3f3HtXsYHDuyPKxWI5VZDZ9Qb7eOflbGQe9QeM5JLOFZhHuG44ReFP/wBeqEl473PzbdwIxgEmuo8YKE02FflI4GcdeM/0r0ZJKUUup5MpSnGcU+tzlYIZZow3ywO4+Zh1X/CtXQrsWE0UMLJ80g3OehbvmsqGyk1NiVYqGJwOx9/oPSum0bwatnDDPv3MxCIWJB9yavFSi4Xlp+pxYeLU+a59F6BYRJ4StrrT1+y2Uy7ViMoaQlfvFvQE5IpbCf7dc7d25mPGenPvXB6P8TdN8HeG1tZmluLveSUThU7YJP0qxovxk86Vrj+yZGtN5UuHXr2wOK8WhldebTUfd7ndOtGCtfU9bh8MSRsouJdqspXIUnI9PY1r3VhcWml+esMiw7f3ayDCuFGOvesfwd8ZtF1bQrjVVuo1j08F54ZIsSRDvkY+Y8cY461Y8S/EPSfFPhCzuLPxJ4cs4dSlcJbXGo7br5efnjVWaMHjhtuevQ19pl+Xcii0rX7nzuIrTqO0jmvFXxIvLTQNWuJr2Vd9v9mSB5NyEngcY9M186avdtPeySNnezHA/urjnFd98X9ahZbfTtLk8+1tctJMG+SeQ85DE9AMjGK4fTrCS4bzSyqrcIQByPr6162ZWVNR00VzP2U1sbXw4vbjSbu6+ZmhkwrKG+8eOlbsul2+qX7LHNLtmIUQ5++2enr+VUNEszDIFXZtY84UH/Jr3T4W/Dyz+HHh5fFWtQxzXxTNtbyjKxnoGP6V8HjsydGNk7tnvYOi+Xk7Mm8CfCq38K6Amp+JpkhiCnybUt+8l7gtnoPwqv41+O4stPWx0SOHT7OFSmyDjH19TzXA/EL4q3niu+kLKzLubPPTv+lcbJq7TwHcqtzu4P8Anmvk5wq1n+83R7Hso9VsXPEvimbWbto5pmlVm8w55/X+lZpmZT8qrtxzgcipvIeZ1dfl7gdcfXuTV+w0rELfL8zgZ3Z55966IOMYW6mkp9DJi037WdxZVUnB7bxVm3sMOyKy5U9TWt9lZY4laMlsY2gDAHbPemRab+88yMxFhxt55o9pczlK5D/ZzWcOXXO7nPtVbUGlmt2Tjy2jHOPeugttHkkII/eKxBAY9PUVDq2mrHDs28Acj3//AF1nGtG5F9Tjprf9zu27cn5uDz0rKvlUxMVbdtOCOmB/k10VxZNBF5bfxkn9BWPqOjiESfK7Y5ODwwrroySVy+VJXMGSWW1fzI23KpONx64//XWrofxN1TS7BYLfUJreKMnCZPFUrnTJLpt+R8x388beKbb6RG8KtlfmGTkgfzNa13CSXOtOljCpd6I4mOVg0e5mZ2cNndx1qyl+RNGzZIU9B+VZ6QyQvu2nawwpNWLMGSdmO3avD5OOe1fpktmz8+jJ3R0OnSid4+o5K89CPevqP9hctJp+sxtI729uIVjC8qeuT/hXzD4etsRYYclSOD717j4U1K7+D3wz0e80fVkt7zWpJvtkSxYktTGw2bi4KkFWOMCvPrU+dwgurR9NltSNKSqO+jPry+ZDcttb5WjH9a8F/au+K39iaYukxMsY4lnIb72eAo/mc1Y8CftKrb+GL2TXFkury22mJoEAN1uz1wMA4Gc181/FX4hN488aXuoXTLDG0m5YmbcTkYAH6V25fgamFk8RVj3s/U+kx2eL6taMt/Iy5ba61q8mumkWCHGAzjkiuY1C7aa6EPnrJCh2g7dpJq/rPiSS8hWDcyL/ABKBt2+n51i3ckcucBfl6EV3acrm/U+NrVOaO9rHr37ON02v3eoaXb26zSsPOimnc7bRF6hUHHPrXrsvhC08ORNt2tI3+sdmzk/l+lfKngr4gaj4C1b7ZYsu4xmKRefmU9eneuqi/aIvb6dmuoXKsc/u3/pXzmeYKriKqqR7LyPbwOZRjR5ZvU9quvES2cjMr/KvHvVzw9FNrGoK+/C7c8VwPgW4XxpYLexs7KzkOhGPLPYGvWPDdhHptgWY7Cq5yR8oHck18njIOHuW1O/mbiptmH4r8CR6/fedJt/d8An/APVXM+I9BXRr1raPbtjJUj7ueAeK0vHn7Q2j6FcPZ6ev9p3CjMm04jUez9z7Vw8nxkbxZq8n2qz8hZmyGX+E4xXsZTLERV6i07Hi5hiKbtyPU18/Z0RpFdSeAWUqp/z+deseDPjVZa5fWen6xa2sMKp5cF5Ah2xt/C0gPPBGCffpXmFzdTXGmxQyzzNbiUPHEJDsyfb3q9eWvliGTnaYzGAOmV6/zr3HU91KOh5lV6uTNfxUt9pniFvOCvI0jNI4bdE6Ho65x8p61BrWqqmmoiR4DKSAo5HtRe6zca74Zj/1Mlxp5CF2bbI0Q6KF6NgVzt5rP2ckyMq4zyRiuTFYe1RX1ukz1qVRcidzNk8Y3Whi6W3lWFJGUu+wbjz0B6jNWLszapYx3TNskuow21jjoSODntj1rnr/AFOzutQiSa58m3kZWZkG5kHJPHv0rbt/Eum6/Ctla+ZFDHlIUccsueue3U1rXkowUbMeHrXbgmvvPYvgXNZ614BvIdY1SW3hhl2JDI26NAQcyHj73A4yeteY+LWgiu5vJ8rdbu2GJx5qg/p61ueCtJGiWO9fMkgl5ZVmKeT7gd+3BrB8ZIIL1oTG6qfnDEllYHvnNcdH967K+hsoygznZ7iO7BaR1UqeB68Z4re8B2EuuXdvawrtkkbfuKg4B9qybnR1eSPa0bNtwBiu8+CdlCfFMbZXco2oT6+9efjq1SnTlboaU2uZRZ1erfBZdTsv9It1kmZchlG3+lcRqf7PP2N2aKIq2Plxxj1r6YmO6zQ7Q3PQVyniFN07futuOK+Yp5hWSunb5nbGMb6o+frb4JSWr7pG8wJnjHOCfpXQaZ4dTQnhZY1UoeqjnHvXdPF5kzoeB6YrB8XapZ+HLLzZUkV2yAgXLNjHbv1rtqYytOpZ67Gq9nHSxi+HtU/sL4nWFxHNJ+8mRVwceWS4r6jvY2guGLD5i5bP97gHNfFHj7xbfO1jqRtGt7azuEACHJPzDqPWvt7xnps/h6HR5XKS2+o2MNyZVcMI9yDIIB4NVjKMklJHnVpJVGkzg/iVpDLqK3iw+YsifMwGShrzfxFrjacWj2urdgGySa9f8WeIbGwgha5ult4QpkkYjcNo9B3rzD9oiMaXfafFLpv9k33lh5IZcrcsjrujeQchWI/hr6DCUXVoqct/M8etVcZuJxr62/muONjL1H3qjsNcm0x3a3muIZJAys0chjYgjGMjBx3x61kyzs7fLjpjpTrafA/2lJ9+wraVKycbrXQinWnzXTOj0fxHeJqq3DTSTTOys/muX8wggAEnr0HX0r3fR5GMyyN/EQzc5wTyf5mvE/hV4G1L4g+ImttNt/Pa3iN1cMW2pDGgJLFvyr2PSb1ZGZePuqOPoKKcoc3slYmUasqHtKmt31Pvr9nkKP2XfD8bbW3W0wPt++lr86P2ptIfwf8AG6RrNNsN1NJLtC/d57k9q/Q/9ndsfsx6D/16y/8Ao6Wvkj9q7wd/wk1rd3EEEIu7V2Al3fOyE8rt96+eo0lOrOL2ud2V4hUqi5tmfGvjSK51HXZHjkYYJZgOeOlYPiDVmtbZYRvHmpjJH3v8+9dD4iu5IbidWiZTGzAgrjac/wCe1ef+IdUO9925dw5bGaiNFuWqt0PqpVtLRdzkfE90xl2vznoP7w9awrmfzIt20sTwSAMe1dFqtn/aSF2yyL8w+XC9evtjtUOk+DLrUbvcynYpHOf9Yx7/AKV7EK0aUdTx6kalSVktLmb4b8ONe3BkaMLt5BBK7v8A61dP4n0RrmwjVVG5Tmul07w+LOzWMR7TySMZ+bpVyHQWvn8tgpjjX52HIauGtjndyXTb5npRwsKdNuW7POPDXgy8uGV0iZYIyVyfUV2fhvwa3/L088flr5cABHzsT1PpXZR2UNpGF8tfLVQPLPUk8du9RW1lvk3bWW4k52rycA8KT0rP+0Jq02tvM8a0V8JyFx4HbRHknvIG8hZfLUzYCyv1xnufp2rK16yurtRMtrd/Z1wE8u2cxpjkYwvp3r6T+CHxZ8SfBHVJbjQrq2jvLhNjNPZQ3SxDn7vmo2Dz1GK+nPgP8TPF2p6YfEvjfxRbWfh9gwhF7EGubl+/kQJtBXr8zDaK9z/XCFOCpeyWvW54OOp1HXck+iZ+Y2hTuIbqSOVSscfz7pMcZ9OhPt2q3YG0hDvcStyCwmmbhSeRtzgdsV+q17+054cvL2WPQ/Cfh2zLEM+oS6Rarc3IH8RcR8E88DJ4qDxF+1uthaNH5en3RkO4wvp9vMAR04ZDn6d6mtxbDljHkTXqcUYV2rp21Pyyvgk9sgjkjmi3qpYMGLHBPH/1hTdJsm1XVrWFnbyYyVwBt9/zr7m+IHxY8P8AxBmMeufDnwTrFqBkxNp4snDHPIktjGR39QDg4OK87v8A9lnwJ8TbtZvAmpzeHvEMYaRvDus3AliumxgJa3A6sD0WTGfWj/WOjXfs5Ll0fmehSnVVlPXU8v8AhV8O28S+NrW3VmmRX8x2VcYRTyfxre+M/ii58Saq1vDNJ9khJjVFOFjA4/Gu4/Z78F6n4T1fxJ/aFlJZahp9sLaSCZTGULfe4PNc/wCI/ArQ3Ek5Vm3PtAUbWOK8fFYSTpe3nsj6LAyhdtM8kuvDEm9m2ybGJYNu4x1qzY6RCpXdFuZerY/pXb33hnbNnb5hyc7TjFS2fhRGXdu2HjjNfLVMY+bQ9VtPU5y10mGSTPljnpxjFX4NHXLNtIxxkiunt9IFvb4Co2Bjdiq8qMI1Yx7gqgll9K5lim9DNyWxhyaRCtuy4x2QE8D61WeCOzg/1MG7r8p6D1rQuj9pl3SMqbThQOo9DzWXczSTq2MMzdiTgj0ranNswbJBqIJjO3buBUACq+rOmWkzgvkL6L6moTGWURdhzkHkH/PFTRQiMzcZ3KeCevr+VVzKMrBY5PU2Zn28fLk57duBWfcL5Jy3fuO1dNqdjHPE37tWZeVX145FYVwivavt24Xpj+X4Gu6jK6sinJ8piXULyj5mRY+Ay46Yz0NUZ7aN5TuliG3gc9vyrRv2Kwru4+bGdvTg1Tjsd6fMqZ/2hgiurmUlaRKV9Tz6WOVF2sjLnI4HAos7WeebysYjb7xYGtx9OnJ2sm7aQpw3zH6D3rRt/Ct1cOzLZsVYhgd/QV+k/W9D4aOCqyfLysi8FW00epeXtDD7oPTP516N431hYPslhH8q2Me0P1yx6/lXL6PAmg3JZo2WRYyQjetXIBNrt3DHtVZJGwWc8YPf60YfDudZYiW0UrfM9qclTo/V4fE/0Lh12NfDqRvJumyQT93NczcBXEmNpbBIA5rW8dacND1p7E7ZGhAJK9ie3+fWsI3jFtqqVbpwORX0NbGOtGGi0OWpe/J5GJN4ZvotFfVLiOT7LJJsVSOM/Xt+NQt4cuL7ShPbw+ZCr8EMBtx+NeoaPealN4BvNLVo3tbsAsHXO09j+pqHWPBV1pnhezjQr+7AJCDG814eOrVKUeafXY7cPgVVt2PH7u1aORVfzEZTnA71ZQqm1PlXzOuBjFdjrHgi9udUiZBHsZQGDDkVrXvwyt9F8LNqVxbTeT5hjWVvlUnGeCev4VnHFc8b2em7Wxi8tnSc5OyXmL8IPibH8LhdNeWsl1Y3aDZGoBw46nn1pfHnx11T4gQrb227TdPz80ELnMo7bie3sPSufurW4uIVjePy42JYA0610j7K3GG2oW+uMV59bB09a9jmrYqrb2aejCy0i4vpUhiheUyMFAjH3z6D617p8Iv2aI47yyuNem8mO6Kho0txI0cZ6g7mClgOetXP2cPhrBYaQNdmj8y6mJW3XvGo7gf1r17S9dvNFvluIliaZehmiEmCRjIB6f8A1q+dzDMqqqctNe7ff5I7cPlqlTtPcuftNf8ABN3VvgF8OrLxt4X1iHxl8P75SVvFg8i7sHwSY54gSu1ezjOK+fbmUy6PCXVl2u+zKfeUkcjj+VfdXw4/4KhePPBng9vCuu2Ph7xF4XkiMMltd6cquqHhtrAgfdzgEV8xftWeCdL0fVbPW/DytH4a14vPDGDuWwkP3o93bJyQPavUwOaUqjVPqzzaeFxFBy9oly9Dy3SjG2qvC+HjmOwZPbuPrXOavZw33iHVIbNb2Wzs0VCY8NIkndgSfu1Z1rxB/Zll5wfY+BsVhzuzwc1haPY3Vhof2uG48lpCXlbzCuM9mHevsMmw8HW9rUWkVb5mcZuMdDndVg/sy4aNnDSgZL5yy+2egpug6g1jrlnNn7sy8nvkjP8AOqt7MJ9Q3MpjSTcXY9Rjp+dO06ya8vowrMVzvfb8pOCM47dqwqU3ztJWM41mpqR7PeT2OlaRDJcSTorZUxKrfvDuyTn8RVJPE/8AwnVvJbwxy7bGN2yqmRsZAGT2UetcT4r8V7v3cbM8bJsKMSCg44yO9VfBGszadqjLDdS2jXIMLtG5USJkHDe1L+z6FCMZJttrW56dTMPa1r200OotdQFg+7j5kYJ7544rtvgtpzXfitXV8YBJB4xXBofNDfu2aXGELAZYeua6T4MXjWHxK0+N5HRZHVSCeuTivlM2px9nNLsz06bvNM+n9Vv5odOX7LCtxKw2oSMgntxXjnxZ17WPDOn3N1q2stZpHt/dWdsJJOTjBY/Kv1zmvpO7t/7J0fZBHGrKCFfbyPevHPiN4Bmj0C6shcNc2942+WJxuVznPOe+a+HyucITtPud2rWkjD+CsOleK9IkuLe9vnmIOPtLZJb2rjPi+0iax9mu/tC2rKyl4s7lOPqOOldz8F/h3/wj07TTcZf5Yx8v41r/ABb8JLqvmXDxiNSBjd1NehCtCGJbWzNqdO7948I8NeBRqPhm6t2AkdoflcnklSCDyevHevYvhf4onvfDtnHczyM0I8sKzbsYOO1crZWEelyYT7q+nTFWvA2q/ZriS3ZdpgmdOmMjqDXpc7nCUVr1OXGUYQUXJdT0zx9caTb+GhqOpqZVtcwiEAnzgw47cfNxzXhfi3xddeN9ZuNSu3LXF028hv4V7Lk+lezeJYY9b+Ht9G0fmYh3g57r81eEvE2pOCx9wMcn2r0MtrRlS5OqPBzKk+e66gkvm+Wo5bbjAFTZaNTuVVwMZIwamtx9lgbbHygG4DqCeKutcNIPLkVTkYw2c/XGea3lUi+hgk0df+zt8SZvhz8QFmjxJb6lBLp1zGHAVlkTaCfo2016bpkf2a8aN9xaMCMlhgkgYrwJbb7BNDcK2zy2X5f9rqCRn2Ne3eGtXGs2Ud5/z8R+Zn0cEA1Ps4Rnzx7F/WJypRpS6XP0H/Z9uY0/Zf8ADKFgrtaTYz/13kr5s+JHhrVPFuvXVvpKWaSNLiS5vrqOzs7FC335ZpPlQew5Ne7fCnX7Pwv+yFouqajdRWdjaWczPJK4QY82Unr9McV8X678AfFv7bPim91C3uJNI8G285YatqkbWtiIev7uPBa4kPtkVy5ThbOpiqjtGPUxnPlpJeR6Zqb/ALNfwG+HrahceLvh38VvHVwWRYbrSry+062kxyAkZiXJPHmHrnoa+Z/jr8O7zwx4ei8a+JvDfhvRLbxXeBtIsbO3Nv5UPBLiBwXWPDDG7nOetfS2n+H/AIW/sD/Dq88VaVpY8SeJtLjMdvrOsQJIstwBlfItzwiqcHJyTivl39qnXfFX7QkepxSTtrHia10+DW5AeZZ5JvnkRVxyFHQAAAACuipmuGndQVrmmTwqxqc9RtrzZzOpeA9Nt4G8m3h2sD229uOKpL4SWCF3jVduOg7Y/n+FL8JPG7eLfAUKXKtHqGmk2tzG67ZAU4XcOoNd3oXg9r+086YbUZTtH8RHr9K+NxVWSruMXoj7z6zTgrtaWOA0/wAFfbJizMYbfPL9z9P8asRQQS3B8uNkhjY/Ko6n1yT9a6bxxcro4S1hAjLbVAH3m9/pXO2sB+zK21juwCP4mPPT2op1ZrmctnY8XFYiU3ZPQryW4WbdyW6omc7z/e+laGl2CoAc4mb7z/3v9nPpVqz0Cbfuby/MbO8+nGcDj9K2NO0qOQHev3fvD+lOpiP3fus4aivEk0fTYZtrKqqFxgMvOa6bSJZr541Z93ljanpGM8is3TLdpJFUL6YPqBXQ2Fl9jto1Vi0gcuxP8PQ4rzMRLn2kwqRjbYsl/Jt1OPvZ5z1xWLq19tk+982QcetaOqzEP0PPPHcnJyfyrEmsjqNzG826OHGAP4j7+wpRq2imc9S6WhXkga7dlC4Gcrxw3r+VZdzoNxLc+ZHHNI0J3blwvPbnripvGnxQXRoVt9NjF9qTt5Udso5GfX0HH615/qml+JPGO6TWNUGmwx8pBbYQRn0Ynk4r0cNzWbbQU4Setz6o+GWqvrXw53ar/wAf7ERebJ+8nMa8KpfGXXuM965zxB4etWaWXcGjjB2tnGfbmsn4U2k2kfDKwtVuJp9qkiVzllbPXPcVf1CVprVo0cMrDBGM5PcivpMbnVJZZHCQXR3PWweFdm7nEas8bs+3AVGwdoqikW1cr05z+tdDPozfdVemV5H51FPpCmBfm2MPmAx1r87lV5tj23ZGMs21BuyVxkDoR71g3199obbGzsy5JAPTnv71savDJpuVZSytwCBXORXTXF0zeV1HA24PvVU48urZEqfUqXSvIJEKjzGUYVTnPNVXhczfKvXnmt2WESffSRvUYBxUGq6cwuHmj6MQcHoPWtqdaLfusnlS1aMWC1bexcbefWm3EbQF3jDdcHjsTz+dbkNtHMueQvTPqaqXEARirblYk9+h7V0OaZhKN3dbGNfeWo3bj84wvynjHesHUbVY3by/JWQ5zn1OOeneus1Fdtuqv2B5x09axrqBRF8u1lHIJBzzmuilUaI30ZyWpljbklUcq3KqNpHX1rNkufLfbIu5vUHGa1PENwsqlvutgbiOrda5l5GnP3vu/L9a9ejHmV2ZyqJOyRxdx47vbqQSeZFCxweE5/Pvitbwn8SdVXUoLf7QjRyOIwrpgAscfhXN6boFxqnmeTG0eAcPJwD7j6VoWegzaZMkss0chjOcDnP+H1r9ZlSw+sLH5pRx+MT5uZnuXij4R6tYX011ctZxxAgI/mht4IB4GDWD4M2jV7Vs5j81Sf7230FZOvftG614gsrK18mztbewQRrtDM02O7knmsXQviZDpVwWaJZMcuB/Sul4eFWChT06Hr4fGQVRVKm7Sueh/HfQY7XXYNTt9jNeIyyDHy7xyD+WK4qztrrUpoVtY5WuJH+VIlBZuecA8V0Fx8UbHx3pX2GW1kjSQZhm3BVjYdCx/nXsHwd8Kab8I/BLakp0/Vda1SPeLiI+bDGvfb6N2P41lg4qFObrSUeT8T1I0fb1uak9DjfBXhW4h8OuLmNbe6imO+KRg8ij/eyfyrU8TpHeiNXUKm4DCnp+NVtU8bNYeIZJmjVbfUDiU4xsY96xvEuvv9ldjuDBjtPUE18fmWLq4mdntHY+jwlP2Ud9jufhz8PbHxDr0i3UzR2MSbpCHySPSuG/aD+IkPjPxQun6Ttt9F0YtDbW6L+7dx1cqONx5GetZ9x8UJrHRpobOZkmuk2sQeUxVf4WeGv7U10XNwFaOAmRmduDgAkmvoMNnE8Llrw1JKPN8TS1fzPMx1eVep7OLvHqU9a0ZvD0FnHK+66eMSSL/DAGGQvuat+BPCsnj7xdb6erZXdulJ52x/8A18VR17XP7a1m8ul+VbljINxzsA+6B9BxXov7MOmKtpqGpMh82UiNXz0IwT/OvEx2KeHwftIb7ryZ5tJwq1vZpHumn3EHhDw6trZq2YQFV8YYLWdea+0w3NI25uuW7d6ytX8Srho/4jxjPSqaX63B+8Bt657V8PicdicQo05P3Y7adz6WMeV6l/WZvtEDfNncM43dqpPrP9veANY0G6/fQlFuoWY8xOnPA6c+1Olk82xPPzbT+XpWbpF4tpqpjkA8qZGjc9SAR2HrTyu8a0XHe6FKn7SlKD7Hh2rvJrWtTKvEMZxkHO9vTnj8Kg8S32zTmjB6gZweevX6Vs6raJb6reRwq23eQNy4ZiDkMfwrJbWV02VrlYYpLqRdqvIAxib6V+/UcMqNBKT+K34nxFapK9mzKjOm6bBHJN9ou9QYnNtNDsghP8Ll8/vFPIK9BgGqN94hfWXL7UgXbsRE4AWi9n8yylmlZpJJn+Vm68cnPbuay45flViNvOOef/1V8vOTu9e5zpSvuTTSyEKN7HHH3ulWNJvtlwrM2SCE3dD9MmqckiydGxioJFmWVfJ2tuGSX5GaxjJcyKUrNM9S0Z8afDc7FWOQDDMcnPNaFlqH9i67b6hHujNrJHJvPAGDzzXBfD/WfIdbVmdIZgCq8lWf1x2+tdhcRtxDJuVc/Nu7g15eKoQnN39D38LV51e+x9+eH9ZtfGXhq1vYWO26iV8Zzjj/ABrn/Fnh1Z0bajOR155FeYfst/EzztATTJJmLWbeX0zxnjmvZ3uPtUZYMy+YSPpivy7GxqYWtKnNbO/Q9rDxTipHldxMdA1DzJEaRUPKbtu8DnbnP+cVyPxG+LFzrFrdQMsam4B8pfIwbZeMfNk5P5V0fxl8TyeDLqKSHT7jUvP48qNMvn1x6V5B4s8UXN4J2uNJvI5pCAmX8tEXuCuMnt37V24GmqrUz1sNRlOVrF3QvEKvaLHcfNKF25Hr/nmvLvin8VvEHhvxvqFnZ3SW8bSxusiRjzMY57Hj/CtjQNJlg1SS4maTa2dkRJKx/SuA+J13BqvjG+3Bg1uy/MOM/LX1WXU17WSfY8fPoOFNa9T2X4VftB6pdeDGsbmWC+nZXSVph+8YY9MVWiZpNruyR9gV6fpXh2mavJp8xMMzRtH90jowr1rwLrreJNKWaRrOFhkygy7W/AdcGvS+qqm/dSPm6lR1Em3sbjMRMoZ2fd68Z/T/APXWhp7+Wu6TdtLcZHX6en0xWdYbZv8AU3FrLjjZkqwP0NXZHmjjZm+990kD7xxx34xXnyikxLVBrd75VpHCvzK5LBh1xnpnHH1r1L4G6jceIdNGnQpLcXkcirDAg3NIH6KB68dK8c1mdJLhM7lWGPJIxx65/Kvr39jbwPJ8DvhJdeONSh26x4iBh0ONxkxQKB5k+MAjLHAPpU4rFwow5pdjCompKMep734s1nw34U+BXgvw74qtxqV/oULXD6YJf3ckxLMnmdmA3ElW4ya8k+Jnx01TxxiNpJIbSBRHHDF+5iiHTYqrwq49K53VNSutf1F576ZpLh2Jbd82M89SawPFN3HpthM7Mqqils5GM9PWvkK2OqVmqLfudjojh4t+9qef/HXxm3xX+ImnaGzzTaNoCJPcJ5nDMOFG1Rj5jj61x3jKPWNf/auiuvDt7LZTWIa5eVQfmiCBQjAY+XAIAPpWh8O7aXUoL/V2DGTVLz7x6iNDtXH86679nfQZNY+N/iq8aJ2W3t4Y1bblUJd8/icirqVHCMl2TPUvGnBxibHjD4PWfjW80+9j22Wsbg11LbIF+0R5+bd754zVrxTJb6BZzTRrHGsC/KPQjjGe5/xr0jUdPWK3KqF3ZyWA2sTXh/xd11rjWl0y3+by2KnB43cEj3A/rXlUKntXzMxo1p1PcZxd/wCZ4g1O6u5maRQ24Bz0HNXNKtFN35iqrRqAkeRnkjrj2/rQlqt7dLYw/wCrVsykD+L/AArorHSlgKsY8RxDaoHT/JrvqVHGPJfQ2i76Fe309UCx8bj/AKwH7zf1zU0cCyzLHFuWOP5Oeh/MVLqEw0+ByEjMknDFuo/GpPDULTx7pDjtjH3RWD/h6E1FeJo6faLaRLcY+6uBH0xWvokS3VtvzukuCJWJ6Kvb6Vj6lIs9/bWa/dLb25xjHP4Vq6bfJcm8vM7Y8CFBjGQoyax9mr2sTUiQ6hFvuFmkZo42LE46k/3R7muJ8TeKbnXtQfTdPby1UZmnAz5A6Dj+I1Y8V+KLzxNrKaRpm4h18x51O0WydCxJ7/4VLbeCmeyTT7NhYI5zPcYzI+OsnsD2PrXTGiqcbrUnlajdGHbaPb6TNcQafMPtUKj7XeyHeVY8/icZwO1cR4h8CjxlqChZrhLWE4d3J3y++c8c9q9M1bQraytYdM0yDybW3OQFz8zHO5iTzknms6bT4tHtlVW86SbkkfeHPJNdDxU1Nx2+SOiO12d38FNH/s34ZwWqySzQ28zRRMxyQvXuentVrU18vUl8vzArfe64b9ePrUnwb0prjwDccMrR3P3Cwyvy1au9KaMbmyvY59vevNx1Tlhyo9rLYqUWmZcQ8she7fMW9z2q4dLW5ncKinJzwdvHse/1rI1TVk08MWEnGTkDp9abYeMFg+7skK/eUH7vr2rx43OrE07axRqXXgdbp285RIMZx1P86yrj4UQKrSKPLxgEgcN6Cun0fx/DJhXTGOWG3Kkdqt6vrMOoKqqeW5A6BQKrnexwuvUTPL9b0X7DlYwdygdto6+tYmqWHnW7bdy8cKvcdq7vX7NUZo3+9ySx6c57VxXiST7CrSbv3aPtJx0FVRjZ2idkanNHUyo42tk8oru8skjjrVG9tme9blm2/Nk+vpUN14o829ZV3bSetWEJkCkN94E59K9JeZPI3sVLzc0TbS2fvHHauT8R3zWq7fNZODn5sf5616HH4auNSQLHHL83G5RwecVdtf2cLXxA0i6rfLu7Qq+1gPfH9azp4unTbvsbYfBur2PnnUdXjkzh1YqcEZ6fX86zpYUQgLuYY6p0Ndj8UfglJ4flnfT948s5cA7g2M4rypvEFxbu0Ui4kiO1gOxr7PLp068Oam9Dz8zwVXCzSa0ZrT+MrW40q1jhDs9u7qTGgwR2rNvGuLsbzCtuh4Hmvzj1xWDceKLcb5ls3aTG5mL9ew49ves+58WT3YZY18ssPmLNjFfpsMPPc/L5YyK+F/gbF1KlvHtNxvbnIC4A71l6hr1vCzLCh5OeO/41nyie92t50nzD5dxwvAp1vp21VONkjdyoIAHr/nmtvZydrnPLE8yLVvqNzfPujZrcKcFVPf69e/TpXoXww+NGoeCdCk01itzatIWTzm/1IPXb+NcCkbId67V29DjHU96lOQTjqpwDn8aUsLTnG01cuhmFalrBnr7fE3SfENu0M0k0RcffI+XPaq8viKO4tFRblWZmK7c/eA715f8AbnRv97rU8V25jVlkbePujpWFTLsPy7WseuuI61tUjtbK1F/q628Q2s5r0HxDKvgzwTHZwhRdX8ZVyOSUPVv6cVlfBbQYdWtP7Tcqyx/fI5ZMDmsP4g+KxrOs3MsbRiG3AjtyDyoB5/PrXz1SSqV/YJtJLXTqe17SNDDOb+KSvoZc+oIGTau45G5c9PavbP2e9RhHgeaPdljcMCmcbePX6Ac14GAwWNt0ZMhLYC4+ldr8IPF0ejaubWRtsN4pwD2b1/Ssc3ouphuWJw5Xil9YvI9C8XeLZLKRWVDt6nnrWl4b10a3Yo6t8rfeX6Vz3iCCPUWKllZkGAD3qr8Nbl7bUprOTquWjJPUGvmvYctPXV2Pr+Zuep6ZDd7FYMflXt+tZt/N86zJ8rK4YH0xTp5BIygdiMf1qrdgwwFv7xyMVwUnye8uh2U4q9jhfHcR07V7thkCU+aP+BDJ/wD1dK4XVJAbmZWZmhkHCjjkV6F8V52XTLW7CKzITExP5r+teU6jqCxFeT5oBC46V+r0sydXC09bu34nwGY0XGvJS26DNSkjkRQ7Mu0DjH+FULlhLbL/ALJx9aGucNmTlm5OKjR/Omb+6ePwrnje12efs9CSB/ITPl7t3BJJ4PrUMs00MjjcvcZz2/lTophuZWzx93jtUd6QG7bevT6Vjfqac5NDrEhTcpk+XAIXg5H8vwrqLX4kzKIY5ommO3btY/Nj6jmuPCpjdnavdj0Fa1h4XZbT7Vet9ntJBlMHbJL/ALp7USp3jzMqNWd9D0r4XfHaPwt4nguHZrezEqmZWHzYz7elfZ2ieOLa8sopmlXy5YVmTacghhkHPuPwr89B4u099EZrW1aGZQxihRcRQAfxb+rMeh4r139m79qO10vwfa6JryzSNZsUilL5Voj91GH+zyB7Yr4/ibh+9KFamve62etvM+mynGyleM2j6k1C5s9WSRZGjbevB5LD05rzr4iaM9zEMYeNlwGx93pVv7dp+qWH2rTdS3qVLqI5AcfXnivHPiv+0TN4RupLCzuIbyXHAY5VSeua+ZwWAxNWUYwVj3ljPYvnkxfELjRLWZpJsmP7pwB06V4Fruo/b9evLgBmWZ8kZP0q74u+KmreK/OW4mCwtwyoMZ+lZMDsI1UemcgfMPxr77L8BKjTtJ3Z81nOYKu0khsUwR1Xlv7h/u/4/jXTfD3xnH4d1RZLnTLfUoZjtkXzDGyjvtIxz6Vzykyllfoo/OkEsbJu3Bfc/wAPvXp1KMZSVzxedrY988J2f/CU6RJqFlb3Mlisxj82RD+5PXax55AIGa0fDGqveXb6dcTf6vd5LyH7pHqQMY69q8W8CfErW/AV01xo+r3Vn5h+aIS70kHT5kOVYH3Gfeu38FfGq31PU92oW0drfXDLGtzbrtjQlufk7bj3HTNcFbDtQbUfxNY1O59ifstfs8eF/C1rp/i7x5D/AGtqV5m703QiGEVuoO1HuMYLbvvKo4wOQa9U+KXiq48cXazTH93HGUjQJsWJBwFUf3R0AHpXPaakiz2qzP8AvEhjBD/OceWpHPp1q5eXWbSORTxnCn2zX5/jsVUqScZPS+h0UaFn7Tr+Rz8kP7zkD90u7GeR/WvPfj7qj6X4DuG3NukYBexr0aS48pLiViCqrjCr904NeW/GxW13XPD+jttYXVygcE/Kqg5OR6YrkpxTqNnVS+Jtk3hTQV0DSdKs1fd9ngUscDn5Sefxr0D9nNd3hTVjHGqyNqTgsP8AloBjGfoK5S7nBur6RT/q4yiknHP9K6n4I3Ufhj4bzb5j50k7yyLjPljJxn61lipylpEqpdosfFnxlF4J0OTypM3En7uM8HnBzXhM8i2umSXlzIrX1wMbR/yzXJyf5V0fivWpvHHiOa4lY/Y7cEIrA7Rg8/U1zlvAuv69MxVTb2ih5Nv8XoD9cH8q6MPy04bJHRRiorQueF9GNpa+dIf302CV9B2/x/Gukaza0tlO7aF5z1yf/wBVM0VftE7BtqhAGUbentTfEeorHbeVuxtOR79a5ZycmCvz3Ma8nNzetznjrj061rWLLBbJM67S33VxWBHM8k0cY+UsfmPselWdY1QW1pHEu4sq7j82cGtZWUbIupFpWNKwnWaK+un+bgQx85+c/wD66o+LPEzeHtFh063Ek14z+UqQ9WlblifX37cVoadp7aRoy5wfs0Zudw/v9v51c8A+E916+vXkYkmYmGzh9M9X/HrTjL3t9CJSWrZQ8P8Ah5vAGhSW6wLfa/qDb5X2jart91D7fpxWvp+jzeF9Hb7RcSXGp3TZuZW+bcT0jUD+BAO/pXQSaWuixeY7rcXjklnJ+6Owri/GOvraozO3zDODu4xU1uaT5UFP31oVdb1eOxhZ92515JIGT+Nczpt7NrupM2DIGbcM9qw7/WLrxHqX2WNztfgAdzXcaHpcPg3TFllyJ2AUr/d963jGKWq1Npcq06m54J+JL/DW/mhuNstjOd06DjOOp/8A1V6ZcanZ+KvDn2vS1+0Q3SboR6CvnyW+OpTyBguJPl2uc5/Guk+G/iW48G/DrT1aRG3yOUXfjA3HHasMdgqtSl7SFtD0cDKfNyrsj0PSvhTDru6bX7x7WOUArGDj8Miuz0v9l/wu9t5tteOp2gj94Tn9a+ePGfx2vbrdiRo/LfJJY4H0qx4a/aht9Q0+K3uNajtZ8lVMitnj6V4ccHibanqVoTvrOx7tc/s82umbvseoLuzkqScj9a5zWfDbaSik7VZcp0zuHrXAab8WtUOouV1CSaEtmJiSC/HXHp2rVl8e6hqh23Dhl+8MDv0/rWcqc4yszKVOSWpB4ul+Rj9Dz61wevSmaxmRjuViVI9RXTeItVkn+WRVJYd65e9iZ+Mda7sPHU2hDRHA6urxzIVj8tgw5HO4CtrR77y5Yyzfu85IwOlW9T0hHG/Khh61WtrNREflG7H3h/Ou7RrU39lfQ9i+HfxD0JbP7LN5cMm3AdvXP/168/8AD/8Awj+q/EDVYtQvNQs7hbhykkZzFIM8ZJ56Y6VS1/wg1n4KnvEkZH4O7vxXNQ+Lpp57eNrH7XcNhF2D5z7k1x06VPklKF15nfhMNGK03NL4g2Q8D+OI2huheWV8pHXPGCR/KvnfxZpscviK7kRflkkLDFe1fExbjRrJZLsbZFjJUd1z0FeCX2tTC6YbuQea+oyWm+S99Dl4irJQhFPVHKAbLfdH93HUjG+q8U0JmYsrq2MEYyPyqxI+dygsrMMjcPb/ABqOGE2tynylm3YyTwe/Sv2/1P57UrBuzDhmYiP7uVPQ0941gVmDL82MYGfpxUcc7I7bt0bd2GSTUscbJLubDNj7v9aQcw6GXaM9Y1JDZGOfpUxI2D+8o5+lQusathpG3H5snP0pSzRDcNreZwSenFBRKgZs42n8cUpZkQjO1uvXgCmQnLlT5e70U06WRlRl2r0IrGo76Bq9Edn4D+IVz4f0LUrBFX/TiANp6dzjnv0pn2QyxySBFC8Mw644rkdLuf3nWugh1hreNY/vBui+teViKSjOUoLc9eOKnOKUuisaF3Ows4pA25V4A/u59aZpk+wrulMMkZ+8P4T1FVBeCOz2lvmV8getRrIvn4Y4G3Kn+8a5PZpx5Wa0pNPmR3lr8T5bdPs18qyfLhZkP3s+vpVrRfFNtZ+IrO5imjaNv3LEHPJ/GvOhesZFVVDK4+aqU1xJaTBo2aGNXwFA+771xSwEHG12j1qeZVFJcyTPqQ6xAkAkaaJI+7udoFZevfFHRbaKQreLJgj7i7/r3rxRdVutdYefdTOu3cFB4q/a2yw2u35fm4+leR/YsIvWR6n9uVGrRVjsvE/xC0nxVo17YxSSLJtVogy7dxJxXmfiCQPMq7myo2n61cvLZYZmwcqgB3Vk3rHdtXnYcZ/v+9e9gqMaUFCJ4+OxU60+efaxDIMH5e3JHfFQxP8AvPlztzznrTZtqNkNzj3pPuAsv0K56+legeai7cSiN1wu7byAO5quJGv7jy1hk8xm2KgOWYnj8OajhvfPBkZWjZecGr+lSyabHcXUSxtI42RMTypPWqp0lN8pXMdB4b8EWeh+HpNa1S4ErW4byLNFz9okHUluyqetc14h8R3GuX7h5Y5Ax2uwzsAHQL7AcVp+K9U2WtvZmQOtrCqYB6ZGSfxzXOQ2bCeNPveY+eOwFGJnyL2a6FQbuaWpXCxaQ0Ks2yQlCQuKbZXC6RqEcMnyq6YP9Ks3FnJql9p1rsO3zRnHc9TVLxcyzatJsyWDgqMcHHH16VhiKzlLlvpa1zuw8Z+ydRd/yLb61eQxeUtzPDHk52Nt/kaoXTLJKpz5kjcDCnJr07w94T0HX/BEc02nyR6lbkZcN8siHv8A/r5qxo2h6To9jPNDbr5u07d/PPtXlfXaVN2S1Wh7TwFScU5PzPNoPDM0z+fMphjUc7+M1EIpjMzKqx7flODnNb3jDVPMaTOUEgAwO1ZEsrFEUKOFz8vf6+9dtOpOUefoeTjIRjLlREsiiVWLMrL3IyKkgMN4R8q7vQUQKCcsrfkacqs0aybdpXg4rdRurnHZj54UaUDaPMKk7u5x0+lPsl+xXNvKy/NHIjYUck7gaheTaWyrFiCv0FWUZHUxbl3NkDJ6cYHNY1fhaCMro/TbwtqjHTLWX7vmWsUgUnd1jUde9P1G+efSWC/NtbacjHGaydF1GMaLYiNt0bWsSh8feHlrz/8Aqq1HJ5unybeVMmAenpX5LiKajP5s9aMrQT8ijHdST21w0q7d8m1eOMdP6157rMS6n+0RbyeSZYtLt5CMgnDYxXpoh3qit8u8lufQe9eXeCJn1X4peIZvveWPLHPXmtMK3G7N6fX0/M3NJRZ7LVWbcdpPyleSdvNN1nWbfwZ8LdL0vT23XuqRm5uJFzuJz/F7Y4xUmkXKmDUvOKovzOxPVRjqRXM+GkTU9UkvtjR2dlkJk7gRz+HXn6Vnyt3uOMG0ivr8y6Bp0cMLZklG8qRk5Py/n/8AXqbT9KfSbGOGQ/vesu1fvE9j9P61lWEn/CS+NvOkVTa6fmaUA/KT0Ufj1ArpYZTeZkZVR5GLgA9fQUV+WH7ux02sLAv2Q5Vmbv8A/rrG8TXBKu27b/Wrt3f/AGadox16qfWuW8TalMJtkjDy16H1oo076jpxZa0llaWZsMpIxj0qfTbYarr7MrHykfzGz2UdayNN1DyopN3HGa2vD8i6Tp7S5bzLgiEDGSQSBW04a3Np+Z1hs5NdNlYRq23UJArkdQmef0A/WvQotPht4hJGoZIV8uL+6AOM/Wub+H+mef4iurv5ylnEIo8j+LvgfjWt4y8TxaFZ7d25dnyqo5X3rhiuZ6HmzjzS5TnPG3ii28P28hkk3SKmSexzXkEVrqHxI1CQW/7mzUkGaYbVB9j3raW1f4n6zJPcyS/2RbuQpHBnPcKfbHOfWtjVruO003yLOJYoIwUwOnHNaUpJRUktTroxjCyiZsVtY+DYFhslaa828yvhs+uOntWNqOoSauzMzMATggVPdQefH8wYtjIGen41GlssSBcFQ3Dc5xXQop6yOmMbO42zhMSLuG7bwC3vW/rFikVjZ2vyqttGCM98+tZ/h63N/rUELL/Ec49utT67I0t9KTu2xsU/KumvJwwkkr+9oepldFuTlHoY934OluCzMqc85xxVax+F9pfD7PND1bcsgxuOffFbOk+K1067aOaFpIyeCa9C0XSorywhmjT93Jypr5qpi5Utz3pwlvJHK6F8No9L2qu6UqAAzAtj6V2ek+BJrmBdu5m78dq6rw5YMr+ULVH2jIbI5rcgtWh/1kbKqjntXDWxEpyuzza7auzybxR4Ua0Q71ztP93NcZrEu19u1dvrXqvxIv48MsbY4PA9TXkGqneJXY45GOa3oa7nRh/ejdnPa/OWZdvAyRWXotxJNdKpZivHAqXWNxk+Vse1VtOWS3dpGZdwJXH0r06e2h3SppHfH4Z/8LV8Pw2/9sPax2827ywfv9OD+Vb0fwMj8LG3kt7m3by1JZ8/crzfQPi7J4CtJVWzS83EEBm24681pa98aNY8UeFZoYo7exjl+95WSW/E1xSwuJlywlLS4oVvZ6nmf7SXjVpNS+wpIskathiG4yMivD5rG4vJmkXbgn612Hj1Z57jEq+Y0bEs351zboYz/q2554OK/QcBRhSpKET5jOazrVFJM5eJGKN93cuGPOfwpwuGjdSvLL93/aqvCggaT5txkGcg9FH9akhiaeRduW2/c9SfQV+tH4tfQmaZmmVm+QZ9PvDGfzqSJwo3H7o6k9V+tQsrOfmc/wCsDkbc7eMH8aciPPKvUMvIY8AelJlxJZ4lFz8zqpVMkH8aZbxM1sy/LtLbgCc7hUlsu9+hKjjOOv8AnJqOe2UAlmO1Tt+Xr17UK9igkRZNzKu1u+OKILjbsXHcDJqPzW/1Y3R9gSvJ96a8O4r5bfPH8zZ43VjOMtxcrLlt+6mG4LtY8EDHNaU821Ayjc2OB/drLVzLCyyMPVdp5BqSO+8u5Cs37sgZZux9M+9c9TzOijK0WmWhc74fvd+tEN+JDuznbx1qOfTpId27CxsflI6H6UfYfs6I23HHTZnca8+ro7HdGT6FoyeZH8rbWY4HtUvl+XF8/wA31Oc1SihZkK7W68fL0q5FZTOmFVuOoI6Vlc1pylc0NFucxt97gZB9vStq1kVyqs24EZ+lc3Z2jQNtMLD+IvnArStrr5lZcrGRgM3BJ9vauetHS6OiNVpmpIiSK6g7QxxXP3k7CdhtGeO/61tLPthZsfL0z6e9YOtyKihxhs4HHfFVQKqSbWpQubjy5Bx1ODmnmSNCCo3bepz+tV5z9pOD80cfJI6/SpLOMNj5flfjp0BOP61181tWYxjdWNzTfCGp63p63kduzws2N5GNwq9D4RvNPMKyW7Hy5A7jBr6m/Zw0bwz4y/Zz0trqxuIbizZ4JplGVdlPX6102nfBPQ9dWRrPUIpGbgCUjI9PpXyWK4qWHqOLjqmfaUeG6c8OqsZanxLrVlLrGq/ZoYWkuJmComwhia2m+E+uaKRI1jtZl3hc5K/hX2L/AMMzHSZUv7a3jmurc5QgZAPTOa5G48D/AGbXr06oZoZEQKFVSfMLHJ57cVniOKKM6Uakfie6NKXDVP7Unf5HzRo1ncWurPNLA8K2kLfMy5G4/LXO6pbZ1QSHl+BkV9O6z4asZLKRVKzKykbSuC1eY+MvhGl5I11p/wDrFOTGeQfYV1YXPKc3ytWJqZS4UWoa6vQr+F72RfDEb7owrJsIJ6lTWVqXiFUtxDg7dxzgdfxqn4r0nUtCsYYZLO4t7dQSJCCqlj3rCF69kY2cx7GypOM5989utehTo05ty+YVazguVq2xH4muPPlVdsrbgWye9R275k2fNtjA24OM0a2zS30fLsjIduDkmlghUQKyn5sYJfvXoUYxVPU+bxrftW/QmgRrmTbtkPuDT7hG8xVXHPbOKZFLMXXyo4y3IPzYGKHE10Nwj8vd8uc/rVRl7ujOTmuPEGy8G44GMqwHP+FJs3JOxYxoqsDhtvGCOpOKbdQyLFGrOqhnwoAz0xmvSv2UvgXJ+0J8UxY+Xcf8I5oyi/1u8AISG2DjCFugeQ/IoPPXHSufFVoUqfNUFyLXU+xPh/IrfDrwyVTy92kWzYY5bmIEZ/Oui0c/a9Lk/h54/KjxxNFd6jHdWv7mFYUiW3XH+jxoAkacDsgUfXJ703wc2/T5Oc/vAOa/Kq0lOfMvP8z1I83s1cm1aYWcMkg2ttjI5GcGvHfhNqG7xbrucBmldcjuR/SvVvGt21jot/JlV2gbCuD19B1NeH/Bi7KeKby4lJWFnneRnPCAA9+9XRgmmzvpwvC5s63O1srWcayeZqDbQWxu8v0JHrU/iW5XwT4WWxj/AHbt1c9Mnr+GOKd4atV1rVptWkj+Vcm3yMbUz8o9/rXM+LLybxz41hsfmEcjgl/RQc//AFquJrZWRoaFZ/2B4VWaRg02oP57D1Q8Jk+w5q/HrEVtEBJkeSu0MPWsrUr6ObUp1X95bQN5Kg9gvTGKr3rqbLdlgZnDYbuKdTV3ZtCCbHap4i85ZPnbLZAOK57Urz7Yy7pPmUYBPpUtzIfOK7SdqknPvxVEAI49e9VTulobWsaVpGLhPL8zcH447V0Gnyrf+JdOs1z5cJ84hTyAvP8ASsHSCq3itwqx9f8A69XfBkn2zXL68J8toYRGhxyWZgAB74P5US1WpnUkj23wLMdG8JC6m3RNeNJKQ/OATxXBa79o+I2vy2MMrfZ1G6aRWxhc9AfU10njjVzZ6dY6Xas0k8yKijZliSBkAe1T6LoMPg7RIbFWVrmRi8z45LeteXGTWxw6bmfd2Nt4b0+G1hjRI40KhAOP/wBfv3rnNRlgkh4DKq/KQB1ro7ywe9lMjyMu4/dI29Ky9T06G2Rlbtz7E9aqMmtEaR2Odv4Mwxtt2qvy57+1Z91J5a4UfN13VpakwYbGb5lORz1PbNZN9I0sf3Y156D7wrthLudVO/U2/ha0a+No/MmihWYELJKQqKWPc17nr3wL0Hwhpv8AaWqXUF0txhwlvIu2Qn0JNfLet6idK8LXtyw2/ZoWkGfbmvmO7+IutateM0upag0ZlMnlGVmVQMEADOK7qGR1cbF2naK/r1OmOarCJ3P0V8WeDPD9jb+dN4euY7eRd0UyTq2M8jgf0qr8Kcwr9nK7YmclFk+baO2K5z4HfEax+L/wgsri31KC3k0tI7e4glIXYQijIHbPrXVeGP7LsNVjMmp2DBiG+STds9zzxXxmZYGdCo6a1+/9T7GnV9tQVSCPRNP0eaELJiMPg8Diq+svJGGjkLtlc9eldX4V8T6PqsUdtDf2s4xt3Iwb+tQeJvD6wyllKtG3SQenoT+VeK8RJaNHlzbu7nifjPT3aNirLn0Jrgbzw60+VZgwbngV734g8HLdMzplVIwQo4FcP4g8MtbMzbSqrx0wK6KOKfodVOScbHimueEXgDScqqn061y+vv8AYIG+cg53fnzXrPimzdbeTc25B2zzXjXxAmy8nltxkY3Ht7V9FgKnPrI0lK61Md2bUzCu77pwfevRNK0X/ilWfavyjp61wWgxMI4W2rndyVH869P0t410cruUccgnjNdmIqW2OfVrQ8Z8a6Oy3UkixgLv5z9DXn9/YkXLfNn8Ole1eNtKZJZGwzK3JOOB7V5Vq8KG9b92q9sYr6bL6nuHmYujG12eZsBCjHy2+VsFVGQB1/yKsQxbJWPJZsZIGAPpU/kNHKVVpFhY7sY4GOp/KowqpI2JD83zEe9fsDPwenrCyJBCGT7v8Gzr+v1ps8HyddvPrzTWjjlPEm0p97nr6CpIbv7Om2NY/QA9M1jUk7qx0xfcgB4O4ngfw8ZpJEMfO0uzr0/lVllW7KszK+D8pXgD/PNMaN9+5fnx+grRystSinPEQ8e5VJC4yTUc1qxLSrGqqq8tn1qU+WwZvMKqD0J6etLOBDHJuJZWXHXtWMqjJ5n1I7BxDLuZi27hR6mrUY8zDjEbDp6596owARwKGPzSDcPfmr0Q/wBFVuVYn1rnnUv0NYzSRraVdeZbL5vzbeAP61clKTv8ygYX5QOx5rG0+TDBm+h+lWb268idf9nH/wBauWtTT1PRo1EopWNqJlFr+8bbkDjH0qw12qSeWY4yygdR0rBOrbm3P5mV5zgAVI2oMWRvmfdzye1efKk76HWnZ3ZtJd27O33cp94dhUMtvGUVlXaq5wQMq3fArNbU2jfcu1WH6VJbap8yszLu6ZB5qY0Wt2D1WhsQOUsmAUq2M7h15rn9fm2ywxhW2e1XnuASzKyhP4wzHJrPvZZLhl+XanStqMeVlydxunbT5x3MoxnaFpY5clW5Xa2FI9KrmX7JM/zN83HU9KS3n4VWXbt+4Sa65rm2M9rs+gv2Rv2i/EHga4Xwza6db6xYXTO3lsuWjJBJOPwr3rQfGWn+Ltfl0ubTXs71gZAYxtUcdS3T/wDVXyz+yJ4tv/Bnx88P3Wl21ve3U0xt/Jc5Uq4IJ/AV+jXjX9njw/r9j/allcTWV7tzcR7MIpx1HqM+tfnHE2Hw9Csq9SO/mfd5Di19V5JSZwenWGuaRoz/ANg6nDeiM5MLvu2+1dRB4Yh8RWS3uoWcbzTQCO6Kr9w9yPevOtb/AGXfEGk2s2qaDqUisJMjaxIc/TpXf3MeteHrCGRVDQsi+cjHocDP618XiHBzXs9j3ea2l7mV/wAMx6ZfRpLZ3E00ExJCSAfIPU1ynjD9j64s7Oa806bMeScK4616l4f8YeTJasVaLd95R0Ir0S20iy8T6RMbXcGVM7V6URxlamldnL7SzvI/Pfxd4TvNF1j7DqUcjRzEJiRQwA9q5fVv2bL3xKN2jyQyJksIpGCsOeeenavp749/DW4+2SXU4kkW1O8AjHTP9a8Z0i6m0WSIbVAyXJJPygntX2WX5xNU0lqebibOTPFfG/wY8S+FZlmutIuFhRD+8T519+lcqIXSH/VtgtkZ+XHtzX2VovjZogpSRvu7Tj7pH06GqHin4f8Ahv4mWrLd2EUbsCPNgAjlz7Y6/Svbp59SilGcfmeDiMHKUnJHyFHOYXXarIzcFh1FWba5neJdtuqbu5O0ivb7X9iLUtb1aRNL1rS2s5D8v2pnjlA9CAD06dab4n/Yl8S+F7Z2t9a0LULmJciCOVvMI7gErya9qniaVSPPFnHLCzXQ8J1iSS3khaTaMr9xVwX4GOfqa+zv2dDD8E/gNZ6W+I77Xyuo3524kLvkRKSOqqoBAPGSTXx34t0q48N+KPsOoQSW93a4Esci42f/AK/WvqrwHPafGDwHo2qWl5HHeWsMVvc2rfeVovl5B4O5eRXi8Rc8qSUW2rpGmChCdS09z2Z7wG9WOeVVa4QEj3+Xn8cVseBo/O0m6Yfwzt0rkfG+q/2dquksfuwsitx0UgD+eK9N8MaCtvoE8jLxIGkAzzngA/SvkvqFSony9DoaslLucH8WJP7O8D3lwGJ8uMZUnr1ryj4a2CT+D49qBptQO0ue6A5I/E8H1Fep/tDWEkHwt1DafmO5F/BTj8q4T9n2yWbQ4N7hVs4gNx5G4/41VOm6dJpo7Iy9w1fE0i+EvDAjVmbI3Hbhdq4xmuQ8BP8AZYNV1q6T95GmyMZBJySBn+fHrWj8UNQbWrxbOLa8bNgnAwI/ek8Rouk+FrbTow6ySfNIVA/AVzxsotdyr6JGNoNu7WRz/rGy5z/ETT9UXyYYt42vszg1bSweCGFVJHIRjjrgcVmeIFaS4eQsc52qPXH/AOuqk7vQ7qL6GXPN80nc7QM1ntKXnq0VYR7mDBlyx44qrHtL9O3rXRGLsVKV9i41w1pYTNn5mGK6b4O6b/aQjkchhNdCRh6LGOc/iK4jU71sLHt3I3J969L+EdvInhlXK/vGXyQoGMeYwJP5Vlirqnqc9Z2jc9C8LWn9oazf6zIqtyIrVWGQD03D8K1NQtYrJfOkGZPMIOT92rmYdC0+GGPH7uMDPrXO67diYsxZju5IzXBGyWqPLcnKV0UdX1pg8yoEwDjOK5HUtWYSN1Yk856VqX9wHlZecc5rm76IvLIc/L1FTHe6O2mU7m4aWU8/Wqc0hkkz7etWrhVWDd3Y4qhOTv2x/KetdkFqdpwv7QvihdG+GV5GHZZr9hboB78n9Aa+cPOkeNWVlX/CvYv2rb5hDpNgy7cF5yU+73Uc9enFeLwNJGfLSHzM85r77JqKjhl63Pn8walNJ9Fb5nr37Lvxntfhh4juYtUXdpd4gWRVPCngbiK/QD4f/C7wr4v8O2OtW+rfaLS5jEsaRxhFZT29+lfljboU2xyLtZjnGOp9K/QD/gnumoa58C7KO+2QQrdSx6c7nm5RT8236EgV8vxhl8qkPrMH8J9BkmdVYcuFqSsmeu6ppWk+F42ForQqPuFcirPw/wDiJ/aF1caVdM8trIpMblTlTkf40zU/h/faxM3E3XjmotL8MN4XuFaRZFzwCT/n0r8mlUcoJNPvex9HzxcXZ3OmsroWd61uzM0XOG29K5H4mahb29pIyqm0nd71D44+JMPh+GRpJWT5c89OOnPWvmn4u/HtrkuouFUMcL823A611YHA1K9RKKCnywfPNmt8SvF6sv7mRM5OQD2ryTWpWvGds/dBAz3pbG8uNef7QrJJHIv8Jq8nhqX7Ors2FKgn2r7Gjh1QXs57l+2jJXjsR+HLJo3Rsjcex6V11ncbVVVbIj5ZfU1h2NsLNV3Nu/u9sU641aOEyfvNrKac6alLQzjpqjJ+JHiO2trKSa4maBMFiSOBjtXg2ufGHSX1OT/SWHOOFNdF+1NrE1z4W2xyMsTNlwT1Hzd6+dnjZnLIilW5/eE5r9A4byunUo+0mfD8SZ3KlVjRjG/U9mmsFmO1dq7WDYPU/wCfSsvUrGWGYtsZW6nNdNDEpLbVXcMkHvn1qvf6bNNukjKyMxyU/Cv0PWx+X0pJHLbjjcVTzOeWPHTHPrUsFy2M7W8z+6v3a1pPs88wgkhWGQqT06mub+Ihm8NeCtQvrV1M1tGMN1CksFz+uazje12jZy0uaIuQJ1yJFb7qc446/wAyalSf7KWZsNtJ4znIr9iPA/8AwZz2vjHwXo+sf8NMeKITqtjDeeX/AMIjAfL8yNXxn7V2ziofiR/wZ423gD4d69ry/tL+J7ltE064vxCfCMCiUxRNJtz9q4ztxUzlfY5/7Qh2Z+PHkJN+82Bd3PvVSW3e2jlZZPkaTBHtX62fsif8Gnkf7Tv7KHwv+Jc37RniTR5viJ4S0nxNLp8fhWCZLJr2ziuTCrm4XcEMpUNtGcZwOlcL/wAExP8Ag2Z/4eI/sJ+AfjJe/H7X/C9x44t7qaXSoPDENzHaeTeT22BIZ0LZEIb7o+9j3rPlCOYU1umfmTby+bPt+UsvC89BV2IMj53bhnbX2v8A8Eyv+CDh/wCCgv7VH7T3w7uPjNrPhWH9njxPF4bttQg8Pw3D66j3epwedJGZlETYsFbAZ/8AWEZ4yfrT4i/8GeVv8P8A4d69ri/tL+J7j+xdPuNQEJ8IwKJTFEz7c/auM7cVm6T6DeY0+zPx5ikyV29xnNW7+E3kUe3HHPNcp4LnvvHGneF7VbptPm8SanZaZJdxxB/I86YRs6oSAWA5xnH0r9xP+INGIdP2oPFWB0/4o+Dj/wAmqz9m5LQ7ZZlSpWTT1Vz8YIIfMdV2t8rc/NVuVR5pz93tX3//AMFLf+DbX4mf8E7fgLq/xW8J/Ee3+L3hLwrGLrxDp11ow0vVLCzH+suoissiSrHnc4JUhQWwQDjh/wDgjp/wRUvP+Cwvhb4jeKJPizqXw70bwZrFvothFY6JHf8A252t/OlZy0qbSN8eAM/ePTiuf6rPmsdX9s4f2fPr2t1PjgWiH+IBiNw9asXenbXhdo/l/vHjFfoP/wAFSv8Ag271D/gm5+xV4n+Mml/HbxB4zbwnPZC606bwzb2wNvPdRW8kiv57/MnmhgMc7ccUf8FEP+De6b9jP/gnb4g/aG8MfHrX/iVaeHbLTdZtNHufC8NvDqNpdXVtEXaRJ2KhIbgyk7Twh6dRP1Sr0t+P+RnHPcPazT/D/M/PJrX5u7buRkdR7UT/ACxqq9EO0/0r9EPgx/wbsDxx/wAEytJ/aX8eftCeIfCdrdeCJPHd9pVj4Wguls7QW73SRxs06F2aEJgbRlmxz1PX/sP/APBrK37YX7Hvw0+KVx+0Z4k0Kbx/4ds9ck06PwrBMlk08SyGJX+0LuCk4B2jOOg6Vt9VYf29R7P8P8z8vI181yvcDOe1d18AfAPgvxxqOpL408WN4Ts7WPzIHW3eV7psj5RgcHr+VfW3/BVb/g3w8Sf8E4Ph38ONV8GfFjWPip4n+I3jiy8E6doV74fisYpZrqKdo28xZ3IIeJR0AwxJIA5+tvh3/wAGjPwp8HfDTTbz46ftBfERfE2oXNtZPN4b1Kw8P6OLu4kWGG0hW5t5mld5nWNCSrSMygRhmxR9WlczqZ1RcbpO/wAj5P8A2LvgP8NdN8fXGueF/EF74mms4PJT7TbtCkLPwHGRyfp05r27xfqXjOwnuLPSbdVsZI2zN5qs/wB3uG61B+2T/wAEsfFn/BDY6b8R/CvjzVPiZ8CtX1ez0LX7LX4EXXPC3nuI7e6FxEFjuIvOYK+UjI3ooVi29aXxx1HxV8Ufjt8Afg54L8YXHw8k+K3ia602/wDElnYx3t3aRwWvmhY45CFIZmG45B+UYOMg/FZ1RnLMKeDdOL517re2mrvvt6H1eT5pQhl0sUpy9y3MtL7q1vX1Pjm+/aL+I/7NPxMktoNUmVPPad7W8ffFcDdnlT0+g4r7g/Z0/aU8N/tmeCg1vbtpXiCzKpcwtG5jlOOSjEBTnrjt0r1Txn/waeeIviJr39qa3+1p4r1LUMY8+bwRZlv/AEor5/8AgJ/wTD+LHjT/AIKh/E/9ljTf2jtZ0PQfhL4as/EQ8U2nhGzW+1GW7SzKWzxiQAIgmlIbeT8nQ5+V5jwjVxFKMKcYRkuqb/8AkRR46wqqOfLP5pf5nTeJfhNqWmXLIFkWNPlBHp60eC9f1bwJrUbZee3UbCuOB9a9f/aO/wCCF/xw/Z7/AGdfHnjzSf2xPHHijVPA/hzUdestIu/CFl5WqzWttJOls7NM21ZGQJkg43ZwcV84fslj4mf8FdPH3h3wD8ItU0vwDBb+EdM8R/EfxtNY/bP+EdkvEDR2djblgslxIVkwXIARWIZWT5vm8ZwXmUatOlTcXzX1Tdlbq7rb0uehh+NMDVpTq1E0o20sru/Ra7+tjqP2kvFNjrPhaWe1Y/apGEUkJGPLUjJP518y6jpjWV18mPmwv4V+l2rf8GzXwk1nxRceHl/ap/aLk+Ii6cNWNjceMdOn8uNmMS3bad9lD/ZzIGUfMFyCofIr4lk/4JBfG+P/AIKieH/2X/GnxUj0PR9X8O3/AIn0P4gaLoUcs/iC1gKqsc1u8gWGaNtyuqN0ZD84YMfdo8G4ymknOMu+6t+B5kuNsHUbk4SXbZ3/ABPJLc7XZF+X+HPrV/SbtmvWbLYyBwetfeX/ABCb+I9+7/hrnxnuPOf+EPtv/kmvm/8A4KHf8EVvit/wTsf4R/8ACAfGLVPjJ4p+K3jaDwXY6DrPh+Gxs1kntp5BPJLHK7qkZiDMRtAQMxICkHplwnirX5ov7/8AIzjxlg20nGS87L/M8tTWmhlYqjZzyN1NsPEDSatG0zyOyt8pLdq+9PCv/Brt4H0nwZot18b/ANpz4tReMNauYbHPhjW7Hw5pEl7NnbZ2sU1vK8rFgVTkO4XOxSSo+K/+Czn/AATF+Kv/AARq+Gy+NfDfja4+KXwu1u4/siDUdXtlTXPCl7IrGEzlB5dxEwR8SFQBJtUquV3lbhXFKn7kk321Q6PGODcnGUZJd9H+Byfxf+A2l/Fq1s7qaZ9P1CGMxrdogkLggcSDjcByR9a7b4f/AA0j8I/CmHQftVpdx2vNveR24hlaQHOSM9/T3r6x+Hn/AAbE+M/Hfw50HWD+1542t11jT7e+8keELU+UZYlfaD9o7Zx+Fcd+1d/wQg+P37DvwQ8QfEjwH8aLX43Wvg+yl1XVPCmveGl0+7vrOJfMnNrPDK5adY0ZkjI+bkDc21G76OTZhTpeylOLXRJv9Uc1PirAud3GS87L8dT558Xa75q2bS7d8Jj80H0yBzXvmkwPY+EYRIdzSICT67un6V8I/E34y3PjT4baXq3hzUJNFsfEmpaSsmpeQs82mWd3cLG8qxsdhkVmUYJxnPQ4I++/+CgH/BGj4sfsCfsa+O/jFZftXeLPGU3w709dUj0TUPCdpHa6gqyxoY5GEzELtYnIBPHGOtYZblk61GdSDs9VZ6ao6szzyhhakaUk2rXurbP5nnnx1shefDK6CjODIefpivJfhJfrpHw7eQt+8b5Aw5zgd+1fTH7DP/BEL4rf8FBv2MvA3xa179qLxR4Nl+JOnHWH8P6f4UtprPT4pZH8uONzMrFTEEPIzzznqfnn/gl5/wAEsviN/wAFGfjJ+0D8OtT+N2tfD+z/AGefEI8KC9sPDcNw/iCU3V/FJJMGlXY6i0UlVJAEg6HlssRwvi5vSUdV57/ccseLcKlbll9y/wAyj4b097mdtQ+ZlmlOQRgBR/jUVz/xOPFiuD+7hVuf7npX0b4L/wCDfnxd4k/bI8cfBm3/AGsPGMcPgnwjoniOS/Xwna+ZLJqN1qUJtyvn8CNLCNwdxz55GBty3jHxk/4JRePPgn/wWA+D/wCyfb/tEeIr7T/i54bu/EU/iZ/DVsl3prW0GpyiJIvMO5WNgoJ3r/rDwcc8n+puLW04/e/8h/63YV/FGX4f5nP3eoqrqz7gGJJGOhI4rlNcvHmKyKzL5IJB9Wr2f/gqb/wSY8Xf8EnPhx8N/Hr/AB7174n2/i/4gad4MutI1Lw7BZRLDdQXczTB1ldty/ZgAAB9/OeMGL/glf8A8EafFP8AwVk/Z58QfE64/aA8QfDxbXxdqOgRaLYeHILy3ijtvKKsHaZDkiTnI7dTRDhXEKr7Nyjtfr6djsjxbhI0vbcst7dO1+58+6lcJFJuXc245PHJz1qvFOq7g0cnzHI3Him/Ez4Sat+zJ+1j8X/hJqXiq68bL8M9bg0+31m5sks57xJbZJTujRmAwxwOST69APUP+CbP/BOLXP8AgrB+0P8AFHwrD8WdW+F9j8NdN0m8gNhosWoNqDXgnL+YXkQrt8oAYyCD2xzjTyerPFSwaavHr06eXmelV4goU8FHGtPllolpfr526Hk6s2oanErISd2OP4T7V9HfCHw4Lbw6twwxtkYqf71fSsX/AAaP61BP5i/taeMVkBzn/hD7br/4E1w13/wQw+I+h/t3aB8B4f2sPGX2DVPh/qPjkaqPClossD2uo2NkLYJ53KuLxnJ3DBjHBzkd2I4RxE48sZr53/yPFrcaYaStGEvw/wAzz3XL1ZJ9m0MrHLGuf1e7C7+u5jggDt2r67f/AINc/HUjZb9sjx03/cn2v/yRXzF/wTI/4I//ABB/4KV+Bvilrt/+0x4o8Jv8NfiRqvw9iitPC9rMuoR2EVq63bfvU2PJ9oOV+bG0fMa8/wD1Ixt/jj+P+RhT4swkVrCX4f5nA6jc7T6N0GfQ9f6ViXLo0rZ+6v3SR1rz79tnwP42/Yn/AGoviz8Cj8RLzxdc+Dte8LaRY+KrrS4re7WPV7OK5lbyVZlzH5m1csc4JyMjH2V+3z/wb4+MP2If2NviL8W7X9qPxZ4juPh/o0urxaZc+FLWOK9ZCMRs/nNgHPXafpRQ4RxcnKPNH3Xbd66J9vM7XxXhKShJxk+ZX2Xdrv5HzVqD4ljU7fLUZGBVGV1Ev4ZzWBf+JtR1X4WPqmnJB/bN1o5vbWN8mIXLWxdFx127yB64r6Q/Zi/4Ib+Iv2sv+CZmj/tDeFv2mvF11f6z4PudeXQP+EStmj/tK2jlE9gH87lRdQyQh9gyADtGcVz5ZkdbGczptLl3vf8ARM9nNeIKOA5Paxb5trW6W7tdz4S/aSuhf+NVt1lZls4FTB9Dk15rYO32zLfwjP4V99/8ElP+CEviH/gsb+y3d/GzxJ8ZNS+HL6hr1zpdlpuneH472GeC2jhUz7mmQqTM067cNgRg7ucA/wCCUf8Awbw6t/wUU1rxl4t174o69onwL0HxLqOgeHdV07T4rbXvG0VrO8Jul3GSK1iBUDdiUlxImBt3195hctnToxpux8zieKsJOblGL+5a/ifEdmqzuy7FGeST3roj8e/GngLwfotnpmuSW9n4akaTTsL/AMem9gzAD3Ir9Zfin/waS/DbxX8N9UuvgH+0J4/k8W6TeT2Tf8JVqllr2jtdQMUls5xa28TwSLINrn52jIIMZNfn9/wTB/4JU+Jv+Cn37VvxQ+D/AIy8Zan8Hdd+EtgV1m1tNJj1AvfJeNbTRHdKnygrlSrMCD1PUksqcnyVLOLHHifBOPteVqUdlo7nd/Cz/gtBZ2OhW1t4k8Hf2rfRRgS3VpdBPNIGN2CvU96xvjl/wVu1Rvss2h+AY7ezkUgTXU/mqvBI4C8nj+dep/Ez/g2At/hd+358JfgpD8fPEFxb/Ezw/rutyaqfDEKSaedO+zbY1j+0EOJPtBySw27Bwc8cp/wVm/4IxX3/AASJ8CfDfXY/jFqvxLs/GviX/hH5tM1Hw/FZRWyfZpZvNV1mc7gUAAwPvHnsfDqcD5XBusqSvu9X+Wx1Yfjic2qMU1eyT006Hxj8Tf27fG3xIaSWRrO1aY9I/wCEfQivJdc8d6pr6M19cXEkhbOVfaMV9lf8Ezf+CVln/wAFa/2w/GXgE+Orr4c2fhXwtFr6XNlpMd+107XMcRRlaRNoAkzkE9K7j9sf/g3ltP2U/wDgox+zv8Cbf4ya1rVr8c5LtLjWJPD8UMmkeTjGyLz2Em7POWXHvXtYHKcLCnGVGmkedmHE9ZVXSqSb5dOn+Z8V/BP45XfgjVYLe4k+0ae7YMb8eX7g19YeGPFNj4l0WOa1kUxyxghs8jgH86+4T/wZRaOxGf2lPEnHT/ij4f8A5Kr86P2tfgRN/wAEr/8AgoB4t+BsnjG68baL4ctbC5i1S7sBZysbm1jmK+WsjgKu/HU5xnjpXiZ/w9zwliKfS2h63DvFydaOFqJ2lovU6TW5WYt1dQep7Vh3LrAQ275VbqR6iuntlt9S0hbj7RE6Om7cnQ+4ryb4kfEeO2lmt7FVkZOd7DKj8iK+IwWGnOo1Zq3dH6HisZClT5mYfxouYtR0uS0dgzSjAGfYjNeQ2ehR2luscjfMv8q6q7lk1S7aaaSRmwenO3n+VU7iLD/u23Lj+7X6JgYyw1NQR+W5xi1iKyqL0O5n0912srfL1x61St9Sjsn/AHjONzFSR1Wt2RdyHlVHUEc5rA1eySeaSRT/AKsfvPVT9K+0lJXPm6cUipr2nNcxtJDJvXruI+YZrl9eg/tXSLrT7rc1vcrskC/KfUEe4IBroZrrZArrIe+QR1rPvZY7mPExjeTH8P8AEaynWS3NuW6P2V/4NP8A9r/4tfH/APac+L3hr4gfFDxt490Xw74V06XTLXXNTkuo7FmnKkxqxIU7QFyOoFZP/B2t+2X8Xv2eP2nfh34b+H/xO8aeB9B1rwJqF3qNjo+pyWtvfus8q/vEU4YlRtyecVyP/BnRGI/22Pj0ArL/AMUlpnDdR/pBrF/4PNCo/bR+FO7/AKJzqeOM8/aJai6tc8OUF7bl8z9q/wDgk7/yiy/Zp/7JV4X/APTRa1zf/BFn9lbxh+xL/wAEx/hZ8L/H1rY2fi7wpa3sWoQ2l0t1Chl1C5nTbIvDfu5UzjocjtXSf8Enf+UWX7NP/ZKvC/8A6aLWs3/gkP8Ati+Jv2/f+CdPw1+L3jCw0LS/EnjK2u5r220aGWGxiaG+uLdfLWWSRwCsKk7nbkntgUHOfBn/AAbY/wDKTb/gpV/2Uu2/9OfiOsH/AIOVvA37ax+P83jD4Fal8SNP+B3h34ZG68VyaF4qt9MsYZ4LjUprySSCSZXkYWfk5KRksAigkjbW9/wbY/8AKTb/AIKVf9lLtv8A05+I65j/AIOcP+Cz/wAUP2OvjLqX7OnhjR/hrN4L+KXwpkl1TUNdt7w6jbnUJ9S0+YQSRXCRjEUSMgaJsNuJLDCgKim3ZH4f/DNrUa78NBZiSO1bxLpBiRzlsfaUOT7881/Wz/wWE+CHij9pP/gmT8Z/AvgrR5PEHivxN4dks9M06OWOJrqYuhChpGVB0JyzDpX8knw101dM8T/DeNLiO6jj8R6OiyJ918XCcg+hr+ur/gq3+0R4m/ZM/wCCdPxc+JHgy4tbXxR4P0CTUNNlubcXEKSq6AFo24YYJ4NY0djszCPLUSfZHmn7fXxG0X9lX/giX4x0X4weKNHt9em+EN54buFvtTXzvEGqNo5tnggZyHnklncKCvJLgnHJr5+/4M9/hk3gT/gkOurSWzQSeMfGeqaoHYf65Y1gsw30BtWH4V9XfHL4R+E/+Clv/BLuG4+I3hPw/qkvjb4errcSSWqzHRb2601ZhNaSSAtFJHIwKODuGwZJri/+CFXwYvvhZ/wRA+Ceg6fOlvqmseDW1q3nmGFSXUnmvo2bbzhftK8jnCjvWxwmF+1V40tf+Ck3/Bvh8UPFFrDNqUfjH4eaxrdhFGCzzzWnn3FuqBcE/vLaMAd+ARyRXjX/AASq8SXX/BU//g2QvPh/50V14qt/BusfDk7h8sV1axSR6eTyScQNZMT3bdX15/wTJ/YZ1z9jX/gmt4T+BPjjWtH8T33h+w1DSri+02ORLa5t7i5uJEUCQBsiKZVOR1U44r8xv+DM7xPq3gPxb+018J7yZprLwzqOnXqxbBH9ku1kvrKfKgctIltbEn1j7kk0Ae1f8HMHxRtf2HP+CGvhn4N+HPLhuvFy6R4EsrZMb4dNsLdZ53VWz8gjtIoj3H2hee9fZf8AwRQ/5RHfs5f9iBpP/pMlfkL/AMHenxL1Lxd+3b4F8CzM39h+C/hXf+KLaPccPd31zdWkjFenyx2ceD6k9O/69f8ABFD/AJRHfs5f9iBpP/pMlRGd5OPY6KlBxpRqv7V/wsfhRrVz+2J+yn+3v+zn4j/bC1r4hWPwrT4uWV7p0nibxZa6lp0EkcrATCKKaQxGOGZjvbChS3Tmv3N/4LAfsY+Lf22P2X9E0rwLPpv/AAlngXxjpHjjTrK/uWtINYfT5TIbM3Co/kNIrELIUZVYLuABLD+ev9tn/gpx8YP+C+Xxj+E/wS8XWvwg8KxyePjpOkXOk2t+txBLcObUSXSSXE26IDDfIAScY9K/VT4beNf2lv8Ag3v/AGcfDt78ffiX4T+O3wXh1zT/AAzGsEF3H4m8ORXL+WkkFxINtzBCqsfImy5G1UljVQhoxlFq1z5J/wCC3P8AwXO+Kf7QfwI8cfsp/EX9lXWPgr4v8YNp8kWo6n4yS+jhS01G2vDNABZRx3UbfZmQPDMV5JBbaVPJ/sufGWH4p/8ABVL9jiKGTctn4tvXYZyQzWIB/lX6kf8ABzN+zP4c+PP/AASV+IniO+0+xbxT8MbeHxL4c1doQ1zpkkdxCZ1jfghZoA8bLnaSUYglFx+G/wDwSL8TyeI/+CuP7LTSMrL/AMJNNIoC427rJ+K8jG4NVcbQry+xzW+asz6PLa9OOVYun9p8n/pWn6/ef0Bf8F1fBP7QXj/9h+PT/wBmqTxZH8Rv+ElsJXPh3WYdJvTYKJfPAnldFCn5ARk5OOCAa+P/APg2H+F3xQtP2pP2svFPxpTxhN8RLG80Dwtf3HiXV4tX1BZIbaaWSB7mL5JNkb2uNvG1kHavr7/gux/wUQ8b/wDBMX9htfiV8P8ASfCus+IZPElhoy2/iCCeaz8u483c22GaJ9w2DB34GTwa84/4Nrvi34i/al/ZI+Jvxt8XWGhaf4l+MPxM1HWrqHR4ZY7KNYLOxsAsQlkkfbutJG+Zycu3QYFev1PnNeXyPqX4DfGnTf2vbH446CzC607wr4y1DwHcrnKfutPszMgI5+9cOD3Dbh2r8w/+DNj4az/DnwN+01Z39s0OqaX40s9AufOBE6fYoZ0WJ88gJvYAdsmv0K/4Js/sT+Mv2NfEHx6ufFfiTQ/EFv8AFj4lal4701dPjlRtPjuwimGXzBy4EScrkda8I/4IjfDQfBj9tH9vfw1hlb/hb511FIACxajbm9jUAdgs2B7Ae9Mk841/9orwH+zf/wAHUvjrXPiR468I+AtDn+AEGnW2oeJNat9KtJJ21aykWBJZ3RDIVSVwgOSEc4wDjwH/AIONv26/D3xW/aQ/Zn1P9nX4+aHN4g0jTPGkWqaz8O/FNrfXmmQtbabNFHM9tI3lpK1u4AfG7a+MkGt/9vL/AIJmeCf+CsP/AAcieNPhj8QNb8XaFoGl/Bix8TRzeHZ7aC6kuYL+G2RWaeCZfL2XkpICgkhecAg/Mv8AwVI/4I7fDv8A4Iz/AB1+DWnfDHxH46163+Lmk+LYtcXxNcWd15SafY20sHkmC2hKZe4fcSWztUDGDnjx9SdPDVJw3SbX3bnZl9OFTE04VNm0n9+x+0//AAQz+K/ib44/8Em/gn4s8Y69qnibxNrWiyTX+qajcNcXV44up1DO7csQqqMnsBX4+/8ABLX9pz4sftGf8F7/AAFpXjz4meOPGvh3Q/HXjqTTNF1bU5Lix0lrSwvIIZIkY4BEd1Ig/ujgYr9Yv+Dd/wD5Qtfs/wD/AGAJf/Sy4r8aP+CJ9x9j/wCDgTwp91vtPjj4jw4J+7i2ds/pW1WTUoJdX+jf6EUIKUKjfSN1/wCBRX5M/W3/AILujOp/sb+37R/hg/8AkC/qv/wdEWEN/wD8ERvjD50ayeQ2kyx7hnaw1S0wR78mrP8AwXc/5Cf7HP8A2cf4Y/8ARF/TP+Dn44/4Ii/Gb/d0r/062lbHMfQ/j7wVqXxK/wCCZuteHNHsW1TV/EHwxn02xswyKbuebSmjjiBchRuZguWIHPJArmP2TNEvv2PP+CRHgXT/AIvT2+i33w9+GltB4oa/vkkjsTb2AEySTbih2BSuQxXjgkYNdf4m8fal8Kf+CceoeKNFkih1jw38NpNVsJJYxIiTwaWZYyynhgGUEg9eleR+FPhr4a/4LIf8EdvA958afDWh6zefETwJa6zcvDbCM6XqEtoG+1WbNuaCRZCWUqTgZU7lJBAP54fhx8JppP8AgkRrmoXDyRaouhi/tnH341t9RN5Gyn/rmFH0Nf0Sf8FDdet/2jP+CEvxU8QQ+XdW/if4OXevwsh3K4bSjdowI6jgEGvwj/Zr8WyfF3/gm1Z2t40d1eal4a1DTJl4LfuzcW6Fh/tLGnPev25/4Jn6bD+2j/wb2fDnwvukjj8VfCN/BLMCFZfLspdLYg9OsZI/CvluG8RUnUxNKpvGbf3t/wCR9HxBTSjQnHZwSXokv8z6R/YV+GknwZ/Yo+EXhOaEQT+G/BukadNGOiSRWcSOP++ga+af+CMfwSj+FPxq/bYv1jeNte+PmrT/ADg5dZLOyvcg/wB3dfPivVP2pf2m0+Dv7d/7LHwziu1sYfiZfeIy0AGFnj0/SGdU9OJJ4jj2HpXrfwV+FEPwy174g3kMPkt4w8USa7Lx/rHaztLfd+Ith+VfUnzh8X/sB/Eib4hf8F7/ANuuFplmtPDeleB9HtAAP3apYXEki+/76WY/jjtXkH7af/K3j+x//wBk31f/ANIvEdYX/BvP8RI/it/wWA/4KI67C5khuvFtpHEx7pFfarEuPbCDHtW7+2n/AMreP7H/AP2TfV//AEi8R0Abf/B2s4T9ir4FseAvxz0Ak+n+garWl/waWv5n/BMnxK3974ma6f0tqw/+DvLUrfRv2D/gveXc0dta2vxs0OaaaQ4WJF07VizE+gAJrX/4NH7qO+/4Jea/NDIssM3xI1t0dfuupW2II9iK5VF/WG/7q/NnY5L6ql15n+SPzE/4KBtt/wCCvP7VQzjd4rsh16/6AleH+O/iT8Qv2XdI8YePPhf8TPHPw31rUrC3i1UaBqbWkeqrAxSESbcHKCR8YPGT6kn1j/gpB450fw1/wWP/AGoLK+1Wxsb6/wDFVn9minnEbT4sYwQoPU5IH415j+0P4HvvEn7KvjnVUXZZ6bp4kkmJ4ZvOjAQeuc/pXyWI9rTzZyp3V2vmtLn32DjRq5IoVUnaMn6PW3zP6cfib451nS/+CaXiDxLb6pew+ILf4ZXOpxaikpFxHdLpTSCYP13hxuz681+O3/Bs/wDGz4kfG7/gqhY6t8SPiV4y+JF9qH7P15qlvL4gvmu303zvEGnI8MRYkhD5Ct6kn2r9dPi5/wAonPE//ZJLr/0zvX4yf8Gp8vmf8FL9D/2f2bph/wCXHaV9fUqNVIR73/I/PaUE6c5Pol+aPvb/AIOFvhX+198Stc+CjfsryfET7LY/24PF0fhTxVa6C8m8af8AYfNe4kVXwy3ODtbaN/3d2Tw3/Bndr9z4q/4J5/FzVLy41C7vNS+M2sXU89/MJruaR9N0lmeWQAB5CSSzAAFiTXf/APBwN/wWE+J3/BK7xR8EdN+HNh8LZ1+Jg17+0rrxtFeG2s/sC2DRbHt54tm77VIDuD5Pl428584/4M1rc2n/AATc+KURuLO8Mfxg1ZDPaMWt58aXpA3xk8lD1BPJBFac0ee3W39eRnyy5L9L/wBeZ+dv/Bcg/wDG639oT/sc/hv/AOmi0r9yf+C8n/KHb9ob/sT7n+a1+FH/AAXU1+xsv+C5nx20+a8t4r6+8YfDyS2tmbElwsekWW8qO4Xcuf8AeFfuv/wXlOP+CO37Q3/Yn3P81rDDJqpVv/N/7bE6cVJOnSt/L/7dI/Az4dRFfh74fbrt0y1bn/rilfqD/wAGpfxijm+Cfxt+B9587fDbxb/a+nROuF/srV42liRcn5tssFxuxwPMGetflH8F/H+ieNvAOlQ6PrOn6jNY6dbQ3SW8wke2YRKMMvUcgjn0NfXf/BCrxtd/C/8A4LW+H7GwYNZ/FDwFqemanCRgBrF0uoZh6t8uz6Ma+G4ZrOlj50JXTlfT01/K5+h8WYeNXLIV4NPla1XZ6P8AGx9v+KvD83/BDH/g3I8W6PHdLZ+IvBegatp+nXQKl31LUb+4jtZ8N8rsr3UUhGMEIcDHFeo/8G5GhReHf+CKHwCt4YPs6yaNdXRXHVptQupWb/gTOW/4FXx//wAHmfxh1LRv2ZPgt8ObYNHpvjXxXdavfzJKVZxp1qPLgK4wyM94HOTw0CcHt9mf8G8l/wD2j/wRd/Z/k2qu3w/JFwc/cu7hP/Za/Q762PzJ02oKfdtfdb/M5/8A4IDf8kN+PX/ZfPGv/pcteD/8EzNPh0z/AIObv25o7eNIo20XSJSqrgF3hsnc/UsxJ9STXvH/AAQG/wCSG/Hr/svnjX/0uWvA/wDgm/qJT/g6P/bctQqss3hvSpS2ehSHTBj/AMfP5UyD6K/af/5Tx/sq/wDYh+Nf5afXzH/wd7rv+AH7Pwxuz8Rug7/6BcV9OftP/wDKeP8AZV/7EPxr/LT6+Z/+Duz/AJIT+z3ndj/hY/OO3+gXFYYrSjN+T/I6cH/vEP8AEvzPm/8A4NToGt/+CpXxgVhj/i29vxjoPt9vX0//AMFfv+VhT/gn/wD9d9T/AJrXzJ/wauW7W/8AwVW+Mm6TzN/w4t2HOcD7fbcV9N/8Ffv+VhT/AIJ//wDXfU/5rWWX/wC7Qv2Rtmjvi6jXdn09/wAF2vBH7QnxA/YSk0/9mWbxRD8TT4gsZFfQdWi0u7+xr5nnfvpJI12/cyu7J44IzX8sP7VDfFnSP2o/F1l8drzxJqHxe0meCw19tb1JNRvI9kKeUhnRmRwIygG1iAMCv6o/+C5v/BQbxx/wTQ/YeHxI+HuleFdY8RyeJNP0VLfxDBPNZeXcFwxKwyxPuG0YO/AyeDX8sP7Z/wAbfF37T/7XPjr4keOLPw9pfi7xnfJeX9poizJYQMkSQ/uhK7vgiMEhnPJPQcDatKDapvd9C8rjNVVVS0XXt2Nb4VfGy/0qwbQ7rfNCy4hlB+71yP5VNqdw13uBXqSeOPzrhfhIGn15lVXYRru6btvX+f8ASu/lti77s53Ejj6V8xXpU4VXY+0pYqtVoKM3cxtptQWU/e+Umo5Yokb5t2WGeK1GtBPtUfxH8qo3xC3G1UZgoxkVrTV2ctrNtneaP4I8Qa7p6XFvYRRw5DRyTSbNw+n9BRdfC7ULK4uLi4mtwzkFkiBYn9K9a+F1s1r4Ot4rj5mjQMA304FVfFJVt2IWX6Vh/bWInUaurFRwNNas8I1Xw5HpxYqtxcDOcN8q+/FYkqLE5AUDHYHHNdx41tVtlaRpMZbOBXA391CLlmWMgMeuelerRrTqbhOnFaQPvz/g2m/bu+Ef7Bv7W/xi1j4veN9N8C6f4h8Nafa6dNfRzSC8kSdmdV8tG6D1xWP/AMHO/wC3D8J/29v2qfh9rXwh8aab460zQ/Amo2N9PYwzKLadppGVCJEU5IYEYz1r4Lult7mRvMWGTB48yMNj8TVmxso7cbo7aKNdvOFCK/fJxXoRqPltY8X+zeas6rl1vsf0a/8ABOf/AILwfsjfB/8A4J8fAfwj4l+N/hjSfEfhf4d+H9I1WxltrtnsruDTbeKaJisJXckiMpwSMjrXlf8AwQh/4LT/ALLf7Lf/AASe+EHgPx98YvDvhrxd4ftL6PUdNuLe7aW1aTUruVAxSJl5jkRuCeGr8IzZwXG3bY2casMhBbqfx6ZP1pDpcM07M1raMernyx8w6DJxVfWEc8clu7Kf4f8ABP1k/wCCF/8AwVP/AGff2XP29v27vFXj74oaH4b8O/FDx5BqnhW+uILlo9btV1DXJDLGFjLBdlzAfmCn94OM5x92/Fr/AIK2f8E1Pjz4jj1rxv4w+CHjLWoLVbKK/wBd8InUbmOBWd1iEk1ozCMPJIwUHALscZY5/m3XS0utvnW9u3ljaoaNSU9AOOlTJpNntYNY2eVAz+5TnP4VMsUl0NVkEm9J/h/wTmPhdqNv4asfA+qXjraaXpviWzvbiZo22wW63xcyYAztC88Dpiv6fP2hP+C1H7AH7UnwY8R/D3xz8bPC2seEvFVobHVLJBqdqbmEkEr5sMayLkgcqwNfzbJarJEySKr44JI+UrjpipItCsYsN9hs+uGzboRj8q5I5hGLtbc68Rkcqii+a1klt2+Z/QF+2p/wcb/sjfB39ijxZ4f+Fvjm08Z+IP8AhF7nRPDHh3w9pN1shf7K0MG9pI0jit4htZyWyscbbVdtqkg/4Lk/sofBD/gmcngHwX8f/DcPjDwh8MRoGhfYra8SVL+20ryLfyiYAoYSom3PAOK/Ef8AZu0q1j+NvhZYbS1jjk1CNZYxEqrINyjaQOCDyMHtXvfhsf8ACI61qENhpfh+Ly7mTZ/xLLfMZDEDYduVxgHOetfP5lxh9Uq+zVLm0/mt+jP0jg/wTrZ/QlVo4pQlHdOF9HbrzI+7f+CGv/Bfr4d+Cf2HhYftUfHpoPitH4gvWki8SQ3Ul/HZMsJgyUhI2kFivPQ14f8A8EdP+CjX7OH7HH/BVP8AbU8WeI/ix4d0vwH8SNei1PwpqrW119n1WKW8vbl1jCxFv3X2hUO4DkcZFfInxQSDxndatfaxbW+o3y2rbp7iJJHbb0+YjNePaN4ZsbyRYZLW3dYId8atEpVTz0GOlduW8SfWqblKnytb63/Q5OMfB2pkNaNKWKU+a9vcts+vvM+oP+Dg39r34c/t4f8ABRT/AISz4P8Aiuy8deHbX4Opoc97YQTKiXov9RlMGJEU79ksbcDHzjnOQP0y/wCCVn/Bc79kz4Ef8E2/gf4N8WfGzwzovibwz4M03T9TsJba8aSzuI4FV42KwkZVgQcEjjgmvxD+yW+k3atZwwwrJhysUYQZx6CqOr6RDdSyMNN00tyd5t0ZnJ6knFdVHNk6j93f9D5vEcJOWHp01V1jfp3d+5+mX/BYv/goh+xdp/wE8GeJ/wBmFPg9qXxg8JfEbRPEtrD4b8KLpuoXkdtM80imZbVG2OwUONxzu6Gvr34m/wDBQr9hP/gtl+yJp/h3x98ZvD/gfSf7U0/W7zQvEXiO18LazYXVrKJPs0n2ltrqfmjdoGcFXYpIrbXX8AvFWj2umPaSw21nGyxKoeKBUbPOeQK53VdB0vWWkkvtL027lyNsk9ursMe5Ga9B4y3Q8afC8krKpr6f8E/b7/g4M/4LefBT4gfsTeMPgT8H/GWj/Ezx18R4ItLlufDkyX+k6FZCeJ7iae6Q+Ud0SuiLGzEMwJwAA35K/wDBPP4w+Ev2af8AgpT+z54y8Ya1ZaB4N8J6/JLqOqTK7RWkf2R0UvsDNycDgH+deUxQW+k2i2+n29nbI3/LO3jWMHjpjAqjqNkt3bgXEe6PIVQybufTuDUyqOU4ztsdVHJlTw86HNrK13001P2I/wCDlT/grj+zr+2n/wAE34/Bnwp+KWh+NPFv/CXaXfx6ZZW90szxR+dvYb4lHG5e+ea9K/4IV/8ABX79k/8AYy/4JXfCf4f+MfjN4V8P+LtNs7q61jT3trtntbi4vJ5yrlYSu4LIoOCeQeTX4U/2Tb2Cho7eJWVsKywbW9xwKbN4fhmdi1vZhsFj5kagn8SK2+sdbHDHhuT932n4f8E/ZP8A4Iof8F9fDvhT4k/tBS/tMfH28XQ9S8QQXHw8Ovx3MkU2m+ffq72uyEkRkCAc4+6BjINdH8Nf+C5fwC/Z7/4LPfGbxtY+KJvE3wT+NHhnw02q+M9I0u7uLHwtrFiLm0iiux5YdEljc5dVY7jEMY3FPnTQ9A0nWvBPg20vNJ0vUIbfQrUQPcW0cuxSucLuBwPau/0bw1p+m/C+4WxsdNt9PuEktbyyjt0jilbPVkA2txjqO1fE1+OfZycPY6p2+L/gHof6m9fa6f4f+CfoMv7UX7DHg/8AbL1r9qBf2kfhM3jjUPAyeDrqKHx9ps8J05LpbsslmjmdrhnSNeNx2xqFQEsW/MP/AIKVftz2/wDwVn/a6h8ceCtN1OH4S/C3wzqeh+E72/s3t7nxRf3q4uryGJvmW32RRIm4BjjJAJZE4W+/Zz+HdrqP9oW/gXwjFfLJ5qzLpFvvB9fu9a7zw/pYuyqq3l/LtRdo+XHTGOgrjzTjH6xQdChTcb6Nt9OtvXv+B05fwv8AV6yrVp81tUkuvn6H1t/wRU/4LY/ssfsz/wDBLb4N+A/HXxk8O+HPF3hvR5LbU9Nuba7MtnKbqdtjFYSudrA8E9a/KH9nL9oK9/Zv/al0n9pLwfp8niq18F/FjxBrcNrbqyvr2iX0jW915G4D52gL7Cw+VgSQcYr6E8dfCfSZdRW6l0LSbmb5jNI9lEzSE/xEkZJ+tcP4o02Oyh8uNVhiiXakaoFVAOgAHA/Cuipxh9Y5VSp8ri097901st7m2X8Iwg5qrUupRa2t1Tvu9rH7EeMP+Cg/7Dv/AAUr8D/CzxNr3x+8B+Hx8PfFmn+PNK07WfFVn4d1C11K1jlVIbq3u2V2RfPcOq8FlG1yOT8K/wDBzB/wWi8A/tbfsoax8DPgLqR+IsclzBq3jLxHpSmTR9OsbV/NW3jn4WaV5RE5Me5FSNuSSdnwhrnwy8L+LdUN1qfhvRb64bhpLixid2PqSRXY+DbKy0LSY7WxtLWztVYqsNvEscYz1+UADmvSqcWe5enT183ocseCHGo1Uq+75LX8/wDM/Wz4r/8ABdz9kfXP+CdviXwdZ/HDwvceJLz4c3Wjw2S215vku20xoliBMOMmQheuM1gf8Ezf+C4f7J/wV/4Jg/BzwL4q+NfhnRfFXh/wLY6XqWnzW14ZLO5S2CPExWEjKtkHBI44zX5reHfD2hpNGw0PRxJnIYWMOVPrnbUPjvwjo+o280jaNpLyTMWaRrKJnLdyTtySazjxlFu3sv8Ayb/gGP8AqZK9va/+S/8ABPkv9lX4jat8L/hJotxblgvlS7reQfJKjTysM+mVbI9Qa/ZP/g3y/wCC0v7O/wCyj/wTE8KfDf4sfFbQ/B/izwhquq2f9n3ltctKLd72WeJ8xxMuCJSBzn5a/Ij4ir9kvbqMbR++YBR2xjFerfsdWXh/WNF1DSdU0vS2vEuFuI7qa2iklcFcfKWBPB/Cqp5ksHCpi+S/O7tJ+b8vM9PMsl+s06WGU7ezVr230S7+R9hf8FWv+CuPw7+Nv/BYD9lX4n/C/wAc2Pif4Y/A2e2v/FOt2dhctBpUWoapFa3wkLIrZ+xqGGAehxk5Ffps3/BxR+xWgP8Axf7wp8vpaXx/9oV+Rdh4RXR9Ilt9PGi/YbgHzIDYpFvJ4+YKPm445Brm7rwJp6JGk/hXRtyzBwYLGFzgf8BBrnhxq3Jp0eunvf8AAPOfBbsrVfXT/gmz/wAGw3/BQr4Z/sPfGX9oHxJ8ffG+l/D+6+J9vo2saa19bXBXUi8uoTTNGERztUzKOf73GcHHsX7U3/BV79njx3/wcp/sz/GfSfijod98L/BfgbUtM1vxAkFyLbTrmW11xI4nBjD7ma5gAwp/1g98fO3iKw0+/wASX2l295s4Q3Vmsmz1wWBwD7VlX8Ghmyazi03SFgkxI8P2WJUYjOCVxgkeuK0p8ZXir0tfX/gDlwX71o1dP8P/AAT9k/iz/wAFt/8Agnv8fPD1vo/jr4ofCvxppNrcrewWWveH5tSt4Z1R0WVY5rZlWQJJIoYDIDsM4Jr55/4JMf8ABY/9kL9lnwT8btD1D4q+DPB+k6t8ZPE2teHLC30+4htjpE8sX2WSGOKDbHEyL8qgDAHQV+YepeCdHub5Vj0XTGaZgFVLKI5JPbAr1H4ffsraTbzW2oeJNH0vy4QGjtXtY2ZwM4DccDpxXoUeJPaK/s9PX/gHPLhCUXZ1f/Jf+CfTP/BeX9uf9iD9rj9g/wCIlr8JdW+FPib45+KtS0Y2V5pnhfy/EGoONTs/NK3bWyyb/IRwSZASgK85wfm//goNJAP2QPiFpWk27eTb6W+yOLBxGk0bs2B6KrMfQA12Ag0XTL3z7PQdFsZosiGS2sIonj7YBVQR/Os691LzWYqqxyvncSc4X2Hr/SvFzbiWEpQ9jvF6rvqtPwPWyzInh6VSm5359NttH5+Z+g/xJ/4Ltfsj6z/wTp1/wba/HDwvN4kuvhvcaPFZC2vN73baW0SxAmHGTIQvXrX5n/8ABAT9rv4c/sF/t1eGfF3xg8U2fgXw3qHwDfRra+v4JTHLePrltOsAEaMdxiRn6cAc9Rm1/wAIV4feUs2haIufm3Pp8TNuH4d+uetUddt7HWpVivtP0+8hjb5BPCsu0/3sMDiipxgp1YT9l8N+vdW7HLT4PlGnKHtfit07O/c/Wj4wf8Fkf+Ccv7Q0mmt4/wDH/wAHfHDaMJRp58QeGJNTNiJdnm+V51q3l7/Kj3bcbvLTOdox8z/8EYP+CvH7Jv7I2hftLaTrPxP8H+CtH8S/HrxL4h8KWMOnzw282iTRWKWk0EcUO2OEiJlVcLgJjAFfC934U0Iy7f7C0VVYED/QIeP/AB2q+oeHNHvk3S6RpM2z91HvsomMajoq/Lwo7DpXV/rrG9vZP/wL/gGceCJv/l7/AOS/8E+6P+Cyf/BSH9g79or9k/xpqvgnxN8Jde+Mmqar4euYNZg8NFdcmW31fTvNf7Y1sJfks4XX7+fLTaOMCvsPxt/wXv8A2EfiP4V1DQfEXxo+H+v6HqkRt73TtR0q6u7S8jPVJIntyjqfRgQa/ERfCGjxSl49J0lWwRlLOJSPX+Gq7eCtFjdj/YmkM3YLYxcD3+Wn/rpH/n0//Av+AargWTV/bL/wH/gndf8ABQL4qfAv41f8FS7vXP2c/wDhDW+HNv8ADeys7pvC2jrpdguof2hOzq8axRAymMod20kqAM/LgXv+Cf8A+034E/ZC/wCCsvwl+IHxK8RWnhHwbY6Dr9pPqt3HI8CSyW6pGn7tWOSx9O9cFpmmWulwOtnZ2tumCxjhiWNT3zhQBmvIP2hr6LUfE9nYzrG8NumWidQy7iMg4NYZbjvrma/WuW2m1/Kx6eKyf6vlLwXPfre3nfa59nf8HPP/AAUc+CP7fdz+z7a/B/4g6T46m8L6jrU2rJYwzobOOaG0EbN5kajDeW44z92vYv8Ag22/4LffCf8AZ4/Zc039nP40eJtP+HeqeCry7bwzrusyGDStasLm4lutj3LfJDNFJNIuJCiFDGFYsGA/HPW9Jt9P1JY4YY49i5JjjC7gfpS2ugw6zp91HcQwTx7QNsqBl/I19ZLGOM22tD5mORqUPq/Pqm2nbulp+B/Sl4d/4KT/ALD/APwSx+CHjO88P/HXwd4stfE/irVvGFxpfh7xJZ+JtWvNR1Cdp5IYIbRiVj3YRDLtVQF3yE5Y/j7/AME9f+Cu13+zh/wV98aftTfEzQNUTwj8ahqGmeI7Wxie6uvCVhLPby2c2wYMohW0hR+NwjLkKXwh+NtH8JaXpd0slppOm203TfHAqsPxAzXp3w2sWe4hDDd5nAUD7ua4sVnEoJSpr/gns5bwVCpGSrz1a0stvPz9P6X9E13+3L+xL8bvj58PfjtJ+0l8J4fEHgfQ9T0zSIbrxvp+nj7PqP2ZpjPaTss4lUW6hQQhHmSBlY7dv5x/8Fjf25PD/wDwV8+O/hHRfhPLd6x8Ifgmt9q+peKWtngs/EOszRCKK3sy4DSJCm8s+ACWfqPLZ/zR/aS8E+HYPFTOmg6OrxRKJXSzjDM2AcnA561+k/wg8Nw6l8AvD62lvHHay6WiosSBY1GwjAA4HJ6V81xVxZPD4FewhrU016J7/MeUcIxp45+3nzKm07JbvoeWf8EGv22PhX+wZ/wUf+JniL4u+MNO8C6LrXgODTrC6vYppEu5xewsUXy0Y5Cox/CvZv8AgpZ/wVe/Z3+NX/BaP9jT4k+F/inoWseB/h1NqDeJNWiguVh0gSFdnmBogx3YONoPTnFfnT+07bX3gzVr5LK0tZGsbpkYTQJKUBPUBga4nwJ8cWsdIaPUNH0me3dwska26KsnuwC84r3MHnE44SEo076Lrb9GeXmeQqWLnLnsm77f8E/Xn/g4j/4K1fs6ftvfsB6f4F+FPxT0Txp4um8baNeRaZZW10s0kUckm9hviUcbh371+Of7Vfgz7H4iXUohiK6+82O5yevrXrvhf4jeDdTvI5LO2sbG8ZNuI7VI2UnsCBmp/if8PF+JPhKOGNVMqNmNs9fSuTEZzN4mEnDlS877/I3weVKjRnHmvfyseFfs+aI0lne3uPuKB092rrNY/dk7eOMnj2rrPhv8Lrn4f+GWtb+JUklfqD1HP+NZ+t28TXLLH5YC/IAw71yVMV7Wq5I76OH5KEX1ZytlGolY4XbtOCetZd9bxtcsd6rnqM963tStPI01s7f3rZyvVeDXLamfInVfvfKOc16mHlc462i1PqXxt4y0fwDrOo6T/aFjL9luJI0aKQPuAJxgjg+1eZ+JfjPZq0qQedMzYAyNvev1Y8Qf8G0Pw2mLf2f488Zaf12/aYIZQvp0x/SuF8Tf8GzNvlm0v4ssoPCfa9DDA/irE181g8wwFOK5nJteRlUxlR6qP4n5L+KfFU+rzOkkbRrnjB3NWHGGubpd3ln1A/wr9RvEf/BtP48t9w0/4jeD75c5VZ7O4h/TkV5zrn/Bul8eNIbfaX3gnVAvRodQMefwMa/zr3qOfYCO0mjmnUnNdvlc+ALq2SSdn2javBp+nYlDLnbngFQSo+vv7V9keJP+CF/7RWhRt5Pgm3vGb732XUIWLD1GWBxXnPjD/gl/8dfh7C7ah8N/Enlxjl4YRIq4/wB3Oa76OcYWp8NTQ2pxZ4OYZN+4hcKuCSOuOn5ZpbKdpU3H5s9cgc9+a6DX/hlrXg7UGtdW0u6sLpRvME6FHz06H0zVWPRJ9m0K25f7wB6dSK63Vpv4Tpp05Nq5WCK8S7FVWznIq1axPMW3fKG4zjqR0FFnp80KfNHJG3GdyY3YrQtLVXILKy99uPv/AE54PvWdSpF7HTTunqQR2DCRif4CMflVmGwDL97aFbnIznNWY9LVwvytj1Ixmrq6Srfu/L3bwcZ/CuGd76nVTpdGdh+zLp3nfHXwijfNu1KHr3G9c1754e0M6t4/1Daq7VuZ3Ax7mvCfguk2g/EzRbyNfLe1uldCf4CCP/119XfCvwTL/wAI5PdtHJJcXDvlsffLc5/Wvy7jCTjiIyj9/wA2f094MTVLAVpvd2j+T/I+f/G1mDa6xgf8u0g47fNXP/sYfsjeLf28v2x9C+D/AIQ8UaP4L1LWNEvdWbVtR09r5EW3C/uxGGHLZPJz/j6Z8UvBs2n6Nq3nwyIfs7Y+U8rnBrx34Y/Ej4j/ALNPxch+J3wp8ZP4F8beH9Ku7SPUf7ItNUR7aQAvH5VyjxgnbjdtyM19RwfiqXJzVHpfX7v8z5Dx3qVKs6ccG/f5dLPzT36aH6DL/wAGlPx2Rgf+Gi/AeR0z4Rk/+Lrzj46/8G4vxq+C3xO+E3hW7+Onge+m+LPiSfw3a3EXhV4xprxaXe6iZmG/5wy2TR49ZAexr9kf+CL37Q/jL9rD/gl/8IfiJ8QNZPiDxl4o0qa61PUDaQWv2mQXc8YPlQIkS4RFGFQDjPXJr8ff2KP+Clvx8/a9/wCC8Xwl8E/Ev4iL4o8D+G/ih4vj0TSDoGm2Tac9jpWo28TefbwRyyfubllw7EHGTuOCP0n6vQi17q+4/lWOa5hJNqrKyV37z7pd+7Rwv7dn/Bvx8X/2NtK+GNzrHxp8GeIl+JXxA0n4fWyweGnt/wCz5r8Tbbpvn+ZU8k5Xqd1R/wDBQr/g3X+LH/BPD9j/AMZ/GTWPjN4N8V6f4Lit5ptKg8Oy20l6JbqK3CiTf8uDKG+ikV+z3/BYn9nHxx+0f4b/AGeIfA/h248RS+Dfjj4a8U60sNxBD9g0y1F19ouW8103KnmJlU3Od3CnnHJ/8HMH/KEb45f9eem/+nSzrX2MOxh/aWLe9SX3s/MH9kX/AINgvi1+0P8As8fDv4pWnxl+G9va/EDw3pviaDTdR8Ivd/Y0vLWO4WFyXw5QSbScYJBrc+OH/Bv78SPgX8Vfhp4d1j4kfAEXHxg8QSeG9Pu4/hmkcWnXUWnXd8p2Bwp80Whi5BO6Rcd6/Y3/AIJK/wDKK79mr/slnhn/ANNVtX86/wC0L/wUb/bI0pfhf4t/aY1L4x6brHw48W2vjbwtonij4TWnhTS9UvbCYGWKPUY4YZpSbOSXdGYdn7zDZwpO0Yc2iOeWKqvVyf3s9D/b9/4J6+Ov+CWvxI+FPgfxFonwH+LutftAX82heG75PB8umf8ACP30d1YQlpFhmRZVdL3gNnDID90FWk/4KVf8ETfGn/BMT4M6X8RPFnxC+F/i6HW/ENl4YsPDmmeFZtKk1Ke5ZmISWKUeWUhimk3HI+TBBJFftP8Atx/sr6f+3l8SP2Q/HukhNT0PwP8AEG28afa0J2/Yf7MubqCUY7NdQ2PX+9XwB/wctfGj/ha37f8A8GfhLAxk034a+H7rx7qwVt0bXV3I1naRtg/LJGsMkmCM7ZRjqa6cDh/rGIhR7vX06v5LUqnXq8ySk/vPnn4Bfs6/E79tf9s62+Bvwz8ZeHPht/wjXw3j8Wy6lqmjnVWulW8itBbgFvlAEysGAz8pBzkY9M+Lf/BM39p34VftTfCT9n+7+O3w5vrz4wWet6pZ63H4L8s6QNLhhlkjZA4WTzvOAyQSu0+1d1/wRMhWD/gvb4uVf9X/AMKDTZ7j+2LDFfoL+09+zx408df8Fcv2WviJpOgz3vgvwHofjC01/VFniWPTZb21tUtVZGcSN5jRuBsVsY5wOa+aw+U4CrD2nsou7bvZd2etmGaYyOIlCNWSSe12fjV/wVW/Ye/aB/4JH/Bzwv4z8RfFj4f/ABCh8ZeI4vC1vaxeFWsn0+WWCeYXIZXAbaISNrZB3Dg19U2//Bup+1TZTM0P7TXw59AT4DXOPpu4rpf+Dyb/AJMh+C//AGVWy/8ASC+r9Gv+Chni/wAfeAP2Gfixrfwri1Sf4kaV4Xvrnw1HpumDU7x79YWMIitmjkEzl8YQo27pg1t/YuAvd0Y/cjieb45qzqy+9n416p/wSW/aYT9t3T/gFJ8ePh3Jq+qeBbvx+Nd/4QsbY4IL+2sDZ+Xux8zXIk34yNhGcGvH/wBv39hn4tf8E0vjd8IfDfxC+IvhX4kWnxg/tlYX03QTpkmltp0VtITkNh95uVGCOAh9a+hv+CCH7RX7R3x+/wCC1epN+0xJ4+HjDS/gXfGxt/F3gS38IXkFtJr2mbvKghjj8+AypIFmZQWZXXC7SK7r/g6Xtjeftf8A7Fca9Wk8an8rTSzXBmGU4CGDq1KdKMWoyd7Wd0n8z0MrzXG/XKUJVZNOUU1e6abR8nf8E6P+CNvxp/4Ki/s02/xg8N/GHwX4F0nWNUv7CDRrrw015JbLbTtDky7vmLbc/j+A9l8Z/wDBtH+1V8PfD9xqnhv4tfCX4gahaxtIujajpFxo4utvOyKaPcBI3IXzNqA4yQMkfYX/AAakf8odfDH/AGM2u/8ApfJXoX/BIjW/H2rftC/tkx+KbrxNdeGbP4xXsPhj+1XmeCGHyUMsdqZOBCDs+WP5AScDJNejHKcG4cvs4/d+u5ySzzH87l7aX3u33bH8/wD4j+OOuaN8O7qaSGLwXr2i+IY/DXiUarD5/wDwicwuhbXTyRgjzPKY9MjOeemK+rP+Ckn/AASo+PX/AAS9/ZY1H4xeJ/i14J+JHh3RdRs7S/0i08MGwmMVzMsIlWVW4KsyDB4O78D4H+3F4HtfGH7bv7YnhyzW3Fvq3xG1lVww2i5kIdj9RNyfQ1+uPhR9W/4LCf8ABr9BpthI2oeM9c8CJpM28l5p9W0mZY335wd8stnuPH/LXIyMZ8nLsrwTnWoSgm4y3a1s1prvpqexmmZ42MKGKhNrmjrbRXT10210Pzi1/wD4IB/Fa5/YG/4aW8U/GzwT4d0dvA48d3Oinw1LJJaRPZi6W13h/mkIKpnnLHjNWv8Agkt/wQt+NX/BR/8AZqs/HuteL9D+CngLX7gXmj3lvo39peIda8oeWZlDOi29ozb9mX3uVJKlNjt9xf8AB178bbX9lL/gkD4f+Dvh+TyZvH17YeHbeBTiVdL0xEupmHOdoNvao2M/LKQeGr74/Y/0OPwN/wAExfhfptislrFpHww0q3twCVeIR6VEq89cjA565r3vqWHa5XBW7W/Q8F5pjGtaktfP9f8AI/KP9p//AIN6v2iP2TfhLqXi74Z/GS3+OQ8P2sl7feFvEGh/2df3cMalmFjNFJIWn2g7Y2KhugLHCt4r/wAEyf8Agn38dv8Agrv8BNb+KHgr4ueE/hn4fsvEd14eh0e/8Nm/uv3EUEnmvLu+8wnUEDgFTX62/wDBu7M03/BFr9n9nZnb+wJVyxzwLy4AH4AAfhXA/wDBuHoFn4T+AP7Q2l6fbx2un6b+0D4vtLaGMYWGKN7VUUD0CgD8K5ZZLgZVPaulG/orfdtfzLjnOOjD2aqytvvr9+/yPz9+CP8AwSM/aQ+O37U/xs+EVr8dvAWm6h8C7jRbW+1STwiZl1s6lp63yMsZYiPylbYcYyea8e/aw+DfxC/4J5ftg/8ACn/iJ4o8L/ES8vvCkPii21jTNF/s426yXMsHkMmSG/1ZbcOeRX7Ff8E/P+UyP7fn/YT8C/8AqNx1+b//AAcM+G9P8Q/8FyvDjapJcDT9P+FdlczQwZ8y5xqV2Agx7kE57CuXH5Rg1hpclOMX3StbU9PJc0xlTHU4TqSkm7Wu307HnH7BH7KPxg/4Kc/G3xRoXwuvfDXgHwt4DEFv4i8Z6tYfbnt7mX51tbG2GFlm2AsxchVHUqSm/wCxfF3/AAbQfGjRNFnvvC/7XV5ruvxjfDZeI/BsMem3bdSsjxTPJGp6bkViB0rtP+DUbxXpuofs/ftFaSs0S65a/GLUdSntDhZreyubGxW0LL1CnyJ1U4wfLbHQ1a+LP7SfiT/giL+2H+1D8YPiZ8Mfiv8AEH4UfGbVdD1nSPEPguzttTtdBW1sPsk8WoiW4ie0IfyUR2BidQgDhvkHXg8tw0KCiop3Su7bnHmGbYyWJm+dxs2kk2rWZ+c37Ov7Pvx+/bJ/4KD+KP2Y5NT8L/Bz4ifDbQbrV/El9daadXs9RkhubaFPsgJyIJYruGZGb5sEg++v+31+yJ8Yv+CU/wAVvhXpPj/4ieE/iZp/xVTWREunaAdMl046dbwS53BsNvM6jBBwFPqMfQn/AASC/bO8P/8ABQj/AIOXfiZ8YPCfh/xV4b8N+MPg3vsLfxBaxW95MsF1pFs0u2KSRCjSQuFIc5C9jxXQf8HbEvkfHD9kZj0U+M//AEi0+uLGZPgY4So4U1opO/W+vXfRm2EzbHTxlNTm9ZRVtlZtdNtUeH/sC/8ABHz9oj/go1+x/wCDfjNo3xy8B+D9L8dR3NzBo0vhH7Q9gIbua22eZuy+fJ3ZPPzY5xmuV/4Kbf8ABK/4+f8ABLj9mtfiZr3xk8C+OLO61mz8PjTofCrWrK90XCzbw/8ABsztOQc8g9K/Vr/g2i/5QffAf/rx1P8A9PF9X4k/8FmP2uP2zPHviLxh4P8Ajb/wtPT/AINx/E+W28MJrHwxtdI0W7SG8mNiItVFvFJK5tkkdVBbzEQsSwyR2SyfAJWdGP8A4D/X3nHHOMe3dVpf+Bf8H8D7em/4Niv2kpSf+MlPh+w7E+CcEj/vqvnX4sf8Em/jr8Jv+CiXwr/ZpufjJ4Hvta+LGjahr1t4iXwsyppqWcNxI0DRb8OH8g/NjILe2D+9X/BQjxd4+8A/sN/FjWvhZFqk3xI0rwtf3XhqPTdNGpXj6gkLGARWzRyCZy4GEKNuPGDX4P8A/BLL9o39pT9oL/g4W/Z5f9p9vHUPjbS/Deu/YLTxV4Hg8KXUNlJpd/ho4ooYjNE0yTASsnWNgOhAcsowF0nRj/4Cv8hxzjMLNqtL/wACf+f5HvX/ABDA/tJIrFf2kvh6zY4DeDCAfYndXyp+1p+yZ8Y/+Cc/xw8O+C/jNb+GL6y8cQ3EvhnxP4YlmbTNSktwGmtpo5gHhuFQq2CNjbwFLYJH7K/8FiNf+IWifFv9jmP4e3HiKG4vvjpo9vrkelNLtn0gwXJvluFThoBbiRm3/KAueCAa+cf+Ds+3iPwd/ZwnG37ZH8UYY4jn5gjWVxvx7ZVM/hXHmWSYKWGny01FpNppW1S8juyvPsdHFU1Ko5JtJpu+jduux+bZt1MYZcgzLsHPc185/FG8+3+P76QScCbYNwzjHFfROo3MVjot1JP8sduhkdj/AAAZO4ev/wBevnG+0db68kmEm5ZGLAjuCcivluG6cbyqP7z9PzSMnBRiZV5pEOowC4VW+YbSQc06Hw79i8P3U0UhlbeNykYwtXtJsFiuVguvMk3ckx/KMmug1XQ20kR223fFchlBZvlJA/WvscVyctzwMDRk2r79TirFGkkJVVaRT8o7E9q9N+GVnJ/a1irbVd3DqFPQZGa850qNEj27FWQPlgD0PtXqHgezaXxVZF8hVjHPvzXzWOjayWx9jlsWrp9jifirdf2n4hugNrBrySM7h1A46/hXffs1/t5eKP2flh0sx/8ACQ6Cr7fsVwzF0GR9wg9BjH41xr+Fbrx14thsbWJ2upNRkj+YbhjnmqfxT+CPib4b6o0V1pd1JDH0kijLD8vxqsbh8LiaMcNildWWj/Q+eqSxEK1StR79D0f4q/EvQ/jb48uPEGn6dNYWerHMttcndsY9Rn0zXn2tfAKz1CxhudNuFt5JCSyORtBpvwvhd9JuY5I5EaOYEKykMfXivTPD6s+nyY3dcHmuD20cNT9jQ0X3nJX5qsuarv6WPI9E/Z41pdXjuGntUjtznKHG4da9U8NRtY2q27r5hUks4PpWktuiOFYMNq4VjzipHsxHar/FxgY9a4K2MnN6s41TsZ/iLUBLZx7uWK8GvP8AULJjcNt27S3cetdnrtmzjcdyhc1gS2aedtZvmIzXXQaig8jj/E9l5UYh27sc4Nef+IJmt7/awC4QcfnXpXiuN7iZvmMnlrjHoK81125WK/Kt8pwO1fQ5c1K5w4qF3qftB4x/4OD/ABPc+Y2lfCiC1iOcy6hqO5QP+Arz+deaax/wXn+LGr3CxWeheAdN87O3e7SsB7A45r4dsviXY2G2K38m3h258u1uJHyPcdqu2Hiq61S6DWdjrF95gwBFpjXAx9dteD/Z8aerpq3na35npPB4aC96S+8+qPEP/BW79obWGZotc0HT4F7WukCVgfbk/wA64nVP2/fj14timkuPihrVluYBhDbLZt+BK4/WvNNH+H/jPxFOn2HwD4nut3zfuNEmQfXpiu78Jfsd/HTxC/8AoPwz8cNGehe38pf/AB8j+dRalFXSivncObBx6owta/aD+LWvzqt18TPHF2qrwqa5tyCSNxCsCfoPSsjVP+El1+23X3ifxxqEn3XFzqlzIuM8fdcjp6ivfvD3/BLn9o7xdAF/4V39lX+H7bcxRY469Sa7zQP+CHH7QmrjdJa+E9LZvmAk1J259TtTr9K5qmJgouMbI0+vYSC/4B8Z2PgqzuZwb+3FxIu355ZZFZQTjkuPm+ma1E+GVnJua3t13MQxQ20UwAxk9DkV9/aD/wAG/wD8XtRaFtV8ceELJk7xLPLjgdOBXf8AhH/g3U1J5Q2s/FCFmP3hZ6aQF9wXbr7dKz+vJxVpP7jmlneFht+R+aEHgLT3jVZLO36A7VhdB/UVen+FWlPC7Lp8K89FkXkfiAa/Wrwt/wAG9PgWwdW1Lxx4svmxhhGsUK/oCa9D8Lf8ELfgboAVr638S6zJtxm61Riv/fIArFYqpze62c8uIsPfRfgfihb/AAW0e6uvLjg3zNlVjX94SenQc559K9I8Cf8ABODxJ8QpozDpctjauN/2i6YQRqOOe7Hr0xmv3L8Af8E+vhP8NbaOPSfCdha7P+WnWRsdDu613dn8B/CNgQI9DsifUxbv5muv63UlrqccuIY20ikfkX8Bv+CMejaPfW/iLxJ4wjm0XTbmP+0FsohEYixxhTK2XA4PCnjNfUVp/wAEyfh/4d+FseqWPxI1KHSVuFQXV1ZwbJGZ8AZ2qScccelfZXiD9nDwj4h1O2vLjTfJuLXCKbeRolcA8BkXCt+INY/jzTfhjZ+E5NJ1rUdDt7WzvIi8ckkbSQzj7nykHBH04rkq5Vh8W+bFU+ay095r8jty3jzNMAlDCV5QXMm1G1nb1T1PhD4qf8E4/hb8RPBmsaZ4e8W6t4g8eapamDT2WLy7SI9SWjC8+hOSckV8kfEb/giz8VPCHgrxFfRro+oWttpt67GOYxsFSJiflYdcA96/aLw5+zn4B1m3+3aQ100h3Il/Y3rwy7T95VdMDB9vzrY+JHguHw98BvFWn6dBM2NBvkjXe88shNvJ1Y5LMTj3JqsLg/q8FChG2vqcuYcY47FVHOvWlLp72v5WPBv+DdU5/wCCKvwB/wCwHP8A+l1zX4rf8Ep/DN9Y/wDBf/4W6tLa3Een6j8XfiRb29wyYjmkisJDIqnuVEqEjtvHrX6if8EGv+Ci37Pfwd/4JF/BHwz4u+O3wZ8L+I9J0aaO+0rV/Gum2V7Zuby4YLLDJMroxVlOGAOCK/OP9g74+eC/A/7fv7OPirXfEeh+H/Buk/HP4v6lc+KdT1CCz0IwXmmWKW0i3sjiFlkaJgp3YYlQpYnFfq1aVpw9f/bWfGUeblnyrpr5K6/Wx+6v/BQX9uKb9hvR/hLdQ+F4vFH/AAs74l6N8PnR9SNj/Zq34nJuwRFJ5pj8n/VfJu3ffXHPiX/BzB/yhG+OX/Xnpv8A6dLOvFv+C2X/AAUH+AXxd8N/szw+Ffjl8HfEkmh/H/wrrGpLpnjTTbr+zrGEXYlu5tkx8qCPeu6V8Iu4ZIzVn/g4T/4KG/AD42f8EfPjJ4Z8G/HP4OeLPEmpWlgLPSdG8aabfX12V1K1dhHDFMzuQqsxCg4Ck9Aa6DA+y/8Agkr/AMorv2av+yWeGf8A01W1fiR+0b/wUJ17/g4H8W/B6TVvhh4W+Gvg3wdJrst25+IFnrV/qsN1a/Y3iWwWKG5hKspId02kNuBGF3fqR/wTD/4KZ/s3fD//AIJs/s+6Dr37QXwP0XXNF+G3h2x1DT7/AMd6Xb3VhcRaZbpJDLE84aORGBVkYBlIIIBFfAf/AAV2+F/7Dvw8+H/wXvv2Yb74Cv8AEV/i94eiuP8AhBvElnqGqf2e32jzsxwTu/kl/JDHG3JUHqK7MvlTWIg6seZXWl7dfR/d+JnVu4ux+i3/AAbvfGLVvjN/wSD+Ec+uSfaNU8M2974VlnBYiePTb2ezgfLEkkwQxZz/ABbuAMCvyT+MM2oftTft/wD7UnxHv5PKmbx9e+CrVXIJt7LRgtpFjjgvjcRzzivuj/g3p/b4+BP7P3/BMfw/4X8efGr4R+CfE1n4k8QvcaRr3jDTtNv7ZX1a6ZDJBNMsiblIYblGQQRwQa+L/wBlfTrf4yfEX9ou/wBBurDWtJ1f4xeLb/T7+ynW6tb+2e8DJPDKhKSRMpDK6EqwOQTXdlOIp4WpXxFTaFOdvmuX9Tow9OdStThDdyR7t/wRWsmsP+C+HiyNt23/AIUChXPp/bFhiv0++NP7aknwj/b0+CXwTXw1HqEfxg03xBqD6ydQMTaT/ZcEEoUQeU3neb52M+Ym3bn5ulfkz/wTT/ag+GfwB/4Lm+ItY8efEDwR4H0iL4Groh1HX9dtdNtJbwazausCyzSKpl8pC2zO7CMcYBNfSn7WP/BQv4AeI/8Ags3+yL4s0/46fBu/8L+G9A8bwavq9v410yWx0qSe0slgS4mWYpE0rBggcjeVYLnacfH5HU58BSn3VzuziNsbUXmcX/weTf8AJkPwX/7KrZf+kF9X6W/ts/tHt+x/+yJ8SPikmjr4hb4f+HrzXRpjXf2UX3kRNJ5Xm7H2bsY3bGx6GvyE/wCDr/8AbZ+DH7R37HXwl034e/F74W+O9S0z4mWV7eWnh7xXYancWtuLG9UzSRwysyxhmUFyAoLKCckZ/S74o/8ABRP9jn41fDrWvCPir9oH9nXXPDfiOzk0/U9PufiDpJhvLeRSrxsBcA4IJFeseafnv/wSD/4KN6p/wVC/4L733xH1bwHp/wAPJLf9nKTSYNOtPFMHiFZ4R4jtLlZ2lhjj8lz9pKmB13r5YJxvAGh/wdH6vZ6H+2N+xTdX91a2NpHL40Ek9zKsUSZtNLUZZiAMkgDJ6kV3fwL+IP7Cf7Fn/BUrwjrnwi+IH7OHgfwvqvwr8TWGt6jpHjTTFs5bz+1/Dz2sM0v2gospjS6aNSQzLHKQCEbHv/7VHxs/4J6/tvNoJ+LXxT/Zd8ef8Iv9o/sr+1fHukyfYftHledsxcj7/kxZz/cFcuIw7rYeVCb+JNXS7q21/wBTow9dUa8a0F8LTs32d97foedf8GpRDf8ABHfwyVO5f+Em13BHf/T5K8J/bR/4Obvil8L/ANoX4tfCr4c/AnwvNqXw71+68PQ+Kdb8WNLZtJESFlexSCOU54bYsxA5G49a6T/g25/bz+AP7PP/AAS90bwz4v8AjV8H/BerWvibXJV0rWPGWnWF1FA9/KYm8qWZXCsmCpIwykEZBBr8xPjp4u0T4qf8FCv2mfEHhzWtJ1/w/rHxEvLrT9U028ju7K/iYZWSKaMlJFIIOVJHNY5liJ4fDudPVqy7/qjvyXB08Xi1Sq3s7vTyOR8JW+qjUNe1/wASal/bPivxhrV54i1/URH5YvL+6lMszhR0G48fyHQfq7/waV/FK8i8GftEfC590mk+EfGFt4h052dm8kapa5kgUE4VFa1DAKAN0sh6mvzKuND3RbznyYx82Aeua+z/APg2r/aq+Ff7LXxz/afX4lfEv4e/Dr+17rw8dPXxP4ks9Ja+CWtxvMQuJEMgXcuSuQu5c4yK+fyCtKeLnKW7Tb+9dD6niqjSp4GnTpqyi0l6Wf8AkeQf8Hcnxkvvi1+3xD4Jmymi/CT4eNeWkb4O+91OTdNKvoDDBAhz3j96/d39n29/tL/gnl4HuNuz7R8OrCTaTnbnTYzj9a/ng/4L1/FHwR+1P/wVQ+JWpeBvGvhHxh4d1XwJpVjFrGiaxb6jY+cFkVl86F2Tcp6rnI9K/Wj/AIIVf8FVfhT+2D+wf4J+Fut+LtH8OfFPwL4etvB2t+H9S1CG1v777NbrbLeWqu37+OVFVy0YOx3KkAbS301OqnWnC+qt91j5DEUGsLSqpaPmu/O/+R6X/wAG7P8AyhX+AH/YCm/9LbmuI/4N2777V8Kv2n49u37L+0b4yjJz97LWjf8As2PwrqLv9pj4B/8ABAT/AIJ3+F/A/iH4j2OtHwHoktvomlG7gbX/ABVMGeQJBaxnOXlkC78eXHvUu4HNfAH/AAbbf8FVvDf7NuvfEv4Z/tAalp/w21v4u+LLn4laFrGsTC00u9uL6ONbuyed9scEqGCNlVyAxdlyG2K/Q5xTUW9WcUaM5QdSKdla77X2uffP/BPz/lMj+35/2E/Av/qNx1+a/wDwcaXL2v8AwWu0do22sfhRZjp1/wCJld1+vngfwL8Jv2Rfjd8cPj9qvxQ8P6fp/wAZ5dGvtTuNV1a0tdL0xdO05bOLypmYAiRELksTz04r8E/+Cjn7Y/hv/goz/wAFPvGXxZ8LyXcvw78N6Ra+DfDeoPC0X9trA7yTXSK3IjM0j7M4JTaSFbco87OKihg562b0Xrc+i4PozqZvR5Fs235JJnXf8Ejv2eP2uvip8evF3xu/ZX1j4b+Gbfwvqv8Awhview8U6lcC38WvDHFcD7TbRwurKqzKqSK6Sr8wVhk5/cD9in9uSL9rbxh8VPhT408M2Hh34q/ByWx07xvo1pdnVNGmXULZp7eW0uXjjM0MsSuGSSJGjZWUhl2yP+Uf/Bup/wAFIPh1+xH8Zvi18Jfil4m0vwRo/wARNWh8XeFdb1aZLXTZ7gwrBdWs1y7BIpP3cJQPhSEf5ssgb9RPhX8Bfg/+xv8AtN/Hj9pDUPihodlB8b10afUp9X1e0tdJ0eLT7RoVMc7MARLkuzO2BgAYAJO+X8v1aHK7qy8zgz9VVmVf2y97mfS3XR/Na367nxJ+w5+xD4T/AGEv+Dp/4l6D4F0+30Pwj4u+DFx4r0/SLZdlrpH2nV7GOaCFOkcX2iCZ0jUBEWQKoCqAOY/4O27mwtfjj+yG+qahb6Xp/m+MVmu5/wDVwA2mnDJ5HcgAZ5JFU/2av+CtnwZ+Pf8AwcneNvijceOvDHg/4V6R8HJvBeh+KPE+ow6Jp/iCaDV7SaRreS6aMPmWS4CAHcyQFsAA4+3P2qPjd/wT2/beGg/8La+Kf7Lvjz/hFzOdK/tXx5pMn2Hz/L87Zi5GN/kxZ9dgratSVWlKn0kmvv0POo1ZUqsai3i0/u1KP/BtF/yg++A//Xjqf/p4vq/I/wD4L1f8Fktc/wCCi3w/1D4Tt8K9H8I6L8I/i/8ANr58cW15danJYNeadsXTTDFOok+1rJvBdV2FctyR+kf/AAQq/wCChX7OvwN/4JZ/DPwp4i+OnwW8J6to82tRvpOp+NtNs7qzjbWr94Q0Uk4dQ0TRsuRyrKRkEGvl7/gu74K/YGuf2H/H3jH4P61+znqnxk1HxBpmpLd+HfFmn3us3DzatbveSpHHcMzZjeVnIUgKWJwBkaS5vsmcbdT9iP21v2jW/ZC/ZG+JHxSTR18QN8P/AA9ea8NMa6+yi++zxNJ5Xm7H2btuN2xsehr8PP2MP+Ci2rf8FQ/+Dmf9nX4mat4Bsfh01p4C1PQodNtvFEGv/aI0sNXu1naSKOPyiwvQvlMu4GMknJKr+u3xQ/4KKfsc/Gn4da34R8VftBfs6654b8R2cun6np9z8QdJMN5byKVeNgLgHDKSOK/OHxNrP7Ev7Jf/AAWv/ZJ8T/BPxf8As++FPB8Om+MV8W6voPi7T2sLWRtLEdmLyYXDJEWaSRY95XeWYDJGBQRcbO616f1bX8D75/4LJ/8ABU7Uf+CU/wAG/A/ibSvh3H8Sr/xt4pi8MQaa+vDRvKeS3mlV/NaCVTzFtwQo+bO7ivxl/bR/bq+LP/BU/wCNPg/xF8StD8N+BvCPw7e5uvD3hPR7lr+Q3VwgQz3d0wCyyIoAXy1VRjgDLE/VX/Bzh+2b8Hv2nPgX8B9J+Gvxa+GfxA1bT/ipY3dzZeGfFNjq11bQfZLtTM8cErssYZlBcjaCygnkZ+K/BOl+dZ7XZsr6nkHj+fSvjeLM0r4eKoU9pLXv2/rQ+44QynDVk8XWTbhJW102vf8Ap28jn/i+q2Xw9v0kZ9t0v2bPfDH/AOtXjVhZLDaYwFWJdvHqOK9b/adupNP8P2NmqqsdzKHJzzkBsV5VZSGfEMcbSGQ4ZccA/WuPIoxp4fmn1PtcZNzqcse1ylLYf2lJsjBWQHCgdWPpXVa/ptpF4fto2Zt1js3GU/MpYYP6itXwX4Mt9MjN9eSD7ZkqgUbkTHce/vVTx1aR3ejXzM27zVGdw5yDxXr1Kjqwsmc2FwkqdVux5RPbrp+qFhIreWxJAB554r1D4fmS51ax+bdxlvVfWvMrcPHcq+VdeEIIzjFek/CiffqjSc7pD8o64615GY2aUmfRYFSUtj1v9kn4bQap8Y5byVSI7MvLkjq3zY/nX1Jr3g/T/EsZW4t4ZOS3zjOc/wD6q8z/AGWPDB0Xw9cahN/rL+XAyOi9sV6g82C5+8q9a/P+LMZUU0qcmtCsLT9nF83c8G+M/wAD7WOzlvNNs44bmJicRqBvXuOlePeF9O+zXU1vJCbdl/vnmvrrxJbR3iHzNy9uD0rw/wAf6Ha28z3SxL5icl/4m9OK5MpzSaj7Orr5nPmGBlVXPT6Hneq/u327cMpwc1Iw+zWLbT0G7J9ay73xzptzrD295I1pLG3O7G1j9akTUrS5lkH223kjbO1RICMduK+qjFyXMj5OtSnB2kiOaT7Y6xsGwy7iSf5VlXNg22aUJ8qDYp45q40scYBjdG5I4I6U+aLztMZgvytxzXXTlokY8rTR5j4lUPNN12jO45ryXVrVrnUJGAbAOBhu1e2eNNKj0mz8x5FRCDv6Mfxry9NHsdRklkkvFjbeQBjqK+gy2rGEXJnnYyMm7I/Yf9nPxDpogjWLwh4Mt+VTMelLkDOO5NfWPws12FVjEekaHDxwY7FFx+VFFePmFGGr5V9xhKEee1up7V4a1OR9mBHH8g+4u3+Vdxo8r/Z/vtj0zxRRXgyhFRVkKrGKtZG5ayM7qC79B1NalnDjncx9jiiisluzz60nexpQKN6/TPFaFnwfwFFFbxk7Hm1pPuWoRlvwp7LjFFFdFLXcw5mKvzGs3xN4UtPGumNp98boW9x94291JbyDHIw8bKw/OiitPsFWRzPhn9nrw14Q1VtRsl1z7VC3mKbjXL24XOA33ZJWUjPbFdbbpHelvNhhk+dT8y7ucLzz9aKK6qDdmY1ZNNWLaRrF8qqFXeRheO/tTp22KMdz19KKKqpJqF0TGTc7M/NP9pT/AIJr/Af4nftCalJqHwl+HcOydppRZ+GbC2N055LSOkIdie+WryL4q/szfD7xx4l0H4b3ng3w2ngTSbkpZ6FDp0SWNsd5JdYtu0OSzZYDJ3H1oor4/GYyu5u83ptq9D9gyWhTWCTUVqnfTf1O8/aq/YD+BX7M37Nkc3hP4M/C+11LxDMmlXWoz+GbS4ulgkUB1RmQhSwJBOK2/wDgnh/wSh/Z7stJfxdL8LPB99rWig3NpLc6VbssUiDIcAIOc/hRRXZgcVXeIpxc3Zxu1d6vXVnnzoU1ltWair829lfp1OR+Nv7A3wFm1u6vo/gj8J7WXUomuJFg8MWqorl+So2fLnJrxO1/ZY+GPwx8Sw6t4d+HngvQ9Utdxgu7LRoIZoTyMq6qCp9xRRX9ReHsVPCqU1d93qfjmK0dVL+f9GcT4/8A2Yvhr4x8Q3mqat8P/Bmo6leP5txd3GjwSTTv/ediuWPuea+0/wDgjV8LvDlvrPiKwt9E0u1sLDT/ACbe1t7dYYYVZhnaigAflRRX03HlGnDh3EzhFJuDu0tTz8FUksZR1+0fRfxs/wCCRH7NPxxulufFHwZ8DaleSOUNyNOWGbB6nfHtOfrXzl8Zv+DZj9ky70S6k0/wfreg7sFl0/V3VWIJIJWQOOM+lFFfyPgcRVTaUnb1Z93Tk5Vk5an5dfts/wDBO34f/sg+Jbqz8IrqP2eZ/srreR2khaMggqzLArMDjkMSDXzhZfCTw6mpSWraLokkeAQW0m03D8RED+dFFfVYSpN0eZt3v+iPpMLTg9Gkdv8ADn9lPwP421mG1u9FsY45Z1RjDaQIeSBn/V47ntX6/fsvf8Gyn7KPxN+GWm63rfhnxBeXl1CryBdTEMZPsqIuKKKqdap7Rav7zz84pxj8KPZ9P/4Nif2NbQ7pPhjNeNgDdcaxctnHA6OPSu18M/8ABAr9kvwRpX2XT/hHp0dsrFxG2pXrLu9ced196KK6K3vxSnr6nzMqk4u8W0y5c/8ABKD9m/wzp8qw/B3wnMqnhbnz5vT+9Ia5LxT/AME2P2a70yTXf7PPwfvpoU2LJdeH0mcKOQNzEn9aKK5acIwleKt6DVepJqMpNrTqZ3hf9mn4L/CvT2h8O/Af4K6TFO4kkWHwlbYdueTkHP41+Vv/AAWA8CeEfHP7Smt2d34H8G21nZ2dpHbQWGlpYrbBt+QjQ7WXJGcBgM0UVeIbjDnjv36/efa8LUKdTGeznFNW2aTXTofFC/DHw78KNYivPD+j2un3anck5LTyQnHVGlLFT9K734Zabb/Fi4u4/EkMWuQLGP3N4gmjJP8AFtYEbvcdKKK5syqSeEVRvXv1+8+kp0oU8S6NNJRu9ErL7tjmfiN+zV4B8IwSahYeF7CK5wW+eWaaPJ9I3coPwXivT/B3hqz0f4a6fHbwqkfkbtg+7k89KKK8vB1qlanetJy9Xf8AM97D4WjQa9hBRvvZJfkedfZbXxn8UI9L1axstQ0+SBt0FxCJEPJ5we/v1pbP9lv4fadrc1xH4Xsmk/eYWWaaWMcf3Gcp+nHaiivQo1p06sYwbSd7pOxljsJQq05TqwUmtm0m16Nn0l4E+EnhX4h/BXw/Hr3hrQdYh02N47SO8sY5ltl44QMDtHsOK+qfgR+wV8Edf8J2Ml58I/hxcSNdxqzyeHrVmYFhkElOlFFfO4zFVozkozaV31Z8BUpwc7tI9p/a2/4JyfAHRfglqeq2vwW+F9vqX2cyfaYvDVokm7A5yIxXiFx+w78GdF+BFhq1r8Kfh3DqTWr7rhfD9r5jbkIOTs7gkfjRRXi4jG4hKKU5b935G2HoU7x91fcfm/ffAzwXF+0lZaevhPw6LCW6YNb/AGCPyiOONuMY9q6j9rT4E+BtA+NN1p2m+DPC+m2IghPkWmmRQx5AbnAGM+9FFfcYXEVXXinJ/wAKT3e99z6CjhaOvuL7kY/wx+FvhnSEhu7Pw9otneY+W4gs40lTtwwGRmvoz4Y2Ub2EgZc+Tgrz7ZoorwcdUlNNydzshTjCPLBWXkeV/tlaRG95p7bpMQfKi7vlG5Sx4+org/C9mlvb2sabgs0e5ueSaKK96n/uUScN/vXyOttL149HhjG3azk9KyvF377wteswG5eBiiivpMMl9WubS+JnlIi+eb5m+5uxnvXonwLj+0XgVicbSePoaKK8HMvgR1YNvmPuzwXpUWl+BtNWHcqm3R+vcrmrekOZZplbkYJoor8w4m/3iJ6C/hmP4jhVlXr8w9a8e8erm3m6j92TxRRWOWL30ZTbUV/XY+WfjDbRyax5uxRJgDI4zXmuuXMkUx8uSSH5uSjEE0UV+v4GEfYw0/q58Xmkn7WX9dDN8Q67qFu4kj1C8jbb2krG0z4m+IHuZoTq155YIG3f7UUV7EqMFFWit+x4zqSbV2b7aldanbfv7q4kGzkF+vIrNkXzJpP4cNjC8UUVy1opN28jlqSd0f/Z" title="Bayesian analysis of the Students&#39; (1908) Sleep data set." alt="Bayesian analysis of the Students&#39; (1908) Sleep data set." width="80%" style="display: block; margin: auto;" />

<p>Let’s use the Students’ (1908) Sleep data set (<code>data(&quot;sleep&quot;)</code>), in which <strong>people took some drug</strong> and where the researchers measured the <strong>extra hours of sleep</strong> that they slept afterwards. We will try answering the following question: <em>given the observed data, how likely it is that the <strong>drug</strong> (the variable <code>group</code>) <strong>has no effect</strong> on the numbers of hours of <strong>extra sleep</strong> (variable <code>extra</code>)?</em></p>
<p><img 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fODelIswEEQ9BBD0BcbHNa7V6w8ueFG0AMUEPQQQ9AXGxzWu7eI/ZvTDwU9wMET9BBD0BcbG9YnbxH75GNBD3DwBD3EEPTFxob1L++94I8u+TRBD3AYBD3EEPTFBD0Aqwl6iCHoiwl6AFYT9BBD0BfbLqzdQw9w8AQ9xBD0xQQ9AKsJeogh6IsJegBWE/QQQ9AXE/QArCboIYagLyboAVhN0EMMQV9M0AOwmqCHGIK+2F7CWtADHAZBDzEEfTFBD8Bqgh5iCPpigh6A1QQ9xBD0xQQ9AKsJeogh6IsJegBWE/QQQ9AXE/QArCboIYagLyboAVhN0EMMQV9M0AOwmqCHGIK+mKAHYDVBDzEEfTFBD8Bqgh5iCPpigh6A1QQ9xBD0xQQ9AKsJeogh6IsJegBWE/QQQ9AXE/QArCboIYagLyboAVhN0EMMQV9M0AOwmqCHGIK+mKAHYDVBDzEEfTFBD8Bqgh5iCPpigh6A1QQ9xBD0xQQ9AKsJeogh6IsJegBWE/QQQ9AXE/QArCboIYagLyboAVhN0EMMQV9M0AOwmqCHGIK+mKAHYDVBDzEEfTFBD8Bqgh5iCPpigh6A1QQ9xBD0xQQ9AKsJeogh6IsJegBWE/QQQ9AXE/QArCboIYagLyboAVhN0EMMQV9M0AOwmqCHGIK+mKAHYDVBDzEEfTFBD8Bqgh5iCPpigh6A1QQ9xBD0xQQ9AKsJeogh6IsJegBWE/QQQ9AXE/QArCboIYagLyboAVhN0EMMQV9M0AOwmqCHGIK+mKAHYDVBDzEEfTFBD8Bqgh5iCPpigh6A1QQ9xBD0xQQ9AKsJeogh6IsJegBWE/QQQ9AXE/QArCboIYagLyboAVhN0EMMQV9M0AOwmqCHGIK+mKCHUYxSCgl6iGELFRP0MIpRSiFBDzFsoWKCHkYxSikk6CGGLVRM0MMoRimFBD3EsIWKCXoYxSilkKCHGLZQMUEPoxilFBL0EMMWKiboYRSjlEKCHmLYQsUEPYxilFJI0EMMW6iYoIdRjFIKCXqIYQsVE/QwilFKIUEPMWyhYoIeRjFKKSToIYYtVEzQwyhGKYUEPcSwhYoJehjFKKWQoIcYtlAxQQ+jGKUUEvQQwxYqJuhhFKOUQoIeYthCxQQ9jGKUUkjQQwxbqJigh1GMUgoJeohhCxUT9DCKUUohQQ8xbKFigh5GMUopJOghhi1UTNDDKEYphQQ9xLCFigl6GMUopZCghxi2UDFBD6MYpRQS9BDDFiom6GEUo5RCgh5i2ELFBD2MYpRSSNBDDFuomKCHUYxSCgl6iGELFRP0MIpRSiFBDzFsoWKCHkYxSikk6CGGLVRM0MMoRimFBD3EsIWKCXoYxSilkKCHGLZQMUEPoxilFBL0EMMWKiboYRSjlEKCHmLYQsUEPYxilFJI0EMMW6iYoIdRjFIKCXqIYQsVE/QwilFKIUEPMWyhYoIeRjFKKSToIYYtVEzQwyhGKYUEPcSwhYoJehjFKKWQoIcYtlAxQQ+jGKUUEvQQwxYqJuhhFKOUQoIeYthCxQQ9jGKUUkjQQwxbqJigh1GMUgoJeohhCxUT9DCKUUohQQ8xbKFigh5GMUopJOghhi1UTNDDKEYphQQ9xLCFigl6GMUopZCghxi2UDFBD6MYpRQS9BDDFiom6GEUo5RCgh5i2ELFBD2MYpRSSNBDDFuomKCHUYxSCgl6iGELFRP0MIpRSiFBDzFsoWKCHkYxSikk6CGGLVRM0MMoRimFBD3EsIWKCXoYxSilkKCHGLZQMUEPoxilFBL0EMMWKiboYRSjlEKCHmLYQsUEPYxilFJI0EMMW6iYoIdRjFIKCXqIYQsVE/QwilFKIUEPMWyhYoIeRjFKKSToIYYtVEzQwyhGKYUEPcSwhYoJehjFKKWQoIcYtlAxQQ+jGKUUEvQQwxYqJuhhFKOUQoIeYthCxQQ9jGKUUkjQQwxbqJigh1GMUgoJeohhCxUT9DCKUUohQQ8xbKFigh5GMUopJOghhi1UTNDDKEYphQQ9xLCFigl6GMUopZCghxi2UDFBD6MYpRQS9BDDFiom6GEUo5RCgh5i2ELFBD2MYpRSSNBDDFuomKCHUYxSCgl6iGELFRP0MIpRSiFBDzFsoWKCHkYxSikk6CGGLVRM0MMoRimFBD3EsIWKCXoYxSilkKCHGLZQMUEPoxilFBL0EMMWKiboYRSjlEKCHmLYQsUEPYxilFJI0EMMW6iYoIdRjFIKCXqIYQsVE/QwilFKIUEPMWyhYoIeRjFKKSToIYYtVEzQwyhGKYUEPcSwhYoJehjFKKWQoIcYtlAxQQ+jGKUUEvQQwxYqJuhhFKOUQoIeYthCxQQ9jGKUUkjQQwxbqJigh1GMUgoJeohhCxUT9DCKUUohQQ8xbKFigh5GMUopJOghhi1UTNDDKEYphQQ9xLCFigl6GMUopZCghxi2UDFBD6MYpRQS9BDDFiom6GEUo5RCgh5i2ELFBD2MYpRSSNBDDFuomKCHUYxSCgl6iGELFRP0MIpRSiFBDzFsoWKCHkYxSikk6CGGLVRM0MMoRimFBD3EsIWKCXoYxSilkKCHGLZQMUEPoxilFBL0EMMWKiboYRSjlEKCHmLYQsUEPYxilFJI0EMMW6iYoIdRjFIKCXqIYQsVE/QwilFKIUEPMWyhYoIeRjFKKSToIYYtVEzQwyhGKYUEPcSwhYoJehjFKKWQoIcYtlAxQQ+jGKUUEvQQwxYqJuhhFKOUQoIeYthCxQQ9jGKUUkjQQwxbqJigh1GMUgoJeohhCxUT9DCKUUohQQ8xbKFigh5GMUopJOghhi1UTNDDKEYphQQ9xLCFigl6GMUopZCghxi2UDFBD6MYpRQS9BDDFiom6GEUo5RCgh5i2ELFBD2MYpRSSNBDDFuomKCHUYxSCgl6iGELFRP0MIpRSiFBDzFsoWKCHkYxSikk6CGGLVRM0MMoRimFBD3EsIWKCXoYxSilkKCHGLZQMUEPoxilFBL0EMMWKiboYRSjlEKCHmLYQsUEPYxilFJI0EMMW6iYoIdRjFIKCXqIYQsVE/QwilFKIUEPMWyhYoIeRjFKKSToIYYtVEzQwyhGKYUEPcSwhYoJehjFKKWQoIcYtlAxQQ+jGKUUEvQQwxYqJuhhFKOUQoIeYthCxQQ9jGKUUkjQQwxbqJigh1GMUgoJeohhCxUT9DCKUUohQQ8xbKFigh5GMUopJOghhi1UTNDDKEYphQQ9xLCFigl6GMUopZCghxi2UDFBD6MYpRQS9BDDFiom6GEUo5RCgh5i2ELFBD2MYpRSSNBDDFuomKCHUYxSCgl6iGELFRP0MIpRSiFBDzFsoWKCHkYxSikk6CGGLVRM0MMoRimFBD3EsIWKCXoYxSilkKCHGLZQMUEPoxilFBL0EMMWKiboYRSjlEKCHmLYQsUEPYxilFJI0EMMW6iYoIdRjFIKCXqIYQsVE/QwilFKIUEPMWyhYoIeRjFKKSToIYYtVEzQwyhGKYUEPcSwhYoJehjFKKWQoIcYtlAxQQ+jGKUUEvQQwxYqJuhhFKOUQoIeYthCxQQ9jGKUUkjQQwxbqJigh1GMUgoJeohhCxUT9DCKUUohQQ8xbKFigh5GMUopJOghhi1UTNDDKEYphQQ9xLCFigl6GMUopZCghxi2UDFBD6MYpRQS9BDDFiom6GEUo5RCgh5i2ELFBD2MYpRSSNBDDFuomKCHUYxSCgl6iGELFRP0MIpRSiFBDzFsoWKCHkYxSikk6CGGLVRM0MMoRimFBD3EsIWKCXoYxSilkKCHGLZQMUEPoxilFBL0EMMWKiboYRSjlEKCHmLYQsUEPYxilFJI0EMMW6iYoIdRjFIKCXqIYQsVE/QwilFKIUEPMWyhYoIeRjFKKSToIYYtVEzQwyhGKYUEPcSwhYoJehjFKKWQoIcYtlAxQQ+jGKUUEvQQwxYqJuhhFKOUQoIeYthCxQQ9jGKUUkjQQwxbqJigh1GMUgoJeohhCxUT9DCKUUohQQ8xbKFigh5GMUopJOghhi1UTNDDKEYphQQ9xLCFigl6GMUopZCghxi2UDFBD6MYpRQS9BDDFiom6GEUo5RCgh5i2ELFBD2MYpRSSNBDDFuomKCHUYxSCgl6iGELFRP0MIpRSiFBDzFsoWKCHkYxSikk6CGGLVRM0MMoRimFBD3EsIWKCXoYxSilkKCHGLZQMUEPoxilFBL0EMMWKiboYRSjlEKCHmLYQsUEPYxilFJI0EMMW6iYoIdRjFIKCXqIYQsVE/QwilFKIUEPMWyhYoIeRjFKKSToIYYtVEzQwyhGKYUEPcSwhYoJehjFKKWQoIcYtlAxQQ+jGKUUEvQQwxYqJuhhFKOUQoIeYthCxQQ9jGKUUkjQQwxbqJigh1GMUgoJeohhCxUT9DCKUUohQQ8xbKFigh5GMUopJOghhi1UTNDDKEYphQQ9xLCFigl6GMUopZCghxi2UDFBD6MYpRQS9BDDFiom6GEUo5RCgh5i2ELFBD2MYpRSSNBDDFuomKCHUYxSCgl6iGELFRP0MIpRSiFBDzFsoWKCHkYxSikk6CGGLVRM0MMoRimFBD3EsIWKCXoYxSilkKCHGLZQMUEPoxilFBL0EMMWKiboYRSjlEKCHmLYQsUEPYxilFJI0EMMW6iYoIdRjFIKCXqIYQsVE/QwilFKIUEPMWyhYoIeRjFKKSToIYYtVEzQwyhGKYUEPcSwhYoJehjFKKWQoIcYtlAxQQ+jGKUUEvQQwxYqJuhhFKOUQoIeYthCxQQ9jGKUUkjQQwxbqJigh1GMUgoJeohhCxUT9DCKUUohQQ8xbKFigh5GMUopJOghhi1UTNDDKEYphQQ9xLCFigl6GMUopZCghxi2UDFBD6MYpRQS9BDDFiom6GEUo5RCgh5i2ELFBD2MYpRSSNBDDFuomKCHUYxSCgl6iGELFRP0MIpRSiFBDzFsoWKCHkYxSikk6CGGLVRM0MMoRimFBD3EsIWKCXoYxSilkKCHGLZQMUEPoxilFBL0EMMWKiboYRSjlEKCHmLYQsUEPYxilFJI0EMMW6iYoIdRjFIKCXqIYQsVE/QwilFKIUEPMWyhYoIeRjFKKSToIYYtVEzQwyhGKYUEPcSwhYoJehjFKKWQoIcYtlAxQQ+jGKUUEvQQwxYqJuhhFKOUQoIeYthCxQQ9jGKUUkjQQwxbqJigh1GMUgoJeohhCxUT9DCKUUohQQ8xbKFigh5GMUopJOghhi1UTNDDKEYphQQ9xLCFigl6GMUopZCghxi2UDFBD6MYpRQS9BDDFiom6GEUo5RCgh5i2ELFBD2MYpRSSNBDDFuomKCHUYxSCgl6iGELFRP0MIpRSiFBDzFsoWKCHkYxSikk6CGGLVRM0MMoRimFBD3EsIWKCXoYxSilkKCHGLZQMUEPoxilFBL0EMMWKiboYRSjlEKCHmLYQsUEPYxilFJI0EMMW6iYoIdRjFIKCXqIYQsVE/QwilFKIUEPMWyhYoIeRjFKKSToIYYtVEzQwyhGKYUEPcSwhYoJehjFKKWQoIcYtlAxQQ+jGKUUEvQQwxYqJuhhFKOUQoIeYthCm3r0028+7tc7X/vwkj/7yd2jO2/96OmvHv7JV08+89ufLfn6P/vg7su+/DUIehjFKKWQoIcYttCWHjf7E699//PHH79x8rtfvLv76KOT37/z3ZPfevje0TNvP0/63ed89/mXu3909ku8/tmjj5/+nTurkl7QwyhGKYUEPcSwhbbz6KOjM/7V+aC//6TEv7/7nftnP/HJ7+28Ouj/9/tn/tI7K75BQQ+jGKUUEvQQwxbazrmeP/G8xr/85Nr967vL8fcvfNqzon910P/Fub+0ougFPYxilFJI0EMMW2gzD05voPnF8fGvf3D3YtCf3lrz8P13nn3iax9+9uwzv/Tj0y/xyqA//UuPf/HT985f1782QQ+jGKUUEvQQwxbayqP3z1T2k3vkz9b4G+c+8dkF9nO/uiro3znzB8+/4LUJehjFKKWQoIcYttBWHpy7an424k8+fnoR/skF+uc3zJwU/ZM/vSLo3zn3J8sv0Qt6GMUopZCghxi20FY+On/R/MGFoH/j3Ce+fubFKncvh/Mk418d9Gf+0smvF99FL+hhFKOUQoIeYthCG9kl9tlr5mcq/nx9n/zqu2f/6vN/Crw66M/+pfsX/lVwLYIeRjFKKSToIYYttJHddfbnt9Ucn8308zX+wieeXMw/jfNXBv25v/TiV7kGQQ+jGKUUEvQQwxbayIOLl8xfdnn9hU88E+dXvLHUmb/zQuFfh6CHUYxSCgl6iGELbeTBxdedeXCuxp/fjTMu6Bc/K1bQwyhGKYUEPcSwhTZyf33QP7/a/sqgf+Pi3xH0sDdGKYUEPcSwhTZyg6C/5hV6QQ85jFIKCXqIYQtt5Ip76Le45cY99LA3RimFBD3EsIU2csWr3DwP+qte5ebMq8u/4lVuXvxnwTUIehjFKKWQoIcYttBGLvQmHgAAACAASURBVN4Dc/IGsJcF/VWvQ//OZX/wwh02L9zhcx2CHkYxSikk6CGGLbSVV79T7Jkav/SdYt+55GtcfG+qM1/9xX8VXIegh1GMUgoJeohhC21lV/DPs/3kAv3lQX+S+s+vw5985pM/Pt/6989/iYv/KFh8C72gh2GMUgoJeohhC23lbJg/6fnLg/70z94596snF9/Ptf79C1/izFf/i/P/JrguQQ+jGKUUEvQQwxbazEmN33n7F4+D+9O7Ry8P+tNPPHrtw8+Oj3/9g5PPfHqx/eTum6O3Pnn8JX763sUvceGPll+gF/QwjFFKIUEPMWyh7Xx0dNErntF61vM/PP8l/vW7577EVy7/O9cn6GEUo5RCgh5i2ELbeXQ2x7/0wcuD/kLRn/mzp1fiT7zzxfmg/6/v36znBT0MY5RSSNBDDFtoSz+5+zS43/rsZW8sdeLz9563+dtnX07+0QfPkv07xxeC/vvP//CtH6359gQ9jGKUUkjQQwxbaFOPfvDVXYvvbnXfBf3p81YvCfrj44d/fPKZX/vTi+8O9fBPdrfWfPU7nx2/EPTHxz/75uM/+/K3f7HuuxP0MIpRSiFBDzFsodty4U2ibubSfxMsJuhhFKOUQoIeYthCW/noa9/+5MwvT16OcvFbP72MoIcsRimFBD3EsIW28vye+RO716Zc8cqSLyHoIYtRSiFBDzFsoa2cf6fYk1eUf/3i/fGrCXrIYpRSSNBDDFtoKyevOHnydNjjRz87fTmaYXfcCHoIY5RSSNBDDFtoMxffLmrcU2IFPaQxSikk6CGGLbSdj8/3/NsDv7SghyxGKYUEPcSwhTb06d3nOf/ahyO/sqCHLEYphQQ9xLCFNvXTD3bvCnX01d/75OrPXULQQxajlEKCHmLYQsUEPYxilFJI0EMMW6iYoIdRjFIKCXqIYQsVE/QwilFKIUEPMWyhYoIeRjFKKSToIYYtVEzQwyhGKYUEPcSwhYoJehjFKKWQoIcYtlAxQQ+jGKUUEvQQwxYqtjasH/3lZzc4qKDnEBmlFBL0EMMWKna9sP7ZD8/4wbe+9c27R1/68Q0OKug5REYphQQ9xLCFil0jrB99cHQJQQ8XGKUUEvQQwxYqdnVYf/HuZT0v6OEio5RCgh5i2ELFrg7rjy7t+aO33EMP5xmlFBL0EMMWKnZlWH9+d5ffX/7Wtx7/984/+da3vrL75Z3v3Oyggp5DZJRSSNBDDFuo2JVhfX9X37t+312p/+7j/z587/EHr9/g+ryg50AZpRQS9BDDFip2ZVjvOv6N3Qe7sn9n98HJTfXfvdFBBT2HyCilkKCHGLZQsavC+tH7T+t9d+/NSdmffHSjS/SCnoNklFJI0EMMW6jYVWG9uxx/5/tPP3ry0jYf3fASvaDnIBmlFBL0EMMWKnadoD/N+N21+idB/+DpbThrDyroOURGKYUEPcSwhYpdP+h31+VPr9Xf+J4bQc9BMkopJOghhi1UbFnQP7nR5sxvrjuooOcQGaUUEvQQwxYqdp0nxT65Lv/sZW4EPVzGKKWQoIcYtlCxa71s5WnGP79zfnfLjaCHC4xSCgl6iGELFbsyrHcZfxrvz++cf/57Kw8q6DlERimFBD3EsIWKXRnWu4w/eu1Hx2dfkv6jG75XrKDnIBmlFBL0EMMW2pv9P/JXh/Wu3o+O3vrs9Cb6Ox8eP/r46NltOCsPKug5REYphQQ9xLCF9mb/j/zVYb17BuzpzfOnH5168kTZlQcV9Bwio5RCgh5i2EL7EvDIXyOsT266Obkgf/950N/kAr2g5zAF/EDDbRP0EMMW2peAR/46Yf3wg6cvQH9/SM8Leg5TwA803DZBDzFsoX0JeOSvF9aP/vLJU2B3bX909LVPbnhQQc8hCviBhtsm6CGGLbQvAY/88rB+dIOXt3l6UEHPIQr4gYbbJughhi20LwGP/NVh/fHbvxh+UEHPIQr4gYbbJughhi20LwGP/LXeWOrkZehHHlTQc4gCfqDhtgl6iGEL7UvAI39lWH9046fAXnJQQc8hCviBhtsm6CGGLbS1N1e5lW/tqrDevfb8wtec/+3/+Pffu3fv3r/5j3/30oMKeg6RUUohQQ8xbKFtrcv5W/qfcp2g/9KPl3zF/7Or+RNf/08vO6ig5xAZpRQS9BDDFtrW1EH/6P2FV+j/+t4Z//YlBxX0HCKjlEKCHmLYQpta3fMRQX/ypNg3rv9Klb96nPH/7D//3+Pj3/7t7kr9H11+UEHPITJKKSToIYYttKndw/v3i8UE/cm7w75+3Ze5+e2f3bv3u0/unf9/f3jv3u/8zaUHFfQcIqOUQoIeYthCm5o96I8/vfu4v+/8kz/94Tn//dKr9v/wvXtf//Onv/jVyy7RC3oOklFKIUEPMWyhTU0e9F9886u7oH/B5c+U/dXzC/Snl+v/4NKDCnoOkVFKIUEPMWyhTc0e9O9elvPXeukbQU8Xo5RCgh5i2EKbuoWgf7DwlSXPEPQwilFKIUEPMWyhTW0f9J/f3TLov/nVS33t6iP+w/fcQ08To5RCgh5i2EKb2jzov3hv6Xs/nbFlWP/ywqvcnHlFTkHPATJKKSToIYYttKmtg/7he9e7AeZyG4b17gL9N87+hqDnsBmlFBL0EMMW2tTGQf/53Wve0X657cL6Ny+8DL2g57AZpRQS9BDDFtrUpkH/6ONrP0X1civD+tHPP7niM3bPiL1wB72g57AZpRQS9BDDFtrUlkH/k93l+df+ZMug3z0p9uITYHevfPP6pW8s9cxJz1/6EjfHnhTLgTJKKSToIYYttKkNg/7kJSXf/uzBpkH/7otf/bLfO+83/+4VPS/oOUxGKYUEPcSwhTa1bdC/9uHuZejTgn73fNiX97yg5zAZpRQS9BDDFtrUlkH/zz/c/efWg/7+FXft/+2re17Qc5iMUgoJeohhC23qzdWue4RNgv7hkzeU+squvr989i2lTn7nVffQ//Jxzn/90neUenpQQc8hMkopJOghhi20qUmD/uQy/Cu889K/+NePe/53/ucrDyroOURGKYUEPcSwhTY1a9CfPOP2pV5+wF3P/+7fvfqggp5DZJRSSNBDDFtoU7MG/e7LvtRrP3rZ39rdb/ONV/e8oOcwGaUUEvQQwxba1O7h3ehJsU9s9aTYX//8sZ/tnhT7yc/Pe/nf+dU1el7Qc5iMUgoJeohhC21q3qA/cfVrzp/1mz+88n6bY0HPgTJKKSToIYYttKmqoN/dcHPOpXUv6DlIRimFBD3EsIU2NXnQ7268+cV1v9pv/0zQ08sopZCghxi20KZmD/qX+PVlr0O/u+NG0NPKKKWQoIcYttCmJg/6L/7Lpe8g9ZN/vPaIx4KeA2WUUkjQQwxbaFOzB/27l7xE5cP31x/xWNBzoIxSCgl6iGELbWr6oD+68/sXfu/Tuzc44rGg50AZpRQS9BDDFtrU/EF/dPT62Yv0jz5+9VvFXuOggp5DZJRSSNBDDFtoU4cQ9Ed3vvPsNz6/e/JesW9femv9NQ8q6DlERimFBD3EsIU2NXnQH3/+3knAv3Ua8KeX54/ufLjyeKcHFfQcIqOUQoIeYthCm5o96M81/MP3bnx5/ljQc6CMUgoJeohhC21q+qA/fRLsScb/5O7NL88fC3oOlFFKIUEPMWyhTW0f9DdxvbB+9P7Rcze8PH8s6DlQRimFBD3EsIU29eZqt/HdXTesn1ykPzp67aaX548FPQfKKKWQoIcYttCmDiPon949/9oNXq3y+UEFPYfIKKWQoIcYttCmDiPoH37w5Ar9jW+gPxb0HCijlEKCHmLYQts6hKD/yV330MMVjFIKCXqIYQvtS8Ajf62wfnj6nNjXPzl9AcvXvn/Tgwp6DlHADzTcNkEPMWyhfQl45K8T1qdPiL3z+88+PPqnXoceXhDwAw23TdBDDFtoXwIe+avD+snl+dd+dPKrR+d+tfaggp5DFPADDbdN0EMMW2hfAh75K8P6i3cv3Dh/5nr96oMKeg5RwA803DZBDzFsoX0JeOSvF/R3zt41f/oClqvfm/ZY0HOgAn6g4bYJeohhC+1LwCN/raC/8Lo2j/5C0MOLAn6g4bYJeohhC+1LwCN/jaC/850XfvPz9wQ9XBTwAw23TdBDDFtoXwIe+auD/l9c9vzXRx8Lergg4Acabpughxi20L4EPPKrw/p/3eCVKwU9ByngBxpum6CHGLbQvgQ88nsJa0HPQQr4gYbbJughhi20N/t/5AU9jGKUUkjQQwxbqNi1w/rRz374x9/6vc8ef/Dzmx9U0HOIjFIKCXqIYQsVu15YP/rBV46evvj853df+/CmBxX0HCKjlEKCHmLYQsWuFdanbw77JOjv79439oYHFfQcIqOUQoIeYthCxa4R1o8+Pjo6E/Qf7T5442YHFfQcIqOUQoIeYthCxa4R1icFf/Tlf3n3JOgfvX/yy+/e6KCCnkNklFJI0EMMW6jY1WH9YJffr//o+It3T6/Qn9xzc/T6DV6GXtBzmIxSCgl6iGELFbv6nWLffXKHzbOgP038m1yiF/QcJKOUQoIeYthCxa4M6wdPbp0/E/QnN+Hc5C56Qc9BMkopJOghhi1U7Mqw3sX7O7sPzgT9gxvecyPoOUhGKYUEPcSwhYpdFda758De+f7uozNB//ndZx+uO6ig5xAZpRQS9BDDFip2VVg/z/gzQX/mw3UHFfQcIqOUQm8CSfY9EtgTQQ+jGKUU2ne9AOfseySU2v8jf52gd8sNXIdRSqE9xwtw3r5HQqn9P/LXuYf+9CUqPSkWXs0opdCe4wU4b98joVPAI39lWN9/+hKVz4P+JPLfuclBBT2HKOAHGm7bftsFuGDfI6FTwCN/ZVjvbq85uUT/POjve2MpuETADzTctv22C3DBvkdCp4BH/sqwPrkcv7uL/lnQf3p0wztuBD2HKeAHGm7bftsFuGDfI6FTwCN/dVifXKI/evsXT4L+Z988Onr6PNnVBxX0HKKAH2i4bfttF+CCfY+ETgGP/DXCevcU2Ke+8uS/N7mDXtBzoAJ+oOG27U77fb+bDnDCFtqXgEf+OmH96d2jC27W84KewxTwAw23TdBDDFtoXwIe+WuF9cP3zuX8aze63+ZY0HOgAn6g4bYJeohhC20t+Daoa4b1ww+eXaV/65ObH1TQc4iMUgoJeohhC21rXc7f0v+UBWH985//8JOf3+TFbZ4fVNC/YPVZAgy272kwl90jtu+KAU4YYNuK3ip7CWtB/4JBIQKMsO+BMJPd47XvigFOGF+byt4pgj7CmAgBxtj3RJjJ7vHad8UAJ4yvTa2bdrf1P0XQR9hfuAAv2vdEmMnu8RrfJcAKxtem1k272/qfIugj7P53/z0QwEZcRtBDDONrU4L+xYMK+gsEPaSwEZcR9BDD+NqUoH/xoIL+AkEPKWzEZQQ9xDC+NrVp0D/6b9/cvUD8V7+99uUkBX0EQQ8pbMRlBD3EML42tWXQ/+TZ2z3d+f11352gjyDoIYWNuIyghxjG16Y2DPqPj854e9V3J+gjCHpIYSMuI+ghhvG1qe2C/sHjLv7yd35xfPzo092V+u+u+e4EfQRBDylsxGUEPcQwvja1WdA/ev/o6PUn984/fPfo6Es/XvHdCfoIgh5S2IjLCHqIYXxtarOg//zu0Z3vP/3Fg5WX6AV9BEEPKWzEZQQ9xDC+NrVZ0D94foH+9HL9Oyu+O0EfQdBDChtxGUEPMYyvTd3O69AL+qkJekhhIy4j6CGG8bUpQf/iQQX9BYIeUtiIywh6iGF8bep2gv7zu+6hn5ighxQ24jKCHmIYX5t6c7UlR7nvVW5mJughhY24jKCHGMbXpm4l6HcX6N9Y890J+giCHlLYiMsIeohhfG3qNoL+i7UvQy/oMwh6SGEjLiPoIYbxtalbCPrdM2LXvVGsoM8g6CGFjbiMoIcYxtem1k27Jf9TTnp+zUvcHAv6EIIeUtiIywh6iGF8bWrzoP/ivfU9L+gzCHpIYSMuI+ghhvG1qa2Dfvd82NU9L+gzCHpIYSMuI+ghhvG1qY2D/tMb9bygzyDoIYWNuIyghxjG16a2Dfr7j9v4zrrnw54Q9BEEPaSwEZcR9BDD+NrUpkH/8eM0/tKPbvDdCfoIgh5S2IjLCHqIYXxtasug3/X865/d5LsT9BEEPaSwEZcR9BDD+NrUhkG/u9/mjRv1vKDPIOghhY24jKCHGMbXprYL+gc373lBn0HQQwobcRlBDzGMr01tFvRfvHvT+22OBX0IQQ8pbMRlBD3EML42tVnQ7264OWdN3Qv6CIIeUtiIywh6iGF8bWqroH/0vqA/GIIeUtiIywh6iGF8bWqroN/dcSPoD4SghxQ24jKCHmIYX5va+J1ib0jQRxD0kMJGXEbQQwzja1NvrnYb352gjyDoIYWNuIyghxjG16YE/YsHFfQXCHpIYSMuI+ghhvG1KUH/4kEF/QWCHlLYiMsIeohhfG1L0L9wUEF/gaCHFDbiMoIeYhhf+xLwyAv6CIIeUgTM5akIeohhfO1LwCMv6CMIekgRMJenIughhvG1LwGPvKCPIOghRcBcnoqghxjG174EPPKCPoKghxQBc3kqgh5iGF/7EvDIC/oIgh5SBMzlqQh6iGF87UvAIy/oIwh6SBEwl6ci6CGG8bUvAY+8oI8g6CFFwFyeiqCHGMbXvgQ88oI+gqCHFAFzeSqCHmIYX/sS8MgL+giCHlIEzOWpCHqIYXztS8AjL+gjCHpIETCXpyLoIYbxtTf7f+QFfQRBDylsxGUEPcQwvooJ+giCHlLYiMsIeohhfBUT9BEEPaSwEZcR9BDD+Com6CMIekhhIy4j6CGG8VVM0EcQ9JDCRlxG0EMM46uYoI8g6CGFjbiMoIcYxlcxQR9B0EMKG3EZQQ8xjK9igj6CoIcUNuIygh5iGF/FBH0EQQ8pbMRlBD3EML6KCfoIgh5S2IjLCHqIYXwVE/QRBD2ksBGXEfQQw/gqJugjCHpIYSMuI+ghhvFVTNBHEPSQwkZcRtBDDOOrmKCPIOghhY24jKCHGMZXMUEfQdBDChtxGUEPMYyvYoI+gqCHFDbiMoIeYhhfxQR9BEEPKWzEZQQ9xDC+ign6CIIeUtiIywh6iGF8FRP0EQQ9pLARlxH0EMP4KiboIwh6SGEjLiPoIYbxVUzQRxD0kMJGXEbQQwzjq5igjyDoIYWNuIyghxjGVzFBH0HQQwobcRlBDzGMr2KCPoKghxQ24jKCHmIYX8UEfQRBDylsxGUEPcQwvooJ+giCHlLYiMsIeohhfBUT9BEEPaSwEZcR9BDD+Com6CMIekhhIy4j6CGG8VVM0EcQ9JDCRlxG0EMM46uYoI8g6CGFjbiMoIcYxlcxQR9B0EMKG3EZQQ8xjK9igj6CoIcUNuIygh5iGF/FBH0EQQ8pbMRlBD3EML6KCfoIgh5S2IjLCHqIYXwVE/QRBD2ksBGXEfQQw/gqJugjCHpIYSMuI+ghhvFVTNBHEPSQwkZcRtBDDOOrmKCPIOghhY24jKCHGMZXMUEfQdBDChtxGUEPMYyvYoI+gqCHFDbiMoIeYhhfxQR9BEEPKWzEZQQ9xDC+ign6CIIeUtiIywh6iGF8FRP0EQQ9pLARlxH0EMP4KiboIwh6SGEjLiPoIYbxVUzQRxD0kMJGXEbQQwzjq5igjyDoIYWNuIyghxjGVzFBH0HQQwobcRlBDzGMr2KCPoKghxQ24jKCHmIYX8UEfQRBDylsxGUEPcQwvooJ+giCHlLYiMsIeohhfBUT9BEEPaSwEZcR9BDD+Com6CMIekhhIy4j6CGG8VVM0EcQ9JDCRlxG0EMM46uYoI8g6CGFjbiMoIcYxlcxQR9B0EMKG3EZQQ8xjK9igj6CoIcUNuIygh5iGF/FBH0EQQ8pbMRlBD3EML6KCfoIgh5S2IjLCHqIYXwVE/QRBD2ksBGXEfQQw/gqJugjCHpIYSMuI+ghhvFVTNBHEPSQwkZcRtBDDOOrmKCPIOghhY24jKCHGMZXMUEfQdBDChtxGUEPMYyvYoI+gqCHFDbiMoIeYhhfxQR9BEEPKWzEZQQ9xDC+ign6CIIeUtiIywh6iGF8FRP0EQQ9pLARlxH0EMP4KiboIwh6SGEjLiPoIYbxVUzQRxD0kMJGXEbQQwzjq5igjyDoIYWNuIyghxjGVzFBH0HQQwobcRlBDzGMr2KCPoKghxQ24jKCHmIYX8UEfQRBDylsxGUEPcQwvooJ+giCHlLYiMsIeohhfBUT9BEEPaSwEZcR9BDD+Com6CMIekhhIy4j6CGG8VVM0EcQ9JDCRlxG0EMM46uYoI8g6CGFjbiMoIcYxlcxQR9B0EMKG3EZQQ8xjK9igj6CoIcUNuIygh5iGF/FBH0EQQ8pbMRlBD3EML6KCfoIgh5S2IjLCHqIYXwVE/QRBD2ksBGXEfQQw/gqJugjCHpIYSMuI+ghhvFVTNBHEPSQwkZcRtBDDOOrmKCPIOghhY24jKCHGMZXMUEfQdBDChtxGUEPMYyvYoI+gqCHFDbiMoIeYhhfxQR9BEEPKWzEZQQ9xDC+ign6CIIeUtiIywh6iGF8FRP0EQQ9pLARlxH0EMP4KiboIwh6SGEjLiPoIYbxVUzQRxD0kMJGXEbQQwzjq5igjyDoIYWNuIyghxjGVzFBH0HQQwobcRlBDzGMr2KCPoKghxQ24jKCHmIYX8UEfQRBDylsxGUEPcQwvooJ+giCHlLYiMsIeohhfBUT9BEEPaSwEZcR9BDD+Com6CMIekhhIy4j6CGG8VVM0EcQ9JDCRlxG0EMM46uYoI8g6CGFjbiMoIcYxlcxQR9B0EMKG3EZQQ8xjK9igj6CoIcUNuIygh5iGF/FBH0EQQ8pbMRlBD3EML6KCfoIgh5S2IjLCHqIYXwVE/QRBD2ksBGXEfQQw/gqJugjCHpIYSMuI+ghhvFVTNBHEPSQwkZcRtBDDOOrmKCPIOghhY24jKCHGMZXMUEfQdBDChtxGUEPMYyvYoI+gqCHFDbiMoIeYhhfxQR9BEEPKWzEZQQ9xDC+ign6CIIeUtiIywh6iGF8FRP0EQQ9pLARlxH0EMP4KiboIwh6SGEjLiPoIYbxVUzQRxD0kMJGXEbQQwzjq5igjyDoIYWNuIyghxjGVzFBH0HQQwobcRlBDzGMr2KCPoKghxQ24jKCHmIYX8UEfQRBDylsxGUEPcQwvooJ+giCHlLYiMsIeohhfBUT9BEEPaSwEZcR9BDD+Com6CMIekhhIy4j6CGG8VVM0EcQ9JDCRlxG0EMM46uYoI8g6CGFjbjMm0CSfY8E9kTQR9j9DO47Y4AdG3GZ/bYLcMG+RwJ7Iugj7H4G950xwI6NuNB+4wU4b98TgT0R9BF2P4P7zhhgx0ZcaL/xApy374nAngj6CLufwX1nDLBjI9LIeQ9zE/QRBD2kEDY0ct7D3AR9BEEPKYQNjZz3MDdBH0HQQwphQyPnPcxN0EcQ9JBC2NDIeQ9zE/QRBD2kEDY0ct7D3AR9BEEPKYQNjZz3MDdBH0HQQwphQyPnPcxN0EcQ9JBC2NDIeQ9zE/QRBD2kEDY0ct7D3AR9BEEPKYQNjZz3MDdBH0HQQwphQyPnPcxN0EcQ9JBC2NDIeQ9zE/QRBD2kEDY0ct7D3AR9BEEPKYQNjZz3MDdBH0HQQwphQyPnPcxN0EcQ9JBC2NDIeQ9zE/QRBD2kEDY0ct7D3AR9BEEPKYQNjZz3MDdBH0HQQwphQyPnPcxN0EcQ9JBC2NDIeQ9zE/QRBD2kEDY0ct7D3AR9BEEPKYQNjZz3MDdBH0HQQwphQyPnPcxN0EcQ9JBC2NDIeQ9zE/QRBD2kEDY0ct7D3AR9BEEPKYQNjZz3MDdBH0HQQwphQyPnPcxN0EcQ9JBC2NDIeQ9zE/QRBD2kEDY0ct7D3AR9BEEPKYQNjZz3MDdBH0HQQwphQyPnPcxN0EcQ9JBC2NDIeQ9zE/QRBD2kEDY0ct7D3AR9BEEPKYQNjZz3MDdBH0HQQwphQyPnPcxN0EcQ9JBC2NDIeQ9zE/QRBD2kEDY0ct7D3AR9BEEPKYQNjZz3MDdBH0HQQwphQyPnPcxN0EcQ9JBC2NDIeQ9zE/QRBD2kEDY0ct7D3AR9BEEPKYQNjZz3MDdBH0HQQwphQyPnPcxN0EcQ9JBC2NDIeQ9zE/QRBD2kEDY0ct7D3AR9BEEPKYQNjZz3MDdBH0HQQwphQyPnPcxN0EcQ9JBC2NDIeQ9zE/QRBD2kEDY0ct7D3AR9BEEPKYQNjZz3MDdBH0HQQwphQyPnPcxN0EcQ9JBC2NDIeQ9zE/QRBD2kEDY0ct7D3AR9BEEPKYQNjZz3MDdBH0HQQwphQyPnPcxN0EcQ9JBC2NDIeQ9zE/QRBD2kEDY0ct7D3AR9BEEPKYQNjZz3MDdBH0HQQwphQyPnPcxN0EcQ9JBC2NDIeQ9zE/QRBD2kEDY0ct7D3AR9BEEPKYQNjZz3MDdBH0HQQwphQyPnPcxN0EcQ9JBC2NDIeQ9zE/QRBD2kEDY0ct7D3AR9BEEPKYQNjZz3MDdBH0HQQwphQyPnPcxN0EcQ9JBC2NDIeQ9zE/QRBD2kEDY0ct7D3AR9BEEPKYQNjZz3MDdBH0HQQwphQyPnPcxN0EcQ9JBC2NDIeQ9zE/QRBD2kEDY0ct7D3AR9BEEPKYQNjZz3MDdBH0HQQwphQyPnPcxN0EcQ9JBC2NDIeQ9zE/QRBD2kEDY0ct7D3AR9BEEPKYQNjZz3MDdBH0HQQwphQyPnPcxN0EcQ9JBC2NDIeQ9zE/QRBD2kEDY0ct7D3AR9BEEPKYQNjZz3MDdBH0HQQwphQyPnPcxN0EcQ9JBC2NDIeQ9zE/QRBD2kEDY0ct7D3AR9BEEPKYQNjZz3MDdBH0HQQwphQyPnPf+/vft9cqu8Dji+ToDBUxgYyyQQ8qZlGpwUpx3KnGGTfQAAGpFJREFUj05KoQkJb0gdmjhhGGpKPd44Tmzv//+uK+3autLu2tg+e885ej6fN6xW0pV2OHP11fWjK3oT9CUIeqhC2DAicw+9CfoSBD1UIWwYkbmH3gR9CYIeqhA2jMjcQ2+CvgRBD1UIG0Zk7qE3QV+CoIcqhA0jMvfQm6AvQdBDFcKGEZl76E3QlyDooQphw4jMPfQm6EsQ9FCFsGFE5h56E/QlCHqoQtgwInMPvQn6EgQ9VCFsGJG5h94EfQmCHqoQNozI3ENvgr4EQQ9VCBtGZO6hN0FfgqCHKoQNIzL30JugL0HQQxXChhGZe+hN0Jcg6KEKYcOIzD30JuhLEPRQhbBhROYeehP0JbwIFJK9R4C5mXvoTdCXkJ0vwFT2HgHmZu6hN0FfQna+AFPZewSYm7mH3gR9Cdn5Akxl7xFgbuYeehP0JWTnCzCVvUeAuZl76E3Ql5CdL8BU9h4B5mbuoTdBX0J2vgBT2XsEmJu5h94EfQnZ+QJMZe8RYG7mHnoT9CUsd6XZX6cDLAkbRmTuoTdBX4KghyqEDSMy99CboC9B0EMVwoYRmXvoTdCXIOihCmHDiMw99CboSxD0UIWwYUTmHnoT9CUIeqhC2DAicw+9CfoSBD1UIWwYkbmH3gR9CYIeqhA2jMjcQ2+CvgRBD1UIG0Zk7qE3QV+CoIcqhA0jMvfQm6AvQdBDFcKGEZl76E3QlyDooQphw4jMPfQm6EsQ9FCFsGFE5h56E/QlCHqoQtgwInMPvQn6EgQ9VCFsGJG5h94EfQmCHqoQNozI3ENvgr4EQQ9VCBtGZO6hN0FfgqCHKoQNIzL30JugL0HQQxXChhGZe+hN0Jcg6KEKYcOIzD30JuhLEPRQhbBhROYeehP0JQh6qELYMCJzD70J+hIEPVQhbBiRuYfeBH0Jgh6qEDaMyNxDb4K+BEEPVQgbRmTuoTdBX4KghyqEDSMy99CboC9B0EMVwoYRmXvoTdCXIOihCmHDiMw99CboSxD0UIWwYUTmHnoT9CUIeqhC2DAicw+9CfoSBD1UIWwYkbmH3gR9CYIeqhA2jMjcQ2+CvgRBD1UIG0Zk7qE3QV+CoIcqhA0jMvfQm6AvQdBDFcKGEZl76E3QlyDooQphw4jMPfQm6EsQ9FCFsGFE5h56E/QlCHqoQtgwInMPvQn6EgQ9VCFsGJG5h94EfQmCHqoQNozI3ENvgr4EQQ9VCBtGZO6hN0FfgqCHKoQNIzL30JugL0HQQxXChhGZe+hN0Jcg6KEKYcOIzD30JuhLEPRQhbBhROYeehP0JQh6qELYMCJzD70J+hIEPVQhbBiRuYfeBH0Jgh6qEDaMyNxDb4K+BEEPVQgbRmTuoTdBX4KghyqEDSMy99CboC9B0EMVwoYRmXvoTdCXIOihCmHDiMw99CboSxD0UIWwYUTmHnoT9CUIeqhC2DAicw+9CfoSBD1UIWwYkbmH3gR9CYIeqhA2jMjcQ2+CvgRBD1UIG0Zk7qE3QV+CoIcqhA0jMvfQ23mE9f0vfrpYLH727s0zH1TQbxH0UIWwYUTmHno7h7D+9sriyOX3znpQQb9F0EMVwoYRmXvoLT6s9xdr75/xoIJ+i6CHKoQNIzL30Ft4WN+5sjw0f/Pg/heHP7z2h9MfVNBvEfRQhbBhROYeegsP62uHGf/71U/LtH/j9AcV9FsEPVQhbBiRuYfeosN6WfEPFtrsn3WIXtBvE/RQhbBhROYeeosO628mEX//k8XinVMfVNBvEfRQhbBhROYeeosO62vTZTbXzlhzI+i3CXqoQtgwInMPvQWH9eZB+f3F4vXTTkYv6LcJeqhC2DAicw+9BYf13avTc1WetYhe0G8T9FCFsGFE5h56Cw7rO1cWl391xqXV/uKYoN8k6KEKYcOIzD30JuhLEPRQhbBhROYeeosP+skim7tXBf13I+ihCmHDiMw99CboSxD0UIWwYUTmHno716DfWnKzflAfit0i6KEKYcOIzD30Nuca+vWDCvotgh6qEDaMyNxDb4K+BEEPVQgbRmTuoTfnoS9B0EMVwoYRmXvo7Ry+KXYd9N/4ptjvSNBDFcKGEZl76C06rK8tFm+cfmH6oIJ+i6CHKoQNIzL30Ft0WE8Pyi/X37xz6oMK+i2CHqoQNozI3ENv0WF958p6zc3+4vTPxAr6EwQ9VCFsGJG5h97Cw/raw4pftv2pK24E/QmCHqoQNozI3ENv4WG9zPjL7948uP/FlbMO0Av6EwQ9VCFsGJG5h97iw3p/sfb+6TcR9NsEPVQhbBiRuYfeziGsv71ynPOX3zvrQQX9FkEPVQgbRmTuobfzCOv7X/z0MOd/8O5pp6A/elBBv0XQQxXChhGZe+gtJawF/TZBD1UIG0Zk7qE3QV+CoIcqhA0jMvfQm6AvQdBDFcKGEZl76E3QlyDooQphw4jMPfQm6EsQ9FCFsGFE5h56E/QlCHqoQtgwInMPvQn6EgQ9VCFsAOhG0Jcg6KEKQQ9AN4K+BEEPVQh6ALoR9CUIeqhC0APQjaAvQdBDFYIegG4EfQmCHqoQ9AB0I+hLEPRQhaAHoBtBX4KghyoEPQDdCPoSBD1UIegB6EbQlyDooQpBD0A3gr4EQQ9VCHoAuhH0JQh6qELQA9CNoC9B0EMVgh6AbgR9CYIeqhD0AHQj6Et4ESgke48AAE9C0JeQnS/AVPYeAQCehKCvIbtfgInsHQIAPAlBX0N2vwAT2TsEAHgSgh6iKEEAIIGghyiCHgBIIOghiqAHABIIeogi6AGABIIeogh6ACCBoIcogh4ASCDoIYqgBwASCHqIIugBgASCHqIIegAggaCHKIIeAEgg6CGKoAcAEgh6iCLoAYAEgh6iCHoAIIGghyiCHgBIIOghiqAHABIIeogi6AGABIIeogh6ACCBoIcogh4ASCDoIYqgBwASCHqIIugBgASCHqIIegAggaCHKIIeAEgg6CGKoAcAEgh6iCLoAYAEgh6iCHoAIIGghyiCHgBIIOghiqAHABIIeogi6AGABIIeogh6ACCBoIcogh4ASCDoIYqgBwASCHqIIugBgASCHqIIegAggaCHKIIeAEgg6CGKoAcAEgh6iCLoAYAEgh6iCHoAIIGghyiCHgBIIOghiqAHABIIeogi6AGABIIeogh6ACCBoIcogh4ASCDoIYqgBwASCHqIIugBgASCHqIIegAggaCHKIIeAEgg6CGKoAcAEgh6iCLoAYAEgh6iCHoAIIGghyiCHgBIIOghiqAHABIIeogi6AGABIIeogh6ACCBoIcogh4ASCDoIYqgBwASCHqIIugBgASCHqIIegAggaCHKIIeAEgg6CGKoAcAEgh6iCLoAYAEgh6iCHoAIIGghyiCHgBIIOghiqAHABIIeogi6AGABIIeogh6ACCBoIcogh4ASCDoIYqgBwASCHqIIugBgASCHqIIegAggaCHKIIeAEgg6CGKoAcAEgh6iCLoAYAEgh6iCHoAIIGghyiCHgBIIOghiqAHABIIeogi6AGABIIeogh6ACCBoIcogh4ASCDoIYqgBwASCHqIIugBgASCHqIIegAggaCHKIIeAEgg6CGKoAcAEgh6iCLoAYAEgh6iCHoAIIGghyiCHgBIIOghiqAHABIIeogi6AGABIIeogh6ACCBoIcogh4ASCDoIYqgBwASCHqIIugBgASCHqIIegAggaCHKIIeAEgg6CGKoAcAEgh6iCLoAYAEgh6iCHoAIIGghyiCHgBIIOghiqAHABIIeogi6AGABIIeogh6ACCBoIcogh4ASCDoIYqgBwASCHqIIugBgASCHqIIegAggaCHKIIeAEgg6CGKoAcAEgh6iCLoAYAEgh6iCHoAIIGghyiCHgBIIOghiqAHABIIeogi6AGABIIeogh6ACCBoIcogh4ASCDoIYqgBwASCHqIIugBgASCHqIIegAggaCHKIIeAEgg6CGKoAcAEgh6iCLoAYAEgh6iCHoAIIGghyiCHgBIIOghiqAHABIIeogi6AGABIIeogh6ACCBoIcogh4ASCDoIYqgBwASCHqIIugBgASCHqIIegAggaCHKIIeAEgg6CGKoAcAEgh6iCLoAYAEgh6iCHoAIIGghyiCHgBIIOghiqAHABIIeogi6AGABIIeogh6ACCBoIcogh4ASCDoIYqgBwASCHqIIugBgASCHqIIegAggaCHKIIeAEgg6CGKoAcAEgh6iCLoAYAEgh6iCHoAIIGghyiCHgBIIOghiqAHABIIeogi6AGABIIeogh6ACCBoIcogh4ASCDoIYqgBwASCHqIIugBgASCHqIIegAggaCHKIIeAEgg6CGKoAcAEgh6iCLoAYAEgh6iCHoAIIGghyiCHgBIIOghiqAHABIIeogi6AGABIIeogh6ACCBoIcogh4ASCDoIYqgBwASCHqIIugBgASCHqIIegAggaCHKIIeAEgg6CGKoAcAEgh6iCLoAYAEgh6iCHoAIIGghyiCHgBIIOghiqAHABIIeogi6AGABIIeogh6ACCBoIcogh4ASCDoIYqgBwASCHqIIugBgASCHqIIegAggaCHKIIeAEgg6CGKoAcAEgh6iCLoAYAEgh6iCHoAIIGghyiCHgBIIOghiqAHABIIeogi6AGABIIeogh6ACCBoIcogh4ASCDoIYqgBwASCHqIIugBgASCHqIIegAggaCHKIIeAEgg6CGKoAcAEgh6iCLoAYAEgh6iCHoAIIGghyiCHgBIIOghiqAHABIIeogi6AGABIIeogh6ACCBoIcogh4ASCDoIYqgBwASCHqIIugBgASCHqIIegAggaCHKIIeAEgg6CGKoAcAEgh6iCLoAYAEgh6iCHoAIIGghyiCHgBIIOghiqAHABIIeogi6AGABIIeogh6ACCBoIcogh4ASCDoIYqgBwASCHqIIugBgASCHqIIegAggaCHKIIeAEgg6CGKoAcAEgh6iCLoAYAEgh6iCHoAIIGghyiCHgBIIOghiqAHABIIeogi6AGABIIeogh6ACCBoIcogh4ASCDoIYqgBwASCHqIIugBgASCHqIIegAggaCHKIIeAEgg6CGKoAcAEgh6iCLoAYAEgh6iCHoAIIGghyiCHgBIIOghiqAHABIIeogi6AGABIIeogh6ACCBoIcogh4ASCDoIYqgBwASCHqIIugBgASCHqIIegAggaCHKIIeAEgg6CGKoAcAEgh6iCLoAYAEgh6iCHoAIIGghyiCHgBIIOghiqAHABIIeogi6AGABIIeogh6ACCBoIcogh4ASCDoIYqgBwASCHqIIugBgASCHqIIegAggaCHKIIeAEgg6CGKoAcAEgh6iCLoAYAEgh6iCHoAIIGghyiCHgBIIOghiqAHABIIeogi6AGABIIeogh6ACCBoIcogh4ASCDoIYqgBwASCHqIIugBgASCHqIIegAggaCHKIIeAEgg6CGKoAcAEgh6iCLoAYAEgh6iCHoAIIGghyiCHgBIIOghiqAHABIIeogi6AGABIIeogh6ACCBoIcogh4ASCDoIYqgBwASCHqIIugBgASCHqIIegAggaCHKIIeAEgg6CGKoAcAEgh6iCLoAYAEgh6iCHoAIIGghyiCHgBIIOghiqAHABIIeogi6AGABIIeogh6ACCBoIcogh4ASCDoIYqgBwASCHqIIugBgASCHqIIegAggaCHKIIeAEgg6CGKoAcAEgh6iCLoAYAEgh6iCHoAIIGghyiCHgBIIOghiqAHABIIeogi6AGABIIeogh6ACCBoIcogh4ASCDoIYqgBwASCHqIIugBgASCHqIIegAggaCHKIIeAEgg6AEAoDFBDwAAjQl6AABoTNADAEBjgh4AABoT9AAA0JigBwCAxgQ9AAA0JugBAKAxQQ8AAI0JegAAaEzQAwBAY4IeAAAaE/QAANCYoAcAgMYEPQAANCboAQCgMUEPAACNCXoAAGhM0AMAQGOCHgAAGhP0AADQmKAHAIDGBD0AADQm6AEAoDFBDwAAjQl6AABoTNADAEBjgh4AABoT9AAA0JigBwCAxgQ9AAA0JugBAKAxQQ8AAI0JegAAaEzQAwBAY4IeAAAaE/QAANCYoAcAgMYEPQAANCboAQCgMUEPAACNCXoAAGhM0AMAQGOCHgAAGhP0AADQmKAHAIDGBD0AADQm6AEAoDFBDwAAjQl6AABoTNADAEBjgh4AABoT9AAA0JigBwCAxgQ9AAA0JugBAKAxQQ8AAI0JegAAaEzQAwBAY4IeAAAaE/QAANCYoAcAgMYEPQAANCboAQCgMUEPAACNCXoAAGhM0AMAQGOCHgAAGhP0AADQmKAHAIDGBD0AADQm6AEAoLG0oAcAgPOTUbk5BD0AADsoo3JzJP2p2f+D4Ry8eCj7OQA8BbsvdlNO5WYQ9BDFKyLQlN0XuymncjMM9KfCOVu+ImY/B4CnYPcFvQl6iOIVEWjK7gt6E/QQxSsi0JTdF/Qm6CGKV0SgKbsv6E3QQxSviEBTdl/Qm6CHKF4RgabsvqA3QQ9RvCICTdl9QW+CHqJ4RQSasvuC3gQ9RPGKCDRl9wW9CXoAAGhM0AMAQGOCHgAAGhP0AADQmKAHAIDGBD0AADQm6AEAoDFBDwAAjQl6AABoTNADAEBjgh4AABoT9BBnf/HaH7KfA8ATuf/f/3xlsVj87N2b2c8EeFqCHsLcuSLogWb+d1nzK5f/Nfu5AE9J0EOUuz9fCHqgl98tJv4p+9kAT0fQQ5C/Hva8oAda2T/cb/3gvf87OLj/7fJI/fvZzwd4KoIeYtxZ/bO1oAcauf/JYvH68dr5v161C4OuBD1EuH/8z9ZeDYFG7lxZXP7Vgwv7DtFDV4IeAqw+VfbD/xT0QCv76wP0R4fr38l8NsDTEvTw7O5eXX6a7Oa+oAf6EvTQlqCHZ3cY9D/85epYl6AHuhL00Jagh2d3919+ufyPoAcaW3603xp6aEnQQxhBDzT2jV0YdCXoIYygB/paHqB/I/tJAE9F0EMYQQ+0dddp6KEvQQ9hBD3Q1fITsVbQQ1eCHsIIeqCpVc87xQ10JeghjKAHerr7cz0PnQl6CCPogZaWn4fV89CYoIcwgh7o6Fs9D80Jeggj6IGGvjnM+cs+DwudCXoII+iBfn532POv/T77WQDPQtBDGEEPtLPs+ddvZj8L4JkIeggj6IFulutt3tDz0JyghzCCHmhmX8/DLhD0EEbQA73cvWq9DewCQQ9hBD3Qy3LBzQZ1Dy0Jeggj6IFW7n8i6GEnCHoII+iBVpYrbgQ97ABBDwAAjQl6AABoTNADAEBjgh4AABoT9AAA0JigBwCAxgQ9AAA0JugBAKAxQQ8AAI0JegAAaEzQAwBAY4IeAAAaE/QAANCYoAcAgMYEPQAANCboAQCgMUEPAACNCXoAAGhM0AMAQGOCHgAAGhP0AADQmKAHAIDGBD0AADQm6AEAoDFBDwAAjQl6AABoTNADAEBjgh4AABoT9ABzu/flj/f29i68/NEp1/3x4t6FV3774NLtX7y0uuVbN55k+199ePGszQOwewQ9wMwOm/3Ycx//+fDnF1a//duPlj99uvr9hbdXv7r95t5Dr66Tfnmbt9ebu7433cTzN+79+sF9Lkh6gBEIeoBZ3ft0b+IfNoP++nGJf7z8zfXpDY9/t/TooP+fDyZ3ujTnXwZADkEPMKuNnl9Z1/j3j4/dP788HH9962YPi/7RQf+bjTspeoDdJ+gB5nTraAHN1wcHf/ns4nbQHy2tuf3BpYc3fO6jGw9v+b3/OtrEI4P+6E6HF758c/O4PgC7StADzOjeB5PKPl4jP63xFzZu+PAA+8alxwX9pckV6w0CsKsEPcCMbm0cNZ9G/OrnBwfhjw/QrxfMrIr++NrHBP2ljWscogfYeYIeYEafbh40v7UV9C9s3PD5yckql6fDOc74Rwf95E6ry1bRA+w6QQ8wn2ViT4+ZTyp+s75Xl96e3nX9VuDRQT+90/WtdwUA7CJBDzCf5XH29bKag2mmb9b4iRuuDuYfxfkjg37jTie3AsDuEfQA87m1fcj8rMPrJ244ifPHfLHU5D4nCh+AHSToAeZza/u8M7c2any9Gicu6H0qFmDXCXqA+Vx/+qBfH21/ZNC/sH0fQQ+w6wQ9wHyeIei/4xF6QQ8wHEEPMJ/HrKE/jyU31tAD7DpBDzCfx5zlZh30jzvLzeTs8o84y83JtwUA7B5BDzCf7TUwqy+APS3oH3ce+kunXXFihc2JFT4A7CBBDzCjR39T7KTGT/2m2EunbGP7u6kmWz/5rgCAHSToAWa0LPh1tq8O0J8e9KvUXx+HX93y+OrN1r++uYntNwWW0APsPEEPMKNpmB/3/OlBf3TdpY1LxwffN1r/+tYmJlv/zeZ7AgB2lKAHmNOqxi+8+vVhcP/p4t7ZQX90w73nPrpxcPCXz1a3fHCwfbX6Zu+Vzw838eWb25vYusoBeoDdJ+gBZvXp3rZHfKJ1an3l5ib+8Ucbm/i70+8DwM4S9ACzujfN8e99eHbQbxX95LoHR+JXLv1tM+j/4wM9DzAWQQ8wsz9efBDcr9w464ulVv785rrNX52eTv7ehw+T/ScHW0H/8frKV347158EQCJBDzC3e5+9tGzx5VL3ZdAffW71lKA/OLj9b6tbvvzv298OdfsXy6U1L/3kxsGJoD84+OrHh9d9/62vz/8vAaAAQQ+QaOtLop7Nqe8JANh1gh5gRp++/Nbnk4ur01GGffWToAcYkqAHmNF6zfzKrdAzSwp6gCEJeoAZbX5T7OqM8s9vr49/aoIeYEiCHmBGqzNOrj4Oe3Dvq6PT0YStuBH0AGMS9ABz2v66qLiPxAp6gEEJeoBZ/Xqz518N3LSgBxiSoAeY158urnP+uY8ityzoAYYk6AHm9uWHy2+F2nvp7z9//G2fhKAHGJKgBwCAxgQ9AAA0JugBAKAxQQ8AAI0JegAAaEzQAwBAY4IeAAAaE/QAANCYoAcAgMYEPQAANCboAQCgMUEPAACNCXoAAGhM0AMAQGOCHgAAGhP0AADQmKAHAIDGBD0AADQm6AEAoDFBDwAAjQl6AABoTNADAEBj/w/o/6GY0ugKYQAAAABJRU5ErkJggg==" /><!-- --></p>
<p>The <strong>bloxplot</strong> suggests that the 2nd group has a higher number of hours of extra sleep. <em>By how much?</em> Let’s fit a simple <a href="https://easystats.github.io/bayestestR/articles/example1_GLM.html">Bayesian linear model</a>.</p>
<h3 id="testing-against-a-null-region">Testing against a Null-<em>Region</em></h3>
<p>One way of operationlizing the null-hypothesis is by setting a null region (for example the ([-0.1, 0.1]) interval), such that an effect that falls within this interval would be practically equivalent to the the null. In our case, that means defining a region where we would consider the drug having no effect at all. We can then compute the prior probability of the drug’s effect falling <em>within this null-region</em>, and the prior probability of the drug’s effect falling <em>outside the null-region</em> to get our <em>prior odds</em>. Say any effect smaller than half an hour of extra sleep is practically equivalent to being no effect at all, we would define our prior odds as:</p>
<p>[ \frac {P(b_{drug} \in [-0.5, 0.5])} {P(b_{drug} \notin [-0.5, 0.5])} ]</p>
<p>If we set our prior to have a normal distribution centered at 0 hours with a scale (an SD) of 2.5 hours, our prior would look like this:</p>
<p><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAC9AAAAcICAMAAABZkTjOAAABU1BMVEUAAAAAADoAAGYAOjoAOmYAOpAAZmYAZrYpgLk6AAA6ADo6OgA6Ojo6OmY6OpA6ZmY6ZpA6ZrY6kLY6kNtNTU1NTW5NTY5Nbo5NbqtNjshmAABmADpmOgBmOjpmZgBmZjpmZmZmZpBmkJBmkLZmkNtmtttmtv9uTU1ubk1ubm5ubo5ujqtujshuq+SOTU2Obk2Oq8iOyOSOyP+QOgCQZjqQZmaQkGaQkLaQtraQttuQtv+Q27aQ2/+rbk2rjk2rjm6ryOSr5P+2ZgC2Zjq2kDq2kGa2kJC2kLa2tpC2tra2ttu227a229u22/+2///Ijk3Ijm7Iq47I5MjI5OTI5P/I///bkDrbkGbbtmbbtpDb27bb29vb2//b///kq27kyI7kyKvk5P/k///nTDz/tmb/yI7/25D/27b/29v/5Kv/5Mj/5OT//7b//8j//9v//+T///+/9gYbAAAACXBIWXMAAC4jAAAuIwF4pT92AAAgAElEQVR4nOzd67tk5X3f6d0SDHRoLovQSDZBY2RGKNiyLFvkoBkS2y3jWBkhmYT0IFAzstUcLHCz//9X6Vq1D6t+VatqrVqn53Dfb9Ls3l1ddSl814fHq2pfXAIAANm6WPsJAAAA5xP0AACQMUEPAAAZE/QAAJAxQQ8AABkT9AAAkDFBDwAAGRP0AACQMUEPAAAZE/QAAJAxQQ8AABkT9AAAkDFBDwAAGRP0AACQMUEPAAAZE/QAAJAxQQ8AABkT9AAAkDFBDwAAGRP0AACQMUEPAAAZE/TRxVNrPwcAAOhJu0aCHgCAjGjXSNADAJAR7RoJegAAMqJdI0EPAEBGtGsk6AEAyIh2jQQ9AAAZ0a6RoAcAICPaNRL0AABkRLtGgh4AgIxo10jQAwCQEe0aCXoAADKiXSNBDwBARrRrJOgBAMiIdo0EPQAAGdGukaAHACAj2jUS9AAAZES7RoIeAICMaNdI0AMAkBHtGgl6AAAyol0jQQ8AQEa0ayToAQDIiHaNBD0AABnRrpGgBwAgI9o1EvQAAGREu0aCHgCAjGjXSNADAJAR7RoJegAAMqJdI0EPAEBGtGsk6AEAyIh2jQQ9AAAZ0a6RoAcAICPaNRL0AABkRLtGgh4AgIxo10jQAwCQEe0aCXoAADKiXSNBDwBARrRrJOgBAMiIdo0EPQAAGdGukaAHACAj2jUS9AAAZES7RoIeAICMaNdI0AMAkBHtGgl6AAAyol0jQQ8AQEa0ayToAQDIiHaNBD0AABnRrpGgBwAgI9o1EvQAAGREu0aCHgCAjGjXSNADAJAR7RoJegAAMqJdI0EPAEBGtGsk6AEAyIh2jQQ9AAAZ0a6RoAcAICPaNRL0AABkRLtGgh4AgIxo10jQAwCQEe0aCXoAADKiXSNBDwBARrRrJOgBAMiIdo0EPQAAGdGukaAHACAj2jUS9AAAZES7RoIeAICMaNdI0AMAkBHtGgl6AAAyol0jQQ8wmYsLowowNzMbufYATOJix9rPBqBcJjZy3QEY7eKgtZ8VQJnMa+SaAzDG4ZYX9QCzMa2R6w3AuU7EvKgHmINZjVxrAM7RM+ZFPcDUTGrkOgMw1MCYF/UAUzKnkWsMwEBHmv13v/udogeYlzWNXGIABjkW89cUPcB8jGnkCgMwxMmYPx71az99gPyZ0sj1BWCAXi1/LOrXfgEA2bOkkcsLQH8DYr4r6td+CQC5M6SRqwtAX4Nj/mDUr/0qADJnRyMXF4Cezu75kPRrvw6AvJnRyLUFoJ8ROe+QHmA6RjRyZQHoZVzPO6QHmIoNjVxYAHoYc7uNogeYkgmNXFcATpui5xU9wCQsaOSyAnDSJDmv6AEmYUAjVxWAU6bqeW+NBZiA+YxcUwCOm+Z2G4f0ABOxnpFLCsBR0/a8ogcYy3hGrigAx0yc84oeYCzbGbmgABwxfc8reoBxTGfkegLQaerbbQ4UvQkGGMhwRq4mAF1m6vnfOaQHGMFuRi4mAB1my3lFDzCC2YxcSwAOm7PnFT3A2axm5FICcNC8Pa/oAc5lNCNXEoBD5u55RQ9wJpsZuZAAHDJ3zu8m/dqvFiAjNjNyIQE4YImeV/QA5zCZkesIwL5lel7RA5zBYkYuIwB7lup5RQ8wnMGMXEUAouV6XtEDDGYvIxcRgEjQAyTMXkYuIgDBkj2v6AGGMpeRawjArmV7XtEDDGQtI5cQgB1L9/zvnlf0AEMYy8gVBKDttq6fXyroFT3AELYycgEBaBP0AImzlZELCEBLq+eXC3pFDzCAqYxcPwButXt+waBX9AD9WcrI5QPgxk7PLxn0ih6gN0MZuXoAXNvt+UWDXtED9GUnIxcPgGuCHiADdjJy8QC4Enp+2aBX9AA9mcnItQNgK/b8wkGv6AH6sZKRSwdAY6/nlw56RQ/Qi5GMXDkANvZ7fvGgV/QAfdjIyIUDYEPQA2TCRkYuHACXB3t++aBX9AA9mMjIdQPgcM+vEPSKHuA0Cxm5bAAc7vk1gl7RA5xkICNXDYDDPb9K0Ct6gFPsY+SiASDoATJiHyMXDaB6HT2/TtAreoATzGPkmgHUrqvnVwp6RQ9wnHWMXDKAynX2/FpB/7ygBzjGOkYuGUDlOnt+taBX9ADHGMfIFQOoW/cBfQJBb58B9tnGyAUDqFt3z68X9I7oAY6wjZELBlC1Iz2/YtAreoBupjFyvQCqdqTn1wz65wU9QBfTGLleADU71vOrBr2iB+hiGSOXC6Bm6Qe9iQYIDGPkagFU7GjPrxv0jugBOhjGyNUCqNexd8QmE/Q2GmCXXYxcLIB6He/5lYPeET3AYXYxcrEAqnXigH7toFf0AAeZxci1AqjWiZ4X9ABJymMWv3z/rftPvfXjf+r3/Z/ev/9H4Uuf3A9e+dvDf9a1AqjVqZ5fPegVPcAhOazi1/94m+E//Ocef+Bff7Qf9L8S9ADH5RP0ZhqgJYNR/P1ftDv8Ox+c/ANf/5f7e0HffE3QA3Q72fPrB70jeoAD0h/FzXF727f/14k/8HVzGB+C/l9+IOgBjsop6O00wK30N7HJ81c2d89/+f4PDqR6tO35+F2f9vlPgYYLBVCn0z2fQNA7ogfYl/wmbkr8/h9e3Tm/vfvmr459//W9NSHoP2k9ynEuFECVTn1kZSJBr+gB9qQ+iU2f3x6tN/ffHAvz317fWhOCfnNs/+e9/kbXCaBKPXo+qaC31ADXUl/E5t731pH8p0fuft/5PJzdoG/+Q+Doyf4NlwmgRn0O6JMIekf0AFHqi/ircO97c2LfcdT+9fYe+/s//K97Qb/574Lu/w7Y4TIB1KhPz6cV9KYa4Erig7j/CZRHbobf/uyoV/6y+a+A3aD/tPct9IIeqFGvnk8j6B3RAwSJD2K84+boPTdN0P/ZB5cHgv6T05+Oc81VAqhQTkGv6AF2Jb6H+/m+n/g3nlb7d/5m84u9oD92o07kIgHUp1/PC3qAJCW+h/sfH9+8vfVwm3+yzfkDQb/5Q0//u+DL99/a/AfCn/7NsZtvXCSA+uQV9IoeYEfic/jJXtD3OWzfC/rNsf63/8df3/6U2B93J71rBFCdnj2fXNBba4CNxNfwV3tvZt1/m+zhP7XzLZ/ej7rfIesSAdSm10dWphT0jugB2hJfw4mC/pO9oA/n/i0uEUBt+vZ8ekFvrgEuswj6Az/zdWDQN/8RcP/+K3/2P5/+w5e//YujZ/SuEEBleh/QpxP0jugBWhIfw2mCvnkj7f0f3hT8/9/8AKqOG/FdIYDK9O75hIJe0QPcSnwLpwn6y69/+9c/aPd789mXHTfduEAAdenf8ykGvcEGqCTo9zQ31R/+NHvXB6AueQa9I3qAG4lP4URvit3T3IRz+FtcH4CqDOj5JIPeYgMkvoRzBf2BB77m8gBUJdegd0QPcC3xJfzkcNAP/cFShx/48E30Lg9ATYb0fFpBr+gBriQ+hJ/udXdzs8zhu99vCHqAfvp/ZKWgB0hV4kO4+TiaV/42fkXQA0xjUM8nFvSKHmAr8R3cP4/fnNnvJv4+99AD9DLsgD7VoDfaQOUSn8H9t8B2l/ju9/xR+Ofeb611bQDqMaznUwt6R/QAjdRnML4r9sjnTd6KQf/J3qn+kRt3XBuAagzs+WSD3moDdUt9BWN5f9r9E6FuxaBvHuTP43f4SbFA7XIPekf0ABupr2Bzb8xtejcH9KfuuNkL+uZB2kf0zQ+K7Tjnd2kAajG059MLekUPcJl+0G+P5L/9wfYffv+jPgf0+2+KbR7kpui//sf73Qf0gh6oxcB3xAp6gEQlP4LN6fr9V378T5eXX77/gyMn6y17Qb99kPt/+j//+eZROv+zwJUBqMTgnk8w6BU9QAZBv73LpqV1st7cOXPgp8buf2xlfJAjP2zWhQGow/AD+pSD3nADFctgAn+/E+Pf+eD2d/oH/fUZ/bVX/rLzr3NdAOowvOdTDHpH9AA5BP3VPe9bP2y/IXZA0F9+fXWnzfbemw/2/9A11wWgCmcc0Ccd9JYbqFceC/jl+29tOvytzZ30LUOC/qnf/vW/3xzO/2l4lMBlAajCGT2fZNA7ogewgJHLAlCDcw7o0w560w1UywBGrgpADc7p+TSD3hE9UD0DGLkqADUQ9ADFMICRqwJQgbN6PtGgV/RA7exf5KIAVEDQA5TD/kUuCkD5znpLbPJBb7yBSpm/yDUBKN95PZ9q0DuiBypn/iLXBKB4Zx7QJx/01huok/WLXBKA4p3Z88kGvSN6oG7WL3JJAEp37gF9+kFvvoEqGb/IFQEo3bk9n27QO6IHqmb8IlcEoHBnH9BnEPT2G6iR7YtcEIDCnd3zCQe9I3qgZrYvckEAynb+AX0OQW/AgQqZvsj1ACjb+T2fctA7ogcqZvoi1wOgbIIeoDCmL3I9AIo2oueTDnpFD9TL8kUuB0DRBD1AaSxf5HIAlGzEW2IzCXoTDlTH8EWuBkDJxvR82kHviB6oluGLXA2Ago06oM8k6G04UBu7F7kYAAUb1fOJB70jeqBWdi9yMQDKNe6APpegN+JAZcxe5FoAlGtcz6ce9I7ogUqZvci1ACjWyAP6bILeigN1sXqRSwFQrJE9n3zQO6IH6mT1IpcCoFRjD+jzCXozDlTF6EWuBECpxvZ8+kHviB6oktGLXAmAQo0+oM8o6O04UBObF7kQAIUa3fMZBL0jeqBGNi9yIQAKJegBymTzIhcCoEzjez6HoFf0QIVMXuQ6AJRJ0AMUyuRFrgNAkca/JTavoLfkQD0sXuQyABRpgp7PIugd0QP1sXiRywBQoikO6PMKelMOVMPgRa4CQImm6Pk8gt4RPVAdgxe5CgAFmuSAPrOgt+VALexd5CIAFGiSns8k6B3RA7Wxd5GLAFCeaQ7ocwt6Yw5UwtxFrgFAeabp+VyC3hE9UBlzF7kGAMWZ6IA+u6C35kAdrF3kEgAUZ6KezyboHdEDdbF2kUsAUBxBD1Ayaxe5BAClmarn8wl6RQ9UxdhFrgBAaQQ9QNGMXeQKABRmqrfE5hj09hyoga2LXACAwkzW8xkFvSN6oCa2LnIBAMoy3QF9jkFv0IEKmLrI/gNlma7ncwp6R/RARUxdZP+Bokx4QJ9l0Ft0oHyWLjL/QFEm7Pmsgt4RPVAPSxeZf6Aogh6gdJYuMv9ASabs+byCXtED1TB0kfUHSiLoTTpQPEMXWX+gIFO+JTbXoLfpQOnsXGT8gYJM2vOZBb0jeqAWdi4y/kBBBL1NB8pn5yLjD5Rj2p7PLegVPVAJMxfZfqAcgl7QAxUwc5HtB4ox7VtiBT1AmsxcZPuBYkzc89kFvaIH6mDlItMPFEPQC3qgBlYuMv1AKabu+XyD3qwDRTNykeUHSiHoHdEDVTBykeUHCjH1W2IFPUCajFxk+YFCTN7zGQa9ogdqYOMiww8UQtA/L+iBKti4yPADZZi+53MOesMOFMzERXYfKIOgbwh6oHwmLrL7QBGmf0usoAdIk4mL7D5QhBl6PsugV/RA+SxcZPaBIgj6K4IeKJ6Fi8w+UII5el7QAyTJwkVmHyiBoL+h6IHSGbjI6gMFmOMtsYIeIE0GLrL6QAFm6fnMg962A6Wyb5HRBwog6FsEPVA4+xYZfSB/8/S8oAdIkn2LjD6QP0G/Q9EDZTNvkc0HsjfPW2IFPUCazFtk84HszdTz2Qe9dQfKZN0ikw/kbq4D+myD3hE9UDbrFpl8IHdz9bygB0iSdYtMPpA7Qb9H0QMlM26RxQcyN1vPC3qAJBm3yOIDmRP0+7wtFiiZbYsMPpC32d4Sm3PQO6IHSmbbIoMP5G2+nhf0AEmybZHBB/Im6A9S9EC5TFtk74Gszdjzgh4gSaYtsvdA1gT9YYIeKJdpi+w9kLMZ3xKbd9AreqBcli0y90DO5ux5QQ+QJMsWmXsgZ4K+i4+iB4pl2CJrD2Rs1p7PO+gd0QPFMmyRtQcyJui7CXqgVIYtsvZAvmZ9S2zuQa/ogVLZtcjYA/mat+cFPUCS7Fpk7IF8CfpjvC0WKJRZi2w9kK2Zez73oHdEDxTKrEW2HsiWoD9O0ANlMmuRrQdyNfNbYvMPekUPlMmqRaYeyNXcPS/oAZJk1SJTD+RK0J8i6IEiWbXI1AOZmr3n8w96RQ8UyahFlj4F46/aa78CWIGgP03QAyUyapGlT8H4q/barwCWN/tbYksKejsPlMSmRYY+BeOv2mu/Alje/D1fQNA7ogdKZNMiQ5+C8RfttV8BLE/Q9yHogQLZtMjQp2D8RXvtVwCLW6DnSwh6RQ8UyKRFdj4F46/Za78CWJyg70fQA+UxaZGdT8H4a/barwCWtsBbYssKeksPlMOiRWY+BeOv2Wu/AljaEj1fRNA7ogfKY9EiM5+C8ZfstV8BLE3Q9yXogeJYtMjMp2D8JXvtVwALW6Tnywh6RQ8Ux6BFVj4F46/Ya78CWJig70/QA6UxaJGVT8H4K/barwAWJuj7E/RAaQxaZOVTMP6KvfYrgGUt0/OFBL2iB0pjzyIjn4LxF+y1XwEsS9APIeiBwtizyMinYPwFe+1XAMsS9EMIeqAw9iwy8ikYf8Fe+xXAohbq+VKCXtEDhTFnkY1PwfjrdedDP9j8L/zc3pc/u/v0y2/O+ZoGSOrJkAVBP4ygB8piziIbn4Lx1+uuR/7q1c3/wnfeiV+PDf3h/zXPKzvi9q8U9Ax0IeiHuVD0QFGsWWTiUzD+et31yI+3V/GX49d3G/rz1/a/Y2btv1LQM9BSPV9M0DuiB8pizSITn4Lxl+uOB37yk+1V/Bu/DL+x09B/dyj557XzVwp6BhL0Qwl6oCjWLDLxKRh/ue544E0qP/PagVxuN3RT/csG/Qp/JQVZrOfLCXpFDxTFmEUWPgXjr9YdD/xw847YBwfeFivoyZigH07QAyUxZpGFT8H4q/Xhx226+c3HB94WK+jJmKAfTtADJTFmkYVPwfir9eHHfdzcPt980k2oZ0FPvpbr+YKCXtEDJbFlkYFPwfiL9eHH3dxs8+yj5v8Jb4sV9ORL0J9D0AMFsWWRgU/B+Iv1wYe9Ppo/8Ckyp4L+i3fvbb7j3vfeO/C4H75wcfHNNx61vvLk3XtPv/ub3/pp/NYnv/7je01F3Nv5vbOD/ujzohKC/hyCHiiILYsMfArGX6wPPuzDq5vnm3zefVvsTdA3v7hyc4r/+Xdvv/jMe7sP+OaTB9vfuPP97Rdevnzyd7ffvZP0n7990bL5A5eH/srdJ7Pb+c0H6V//x0jX86IqC/Z8SUGv6IGCmLLIvqdg/LX60KM2Hf/s5iD9uuxvHQ36D1tf2ynsJugfXH/9zaugv/6w+/jd8XGu/6OiO+hvn/GNB62vdD4vqiLozyPogXKYssi+p2D8tfrQo96ed++ffB8L+ochw2//5OZ3Xm9/dxP0D3a++fY/HB7Hx2k/m4NBv/9fHu1n3v28qMnN//7j/7U5rcSgt/hA/ixZZN5TMP5afehRH940enPyvfO22CNBv+3wb37/N0//3Efbe2bebD3ixfZulw/vvnz1hc098i/+9NHl5dU3X9/b09zBf3HnjY83//DR23d3+/1w0O99IE+r8I88L2qyZM8XFfSO6IFyWLLIvKdg/KX6wIM2cXxV1w9j/na/KXbb4S/vfOP1fwtsg/655g6Yz39z84Xrm+MvP7yI33x7/8z2xpyDf2XryTzY+TPte3COPS9qIujPJeiBYliyyLynYPyl+sCDtt9O2o77RnfQx/bfu+mlXdEPw0H5g9t/bP7K9ve2H6gz6B/vPl7rzxx7XlRk0Z4vK+gVPVAMQxZZ9xSMv1IfeNCdw+4HF7s3p3cG/V76X/10quaXDy/Cb8YvtCq7+WX7e9t/TWfQh7/+9q6ho8+Ligj68wl6oBSGLLLuKRh/pd5/zN3b0R/v3K9yJOgfX8QPxGkeaPutD8Oj7B2bt//SL/7hj//NzgM96BH0rYS/3Pm8zaPPi4oI+vMJeqAUhiyy7ikYf6Xef8zdD4yJN8B0Bv3Di/jBka0Q3/sQmviFvTe1trQ/Db876Hd+CFbrH44+L+qxbM8XFvSKHiiFHYuMewrGX6j3HjJ+pHs4S+8M+gfxzpbtH33u5ld7Qd++7aXzJ8A++ejdFy76BP3OD8FqPfzR50U9BP0Ygh4ohB2LjHsKxl+o9x5y56T7cu+W9q6g3/0hUbe2/2kQ+71P0H/883dfv3fzOCeDvn1rfOu++ePPi3oI+jEEPVAIOxYZ9xSMv1DvPeSDQ/l7e7reFfTbD4fct03sg0HfbuoQ9F+8e/hnxR4L+tat8a375o8/L6qxcM+XFvSKHiiEGYtsewrGX6fjI3YEcPddLjME/ZOf7T/O6aBvfTpP63N6BD0NQT+OoAfKYMYi256C8dfp+IiPT/TvAkG/e5fMi2/8otebYlvn8u132Ap6Nm7+hx//r0w/gh4gRWYssu0pGH+djo948I6bi4OfH3PkA+KjQUF/9RTu/MGf/PwXjy77fspN6/fan1R5/HlRi6V7vrigV/RAGaxYZNpTMP4yHR5w76c6XV4d2j/X/oauoO/86JghQb/9vxH820e7v9cj6G8etP2TsY4/L2oh6McS9EARrFhk2lMw/jIdHjD+wKeN5q6V6xPvox9b2fnRMUOC/kF8Cu2f9Xo06Df/+PR57v7gqKPPi0os3vPlBr3ZB7JmxCLLnoLxl+ndx2t6ee/28iaxryp6wE+KvXxw709+sf3VgKCPn4O/+381OBr0V7/5eOcvO/q8qISgH0/QAyUwYpFlT8H4q/Tu4+3cXXOj6earRO4M+uZcvCvEBwR9+zx+68FFz6Bvnv6zj3Z/lNTR50UlBP14gh4ogRGLLHsKxl+ldx/vwf5x9uX1x85sw7kz6HfO8eOfGhr07e/98KJ30G/+7J3/59XdLx57XtRh+Z4vMOgVPVACGxYZ9hSMv0jvPNz+afbWw9uk3gv6m6Pu5ncuXrr+05833Xz1YIPvob8J8OvPpG8H/e5f2U7zzZ+9F/6uY8+LOgj6KQh6oAA2LDLsKRh/kd55uMfhMPta08Tbk/udhm4O9L9//V1N9l/ceeM3T3/98c+ajL4+7R/+KTfPbD6x8slHb1//xNjrb975K/eC/vpT9Hdew5HnRR0E/RQEPVAAGxYZ9hSMv0i3H62p6oOte3tqvhf0F7etvv8DXq/Le0jQ7/5cqWvXf3rnr9wL+qs/G15D9/OiCiv0fIlBr+iBApiwyK6nYPw1uv1oTR8fvBnl8eGGvj4Qbx/Et+we3vf+wVKfhx/u+q13W3/Fzl+5F/RXzyC+hs7nRRUE/TQEPZA/ExbZ9RSMv0a3H63p3oM/VbW5ub5J592Gvi7l6y98/lo7xN/beeTeQX91m/uVF9/b/Tvbf+V+0G9vmN97DV3PiyoI+mkIeiB/Jiyy6ykYf41uPdjOD5AKbj46MjT09ib3e7dH3l+8+93mhvsXm1vWrw0L+qcB/h82b229+OYf/PTR9d9+892tv3I/6DvvGjr8vKjBGj1fZNAreiB/Fiwy6ykYf4le+xXA3AT9VAQ9kD0LFpn1FIy/RK/9CmBmF4J+KheKHsidAYusegrGX6LXfgUws1V6vsygd0QPZM+ARVY9BeOv0Gu/ApiZoJ+OoAdyZ8Aiq56C8VfotV8BzGudni806BU9kDv7FRn1FIy/QK/9CmBegn5Kgh7InP2KjHoKxl+g134FMC9BPyVBD2TOfkVGPQXjL9BrvwKY1Uo9X2rQK3ogc+YrsukpGH99XvsVwKwE/bQEPZA38xXZ9BSMvz6v/QpgVoJ+WoIeyJv5imx6CsZfn9d+BTCntXq+2KBX9EDerFdk0lMw/vK89iuAOQn6qQl6IGvWKzLpKRh/eV77FcCMLgT91C4UPZAz4xVZ9BSMvzyv/QpgRqv1fLlB74geyJrxiiw6kDhBPz1BD+TMeEUWHUjbej1fcNAreiBntisy6EDaBP0cBD2QMdsVGXQgbYJ+DoIeyJjtigw6kLQVe77koFf0QMZMV2TPgaQJ+nkIeiBfpiuy5ykYHwRrvwKYjaCfh6AH8mW6InuegvFBsPYrgLms2fNFB72iB/JluSJznoLxQbD2K4C5CPq5CHogW5YrMucpGB8Ea78CmIugn4ugB7JluSJznoLxQbD2K4CZrNrzZQe9ogeyZbgia56C8UGw9iuAmQj6+Qh6IFeGK7LmKRgfBGu/ApjJqj1feNA/L+iBTBmuyJqnYHwQrP0KYB7rHtBXEvSuAUBu7FZkzFMwPgjWfgUwD0E/J0EPZMpuRcY8BeODYO1XAPNYt+dLD3r33ACZsluRMU/B+CBY+xXALFY+oK8l6F0EgMyYrciWp2B8EKz9CmAWgn5egh7Ik9mKbHkKxgfB2q8AZrFyzxcf9O65AfJktiJbnoLxQbD2K4A5rH1AX03QuwoAebFakSlPwfggWPsVwBwE/dwEPZAlqxWZ8hSMD4K1XwHMYe2eLz/o3XMDZMlqRaY8BeODIDzgV68+/d/1zjt7f9GDp1/+xi9PP6HP7j79xjf3fw2LEvSzc0QP5MhoRZY8BeODIDxgE/QXzz6Kf5GgJyer33Ej6AGSZLQiS56C8UEQHnAb9Bcvx79I0JMTQb8AQQ9kyGhFljwF44MgPOBV0O/ddCPoycnqPV9R0LsOADmxWZEhT8H4IAgPeBX0ezfdCHoysv4BvaAHSJLNigx5CsYHQXjA66CPN90IejIi6Bch6IH82KzIkKdgfBCEB7wJ+nDTjaAnI+v3fE1B70IAZMRkRXY8BeODIDzgTdCHm24EPflI4IBe0AMkyWRFdjwF44MgPGAT9P/Hq3s33Qh68iHoFyLogeyYrMiOp2B8EIQHbIL+ucd7N90IevKRQM9XFfSuBEA+LFZkxlMwPgjCA26Dvun3nZtu2kH/MPzek5/cnucLelaXwgG9oAdIksWKzHgKxgdBeMCroP8q3nQj6FRG6ssAACAASURBVMmGoF+MoAdyY7EiM56C8UEQHvAq6C/jTTeCnmyk0PN1Bb1LAZANgxVZ8RSMD4LwgNdBH2+6EfTkIokDekEPkCSDFVnxFIwPgvCAN0EfbroR9ORC0C9I0AOZMViRFU/B+CAID3gT9Nubbm4+2EbQk4sker6yoHctAHJhryIjnoLxQRAe8DbotzfdPHf1dUFPJtI4oBf0AEmyV5ERT8H4IAgP2Ar67U03V0Eu6MmEoF+UoAfyYq8iI56C8UEQHrAV9Ds33Qh6MpFGz9cW9C4GQCbMVWTDUzA+CMIDtoO+fdONoCcPiRzQC3qAJJmryIanYHwQhAfcCfrWTTeCnjwI+oUJeiAr5iqy4SkYHwThAXeCvnXTjaAnD4n0fHVB72oA5MFaRSY8BeODIDzgbtA3qX7zc6YEPclL5YBe0AMkyVpFJjwF44MgPOBu0G+bfBPlgp4sCPrFCXogJ9YqMuEpGB8E4QFD0Dfxvin5Y0Hf/BlBTwpS6fn6gt7lAMiCsYoseArGB0F4wBj01zfdxKC/+RGyl4KehAj6xQl6ICfGKrLgKRgfBOEBY9Bf33RzLOibbxH0JCCZO24qCnr33AA5MVaRBU/B+CAID7gX9Fc33fyfR4K++SwcQU8CBP0KHNEDGbFVkQFPwfggCA+4H/Tbm24uQtDfeef2Ox4IehKRTM8LeoAk2arIgKdgfBCEB9wP+qubblpB//hi53uafxT0JCCdA/qagt49N0BGbFVkwFMwPgjCAx4I+u1NN62gv/ksy8aHdwU9iRD0q3BED+TDVEX2OwXjgyA84KGgv77p5ua++eYem4uXfvP0t3792tW1XNCzvnR6XtADJMlURfY7BeODIDzgoaC/vunmJuhvbsLZeu6hoCcFCR3QVxX07rkB8mGqIvudgvFBEB7wYNBf3XRz+8k2D9s9/+wjQU8SBP1KHNED2bBUkflOwfggCA94OOi3N920Pqry5k6biztvPLoU9CQhoZ4X9ABJslSR+U7B+CAID3g46Ldt3v7s+cuP3n7h6ZfuPc35S0FPElI6oK8r6N1zA2TDUkXmOwXjg2DtVwBTEfSrcUQP5MJQRdY7BeODYO1XAFNJqecFPUCSDFVkvVMwPgjWfgUwkaQO6CsLevfcALkwVJH1TsH4IFj7FcBEBP2KHNEDmbBTkfFOwfggWPsVwESS6nlBD5AkOxUZ7xSMD4K1XwFMI60D+tqC3j03QCbsVGS8UzA+CNZ+BTANQb8qR/RAHsxUZLtTMD4I1n4FMI20el7QAyTJTEW2OwXjg2DtVwCTSOyAvrqgd88NkAczFdnuFIwPgrVfAUxC0K/MET2QBSsVme4UjA+CtV8BTCKxnhf0AEmyUpHpTsH4IFj7FcAUUjugry/o3XMDZMFKRaY7BeODYO1XAFMQ9KtzRA/kwEhFljsF44Ng7VcAU0it5wU9QJKMVGS5gVQI+vUJeiADRiqy3EAikrvjpuKgd10AUmajIsMNJELQJ0DQAxmwUZHhBhKRXM/XGPTuuQEyYKMiww2kIb0D+pqD3oUBSJiJiuw2kAZBnwRBD6TPREV2G0hDej1fZdC75wZIn4mK7DaQhAQP6KsOelcGIF0WKjLbQBIEfSIEPZA8CxWZbSAJCfZ8nUHvnhsgeRYqMttAClI8oK876F0agGQZqMhqAykQ9MkQ9EDqDFRktYEUpNjzlQa9e26A1BmoyGoDCUjygL7yoHdtAFJlnyKjDSRA0CdE0AOJs0+R0QYSkGTP1xr07rkBEmefIqMNrC/NA/rag97FAUiUeYpsNrA+QZ8UQQ+kzTxFNhtYX5o9X23Qu+cGSJt5imw2sLpED+gFPUCSzFNks4HVCfrEuOcGSJp1ikw2sLpEe17Qr/3/MQAOsk6RyQZWJ+hTI+iBlFmnyGQDa0v1jhtB7/IAJMk4RRYbWJugT46gB1JmnCKLDawt1Z6vOOjdcwOkzDhFFhtYWbIH9ILe9QFIkm2KDDawMkGfIEEPJMw2RQYbWFmyPV9z0LvnBkiYbYoMNrCudA/oBb0LBJAk0xTZa2Bdgn7tl3mQoAfSZZoiew2sK92erzro3XMDpMs0RfYaWFXCB/SC3hUCSJJlisw1sCpBL+gBhrFMkbkGVpVwz9cd9O65AZJlmSJzDawp5QN6Qe8KASTJMkXmGliToE896F0igOQYpshaA2tKuecFvaAHkmSYImsNrEnQJxv07rkBUmWYImsNrCjpO24EvaIHkmSXImMNrEjQC3qAoexSZKyBFSXd87UHvXtugETZpchYA+tJ+4Be0Ct6IElmKbLVwHoEvaAHGMwsRbYaWE/aPV990LvnBkiTWYpsNbCaxA/oBb0jeiBJViky1cBqBL2gBxjOKkWmGlhN4j0v6N1zAyTJKkWmGlhL6gf0gt4RPZAkoxRZamAtgl7QA5zBKEWWGlhL6j0v6N1zAyTJKEWWGlhJ8gf0gl7QA0kySpGlBlYi6PMJetcJICU2KTLUwEqS73lBL+iBJNmkyFADKxH0GQS9e26ABNmkyFAD60j/jhtB/7wjeiBFJimy08A6BL2gBziLSYrsNLCO9Hte0G8IeiA5Jimy08AqMjigF/QbjuiB5FikyEwDqxD0gh7gPBYpMtPAKjLoeUHfEPRAaixSZKaBNeRwQC/oG47ogdQYpMhKA2sQ9IIe4EwGKbLSwBpy6HlBvyXogcQYpMhKAyvI4oBe0G85ogcSY48iIw2sQNALeoBz2aPISAMryKLnBf0VQQ+kxR5FRhpYXh4H9IL+iqAH0mKPIiMNLE/Q5xj0LhZAIsxRZKOB5eXR84L+iqAH0mKOIhsNLE/QZxX07rkB0mKOIhsNLC6TO24E/TVH9EBSrFFkooHFCXpBD3A+axSZaGBxmfS8oL8h6IGUWKPIRANLy+WAXtDfcEQPpMQYRRYaWJqgF/QAIxijyEIDS8ul5wX9LUEPJMQYRRYaWFg2B/SC/pYjeiAhtigy0MDCBL2gBxjDFkUGGlhYNj0v6FsEPZAOWxQZaGBZ+RzQC/oWR/RAOkxRZJ+BZQl6QQ8wiimK7DOwrHx6XtC3CXogGaYoss/AojI6oBf0bYIeSIYpiuwzsChBn3fQu2IA67NEkXkGFpVRzwv6NkEPJMMSReYZWJSgzzTo3XMDJMMSReYZWFJOd9wI+h2O6IFUGKLIOgNLEvSCHmAkQxRZZ2BJOfW8oN8l6IFEGKLIOgMLyuqAXtDvckQPJMIORcYZWJCgF/QAY9mhyDgDC8qq5wV9IOiBNNihyDgDy8nrgF7QB47ogTSYocg2A8sR9IIeYDQzFNlmYDl59bygjwQ9kAQzFNlmYDGZHdAL+sgRPZAEKxSZZmAxgl7QA4xnhSLTDCwms54X9HsEPZACKxSZZmAxgl7QA4xnhSLTDCwltztuBP0e99wAKTBCkWUGliLoBT3ABIxQZJmBpeTW84J+n6AHEmCEIssMLCS7A3pBv88RPZAAGxQZZmAhgl7QA0zBBkWGGVhIdj0v6A8Q9MD6bFBkmIFl5HdAL+gPcEQPrM8ERXYZWIagF/QAkzBBkV0GlpFfzwv6QwQ9sDoTFNllYBEZHtAL+kMc0QOrs0CRWQYWIegFPcA0LFBkloFFZNjzgv4gQQ+szQJFZhlYhKAX9ADTsECRWQaWkOMdN4L+IPfcAGszQJFVBpYg6AU9wEQMUGSVgSXk2POC/jBBD6zMAEVWGVhAlgf0gv4wR/TAyuxPZJSBBQh6QQ8wFfsTGWVgAVn2vKDvIOiBddmfyCgD88vzgF7Qd3BED6zL/EQ2GZifoBf0AJMxP5FNBuaXZ88L+i6CHliV+YlsMjC7TA/oBX0XR/TAqqxPZJKB2Ql6QQ8wHesTmWRgdpn2vKDvJOiBNVmfyCQDsxP0gh5gOtYnMsnA3HK940bQd3LPDbAm4xNZZGBugl7QA0zI+EQWGZhbrj0v6LsJemBFxieyyMDMsj2gF/TdHNEDK7I9kUEGZiboBT3AlGxPZJCBmWXb84L+CEEPrMf2RAYZmFe+B/SC/ghH9MB6TE9kj4F5CXpBDzAp0xPZY2Be+fa8oD9G0AOrMT2RPQZmlfEBvaA/xhE9sBrLE5ljYFaCXtADTMvyROYYmFXGPS/ojxL0wFosT2SOgTnlfEAv6I9yRA+sxfBE1hiYk6AX9AATMzyRNQbmlHPPC/rjBD2wEsMTWWNgToJe0ANMzPBE1hiYUdZ33Aj649xzA6zE7kTGGJiRoBf0AFOzO5ExBmaUdc8L+hMEPbAOuxMZY2A+eR/QC/oTHNED6zA7kS0G5iPoBT3A5MxOZIuB+eTd84L+FEEPrMLsRLYYmE3mB/SC/hRH9MAqrE5kioHZCHpBDzA9qxOZYmA2mfe8oD9J0ANrsDqRKQbmkvsBvaA/yRE9sAajE1liYC6CXtADzMDoRJYYmEvuPS/oTxP0wAqMTmSJgbkIekEPMAOjE1liYCbZ33Ej6E9zzw2wApsTGWJgJoJe0APMweZEhhiYSfY9L+h7EPTA8mxOZIiBeeR/QC/oe3BEDyzP5ER2GJiHoBf0ALMwOZEdBuaRf88L+j4EPbA4kxPZYWAWBRzQC/o+HNEDi8tjcb58/637T73143/q9/2f3r//R+c+ihkGZiHoBT3APHJYnK//8f6NH/5zjz/wrz86EPR9H8UMA7MooOcFfS+CHlhaBovz+7+43/KdD07+ga//y/39oO/9KGYYmEMJB/SCvhdH9MDS0h+czXF727f/14k/8PWv7u8Hff9HscLAHAS9oAeYSfqD0+T5K5v73r98/wcHUj3a9nz8rv6PYoWBOZTQ84K+H0EPLCz5wfl0U99/eHXP+/a+mb869v3N/TZ7wT7gUawwMAdBL+gBZpL64DR9fnt/THPnzB8eeUvrb39w/0DQD3kUKwzMoIg7bgR9P+65ARaW+t78yw92D9M3R+2v/G3Xd7c+yWYn6Ic8ihEGZiDoBT3AXFLfm1+FN7A2Z+1/fvh7v97eHX//h/81Bv2QRzHCwAyK6HlB35OgB5aV+N7sfwLlJ913y3zS5Pwrf9n0e/sPDXoUIwxMr4wDekHfkyN6YFmJz028V+bo3TJN0P/ZB5d7QT/oUWwwMD1BL+gBZpP43OyH936c33ga9N/5m80vYtAPehQbDEyvjJ4X9H0JemBRic/Np3s/A6r5hJrDt79/ss35w0Hf+1FsMDC5Qg7oBX1fjuiBRSW+Np/spfix97Nei0E/6FFMMDA5QS/oAeaT+Nr8au/Nq/tvcD38p/4o/HPvRzHBwOQK6XlB35ugB5aU+NoIeqAApRzQC/reBD2wpMTXJqb54S+d+lODHsUEA1MT9LUGvcsJsIjEx0bQAwUopecFfW+CHlhS4mMj6IECCPrqgt49N8CSEh8bQQ/kr5g7bgR9f47ogQUlvjXeFAvkT9ALeoA5Jb41gh7IXzE9L+gHEPTAchLfmk8Op/gZP1iq96MYYGBa5RzQC/oBHNEDy0l8aj7d+xmv//qjp1/6q+N/Kgb9oEexv8C0BL2gB5hV4lPzLz+4f/+Vv41fGRr0gx7F/gLTKqfnBf0Qgh5YTOJTs3+Svjlt343zfTHoBz2K/QUmVdABvaAfQtADi0l8avbfvLr/Btd9MegHPYr9BSYl6OsOelcUYH6pL018P2tz2H7iQ272P2R+yKOYX2BSBfW8oB9C0AOLSX1p4s3um3tlTt1Cvx/0Qx7F/AKTEvSVBr17boDFpL40zd0yt59Q0xytn7rjZj/ohzyK+QWmVNIdN4J+EEf0wFKSH5rmMP3bH2z/4fc/6nNAvx/0Qx7F+gJTEvSCHmBmyQ9Nc7h+/5Uf/9Pl5Zfvb+6cOXkH/aGgH/Ao1heYUkk9L+iHEfTAQtIfmub+mJbWT4javNf10M973Q/6Y48SWF9gQkUd0Av6YQQ9sJAMhub3Oy3+nQ9uf2dA0B95lMD6AhMS9ILeNQWYWw478/U/3pb4D9tvZR0S9N2PEhhfYEJF9bygH0bQAwvJY2e+fP+tTYe/tbkHvmVQ0Hc+SmB8gemUdUAv6AcS9MAy7ExkfIHpCHpB76ICzM7MRLYXmE5ZPS/oBxL0wDLMTGR7gckUdkAv6IcS9MAizExke4HJCHpB76ICzM/MRLYXmExhPS/oh3LPDbAIKxOZXmAygl7QC3pgflYmMr3AVEq740bQDybogSVYmcj0AlMR9IJe0QMLMDKR5QWmUlrPC/rBBD2wBCMTWV5gIsUd0Av64QQ9sAAjE1leYCKCXtA7ogeWYGMiwwtMpLieF/TDCXpgATYmMrzANMo7oBf0ZxD0wPxsTGR4gWkIekH/vKAHlmBjIsMLTKO8nhf0Z3DPDTA/ExPZXWASBR7QC/ozCHpgfiYmsrvAJAS9oG8IemB2Jiayu8AkCux5QX8OR/TA7CxMZHaBSQh6Qd8Q9MDsLExkdoEplHjHjaA/i6AH5mZhIrMLTEHQC/orgh6Ym4WJzC4whRJ7XtCfxT03wNwMTGR1gQkUeUAv6M8i6IG5GZjI6gITEPSC/oagB2ZmYCKrC0ygyJ4X9OdxRA/MzL5ERhcYr8wDekF/HkEPzMy+REYXGE/QC/oWQQ/My75ERhcYr8yeF/RnckQPzMu8RDYXGE/QC/oWQQ/My7xENhcYrdA7bgT9uQQ9MCvzEtlcYDRBL+h3CHpgVuYlsrnAaIX2vKA/l3tugFlZl8jkAmOVekAv6M8l6IFZWZfI5AJjCXpBHwh6YE7WJTK5wFil9rygP5sjemBOxiWyuMBIxR7QC/qzCXpgTsYlsrjASIJe0O8R9MCMjEtkcYGRiu15QX8+QQ/MyLhEFhcYp9wDekF/PvfcADOyLZHBBcYR9IJ+n6AHZmRbIoMLjFNuzwv6EQQ9MB/bEhlcYBxBL+gPcEQPzMe0RPYWGKXgO24E/QiCHpiPaYnsLTCKoBf0Bwl6YDamJbK3wCgF97ygH0PQA7MxLZG9BcYo+YBe0I/hnhtgNpYlMrfAGIJe0B8m6IHZWJbI3AJjlNzzgn4UQQ/MxbJE5hYYoegDekE/iiN6YC6GJbK2wAiCXtB3EfTAXAxLZG2BEYrueUE/jqAHZmJYImsLjCDoBX0nR/TATOxKZGyB85V9x42gH0fQAzOxK5GxBc4n6AX9EYIemIddiYwtcL6ye17QjyTogXnYlcjYAmcr/IBe0I/knhtgHmYlsrXA2QS9oD9G0APzMCuRrQXOVnjPC/qxBD0wC7MS2VrgXKUf0Av6sRzRA7OwKpGpBc4l6AX9cYIemIVViUwtcK7Se17QjybogTlYlcjUAmcq/oBe0I/miB6Yg1GJLC1wJkEv6E8R9MAcjEpkaYEzFd/zgn48QQ/MwKhElhY4k6AX9CcJemAGRiWytMB5yr/jRtCP554bYAY2JTK0wHkEvaA/TdADM7ApkaEFzlN+zwv6CQh6YHo2JTK0wFkqOKAX9BNwRA9Mz6REdhY4i6AX9H0IemB6pyflyX9f4GkkxM4CZ6mg5wX9FAQ9MLnTk/LVqxff+sUCzyQVdhY4Rw0H9IJ+Co7ogcn1CvqLizvfem+BJ5MEMwucQ9AL+n4EPTC5nkG/afo3Hi3wfNZnZoFz1NDzgn4Sgh6YWv+gf+qZn1bQ9GYWOIegF/Q9CXpgaj0W5dffvbj14k/nf07rMrPAGaq440bQT8I9N8DUeg3Kk1+/1mr6wt8ia2WBMwh6Qd+XoAem1ndQnrz7wm3SF/0WWSsLnKGKnhf00xD0wMQGDMoX795tNX2xb5G1ssBwdRzQC/ppOKIHJjZsTz5/u9X03/x+kU1vZIHhBL2g70/QAxMbvCcfvV34W2SNLDBcHT0v6Cci6IFpnbMnOx97U9zt9EYWGKySA3pBPxFH9MC0zpyTj1r33jxT1jG9jQUGE/SCfghBD0zr3Dn5dftu+jvfn/Q5rcvGAoNV0vOCfiqCHpjUOXOy+7H021P6cm68sbHAULUc0Av6qTiiByY1fE3aNf+t/3j96fR33pnhya3CxAJDCXpBP4ygByY1cE3a74fdfmzlFz/b3nvzbCmfYWligaFq6XlBPxlBD0xpyJq0P7Hyzku/uf7yk581X3l5hme3BhMLDCXoBf1Agh6YUu812fmZUi/+Yuf3HpR0RG9igYGqueNG0E/GPTfAlPqNyRfvtn9C7Bsx3R9vvvyNX07/7NZgYYGBBL2gH0rQA1PqMSZP3n3htuYP/iCpr14V9EC9qul5QT8dQQ9M6PSYNLV+peNnSDXf4pYboE71HNAL+uk4ogcmNCDo7+zdarPzLc9N+8RWY2CBYQS9oB9O0AMT6h303/pF97c8vrhz7/X/e8JntSYDCwxTT88L+gkJemA6/YL+mZ8Wcj9NDwYWGKSiA3pBPyFH9MB0egT9v7v9yPka2FdgEEEv6M8h6IHpmJLIvgKDVNTzgn5Kgh6YzJgpefLxzw9/6k3W7CswRE0H9IJ+SoIemEzPN8Ue+JD5Jz8p6LMqW+wrMISgF/Tncc8NMJnzg76oD59vMa/AEDX1vKCfkqAHJjMy6Ev58bAt5hUYQtAL+jMJemAq5wf9Z3cFPVC9qu64EfSTckQPTKVzSJ58fOWjJuh/8XHw69cuBD1QPUEv6M8l6IGpdA7J44s+3EMP1K2qnhf00xL0wES6T+h/0ifoX17yuS7DugL91XVAL+in5YgemEj3jjT3yJ9Q4B03gh4YQNAL+vMJemAiR3bkwcmef+a95Z7oYowr0F9dPS/oJybogWkc2ZGv/sPrG3+8Oam/8wevR9/7eYk5L+iBASo7oBf0E3NED0zj/I+tLJVtBXoT9IJ+DEEPTEPQR7YV6K2ynhf0UxP0wCQEfWRbgd4EvaAfRdADk+gxI198/PHHv5n/maTCtgJ91XbHjaCfmntugElYkci0An0JekE/jqAHJmFFItMK9FVbzwv6yQl6YApWJDKtQE/VHdAL+sk5ogem0DUiTzYfQv+9R9e/6tJ8R1ksK9CToBf0Ywl6YApdI3L72TbNr7oU+Ok3lhXoqbqeF/TTE/TABAR9ZFmBfuo7oBf003NED0xA0EeGFehH0Av68QQ9MAFBHxlWoJ/6el7Qz0DQA+N1bsjtj5Pa/KpLgT9wyrACvVR4QC/oZ+CIHhjPhER2FehF0Av6KQh6YDwTEtlVoJcKe17Qz0HQA6OZkMiuAr0IekE/CUEPjGZCIrsK9FHjHTeCfg7uuQFGsyCRWQX6EPSCfhqCHhht+II8+fV3nw7PN994NMOzSYFZBfqosecF/SwEPTBWzwX56O0X39n+6vPXrqbnTqFJb1aBHqo8oBf0s3BED4zVa0A+20T8m80v2z9m6tkii96qAj0IekE/FUEPjNVnQB7f3SzNy5tfPvnJRctzMz+5VVhVoIcqe17Qz0PQAyP1GJCrQ/mm3h9fzc4L2//nzbmf3gqsKnBanQf0gn4ejuiBkXrsx4Pt0Hzjlze/fu7R1a30Jd50Y1SB0wS9oJ+OoAdGOr0f2wP6O9+//XWT9s0v77wz9/NbnlEFTquz5wX9TAQ9MM7p/Wjusrkq98etW+cf3txYXxajCpwm6AX9hAQ9MM7p/XjQevvrg9ad848LvefGqAInVXrHjaCfiXtugHFOzsf2c23an1l5dVr/2V1BD1RK0Av6KQl6YJyT89G+V75p+OuIb36juZ2+LDYVOKnSnhf0cxH0wCj9gv6q2x+2bqEX9EC1aj2gF/RzcUQPjDIk6K9+qtSbe79RFJMKnCLoBf20BD0wypCgb31o5aV76IF61drzgn42gh4Yo9+bYrf30O/cQr+9/0bQA/Wp9oBe0M/GET0wRs+PrWxus9neQn/10fPb+2+em/XJrcKiAicIekE/NUEPjNHzB0ttTuK3CX/9w2Eftu+nL4lFBU6otucF/XwEPTDC6fHY3jn/0qMnP7u4vcnmyd9dtO+nL4lFBY6r94Be0M/HET0wQo/teHjRtjmTf/L23Yv27TdFMajAcYJe0E9P0AMj9NiOq0+r3Hqu/ZUC3xIr6IFT6u15QT8jQQ+cr892fPXaTc8/s73H5kH7HwpjUIHjBL2gn4EjeuB8vabj6vb5zZ302y88bv9DYewpcFTFd9wI+hkJeuB8Pafjyd+//vrr/+mm4D+7e/Gt9+Z6Siuzp8BRgl7Qz0LQA2czHZE9BY6quOcF/ZwEPXA20xHZU+CYmg/oBf2c3HMDnM1yROYUOEbQC/p5CHrgbJYjMqfAMTX3vKCflaAHzmU5InMKHFH1Ab2gn5UjeuBcvYfjyccff/TzPf+9vI+utKbAEYJe0M9F0APn6jccn7999+Kgb5T3s6WsKXBE1T0v6Ocl6IEz9RmOm58rJeiB2gl6QT8bR/TAmXrsxpOfdPa8oAfqUvcdN4J+XoIeOFOP3XjY3fOCHqiLoBf0MxL0wHlO78ZXr14tzIuv7/ueN8UCNam75wX9zBzRA+c5PRvbA/o731/gySTBlgKdKj+gF/QzE/TAeU7PxoOm599Z4LmkwZYCnQS9oJ+VoAfOcnI2tm+JfXmJ55IGWwp0qrznBf3cHNEDZzm5Gs0t9BUd0At6oFPtB/SCfm6CHjhLv6Av8MNsOplSoIugF/QzE/TAOQR9ZEqBLrX3vKCfnSN64Bz97qF3yw2AA3pBPztBD5yj58dWvrnAU0mEJQU6CHpBPztBD5zh9Gh8dvfptDy3wFNJhCUFOlTf84J+foIeOEOP0ajsiN6SAh0EvaCfnXtugDP02IzK7qI3pMBh7rgR9PMT9MAZ+mzGV69txuWl38z+ZJJgSIHDBL2gX4CgB4brtRlPfrbdl3uvR997NPcTXJwhBQ7T84J+AY7ogeFOT0bzQfRdCvyAejsKHOSAXtAvQdADwwn6yI4CBwl6Qb8IQQ8MJugjOwocpOcF/SIc0QODCfrIjAKHOKB/XtAvQtADg/VYjC8+7lbgJ9+YUeAQQf+8oF+GoAeGshiRGQUOu85CswAAIABJREFU0fPPC/plOKIHhjIYkRUFDhH0zwv6ZQh6YCiDEVlR4AB33GwI+kUIemAggxFZUeAAQb8h6BfhiB4YyF5ERhQ4QM9vCPpFCHpgoAF78cU/vP7de/de3HxQ5ZP/VuDH21wxosA+B/QNQb8MQQ8M03cvnvzsbuuT5z+7e/Hie3M+rRUZUWCfoG8I+mU4ogeG6TcXT969ez0vTdA/3Pzq5Xmf2VpsKLBPzzcE/TIEPTBMr7l48pOLi52gf9D88qWZn9s6bCiwxwH9lqBfiKAHBukzF+2eb4L++gtFntHbUGCPoN8S9AtxRA8M0mcttufxd974f1+9PqH/cHsHzp135n56KzChwB49vyXoFyLogUF6rMXjZlX+7aPLr26C/vqM/tlHcz+/5ZlQYI+g3xL0SxH0wBCn12Lb7s89/VUr6K+O7Us8ojehQOSOmyuCfimCHhji9Fo8vnkr7E7QN/9Q4l30JhSIBP0VQb8U99wAQ5weiwc34b4T9NuPrnxuzue2DgsKRHr+iqBfiqAHhjg5Fts7bt7c/HI36D+7W+ZN9BYUCBzQXxP0ixH0wAAnx6Kp+O298rtBv/tP5bCgQCDorwn6xTiiBwboF/Tbbhf0QJX0/DVBvxhBDwwg6CMDCuxyQH9D0C9H0AP9nX/LjXvogToI+huCfjmO6IH+zn9TbPMpN4IeKJ6evyHolyPogf5OT8XDwx9buQ19n0MPlM4B/S1BvyBBD/R29g+Wajp/e3JfFvsJ7BD0twT9ghzRA72dXortUfzmJ0i1g/7x3ULvuBH0wC49f0vQL0jQA731WIrmiH5zc00r6P+/u6Ue0At6YJegvyXolyTogb76LMWDZlK+9d510H/x7gvblSnxgF7QAzvccdMi6JfkiB7oq89QbG+6ufbCza8K/BD6S0EP7BL0LYJ+SYIe6KvXUOwW/bVn3pv7ya3CegJter5F0C9K0AM99RuKJ+/e3ev5l0q83+ZS0AM7HNC3CfpFOaIHeuq7E1/8bDfnXyzzeP5S0AM7BH2boF+UoAd6GrATH/3H7zb3z9+5972fFno6v2E8gRY93ybolyXogX7sRGQ8gVsO6HcI+mUJeqAfOxEZT+CWoN8h6JflnhugHzMR2U7glp7fIeiXJeiBfsxEZDuBW4J+h6BfmKAHejETke0EbrjjZpegX5gjeqCXXivx+d//8b3tB9F/8973/nPBn3CzYTqBG4J+l6BfmKAHejm9Eh+9fRHceeM3CzyztZhO4Iae3yXolybogT5OrcSvX4s53yj350oJeuCGA/pA0C/NET3Qx/GReLJ3On/jpVLvvLGcwDVBHwj6pQl6oI+jI/HZ3c6ev7h45pdLPcdlWU7gmp4PBP3iBD3Qw7GRuO35Oy9+7+eNv3/9hZui/0aZRW85gSsO6CNBvzhH9EAPRzbiq1evav6l3ffAfvTdq3l5tsi7bgwncEXQR4J+cYIe6OHIRjzovFn+86tb65+b8YmtxnACV/R8JOiXJ+iB07o34vF2Q75/8Dc/bO7GufPOXE9rRYYT2HJAv0fQL88RPXBa90RsD+jf7Pjdx8Ue0dtNYEvQ7xH0yxP0wGmdE7F9R2x3sT8o9X2xdhPY0vN7BP0KBD1wUudEPD4R7Nvg7zrAz5jdBBoO6PcJ+hU4ogdO6lyIB6duqWm+4eUZntLKzCbQEPT7BP0KBD1w0vGgP3YA/7DQm+jNJtDQ8/sE/RoEPXBK10I8+cmpT7Fp7skp8KPozSaw4YD+AEG/Bkf0wCldA9H8VKmjQd/cRC/ogUIJ+gME/RoEPXDK0aA/+iE2p78jT1YT2NDzBwj6VQh64ARBH1lN4NIB/WGCfhWO6IETBH1kNIFLQX+YoF+FoAdOEPSR0QQu3XFzmKBfh6AHjhP0kdEEHNB3EPTrcEQPHCfoI5sJCPoOgn4dgh44TtBHNhNwx00HQb8SQQ8cJegjmwk4oO8g6FfiiB44StBHJhMQ9B0E/UoEPXCUoI9MJuCOmw6Cfi2CHjjmaNDf+c8/7/YPdwU9UCYH9B0E/Voc0QPHHA360wQ9UCBB30HQr0XQA8cI+shiAnq+g6BfjaAHjhD0kcWE6jmg7yLoV+OIHjhC0EcGE6on6LsI+tUIeuCIzqD/7r0+XhT0QHH0fBdBvx5BD3SzDZHBhNo5oO8k6NfjiB7oZhoiewm1E/SdBP16BD3QzTRE9hJqp+c7CfoVCXqgk2mI7CVUzgF9N0G/Ikf0QCfLEJlLqJyg7yboVyTogU6WITKXUDk9303Qr0nQA10sQ2QuoW4O6I8Q9GtyRA90MQyRtYS6CfojBP2aBD3QxTBE1hLqpuePEPSrEvRAB8MQWUuomgP6YwT9qhzRAx3sQmQsoWqC/hhBvypBD3SwC5GxhKrp+WME/boEPXCYXYiMJdTMAf1Rgn5djuiBw8xCZCuhZoL+KEG/LkEPHGYWIlsJNdPzRwn6lQl64CCzENlKqJgD+uME/coc0QMHWYXIVELFBP1xgn5lgh44yCpEphIqpuePE/RrE/TAIVYhMpVQLwf0Jwj6tTmiBw4xCpGlhHoJ+hME/doEPXCIUYgsJdRLz58g6Fcn6IEDjEJkKaFaDuhPEfSrc0QPHGATIkMJ1RL0pwj61Ql64ACbEBlKqJaeP0XQr0/QA/tsQmQooVYO6E8S9OtzRA/sMwmRnYRaCfqTBP36BD2wzyREdhJqpedPEvQJEPTAHpMQ2UmolAP60wR9AhzRA3ssQmQmoVKC/jRBnwBBD+yxCJGZhErp+dMEfQoEPRBZhMhMQp0c0Pcg6FPgiB6IDEJkJaFOgr4HQZ8CQQ9EBiGyklAnPd+DoE+CoAcCgxBZSaiSA/o+BH0SHNEDgT2IjCRUSdD3IeiTIOiBwB5ERhKqpOf7EPRpEPTALnsQGUmokQP6XgR9GhzRA7vMQWQjoUaCvhdBnwZBD+wyB5GNhBrp+V4EfSIEPbDDHEQ2EirkgL4fQZ8IR/TADmsQmUiokKDvR9AnQtADO6xBZCKhQnq+H0GfCkEPtFmDyERCfRzQ9yToU+GIHmgzBpGFhPoI+p4EfSoEPdBmDCILCfXR8z0J+mQIeqDFGEQWEqrjgL4vQZ8MR/RAiy2IDCRUR9D3JeiTIeiBFlsQGUiojp7vS9CnQ9ADt2xBZCChNg7oexP06XBED9wyBZF9hNoI+t4EfToEPXDLFET2EWqj53sT9AkR9MANUxDZR6iMA/r+BH1CHNEDNyxBZB6hMoK+P0GfEEEP3LAEkXmEyuj5/gR9SgQ9cM0SROYR6uKAfgBBnxJH9MA1QxBZR6iLoB9A0KdE0APXDEFkHaEuen4AQZ8UQQ9cMQSRdYSqOKAfQtAnxRE9cMUORMYRqiLohxD0SRH0wBU7EBlHqImeH0TQp0XQA1t2IDKOUBNBP4igT4sjemDLDES2EWqi5wcR9GkR9MCWGYhsI1TEAf0wgj4xgh5omIHINkJFBP0wgj4xjuiBhhWITCNURM8PI+gTI+iBhhWITCPUwwH9QII+NYIe2LACkWmEegj6gQR9ahzRAxtGILKMUA89P5CgT42gBzaMQGQZoRoO6IcS9MkR9MCloN9nGaEagn4oQZ8cR/TApaDfZxihGnp+KEGfHEEPXAr6fYYRauGAfjBBnx5BDwj6fYYRaiHoBxP06XFEDwj6fXYRaqHnBxP06RH0gKDfZxehEg7ohxP0CRL0gKDfYxehEoJ+OEGfIEf0gKDfYxahEnp+OEGfIEEPCPo9ZhHq4ID+DII+RYIesACRWYQ6CPozCPoUOaIHDEBkFaEOev4Mgj5Fgh4wAJFVhCo4oD+HoE+SoIfqGYDIKkIVBP05BH2SHNFD9fz7HxlFqIGeP4ugT5Kgh+r59z8yilADQX8WQZ8mQQ+18+9/ZBShBnr+LII+TY7ooXb+9Y9sIlTAAf15BH2aBD3Uzr/+kU2ECgj68wj6RAl6qJx//SObCBXQ8+cR9IlyRA+V829/ZBKhfA7ozyToEyXooXL+7Y9MIpRP0J9J0KdK0EPd/NsfmUQon54/k6BPlSN6qJt/+SOLyP9u7+6fHLvKA4+3gymHjbOB0GPDFvzAUsEZY4xDSCpUJUuwa7e2UrDDBMdlXjwxlCcET5jp//+nHUn9Ij3SVevl3nvOc87n8xMzrW7kaj2PvnP6Sk3zHNCfStDXStBD3wx/ZCNC8wT9qQR9tQQ9dM3wRzYiNE/Pn0rQV8sRPXTN7EcWIrTOAf3JBH21BD10zexHFiK0TtCfTNDXS9BDz8x+ZCFC6/T8yQR9vRzRQ8+MfmQfQuMc0J9O0NdL0EPPjH5kH0LjBP3pBH3FBD10zOhH9iE0Ts+fTtBXzBE9dMzkR9YhtM0B/RkEfcUEPXTM5EfWIbRN0J9B0NdM0EO/TH5kHULb9PwZBH3NHNFDvwx+ZBtC0xzQn0PQ10zQQ78MfmQbQtME/TkEfdUEPXTL4Ee2ITRNz59D0FfNET10y9xHliG0zAH9WQR91QQ9dMvcR5YhtEzQn0XQ103QQ6/MfWQZQsP0/HkEfd0c0UOvjH1kF0LDBP15BH3dBD30ythHdiE0TM+fR9BXTtBDp4x9ZBdCuxzQn0nQV84RPXTK1EdWIbRL0J9J0FdO0EOnTH1kFUK79PyZBH3tBD30ydRHViE0ywH9uQR97RzRQ58MfWQTQrME/bkEfe0EPfTJ0Ec2ITRLz59L0FdP0EOXDH1kE0KrHNCfTdBXzxE9dMnMRxYhtErQn03QV0/QQ5fMfGQRQqP0/PkEff0UPfTIyEf2IDRK0J9P0NdP0EOPjHxkD0KjBP35BH39BD30yMhH9iC0Sc+PQNAnoOihQyY+sgahTYJ+BII+AUEPHTLxkTUIbRL0IxD0CQh66JCJj6xBaJKeH4Ogz0DRQ38MfGQLQpME/RgEfQaCHvpj4CNbEFp0IejHIOgzuFD00B3zHlmC0CI9PwpBn4Kgh+6Y98gShBYJ+lEI+hQEPXTHvEeWIDRIz49D0Oeg6KE3xj2yA6FBgn4cgj4HQQ+9Me6RHQgNEvTjEPQ5CHrojXGP7EBoj54fiaBPQtFDZ0x7ZAVCewT9SAR9EoIeOmPaIysQmuNN6Mci6JPwVvTQGcMe2YDQHD0/FkGfhaCHvhj2yAaE5gj6sQj6LAQ99MWwRzYgtEbPj0bQp6HooStmPbIAoTWCfjSCPg1BD10x65EFCK0R9KMR9GkIeuiKWY8sQGiMnh+PoM9D0UNPjHpk/0FjBP14BH0egh56YtQj+w/a4k3oRyTo8/BW9NATkx5Zf9AWPT8iQZ+IoIeOmPTI+oO2CPoRCfpEBD10xKRH1h80Rc+PSdBnouihHwY9sv2gKYJ+TII+E0EP/TDoke0HTRH0YxL0mQh66IdBj2w/aImeH5WgT0XRQzfMeWT5QUsE/agEfSqCHrphziPLDxriTejHJehTEfTQDXMeWX7QED0/LkGfi6KHXhjzyO6Dhgj6cQn6XAQ99MKYR3YftEPPj0zQ53Kh6KETpjyy+qAdgn5kgj4ZQQ+dMOWR1QftEPQjE/TJCHrohCmPrD5ohp4fm6DPRtFDHwx5ZPNBMwT92AR9NoIe+mDII5sPmiHoxybosxH00AdDHtl80Ao9PzpBn46ihy7kmPFnjx9evvTwvd+efMsnl8GDn+z+ChYftELQj07QpyPooQsZZvzFz+8y/J3fnXjLR4IeOnMh6Ecn6NPxVvTQhQQj/vn31zv8zQ9PuuWLfxL00Bk9Pz5Bn4+ghx7UP+J/fHczxN/4t1Nu+Ye3BD10RtCPT9DnI+ihB/WP+PJamQeLa+KfPV5W+ddPueXTvf8UWGfvQRv0/AQEfUKKHjpQ/YQvSvzya9fXw6+uqfnBCbd8svax/aw9aIOgn4CgT0jQQwdqn/Dlte93R+vLq2p2h/n+Wy5O77930P+jtQdtEPQTEPQJCXroQO0Tvrz2fe1I/ung1e97b7nM+4GT/cDagybo+SkI+owUPbSv9gF/FK59X57D7zxq33vLRe0PvQo2sPWgCYJ+CoI+I0EP7at8wJdVvvEq2KGL4fff8unBl9ALemiCN6GfhKDPyFvRQ/sqn+94Hc3wNTf7b/lk37vjbLL0oAV6fhKCPiVBD82rfL6383073A+45fCFOtssPWiBoJ+EoE9J0EPzKp/v7bePX768dUeb773l4n++rP1njx8usv/tf9538Y2lBw3Q89MQ9Dkpemhd5eP9ZCvThw7b995ycVj/xr/++O63xL43nPR2HjRA0E9D0Ock6KF1lY/3o60Xs26/+PWAWz69jIZfIWvnQQME/TQEfU6CHlpX+XiPFPRPtoI+nOavsfMgPz0/EUGflKKHxlU+3Y+2633HX913y2XaX14++O4vXv7h2aff33tGb+VBfoJ+IoI+KUEPjat8uscJ+uXLYy/fuS34f1+8/83Qu95YeZCeN6GfiqBPylvRQ+MqH+5xgv7qxac/fmu935fvaDlw0Y2NB+np+akI+qwEPbSt8uEeKei3LC+q3/Fu9leCHhog6Kci6LMS9NC2yod7pBfFbllehLP7YzYeZKfnJyPo01L00LTKZ3uqoN9x8xsWHmQn6Ccj6NMS9NC0ymf7ye5MH/jFUofd8vbmuy+it/AgO0E/GUGflqCHplU+20+3unt5scyOq98Pv+WSoIdm6fnpCPq8FD20rPLRXrwdzYOfxL/ZlemH33JJ0EOzBP10BH1egh5aVvlob5+yL07iN8P92FsuuYYeWuVN6Cck6PPyVvTQssone/uFrUMlvu+WR71g1rqD3PT8hAR9YoIeGlb7ZMfXug6/3+SeWz7ZOqvfczmOdQe5CfoJCfrEBD00rPbJjuX9dPA3Qu255fJDG+9388hvioVG6fkpCfrMFD20q/bBXl4bc5fey2P33de+77nl8kPrR/TLXxQ78Bb1th2kJuinJOgzE/TQruoHe3nQ/saHqz98/u7gAf3eWy4/dFv0L35+OXxAL+ghNS+JnZSgz8zLYqFd1c/18nT98sF7v726evb4rT0n6/tuufrQ5du/+N3txwbf0NKyg8z0/KQEfWqCHppV/1wvr51Zs3ayvrxy5nuH3DJ+aPhXyAp6SE3QT0rQpybooVkJ5vrzjRh/88O7j4Sg33PLmzP6Gw/+ZvD/zrKDxPT8tAR9booeWpVhrFfXvK+8s/6C2Bj0w7d8+aHrK21W1958eDXIroPEBP20BH1ugh5alWOsnz1+uOjwh4vr49dsBf3gLZc+/fFfLw7n3971sTt2HeTlJbETE/S5eVkstMpUR1Yd5KXnJybokxP00ChTHVl1kJegn5igT84RPTTKUEc2HaSl56cm6LMT9NAmQx3ZdJCWoJ+aoM9O0EObDHVk00Fagn5qgj49RQ9NMtORRQdZ6fnJCfr0BD00yUxHFh1kJegnJ+jT87JYaJKRjuw5SMqb0E9P0Ocn6KFFRjqy5yApPT89QZ+foIcWGenInoOkBP30BH0DFD00yERH1hzkpOdnIOgbIOihQSY6suYgJ0E/A0HfAC+LhQYZ6MiWg5S8JHYOgr4Fgh7aY6AjWw5S0vNzEPQtEPTQHgMd2XKQkqCfg6BvgqKH5pjnyJKDjPT8LAR9EwQ9NMc8R5YcZCToZyHom+BlsdAc4xzZcZCQl8TOQ9C3QdBDa4xzZMdBQnp+HoK+DYIeWmOcIzsOEhL08xD0jVD00BjTHFlxkI+en4mgb4Sgh8aY5siKg3wE/UwEfSO8LBYaY5gjGw7S8ZLYuQj6Vgh6aIthjmw4SEfPz0XQt8IRPbTFLEcWHKQj6Oci6Jsh6KEpZjmy4CAbPT8bQd8MQQ9NMcuRBQfZCPrZCPp2KHpoiVGO7DdIxkti5yPo2yHooSVGObLfIBk9Px9B3w4vi4WWmOTIeoNkBP18BH1DBD00xCRH1hvkoudnJOgbIuihISY5st4gF0E/I0HfEkUP7TDIke0GqXhJ7JwEfUsEPbTDIEe2G6Si5+ck6FviZbHQDnMcWW6QiqCfk6BviqCHZpjjyHKDTPT8rAR9UwQ9NMMcR5YbZCLoZyXo26LooRXGOLLbIBNBPytB3xZBD60wxpHdBono+XkJ+rZ4WSy0whRHVhskIujnJegbI+ihEaY4stogD29CPzNB3xhH9NAIQxzZbJCHnp+ZoG+NoIc2GOLIZoM8BP3MBH1rBD20wRBHNhukoefnJuibo+ihCWY4stggDUE/N0HfHEEPTTDDkcUGWXhJ7OwEfXO8LBaaYIQjew2y0POzE/TtEfTQAiMc2WuQhaCfnaBvj6CHFhjhyF6DJPT8/AR9gxQ9NMAER9YaJCHo5yfoGyTooQEmOLLWIAcviS1A0DfIy2KhAQY4stUgBz1fgKBvkaCH/AxwZKtBCg7oSxD0LXJED/mZ38hSgxT0fAmCvkmCHtIzv5GlBhk4oC9C0DdJ0EN65jey1CADPV+EoG+ToofsjG9kp0EGgr4IQd8mQQ/ZGd/IToME9HwZgr5NXhYL2ZneyEqDBAR9GYK+UYIekjO9kZUG9fOS2EIEfaMc0UNyhjey0aB+er4QQd8qQQ+5Gd7IRoPqOaAvRdC3yhE95GZ2IwsNqqfnSxH0zRL0kJrZjSw0qJ0D+mIEfbMc0UNqRjeyz6B2er4YQd8uQQ+ZGd3IPoPKOaAvR9C3S9BDZkY3ss+gcnq+HEHfMEUPiZncyDqDygn6cgR9wwQ9JGZyI+sM6qbnCxL0DfOyWEjM4Ea2GdRN0Bck6Fsm6CEvgxvZZlA1L4ktSdC3zBE95GVuI8sMqqbnSxL0TRP0kJa5jSwzqJkD+qIEfdMc0UNaxjayy6Bmer4oQd82QQ9ZGdvILoOKOaAvS9C3zRE9ZGVqI6sMKqbnyxL0jRP0kJSpjawyqJcD+sIEfeMEPSRlaiOrDOql5wsT9K1T9JCToY1sMqiXoC9M0LdO0ENOhjayyaBaer40Qd86L4uFnMxsZJFBtQR9aYK+eYIeUjKzkUUGtfKS2OIEffMc0UNKRjayx6BWer44Qd8+QQ8ZGdnIHoNKOaAvT9C3zxE9ZGRiI2sMKqXnyxP0HRD0kJCJjawxqJMD+goI+g44ooeEDGxki0Gd9HwFBH0PBD3kY2AjWwyq5IC+BoK+B4Ie8jGwkS0GVdLzNRD0XVD0kI55jSwxqJKgr4Gg74Kgh3TMa2SJQY30fBUEfRe8LBbSMa6RHQY1EvRVEPR9EPSQjXGN7DCokJfE1kHQ98ERPWRjWiMrDCqk5+sg6Dsh6CEZ0xpZYVAfB/SVEPSdcEQPyRjWyAaD+uj5Sgj6Xgh6yMWwRjYYVMcBfS0EfS8c0UMuZjWywKA6er4Wgr4bgh5SMauRBQa1cUBfDUHfDUEPqZjVyAKD2uj5agj6fih6yMSoRvYX1EbQV0PQ90PQQyZGNbK/oDJ6vh6Cvh9eFguZmNTI+oLKCPp6CPqOCHpIxKRG1hfUxUtiKyLoO+KIHhIxqJHtBXXR8xUR9D0R9JCHQY1sL6iLoK+IoO+JI3rIw5xGlhdURc/XRNB3RdBDGuY0srygKnq+JoK+K47oIQ1jGtldUBMH9FUR9H0R9JCFMY3sLqiJnq+KoO+LI3rIwpRGVhdUxAF9XQR9ZwQ9JGFKI6sLKqLn6yLoO+OIHpIwpJHNBfVwQF8ZQd8bQQ85GNLI5oJ66PnKCPreOKKHHMxoZHFBNRzQ10bQd0fQQwpmNLK4oBp6vjaCvjuO6CEFIxrZW1ALB/TVEfT9EfSQgRGN7C2ohZ6vjqDvjyN6yMCERtYWVMIBfX0EfYcEPSRgQiNrCyqh5+sj6DvkiB4SMKCRrQV1cEBfIUHfI0EP9TOgka0FddDzFRL0PXJED/Uzn5GlBVVwQF8jQd8lQQ/VM5+RpQVV0PM1EvRdckQP1TOekZ0FNXBAXyVB3ydBD7UznpGdBTXQ81US9H1yRA+1M52RlQUVcEBfJ0HfKUEPlTOdkZUFFdDzdRL0nXJED5UznJGNBeU5oK+UoO+VoIe6Gc7IxoLy9HylBH2vHNFD3cxmZGFBcQ7oayXouyXooWpmM7KwoDg9XytB3y1H9FA1oxnZV1CaA/pqCfp+CXqomdGM7CsoTc9XS9D3yxE91MxkRtYVFOaAvl6CvmOCHipmMiPrCgrT8/US9B1zRA8VM5iRbQVlOaCvmKDvmaCHehnMyLaCsvR8xQR9zxzRQ73MZWRZQVEO6Gsm6Lsm6KFa5jKyrKAoPV8zQd81R/RQLWMZ2VVQkgP6qgn6vgl6qJWxjOwqKEnPV03Q980RPdTKVEZWFRTkgL5ugr5zgh4qZSojqwoK0vN1E/Sdc0QPlTKUkU0F5Tigr5yg752ghzoZysimgnL0fOUEfe8c0UOdzGRkUUExDuhrJ+i7J+ihSmYysqigGD1fO0HfPUf0UCUjGdlTUIoD+uoJegQ91MhIRvYUlKLnqyfocUQPNTKRkTUFhTigr5+gxxE91MhERtYUFKLn6yfocUQPNTKQkS0FZTigT0DQ44geamQgI1sKytDzCQh6HNFDjcxjZElBEQ7oMxD0/KkjeqiQeYwsKShBz6cg6PlTR/RQIeMY2VFQgqBPQdCzIOihNsYxsqOgAD2fg6BnwRE91MY0RlYUFCDocxD0LAl6qIxpjKwomJ+eT0LQs6LooS6GMbKhYH6CPglBz4qgh7oYxsiGgtnp+SwEPdcUPVTFLEYWFMztQtBnIei5JuihKmYxsqBgbno+DUHPDUUPNTGKkf0EM3NAn4eg54agh5oYxch+gpnp+TwEPbcUPVTEJEbWE8xLzyci6Ll1oeihHgYxsp1gXoI+EUHPHUEP9TCIke0Es9LzmQh67jiih3qYw8hygjl5RWwqgp41gh6qYQ4jywnmpOdTEfSsU/RQC2MY2U0wIwf0uQh61gl6qIUxjOwmmJGez0XQs0HRQyVMYWQ1wXz0fDKCng2CHiphCiOrCeYj6JMR9GxS9FAHQxgmZaluAAAgAElEQVTZTDAbPZ+NoGeToIc6GMLIZoK5eEVsOoKeQNFDFcxgZDHBXPR8OoKe4ELRQw2MYGQvwUwc0Ocj6IkEPdTACEb2EsxEz+cj6Ikc0UMNTGBkLcE89HxCgp4tgh4qYAIjawnmIegTEvRsU/RQngGMbCWYhZ7PSNCzTdBDeQYwspVgDl4Rm5KgZwdFD8WZv8hSgjno+ZQEPTsIeijO/EWWEszAAX1Ogp5dFD2UZvwiOwlmoOdzEvTsIuihNOMX2UkwPT2flKBnJ0UPhZm+yEqC6Qn6pAQ9O10oeijL8EU2EkxOz2cl6NlN0ENZhi+ykWBqXhGblqBnN0f0UJbZiywkmJqeT0vQM0DQQ1FmL7KQYGIO6PMS9AxR9FCS0YvsI5iYns9L0DNE0ENJRi+yj2Baej4xQc8gRQ8FmbzIOoJpCfrEBD2DBD0UZPIi6wgmpeczE/QMU/RQjsGLbCOYklfEpiboGSbooRyDF9lGMCU9n5qgZw9FD8WYu8gyggk5oM9N0LPHhaKHUoxdZBfBhPR8boKefQQ9lGLsIrsIpqPnkxP07OOIHkoxdZFVBJNxwU12gp69FD0UYugimwgmo+ezE/TsJ+ihDEMX2UQwFQf06Ql69nNED2WYucgigono+fwEPfdQ9FCEkYvsIZiIns9P0HMfQQ8lGLnIHoJpOKBvgKDnPo7ooQQTF1lDMAk93wJBz70UPRRg4CJbCCah51sg6LmfoIf5GbjIFoIpOKBvgqDnfo7oYX7mLbKEYAp6vgmCngMIepideYssIZiAnm+DoOcQih7mZtwiOwjG54KbRgh6DuGiG5ibaYusIBifnm+EoOcggh5mZtoiKwhG54C+FYKegziih5kZtsgGgrHp+WYIeg6j6GFeZi2ygGBser4Zgp4DCXqYlVmLLCAYmQP6dgh6DuSIHmZl1CL7B8al5xsi6DmUooc5mbTI+oFx6fmGCHoOJuhhRiYtsn5gVA7oWyLoOZgjepiRQYtsHxiTnm+KoOdwih7mY84iywfGpOebIug5gqCH2ZizyPKBETmgb4ug5wiO6GE2xiyye2BEer4tgp5jCHqYizGL7B4Yj55vjKDnKIoeZmLKIqsHRuOCm9YIeo7iohuYiSGLbB4YjZ5vjaDnOIIe5mHIIpsHxuKAvjmCnuM4ood5mLHI4oGR6Pn2CHqOpOhhFkYssndgJHq+PYKeYwl6mIMRi+wdGIcD+gYJeo7liB7mYMIiawdGoedbJOg5mqKHGRiwyNaBUej5Fgl6jifoYXoGLLJ1YAwO6Jsk6DmeI3qYnvmKLB0YgZ5vk6DnBIoeJme8IjsHzqfnGyXoOYWih6mZrsjKgfMJ+kYJek4h6GFqpiuycuBser5Vgp6TKHqYmOGKbBw4l55vlqDnJBeKHqZltiILB850IeibJeg5jaKHaRmtyL6BM+n5dgl6TiToYVJGK7Jv4DwO6Bsm6DmRI3qYlMmKrBs4i55vmaDnVIoepmSwItsGzqLnWyboOZmihwmZq8iygXPo+aYJek4n6GE65iqybOAMLrhpm6DndI7oYTrGKrJr4HR6vnGCnjMoepiMqYqsGjidnm+coOccih6mYqgimwZO5oC+dYKeswh6mIihimwaOJWeb56g5yyO6GEiZiqyaOBEer59gp7zKHqYhpGK7Bk4kZ5vn6DnTIoeJmGiImsGTuOAvgOCnnMpepiCgYpsGTiJnu+BoOdcgh6mYKAiWwZOoud7IOg5m6KHCZinyJKBU+j5Lgh6zqfoYXzGKbJj4AQuuOmDoGcEih5GZ5oiKwaOp+c7IegZg6CHsZmmyIqB4+n5Tgh6xuCIHsZmmCIbBo7mgL4Xgp5RKHoYmVmKLBg4lp7vhqBnHIoexmWUIvsFjqTn+yHoGYmgh1EZpch+gSPp+X4IekbiiB5GZZIi6wWO44C+I4KesSh6GJNBimwXOIqe74mgZzSKHkZkjiLLBY6i53si6BmPoIfxmKPIcoFj6PmuCHrG44gexmOMIrsFjuCCm74Iekak6GE0piiyWuBwer4zgp4xKXoYiyGKbBY4mJ7vjaBnVIoeRmKGIosFDnUh6Hsj6BnVhaKHcRihyF6BA+n5/gh6xqXoYRwmKLJW4EB6vj+CnpEJehiFCYqsFTiMnu+QoGdsih7GYIAiWwUOoud7JOgZnaKHEZifyFKBQ+j5Lgl6xqfo4XzGJ7JT4AB6vk+Cngkoejib6YmsFLifN7jplKBnAt7qBs5meCIbBe6l53sl6JmCoodzmZ3IQoH76PluCXomoejhTEYnsk/gHnq+X4KeaSh6OI/JiawTuIee75egZyKCHs5iciLrBPbT8x0T9ExF0cM5DE5km8Beer5ngp7JKHo4g7mJLBPYR893TdAzHUUPpzM2kV0Ce+j5vgl6JqTo4WSmJrJKYJg3uOmcoGdC3uoGTmZoIpsEBun53gl6pqTo4VRmJrJIYIie756gZ1KKHk5kZCJ7BAboeQQ901L0cBoTE1kjMEDPI+iZmKCHk5iYyBqB3fQ8gp7JKXo4hYGJbBHYSc8j6JmBoocTmJfIEoFd9Dx/KuiZg6KH4xmXyA6BHfQ8C4KeGSh6OJppiawQ2OYNblgS9MzAW93A0QxLZIPAFj3PiqBnDooejmVWIgsEIj3PNUHPLBQ9HMmoRPYHBHqeG4KeeSh6OI5JiawP2KTnuSXomYmih6MYlMj2gA16njuCnplcKHo4hjmJLA9Yp+dZI+iZi6KHYxiTyO6ANXqedYKe2Sh6OIIpiawOuKPn2SDomY+ih8MZksjmgFt6nk2CnhkpejiYGYksDrih5wkEPXNS9HAoIxLZG7ByoeeJBD2zUvRwIBMSWRuwpOfZJuiZl6KHwxiQyNaABT3PDoKemSl6OIj5iCwNuNLz7CbomZuih0MYj8jOAD3PAEHP7BQ9HMB0RFYG6HkGCHrmp+jhfoYjsjFAzjNA0FOAood7mY3IwqB7ep4hgp4SFD3cx2hE9gW90/MMEvQUoejhHiYjsi7onJ5nmKCnDEUP+xmMyLagb3qePQQ9hSh62MtcRJYFXdPz7CPoKUXRwz7GIrIr6JmeZy9BTzGKHvYwFZFVQcf0PPsJespR9DDMUEQ2Bd260PPcQ9BTkKKHQWYisijolZ7nXoKeki4kPQwwEZE1Qaf0PPcT9BSl6GGAgYhsCfqk5zmAoKcsRQ+7mYfIkqBHF3qeQwh6SlP0sItxiOwIOqTnOYygpziH9LCDYYhsCPoj5zmQoKc8RQ/bzEJkQdAdPc+hBD01UPQQGYXIfqAzLrfhcIKeKih6CExCZD3QFz3PEQQ9dXDZDWwyB5HlQFfkPMcQ9FRC0cMGYxDZDfREz3MUQU81FD2sMQWR1UA/XG7DkQQ99VD0cMcQRDYD3dDzHEvQUxGX3cAtIxDZC/RCznM0QU9NFD3cMAGRtUAn9DzHE/TURdHDigGIbAW64HIbTiHoqYyihyWP/8hSoAd6npMIemrjshtY8OiPrAQ6IOc5jaCnOooergT9NhuB9ul5TiToqZCiB0G/xUKgeXqeUwl6aqTowUM/sg9onMvnOZ2gp0ouu6F7HviRbUDb5DxnEPTUSdHTO4/7yDKgZY7nOYugp1aSnr551EdWAQ2T85xH0FMtRU/XPOgjm4B26XnOJOipmKSnYx7ykT1Aq1xuw9kEPTVT9PTLIz6yBmiUnOd8gp66SXp65fEeWQI0yfE8YxD0VE7R0ykP98gOoEVynlEIeqon6emSB3tkA9AgPc84BD31U/T0yGM9sgBojsttGIugJwNJT3880iPjT2vkPKMR9KSg6OmOB3pk+mmL43lGJOhJQtLTGQ/zyOzTFDnPmAQ9WSh6+uJRHhl9GuJ4nnEJevKQ9PTEYzwy+DTjQs8zMkFPIheSnn54hEfGnkbIecYn6ElF0tMNj+/I0NOECz3PBAQ9uVxIejrh0R0ZeRog55mGoCcbSU8fPLYjA096F3qeiQh60okLsfSChkl4ZEfGneTkPNMR9OQTd6LneFrkcR0ZdnLT80xI0JPQVtF7lqc9HtWRUSczOc+kBD0pSXqa5zEdGXTykvNMTNCTlKSncR7RkTEnKznP5AQ9aUl6mubxHBlycpLzzEDQk5ikp2EezZERJyM5zywEPalJeprlsRwZcPKR88xE0JOcoqdRHsqR+SabrSeo0s+YtEvQk56kp0keyJHpJpXtnyCXfrakZYKeBrjwhgZ5FEdGm0TkPPMS9DRB0tMcj+HIYJOGnGdugp5GSHoa4xEcGWty2H46kvNMTtDTDElPUzx+I0NNBnKeIgQ9DdmxR0uvdjiVB29koqmfnKcQQU9TJD3N8NCNzDO1k/MUI+hpjKSnER64kWmmamqekgQ97dH0tMCjNjLKVEzOU5agp0WSnvw8ZiODTLXkPKUJetok6cnOIzYyxtRJzVMBQU+rdqxYMUAiHq6RGaZGcp4qCHoapulJzGM1MsBUZ9ezTOlnPvok6GmapCctj9TI+FKXXU8wcp5CBD2N27lxSz8NwP08TCOzS0XUPHUR9LRP05ORx2hkcKnFzmcVOU9Jgp4eSHry8QiNjC11UPNUSNDTh93nKaWfFmCYh2dkZqmAmqdOgp5uaHpS8diMDCyludSGagl6eiLpycMjMzKulLQ75tU8lRD09GVgJZd+poAtHpWRUaUYNU/tBD3d0fSk4CEZmVOKGHjOUPNURdDTo6H9XPp5A+54OEZmlNkNPVmoeWoj6OnT4JYWDFTCQzEyn8xr+Hmi9DMYbBH0dEvTUzWPw8hwMp/hJwg1T5UEPT3bs7JLP5vQPY/ByGAyjz3PDGqeWgl6Ordvc5d+VqFrHn+RoWR6Yp6kBD2IemrksRcZSKa176lAzVM5QQ8Lexd56WcZuuRxFxlGpiPmSU7Qww1RT0085iKDyDTEPA0Q9LBO1FMLj7fIEDK+vTtfzZOHoIdg/34v/exDNzzWIgPIiPZvejFPNoIedrh31esKpuYxFhk8xnD/ehfzJCToYcAhW7/0MxMN8+iKjBznOWSpi3mSEvSwx2H7X2QwgRwPq2ePH16+9PC9355zy8O+ilnjVAeucjFPXoIe7nHoM4HUYFQZHlAvfn55653fnXrLQ7+KKeNYB69vMU92gh4OcMyzguRgFAkeSJ9//3LNmx+edsuDv4rp4kBHbWwxTxMEPRzo6KcI7cE56n/8/PHdyw1v/Nsptzz8qxgq7nH8lhbztELQwxFOerrQIJyi/sfNo0V/P1hc9/7s8VuL//31U255+FcxTAw4bTPLeVoi6OE4ZzxzlH7SI5XqHy9PF/X9tetr3lfXzfzg+Fse/lUEPcEZ21jK0xpBD6c463mk9LMgKdT+OHnxTxvXxyyvnPnazpe07rvl4V9F0HPjvJBX8jRJ0MPpznxaKf2sSNVqf3z84a3Nw/TFUfuDnxx7y8O/iqDv25nbdqX0UwZMR9DD2cZ4oin9bEl1an9MPAovYF2etX/v2Fse/lUEfXfG2Kw3Sj9LwNQEPYxkvKee0k+jVKHyx8GyvDdev/pk4GqZfbc8/KtcCfpmjbc7t5V+XoC5CHoY2YTPTaWfd5lT5d/ueK3M8NUy+255+Fe5EvTZTbgat5R+GoDZCXqYyozPXqWfqZlA5d/V7fDejvP7b3n4V7kS9HWZcb8dofTWh2IEPUyt9FPcLqVjgPtV/k16uvU7oJbvULPj8vd9tzz8q1xVG/Slh5kLIQ+CHmZT+imPKnNwUOV39slWig+9nnXfLQ//Klelg770Y5cdSi91qIegh7mVfg5kh3KdOKjG+7Tm0daLV7df4Hr/LQ//KleCnhuldzhUSNBDKaWfFFlTrhMH1Xif1gh6ZlV6X0PlBD1UofSzZe/KdeKgGu/Tmkfb3b3jr+675eFf5UrQd6f0VoZMBD1Up/TTaI/KdeKgGu/TGkHPWMp9UwFgfqWfdxtW+lu7Q433aY2g50jlvncAkEHpZ+r8Sn8Hd6jxPq0R9J0r950AAJZKx0B1Sn9DdqjxPq3xotiKHzsAAM3KFGU13qc13QU9AAAcpfJ2fbI7xQd+sdTQLQ//KleCHgCAVCpv16dbv+P1j+++/KsfHHfLw7/KlaAHACCVytv1D29dXj74SfybXSm+75aHf5UrQQ8AQCqVt+v2SfritH0zzu+/5eFf5UrQAwCQSuXtuv3i1e0XuN5/y8O/ypWgBwAgldrbNb6edXnYvvPtafbd8vCvIugBAEil9naNF7svrpXZffH7vlse/lUEPQAAqdTersurZe7eoWZ5tL77Wpl9tzz8qwh6AABSqb5dl4fpb3y4+sPn7+45Wt93y8O/iqAHACCT6tt1ebh++eC9315dPXu8uHJm6Nr3vbc8/KsIegAAMqm/XZfXx6xZ+w1Ri9e6rv2+1z233PuxTYIeAIBEErTr5xst/uaHdx8JQb/nlvs/tkHQAwCQSIZ2ffHzuxJ/Z/2lrDHoh295z8fWCXoAABLJ0a7PHj9cdPjDxTXwa7aCfvCW937sjqAHACAR7RoJegAAEtGukaAHACAR7RoJegAAEtGukaAHACAR7RoJegAAEtGukaAHACAR7RoJegAAEtGukaAHACAR7RoJegAAEtGukaAHACAR7RoJegAAEtGukaAHACAR7RoJegAAEtGukaAHACAR7RoJegAAEtGukaAHACAR7RoJegAAEtGukaAHACAR7RoJegAAEtGukaAHACAR7RoJegAAEtGukaAHACAR7RoJegAAEtGukaAHACAR7RoJegAAEtGukaAHACAR7RoJegAAEtGukaAHACAR7RoJegAAEtGukaAHACAR7RoJegAAEtGukaAHACAR7RoJegAAEtGukaAHACAR7RoJegAAEtGukaAHACAR7RoJegAAEtGukaAHACAR7RoJegAAEtGukaAHACAR7RoJegAAEtGukaAHACAR7RoJegAAEtGukaAHACAR7RoJegAAEtGukaAHACAR7RoJegAAEtGukaAHACAR7RoJegAAEtGu0QUAAFRoKF9njeUMSn+jAABgl6F8nTWWcyj9rQIAgG1D8TprKudQ+lsFAADbhuJ11lQGAABGJegBACAxQQ8AAIkJegAASEzQAwBAYoIeAAASE/QAAJCYoAcAgMQEPQAAJCboAQAgMUEPAACJCXoAAEhM0AMAQGKCHgAAEhP0AACQmKAHAIDEBD0AACQm6AEAIDFBDwAAiQl6AABITNADAEBigp5JPL28/Pr23z57/PDypYfv/Xb+e0QZTy6DBz8pfZeYj5HvnPnvmhCYlaBnCn98d8ccv/j53VZ/53cl7hbze+QJvV9Gvnvmv2dCYF6Cngm8+KfL7Tn+/Pvra/3ND4vcM2a2fCh4Qu+Tke+e+e+ZEJiZoGd8L5anMmGOF/9WX/fGv5W5c8zqD295Qu+Vkcf8d0wIzE3QM7rVGMc5Xv7lg8VFc88ev7Xj4zTpqZXdLSOP+e+XEJidoGdsNz9k3ZzTxWK//Nr1BXOrH7r9oMCdY2ZP1r7tdMXIY/77JQTmJ+gZ2ac3P2PdmOPlcN+d1Cx/7GbPd2BxHvO90neCAow85r9fQqAAQc+o1l7AvjHHy0sp1/4l/tTFlF1YLmwnMD0y8pj/XgmBIgQ9I3qxuiju8p3/Fef4UbiUcvkPdSc3zVvsb/u6S0Ye898nIVCIoGdEq18i8uBvlmO7Psfbb1/l2souPPVt7pSRx/x3SggUIugZ0XKOv/vh1dYcxx+0+VFbJ554F4NOGXnMf6eEQCGCnhG9nOM3/3nxP+Icb0/t9mTTHj9Q7ZaRx/x3SggUIugZ0ZPVFO+e4813I16+Wsqqb9ziu/xyfz97/HCxyN/+Zz9a7YaRx/x3SggUIuiZQpzjJ1tz7OymB4vjlzf+9ce3b3jw4D1P6Z0w8pj/3gmBeQl6phDn+NHWK1+2Xx1De55eRl7/1Akjj/nvnRCYl6BnCuaYhSdbT+h+D3wnjDzmv3dCYF6CninsmuOv778J7bn+5d8PvvuLl3949un3ndH1w8hj/nsnBOYl6JmCOebq+gVPl+/cPoP/+/LXjbhgsgdGHvPfOyEwL0HPFMwxCy8+/fFb68/fy/co80P3Hhh5zH/vhMC8BD1TMMfstLyo1rsOd8DIs83890UIzEvQMwWvhWGn5Q/hfds7YOTZZv77IgTmJeg5zeb7F8TLIs1xh/Y/JK5tPxJokpFnB/PfFSEwL0HPaY4L+ie759jLo1pyUNBv/2YRmmTk2cH8d0UIzEvQc5rjgn7gNz67mLIlgp47Rp4dzH9XhMC8BD2nOS7oF+9u8OAnV+FvzHFTBD13jDw7mP+uCIF5CXqmEOd4+5/hi3+qb042PXANbSeMPDuY/64IgXkJeqYQ53j7lS8Wewe8BKpfRh7z3zshMC9BzxS23ls2vhjG25f14MnW6YsfsHbDyHfP/PdOCMxL0DOFrTmOi3zxgzaLvXXL7/rGxfSPXELbCyPfPfPfOyEwL0HPFLbmePmjtrtNvvx3uR+0tW75XV8/olu+btZ5TBeMfPfMf++EwLwEPVPY/nXOy3+Jv/Hh6g+fv+vf5V1Yftdvn9Ff/PzSAV0/jHz3zH/nhMC8BD1T2J7j5b/MLx+899urq2eP33JQ04fVd/3y7V/87vbbbn33wsh3z/x3TgjMS9Azhe05Xv1wbY2Dmh7E77pfCtgRI9898983ITAvQc8Udszx9Y/Xbrz5YZE7xsyuz+huPPib0neI+Rj57pn/rgmBeQl6prBrjq8voVx5x+tgOvHi+iftS2/b3l0x8t0z/z0TAvMS9Exh5xwvLpp7uBjih4sL6OjGpz/+68Xh3Nu+7f0x8pj/bgmBeQl6AABITNADAEBigh4AABIT9AAAkJigBwCAxAQ9AAAkJugBACAxQQ8AAIkJegAASEzQAwBAYoIeAAASE/QAAJCYoAcAgMQEPQAAJCboAQAgMUEPAACJCXoAAEhM0AMAQGKCHgAAEhP0AACQmKAHAIDEBD0AACQm6AEAIDFBDwAAiQl6AABITNADAEBigh4AABIT9AAAkJigBwCAxAQ9AAAkJugBACAxQQ8AAIkJegAASEzQAwBAYoIeAAASE/QAAJCYoAcAgMQEPQAAJCboAQAgMUEPAACJCXoAAEhM0AMAQGKCHgAAEhP0AACQmKAHAIDEBD0AACQm6AEAIDFBDwAAiQl6AABITNADAEBigh4AABIT9AAAkJigBwCAxAQ9AAAkJugBACAxQQ8AAIkJegAASEzQAwBAYoIeAAASE/QAAJCYoAcAgMQEPQAAJCboAQAgMUEPAACJCXoAAEhM0AMAQGKCHgAAEhP0AACQmKAHAIDEBD0AACQm6AEAIDFBDwAAiQl6AABITNADAEBigh4AABIT9AAAkJigBwCAxAQ9AAAkJugBACAxQQ8AAIkJegAASEzQAwBAYoIeAAASE/QAAJCYoAcAgMQEPQAAJCboAQAgMUEPAACJCXoAAEhM0AMAQGKCHgAAEhP0AACQmKAHAIDEBD0AACQm6AFa9vxvL4LXX//Wjz4pfbeCX37zSy/v2St//u1Pdv3x9C/7sxHuG0D1BD1Ay7aDfunVn5a+Y2t+/42bu/XFT7b/eMaXfeUfR7qHAFUT9AAtGwj6i4svV3NK/x9fur1Tr23/8VTPP7i4EPRAHwQ9QMsGg76e2n3/7j59dfuP53zVav4TASYl6AFaNhz0teTuf/2Pu7v0na0/nkzQA/0Q9AAtWwX9Whk///X//eF1L//J/yt3v+6sLrH5ym9e/s/n2388maAH+iHoAVq2FfTLv/zg/GvUR/PZ4p7cvfw1/PFkgh7oh6AHaNnOoL+6+vj8a1rG8tnm1fLhjycT9EA/BD1AywaC/rroRzgJP5ugBziToAdo2VDQX7+ZTLwW5+M/u7h49dDfO/X7v399Uc1//qPDbv13i1tfvP6t8Bb4hwT90Oeu34/wUUEP9EPQA7RsMOhX7yZzcxX9R8vj+pu3xHn1H1eft/Gq2Vjav//m3fvl/NXqy+25gueXt78t6uLiC3+18TVvffHjzT9+svdzbyz+DXLj1dW/Ldbeyr6Wl/4CTEjQA7RsMOiXDX9bu6ugv30L+O/cH/Qfr0fzxVf2B/3zH15suPmtVocE/dDnrv/3rd2RxUcFPdAXQQ/QsuGgX1bvzUUpH2309MsGvi/oN1P84uIv9gX99pvhX8f6AUE/+LlL6+9avxJ+2aygBzog6AFaNhz0q49cF/oi6L/wpbUovifoN5L51kDQ7/rlVqsqvz/ohz936Ct/VdADvRH0AC0bDvrVy2KvL6L/6Lp+//KTq+e//MZ37gv665B+5du/uVrc/p6gX33xV77805ch/vxXP/zSxe1Xuj/ohz937W4vX8Z7cz9e3mlBD/RF0AO0bE/Qf7R22v1RLPL9Qf/Z5kn5TYjvDvrr3/16d6z+wUZn732Xm/2fu/roK7evk/1oLfe9yw3QD0EP0LKjgv618HlDQb/6omvXsn+2L+jf3yz2+Dd7g37/5y7v9Xq1r/0nCXqgH4IeoGV7gv6ztcPurTTeG/TLk/GND340HPTL162+tv1XX1x/p5uBoN//uRuvArj74Oo/Q9AD/RD0AC07JujX3z5mb9B/tHVuvnq3mcH/m1jWH6393b6g3/+52/+uuPrgC9/6l9V/haAH+iHoAVp2TNC/Fj9vIOiXHwux/P7eK3viC1M/W7v1vqDf/7k7f6ns+h0S9EAfBD1Ay44J+q/GzxsI+o0rZtY/OvxmOrusv8B2IOj3f+5Hg/+fV4Ie6ImgB2jZMUH/nfh5A0G/vNRl88r21d8Nv939Lq/Fr7v1x3s+d2+zC3qgH4IeoGXHvMvNJEG//btcb6z/ttjdQb//c7fv4jpBD/RD0AO07JhfLHVU0Idr15ftLegBShD0AC0bDvrVRwQ9QHqCHqBlw0G/8U6TE19yE15Bu+G+oB/8XEEPsCLoAXG/OYoAAAQwSURBVFo2HPTLcr5J3olfFDuY3Vf3vyh2+HO9KBZgSdADtGw46N9fu+xlIOg3gvjunS2PetvKXW9av/2Ze4J++HOH3/v+StADPRH0AC0bDPrlkfrGb3C6J+jfv739cb9Y6v3NYN9y7/vQD37u9i+svfrsv/3FP/z69lMFPdAHQQ/QssGgf3/9ipsdv6MpBvHqC3317tYbJb1xQf6mz9Z/EnDzf/eFm+7eH/T7P3f5b5LNj97dM0EP9EPQA7RsKOiXqXx3IfzuoF+P9tUnrP5iWdIb17YvP3930G/+KGBplf8H/KbY/Z+7/a+Itb8R9EA/BD1AywaC/uMvbRzQ7wj69V87dXX7DpJfXfuiay+LXYX3wPXsq58FrH3s+cZPB/YF/T2fu7yPf/KzcKdX/9IQ9EA/BD1Ay3YG/fMPLjYP6HcE/eYR/u+/cbEW9NcfvM39X656fiDoV7X/yl9t3qXbL7036Pd/7n/s+mfJ9Qf3vmIWoCmCHqBlW0H/n7/+P99c5ff65efbQX996P7qT1/+71/98PozNt5+5mVKf/s3L//3r26+3lA/v7/66BcWt7769QerL3yb4XuD/p7PXRX8xZcXd/I/P/6zi7sD+u3Te4BmCXqAll2n9y7rF8FvB/1NSt/6y7+9iBe3RwNBv/MXvt42+/6g3/+5u/7rvrr2X7Tw3/e8Bz5AEwQ9QMuGg/7V9dPrHUEfmv215+tBf33Rza1X/n5P0F/9frvKv3K18ZUGg37/51791zeGPnh7B11IDzRP0AO0bDDov7L9do+hxz9bL/ovfrIZ9Ncvq72N5sFfLLX7XsS3zxkO+r2fu/3RHYf3LqQHWifoAVo2EPRfDheX7wr621fCvvSXn1yFoF//6Ks/2/0F1mz0/8YPB+4L+n2fGz+6/sHb+yfogdYJeoCWbQf963/x7Z9u3Wygx3//d4sXmq5ekRqDfvHR11/+1SvLl6TeF/RXV7/6u9cX6f3Kny+/2p37g374c68/+sPXl/9h/3Oz9Z9/vLx7r/9o370CaICgB+B8i6B3tTpAEYIegLMtj+//xPvJAJQg6AE40mdf+NY/bF77snxLnC9+MnB7AKYk6AE40sA70bw2+AkATEjQA3Ck5Xn82m9hff6+t5MBKEfQA3Ck67fO+fK/LN/95lc/XL1xpCtuAMoQ9AAcK/ye2CXvcQNQiKAH4Gjvbwe9C24AChH0ABzt+QfO5wFqIegBOMEvv7He819x/TxAMYIegJP85//+5vLVsK9/+Uel7wpA1wQ9AAAkJugBACAxQQ8AAIkJegAASEzQAwBAYoIeAAASE/QAAJCYoAcAgMQEPQAAJCboAQAgMUEPAACJCXoAAEhM0AMAQGKCHgAAEhP0AACQmKAHAIDEBD0AACQm6AEAIDFBDwAAiQl6AABITNADAEBigh4AABL7/8SA1Gj2bu0wAAAAAElFTkSuQmCC" /><!-- --></p>
<p>The prior odds would be 5.3.</p>
<p>We can now fit our model:</p>
<div class="sourceCode" id="cb1"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb1-1" title="1"><span class="kw">library</span>(rstanarm)</a>
<a class="sourceLine" id="cb1-2" title="2">model &lt;-<span class="st"> </span><span class="kw">stan_glm</span>(extra <span class="op">~</span><span class="st"> </span>group, <span class="dt">data =</span> sleep)</a></code></pre></div>
<p>By looking at the posterior distribution, can now compute the posterior probability of the drug’s effect falling <em>within the null-region</em>, and the posterior probability of the drug’s effect falling <em>outside the null-region</em> to get our <em>posterior odds</em>:</p>
<p>[ \frac {P(b_{drug} \in [-0.5,0.5] | Data)} {P(b_{drug} \notin [-0.5,0.5] | Data)} ]</p>
<p><img 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" /><!-- --></p>
<p>We can see that the centre of the posterior distribution has shifted away from 0 (to ~1.6). Likewise, the posterior odds are 3.3 - which seems to favour <strong>the effect being non-null</strong>, but… <em>does this mean the data support the alternative more than the null?</em> Hard to say, since even before the data were observed, the priors already favoured the alternative - so we need to take our priors into account here!</p>
<p>Let’s compute the Bayes factor as the change from the prior odds to the posterior odds: (BF_{10} = Odds_{posterior} / Odds_{prior} = 0.6)! This BF indicates that the data provide 1/0.6 = 1.6 times more evidence for the effect of the drug being practically nothing than it does for the drug having some clinically significant effect. Alternatively, we can say that the observed data are 1.63 times more probable if effect of the drug was within the null interval than if it was outside of it! Thus, although the center of distribution has shifted away from 0, and the posterior favors the non-null values, it seems that given the observed data, the probability mass has <em>overall</em> shifted closer to the null interval, making the values in the null interval more probable! (see <em>Non-overlapping Hypotheses</em> in Morey &amp; Rouder, 2011)</p>
<p>Note that <strong>interpretation guides</strong> for Bayes factors can be found <a href="https://easystats.github.io/report/articles/interpret_metrics.html#bayes-factor-bf"><strong>here</strong></a>.</p>
<p>All of this can be achieved with the function <code>bayesfactor_parameters()</code>, which gives a Bayes factor for each of the model’s parameters:</p>
<div class="sourceCode" id="cb2"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb2-1" title="1">My_first_BF &lt;-<span class="st"> </span><span class="kw">bayesfactor_parameters</span>(model, <span class="dt">null =</span> <span class="kw">c</span>(<span class="op">-</span>.<span class="dv">5</span>,.<span class="dv">5</span>))</a>
<a class="sourceLine" id="cb2-2" title="2">My_first_BF</a></code></pre></div>
<pre><code>&gt; # Bayes Factor (Null-Interval)
&gt; 
&gt;    Parameter Bayes Factor
&gt;  (Intercept)         0.04
&gt;       group2         0.61
&gt; 
&gt; * Evidence Against The Null: [-0.5, 0.5]
</code></pre>
<p><img 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" /><!-- --></p>
<h3 id="testing-against-the-null-as-a-single-point-0">Testing against the null as a single point (0)</h3>
<p><strong>What if we don’t know what region would be practically equivalent to 0?</strong> Or if we just want the null to be exactly zero? Not a problem - as the width of null region shrinks to zero, the change from the prior and posterior probability of the null - no longer an interval, but now a point-null - can be estimated by comparing the the density of the null value between the two distributions.[1] This ratio is called the <strong>Savage-Dickey ratio</strong>, and has the added benefit of also being an approximation of a Bayes factor comparing the estimated model against the a model in which the parameter of interest has been restricted to a point-null:</p>
<blockquote>
<p>“[…] the Bayes factor for (H_0) versus (H_1) could be obtained by analytically integrating out the model parameter (\theta). However, the Bayes factor may likewise be obtained by only considering (H_1), and dividing the height of the posterior for (\theta) by the height of the prior for (\theta), at the point of interest.” (Wagenmakers, Lodewyckx, Kuriyal, &amp; Grasman, 2010)</p>
</blockquote>
<div class="sourceCode" id="cb4"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb4-1" title="1">My_second_BF &lt;-<span class="st"> </span><span class="kw">bayesfactor_parameters</span>(model, <span class="dt">null =</span> <span class="dv">0</span>)</a>
<a class="sourceLine" id="cb4-2" title="2">My_second_BF</a></code></pre></div>
<pre><code>&gt; # Bayes Factor (Savage-Dickey density ratio)
&gt; 
&gt;    Parameter Bayes Factor
&gt;  (Intercept)         0.07
&gt;       group2         0.82
&gt; 
&gt; * Evidence Against The Null: [0]
</code></pre>
<p><img 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" /><!-- --></p>
<p>By default, <code>null</code> is set to 0, resulting in the computation of a Savage-Dickey ratio.</p>
<h3 id="one-sided-tests">One-Sided Tests</h3>
<p>We can also conduct a directional test (a “one sided” or “one tailed” test) if we have a prior hypotheses about the direction of the effect. This is done by setting an order restriction on the prior and posterior distributions of the alternative (Morey &amp; Wagenmakers, 2014). For example, if we have a prior hypothesis that the effect of the drug is positive, the alternative will be restricted to the region to the right of the null (point or interval):</p>
<p><img 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" /><!-- --></p>
<div class="sourceCode" id="cb6"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb6-1" title="1">test_group2_right &lt;-<span class="st"> </span><span class="kw">bayesfactor_parameters</span>(model, <span class="dt">direction =</span> <span class="st">&quot;&gt;&quot;</span>)</a>
<a class="sourceLine" id="cb6-2" title="2">test_group2_right</a></code></pre></div>
<pre><code>&gt; # Bayes Factor (Savage-Dickey density ratio)
&gt; 
&gt;    Parameter Bayes Factor
&gt;  (Intercept)         0.12
&gt;       group2         1.54
&gt; 
&gt; * Evidence Against The Null: [0]
&gt; *                 Direction: Right-Sided test
</code></pre>
<p>As we can see, given that we have an <em>a priori</em> assumption about the direction of the effect (<em>that the effect is positive</em>), <strong>the presence of an effect is 1.5 times more likely than the absence of an effect</strong>, given the observed data (or that the data are 1.5 time more probable under (H_1) than (H_0)). This indicates that, given the observed data, and a priori hypothesis, the posterior mass has shifted away from the null value, giving some evidence against the null (note that a Bayes factor of 1.5 is still considered quite <a href="https://easystats.github.io/report/articles/interpret_metrics.html#bayes-factor-bf">weak evidence</a>).</p>
<h3 id="testing-contrasts-with-emmeans">Testing Contrasts (with <code>emmeans</code>)</h3>
<!-- MSB: is this section needed? I feel like not... -->

<!-- DM: Not sure either it's up to you -->

<p>We can also use <code>bayesfactor_parameters()</code> together with <a href="https://cran.r-project.org/package=emmeans"><strong>emmeans</strong></a>, allowing us to <a href="https://easystats.github.io/blog/posts/bayestestr_emmeans/">test Bayesian contrasts</a>.</p>
<div class="sourceCode" id="cb8"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb8-1" title="1"><span class="kw">library</span>(emmeans)</a>
<a class="sourceLine" id="cb8-2" title="2">group_diff &lt;-<span class="st"> </span><span class="kw">pairs</span>(<span class="kw">emmeans</span>(model, <span class="op">~</span><span class="st"> </span>group))</a>
<a class="sourceLine" id="cb8-3" title="3">group_diff</a></code></pre></div>
<pre><code>&gt;  contrast estimate lower.HPD upper.HPD
&gt;  1 - 2       -1.57      -3.3     0.187
&gt; 
&gt; HPD interval probability: 0.95
</code></pre>
<div class="sourceCode" id="cb10"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb10-1" title="1"><span class="co"># pass the original model via prior</span></a>
<a class="sourceLine" id="cb10-2" title="2"><span class="kw">bayesfactor_parameters</span>(group_diff, <span class="dt">prior =</span> model)</a></code></pre></div>
<pre><code>&gt; Computation of Bayes factors: sampling priors, please wait...

&gt; # Bayes Factor (Savage-Dickey density ratio)
&gt; 
&gt;  Parameter Bayes Factor
&gt;      1 - 2          0.9
&gt; 
&gt; * Evidence Against The Null: [0]
</code></pre>
<h2 id="comparing-models-using-bayes-factors">Comparing Models using Bayes Factors</h2>
<p>Bayes factors can also be used to compare statistical models, for which they answer the question:</p>
<blockquote>
<p><strong>Under which model are the the observed data more probable?</strong></p>
</blockquote>
<p>In other words, which model is more likely to have produced the observed data? This is usually done by comparing the marginal likelihoods of two models. In such a case, the Bayes factor is a measure of the <em>relative</em> evidence of one of the compared models over the other.</p>
<p>Let’s use Bayes factors for model comparison to find a model that best describes the length of an iris’ sepal using the <code>iris</code> data set.</p>
<h3 id="for-bayesian-models-brms-and-rstanarm">For Bayesian models (<code>brms</code> and <code>rstanarm</code>)</h3>
<p><strong>Note: In order to compute Bayes factors for models, non-default arguments must be added upon fitting:</strong></p>
<ul>
<li><code>brmsfit</code> models <strong>must</strong> have been fitted with <code>save_all_pars = TRUE</code></li>
<li><code>stanreg</code> models <strong>must</strong> have been fitted with a defined <code>diagnostic_file</code>.</li>
</ul>
<p>Let’s first fit 5 Bayesian regressions with <code>brms</code> to predict <code>Sepal.Length</code>:</p>
<div class="sourceCode" id="cb12"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb12-1" title="1"><span class="kw">library</span>(brms)</a>
<a class="sourceLine" id="cb12-2" title="2"></a>
<a class="sourceLine" id="cb12-3" title="3">m0 &lt;-<span class="st"> </span><span class="kw">brm</span>(Sepal.Length <span class="op">~</span><span class="st"> </span><span class="dv">1</span>, <span class="co"># intercept only model</span></a>
<a class="sourceLine" id="cb12-4" title="4">          <span class="dt">data =</span> iris, <span class="dt">save_all_pars =</span> <span class="ot">TRUE</span>)</a>
<a class="sourceLine" id="cb12-5" title="5">m1 &lt;-<span class="st"> </span><span class="kw">brm</span>(Sepal.Length <span class="op">~</span><span class="st"> </span>Petal.Length,</a>
<a class="sourceLine" id="cb12-6" title="6">          <span class="dt">data =</span> iris, <span class="dt">save_all_pars =</span> <span class="ot">TRUE</span>)</a>
<a class="sourceLine" id="cb12-7" title="7">m2 &lt;-<span class="st"> </span><span class="kw">brm</span>(Sepal.Length <span class="op">~</span><span class="st"> </span>Species,</a>
<a class="sourceLine" id="cb12-8" title="8">          <span class="dt">data =</span> iris, <span class="dt">save_all_pars =</span> <span class="ot">TRUE</span>)</a>
<a class="sourceLine" id="cb12-9" title="9">m3 &lt;-<span class="st"> </span><span class="kw">brm</span>(Sepal.Length <span class="op">~</span><span class="st"> </span>Species <span class="op">+</span><span class="st"> </span>Petal.Length,</a>
<a class="sourceLine" id="cb12-10" title="10">          <span class="dt">data =</span> iris, <span class="dt">save_all_pars =</span> <span class="ot">TRUE</span>)</a>
<a class="sourceLine" id="cb12-11" title="11">m4 &lt;-<span class="st"> </span><span class="kw">brm</span>(Sepal.Length <span class="op">~</span><span class="st"> </span>Species <span class="op">*</span><span class="st"> </span>Petal.Length,</a>
<a class="sourceLine" id="cb12-12" title="12">          <span class="dt">data =</span> iris, <span class="dt">save_all_pars =</span> <span class="ot">TRUE</span>)</a></code></pre></div>
<p>We can now compare these models with the <code>bayesfactor_models()</code> function, using the <code>denominator</code> argument to specify which model all models will be compared against (in this case, the intercept-only model):</p>
<div class="sourceCode" id="cb13"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb13-1" title="1"><span class="kw">library</span>(bayestestR)</a>
<a class="sourceLine" id="cb13-2" title="2">comparison &lt;-<span class="st"> </span><span class="kw">bayesfactor_models</span>(m1, m2, m3, m4, <span class="dt">denominator =</span> m0)</a>
<a class="sourceLine" id="cb13-3" title="3">comparison</a></code></pre></div>
<pre><code>&gt; # Bayes Factors for Model Comparison
&gt; 
&gt;   Model                      Bayes Factor
&gt;   [1] Petal.Length               3.45e+44
&gt;   [2] Species                    5.63e+29
&gt;   [3] Species + Petal.Length     7.12e+55
&gt;   [4] Species * Petal.Length     9.15e+55
&gt; 
&gt; * Against Denominator: [5] (Intercept only)
&gt; *   Bayes Factor Type: marginal likelihoods (bridgesampling)
</code></pre>
<p>We can see that the full model is the best model - with (BF_{\text{m0}}=9\times 10^{55}) compared to the null (intercept only).</p>
<p>Due to the transitive property of Bayes factors, we can easily change the reference model to the main effects model:</p>
<div class="sourceCode" id="cb15"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb15-1" title="1"><span class="kw">update</span>(comparison, <span class="dt">reference =</span> <span class="dv">3</span>)</a></code></pre></div>
<pre><code>&gt; # Bayes Factors for Model Comparison
&gt; 
&gt;   Model                      Bayes Factor
&gt;   [1] Petal.Length               4.84e-12
&gt;   [2] Species                    7.90e-27
&gt;   [4] Species * Petal.Length         1.28
&gt;   [5] (Intercept only)           1.40e-56
&gt; 
&gt; * Against Denominator: [3] Species + Petal.Length
&gt; *   Bayes Factor Type: marginal likelihoods (bridgesampling)
</code></pre>
<p>As we can see, though the full model is the best, there is hardly any evidence that it is preferable to the main effects model.</p>
<p>We can also change the reference model to the <code>Species</code> model:</p>
<div class="sourceCode" id="cb17"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb17-1" title="1"><span class="kw">update</span>(comparison, <span class="dt">reference =</span> <span class="dv">2</span>)</a></code></pre></div>
<pre><code>&gt; # Bayes Factors for Model Comparison
&gt; 
&gt;   Model                      Bayes Factor
&gt;   [1] Petal.Length               6.12e+14
&gt;   [3] Species + Petal.Length     1.27e+26
&gt;   [4] Species * Petal.Length     1.63e+26
&gt;   [5] (Intercept only)           1.78e-30
&gt; 
&gt; * Against Denominator: [2] Species
&gt; *   Bayes Factor Type: marginal likelihoods (bridgesampling)
</code></pre>
<p>Notice that in the Bayesian framework the compared models <em>do not</em> need to be nested models, as happened here when we compared the <code>Petal.Length</code>-only model to the <code>Species</code>-only model (something that cannot be done in the frequentists framework, where compared models must be nested in one another).</p>
<blockquote>
<p><strong>NOTE:</strong> In order to correctly and precisely estimate Bayes Factors, you always need the 4 P’s: <strong>P</strong>roper <strong>P</strong>riors,[2] and a <strong>P</strong>lentiful <strong>P</strong>osterior.[3]</p>
</blockquote>
<h3 id="for-frequentist-models-via-the-bic-approximation">For Frequentist models via the BIC approximation</h3>
<p>It is also possible to compute Bayes factors for frequentist models. This is done by comparing BIC measures, allowing a Bayesian comparison of non-nested frequentist models (Wagenmakers, 2007). Let’s try it out on some <strong>linear mixed models</strong>:</p>
<div class="sourceCode" id="cb19"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb19-1" title="1"><span class="kw">library</span>(lme4)</a>
<a class="sourceLine" id="cb19-2" title="2"></a>
<a class="sourceLine" id="cb19-3" title="3">m0 &lt;-<span class="st"> </span><span class="kw">lmer</span>(Sepal.Length <span class="op">~</span><span class="st"> </span>(<span class="dv">1</span> <span class="op">|</span><span class="st"> </span>Species), <span class="dt">data =</span> iris)</a>
<a class="sourceLine" id="cb19-4" title="4">m1 &lt;-<span class="st"> </span><span class="kw">lmer</span>(Sepal.Length <span class="op">~</span><span class="st"> </span>Petal.Length <span class="op">+</span><span class="st"> </span>(<span class="dv">1</span> <span class="op">|</span><span class="st"> </span>Species), <span class="dt">data =</span> iris)</a>
<a class="sourceLine" id="cb19-5" title="5">m2 &lt;-<span class="st"> </span><span class="kw">lmer</span>(Sepal.Length <span class="op">~</span><span class="st"> </span>Petal.Length <span class="op">+</span><span class="st"> </span>(Petal.Length <span class="op">|</span><span class="st"> </span>Species), <span class="dt">data =</span> iris)</a>
<a class="sourceLine" id="cb19-6" title="6">m3 &lt;-<span class="st"> </span><span class="kw">lmer</span>(Sepal.Length <span class="op">~</span><span class="st"> </span>Petal.Length <span class="op">+</span><span class="st"> </span>Petal.Width <span class="op">+</span><span class="st"> </span>(Petal.Length <span class="op">|</span><span class="st"> </span>Species), <span class="dt">data =</span> iris)</a>
<a class="sourceLine" id="cb19-7" title="7">m4 &lt;-<span class="st"> </span><span class="kw">lmer</span>(Sepal.Length <span class="op">~</span><span class="st"> </span>Petal.Length <span class="op">*</span><span class="st"> </span>Petal.Width <span class="op">+</span><span class="st"> </span>(Petal.Length <span class="op">|</span><span class="st"> </span>Species), <span class="dt">data =</span> iris)</a>
<a class="sourceLine" id="cb19-8" title="8"></a>
<a class="sourceLine" id="cb19-9" title="9"><span class="kw">bayesfactor_models</span>(m1, m2, m3, m4, <span class="dt">denominator =</span> m0)</a></code></pre></div>
<pre><code>&gt; # Bayes Factors for Model Comparison
&gt; 
&gt;   Model                                                     Bayes Factor
&gt;   [1] Petal.Length + (1 | Species)                              8.24e+24
&gt;   [2] Petal.Length + (Petal.Length | Species)                   4.77e+23
&gt;   [3] Petal.Length + Petal.Width + (Petal.Length | Species)     1.52e+22
&gt;   [4] Petal.Length * Petal.Width + (Petal.Length | Species)     5.93e+20
&gt; 
&gt; * Against Denominator: [5] 1 + (1 | Species)
&gt; *   Bayes Factor Type: BIC approximation
</code></pre>
<h3 id="inclusion-bayes-factors-via-bayesian-model-averaging">Inclusion Bayes factors via Bayesian model averaging</h3>
<p>Inclusion Bayes factors answer the question:</p>
<blockquote>
<p><strong>Are the observed data more probable under models with a particular predictor, than they are under models without that particular predictor?</strong></p>
</blockquote>
<p>In other words, on average - are models with predictor (X) more likely to have produce the observed data than models without predictor (X)?[4]</p>
<p>Since each model has a prior probability, it is possible to sum the prior probability of all models that include a predictor of interest (the <em>prior inclusion probability</em>), and of all models that do not include that predictor (the <em>prior exclusion probability</em>). After the data are observed, we can similarly consider the sums of the posterior models’ probabilities to obtain the <em>posterior inclusion probability</em> and the <em>posterior exclusion probability</em>. Again, the change from prior to posterior inclusion odds is the Inclusion Bayes factor (“(BF_{Inclusion})”; Clyde, Ghosh, &amp; Littman, 2011).</p>
<p>Lets use the <code>brms</code> example from above:</p>
<div class="sourceCode" id="cb21"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb21-1" title="1"><span class="kw">bayesfactor_inclusion</span>(comparison)</a></code></pre></div>
<pre><code>&gt; # Inclusion Bayes Factors (Model Averaged)
&gt; 
&gt;                      Pr(prior) Pr(posterior) Inclusion BF
&gt; Petal.Length               0.6          1.00     1.93e+26
&gt; Species                    0.6          1.00     3.15e+11
&gt; Species:Petal.Length       0.2          0.56         5.14
&gt; 
&gt; * Compared among: all models
&gt; *    Priors odds: uniform-equal
</code></pre>
<p>If we examine the interaction term’s inclusion Bayes factor, we can see that across all 5 models, a model with the interaction term (<code>Species:Petal.Length</code>) is 5 times more likely than a model without the interaction term. <strong>Note</strong> that <code>Species</code>, a factor represented in the model with several parameters, gets a single Bayes factor - inclusion Bayes factors are given per predictor!</p>
<p>We can also compare only matched models - such that averaging is done only across models that (1) do not include any interactions with the predictor of interest; (2) for interaction predictors, averaging is done only across models that contain the main effect from which the interaction predictor is comprised (see explanation for why you might want to do this <a href="https://www.cogsci.nl/blog/interpreting-bayesian-repeated-measures-in-jasp">here</a>).</p>
<div class="sourceCode" id="cb23"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb23-1" title="1"><span class="kw">bayesfactor_inclusion</span>(comparison, <span class="dt">match_models =</span> <span class="ot">TRUE</span>)</a></code></pre></div>
<pre><code>&gt; # Inclusion Bayes Factors (Model Averaged)
&gt; 
&gt;                      Pr(prior) Pr(posterior) Inclusion BF
&gt; Petal.Length               0.4          0.44     1.27e+26
&gt; Species                    0.4          0.44     2.07e+11
&gt; Species:Petal.Length       0.2          0.56         1.28
&gt; 
&gt; * Compared among: matched models only
&gt; *    Priors odds: uniform-equal
</code></pre>
<h4 id="comparison-with-the-jasp-software">Comparison with the JASP software</h4>
<p><code>bayesfactor_inclusion()</code> is meant to provide Bayes Factors per predictor, similar to JASP’s <em>Effects</em> option. Let’s compare the two:</p>
<ol>
<li>Across all models:</li>
</ol>
<!-- end list -->

<div class="sourceCode" id="cb25"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb25-1" title="1"><span class="kw">library</span>(BayesFactor)</a>
<a class="sourceLine" id="cb25-2" title="2">ToothGrowth<span class="op">$</span>dose &lt;-<span class="st"> </span><span class="kw">as.factor</span>(ToothGrowth<span class="op">$</span>dose)</a>
<a class="sourceLine" id="cb25-3" title="3">BF_ToothGrowth &lt;-<span class="st"> </span><span class="kw">anovaBF</span>(len <span class="op">~</span><span class="st"> </span>dose<span class="op">*</span>supp, ToothGrowth)</a>
<a class="sourceLine" id="cb25-4" title="4"></a>
<a class="sourceLine" id="cb25-5" title="5"><span class="kw">bayesfactor_inclusion</span>(BF_ToothGrowth)</a></code></pre></div>
<pre><code>&gt; # Inclusion Bayes Factors (Model Averaged)
&gt; 
&gt;           Pr(prior) Pr(posterior) Inclusion BF
&gt; supp            0.6          1.00       140.37
&gt; dose            0.6          1.00     3.20e+14
&gt; supp:dose       0.2          0.72         10.4
&gt; 
&gt; * Compared among: all models
&gt; *    Priors odds: uniform-equal
</code></pre>
<p><img 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" /><!-- --></p>
<ol start="2">
<li>Across matched models:</li>
</ol>
<!-- end list -->

<div class="sourceCode" id="cb27"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb27-1" title="1"><span class="kw">bayesfactor_inclusion</span>(BF_ToothGrowth, <span class="dt">match_models =</span> <span class="ot">TRUE</span>)</a></code></pre></div>
<pre><code>&gt; # Inclusion Bayes Factors (Model Averaged)
&gt; 
&gt;           Pr(prior) Pr(posterior) Inclusion BF
&gt; supp            0.4          0.27        57.77
&gt; dose            0.4          0.28     1.33e+14
&gt; supp:dose       0.2          0.72         2.64
&gt; 
&gt; * Compared among: matched models only
&gt; *    Priors odds: uniform-equal
</code></pre>
<p><img 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" /><!-- --></p>
<ol start="3">
<li>With Nuisance Effects:</li>
</ol>
<p>We’ll add <code>dose</code> to the null model in JASP, and do the same in <code>R</code>:</p>
<div class="sourceCode" id="cb29"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb29-1" title="1">BF_ToothGrowth_against_dose &lt;-<span class="st"> </span>BF_ToothGrowth[<span class="dv">3</span><span class="op">:</span><span class="dv">4</span>]<span class="op">/</span>BF_ToothGrowth[<span class="dv">2</span>] <span class="co"># OR: </span></a>
<a class="sourceLine" id="cb29-2" title="2"><span class="co"># update(bayesfactor_models(BF_ToothGrowth),</span></a>
<a class="sourceLine" id="cb29-3" title="3"><span class="co">#        subset = c(4, 5),</span></a>
<a class="sourceLine" id="cb29-4" title="4"><span class="co">#        reference = 3)</span></a>
<a class="sourceLine" id="cb29-5" title="5">BF_ToothGrowth_against_dose</a></code></pre></div>
<pre><code>&gt; Bayes factor analysis
&gt; --------------
&gt; [1] supp + dose             : 58  ±3.6%
&gt; [2] supp + dose + supp:dose : 153 ±1.2%
&gt; 
&gt; Against denominator:
&gt;   len ~ dose 
&gt; ---
&gt; Bayes factor type: BFlinearModel, JZS
</code></pre>
<div class="sourceCode" id="cb31"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb31-1" title="1"><span class="kw">bayesfactor_inclusion</span>(BF_ToothGrowth_against_dose)</a></code></pre></div>
<pre><code>&gt; # Inclusion Bayes Factors (Model Averaged)
&gt; 
&gt;           Pr(prior) Pr(posterior) Inclusion BF
&gt; dose           1.00          1.00          NaN
&gt; supp           0.67          1.00       105.27
&gt; supp:dose      0.33          0.72          5.2
&gt; 
&gt; * Compared among: all models
&gt; *    Priors odds: uniform-equal
</code></pre>
<p><img 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" /><!-- --></p>
<h3 id="order-restricted-models">Order Restricted Models</h3>
<p>Consider the following model, in which we predict the length of an iris’ sepal from the length of its petal, as well as from its species. <img 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" /><!-- --></p>
<div class="sourceCode" id="cb33"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb33-1" title="1">iris_model &lt;-<span class="st"> </span><span class="kw">stan_glm</span>(Sepal.Length <span class="op">~</span><span class="st"> </span>Species <span class="op">+</span><span class="st"> </span>Petal.Length,</a>
<a class="sourceLine" id="cb33-2" title="2">                       <span class="dt">data =</span> iris)</a></code></pre></div>
<p>What are our priors (here, <code>rstanarm</code>’s default priors) for this model’s parameters? They all take the shape of some normal distribution centered at 0:</p>
<p><img 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" /><!-- --></p>
<p>These priors are unrestricted - that is, all of the model’s parameter have some non-zero probability (no matter how small) of being any of the values between (-\infty) and (\infty) (this is true for both the prior and posterior distribution). Subsequently, <em>a priori</em> the ordering of the parameters relating to the iris species can have any ordering, such that (a priori) setosa can have larger sepals than virginica, but it is also possible for virginica to have larger sepals than setosa!</p>
<p>Does it make sense to let our priors cover all of these possibilities? That depends on our <em>prior</em> knowledge or assumptions. For example, even a novice botanist will assume that it is unlikely that petal length will be <em>negatively</em> associated with sepal length - an iris with longer petals is likely larger, and thus will also have a longer sepal. And an expert botanist will perhaps assume that setosas have smaller sepals than both versicolors and virginica. All of these prior assumptions can be formulated as order restrictions (Morey, 2015; Morey &amp; Rouder, 2011):</p>
<ol>
<li>The novice botanist: (b_{petal} &gt; 0)</li>
<li>The expert botanist: (b_{versicolors} &gt; 0\ &amp;\ b_{virginica} &gt; 0)</li>
</ol>
<p>By testing these restrictions on prior and posterior samples, we can see how the probability of the restrictions changes after observing the data. This can be achieved with <code>bayesfactor_restricted()</code>, that compute a Bayes factor for these restricted model vs the unrestricted model. Let’s first specify these restrictions as logical conditions:</p>
<div class="sourceCode" id="cb34"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb34-1" title="1">botanist_hypotheses &lt;-<span class="st"> </span><span class="kw">c</span>(</a>
<a class="sourceLine" id="cb34-2" title="2">  <span class="st">&quot;Petal.Length &gt; 0&quot;</span>,</a>
<a class="sourceLine" id="cb34-3" title="3">  <span class="st">&quot;(Speciesversicolor &gt; 0) &amp; (Speciesvirginica &gt; 0)&quot;</span></a>
<a class="sourceLine" id="cb34-4" title="4">)</a></code></pre></div>
<p>Let’s test these hypotheses:</p>
<div class="sourceCode" id="cb35"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb35-1" title="1">botanist_BFs &lt;-<span class="st"> </span><span class="kw">bayesfactor_restricted</span>(iris_model, <span class="dt">hypothesis =</span> botanist_hypotheses)</a></code></pre></div>
<pre><code>&gt; Computation of Bayes factors: sampling priors, please wait...
</code></pre>
<div class="sourceCode" id="cb37"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb37-1" title="1">botanist_BFs</a></code></pre></div>
<pre><code>&gt; # Bayes Factor (Order-Restriction)
&gt; 
&gt;                                        Hypothesis P(Prior) P(Posterior)
&gt;                                  Petal.Length &gt; 0     0.51            1
&gt;  (Speciesversicolor &gt; 0) &amp; (Speciesvirginica &gt; 0)     0.25            0
&gt;  Bayes Factor
&gt;          1.97
&gt;      0.00e+00
&gt; 
&gt; * Bayes factors for the restricted movel vs. the un-restricted model.
</code></pre>
<p>We can see that the novice botanist’s hypothesis gets a Bayes factor of ~2, indicating the data provides twice as much evidence for a model in which petal length is restricted to be positively associated with sepal length than for a model with not such restriction.</p>
<p>What about our expert botanist? He seems to have failed miserably, with a BF favoring the unrestricted model many many times over ((BF\gg1,000)). How is this possible? It seems that when <em>controlling for petal length</em>, versicolor and virginica actually have shorter sepals!</p>
<p>Note that these Bayes factors compare the restricted model to the unrestricted model. If we wanted to compare the restricted model to the null model, we could use the transitive property of Bayes factors like so:</p>
<p>[ BF_{restricted / NULL} = \frac {BF_{restricted / un-restricted}} {BF_{un-restricted / NULL}} ] &gt; <strong>NOTE:</strong> Because these restrictions are on the prior distribution, they are only appropriate for testing pre-planned (<em>a priori</em>) hypotheses, and should not be used for any post hoc comparisons (Morey, 2015).</p>
<h1 id="references">References</h1>
<div id="refs" class="references">

<div id="ref-clyde2011bayesian">

<p>Clyde, M. A., Ghosh, J., &amp; Littman, M. L. (2011). Bayesian adaptive sampling for variable selection and model averaging. <em>Journal of Computational and Graphical Statistics</em>, <em>20</em>(1), 80–101.</p>
</div>

<div id="ref-morey_2015_blog">

<p>Morey, R. D. (2015). <em>Multiple comparisons with bayesfactor, part 2 – order restrictions</em>. Retrieved from <a href="https://richarddmorey.org/category/order-restrictions/">https://richarddmorey.org/category/order-restrictions/</a></p>
</div>

<div id="ref-morey2011bayesinterval">

<p>Morey, R. D., &amp; Rouder, J. N. (2011). Bayes factor approaches for testing interval null hypotheses. <em>Psychological Methods</em>, <em>16</em>(4), 406.</p>
</div>

<div id="ref-morey2014simple">

<p>Morey, R. D., &amp; Wagenmakers, E.-J. (2014). Simple relation between bayesian order-restricted and point-null hypothesis tests. <em>Statistics &amp; Probability Letters</em>, <em>92</em>, 121–124.</p>
</div>

<div id="ref-wagenmakers2007practical">

<p>Wagenmakers, E.-J. (2007). A practical solution to the pervasive problems ofp values. <em>Psychonomic Bulletin &amp; Review</em>, <em>14</em>(5), 779–804.</p>
</div>

<div id="ref-wagenmakers2010bayesian">

<p>Wagenmakers, E.-J., Lodewyckx, T., Kuriyal, H., &amp; Grasman, R. (2010). Bayesian hypothesis testing for psychologists: A tutorial on the savage–dickey method. <em>Cognitive Psychology</em>, <em>60</em>(3), 158–189.</p>
</div>

</div>

<ol>
<li><p>Note that as the width of null interval shrinks to zero, the prior and posterior probability of the alternative tends towards 1.00.</p></li>
<li><p><a href="https://doi.org/10.1016/j.jmp.2015.08.002">Robert, 2016</a>; <a href="https://doi.org/10.1080/01621459.1995.10476572">Kass &amp; Raftery, 1993</a>; <a href="https://doi.org/10.1016/S0304-4076(00)00076-2">Fernández, Ley, &amp; Steel, 2001</a></p></li>
<li><p><a href="https://doi.org/10.1007/s11336-018-9648-3">Gronau, Wagenmakers, Heck, &amp; Matzke, 2019</a></p></li>
<li><p>A model without predictor (X) can be thought of as a model in which the parameter(s) of the predictor have been restricted to a null-point of 0.</p></li>
</ol>

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