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<title>What Kind of Person Goes to the Doctor:</title>
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<h1>What Kind of Person Goes to the Doctor:</h1>
<h2>How the population represented in the Electronic Health Records database compares to the general U.S. population</h2>
<p><img src="http://i.imgur.com/SuPi8.jpg" width="100" align="left"></p>
<p>By <a href="https://sites.google.com/site/yasminlucero/">Yasmin Lucero</a><br/>
prepared for Kaggle competition: <a href="https://www.kaggle.com/c/pf2012-at">Practice Fusion Analyze This! 2012—Open Challenge</a><br/>
September 10, 2012</p>
<p>Practice Fusion has released a rich database of de-identified medical records from medical practices that participate in their Electronic Health Record (EHR) system. We would like to use this access to rich and abundant medical data to learn something new, or at least interesting. The first inferential step is puttting the EHR patient population into the context of the general population. What sort of people are these EHR patients? </p>
<p>The EHR database includes a handful of hooks that we can use to understand the demographics of this population: year of birth, gender, smoking status, weight, BMI and state of residence. Here, I pull in various data from the census bureau and center for disease control (CDC) and compare the EHR population demographics to the general population demographics.</p>
<ul>
<li><a href="#overview">Overview</a></li>
<li><a href="#geographic">Geographic Representativeness</a></li>
<li><a href="#age">Age Distribution</a></li>
<li><a href="#diabetes">Diabetes and Obesity</a></li>
<li><a href="#smoking">Smoking</a></li>
<li><a href="#MU">Medical Utilization</a></li>
<li><a href="#sources">Sources</a></li>
</ul>
<h3><a id="overview">Overview</a></h3>
<p>How well does the EHR population represent the general population? A quick summary tells us that EHR patients are more female, more diabetic, more obese and less likely to smoke than the general population.<br/>
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" alt="plot of chunk figOverview"/> </p>
<h3><a id="geographic">Geographic Representativeness</a></h3>
<p>First, I have made a plot of proportion of the EHR patient population in each state vs the proportion of the U.S. population in each state. The state of California is both the largest state and is strongly over-represented in the EHR patient population. As a result, most other states are under-represented by comparison. <br/>
<img 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" alt="Figure 1."/><br/>
Here is a map where the color shows the difference between the proportion of the poulation in the EHR popualtion minus the proportion in the general population—i.e. the distance between the two dots in the above plot. I have excluded Alaska and Hawaii here, but you can see above that both states are slightly under-represented in the EHR dataset. There are no patients from Rhode Island. <br/>
<img src="data:image/png;base64,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" alt="Figure 1."/></p>
<h3><a id="age">Age Distribution</a></h3>
<p>The EHR is generally older than the general population. This is partly because it excludes minors. The next two figures show a comparison of the age distributions of the EHR patient population versus the U.S. population in 2011, as estimated by the <a href="http://www.census.gov/popest/data/datasets.html">U.S. Census</a>. </p>
<p>One major reason the EHR population is older on average is because it excludes minors. However, the distribution for those above 18 shows a marked hump around 58, while the U.S. population is quite flat until it starts to drop-off around 60. For those about 58 and older, the EHR population is probably pretty similar to the general population. But those between the ages of 18 and 55 are fairly under-represented here. <br/>
<img 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" alt="Figure 1."/><br/>
<img 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W5cyDrArvjptGwwmi5NpqFSqV3S3kruTyonZosTynK6oI8ePZo2bdoQHR3Ngw8+yNGjRzl27BjR0dGuyCeEECVsVvTHDuG5fzs23zrkj3i6ZM5xhZy6/BU/nHmL3i3eoUndforlEOIGpwu6v78/cXFxfPrpp5w9e5bBgwezdu1aQkJCXJFPCCFQX03Da/MaUKnIH/QHLE1bKZrnp3MfcPzipwxtu4J6vs5dLxfCVVwyOYu/vz8vvfSSKzYlhBD/ZbfjcSQaz+htFD7Qn+Ko3pU+IMzt2OwWohP+Rtr1nxgZuQ5fTzlwEe7D4YLepUsX5s2bx4EDB1i5cuVNywcOHMiiRYucCieEuHepr2di/M9nqPNzyf3jy1gDgxXNY7bms+PEy5it+YyM/AKDro6ieYT4PYcL+rJlywgNDSUwMJCHHnoInU5Xuqy4uBiz2eySgEKIe4/+5x/w/G4Lpsgo8noNBq3uzitVogLTNbbGTcTHEMyAiA/Qqt3nVkAhbnD43FXLli3x8PBgyZIlZGVl0bp169J/qampzJs3z5U5hRD3AHV2Jt6f/gvDwb3kPT6Jwr7DFS/mWQVn2fTzGBrU6sDDrRZLMRduy+Ej9BUrVvD8888DsHjx4jLLfHx8mDt3rnPJhBD3FP3PB/D8bnPJUfljzyleyAHSrv/E9uMvENloIu1CxisdR4jbcrigT5o0iQkTJrB48WK6detGx44l8/uqVCoZZUgIUWGq61l4bf0cdXZmyeAwVTxc662cubKV6IQ59Gz2Jk3rDVI6jhB35FQvd61Wy/Tp08tdVlhYiKenpzObF0LUcPpjB/Hc/RWm+7uSN3oC6PRKRwLgl9SPOXb+Ewa1WUaDWh2UjiNEhTh929q1a9eYNGkSiYmJWK1WbDYbRUVFdO3aVSZoEUKUS5Wfi3HrF2iuppH32HP/HelNYXa7jZgzb3I+M4YRkZ9T2+geZwuEqAinb+hcuHAhBQUFTJw4kYYNG/LGG2/g6+vLa6+95op8QogaxnLsEL5L38Hu5UPOxFfcpphbbSZ2nZzGlZxfGRn5pRRzUe04fYSelJTEjBkz6NKlC0uXLuXRRx/lvvvuY8GCBeXeny6EuEeZitFv/QJTUjz5w57A0rS10olKmSz5bIt7Fjt2ht2/Gr3WW+lIQtw1p4/Qg4ODSU1NxdvbG5PJREZGBn5+fqSmproinxCiBtBcSMb343dRFebj+deFblXMC02ZbDjyGHqtL4PbfCzFXFRbTh+hjx8/nqioKJo2bcqwYcMYMmQIJpOJ0aNHuyKfEKI6s9kw7N+B4dBeCvoOhy698PX2heu5SicDILsgma1xEwkN6Em3Jq+jUnBYWSGc5XRBb9WqFadPn0aj0RAVFcVHH31E7dq1GTNmjCvyCSGqKfX1TLy+Xg0WCznjZ2HzC8A9+rCXSLt+lO3Hp9AuZDxRzV6kqKhI6UhCOMUlk7PUr1+/9P9feOEFV2xSCFGN6U4ew7j1C0yRURT2GgJuNjZF0tVv+f70X+jZ7A2a1husdBwhXMLhgt6jRw+ys7Nvubx///7Mnz//psctFgvr168nPT2dZs2aMWhQ2QEbiouL2bx5M5mZmYSFhdG/f39HIwohqprFjHHnJnSnY8kf+TSWsBZKJ7pJ0tVviU74G4PaLKVBrY5KxxHCZRwu6PPnz7/tBCx169Yt9/E9e/ZQv359xowZw+rVqzl16hQtWvz3j/7QoUPUrVuXMWPGsHLlSlJSUggNDXU0phCiiqgzr+K1cQV2ozc5z76K3ctH6Ug3uZB1gO9P/5VBbT6SYi5qHIcLeufOnQFYsGABa9asuWl5//79y52gJSkpibFjx6LRaIiMjCQhIaFMQff09OTUqVNcuXKFnJwctFqXXBUQQlQiXfwvGLd9QXGXhyh6sL+ic5bfytXc4+yMf5k+LeZJMRc1ktPVcsSIEaXF3W63c+nSJRYtWnTTqfQbsrOzMRqNABiNRvLz88ssb9y4Md999x1ffPEFGo0Gf3//0mXR0dFs2LChzPPnzp2Ll5eXw/l/e/1f3FrDhg2VjlAt3Gtnk+wWC0XrV2A+sh/jC69Tp0XbCq1X1e10LSeR1YcmMazLAjo2/WOVvrYz7rX9STjH6YIeFhZGWFjYTY/Nnz+fXr163fR8T09PiouL0el0mEwmvL3L3vO5adMm/vCHPxAaGsq+ffvYs2cPgweXdFrp0aNH6ZeHG7Kzs7l27ZpD2evXr092drZb9W41GAxulQdKivnly5exWCxKRynlbu2kVqsJCQnh3LlzSkcpozLbSZV7Ha+NKwDIf2YmWZ614A7vX6/XU7duXS5dulQpmcpTZM5iw9FHaRP0NAG6nuX+jtxtfzIajXh7e3PlypUqf+3GjRtX+WsK16iU89nJyclcv3693GUNGzYkJSWFiIgIkpOTCQ4OLrPcw8OjdFIXvV6PTvffKRRVKtVNE75kZ2djt9sdzmq3251a39XcLc8N7pbLHfP89r/uorLaSZuahNfGFZhataew33BQa6ACr1PV7WS1mfn2+BSCa3clMmTCLV9X9idREzhd0OfPn8/q1atLfy4sLOT8+fN8/vnn5T6/T58+bNy4kZiYGHQ6HUOGDCEzM5Ply5cze/Zs+vXrxzfffINGo8FqtfLYY485G1EI4UIeP8Vg2PsNBQPHYI5w75nI9iX+DRVquof/TekoQlQ6ld3Jr4DJycllTp9ptVrCwsIICAi47Xomkwm9/tbDTNxp+Q1paWkUFxdXPPBvNGjQgKysLLc61eZup/4AQkJCSEtLk1Put6FWq2nUqBEpKSlKRynDpe1ktWLcvh7t2VPkj5mINTD4zuv8jl6vJyAggIsXL7om020cO7+CE5c+Z1T79Rh0tW/7XHfbn4xGIz4+PqSnp1f5a8t1++rL6SP0Jk2a0KRJE0wmE+fOnSM0NLTMafJbuVOxrkgxF0JUDVV+Lt4bPsGuUpM7fiZ2o3uPd37mylZ+Tv2IEZGf37GYC1FTOH1vidlsZsqUKXh7e9O+fXu8vb159tlnb3uPuhCi+tBcPo/vJ/+LpV4QeU9OcftifjJtA/sS/8GgiI+oY7xP6ThCVBmnC/qyZcs4e/YssbGx5ObmEhsbS0ZGBu+8844r8gkhFKSL/wWfNe9T+MDDFA4cU9L5zY3FXljFoeQFDG37b+rXaq90HCGqlNMF/fDhw8yaNat0cJjmzZszZ84coqOjnQ4nhFCI3Y7h+60Yt68nb8yzmDo8oHSiO/rp3IccO7+cR+5fS4BPK6XjCFHlnC7o/fr148MPPyQrKwuAoqIiVq1aRc+ePZ0OJ4RQgNmE18YV6BLiyH1mBpbGTZVOdEdxF9dyMu1Lhrf7jDpecppd3Juc7hSXk5PD1q1bCQgIoHXr1iQmJlJYWEjTpk357LPPADh69KhTo7kJIaqGKi8H73VLsXn5kvv0NNB7KB3pjs5lRHMkZRGPtPsUX88QpeMIoRinC/rQoUPp1KnTbZ/z+8FghBDuR5N+Ee91SzE1v5/C/iPccjz238vIO813p2bSt+UC/L2aKR1HCEU5XdBDQkIICQkhIyODCxcuEB4eXjpWuxCietCeOYHXV6spemgIxR27Kx2nQgpMV9l2/Dk6hb5MI78eSscRQnFOfwW3Wq2MGzeOunXr0rt3b3x8fBg1apTDg70IIaqWx5F9eH29mvyRT1ebYm61mdh+fApN6valTfCTSscRwi04XdCXLl3KmTNniI+PJyMjg8TEROx2O++++64r8gkhKovdhueOjRh+/I68P76M5b6WSieqsANJc1Gr9XS7789KRxHCbThd0A8ePMisWbNo2bLkwyAsLExuWxPC3ZmK8fpyOdoLZ8l5ZgbWekFKJ6qwxCvfcPbaTvq3eg+1yr3vixeiKjld0Lt160ZMTEyZx2JiYu44lrsQQhmq3Ov4rF4MKhW5f3wZu7ev0pEqLCs/iX0Jf6dfy/cw6usqHUcIt+J0p7jRo0fTpk0boqOjefDBBzl69CjHjh2TI3Qh3JDmyiW8v/gIU4t2JdOeVoOe7DeYrflsj3+BDo2fJ6h2R6XjCOF2nP5r9vf3Jy4ujj/84Q9kZGQwYMAAjh8/Trt27VyRTwjhItqzp/BevYiiqL4U9h9ZrYo5wPen/0IdYxjtQsYrHUUIt+T0EbrZbGbOnDl8/PHHeHh4YDKZSE5O5oMPPqjQrGtCiMqnjz2M546NFAx/CnN4hNJx7lrcxbVcyY3j0Q5fKR1FCLclk7MIUcMZftiF5+6vyRs7uVoW8ys5sRxOXsjDrd/HQ+ujdBwh3JZMziJETWW3odvyGfpjP5L79DSswY2VTnTXis3X2Rk/laj7XqGud/W5rU4IJTh9yv3G5CyRkZHUqVOnyidn0Wg0GAwGh9ZVq9Xo9XoXJ3KOVqt1+P1UFpVKhYeHB1qt07uLy7hbO6lUKgD3yWQ2of9yBaqcbIqfexW9m/Rk12q1qFSqCrWT3W5ne/yfaejfhfZN/ljpudzmdwfo9XrUarUimSwWi1v9rYuKq/aTs1itVodHpbPZbJhMJoqKilycynEGg8Gt8kDJB2txcTEWi0XpKKXcrZ3U6pKTXe6QSVWQh/e6Zdg8jVjGz6DIZgc3yAUlhcput1eonX5JXcb1/FT6tF9f6e3qjvuTh4eHIpmkmFdfMjmLEDWIOvMq3p9/hCU0nIKBYzDoPdymmN+NtOs/8XPqMka2X4dOI58fQlSEyyZnEUIoS3MxBe91yyju3JOiBx9WOo7DCk2Z7IqfRvfwv1HHKHObC1FRcm5FiBpAd+pXvP7zKQUDRmNqc/szZu7Mbrex+9RMGvs/RLPAoUrHEaJakYIuRDXncWgvhv07yBs9EUtouNJxnHL03IcUmjIYGLFE6ShCVDsO3bZms9kYN24cACdOnODatWsuDSWEqAC7Dc8dG/A4HE3un6ZW+2KedPVb4i6u5eHW76NVeygdR4hqx6GCbrVa2bBhAz/99BPvv/8+e/fuJT09vcy/69evuzqrEOIGs+n/Z0tLJnfcdGx16yudyCmXr//M96f/woCIf1HLs5HScYSolhw65a7T6XjppZcYOHAg2dnZrFq1qvS2nRtGjhzJmjVrXBJSCPFfqrycktvSvH3J/ePLoHOvsRTuVnZBCt+emEyPZm/QoJZMuiKEoxweKe6tt97i6tWr/PWvf2XXrl3k5+eX+SfFXAjXU1+7jM/Kf2IJbkz+mAnVvpgXmjPZGjeR+xuOI7zeYKXjCFGtOd0pbs6cOQBkZGRw4cIFwsPDMRqNTgcTQpSlPZeI14ZPKHqgP8Vdeysdx2kFpqv8J/YZQuo8QPtGzykdR4hqz+mx3K1WK+PGjaNu3br07t0bHx8fRo0a5fDobUKIm+njjuD95ccUDH68RhTznMLzfPXL4zSsHUX38L8pHUeIGsHpgr506VLOnDlDfHw8GRkZJCYmYrfbeffdd12RT4h7niFmB567viL38ecxt7hf6ThOS8+O56tjY2lefyQPNH2tdBx8IYRznC7oBw8eZNasWbRsWTITUlhYmMy2JoQrWC0Yt6xFH3ekZLa0hk2UTuS0a7mn+OS7gXRoNImOjScrHUeIGsXpgt6tWzdiYmLKPBYTE0NAQICzmxbinqUqzMf70w9RX88quS3Nr/r/PRWaMtlybAK927xGRPATSscRosZxulPc6NGjadOmDdHR0Tz44IMcPXqUY8eOyRG6EA5SZ17B+/OlWBrdR8Ggx0CjUTqS06w2MzviXyC0bk+6NnuOixcvKh1JVGODBw+mb9++TJs2rdzlSUlJHDt2jFGjRvHmm29y4sQJvvjiiypOWfWcPkL39/cnLi6OJ598EpvNxuDBgzl+/Djt2rVzRT4h7inaM/H4rPgnxZFdKRg6tkYUc4CYxH+gQkPP5n9XOoqoYiaT6abHzGYzdru93OebzeY7bvPSpUtkZ2eXeY3fTu88YcKE0oPKIUOGMHHixDtmgpLpj2+VqzpwuqBDSVF/6aWXeO+995g9e7bMviaEAww/7MTr69XkD3+K4m79lI7jMrEXVnMh+0cebr0YjVqndBxRBdatW0dwcDA9e/akdu3aTJkyBSgZNnzKlCnUrl2bpk2bsmjRIgCmTJnCAw88QOPGjWnYsCHLly8H4MUXX2TQoEEArF69utxLuU888QQBAQF4eXkxbdo0vvjiC6Kjo/nggw+YN28en376KW+//TYAK1asoF69egQGBvLiiy+Sn59PVlYWer2exx57DH9/f4KDg0lMTKyKZnI5lxR0IYQTTMV4bViBPvYIuc9Mx9K0tdKJXOZC1o8cSVnMwIglGHR1lI4jqojNZuPSpUtMnTqVmJgYPvzwQ3755Rc+/fRTli1bxr59+/jwww+ZNm0aSUlJWCwW4uLi2LdvH6+88gqvvPIKFosFq9VaeuRts9luOnq/fv067dq14+zZs7z66qusXr2akSNH0q1bN8aPH89LL71Uuo1z584xYcIE5syZw08//cSmTZtYt24dUHJWICIigitXrpCfn8+3335b5W3mClU+25rFYmH9+vWkp6fTrFmz0m9fv11+8OBBTp06Ra1atRg5ciSaGnLaUYjfU2dcwXv9cqx+AeQ8MwM8DEpHcpncoovsOjmNh5q/jb9XM6XjiCqmUqkYOHAgBoOBoKAg9u/fT3JyMhEREXTo0AGAevXqlRbPiIgIGjduzNChQ5kxYwYnT54EKD0FXlRUdNNraLVaTp48SVRUFLVr1yYvLw+9Xo9Op8NgMGAw/Pfv6ddff8Vut/Pkk09Su3ZtunfvzrZt2xgxYgQAXbt2xcvLi3r16lFYWFipbVNZXHqEfvny5TLXMcqzZ88e6tevz4svvkh6ejqnTp0qszwmJobCwkImTJhA7dq1SUhIcGVEIdyGLiEOn5ULMLXpSP7oCTWqmFusRWw/MYVWDR4jLKC/0nGEAux2O5s3b+b48eNcunSJ7t2707ZtW06cOEFsbCx79+7lypUrpQd1x44dIyUlhZ07d+Lv70+rVq3w9fUlLS0Nu91ObGzsTa+xfft21qxZw9GjR3n88cdLi79Go6GoqKjMtfK2bdsC8MUXX5Camsr+/fsZPPi/ww3r9SXDKP9+XpLqxOkjdJvNxttvv82XX36J3W5n/vz5LFmyhI8//rjc6x1JSUmMHTsWjUZDZGQkCQkJtGjRonR5bGwsI0aM4ODBg3Tu3JlatWqVLktOTr7plxoVFUWdOo6dytNqtXh7e+Pp6enQ+pVBo9G4VR4o2cF9fX3dqrOIu7XTjcFRKrQv2mywYyP8uAf++CKezdtQWe9EqXba/NMkankF8XDk31Gp/vsBqdFoUKvVDv/NVhZ32590Oh1ardbt2uluaLVaFi1axLFjx7EjR5UAACAASURBVJg0aRLt2rUjIiKCmJgYOnfuTGBgIPPnzycsLAyA4OBgunfvTlFREW+//TYajYZRo0axZMkS/P396d69+02v0bNnT5o0aUJ4eDht27bFbDZz6dIlOnbsyLvvvktgYGDpc0NDQ/nggw/485//zCuvvMITTzzBY489VqNGNXW6oC9btow9e/awadMmRowYQe/evdmyZQvLli3j9ddfv+n52dnZpWO9G41G8vPzyyzPyclh586dtGzZko8++oinnnqKoKAgoORDs7xRpRwtNDfWc6dCBe6bx11zuZM7ZirIg7VLID8HXn4D/OpCJb+Pqm6nQ2eWcCnrF57uuRNQlXl9d92XwL0yuXM7VZRWq+XAgQMUFBSUfuZrtVo++eQTPvzwQ3Q6XZmj4aZNm/LNN99gsVjw8PAAoFOnTmRkZGCxWMqcPv/ll19K/z8hIYG8vDy8vb1LH5s7dy6vvvoqtWvXLpNp8uTJTJo0CZPJVLo9o9FYpp1Pnz7twlaoWk4X9JiYGGbOnFladHU6HVOnTmXSpEnlFnRPT0+Ki4vR6XSYTKYyv4Qb6z/88MOEhIRgNBo5cuQIjzzyCFDyDSs0NLTM89PS0srcvnA3PD09ycvLK/fajFIMBoNb5QHw8fEhJyfnjpdTqpK7tZNaraZWrVq33Rc1aefx2vAJltBwCkY+DWotOLjvVlRVt9OFrAP8cPqfDG/3OUX5Nooo+/70ej0Gg8Hhv9nK4m77k9FoRK1WK9JOvy+CjjAajaU1obzJum4U7Bvq1KlDfn4+Go3mpj5TWq0Wrfb2per3dQRu/T7UanWZLwc1idMXC0JCQm4aKW7z5s00aNCg3Oc3bNiQlJQUoOQUenBw8E3by8nJAUp6MNbUhhf3Fv2vh/BZ+z5F3fpRMPQJ0Na827dyCs+zK346DzV/Bz+vpkrHEQp65JFHSEpKqvDz586dy9q1aysx0b3B6SP0adOm0alTJ3bt2kVaWhpRUVGkpKSwe/fucp/fp08fNm7cSExMDDqdjiFDhpCZmcny5cuZPXs2gwYNYseOHRw6dIjc3NybBgQQolqxWvHctQn96Vhyx07GGhyqdKJKYbbm8+3x52kT/CRN6vZVOo4Q9ySV3QUXafLy8li3bh2pqan07NmTnj173vFWM5PJVNqr0JHlN6SlpTncqaFBgwZkZWW51ak2dzv1ByVnTdLS0uSU+22o1WoaNWpUevYJQJWfi9fGFajsdvJGPYPd27fKc1VFO9ntdnbEvwjAw63ev+3saXq9noCAALcb+tXd9iej0YiPjw/p6elV/tq/v6wpqg+nj9Dfeuut0lF9oGQ0H5VKhdFopEWLFixatOim0+rAHYt1RYq5EO5Kk5aK95fLMTWLoLD/qBozhGt5Yi+uIrsgmVHtv5SpUAVQcvfTrYZXdYZarUar1VbrW8sqk9MFvVevXqxdu5Zp06bRpUsXDh06xIIFC5g+fTppaWkMGTKkTI9EIWo63cljeH3zGQV9R2CKjFI6TqXKLkjhp5T3eaTdWnQaL6XjCDdhtVor5YzHjdv5RPmcbplVq1YxZ84cHn/8cQDuv/9+DAYDP/30E4sXL+brr78mPT29zP2AQtRUhh924nFwL3mjJ2IJDVc6TqWy223sOf0qbRs+TV3vlkrHEeKe53RB9/f358yZM2UeS0hIKD1lbjab3WrABiEqhdVCwScL0Z8+UWPmL7+TXy/8G6utiPaNJikdRQiBCwr6008/zYABA9i7dy8dO3bk4MGDJCYmEhMTw/Tp0wkNDcXXt+o7AwlRVVT5uXitX47N24fccdOxe958321Nk1Vwlp/O/YsR7T6TGdSEcBNO9yxo3rw5Bw8eZPTo0dhsNmbNmkVycjJNmzZl/PjxfP31167IKYRb0qRfxGfFfKyBwXhN+8c9UcytNjN7Tr1Cu5AJ+Hu3uPMKQogq4ZLeBYGBgTz//PNlHissLKR165ozDaQQv6c7HYtxy6cU9RqMuUsvVDW4J/tvxST+A43ag/aNnlU6ihDiN5wu6NeuXWPSpEkkJiZitVqx2WwUFRXRtWtXPvvsM1dkFMK92G0Yor/F4+h+8kc9gyWsuWunLXRjcRfXcCH7R0a1X49aJb2NhXAnTn8OLVy4kIKCAiZOnEjDhg1544038PX15bXXXnNFPiHciqowH+8vlqJLPEHu+JlYwporHanKXMg6wOHkRQyMWIKnzk/pOEJw5MgRmjVrRmRkZOm/G2eLO3fuXOa5ixYt4tNPPwUgPDycHj160KNHD6Kionj55Zcr5b75qub0V+ykpCRmzJhBly5dWLp0KY8++ij33XcfCxYsYOXKla7IKIRb0KSdx2vjJ1gaNaVg9IQaOR77rWQXpLAzfhq9W7yLv1czpeMIAUBRURH3338/69evv2lZampqmZ+zs7NLJ4XJzc0lMTERKLk8/Pjjj/Pll1/y5JNPVn7oSuR0QQ8ODiY1NZU+ffpgMpnIyMjAz8/vpsYUojrz+CkGz73/oaD3MEwdHlQ6TpUyWwvZfmIK7UKeoUndPkrHEdVIycjirpgCtvyps+/02nl5eaU/32qIcIPBgKenZ424G8vpgj5+/HiioqJo2rQpw4YNY8iQIZhMJkaPHu2KfEIoq7gQr28+R3P5ArlPvYi1fojSiarc/jNv4mMIJjJEOsGJu/P9ybc4mPi+09vx8gjgpQHHy122e/du2rdvX/rziy++yLhx48jNzWXQoEGlj587d44///nPAGRmZtKlSxcKCwsxm82MGzeuzHOrK6cLekhICHFxcXh6ehIVFcVHH32E0WjkgQcecEU+IRSjSTuP16aVWOuHkDNhFnjcewMkJaRv5nzmfsZ03CzjtIu71qPFbLqFT3V6O7fb9/r27VvuKXdfX1/27dtX+vM//vGP0v/38/MrndFz+PDhNGrUqEYMKetwpziTyURRURF/+ctfOHHiBD4+PlgsFiZMmIDRaGT69OmuzClElfI4/D0+a9+nuMtD5I8ad08W86yCs8Qkvkm/Vgsx6OooHUdUQxq1Hg+dt9P/9NrKmSfAx8eH1atXM3369Luav91dOfyVZMWKFaW9CRcvXlxmmY+PD3PnznUumRAKUBXmY9zyKZrMK+T+8WWsgTfPFHgvsNiK2Rk/lchGE2lQq4PScYS4pd27dxMZGVn6c2BgINu3b6/w+sHBwfz973/nueeeY/fu3ZURsco4NR+6xWJh8eLFdOvWjY4dO5ZsUKW641zoriTzoVe+e2U+dM2FZLw3rcQc2oyCAaNB71HhdcubD90dONJOdrudXSenYbbmMyhimUtPtct86BVT3edDN5vN5OfnOx/md3Q6HZ6enjJ96i04ddFAq9Uqfmpdo9FgMBgcWletVrvdvOtardbh91NZVCoVHh4ebnWNydXtpPlhF7o932Ae/Bi29t242y3fKHru9rtzpJ2iT71BTtE5xnRej17r2ksNWq0WlUpVI9qpMun1etRqtSKZLBaLW/2ti4pz+reWnZ3N5MmTiYuLK3Nj/sCBA3nvvfec3fwdWa1Wh4/QbTZbaV8Ad+FuRwpQcsRWXFxcI4/QVUWFGP/zKZqrl8n508vY6gWBA9u9ccTgbr+7u22nX8+vIOHyt4yMXIfNoqXI4tr3o9frsdvt1b6dKptarcbDw0ORTFLMqy+nf3Pz5s3j+vXrLF68GG9v79LH/fxkJCnh3jQXz+H11b+xBjcu6cV+F6fYa6IzV7byc+oyhkd+ipdHPaXjCCHuktMF/eLFi0yePJmHHnrIFXmEqHx2Ox6H9uIZs52CPsMxte+mdCLFXb7+M9EJcxjUZhl1jPcpHUcI4QCnC/rIkSNZs2YNnTp1ol49+VYv3JuqIA+vzWtQX88i5+lp2AIaKB1JcXnFl9l+4kW6h/9NerQLUY053VXw0qVLbNu2jQYNGhAeHk6LFi1o0aIFU6c6P5iAEK6kOX8W34/nYfOpTc74mVLMAYu1iO3HJ9O8/nCaBQ5TOo4QwglOH6EPGTKk9Ja135Jr6MKdeBzcU3KK/eFHMbXtfOcV7hF7T7+Gp96frk1mKB1F1CAajQYvL9cPBiOjFd6eS4Z+DQkpGd/68uXL1K1bV3pJCrehKirAuHktmsyrcor9d35OXcq1vHhGtl+PSiX39QrXstlsLt+m3H9+e05XXpvNxttvv82XX36J3W5n/vz5LFmyhI8//piAgABXZBTCIaXTnTYMI2f8zHu+F/tvnbmyjV/Pr2RE5Od4aH2UjiNqGKvVSmFhocu3e2NgGVE+p7/uLFu2jD179rBp0yYAevfuTXBwMMuWLXM6nBCO0v/8Az5r36coqi8Fw/8oxfw30q7/RHTCXxkQ8S9qG5soHUcI4SJOF/SYmBhmzpxJUFAQUPINaurUqezZs8fpcELcNbMJ4+Y1GA7sIvfJF+65ucvvJKvgLNuPv0DPZm/SoNbNfV+EENWX0wU9JCSEmJiYMo9t3ryZBg3kWqWoWurMq/is/Cfqwnxyx8/G2qCR0pHcSoEpg21xE4lsNJGm9ar/3M9CiLKcvoY+bdo0OnXqxK5du0hLSyMqKoqUlJRqP2uNqF50CXEYt3xKceeeFHUfANIbtgyb3cqu+Kk0rPMg7ULGKx1HCFEJnC7ogYGBxMfHs27dOlJTU+nZsyc9e/as0hnXxD3MbscQsx2PI/vIH/EnLPe1VDqRWzqSshizrZAHm76udBQhRCVx+pS73W7nP//5D+Hh4fzjH//g1KlTrF69GqvV6op8Qtya2YTXpn+jj/+F3GdmSjG/hdTMGE5c+oL+rd5Do3av2QWFEK7jdEHftGkTCxcupH79+gD06NGDzz//nFWrVjkdTohbysnCZ9UiVOZicsZNx1bHX+lEbimv6DLfnZrFQ83fxtfQUOk4QtQIM2bMIDY2VukYN3G6oH/77be89dZbNGvWDICIiAgWLlzIhg0bnA4nRHk0F1MwfPg2ltBw8h57FjzcZx5rd2K1mdn66xSaBw6nSd0+SscRotKYzeabHrNardjt9pseL+/++PLW/+104Dabjfz8/NKfr1696vC03ZXJ6WvojRs3ZseOHfTr16/0sejoaHx9fZ3dtBA30f96COPOjZiHPE5hy0il47i16IS/olKp6Ro2U+koQlSKnJwcHnnkEXx9fQkMDOTatWts2rSJ9957j/3791NcXMy4ceMYOXIkzz77LNevXycvL49z586xbds26tevz7Rp00hPT8dms/HGG2/g4+PDmDFjyMvLY+bMmeTk5LB582Z0Oh3FxcV89913Sr/tW3K6oD/zzDP07duXrVu30rVrV2JjY0lPT+fbb791RT4hSthseO7+Gn38z+SOnYLuvuZQVKR0Krd1JOV90nN+5fGor8EqQzELhWzfAHu3Ob8d31rw+sKbHl60aBFDhw5l+vTprFq1io0bN5KVlcW3337Ljh07sNls9O/fn5EjR2K1WunQoQOzZ8/mzTffZPv27QQFBREYGMgHH3xAUlISc+fO5fXXXyc9PZ2kpCQ0Gg3vvfceO3fuxGaz8eCDD3L27Fnn308lcfov3c/Pj4MHD7J7924SExOZMGECUVFRtxxz12KxsH79etLT02nWrBmDBpV/P+zp06c5evQoY8eOdTaiqOZUhQV4bVqBymQiZ/ws7D610Ckdyo2duryJE5c+Z2TkOgy6WhRZ5YuPUMhDQ+CBfnd+3p3cop4kJSUxbtw4ADp37szGjRuJjo4mOTmZRx55BCgZ7Ozy5csAdOvWDQB/f3+Ki4vZvXs3hw4d4ujRowClZ5abNWtWeqeWVqtl4MCB1KlTh6ysrHJPz7sLpwv6a6+9RmBgIK+++mqFnr9nzx7q16/PmDFjWL16NadOnaJFixZlnlNQUMDmzZupVauWs/FENae+dhnvdcuwhIRRMOgx0Eopv50LWQf44czbDL1/Jb6eIUrHEfc6D0Ol9nHp3bs3+/bto2fPnuzbtw+AqKgogoOD2bx5Mzabjbfeegt//5JOs7+/nbp79+74+vryxhtvkJaWxsaNG8s8LzMzk8WLF3Py5EkA2rZtWymTzriKS66hHzlyBKvVWqF7z5OSkhg7diwajYbIyEgSEhJuKugbNmygf//+HDp0qMzjNput3A4Njs7Ao1KpUKlUbjWDj7vlAeXaSZsQh/Hr1RR1H4Apqk+ZHpzu1k43siiZKSs/iZ3xU+nb6n+pX+t+QNqpoqSdqqeRI0fy97//nWHDhuHv74+npyeBgYH069eP4cOHY7Va6dWrFzpd+QcCgwYN4ptvvmHMmDFkZmby2muvlVnu5+dH69atGTduHCaTCX9/fy5dulQVb80hKnt53QDvwtKlS5k9ezYWi4WQkJDSov7www/zz3/+86bnv/POO8ycOROdTkdCQgJHjx7l8ccfL11++PBhcnNzadOmDV999RXPPfdc6bLo6OjSb1C/3Z7RaHTmLQg3VPztRoq3b8I4cQbaiPZKx6kQlUpVbq/aqlBoyuZfWx+gc/h4ekZMVySDqBlcMee42Wwu0yvcVW7Mtnbji86RI0dQq9V06NCBTZs2ceTIEd555x2g5PIuUKHpvAsLC287i1tubi4+Pu4/K6HTR+gDBgzg/vtLjgYyMjKoVasWWq229BTH73l6elJcXIxOp8NkMuHt7V26rKCggG+++YY+ffpw5MgRMjIyOH36NM2bNwcoHYXut9LS0rh69apD2Rs0aEBWVhZFbtS5ymAwuFUeKBmvPy0trfQPpFKZTXh98zmatPPk/WkqWT7+cO7cTU9zt3ZSq9U0atSIc+VkrWw2u5WtcRPx94wg1GdUmQzu1k56vZ6AgAAuXryodJQy3K2djEYjPj4+pKenV/lrh4aGVvlrOqpJkyaMHz8em82G3W5n+fLlpcsqUshvuNOUrNWhmIMLCnpISAhr1qwpdz708jRs2JCUlBQiIiJITk4mODi4dJlGo2HYsGFAybcrjUaDXi8jW90rVDnZeK//GLvRm9xnZmA3yLzHFfFj0ruYLLkMivhI6ShCVKm6deuyefNmpWO4jSqfD71Pnz4cPHiQJUuWkJ6eTmRkJJmZmcybNw8PDw86duxIx44dadOmDbVr16ZJE5mv+V6gOX8W30/+F0vjcPL+8JwU8wqKT/uSpKvfMqD1BzKsqxD3OKeP0G81H/qkSZN4/fWbJ4KoU6cOEyZMwGQylR59+/n5MXv27DLPq1evXpnr56Lm0v98AON3X1MwYDSmNp2UjlNtnL26i4Nn/5ehbf+Nl0c9peMIIRSm2HzocipdYLVi3LYOz/07yH3yRSnmd+FC1o/sPf0qA1p/QIBPa6XjCCHcgMyHLhShys/Fe8Mn2FVqcsbPxO5VPTqduIMruXHsjH+J3i3eJah2Z6XjCCHchMyHLqqcJv0iXl8uw3JfKwoGPApq2VcqKis/ia1xE+l232s0qdtX6ThClEutVuPh4eHy7UpduT2XDPLs7e3NU089xblz5wgNDZVGF7ekOx2LccunFPUaTHGnHkrHqVauF6ayJfZpOjR6nhb1RygdR4hbUqvVGAwyC2JVc/oautlsZsqUKXh7e9O+fXu8vb159tln3Xq8W6EMww87MX7zGfmPPiPF/C7lFaWx5dc/ERH0BG0b/knpOELc1o3RJSvrnyifS25bO3v2LLGxseTm5hIbG0tGRkbpaD1CYDbh9dW/0cceJnfcdCxNmiudqFopMF1lS+yfaBY4lA6NJykdRwjhppwu6IcPH2bWrFml47E3b96cOXPmEB0d7XQ4Uf2pcrLxWb0IVVEhueNmYPOT26vuRoEpgy2/Pk1jv150aSJDugohbs3pgt6vXz8+/PBDsrKyACgqKmLVqlU3DdEq7j2aC8n4rpgvg8U4qMB0jS2/PkVw7S480PS1O68ghLinOd0pLicnh61btxIQEEDr1q1JTEyksLCQpk2b8tlnnwFw9OhRvLy8nA4rqg/9r4cw7txIwcOPYmort1bdrQLTVTYf+yMhfg/wYNO/KB1HCFENOF3Qhw4dSqdOtx8Q5E4D34saxGbDc/fX6ON/JveJKViDGiudqNrJL05ny69/opFfDzkyF0JUmEsmZwkJCXFFFlHNqYoK8Nq4ElVxETnjZ2H3qaV0pGqn0JzJll+fppF/Lx6471Wl4wghqhGX3IcuhDrjCt7rlmIJDqXgsWdBq1M6UrVjtuazNe5ZGtTqIMVcCHHXpKALp2nPnsJr078p6taX4m4yepkjrDYT3x6fgo9HED2bvaF0HCFENeTSgn758mXq1q17VxPLi+rN48g+DN9vpeCRJzE3a6N0nGrJZrey6+R0VEDflvNRqZy++UQIcQ9y+pPDZrPxP//zP7Rt25Z+/frx3XffMXz4cK5eveqKfMJd2Wx4bl+Px8HvyP3Ty1LMHWSzW/nu5Czyi9MZEPGhzGkuhHCYS0aK27NnD5s2bQKgd+/eBAcHs2zZMqfDCTdVXIT3uqVoL6WWDBZTL0jpRNWSzW5h98kZ5BZfZGjbleg0RqUjCSGqMafPjcfExDBz5kyCgko+1HU6HVOnTmXSpEm8/vrrTgesCGfG9nW3sYHdLc8NpeMoX8/E+/OPsAbUJ3/MRNDqUCKtu7XTjSwVzWS1mdkVP40CcwZD265Ar/WutFzVuZ2qkjtlUrKd7Ha7W7WFqDiX3LYWExNDr169Sh/bvHkzDRo0cHbTFaLRaNDrHTtNqVar0Wq1Dq9fGdRqtVvlgZIPFZ1Ohyb9Ih5r3sca2Q1L30fQK/hH727tdOMDsCKZrDYT23+dSrE1h5EdVqPXVt6gS+7WTjqdDpVK5VaZwLnPkcqg1WoV+93ZbDaZMbOacrqgT5s2jU6dOrFr1y7S0tKIiooiJSWF3bt3uyLfHVmtVoqLix1a12azYTabHV6/MqhUKrfKAyXf2K0nf8WwfjmFDw3D1OEBMJkUzeRu7aRWl1y9ulMmq83EjhMvYrYVMihiKXarlmJr5b0Pd2snu92O3W53q0zgfu2k0Wiw2WyKZJJiXn05XdADAwOJj49n3bp1pKam0rNnT3r27Ck7RQ1i/nEvnuuXk//IU5jDI5SOU21ZbSa2n5iC1WZmcMQytBqZL1oI4TpOF/QPPviAgoICnnrqKerXr++KTMKNGPbvwHR0PwVPvoi5fkOl41RbFlsx249PwY6NQREfSTEXQric073cu3fvTkJCAhEREQwdOpRNmzZhUvh0rHABmw3jti/Q/3oIz1fewdYwVOlE1ZbNbmXHiRcBGBixRIq5EKJSOF3Q27Zty8cff8yFCxd46qmnWLVqFWFhYXzwwQeuyCeUYDbh9eXHaC5fJHfcdNQBVdPBsaY6kPQOReZMBkR8gFbtoXQcIUQN5bIh3axWKyaTCavVilarldHiqilVXg7e65Zh8/Yl96kXQec+PX+roxOXPufstV082n6DFHMhRKVyuuoePXqUhQsXsnXrVnr16sWzzz7LoEGDpKBXQ+pr6Xh/sQRz09YU9h8FahmC1BkXsg5w8OwCHmm3FqM+QOk4Qogazumqe/jwYdq3b88///lP6tWr54pMQgHac4l4bfiEogf6U9y1t9Jxqr3M/ER2xk+jT4t51PVuoXQcIcQ9wOmC/vzzz7sih1CQPvYwxh0byB/6BOYW9ysdp9q7khvH1riJdG7yMqF15cuREKJqOFzQu3Tpwrx58zhw4AArV668afnAgQNZtGiRU+FEJbPbMXy/FY9jP5I7djLW4FClE1V7F7MPsePECzxw3+s0rz9c6ThCiHuIwwV92bJlhIaGEhgYyEMPPYROpytdVlxcjNlsdklAUUnMJry2rEVzLZ3cZ2Zgq+WndKJqLz71P2w/PpneLd6lSV2ZF14IUbUc7vXUsmVLPDw8WLJkCVlZWbRu3br0X2pqKvPmzXNlTuFCqtzr+KxejMpkIufpaVLMXSDxyjbW7R/Pw63/JcVcCKEIh4/QV6xYUXr9fPHixWWW+fj4MHfuXOeSiUqhSTuP95fLMLWMpLDvcOnJ7gIJ6f9h/5k3eKbfZiiQqWSFEMpw+NN80qRJmM1mFixYwI8//ojZbMZsNmOxWMjJyWHy5MmuzClcQHfyF3zWvk9h94EU9h8pxdwFTqd/zf4zbzKk7XJC63VTOo4Q4h7mVC93rVbL9OnTy11WWFiIp6enM5sXrmK3Y9i/A4/D0eSNmYilcbjSiWqE+LQvOXh2AUPaLKd+rXZKxxFC3OOcvm3t2rVrTJo0icTERKxWKzabjaKiIrp27cpnn33miozCGWYTXpvXorl2uaTzW526Sieq9mx2Kz+e/V/OXPmGoW1XEuDTSulIQgjh/FjuCxcupKCggIkTJ9KwYUPeeOMNfH19ee2111yRTzhBnZ2Jz8p/gtVCzrjpUsxdoMiczda4CVy+fpRH22+UYi6EcBtOF/SkpCRmzJjB008/zcWLF3n00UdZuXIlCxYscEU+4SDtuUR8VszHHB5B/piJ4CEzfDkrMz+RjT8/ipc+kOHtPsXLI1DpSEIIUcrpU+7BwcGkpqbSp08fTCYTGRkZ+Pn5kZqaWu7zLRYL69evJz09nWbNmjFo0KAyy3Nzc9m6dSvZ2dkEBQXJuPAO8DgSjeH7bRQM/gPmVpFKx6kRLmQdYGf8VDo0nsz9DZ9WOo4QQtzE6Uo5fvx4oqKiaNq0KcOGDWPIkCGYTCZGjx5d7vP37NlD/fr1GTNmDKtXr+bUqVO0aNGizPLw8HA6dOjAli1b+OWXX+jUqZOzMe8NFjPGbevQpiaR96eXsdaTW6hc4dTljfxw5p3/HzCmj9JxhBCiXE4X9FatWnH69Gk0Gg1RUVF89NFH1K5dmzFjxpT7/KSkJMaOHYtGoyEyMpKEhIQyBb1Xr154e3sDoNPpyM7OLl12+vRpjh49WmZ7/fr1K33+3dJqtfj6+uLl5eXQ+pVBo9E4lMeelYH903+B0RvVrHeobXTde1Kr1dSuXRu7+ImPDQAAFntJREFU3e6ybTrL0Xa6G3a7nej4d/glZS1P9fiKBnXu3JPd39+/UjPdrapop7uhVqvRaDTSTneg1WrR6XRu107CvTlc0Hv06FGm2P7esWPHmD9//k2PZ2dnYzQaATAajeTn55dZXqtWLQASExM5duwYU6dOLV3m4+NDYGDZ65Y2m83hYWbtdjsWiwWLxeLQ+pXhRqa7knQS9doPsXfqgX3A/0976sKhd29kstlsLtumsxxqp7tQUJzB1mMvkVt4iace/IZaxpDb7mcqlQrA7YY8rux2ulsajQa73S7tdAcqlQqtVut27STcm8MFff78+bfd2erWLb9HtaenJ8XFxeh0OkwmU7lH1/Hx8XzzzTc8//zzZe5lDwoKIiio7GnktLQ0cnJyHHoPXl5eFBQUUFRU5ND6lcFgMNxVHo9DezHs207+kD9gbhkJeXkuz1SrVi3y8vLc6gPvbtvpblzKPszukzNo5NeTPvcvRGUx3HEfU6vV1KlTx+F9sbJUZjs5Qq/XYzQapZ3uwGg0otFoFGknPz8ZCrq6crigd+7c2aH1GjZsSEpKChERESQnJxMcHFxm+alTp9i1axcvvPBC6ZG8KIfZhNc3n6G5dJ7cp6diC2igdKJqz263czR1CbEXVtI9/O+E1xusdCQhhKgwp6+hL1iwgDVr1tz0eP/+/cudoKVPnz5s3LiRmJgYdDodQ4YMITMzk+XLlzN79mw2bNiAxWIpHR++ffv29O/f39mYNYo66xpe65dj861D7viZ2A0yIp+zLNYi9px+laz8M4xqv4Fano2VjiSEEHfF6YI+YsSI0qN1u93OpUuXWLRo0U23o91Qp04dJkyYgMlkQq/XAyWneGbPng3AX/7yF2cj1WjapJN4fb2K4o49KOoxEP7/2q1wXIHpKtuOP4+nrg4jIr9Ar3Wsk6UQQijJ6YIeFhZGWFjYTY/Nnz+fXr163XK9G8VcVJDdjuGHXXgc3EPBI09iDo9QOlGNcC3vJNviniMs4GG63fcqapVG6UhCCOGQShmxJTk5mevXr1fGpu9NxUV4bVmLJuMKuc9Mx+ZXT+lENULS1W/5/vRf6Bo2i9ZBf1A6jhBCOMXpgj5//nxWr15d+nNhYSHnz5/n888/d3bTAlBnpOP95XKsAQ3IeWYG6D2UjlTt2e12Dqe8x8m0LxkY8RFBtWXgIiFE9ed0QR81ahRRUVH/3aBWS1hYGAEBAc5u+p6nS4jDuGUtRd36Utytn9JxagSTJY/vTs0it+gio9pvwMcQfOeVhBCiGnB6cpYmTZrQtWtXPD09UavV2Gw2zpw5Q8L/tXfv0U3UCx7Av8kkaZq+n1La0lILlIeWClSwvC7SwgURCyIoujwsyso9usKFw7oe9+y5vg4XDuLiwi7CZYELCFpRYbGgPBUKWMBSBVpLW2goKX2RkDbv2T+q9VYe0qbtTJLv5xz/MJNOvvl1Ol8mk/lNcXFH5PNNogjt0S+h++LvMGfPZpl3kBtNl5F75ikISg2y0z5imRORV3H7CP3bb7/F1KlTERQUBK321zt6ZWVl8Y5r7WG1IODj9c3ny+csgiucn3R0hOabq7yKB+NmYXDCS1LHISLqcG4X+ubNm/Huu+9i9uzZHRDHtynrrsPv4/VwhEXyfHkH+r5yI74rX40xKe+iZ+RYqeMQEXUKtws9ISEB9fX1HZHFp6l++gEBuzbDmZEJ89AxvL68A9idZhy8+Dpqbv6A7LRtCA/oJXUkIqJO43ahL1q0CGlpadi/fz/69+/f8nhqaiqeffZZd1fv/UQR2m/2we/EQZifeA6qAYMAGc0p7anqzCXI++FlhAXcjycfyuVkMUTk9dwu9A8++AAWiwV9+vRpdQ5drVa7u2qvp7A0Qff5Fgj1NTDNbT5f3ikTA/iYi9d24Zuf/oLBCQuQGj9X6jhERF3C7f745Tap2dnZHZHHZwgGPQI+Xg9n9x4wzlnI8+UdwO4040jxf0B/4wQmPrAO3UIekjoSEVGXcfuytccffxx79uyR1b2y5U5TeBJBm1bBmj4K5uzZLPMOcN1UhJ0F2bC7GjF90OcscyLyOW4foV+/fh07duzA1q1bERsbC0Fongt7/PjxeO+999wO6FWcDuj25UJdfA6mp/8ZzrieUifyeKIo4mzlepyuWIOhSX9G/+5PSx2JiEgSbhf6xIkTMWjQoFseDw8Pd3fVXkVhrEfgxxsgqtUw5iyBGBAkdSSPd9N6DV9fWAKrvQHZadv5LXYi8mluF3p8fDzi4+M7IovXUpUVI+DTjbA9mI6mMY8DSrfPdPi8i1Wf4+sfX0dKtyl4uOdCCErevY+IfJvbhb5ixQps3rz5lsezsrKwbNkyd1fv8fyOfQXtsf1ofOwZ2FNSpY7j8YyWSnxT8hfUNRYjq98qxIUN+/0fIiLyAW4XenZ2NtLT0wE0n8+8evUqVq1ahQkTJrgd7l4IgtDqcrm2UCqVnXdfdqsFmk82QnH9Kmwv/iuEqG64lzttq1Sqdr+fzqJQKODn5weVSrqL6pwuO06Xf4iTl1bjgfhn8MSQdVBCPkflip8nApLb705u25NKpYJCoZBVJkB+46TRaKBUKiXJ5HA4JP1bp/Zz+7eWlJSEpKSkWx5bvnw5Ro8e7e7qf5fT6YTVam3Xz7pcLthsNlg6eCIXZY0BgTvXwRnVHeY5P0/heo+vodVqOzyPu0RRhNVqhcPhkOT1q03ncPDia1ALOjwx8O+ICEyBEhpZjZPy59MocsoEyG970mg0EEVRVpkA+Y2TUqmEn5+fJJlY5p6rU35zZWVluHHjRmesWvbU589Ct3sbLMOzYB32qNRxPJrDZcWp8vfx49XtSO/5KgZ0n9lyJExERK25XejLly/Hpk2bWv6/qakJV65cwbZt29xdtWdxueB/4HNoCk/CPO15OBJ7S53Io11t+A6Hiv8NQX4xmDb4MwRr46SOREQka24X+tSpUzFs2K9fTFKpVEhKSkJUlO/c9lNhNiHg041Q2Gww5iyGGBwmdSSPZXUYcbx0GS7V7MOwpMXoGzNN6khERB7B7eunEhMTcfnyZTidTmRkZKCgoAC7d++G0+nsiHyyJ+grELz+r3CFR8E06xWWeTuJooifqvdg28k/wu40Y8aQ/2OZExG1gdtH6Lm5uVi5ciW2bNkCABg5ciQWLlwIURQxd6533xhDc/oYdF/vQmPmFNgGDpU6jkeyO5tQbNiFwspNEOHEmJR30CN8pNSxiIg8jtuFvnfvXrz11lvo3bv5nPGAAQOwcuVKLF682HsL3WGH7sudUJVdhOnZP8EZ00PqRB6nyVaH7yv/hh+rPkJEQB8MTVqExIgxUCg46Q4RUXu4XegJCQnIy8tDZmZmy2OHDx9GcHCwu6uWJYWxHoE710PUamF6fglEXYDUkTzKTasBZ698iAvXPkFC+Gg8nvq/iAzsK3UsIiKP53ahz507F2PHjsWePXswdOhQFBYWwmAwYO/evR2RT1ZU5SUIyP0bbKkPo+kPkziFaxtY7A04Vf6fuHAtF8nRf8STD+UiVJcodSwiIq/hdqHHxsYiPz8fX331FUpKSpCTk4Nhw4a1TLThLfxOHIT2yJdonDgD9n5pUsfxGC7RgSL9VnxXsRrxYcMxY8huBGljpY5FROR1OmRimZCQEEydOrUjViU/dhsCdm+FcPUKTLP/Ba6oGKkTeQSH04KS6i9w9sp6aFRBmPDA/6Bb8ECpYxEReS3O8XcXyrrrCNz5IZyhETA9/2eIWn+pI8meyaJH0dWtOF+1E2G6ZKT3fBVJkVmc4Y2IqJOx0O9AXVIE3WdbYH14NCzDxwEspLuquXkBZ6+sQ1nNAdwfNR6THtyIqKB+UsciIvIZLPTfcrmgPbQHfmeOwfzEP8GRzFK6m6sNp3D68lpUmwrRL2YGZj68HzpNpNSxiIh8Dgv9HyhuGpuncLXbYMpZDFdIuNSRZMtg/B4ny99D7c2LGBifg6x+q6BRBUodi4jIZ7HQf6aqKEFA7kbY+g5EU2Y2IHBofksUXaisP45z+k24ZjyLtPgcjO//X1AL/G4BEZHU2FqiCO23++F37Cs0TpgOe/+HpE4kO7WmUhwvXYPzVbkQFBr0jXkSY/uu4BE5EZGM+HShi403odmyGqirgWnuQrgi7pM6kqxU1h/D95Ubcc1YgPujxmNsygp0Dx0sdSwiIrqNLi90h8OBnTt3wmAwoHfv3pgwYUKblnck16ViiLpAmJ6YBag1nfY6nsQlOlBs+BzfX9kAm9OMB2Kfxeyx21Ff2wiHwyF1PCIiuoMuL/QDBw6gW7dueOqpp7Bp0yZcuHABKSkp97y8IwkDHoI9tidgsXTK+j2J02XHRcOnOH35v+GnCsbgxD+hZ2QmlAoBWk0IgEapIxIR0V10eaGXlpbimWeegSAISEtLQ3FxcavCvttyu92O+vr6W9apUrXvbdidTTBaKmCz2dr3ZjqBDZouyeMSnTA2XUF9YxkaGstQUXsI/uoIjOrz7+gZOabVcxUKBQRB6PRMbSEIQrt/753hl4lz5JQJkN84CYIAhUIhq0wAx4m8Q5dvLQ0NDdDpdAAAnU4Hs9l8z8tPnjyJ3bt3t3r+a6+91vL8tiq//i225z/drp/1bAoolQJCA3ogMigZMZG9kJ4yE8kxf7j9sxUKREdHd3HGu1MoFBBFUeoYt4iJkdfUwHIcJ6VSyXH6HQqFAgqFQnbjRPLW5YXu7+8Pq9UKtVoNm82GwMDAe16ekZGBjIyMVs+vqqpCbW1tu7LExTyMF0YXwCKjj9y1Wq00eRzAlStXbrsoPj4eVVVVsjqHLtk43YFSqUSPHj3uOIZSkds4aTQaREVFQa/XSx2lFbmNk06nQ1BQEAwGQ5e/dmJiYpe/JnWMLr8lWlxcHMrLywEAZWVliI2NbdNyIiIiulWXF/qjjz6K/Px8rFmzBgaDAWlpaairq8OyZcvuuJyIiIjurss/cg8LC0NOTg5sNhs0muZLxcLDw7FkyZI7LiciIqK76/Ij9F/8XlmzzImIiO6dZIVOREREHYeFTkRE5AVY6ERERF6AhU5EROQFfHpewZqampYpO+nOpJjcwhNdu3ZN6giyJ4oiqqurpY4hew6HA3V1dVLHIA+jEOU032EXW758OSZPnoxevXpJHaWFy+WCUimvD06WLl2KJUuWIDw8XOooLeQ2Tk1NTVi6dClWrVoldZRW5DZOlZWV2LBhA9544w2po7Qit3E6e/Ysjh07hpdeeknqKORB5LMFS8DlcsHlckkdoxU57VR+wXH6faIoym6MAPmNk8vlktWc6b+Q2zjJdXsieZPXVkxERETtwkInIiLyAj5d6AEBAfD395c6huwFBQXBz89P6hiyplKpEBISInUM2dNqtQgICJA6huz5+/tznKjNfPpLcURERN7Cp4/QiYiIvAULnYiIyAv47MQyBw8exLlz5xAcHIwZM2ZAq9VKHUk2CgoKcPr0aQiCgJEjRyI5ORk1NTXYtWsXzGYzRo0ahYEDB0odUxaMRiPWrVuHRYsWAQDOnz+PQ4cOweFwYNq0aejWrZvECaXlcDiQn5+PCxcuICQkBFOmTIEgCByn37Barfjss89QV1eHpKQkZGVlAeB+itrGJ4/Qy8rKcOnSJSxYsAA9e/bE/v37pY4kG2azGYcOHcKcOXMwffp05ObmQhRF7NixA+PGjUNOTg7y8vLQ2NgodVRZ+OSTT1pm9LJYLPjiiy8wa9YsZGdnY/v27RKnk97Ro0fR1NSEnJwchIaGori4mON0GydOnEBkZCTmz58PvV6P8vJy7qeozXyy0EtLS5GamgpBEDB48GAUFxdLHUk2NBoNXnjhBahUKqhUKty4cQOiKMJoNCI+Ph4BAQFISkpCRUWF1FEld/ToUfTu3bvlSgmDwYD4+HjodDrExcWhqakJDodD4pTSKiwsRJ8+fZCfn4/09HT07duX43Qb/v7+0Ov1qK6uhtFohEql4n6K2swnC72hoQE6nQ5A8x+S2WyWOJF8qNVqBAUFweFwYPPmzcjKyoLFYoFK9evZGZ1O5/NjZjAYUFJSgoyMjJbH/nG7ArhtAc2nJPbt2wen04m1a9fi6tWrHKfbSEhIgF6vx/bt2yEIAiIiIrifojbzyXPo/v7+sFqtAAC73Y6goCCJE8mLzWbDhg0b0Lt3b4waNQpOpxM2m63V8sDAQAkTSm/btm3o1asXjhw5gsbGRpw8eRIhISEt2xXQvG35+rXEarUa48aNazkiP3XqFFJSUjhOv5Gbm4sZM2YgMTERR44cwYEDB7ifojbzySP0uLg4lJeXA2g+n969e3dpA8mIy+XCunXrMGjQIIwZMwYAIAgCNBoNzGYzRFHE5cuXff5LTGPGjMF9990HnU4HhUIBrVaLmJgY6PV6iKKIpqYmiKLY6pMNXxQfHw+j0QgAuHHjBsfpDvz8/FpO3Wg0GqjVau6nqM18cmIZl8uFnTt3oqGhAUajES+++CKCg4OljiULp0+fxpYtWxAdHd3y2Msvvwy9Xo99+/bB4XCgX79+yMzMlDClvLz55pt4/fXXATSfVy8qKoLJZMLkyZPRp08fidNJq76+vuVLlCaTCfPmzYNOp+M4/UZlZSXy8vIgCAKcTiemT58OnU7H/RS1iU8W+i9sNhs0Go3UMTyK3W6HWq2WOoasORwOKJVK2d3BS0q3+1vjON3qduPE/RTdK58udCIiIm/BfxoTERF5ARY6ERGRF2ChExEReQEWOhERkRdgoRO5qbGxEfPnz0dsbCzCw8Mxbdo0mEwmAMDly5cxceJEREREYM6cOZg6dSqKiooAAIcPH0ZqaipCQ0MxZcoU1NTUSPk2iMjDsdCJ3LRq1SqUlpbizJkzOH78OAoLC/HRRx8BAGbOnInk5OSWO2bl5ubCYrHg+vXrmDRpEhYvXozz588jJCQE77zzjsTvhIg8GS9bI3JTRUUFNBoNYmJiUFFRgQULFmDo0KGYN28eunfvjpqaGoSFhaGhoQGRkZHIz89HQUEBNm7ciLy8PABAdXU1Jk2ahPPnz0v8bojIU/n2fItEHUAQBLzyyis4fPgwoqKiYLfbMWTIEFy6dAmJiYkICwsDAISGhiI5ORlA88xg586du2WGNL1ej9jY2C5/D0Tk+fiRO5Gb5s+fj/DwcJw7dw5FRUVIT0+HKIpITU1FVVUVGhoaAAA3b95EaWkpACA9PR2PPPIIqqqqWv4rKCjgfN1E1G4sdCI31dbWYvjw4YiOjkZlZSX2798Pu90OnU6H4cOHY/ny5TAajVixYkXLfb/Hjh2LEydO4MyZMwCALVu2YPz48XC5XFK+FSLyYPzInchNixcvxsKFC7F69WqIoojs7GyUlJQAAN5//33Mnj0ba9aswWOPPYaoqChoNBr4+/vj7bffxogRIxAbGwt/f3+sXbsWgiBI/G6IyFPxS3FEHUAURdTW1iIyMrLVY5s2bcLMmTOhUqlgNpsRHR2NsrKylrvZOZ1ONDQ0ICIiQqroROQlWOhEnei5556Dw+HAiBEjkJubi4SEBKxfv17qWETkhVjoRJ3IYrHgyJEjOHv2LFJTU5GZmcnbhRJRp2ChExEReQEeKhAREXkBFjoREZEXYKETERF5ARY6ERGRF2ChExEReQEWOhERkRdgoRMREXkBFjoREZEXYKETERF5ARY6ERGRF/h/oaXXnA5hOwMAAAAASUVORK5CYII=" alt="Figure 1."/><br/>
If you really squint at the right side of the cumulative distribution plot, you will see that the inflection point for the drop-off in the age distribution comes a little younger in the general population than in the EHR population, which hardly shows any inflection at all. This suggests that the very oldest demographics are ever so slightly over-represented in the EHR population. Please note that I excluded the data for the 85+ category, to aid visualization. </p>
<h3><a id="diabetes">Diabetes and Obesity</a></h3>
<p>The EHR population is more overweight than the general population. Here is a state by state comparison of the rates of obesity for the EHR population and the general population. For reference, I have added the one to one line. Those states above the one to one line have higher rates of obesity in the EHR population than the general population, and vice-versa for those populations below the line.<br/>
<img src="data:image/png;base64,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" alt="Figure 1."/></p>
<p>The EHR population is more likely to be diabetic and more likely to be obese than the general population. In the first figure, I show the rate of diabetes in the EHR population versus the rate in the general population for each state. </p>
<p>California has a slightly lower than average rate of diabetes, but this is not enough to pull the overall EHR population towards the national rate. EHR patients are more likely to be diabetic than average. <br/>
<img 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eratm1brttbQV999RX69u2LkSNHonPnzvDz84OVlRUA4Pr16xgwYIBS15KePXvC39+fy9/Ozo6rAwDUqlULiYmJao+lTX5FMTc3R7169bj/S/q1Lux8lHR9IiMj0atXL25mQWNjY/Tv35/7FTo/a2trnDp1Cm/fvsWlS5fw/PlzBAcHq/zi361bN+7vVq1aQaFQ4P79+8jNzYVCoUBMTAxXd6lUCqlUiocPH6p057xz506h6Zs0aVKs92RB7dq14+ptYWEBe3t77g6WOnXr1sUff/yh8vwXX3yh9P93332HsWPHKj337t07pXYIAOzt7TFw4EAoFApERkbi9OnTCA0NVdutNU/37t0xYsQI3Lp1Cx4eHti/fz8mTJgAkUhUrDbq7t27sLOzQ9OmTbnnunXrhvXr1wPQvk3SdA613T9/u6Dt9VUYTe1Uz549tWoXC2vniqM4bUJBJd3mEUKKh7qWfaby+rcDgIuLC4YMGYI9e/Zg165dWLhwodoG/OXLl2jUqBF8fX1x/PhxWFtbw93dXeMxEhISwOPxEBUVxT3Mzc0xe/Zstd1mAKB+/fpKgygdHR0hl8shlUphaGiI8ePH4+DBg8jNzcXWrVu5sQAFWVpaIiIiAhMnTsQ///yDVq1aoUmTJhqnZD148CCqVKmCr7/+GpGRkfD09NT4BSuv20lWVpZS3dq3b6/0RSNPXjeS2rVrq2xLS0sDAFStWlXp+WrVqiEnJ4f7387Ojvubx+OBx+MpTWlacMrsgsdycnJCSkqK1nWtXLmy2roDHwa6/vXXX8jJycGwYcNga2uLY8eOAfjwBbDglKR5XxzzvmxXqlRJabtQKIRCoVB7LG3yK4qLi4vS/yX9Whd2Pkq6PvHx8SrXirGxsdq0MpkM48ePh6urK9asWYOUlBS10zLnz8/S0hLm5ubIzs5GcnIyDA0N8fr1a67eMTExWLhwISwtLVXyKSp9cd+TBRWcIlooFIIxpjG9hYUFvL29VR4Fz5+1tTWcnZ2VHnnjzfKrUqUKhg0bhi+//BJr167FunXr0KVLF9y/f19jGczMzDB+/HgcPnwY6enp2LFjBxcUFOd8JCQkwN7eXul9nv89qm2bpOkcart//mNqe30VRlM7pW27WFg7p46m91hx2oSCSrrNI4QUD92R+UwFBgaiadOmWLZsmdLzbm5ukMlkahv8FStWoG7dujhw4AD3gXr69GmNDXLNmjXx7t07/PDDD9xzL1++RExMDIyMjNTuc+PGDUgkEu7XratXr6JmzZowNDQEAAwePBgeHh7o06cPHBwc4OHhoTaf2NhYPH/+HFOmTMGUKVPw7t07dOzYEXv37sX8+fPB4/G4L0G5ubkYOnQodu/ejaFDhwL4EGBIpVIuTf70lSpVgomJCRo2bIhp06ZxxwwPD1cKOPKYmZnB1tYWr1+/RpMmTQB8+AV1+vTpmDlzJng8Hq5evap01yAoKAgDBgxQWzdtXLx4UalsQUFBmDBhglZ1LUxOTg53R8zf3x+//fYbFi1ahAULFsDf3x+1a9dGcHCw0h29y5cvo3bt2h+1HkhR+akbH1WYkn6tizofJV2fZs2aISQkBPPmzeOeCwkJgZeXl0rac+fOYceOHXj9+jXs7e0BgBvbkP+1fvLkCTfpx/3795GRkQEXFxekpqYiNzcXo0aN4r6oSSQShIaGKk24kadq1aqFpi/qPVneTJo0CWfPnkW/fv1w+/ZtjWulDBs2DL169UKjRo3g5eXFvc+Lcz5q1qyJBw8eIDY2lvuSfOXKFW57cdukgj5mf22vr8JoaqeqVKmiVbuoaX/gwx2a/Hfs3r9/r/ZzrbhtQkEl3eYRQoqH7sh8psaOHYsffvgBK1aswKNHj/D+/XuEh4dj8uTJGDlyJCwsLLhfXR8/fgyxWAwbGxtusDxjDKdPn8axY8e4uzcF0w8fPhz//vsvdu7cCbFYjISEBAwcOBD//POPxnIpFAps27YNCoUCN2/exM6dOzFjxgxue8OGDdG4cWPMmDED48eP17gQXU5ODjp27Ijw8HCuH2VWVhY3W42VlRWio6MRHx8PHo+HKlWqcJMV5OTkYNGiRQDA3TnKnx4A5s6di8DAQPz7779gjOHq1ato06YNl0dB06dPx/Lly3H37l1IpVJs2bIFkZGRqF69OmbPns39n5ubi927d+PevXvo3Lmzdi+mGqdOneIGcP/111+IiYlBjx49tKprYQwMDLB8+XKsWbMGOTk5YIwhNzcXtWrVAvCh29mlS5dw8OBBSCQSRERE4I8//vjoqWlLOr+Sfq2LOh8lXZ8+ffrgypUrOHHiBCQSCU6cOKFximFLS0vI5XLuF+zXr19zP1zk/0L366+/IjMzEwkJCVi3bh3atm0Ld3d3eHl5wc3NDStWrMCbN2+Qm5uL5cuXY+HChVx3Tjs7Ozx9+hRpaWlFpi/qPVnSsrKycP/+fbUPba71ovD5fPz666+Ijo7Gjz/+qDGdp6cnbG1tMWfOHKWpqotzPjp06AB3d3fMnz8fDx8+xMmTJ7FhwwZuO4/HK3ablN/H7K/t9VUYTe2USCTSql3UtD/wofvWoUOHkJSUhKysLPz0008a616cNqFgQFPSbRQhpJi0GUhTKsN3iN79/fffrGnTptzAVhsbGzZnzhxu0KJCoWD+/v4MAPvtt9/Yy5cvWbdu3ZilpSVzcHBgAQEBbN26daxu3bpMoVCopGeMsaNHjzJ7e3tmYmLC7O3t2dSpUzUuHnfo0CHWunVrNmrUKGZubs54PB5bsGCByqKAW7duZQDY69evC63f1q1bWePGjZmVlRUTCARKdYuKimIODg4MAHv16hU7evQoq1evHqtatSqzs7NjgYGBzN/fny1fvlxt+qysLDZnzhzG5/OZqakpa9q0Kdu1a5fGsmRlZbEZM2YwHo/HzM3NWd++fdmdO3cYY4xlZGRwi5MaGhoyNzc3pcHjQ4cOZStWrOD+DwsLYzweTyn/xo0bswMHDnDpBw4cyGrXrs0MDAxYgwYNuAGuea9JYXUdOHAgW7VqlVL++Qe3RkZGMj8/P2Zubs5EIhFr164di46O5tLu2bOHWVlZMUNDQ2ZjY8O+++47boDxkSNHWN26dZXyXrRoERs9erTGc1dYftoM9ndzc1N6rqRf66LOR0nWJ+8curq6MgMDA+bh4cEmTJigdrC/QqFg06dPZ5aWlqxmzZqsSZMmLDg4mBtEnzfYf9WqVczc3JwJBALWvn17FhMTwx3r2bNnrH379gwAs7S0ZP7+/kqLVO7cuZPx+Xzm4+OjVfrC3pP5qRvsn/89wBhjTk5O7PTp02rPUd5gf02PqKgoxljxFsT08vJSe6zffvuNAWCRkZFqtzPG2Pr16xmfz2fJyclKz2t7Phhj7M2bN2zw4MHMxsaGtW7dmm3cuJEB4AbfF3WdFnUOi9q/YLtQ1PWlzWD/wtopbdrFwvZ/+/Yta9u2LQPATExM2C+//MK8vb3VDvYvbptQcEHMkm7zCCGcImMUHtPuFrB294lJuSSRSPD+/Xvudn5B2dnZMDIy4rqTpaSkwNjYWGP3sILpGWNITEyEra2tylgOTVJSUmBkZKS2///27dtx+vRpbg2VoiQlJcHS0lJlATP2/7+A5l+3ICEhQWM51aWXSqVITU3VqvsG8OEXPrFYrHYweG5uLjIyMmBra6tVXpoMGzYMbm5umDdvHpKSkjSWrbC6aiMrKwtyuVxt9wmFQoHExETY2dl9dP6lmR9Q8q91YeejoE+tD2Os0Nc2P4lEgszMTNjY2BSaJiMjQ6Uvf5709HTw+Xyl85F/X8YY1/2zqPSA5vfk56qo85GcnIxnz54prT0SHByMgIAA7s5hnuK2SQUVd39tri91tG2nNLWL2u7//v17mJuba7W2TXHbhPxKo40ihEB9t5t8aIwMgYGBgcaZxwCozAqmacE2Tel5PF6hg8fVUXeMV69eISYmBsuXL+fWptCGpsCAx+OpfCgVVk516UUiUbG+MBgaGip94dN228fg8XiFlq24r0lBmsYEAB+63eT1my8JJZ0fUPKvdWHno6BPrU9Rr21+BgYGRX7JNDAw0BjEACg0OFP3BbGoYO5Tg/WKpqjzIZPJ4O3tjW3btqF3797cJAp540HyK26b9Kn7a3N9Faaoa7modrGo/Qu7rgsqbpuQX2m0UYSQotHPBqTcuHDhArp27YpRo0ahY8eO+i5OmeXo6FisD29CSNlWuXJlnD17FhcvXkS1atUwduxYDBw4kBvLUR59ajtF7RwhBAB1LSPlC9Ow/gwhhBBCCKlQqGsZ8KF/sbazqJQEkUik0+OVdcbGxhAKhcjIyNB3UcoMoVAImUym72KUKba2tkhKStJ3McoUuk6UmZmZQS6Xa70Y6ueAPm+UCYVCmJubF7qezOcmb+2xsr52zcd0QyfkswhkFAoF5HK5zo4nFAp1eryyLu+uH52T/xEIBFAoFFqvt/A5oHOiSiAQfPT7JjMzE7/++qvSmjPlXd7dWGpL/oc+b5Tx+Xzw+Xw6J/kIBAIAZf99Q70tyMegMTKEEFIB5eTkFGtSDEIIIaS8oUCGEEIIIYQQUu5QIEMIIYQQQggpdyiQIYSQCsjIyAhjxozRdzEIIYSQUkOBDCGEVEBmZmZYsGCBvotBCCGElBoKZAghhBBCCCHlDgUyhBBCCCGEkHKHAhlCCKmAFAoFEhMT9V0MQgghpNRQIEMIIRVQcnIyWrRooe9iEEIIIaWGAhlCCCFlHmPA+cUS3Nim0HdRCCGElBFCfReAEEIIKUpuOg+Xf5bBDDzUG6zv0hBCCCkLKJAhhBBS5hlZMoy9aAihiQJArr6LQwghpAygQIYQQiogGxsbXLt2Td/FKFFVmwsgkzFkZuq7JIQQQsoCGiNDCCEVEJ/Ph729vb6LQQghhJQaCmQIIYQQQggh5Q4FMoQQQgghhJByhwIZQgipgLKysrBy5Up9F4MQQggpNWUykJHL5QgODsauXbtw9epVle0SiQQhISE4cOAAwsPD9VBCQggp28RiMbZs2aLvYhBCCCGlpkwGMhEREbCzs8OXX36JpKQkREdHK22/f/8+rK2tMWjQILx79w5v377VT0EJIYQQQgghelEmp1+OiYmBn58f+Hw+6tevj+joaFSrVo3bbmRkhKioKCQnJyMjIwNC4f+qkZycjFevXinlV7VqVZiYmOiq+BAKhRAIBDo7XlknEokgFAp1+hqUdUKhECKRCIwxfRelTDE2NtZ3EcoUoVCo1L4Vh4mJCQQCQYV63wmFQvB4vApVp09FnzfK+Hw++Hw+XSP58PkffrNWKBR6LgkhJa9MBjJpaWkwMjIC8CFoyc7OVtru4OCAsLAwnD59GgKBAJaWlty2lJQUvHz5Uim9q6srDA0NS7/g/4/P59MHSz4CgQB8Pl+nr0FZR9eIenSNKPuU68TCwgITJkyoUOc07wtZRarTp6K2RBldI6p4PB4AlPkfzsp6+UjZVCYDGSMjI0gkEgiFQkilUpVfVs6dOwc/Pz84Ojri1q1biIiIgI+PDwCgRo0aqFGjhlL6pKQklWCoNBkaGiI3l1aezmNqagqRSITU1FR9F6XMMDAwgFQqpYY7H2NjY6SmptI5ycfAwAASieSj9581axZSUlJKsET6ZWVlBZlMhkxaEZNDnzfKRCIRrK2tK9R1/6kEAgF4PB5kMpm+i1IouttKPkaZHCPj4ODAjXuJjY1VWdTNwMCAu2OT122JEEIIIYQQ8vkokxFAy5YtcfbsWdy8eRNCoRBt27ZFeno6Dh48iDFjxqBVq1a4ePEiBAIB5HI5unXrpu8iE0IIIYQQQnSIp2U3Dr309ZBKpRCJRB+9PU9SUtIndc8oLrrVr4y6lqmirmWqHB0dERcXR+ckn0/pWqZQKJCcnAxbW9sSLpX+UNcyVfR5oyyva1lCQoK+i1JmlKeuZQ4ODvouBilbeEUlKJNdy/IUFaRoE8QQQsjnKDk5Gc2bN9d3MQghhJBSo7NAJiEhATKZDNnZ2di9ezdCQ0N1dQoxD1MAACAASURBVGhCCCGEEEJIBaOTMTJ3796Ft7c3Xr58ibVr1+L69evIzc1Famoq+vXrp4siEEIIIYQQQioQnQQyhw8fxqFDh2BjY4Pff/8dERERkMvl+P777ymQIYQQQgghhBSbTrqWpaWlwcbGBpGRkXBxcUHNmjUhkUiUFrIkhBBScmxsbBAWFqbvYhBCCCGlRid3ZLp06YKZM2dCJpNh3LhxePHiBQICAvDdd9/p4vCEEPLZ4fP5NAMQIYSQCk0ngUyPHj1gbW2NjIwMNG3aFFlZWfjtt9/g6empi8MTQgghhBBCKhiddC1TKBS4c+cOli1bhj59+uDt27fYvHkzUlJSdHF4QgghhBBCSAWjk0Dm0KFDCA0Nxb59+wAAzZs3h5OTE/bv36+LwxNCiNbexwqQnV6ml9jSSlZWFlavXq3vYhBCCCGlRief1mFhYZg+fTrs7OwAAEKhEGPGjMGFCxd0cXhCCNFKeqIA37awwQYvK30X5ZOJxWJs2rRJ38UghBBCSo1OAhlnZ2dEREQoPXf+/Hk4Ojrq4vCEEKIVYwsFGnjK0GCkVN9FIYQQQkgRdDLYf/To0fDy8sKZM2fw4sULdOvWDY8fP8b58+d1cXhCCNGKyJBh8nEau0cIIYSUBzoJZGxsbHD79m2cOXMGsbGx8PLygoeHB/j88t8PnRBCyiIjIyOMGjVK38UghBBCSo1OApns7GyIRCL069ePe04ikSAxMRFOTk66KAIhhHxWzMzMaK0uQgghFVqp3hKRSqWQSCT4+eefERERAYlEwj1CQ0Mxb9680jw8IZz379/DyclJ5Zo7cuQIBgwYUOT+oaGhePr0KQBg8eLFWLVqVamU08vLCw8ePCiVvAkhhBBCKpJSDWSOHj0KQ0NDLF68GG3atIGhoSH3GDJkCLp3716ahydERVBQEO7du1fs/fbu3Ytbt24BAKZPn45x48aVdNEIIYQQQkgxlGogM2jQIMhkMmzfvh13796FTCbDu3fvkJubi9TUVAwZMqQ0D0+IihkzZmDBggVgjKnd/vPPP8PHxwe+vr7YsGEDAGD79u0IDw/H2rVrERISgqNHjyI4OBgA8O7dO4wYMQJ16tSBr68vwsPDAQCPHj3CjBkzEBgYiJYtW6JLly54+PAhd5yVK1eiTZs2SscpTHx8PL7++ms0bdoUgwcPxtWrVwEAU6ZMQVBQEJcuKCgI8+fP58rQt29feHh4YPr06cjIyAAA7NixAzt27MCkSZOwbt06jfXOO+5XX30FHx8f/PLLL1i4cCFevnxZaP6kbGCMITk5Wd/FIIQQQkpNqY+2FwgEGDlyJP755x+0bdsW/v7+uHnzJkaPHo2UFJodiOjW0KFDIZVK1S7Gev/+fVy4cAHbtm3Dpk2bsGvXLjx8+BD+/v5o3LgxRowYgVatWiEmJgaxsbEAgAkTJqBu3bqIiIjAtGnTMHbsWCQkJCA7OxtHjhxBfHw89uzZgy+++ILrjnb//n2cP38ef/zxh9JxCrNjxw5UrlwZISEhGDBgABYuXAjGGFxdXXHs2DEu3ZEjR1CnTh1kZGRg4MCB6NKlC44dOwaRSISpU6cCAOLi4rB69WrY2NigV69eGusNAIsWLYKTkxMCAwPx6tUr7Ny5E5mZmYXmT8qG9+/fw8PDQ9/FIIQQnevQoQNu376NoUOHcj88FuXy5ctwdXVFu3btuOfEYjHc3NxUHrm5udi8eTMGDRrEpT169ChatWoFAAgICODStmrVCmPGjMHbt28/qU6xsbE4d+4cAODLL7/Ezp07PymPikIn04YdOnQIoaGh2LdvHwCgefPmcHJyUvtlkpDSJBAIsHz5cvz4449ITU1V2mZhYYHAwEDUrl0blSpVQpUqVXDv3j1YW1vDxMQElSpVgpmZGZf+xYsXuHHjBqZMmQIrKyv4+fmhTp06CA0N5fJbsmQJatSogQkTJiAqKop7fsuWLSrHKUynTp0wZ84c2Nraok6dOoiKikJWVhZ69eqFK1euIDc3F2KxGGFhYejZsydOnToFFxcXjB8/Hs7Ozpg/fz4uXLiA7OxsAECjRo2wbNkyVK9eXWO9ZTIZbt26haVLl8Ld3R3ff/89eDweABSZPyGEEKJr6enpeP78OS5fvgwDAwNcvHiRW4y9IKlUeb2wkydPwsPDQynwYYzh4cOH+Oqrr7Bp0ybuIRKJkJqayvVQAICMjAzuR8DXr1+jSZMm2LRpExYtWoTr16/j+++/11jugmUBgJycHKX/p06dyvX6mDhxIlq3bs1tk8vlavNVKBRKeefPI49EItFYrvJAJ7OWhYWFYfr06dzFJBQKMWbMGMyaNQsTJ07URREI4Xh4eKB9+/ZYtWoVmjVrxj1vZGSEtWvXIjg4GJaWliqNSEGvX79GzZo1YW5uzj3n4uKCpKQk1KpVC7a2thAIBAAAU1NTLj8jIyOsX78eQUFBWh0HAGQyGQICAvDgwQPUqVOHe75mzZpwdXVFeHg4xGIxPDw8UKlSJbx8+RKPHz+Gu7s7l1ahUHB3QRs2bFhkvW/fvg1LS0sIhR+aCSsrK9SoUQMACs3fxMSkyPoQQgghJe3SpUuYPHkyhEIhevbsiYSEBOzduxeenp5cmv/++w/Dhg3D3bt3MWbMGCxYsACRkZFYs2YNgA+LuOf9ncfa2hr29vYAPnxm5i0fkpOTgxcvXgAAEhISlPZxcXFBmzZtIJFIULNmTZUlR96/f4/KlSsjICAA27dvx5AhQ7B+/XoIhUL4+/sjPDwcRkZGOHDgABQKBY4dO4Zjx47ByckJBw4cQO/evTF58mRs2bIFP/30E1xcXLBkyRK0a9cOHTp0QLVq1fD333/j/fv3CAoKgkwmU8qjatWqmDNnDlJSUlCvXj0cPnxY6ftMeaGTQMbZ2RkRERFKF9L58+fh6Oioi8MTomLhwoVo164dDAwMuOc2bNiAtLQ0hIWFwdzcHCNHjiw0j9q1ayMhIQEKhYJroKKiorhZ0DStk5R3nPDwcJiZmRV5HLlcjkmTJmH+/PnYt28fJBIJF1AAQK9evXD+/HlkZGSgT58+AD7c9fHx8cGOHTu4dPHx8VxDrK48BestEAgQHx+vVL+8hro4+RNCCCG60KtXL2RlZSEiIgJ+fn7YsmUL1q5dq5Rm0KBBaN++Pc6ePYtp06Zh3bp1WL16NcaOHQvGGH788UeVfMeNG8f9MNm1a1ecPHkSwIeu4vk/jy0tLbm/V6xYgVWrVkEqlaJ///6YOXOmUp6MMSgUClSrVg2JiYlo27YtTp06hXbt2mHMmDE4ffo0AgICcOTIEQQGBsLPzw9ubm4YMWIE/vrrL8jlciQmJmLChAl49uwZnj17hoULFyIsLAxSqRRisRivX7/GkCFDcPDgQfz2229KeQQEBKBly5aYNWsWHj9+jJycnHIZyOika9no0aOxdetW9OjRAy9evEC3bt2wbNky6lNP9KZy5cqYNm2a0hfxqKgo+Pj4wNzcHDExMbhx4wa3TSAQqNw5cXBwgLOzM06fPg0AePPmDV68eFHkuISoqCi0bdtW7XHUSUtLQ0pKCjp16gQ+n48jR44obe/ZsyfOnj2Lq1evolu3bgAAb29vhIeH482bNwCAY8eOoX///lzXsILlUVfv2rVrgzHG3WY/ePAg0tPTi50/0Q9ra2v8888/+i4GIYTozKVLl7BkyRKcP38ec+bMwa1bt7By5Upue1ZWFu7fv48+ffrA1tYWvXr1wv79+yEUCmFgYACRSARDQ0OVfIODg7nlQ/KCGADw9PQEYwyMMZUxK5MnT0Z4eDicnZ3h7OysFPDk1759e9jY2KB9+/YIDw8Hn8/HyZMn0bFjRzx58gQZGRkQiUQQiUQwMjJS+gH22rVr4PF4GDt2LH766SckJiYiLS2NK5tAIED16tW59Rzz5zFr1izcuHEDderUwerVq1W625cXOrkjY2Njg9u3b+PMmTOIjY2Fl5cXPDw8NP5iTYguBAQEYO/evdwMZqNGjcI333yDvXv3gs/no3///li/fj26d+8OHx8frFixApUrV1bKY9q0aZgyZQo2btyI+Ph4zJw5U6mRUWfUqFGYN28e/vzzT5XjqGNjY4OBAweic+fOsLa2hoeHBxo1aoTvv/8eq1atgouLC+zs7ODo6Mj9mtKsWTMEBASgVatWcHFxQXZ2Nn799VeN5dFU782bN2PNmjVYsmQJ3N3d4ezsDAMDA7i7u2udP9EPgUBAd70JIZ+VunXrQqFQYO7cufj999/x1VdfoVOnTtx2U1NT1KtXD6dOnUKTJk0QFBSk1Qy68fHxiI6O5v7Xpm21sLCAh4cH/vrrL7Rt2xbNmjXDsGHDVNKFhITAzc0NV69exfTp07F9+3akpqYiPDwcAQEB3NhToVCInJwcpTEv9evXB2MM27dvh1gsxrVr17jvASKRCIBy75D8edy5cwfr1q1DjRo10KtXLwQHB2PatGlF1qus0UkgAwAmJibo3r070tLSUKVKFV0dlhAAQKVKlbi7B3lEIhEuX77M/d+lSxf4+PggOTkZTk5OAD4MjLO0tMTw4cPh7+8PIyMj9OjRg9une/fuaNeuHaKjo+Hi4gJTU1MAH8bhXLhwgUtXv3593Lx5kztOp06dEB8fr3Kca9euqS3/ypUr8e7dO5iYmMDc3BxyuZz71QWA2llZvvnmG4wdOxZxcXGoVasWF2AtWLBAKZ2mepuZmcHMzAzHjx+HTCaDUChE48aN4erqWmj+hBBCiD5YW1vj5cuX6N+/PxYsWID+/ftzn2t59u3bx41H+eqrr7T68v7VV18p/f/s2TOty+Tj44M5c+Zg4sSJ6NSpk0oX7Dt37sDKygqDBg2Cn58foqKi8Pvvv6NevXqoXbs2Xr9+DeDDHZa5c+cq7V+zZk3MmTMHdevWhY2NDX744YdCbxLkz6NWrVoYO3YsZDIZatWqpdXi4GURT9N6GgVolUgTmUyGefPm4ZdffoGJiQnq1q2LIUOGYOrUqTr58pOcnKxx3ZDSIBAINM4g8TkyMjKCUChEZmamvotSZvD5fCgUCn0Xo0j9+/dHvXr10K5dO5w4cQJZWVn4448/SuVYlSpVwvv370sl7/KqvFwnumJqagq5XK7VBBmfC/q8USYQCGBubl5uu8mUhrwuv7r8HvSxKlWq9En7y+VybhD9u3fvCh23mZOTAyMjo0863qdISkqCnZ0d7t27h1q1aimVRS6XQy6Xq3xHzsjIUDuOJTc3FwKBgJucpzAF8xCLxTA2Nv6EmpSqIvur6+SOzO7du/Hq1Ss8e/YMNWrUQHR0NH744Qds2LABs2fPLvXjKxQKnU4vZ2hoiNzcXJ0dr6wTCoXg8Xh0TvIxMDCAVCot8x8sa9euxenTp3Hq1Cm4ublhyJAhpfo6SiSSMn9OdMnAwOCj266srCxs3rwZs2bNKuFS6Y+xsTHkcjm1JfnQ540ykUgExhidk3wEAgF4PB5kMpm+i1KokhhjKRAIuC7gRU0+o88gBvjwQ1XNmjUhFApVyiIQCLjJBfLTNBhf3bgeTQrmUYaDGK3o5I7MtGnT0K9fP/j4+HDPRUVFYfbs2UqL+ZWWpKQkCmT0yNTUlJtznXxQXgIZXXJ0dERcXBydk3w+JZBJSkpC8+bNualBKwIrKyvIZDK6u5sPfd4oE4lEsLa2VpkK93NWngIZBwcHfReDlC1FRrc6GW3v6+uLP//8U+nD58KFC/D19dXF4Qkpk/KPcdGkuMFOeV/YihBCCCFEW6UayHTv3h3NmzfH999/jz/++AOWlpZo164d7OzsMG7cOPrSRcqFqKgohISElFh+79+/R6dOnTB9+vQi0/bu3RuRkZG4efOm0h1NTWrXro2srKxilaek60cIIYQQogulOkbml19+KXQQYv6Fgwgpq+7fv49Dhw6hS5cuJZLfvXv3IJVKsWPHDq3vtri7u2P//v0lcvyCSrp+pGwwNDQscrFVQgipSBhjpbaeWWnmTT5eqd6RqVevHtzc3DQ+Cq7JQYiuPH/+HJMmTcL27dvRr18/AB+6O/br1w+enp6YPHkykpOT8fz5c/z000+4efMmFi5cCAB49OgR+vbtCw8PD0yfPh0ZGRlqj3H58mW0b98ederUwZgxY5CYmIiYmBgsWbIEr169UlnlF/gwV/3IkSPRunVr/PDDD9wPAS9fvsQPP/zApfv555/h4+MDX19fbNiwQSmPAwcOoHnz5vD29sbx48e559WVuzj1S05Oxty5c9G4cWN06dIFkZGRH3v6iQ6Ym5tj8eLF+i4GIYToVHZ2NjIyMkr8QeM3yyadjJFJTU3F+PHj0aZNG3h7e6NFixZwd3fXyYxlhKgjFotx9uxZnDlzBpMmTQJjDMuWLcOECRNw5swZAMC2bdtQtWpVjB49Gg0aNMDUqVORkZGBgQMHokuXLjh27BhEIhGmTp2qkv+bN28wYcIELF26FNeuXUOlSpUwY8YMODg4YPz48ahTp47a63/WrFkwNDTExo0bkZKSggcPHgAAMjMzub/v37+PCxcuYNu2bdi0aRN27dqFhw8fcnkEBQVh69atGDlyJGbNmoXo6GiN5S5O/Xbv3g1jY2OEhoZi8ODBmDt3bom/LoQQQsinoIDj86KT6Ze3b9+OrKwsTJgwAadPn8ZXX32F5cuXl8sVREnFkZubiy1btsDGxgZisRg//fQTWrRoAYlEAldXV9y6dQsGBgaws7ODsbEx7O3tsXfvXri4uGD8+PEAgPnz56NJkybIzs6GiYkJl/eRI0fQrFkzblzL7Nmz0bhxY+Tk5KBy5cowMjKCo6OjUoObk5OD69ev499//0WlSpVQq1YtHDp0SKXcFhYWCAwMhKurK1JSUlClShXcu3cPDRo0AABMnjwZjRo1QqNGjXD69GmEhobC2NhYbbllMpnW9YuPj+dmAho1ahRatWpVCq8KIYQQQoh2dBLIREVFYcqUKXB3d8dvv/2Gzp07o2rVqti8eTN+/vlnXRSBEBXOzs6wsbEB8GE++bt372LOnDlIT0+Hvb292oW5Xr58icePH8Pd3Z17TqFQICUlRSmQiYmJQZMmTbj/84KFwhZ8jIyMhJOTE3dcMzMz1K5dWyWdkZER1q5di+DgYFhaWqosDtiiRQvubzc3N6SmpiI+Pl5jubWt37Rp0zBjxgw0btwYzZs3x8SJE9WWj5QNjDGkpqbC2tpa30UhhBBCSoVOupY5OTnh7du3MDExQU5ODtLS0mBpaYlXr17p4vCEFCkiIgKBgYHYvXs37ty5gzFjxqgd1GdhYQEfHx/cv3+fe9y4cQOOjo5K6erUqYO3b99y/8fFxcHExAQuLi4ay+Di4oL4+HhuXIxcLkdMTIxKug0bNiAtLQ1hYWG4evUq6tevr7Q9OTmZ+zsqKgrNmjXTutyFpRMIBNi7dy9u376NHj16YNq0acWeIY3ozvv379GsWTN9F4MQQggpNToJZAYPHoyAgABERkZiwIABGDx4MIYNG0bryJAy4/nz56hfvz6qVasGmUyGkydPct2+BAIBd9fD29sb4eHhePPmDQDg2LFj6N+/v0rQ06lTJ1y5cgWxsbEAgLNnz6JNmzaFznji5OSEqlWrcgP0Q0JC1AYKUVFR8PHxgbm5OWJiYnDjxg2l7YcPHwYAPHjwAA8fPkSLFi0KLbe29Zs2bRpCQ0Nha2uLQYMGQSAQ0EJ8hBBCCNEbnXQtq169Op4/fw4+n485c+bA2dkZFhYW6Nq1qy4OT0iR/Pz8sGXLFnTp0gVisRgDBw7E77//jpCQEDRu3BjPnj3DzJkzsWbNGgQEBKBVq1ZwcXFBdnY2fv31V5X8XF1d4ePjg9atW8Pd3R0JCQnYvn17keWYNm0apk6dirVr18Lc3ByNGjVSSTNq1Ch888032Lt3L/h8Pvr374/169eje/fuAIAnT56gdevWiImJwbx582BsbIxmzZppLLe29Rs9ejTGjx+P+vXrIzMzE8OHD+e65hFCCCGE6BpPy9kdPmoKiC5dumD58uW4desWtmzZorK9T58+WLRo0cdkXSxJSUk6XXzT0NCQfqnOx9TUFCKRCKmpqfouSpGio6PxxRdfQCgUIiMjAyKRCEZGRpBKpZBKpdw4mOTkZMTFxaFWrVowMDDQmN+7d++Qnp6O6tWrQyAQcM8bGBhAKpWqnV0lPT0diYmJqF69usY7OGKxGMnJyXBycgLw4Rq3tbVVOq6xsTEsLCyU9tNUbm3rl5qaitevX6N27dowNDTUWO+P4ejoiLi4OJpxJh8DA4OPbruSkpLQvHlzvHjxooRLpT9WVlaQyWTIzMzUd1HKDPq8USYSiWBtbc1NTEI+9Crg8XiQyWT6LkqheDweHBwcPikPxhiys7OhUChKqFT/Y2pqCj5fJx2ZyP8UuXBPqQYyT58+haOjI7Kzs9UOcrawsOC+iJUmCmT0qzwFMrpSWCDzuaJARtWnBDJyuRxxcXH44osvSrhU+kOBjCr6vFFGgYwqCmTUpwsLC0N6ejp8fHxgZmZWZN4FA5lHjx5h06ZNyMrKgp+fH/r27QupVIrFixfj4cOH6NixI7d8wa5du3Dy5Ek4Ojpi5cqVMDExwZs3b7B06VIkJiZi0qRJ6NSp0yfVvYIqMpAp1a5leTMamZmZ0eKXhBCiQwKBoEIFMYQQUlKmT5+OHTt2APgw/OHChQvF7io9b948bN26FXZ2dhgwYAC8vb1x8uRJ1KlTB99//z2mT5+Oa9euwcTEBNeuXcPBgwexf/9+bN68GTNnzsTcuXPx3XffwcHBAX369EGLFi1gbm5eGtWt0Eo1kOnXr5/SDEoFdevWjRbVI4QQQgghOvH48WMuiAGAFy9eYO/evZg8eXKx8tm6dSvs7e0BAHw+H0lJSbh69SrWrFkDoVCIPn36IDw8HFZWVujZsycEAgF69uyJwYMHY+bMmYiNjUXdunUBAO3atcP9+/fh7e1dchX9TJRqILNo0SLI5XJER0dj8eLFmDFjBpo1a4Znz54hMDBQaa0KQgghhBBCSlPeEgdFPVeUvCBm+/btsLGxgZubG6Kjo2FpaQkAsLS0RFJSErKysriAxczMjBs7a2xszOVlZWWlsq4b0U6pjlpq1KgRmjZtitu3b2P58uUICAhAo0aN0L9/f6xbtw579+4tzcMTQkrJb7/9hsuXL+u7GKQQWVlZWLt2rb6LQQghZUr9+vUxYMAA7n97e3sMHjz4o/LauHEjbty4wc3uaWNjg+zsbABAdnY2KleuDEtLS24phZycHDg6OsLU1FRprF92drbaRbhJ0XQy/YK5uTlev36t9NyTJ09gZ2eni8MTQkqYp6cnlixZAl9fXxw/fvyjfs0ipUssFmPjxo36LgYhhJQpPB4PW7duxcGDB7F161ZERERwd1eKY+PGjUhMTERgYCBEIhEAoFmzZrh37x4A4NatW6hfvz7c3NwQGRkJALh79y4aN24MgUAAU1NTpKWlgTGGGzduoHr16iVXyc9Iqc5alufVq1fo0aMHXFxc4OXlhRs3buDRo0cICgpCnTp1PiVrrdCsZfpFs5apqiizloWGhiIwMBCxsbGYOHEiBg8erHS7vDho1jJVNP2yMpq1TBV93iijWctU0axlJSP/rGWJiYmoUqUKvL29uaUVfvzxR9SoUQPffvstsrOzYWpqis2bN4MxhsWLFyM2NhZv3rzBvn37UKlSJdy8eRNr1qyBWCxGjx49MGbMmBIvcwWg3+mX80tOTkZoaChevHgBV1dXtG/fXmd3ZCiQ0S8KZFRVlEAmT2RkJAIDAxEREYGAgACMHj2a6yesLQpkVFEgo4wCGVX0eaOMAhlVFMiUjOKsI5Obm6uy1pq65wBAIpEUuh7dZ06/0y/nZ2Njo9QnkRBScTRt2hR//PEHoqKisHnzZrRq1QqjR4/G2LFjtZqfn5Q8Q0NDjBgxQt/FIISQz466gEXTItIUxHwaWqKUEFJiatSogdWrVyMoKAgvX75Ey5YtERgYyA1+JLpjbm6OJUuW6LsYhBBCSKmhQIYQUuKqVauGDRs24Pjx43jw4AFatmyJLVu2ICcnR99FI4QQQkgFQYEMIaTU1KxZE5s2bcKhQ4dw48YNtGzZEjt27IBUKtV30SoEmUyGuLg4fReDEEII0QudjJHJzs7GokWLEBERgfT0dO75vn37YvHixbooAiFEj+rUqYNt27bhwYMHWL16NTZt2oRvvvkG/v7+Wg+e/FwlJSXh8ePHeP36NWJiYvD06VNER0cjPj6em0Dj+PHj8PT0VNqPMYb09PRiT7pACCGElBc6CWR+//13xMTEYOXKlbC2tuaet7CwUJteLpcjJCQEiYmJqF69Otq0aaOy/d69e4iKioK5uTl8fX3pyxAh5YCbmxt27dqFf//9F8uXL0dgYCDmzZuHzp0767toZVJcXBwaNWoEMzMzKBQKlbFGxsbGmDFjhkoQAwDv37+vcLOWEUIIIfnpJJB59eoVJk+eDG9vb63SR0REwM7ODl27dsWJEycQHR2NatWqcdsjIyMhk8nQv39/XLt2Da9evYKrq2splZ4QUtKaN2+OEydO4Ny5c/jxxx/x66+/Ys2aNahVq5a+i1amODg4oGvXrjh37pzKoqPGxsYYNGgQJk2apKfSEUJI2WNiYqLvIhAd0sk6MhcuXMCpU6fwyy+/aHXnZP/+/fDz84OZmRmePHmCuLg4tGvXjtu+e/dudO7cGQkJCahevbrS9K7Pnz/H7du3lfLr3LmzTqe3EwgEtNJ5PgKBAHw+n8ZF5CMQCKBQKGjNFHzoAnXgwAEsW7YMtWvXxpIlS9CoUSN9F6tMEAgEePr0KZo2bar0/jEyMkLHjh1x8OBB8Hjqp9lPTExEvXr1kJSUpKviljqRSASFQkHtaz70eaOMz+dDJBLR2jr58Hg88Hi8UllbpaR97ILKeRhjEIvFpVJXpHmJogAAIABJREFUExMT6v2je/pdR6Zbt27ch+itW7fw+++/o27dutyF0KtXL3z33Xcq+6WlpcHIyAjAhw/sgt0pMjIy8M8//6BmzZrYt28f+vTpwy2uWalSJdSpU0cpvVwu12mjJhQKy/zCU7pkYGAAoVBIHyz50JcPZf7+/hg+fDg2btyI3r17o2XLlli4cCFq166t76Lp1dOnTzF16lRUq1YN0dHRkEqlMDAwQIMGDbB9+/ZCF8vM21aR3nd575uKVKdPRZ83yiiQUZX3netzCGSAD8EM/Uj4+SjVQGbt2rWQy+UQi8UQiUQQCv93OIlEovGLnJGRESQSCYRCIaRSqcptQpFIhDZt2sDe3h5GRkZ48OAB2rdvDwCwtrZWGocDfBgsq8tpX2mlZWV5vxjTWiL/Y2BgAKlUSo1tPlZWVhgyZAh69+6NHTt2oGvXrujUqRNmzpyJqlWr6rt4OiUWi7F27Vrs27cPc+bMQefOneHt7Q2BQIAqVapgz549kMlkhX6BNTQ0xIULFyrU+87AwAAymaxC1elT0eeNMpFIBBMTE7pG8hEIBODxeGU+4OXxeLCystJ3MUg5U6r3yGrUqIFatWohODgYGRkZqFWrFveIj4/H+vXr1e7n4OCAt2/fAgBiY2Nhb2+vtN3R0RGZmZkAgMzMTI2rpRJCyh9jY2N8/fXXuH79OpydndGtWzfMnz8f796903fRdOLSpUto164dYmNjcfXqVYwYMQJVqlRBly5dIJfLcebMGZibmxeZj0AggLOzsw5KTAghhOhHqY6ROXDgAAYPHqx2m6WlJTZt2oQhQ4aobEtPT8fZs2chk8kgFArRr18/ZGRk4ODBgxgzZgzS09MRFhYGsViMzMxMDBw4kOuKpk5SUlKhXTBKGv1CpszU1BQikYibKpbQHRl1HB0dERcXp3JOUlJSEBgYiD179mDYsGEYP34815W0IklISMDixYtx+/ZtrFq1Cj4+PjAwMNBp21XWWVlZQSaTcT9kEfq8KUgkEsHa2hoJCQn6LkqZUZ7uyDg4OHxSHowxZGdnl0o3OlNTUxojo3tFjpEp9cH+crkcu3fvRrNmzdCgQYMPB+XxtLoYpFIpRCLRR2/PQ4GMflEgo4oCGVWaApk8CQkJ2LhxIw4fPoy+ffvi66+/hpOTk45LWfIUCgX27NmDlStXYvjw4Zg+fTr3wwwFMsookFFFnzfKKJBRRYFMyaBARi+KDGRK/RURCAQYNWoUGjZsCIFAwM1gpY2ighRtghhCSMVQuXJlLFu2DFevXoWxsTF8fX0xa9YsREdH67toHy0yMhLdunXD8ePHcfToUcybN6/Qu8vFkZWVhXXr1pVIXoQQQkhZVKqBTJcuXXDz5k1s2bIFTZs2VXl8//33pXl4QkgFZGtri2+//Rbh4eFwdHSEn58fJk2ahOfPn+u7aFpLSUnBrFmzMHr0aEyYMAFHjhwp8RnaxGIxNmzYUKJ5EkJIeccYQ3BwML7++muMGDECmzdvRkZGhr6LRT5Sqc5atnHjRjg6OqJq1arw8fFR2W5hYVGahyeEVGBWVlaYNWsWxo8fj127dqFfv35wd3fHyJEj0bFjxzLZBUAsFmPr1q3/x96dx0VV748ff80+MOwqCG5o5Z5LpqElYpaaud1bXdPK0szrLZeb2vIrS7MwKy23cunm3i310u1aqWmZZiqKuOUWpaGChiCbMiyz/f7wy+QICghzZoD38/GYB8w5Z87nfQ7DnHmfz8bHH3/Mww8/zI4dO1zmwRJCCOE+DoeDF198kcWLFzuXffnllyxdupRNmzYREhJS4X0uWrSIevXq8dBDD2GxWJg6dSpHjx6lV69ejB8/HoAVK1awfv16IiIieOedd/D19SU1NZU33niD9PR0nnvuOe67774qO87axK1X+ubNm+Pn58fJkycxm820aNGCVq1aOR81oX27EMKz/Pz8eO6559izZw8DBw5kzpw5REVF8eGHH5KZmenp8IArF8+VK1fSrVs3jh8/zv/+9z+mTp0qSYwQQiho+/btLklMsRMnTvDee+9VeH+HDh1i9uzZ5ObmArBs2TJatGhBXFwcSUlJ7N69m0OHDrF7927Wrl1LVFQUixYtAuDFF19k4sSJLF++nNjYWKkVukmK3LIsKipi2rRp3HLLLbz44ots27ZNOicKIaqU0Wjkb3/7G9988w3/+te/OHnyJF27dmXcuHEkJiZ6JCaz2cyyZcuIjo5mw4YNrFy5koULF9KsWTO3l20wGHj88cfdXo4QQlQX33333XXXrVmzpkL7MpvNvPvuu0yZMsW5bMeOHfTr1w+tVsvgwYPZtWsX+/btY8CAAWg0GgYMGOCMISUlhZYtWxIYGEhMTAw///zzzR1ULadIItOjRw+++uorDh48SHR0NGvXriUiIoKPPvpIieKFELVMu3bteP/999mzZw9t27Zl3Lhx9OrVi7lz5yoyOEBaWhrTp0/nzjvvZPfu3cyaNYvPP/+c22+/3e1lF/P395d+iEIIcZUbjdxW0Rvsb775Ji+//LLLpO3JyckEBgYCV6YZycjIIDU11TnRp5+fH2lpaeTm5uLj4+N8XVBQEFlZWRUqX1zh1j4yVzt9+jS7d+9m27ZtbNy4kS5dukjTMiGEWwUFBfH3v/+d0aNHs2/fPr788ksGDhxIo0aNiImJISYmhk6dOlVJf5qUlBQ2btzIpk2b+OWXXxgyZAhbtmyRzzkhhPAS99xzz3Vvog8aNKjc+9m7dy979+7l9ttvZ/fu3RQWFtKzZ09CQkIwm83o9XrMZjOhoaGo1Wry8vIAKCgoICIiApPJ5DKMvNlspk6dOpU7uFpKkURm1qxZvPDCCzz11FMMHz6cWbNmSdtwIYRiVCoVnTt3pnPnzrz55pvs2bOHH374gVdffZWUlBTuvPNO2rdvT/v27WnXrh1169a9YXJTUFDAr7/+yokTJ0hKSuLHH38kNTWVPn36MGbMGO655x6Xu21CCCE874EHHqBfv35s2LDBZXlISAgvv/xyuffToEEDJk6cCICvry9qtRqdTkenTp04fPgw0dHRJCYm0qZNG7RaLQkJCfTu3ZtDhw7RoUMHNBoNJpOJnJwcAgICSEhI4Omnn67SY60t3D4hJlypjfn666/ZvHkzZ8+e5f7776dHjx5ERUXd1AgRFSUTYnqWTIhZkkyIWVJZE2K6S0ZGBgkJCRw6dIiDBw9y/PhxcnJyqF+/Pg0aNMBqtWKz2bBardjtdgoLCzl79izNmjWjRYsWtGzZks6dO9OlS5cqHymtMhNiOhwOLl26VKNGh5QJMUuS640rmRCzJJkQ01VhYSHLli0jLi6OnJwc7r33XsaNG1dm7fn1JsRct24dly9fZsSIEVy4cIEpU6ZgNpsxmUwsWrQIh8PB1KlTSUlJITU1lc8++4w6deqwb98+3n//ffLz83nwwQcZNWpUpY69hipzQkxFEpmr5ebmsnDhQqZOncqIESNYuHBhVe36uiSR8SxJZEqSRKYkTyUypSkqKuLcuXOcO3cOrVaLRqNBq9WiVqsxGo00bdoUrdb9FdqVSWQyMjLo0qULp06dquKoPEcSmZLkeuNKEpmSJJGpGtdLZEpTWFiIwWAocxlcud7o9foqibEGKjORUaRp2YULF/j+++/ZsmULGzduJCYmhmXLltGrVy8lihdCiArR6/VERkYSGRnp6VCEEEJUM6UlLKUtAySJqSRFEpl169aRlJTEkCFDWLBggcsID0IIIYQQQghRUYokMs8995wSxQghhBBCCCFqCUXmkRFCCKGs4OBgfvjhB0+HIYQQQriNJDJCCFEDaTQamjRp4ukwhBBCCLdRLJG5cOECVqsVs9nMypUr+f7775UqWgghhBBCCFHDKNJH5tChQ3Tr1o3ff/+dDz74gPj4eAoLC8nOzuahhx5SIgQhhBBCCFHDyYBStYsiicx//vMf1q1bR0hICEuWLGHPnj3YbDamT58uiYwQQrhBXl4en3zyCePHj/d0KEIIoZj8/Hy3zCPj6+uLSlXmtCZCYYo0LcvJySEkJIT9+/fTpEkTbr31VoqKiggMDFSieCGEqHXy8/OZM2eOp8MQQghFORwOtzyEd1KkRqZPnz5MnDgRq9XK6NGjOXXqFCNHjuS1115TonghhBBCCCFEDaNIItOzZ0/8/f3Jz8/n/vvvJzU1lblz58qIOkIIIYQQQoib4tamZRaLhaKiImbNmoVaraZnz55YrVbCwsLIycnh5ZdfdmfxQghRaxkMBoYNG+bpMIQQQgi3cWuNzBdffMGjjz4KwNSpU13WBQYGsnDhQncWL4QQtZa/vz9vvfWWp8MQQgivlJ+fj8ViISAgwNOhiEpwa43MkCFDsFqtLF26lEOHDmG1WrFardhsNrKzsxk6dKg7ixdCCEWcPanj+ej6JGwzeToUIYQQN7Bp0yb69u1LWFgYDRs2pFWrVsydO5f8/HxPhyZugtv7yGg0GkaMGOHuYm5IrVaj1+trbHneTqPRyDm5hkaj8XQIXkmn03k6hJuSesqHwyfVdEgwcndvS5XtV6PRyP/NVdRqtZyTa8hnqyuNRoNKpZJzchW1Wu3yszabOXMmM2bMcFmWmprKa6+9xoYNG4iLi8PPz89D0YmboSrnkHKVGnfu0qVLvPLKK+zfv5+CggLn8sGDBysycllGRgZFRUVuL6eYwWCgsLBQsfK8nclkQqfTkZ2d7elQvIZer8disciQjleJiIjg/Pnz1facnDymp8mtFrT6qotfr9ff9GeXw+EgLy+vRl2Ug4KCsFqtXL582dOheA253rjS6XQEBwdz4cIFT4fiNYqTO6vV6ulQbkilUhEeHl6pfTgcDsxmc6nzyHz//ff85S9/ueHr//73v/Pee++Vus5kMrkkg1lZWaxatYp9+/bxwAMPMHToUCwWC1OnTuXo0aP06tXLOY/XihUrWL9+PREREbzzzjv4+vqSmprKG2+8QXp6Os899xz33XdfJY68xipz4h5F0vMlS5aQnZ3NnDlzWLlypfPh6ZoaIYSoKre0LqrSJKayLl68SLt27TwdhhBCeIX58+eXuc3ixYvJyMgo1/5eeuklevTowfLly9m9ezfZ2dksW7aMFi1aEBcXR1JSErt37+bQoUPs3r2btWvXEhUVxaJFiwB48cUXmThxIsuXLyc2NpZLly5V6vhqK0USmdTUVJ555hk6d+5MmzZtnI+GDRsqUbwQQgghhKil7HY7W7duLde2R48eLdf+jhw5gl6vZ+PGjbz77rsEBQWxY8cO+vXrh1arZfDgwezatYt9+/YxYMAANBoNAwYM4LvvvgMgJSWFli1bEhgYSExMDD///HOljrG2UiSRGTBgAGvWrCEzM1OJ4oQQQgghhADAZrOVe9vyNMG7ePEiycnJrFixgszMTO6//35sNhvJyckEBgYCV0bnzcjIIDU1laCgIAD8/PxIS0sjNzcXHx8f5/6CgoLIysqq4FEJUGhCzLS0ND799FM++ugjOnTogFZ7pdiBAwcq0kdGCCGEEELUTjqdjnbt2nH48OEyt73lllvK3MbHxwe73U5sbCwajYZff/2V+Ph4QkJCMJvN6PV6zGYzoaGhqNVq8vLyACgoKCAiIgKTyeTS189sNlOnTp2bP8BaTJFEpmfPnuzcubPE8uKsVQghRNUKCgoqd1MKIYSo6UaPHs3YsWNvuE2fPn2IjIwsc19+fn40a9aMvLw8AgICOHfuHH5+fnTq1InDhw8THR1NYmIibdq0QavVkpCQQO/evTl06BAdOnRAo9FgMpnIyckhICCAhIQEnn766So60tpFkUQmLCyMsLAw4Ep1XFBQkAw/K4QQbqTVast1QRZCiNpg2LBhbNq0ia+//rrU9SEhIcyePbvc+1uwYAFvvPEGFy5coGHDhrRr147w8HCmTJnCkiVLMJlMPP/88zgcDrZt28aIESNITU3ls88+AyA2NpZ//OMf5Ofn8+CDDxIaGlolx1nbKDL8st1uZ9GiRfz73//G4XDw3nvv8cknnzBr1iyCg4Mrs+tykeGXPUuGXy5Jhl8uqboPv+wOlRl+uSaS4ZdLkuuNKxl+uSQZfvlPRUVFvP/++8ycOdNlmwEDBjBz5kwaNWp03X1fO/xysYKCAoxGo8uywsJCDAZDmcuKY5J5j67LO4ZfXrduHd9//70zC+3SpQsNGjTg888/V6J4IYQQQghRy+n1el5++WVSU1P54Ycf2LRpE0lJSXz66ac3TGJu5NokBig1YSltWXFM4uYpksjs3LmTf/7zn9SrVw+40uRh1KhR0n5bCCHcJC8vjwULFng6DCGE8Domk4lOnTrRrVs36tev7+lwRCUoksg0atSIPXv2uCz77rvviIiIUKJ4IYSodfLz83n//fc9HYYQQgjhNop09n/66afp2rUrGzdu5NSpUzzwwAOcOHHCOSmQEEIIIYQQQlSEIolMSEgIBw4cYOPGjaSkpNC1a1fuvPPOUjtNCSGEEEIIIURZFElkAHx9fXnooYeUKk4IIWo1g8HAkCFDPB2GEEII4TZuTWT69OlDbGwsiYmJLF68uMT6wYMH8/rrr7szBCGEqJX8/f15++23PR2GEEIoytfX1y3D+KtUZY4ELDzArYnM/PnziYiIoG7dunTt2hWdTudcV1RUhMVicWfxQgghhBCilihONiTpqD3c2kmladOm6PV6Vq5cSW5uLrfccovzce7cOebOnevO4oUQQgghhBA1lFtrZL744gseffRRAKZOneqyLjAwkIULF7qzeCGEqLWKZ7g2mUyeDkUIIYRwC7fWyAwZMgSr1crSpUs5dOgQVqsVq9WKzWYjOzuboUOHurN4IYSotS5evMjtt9/u6TCEEEIIt3H7qGUajYYRI0aUuq6wsBCDweDuEIQQQgghhBA1jCLDL2dnZ/PSSy9x7NgxbDYbNpsNs9lMTEwM8+fPVyIEIYQQQgghRA2iyIyUS5cuJS8vjzFjxhAZGcmbb75JSEgIEyZMUKJ4IYQQQgghRA2jSCJz8uRJxo0bx1/+8hdOnz5N7969Wbx4MYsWLVKieCGEqHWCgoL47rvvPB2GEEII4TaKJDINGjTg3Llz+Pr6UlBQQE5ODoGBgZw+fVqJ4oUQotbRarU0a9bM02EIIYQQbqNIH5lHH32UTp060aRJEx555BEeffRRCgsLnUMzCyGEEEIIIURFKJLINGvWjN9++w2bzcaQIUOIiIggODiYvn37KlG8EEIIIYQQooZRpGmZ1Wpl7ty5hIeH0759e0aOHMmuXbtQqVSlbm+z2diwYQMrVqxgx44d193v6dOn+eabb9wVthBCVFt5eXl89NFHng5DCCGEcBtFEpm1a9dy8uRJTp48SW5uLidPnuTixYvX7ey/Z88e6tWrxxNPPEFGRgbJyckltikoKGDLli1cvnzZzdGLmiL3gpqdS33Izy09gRaiJsnPz2fWrFmeDkMIIYRwG0Walu3bt48JEyYQGRkJQJMmTZg8eTKvvvoqY8eOLbH9mTNn6N+/P2q1mtatW5OcnOx8bbHNmzfTvXt3Dh486LI8MTGRTZs2uSx7/vnnCQkJqdJjuhGVSoXD4VCsvOpApVJhNBo9GsMP79vYMNuCycePvs9rPBqLvEdKFxYW5ukQvEpl3icajQaNRkP9+vWrOCrPKT4ffn5+ng7Fa8hnSUkqlapGve+FENenSCLTs2dPPvnkE1q2bElAQABFRUWsW7eOHj16lLp9Tk6O80uv0WjEbDa7rD9y5AhhYWHUq1evxGs7duxIixYtXJbl5eVx6dKlKjqasul0OiwWi2LleTsfHx90Oh25ubkejaPtIDWXMgw065lHerrdo7HodDqsVqt8AblKWFgYGRkZck6uUpnPkoyMDGw2G+np6VUclef4+/s7J1QWV8j1xpVWqyUoKIiMjAxPh+I1VCoVKpUKu92z173ykJtZoqIUSWQuX77M8uXL+fjjj7n77rtJSEigsLCQDh06sGLFCgB+/PFHfHx8gCvJS1FREVqtFovFgq+vr3NfBQUFfP/999x9990cOXKErKwsTp8+TZMmTQBQq9Ul7tYVFBRgs9mUOFTgygepkuV5O4fDgcPh8Pg5qXeLjYEzrlzwPf3n0Wg02Gw2+dJ+DTknrorfJzf72r/97W8e/7+rat7wWeJN5HrjSq1Wy3vkGhrNlRYI3n5OrtdvWogbUSSRuffee9m/f/8NtzEYDM7fw8PDOXfuHLfeeispKSkuGbpareb+++8HrvxTajQatFpFDkMIIaqNgIAAZs6c6ekwhBBCCLdRJAMICwurUHVhVFQUmzdvZt++fWi1Wnr06EFubi5r165l1KhRtG7dGoDMzEySk5Np0KCBu0IXQgghhBBCeCFFRi2rqICAAB5++GEeeughHn74YVQqFQEBAYwaNcplu5CQEIYMGeKhKIUQQgghhLfLy8tjzZo1N9wmJSWFLVu2KBTR9e3evZu2bdtet5m13W5nzZo1mM1mzGYzbdu25dChQwpH6T28MpEpptPpPB2CEEJUSw6HQzrFCyFqJbvd7tInaOnSpcyfP99lm4KCApfn48ePZ9euXS7LyupXdL1Be643AEd5BuYoKCjg6NGjLsvy8/Odv+/fv59HH30Uq9WKXq/nvffeo1GjRmXGBFBYWFhm+dWNxxIZh8PB8ePHPVW8EELUaBcvXqRt27aeDkMIIRQ1e/ZsWrZs6ZzqIz09nfHjx7Nz506GDx9OTk4O9957L0FBQQQFBfHtt9+yceNG/vvf/zJt2jT+9a9/sW3bNqKiomjdujUff/xxiTK6devG8OHDCQkJoXv37s4akePHj3PHHXdgNBr5+9//zunTp7l48SIajYZnnnkGo9HI448/zsWLF8nMzESj0Thf27FjR1avXu1SzoEDB2jVqhWBgYG0atWK5ORknn32WQAaNmxIQUEB/fv359SpU9jtdl5//XUCAwNp3749K1euBCA2NpZ+/foRFRWF0WhkxowZ7jz9inNrIlNQUMDbb7/NsGHDWLdunTNDTE5OZtCgQSWyYyGEEEIIIW6GzWbjzTffZPz48WzZsoWYmBgCAgJ45513uOuuu1i0aBFZWVmMGjWKrKwsHnjgAeLi4rjvvvvo378/L7/8MsOHD+eFF15g/PjxbN++neeee47s7GyXcgoLC8nKyuLs2bO0adOGuXPnAjBkyBC6d+9OWloaly9fZs6cOTgcDux2O5GRkaSnp3Po0CG++uorAJchsQsLC0vUABUUFPDhhx9y/vx5cnJy+Omnn5wTHRdXBtjtdhwOB19//TWxsbHs27ePRYsW8eSTT5KSkoLNZuPw4cNs3ryZDz/8kDlz5rjt/HuCWxOZ6dOns3nzZu6//35mzpzJ7t27+fbbb2nZsiWNGjXirbfecmfxQgghhPBShfkqNnzkx6kDek+HImoIjUbDwoULiY2NpXXr1vz73//G4XDg4+ODVqvF19cXtVrN+vXr6dWrF7/88guXLl1Cp9Oh0+kwGo1kZWWxb98+5syZw9ChQ7nllls4fPhwibJiYmIIDAzkvvvuY8OGDeTl5fHzzz8zePBg6taty8CBA/n888+d2/fs2ZOQkBB69uzp0oSt+Cb/1c3HihUVFREbG8tjjz2G1WolLy/POSWJv7+/y7Y///wz3bt3p1WrVnTr1o3GjRuzfft2ANq3b09AQACNGzcmJyen8ifai7g1kfnxxx+ZM2cOI0aMYN68ebz00kuMGTOGb775hg8//JCQkBB3Fi+EEEIIL5W40Ye1sb4s7+9f9sZClMPly5c5e/Ys8fHxHDhwgM8++4zDhw+j0Wgwm81YLBaWLl1KdnY2u3btokOHDs5EQqvVUlBQQHBwMA0aNGDSpEmsX7+eMWPG0KpVqxJlbd68mdzcXLZv386DDz6IyWSiVatWfPXVV2RnZ/P1118zdOhQ5/bffvstubm57Nixg7vvvtuZkKSlpXHhwgXOnDlTooxXXnmFPn36sH79enx8fHA4HM55gS5fvuyybZs2bdixYwe//vorCQkJnDlzhpiYGODPKU7Uaq/uGn9T3HpEp06dcv7xGzVqxK5du9iyZQu9evVyZ7FCCFHrBQUFecUIPEJcT+t7Com630Lf+SXvRAtxM/z8/LBarXTv3p1HHnmE0aNHc+edd9K2bVsOHDjAQw89RL9+/Th8+DCtWrXi4sWLJCUlAdC5c2dmzpzJRx99xJw5cxg5ciTNmjXjxIkT1KlTp9TyQkND2bdvH+PGjQPgs88+Y9OmTdSpUwe9Xs+ECROc2x48eJCgoCBatmxJ//79MRqNPPfcc/Tr148nn3yy1D6NI0aMYMaMGURHR9OwYUNOnz5N48aNCQkJoVGjRhQVFTm3HTBgAJMmTaJNmzYMHz6cpUuX1orpSVTlnEX7pqbaDg8P58yZM+h0OlJTU3nggQdKrZ5zt4yMDJc/trsZDIYaOTLEzTKZTOh0uhJtTGszvV6PxWKRWeyvEhERwfnz5+WcXEWv1yv62eXtgoKCsFqtJe5E1mZyvXGl0+kIDg7mwoULng7Fa2g0GlQqFVar1dOh3JBKpSI8PLxK9mW3252jehUzm80YjUbUajU2mw2bzeayHuDSpUvOJlt2u53CwkJ8fHxK7L9Tp06MGTOG4cOHo9frUalULusLCgowGo3Ale+g9erV4/Dhw9x2223O5VfHVVw7U5qCggL0er1LbUpRUREOh8NlMvmr12m12ppS+6IqawO3T4iZnZ2NTqcjNzfX+byYXq+/4R9PCCGEEEKIilCr1SWSlKu/b2o0GmcTratd3e9ErVaXmsTAlRHDTCZTqYkE4JKsqNVqbr31VrRabYkk5tq4ytpXsWuPrbzraiK3JzKhoaEuz4ODg52/jxkzhoULF7o7BCGEEEIIIarE//73v3JvGxISwq+//urGaGo3tyYyJ0+evGEzEa3q8bEgAAAgAElEQVTW7XmUEELUSnl5eaxcuZJ//OMfng5FCCGEcAu3NqDz9fXFZDJd93G9KjkhhBCVk5+fz3vvvefpMIQQQgi3cWuVyPjx4284XvU999zDM888484QhBBCCCFELVDcCsgdg8aoVKoSnfqF57k1kbn77rudo6ns2bOHkydPMmzYMOf6pk2burN4IYQQQghRi5jNZux2e5Xv12QySSLjhdyayAwZMsT5u4+PD76+vgwfPtydRQohhODKyDUPP/ywp8MQQggh3KZGDDIthBDCVUBAAO+++66nwxBCCCHcRhIZIYQQQgjhZLdC0v9UpB+XplTCu7m1aVlmZqazneKlS5fIz88nIyPDud5gMLhMPiSEEEIIITzr1/Uqvh2nRg/8PcUqfUOE13JrItOmTRv++OMPl2Uffvih83eZEFMIIdzD4XBQWFhY6qzQQghxI8HNQQdE3OWQJEZ4NbcmMsnJyTdcr1ZLyzYhhHCHixcv0qVLF06dOuXpUIQQ1UxoWwd/P2NDrfF0JELcmFszibS0NHQ6HQaDocQjMzOTn3/+2Z3FCyGEEDfF4YDcP+ROtKi9JIkR1YFbE5m77rqL7OxsAA4ePMhLL73kXHfw4EE+/vhjdxYvhBBC3JSdH+iY18lI0ma3NlwQQnhIYYaVvJOFldqHxWJh6NCh5Obm3tRrX3nlFQYNGsS8efMAWL16NX379nU+nnzyyUrFVxso1rbLbDZz+vRppYoTQgjvZrFjX30c29Q9OHamejoacY2ARg78cGCqW/UT6wkhPOtcXBbfNTvGDx1/4eCTp3E4HBXex5kzZ3jkkUf4/vvvS7zearWW2D4uLo7U1D8/65ctW0aLFi2Ii4sjKSmJ3bt3M2zYMNavX8/69evp3bs33bt3r/jB1TLSSUUIIRTmcDgoevx7zC/Fk/+vY+T9bTOOtUlVWkZQUBCbN2+u0n3WJu0esfLP1AIa3CGJjBA1zYkRf1CceqT8N4fLJwoqvI+MjAw++OAD7rrrLueylJQUJkyYwLPPPsvkyZMxm83Odfv373epudmxYwf9+vVDq9UyePBgdu3ahVqtRq/X8/vvv7Nz505Gjhx508dYW9SKOnO1Wo1Wq9yhqlQqRcvzdmq1WvG/gbdTq9VoNNIA+Vparfam7oxVN45fM8n7KcVlWcHzh/Ef1tplWWX+b7RaLS1btrzpGL2RSqWSz5JryPXGlUajkXNyDbVaLSOPXUMfrMGcZXE+1/pV/L7+HXfcUWLZqlWrGD58OJ06dSIuLo6tW7dit9v56KOPOHbsGNu2bcPf35+4uDiSk5MJDAwEIDAw0GV6knnz5jFp0iQZFKsc3P6fnpWVBUBubi6FhYVkZmY6nyvF4XAo/uWoNnwZK6/i8y/nxJWcj5Jqy/vEQenHWNqx14bzUV7yWVI6OR9/Kj4Xck7+ZLfbUalUck6ucvv6hhzqfpYCrLScE4ZPI0OV7HfTpk2cOHECjUaDzWYjOjqap59+mgEDBjBlyhQee+wxWrVqhUqlIiQkBLPZjF6vx2w2ExoaCkB2djYHDhxgwYIFVRJTTef2RObWW291ef7ll186fx8zZoy7iweufKDZbDZFyoIrd0KVLM/bFX/xkHPyJ41Gg91ulwvLNWw2W+04J00DMdzbmMKtZ5yLjPM7lPgfKb4Yij/JZ4krud64UqvV8h65RnHtv7efEyVrjQLb+xKd26LK99uzZ0/69etHly5dSExMpLDwymACKpWK4OBg9Hq98zg7derE4cOHiY6OJjExkTZt2gAQHx/PoEGDpBatnNyayJw6deqGX0qk6lcIUVvplvVE+8Vv2H/LRX1fQ1Rd6lfp/vPy8li1apViN4yEEKK2e+qpp5gxYwbLly/n4sWLLpO+T5482WXbMWPGMGXKFJYsWYLJZOL5558HICkpiVatWikad3WmKufdz2p9izQjI4OioiLFyjMYDM4sXIDJZEKn0zmH4hag1+uxWCy1o/ahnCIiIjh//ryck6vo9fqb/uzKyMiocRNiBgUFYbVauXz5sqdD8RpyvXGl0+kIDg7mwoULng7FaxT3GyptJC1volKpCA8Pr9Q+HA4HZrMZu73qB+kwmUzl7rNSWFiIwVC+5moV2bYWKrNaSnoRCSGEqHoOB6oC5W4gCSGEt6hIYiJJTOVI2y4hhKglbEWg1jnc2/baYsN3zncwZweQD0RgXTeQom63ua9MIYQQtZLbamTsdruzPeDJkyelWZEQwus57HB4g57T+3WeDqXS9Ho9f/3rX53Ps5Mc/LuphQ1R7h1QwXfa1zBnM1eSGIBzaB9ZjO7QmRu9TAghhKgwtyYyS5Ys4dixYyxdupQ9e/aQmZnp8pB2zkIIb7IvzsiKZ3xZMMBE5tnq3fI2ICCAWbNmOZ9fSgELkJniwGF1T42MOisPlu8oZY0D3eztbimzMqzpFnK/uoj1D2kCJ4QQ1ZHbmpZptVqmTZvGfffdR1paGrNmzSoxStkzzzzDnDlz3BWCELWG3QY5KSqCm0hH+cow+F7pIKoBNHrPxlLVGvaE3qu1mBqC2k0VTppz2Vx3bJjv091T6E2y59v5rcMxirCgRUOLY7ejCZTW1kIIUZ249VN74sSJTJw4kQULFnD33XfTrFkz0tLSaNy4MUaj0Z1FC1GrbJxsIHGthr7TLXR52lL2C0Sp2j1YxISvHZjq2AgMq/pRbzxJpVLRsKd7y7A1DEaHilKTmb5h7i28gqxpRRRx5X/Fig3L6QI07fw8HJUQorLUarXMwVKLKNJ24tlnn+XTTz8lKCiI6OhofHx8GD16tKJDIgtRk1n/rzuCTUZhrbTGHS3UaVz9kxiHw6H4Z6w90BfHP0rLljQUTXJzFlVBuiYG6gwMASDonkAMbUwejkgIURWMRiM+Pj5V/pDkyDspUo++Zs0akpKSOHXqFE2bNiU1NZVp06axZMkSxo4dq0QIQtRoD84r5K5xGsJae/fMzUI5Fy9e9Mg8Mvmv9MMnxASxO1CRA+GRWBf3x9o6QtE4yqJSqWiwsBnhc5ui1ssXFCFqCnfOIyPJjPdRpEZm7969TJw4kaZNmwLQoEEDJk+ezPbt3tf5U4jqSKuH+m1sKPkZm5+fz4kTJ8jMzFSuUOH91Cryn40hP/U18lLew7xvLEWdIj0d1XVJEiOEENWXIolMVFQU8fHxLssSEhIIDQ1VonghRBXKzc3l2Wef5c4772TChAl06tSJxx57jPR0187c58+fp2HDhrz66qseilR4mty9FEII4U6KNC3r27cvHTt2ZOvWrfTo0YOEhAS2b99eIrkRQni/MWPGEBQUxL59+/Dx8SE/P5/nn3+ecePG8fnnnzu3++9//0v79u35+uuvmT59OhqNxoNRCyGEEKKmUaRGJjAwkAMHDvDEE09gt9vp378/J06coEWLFkoUL4SoIj///DPx8fG89dZb+Pj4AODj48P06dPp3r27S7vkL774gtdeew29Xs/OnTs9FXKtFRQUxKZNmzwdhhBCCOE2ig2aHxgYyBNPPKFUcUIINzhx4gSRkZGEhIS4LA8NDeW5555zPj9+/DjZ2dncddddPPjgg/zvf/8jOjpa6XBrNa1WS/PmzT0dhhBCCOE21XvqaiGEoi5duoS/v3+Z28XFxTFo0CBUKhUPPvggGzZskOHWhbhJWZkaLBbpbySEENeSREYIUW6NGzfmyJEjFBa6TlhjsVhYtWoVBQUF2O12vvzyS7755hv69OnDq6++Sm5uLj/88IOHohai+vr1hIH7bw/jlWdkcBwhhLiWYk3LhBDVX/PmzSkoKCAxMZFu3bo5l2/bto1///vfPPHEE+zcuRO1Ws38+fOd6z/77DO+/PJL+vTp44mwayWz2czq1asZPXq0p0MRlWD0teMD1I2QOaKEqEqOS4U4LhehDi+7lUFpjh07xsKFC8nLy6N///789a9/rdDrLRYLU6dO5ejRo/Tq1Yvx48ezevVqVq9e7dwmLCyMFStW3FR8tYUiicylS5d45ZVX2L9/PwUFBc7lgwcP5rXXXlMiBCFEFWjcuDGPPvoo77zzDkuXLqVOnTqcO3eOt956izFjxgBXOvkPHDiQzp07O1+nUqkYMmQIZrMZX19fT4Vfq5jNZmbOnCmJTDXXqLGFH1POKTpHlBA1neXrX8katgEHdvyGt8G0oHeF9/Hyyy/z8ccfU69ePR555BG6detG/fr1AbBarWi1rl+x4+LiiIqKokGDBgAsW7aMFi1aMH36dP75z3+ye/duhg0bxt/+9jcAFixYQEBAQCWPtOZTJJFZsmQJ2dnZzJkzx+VLTGBgoBLFCyGq0JQpU5g8eTLt27cnPDycCxcuMGrUKB5++GEKCgr4+uuvWbt2rctrOnXqhL+/P5s3b2bw4MEeivxPqUe1qICINlZPhyJEmSSJEaJq5Q77EQdXRtm8vPIoPmPvQN2yboX28fHHHxMWFgaAWq0mIyMDq9XKe++9R35+PgEBAUyfPt35vXf//v20bt3amcjs2LGD999/H61Wy+DBg9m1axddu3ZFr9fzyy+/sHPnTtatW1eFR10zKZLIpKam8swzz7jcoRVCVE/BwcF88sknZGVl8ccff9C0aVOMRiMAOp2OX375pcRrVCoVBw8eVDrUUuVlqpnX24QKeP1YLr6BDk+HJCop97tcMpZnoWugJXxSKNpQnadDEkJ4MRV61wXGin8dLk5ili5dSkhICG3btuXtt99m+PDhdOrUibi4OLZu3Yrdbuejjz7i2LFjbNu2DX9/f+Li4khOTnbe0A8MDCQjI8O573nz5jFp0iTUaunKXhZFEpkBAwawZs0a2rZtW2LYViFE9RQcHExwcLCnw6gwo7+dFp1sqLRgMNXcJEav13tF7Ze75W7PJenJM38+X51Hq99vQ62XagwhROkCt/Yi+94N2MgnIDYKdWTQTe1n/vz5HDt2jAULFgCwadMmTpw4gUajwWazER0dzdNPP82AAQOYMmUKjz32GK1atUKlUhESEoLZbEav12M2mwkNvTKgR3Z2NgcOHHDuU9yYIolMWloan376KR999BEdOnRwthscOHCg9JERopbatGkTffv2VbxcjQ5Grr+seLlKsBU4yNxRiEqrIuSeAN5//31Ph+R2Wf/JcXmeTxEFR834djR5KCIhhLfT3BlBndxR4HDcdNvN+fPnk56ezocffuisOenZsyf9+vWjS5cuJCYmOkf4VKlUBAcHo9frUf1feZ06deLw4cNER0eTmJhImzZtAIiPj3dOXyDKpnI4ynVHslK3LdPS0lyqzIoFBgbSsGHDyuy6XDIyMhSdw8JgMJQYnrY2M5lM6HQ6srOzPR2K19Dr9VgsFsr5/1cjjR07loyMDGbPnk2DBg2IiIjg/PnztfqcXEuv15f7s8uSZWdP2wwuc2V0q6A6OjrvqYPGp+ZcDIOCgrBarVy+/Gcien5WGqkfpLts1y6hOfoI/bUvr5HkeuNKp9MRHBzMhQsXPB2K19BoNKhUKqxW7+4TqFKpCA8Pr9Q+HA4HZrMZu91eRVH9yWQyOROW9PR06tevT7du3dBoNAC8/fbbhIeHM2PGDLRaLRcvXmThwoXXbYl04cIFpkyZgtlsxmQysWjRIlQqFfPmzSMyMpKBAwdW+TFUQ2VewBRJZIrl5OSQlpZG48aNnW3qS2Oz2fj2229JT0+nWbNmdO/e3WW92Wxm+/bt5ObmEhYWRvfu3Z1vpNJIIuNZksiUJIkM2O12PvzwQxYvXsyrr77KpEmTJJG5RkUSmV/fzuXkgjyXZa2n+9P4aT93hOYRpSUytks2Tj6QTO7v+QBEzqhP3Scr1mm3OpPrjStJZEqSRKZqXJ3IlKWwsBCDwVDl29ZCZSYyivQistvtTJ48maCgIKKjo/Hx8WH06NHXvUDv2bOHevXq8cQTT5CRkUFycnKJ9ZGRkQwZMgSAEydOuPsQhBBVTK1WM27cOL744gtWrVpF3759OX/+vKfDqrYKz5a8cF8+W/O/4Gr8NTTf0Yzbf7yNDodbVkkS49hyBnPjr8lt8G/y+36L42jJFgVCCHE9FUlMJImpHEX6yKxZs4akpCROnTpF06ZNSU1NZdq0aSxZsoSxY8eW2P7MmTP0798ftVpN69atSU5OJjIy0rm+c+fOzuHstFotubm5znUFBQUlmrH5+Pig1yvXzECr1cpd5atoNBrUarWifwNvp9VqUalU8j4B2rZty+bNm1myZAn3338/b7zxBo8++qinw/IK185DcCMNh/iR8r985/McMnlw+QBSZ6S4IzSPUKvVaDSaUj9L9K2q5suAdesZsp7a5nxe9HMalt6bCUn4C+pI75syQK43roprH+R686fiWgQZAUvURIokMnv37mXixIk0bdoUgAYNGjB58mSmTJlSaiKTk5PjbHpmNBoxm80u6/38rjSVOHPmDEePHuWpp55yrvvtt9/46aefXLZ/7LHHbtiUrarJF1RXarUalUol8wZdRd4jJU2ZMoUHHniAkSNHsmnTJhYtWuQc3rK2qsj7JPDhQDQFBo49k4HKX8XtsxugHaepUf93Go0Gh8Ph1i+pf8w+XmKZAyuqNckEzoh2W7k3Sz5LXKlUKtRqdY1631eF6vA+8fb4hHdSJJGJiooiPj6emJgY57KEhATnUHPXMhqNFBUVodVqsVgspc4EfurUKbZu3cqwYcNcquXatm1L27ZtXbbNyMjg0qVLVXMw5SBtll1JH5mSpI9MSREREURERLB+/Xrmzp1Lu3btiI2NZdCgQZ4OzWMq0kcGwL8P3HXmypDYGRkZ2Gw20tPTy3hV9VFaH5mqVrA3p9Tleb9kYPHCc6nU9cZWBL+vtVKYBbc+rsEQ7J2DSBT3kalJ7/vKqk19ZETto0gi07dvXzp27MjWrVvp0aMHCQkJbN++nfj4+FK3Dw8P59y5c9x6662kpKSUuCubnJzMTz/9xOOPP65oTYsQNc3+dQbSjqq4//8VojV4R1Kl0+mYPHkyvXv3ZuzYsXzzzTfMnDlT5qASitA9HIr1P7kllmu61Z4BBEpzbK6Vw3MsAKRtsHHvRmnXL4TwPEUaTAYGBnLgwAGeeOIJ7HY7/fv358SJE7Ro0aLU7aOiojh48CCff/45GRkZtGzZktzcXP71r38BsGHDBrKzs1m5ciVLlixh165dShyGEDXO+n/q+fFjPWcPXn/UP09p164dW7ZsoXHjxvTs2ZNvv/3W0yFdlzk+lwvTz5C7PsNratkCAwPZuHGjp8OodvT/rz0aXFsB6JuFohlym4ci8g7ZB/8cTCLzsHe8x4UoTXHzwqp+CO+k6PDLFWWxWNDpdJXejwy/7FnStKwkb2ladmSjjgsnNPQYW4Cm8v9qZSoqUKE3ln7MN5pHJiEhgQkTJtCpUydiY2MJCAhwd6jllp9wiZOD/xw5scGbjQgeWb9K9l3RpmU13Y2aljmsoKqqNgY5RdjiTmI/fRl1uxDUA5qi0nvnFxmlrjcX4u388FAhVqBLrI7bnlKkQUeFyfDLJdWmpmXuvqbKJJWKK/OEu/WTqE+fPsTGxpKYmMjixYtLrB88eDCvv/76dV9fFUmMEOL62j5ggQcsipT13XI/lr/qzx3dCpm4LrNCr+3cuTPff/89sbGx9OrVi3fffZeePXu6KdKKydvm2qfi8n+zqyyREeVzdn42p2ZmY0TD7VvD8G1RycEAAvVoRrbC++opPSc0Ss1Dv/lgK3JgCJQvc8J7uXMeGUlkvI9bE5n58+cTERFB3bp16dq1q0tiUlRUhMWizBcoIYTnJay+0qZ+/y4DBWY1Rt+KXWh8fHx46623ePDBB5kwYQLdu3dn2rRp+Pv7uyPc8sd1h8n1eUzNmYCyOig8b+XkzCu1vfnYSJ6eTetPSx9IRlSO1ge0PvJFTgjhPdxaV960aVP0ej0rV64kNzeXW265xfk4d+4cc+fOdWfxQggv8pcZebRubuGJ6ZcqnMRcrWvXrvzwww9otVruvfdedu7cWYVRVpypVzCNP4gkKDqI8BciCBkX4dF4ipnNZme/wppMrXH9Yq02yhdtUTMUFRVhs9mqbHur1epshmiz2aQJvKgR3JrIfPHFFxgMBqZOnUr37t0xGAzOx9ChQ+nXr587ixdCeJGWXQp45YcM+jxd+aFzTSYT77zzDrNnz+af//wnL7zwgluH5C2L7wN18Z0QiWloOGov6UthNpuZMWOGp8NwO12ohpaz6mBATfAtBiKnBnk6JCEqLT8/n/3795d76ojybJ+ens6xY8eAK32Hjxw5UiWxCuFJbr3iDhkyBKvVypIlSzh06BBWqxWr1YrNZiM7O5uhQ4e6s3ghRA0XHR3Ntm3bUKlUxMTE8OOPPyoew6VfrWxumcVPD+Wy+Y4s0rZI5/yyJE6x8FWDQoqyq6Zjbv2h/nRNbUz7H8MxNpa+laJ6y8nJ4ejRo+XunF/R7QGCg4O59dZbbzZEIbyG228dajQa0tLSiI+PR6PRoNFoZBg7IUSVMZlMvPvuu3zwwQe88MILTJw4kZyckpMa7t+/3y3lJ83Ix3rVwI6Hn/JczVB1cTnJQR52rAWejkQI75Kens6RI0eIiIgo9btSTk6Oy+dbWdtfj91ud3aIdzgcpKenY7fbyczMJDU1tdTPULPZzLlz5/jjjz8oKJB/XuEdFMkoGjVqxJEjR9wyioQQQgB0796dH374AR8fH2JiYti8ebNz3euvv86AAQNYuXJllZdrvaZWweqZ0epL0Ov1DBo0yNNhlKr7v/U8dMKIb33pzyLE1Xx8fLjzzjuJiCi9r11KSgrnzp0r9/bXk5OTw6lTp4Ar/WV++eUXjh07xtmzZ7l8+TJHjhwhNTXVuf358+c5cOAAOTk5pKens3//fjIzKzb6pBDuoEgiYzQaWbVqFf7+/nTu3JmoqCiioqKIjY1VonghRC3h6+tLbGwsS5Ys4a233mLkyJGkpKTw+eefAzB9+nQmTZpUpfMp3PKC0WWg+xZTfa+7rZICAgL44IMPyrVt5jEHvyy3c3qTHZsCLePUWtD5SxIjxLX8/PwwGAzXXd+yZUuaN29e7u0rwt/fn/bt29OiRQsaNmxIWloaAIWFhZw6dYrmzZvTqlUrbr/9diIjI/ntt988PheaEIrMaBUdHc327dtLLA8Kkk6ZQoiq17lzZ7777jvmz59Pr169nMvz8/P58ssvOXbsGJ9++ikhISFl7svwxx/UWbIcFs//c2HUvRT+/Uku3t+Lut30xGwL5OIOCwGttYREVa8+GkeX2Nj7xp8jHYUGqui9V4dORpEWwutoNO6b3Sg4ONj5u6+vrzORyc3NBa7U3BRPNOpwOCgqKiI/Px9fX++4eVNRqoIiVOZC7CE3N4T/8ePHmTdvHtnZ2YwZM4YePXpU6PUWi4WpU6dy9OhRevXqxfjx41m9ejWrV692bhMWFsaKFStuKr7aQpEamfDwcNq1a0eTJk0wGo00b96cdu3a0bhxYyWKF0J4gV8PGHj93npsXq3MvC96vZ5JkybRrVs3zGazc3lBQQHHjh0jJiaG48eP33Afdb/ZRJ1OnVyTGID4rRhGPEnE4GFoL13C/zYtkSN9ql0SY05zkPCG63CtF3Ic/LKy/EO+CiFqBq32z3vbV0/8aLFYUKvV5Obmkp2dTXZ2Nnl5eYSGVt/5mgxb9uET+heMkQPxffHmhql//fXXeeONN1i2bBljx4516T5RWq1/XFycS3O9ZcuW0aJFC+Li4khKSmL37t0MGzaM9evXs379enr37k337t1vKrbaRJFExm63M3nyZIKCgoiOjsbHx4fRo0dTVCSj+whRW2z62MSRX3Ssekm5W/1Wq5WffvqpRPMHq9XKxYsX6d+/P4mJiaW+NvjHn9CPfvrGBez7kdAhI1B5af+/sprQ5Z6i1B49mQekuYgQ4gqj0YjNZqNJkyY0b96c5s2bc8stt1CvXj2MRqOnw7spmocWAv93g2vRp2h/OVvhfaxbt47Q0FCOHz9OYGAgarWalJQUJkyYwLPPPsvkyZNdbqLt37/fWbsFsGPHDvr164dWq2Xw4MHs2rULtVqNXq/n999/Z+fOnYwcObKyh1rjKZLIrFmzhqSkJE6dOsUff/xBSkoKDoeDJUuWKFG8EMIL3DfCzK0BVoZMy1OszCNHjmA2m/H398ff3x8/Pz98fX0xGo3odDoKCgoYOHBgidepCwvxGTqkfIUc2k29L7+q4sgrLyMjw6UtfWn8m5a+POh26b8ihDfKzMwkKytL0TIDAwMxGAycPn0ai8WC3W7n5MmTnDlzxqXmpnq5pvZcd3NN9nbv3s1LL71E3759sdvtrFq1iuHDh7NkyRK6du3K1q1bWb9+PX379mXVqlWMGjWKvn37kpeXR3JyMoGBgcCVc5yRkeHc77x585g0aZKM8lsOivSR2bt3LxMnTqRp0ytXzQYNGjB58mSmTJnC2LFjlQhBCOFhrToX8O5xZYfs7NChA1999RU2mw2j0YjRaMRgMDh/GgyGUmuGg3fsqlA52mlz4a/eOULYjZjqq+j0oobEd/9sShYCtHzKfe3wvYnD7iD9hJq6zR2oFbkaClE558+fR61Wu/RncTeNRkPr1q1JSkpi7969aDQa/Pz8uO2226ptImPdNA5t3zeALByvjsLarGKjvhXr2rUrmzdvZtSoUezbt49NmzZx4sQJNBoNNpuN6Ohonn76aQYMGMCUKVN47LHHaNWqFSqVipCQEMxmM3q9HrPZ7Gyql52dzYEDB1iwYEEVHnHNpchHd1RUFPHx8cTExDiXJSQkVOv2lUKI6uGOO+644frSmkYYEkpvbnZdF39BZbHg0FWvPjIA7SZoCO+u4kK8A5/6Khr3U6Otnq1FKiz+PQ3x89R0fNxOzDve2TxQeLf0kxpMdez4BlV9c8xu3bqVWNamTZsKbX+18PBwwsPDgSudyMPCwoArfY3ZMCgAACAASURBVGPuuecel23r1q1L3bp1nc9NJhMdO3Z09pepyKADDocDm82G3W6/4U+Hw+GMz92KurWhKGcNqiIrDkPFP7ftdjvDhg1jxYoVGAwGbDYbISEh9OzZk379+tGlSxcSExMpLCwErvQ5Cg4ORq/XO5O/Tp06cfjwYaKjo0lMTHT+bePj4xk0aFC1TRKVpkgi07dvXzp27MjWrVvp0aMHCQkJbN++nfj4eCWKF0KIiskqORlcWbR5ZixBgW4Ixv3q3aGm3o3zvRpJo7/yU11LEjdRtc4f0zL3fj/CsTMhNbfsF3gph8NR7mTj2p9lLStOUACXSdGLk6HinxqNBp3SN4JUqptKYgDUajWPP/44o0aNwmg00rZtW2699VaeeuopZsyYwfLly7l48SILFy50vmby5Mku+xgzZgxTpkxhyZIlmEwmnn/+eQCSkpJo1arVzR9XLaMq5xjglb7VkJOTwxdffMHPP/9MixYtGDx4sPNugLtlZGQoOrCAwWBwZuHiyp0cnU5Hdna2p0PxGnq9HovFImPwXyUiIoLz5897xTmJmPsRvFuxea7Op6TgqOI7aHq9/qY/uywWC7/99luNuiAGBQVhtVq5fPlylezP4XCQ/buaoEg7KnX1vPsp1xtXOp2O4OBg5zDB7pR9Xs1Hd/pxS38bQxa7t++fw+HAbrdXKKG4+qfdbsdqtV432YArtQZXJxvX/n6jZeX5WRaVSlXpGhmHw4HZbHbLBOwmk6nEcRSfV71e77K8sLCw3PP7VGTbWqjMD2ZFamSsViuzZ88mNjYWk8mE2WwmOTmZN99802W4PyFqkkN7ffAx2WneRr5kVDd53btiercCL7j7/ipPYipLp9PVqCTGHVQqFcHNHJTjWilECUHhdl65qibm6iZSxYnC1clDeZOQ0pKO4hs8FUkwtFotBoMBrVbrbAp2o2RDmjJVXPEoY9eqSGIiSUzlKJJFrF27lpMnT3Ly5EkiIyM5ffo0sbGxLFq0SDr7ixrp+CEjz/0lGA0Qt/8CdcOqbiZ54X45d3TE1KgNnD1aru3zXhzv5oiEUEbiqxbSltvptlVHUIuaNWJSZWs1SqvJuLZWA7hhrca1CYTBYCh3jYdarb6pZKM4SSlrOHYhqiNFEpl9+/YxYcIEIiMjAWjSpAmTJ0/m1VdflURG1EgBwTaMgAnw8ZVOxNVR1tpPCO4aVfaG4yaSc2ct7GAiKuzsThUOm4rG0d75mWDNh+PLr3zZPbvR7pFEpqJ9Na5d5nA4UKvV5Ofnl7odVKwJlUajQa/XV2kTKiFE1VEkkenZsyeffPIJLVu2JCAggKKiItatW0ePHj2UKF4IxTVobOHLE2loNA5JZKqp/MaNUO3cRdDdDwHnS93GMe0tzj8zQtnAyslsNvPZZ5/x9NNlTOopFHEpFeL+dqV5z1M7HQRFer4v2LW0PtDlLR0XdtppNqT0Uak80TG8tN+LkxG1Wo1Op8NoNDo7jAcGBnL58uUqrdUQQngnRTr7f/bZZzz11FNYLBbuvvtuEhISKCwspEOHDs4+Mj/++CM+Pj6VKea6pLO/Z0ln/5Kks39J3tTZ/2oqh4Og7Tvw2fID/Po7BAfi6NKJzAEPUBhaz61lV6azf0ZGBl26dOHUqVNVHJXnVHVnfyVZC+A/d2iw58Ajv9jQ+VXNfku73lSkCdX1+miU1YTK0x3Dr0fJzv7VRXVpWlYdO/sLt/OOzv733nsv+/fvv+E20tlJCOGNHCoVWTHRZMVEezoUUY1pjfDosT/7UVS0NuNGTamKZ1uvTMfw4lqN8iYbUqshvJW8N2sXRRKZ4omXcnJySEtLo3HjxqVOQieEEEJ4g+rSMdxoNGKz2aQJlRD/x9fX1y379bbWAuIKRRIZu93Oiy++yOzZswkLCyMtLY1nnnmGBQsWlDpsnRCi6pj/cJD1s40G92lAvtjUGjqdjgEDBng6DLeqbMfwspZBySZUWq32uhP63ahjePHrrk40qqKZijRlFuJP7kze5caAd1IkkVmzZg1JSUmcOnWKpk2bkpqayrRp01iyZIkio5YV38lSikajkaZyVykew17OyZ+UvFu6c/JlTv9goe9//QjvrvDMyRUkNzZcVeazKzQ0lEWLFlVxROV3fl0Oqf/KptXHYejqq8uckK+0/hrXPhwOB1arFavVWmrH8NIeVycROp3uuslFabUh1aEJlXy2uir+m8k5+VPxe7h4LhkhahJFEpm9e/cyceJEmjZtCkCDBg2YPHkyU6ZMUSSRsdvt0tnfg7RaLSqVSs7JVZTs7N90pBpdiBa/ljYKC717BLWioiKpvr9KZTr7l1dptRpXN6kqq2P49TqLWwIs2F9wEP/rb6h+q1jHcJ1Oh8FgKLFNYGAgcGUmbHcPd3ttEzBvJdcbVzqdDofDIefkKtWps78QFaVIIhMVFUV8fDwxMTHOZQkJCYSGhipRvPCwhHkWLp220Pl1UCvyjquZMn9X8+ObWqImWqnftvwJScS9GiLulTtx1VlVdQy/0XC3Vd0x3HbRgfmolTr3+qHRVU2yUTxqmRBCCAEKJTJ9+/alY8eObN26lR49epCQkMD27duJj49XonjhYXtft2DGQdtnwVTf09FUX8nb1Rz9VkOdVo4KJTLC/by1Yzjg0pyqqmcMv6GG4NewancphBBCXE2RRMZoNHLgwAHWr19PcnIy/fv3Z/HixYSFhSlRvPCwv+0yYr2swVS/+s394E3aDbXhFwGR3ZRp7lKU48BhA0NIzaju92TH8OslEWV1DL96RKqKJho1cR4ZIYQQ4mqKJDLvvfceoaGhjB49WonihJep11qNTqdF5sOsHK3BQfPeyjSryT5uZ8t9+TiAXl/5UOcO908CVpxo3GwTqqtfW9r68s4YfnVCUVqioWSthhJ9ZIQQQojqSpFEplGjRiQmJmK322VWVCGqgcxDNorrfS4esDkTGU/UapSnY7gSM4YLIYQQwrso1rRs1apVfPLJJ7Ru3do5BOCAAQN49dVXlQhBiFqjKjqGW1vaabTYChob2SEO4uPdP2N4REQE6enpMnKNEEIIIcpFkUQmOjqa7du3l1geFBSkRPFCeJXiWo2ioiKv6hheIiFpqmDHcHA245Lhl6tGYGAgX3/9tafDKFXO3gLyThQR8YS/TNIqhBDipimSyISHhxMeHo7FYuH8+fNERESg1co4vMJ7eVvHcK1WWyLZKH5cO2N4dZjET7ifTqejdevWng6jVL/8JZM8rAR0+v/t3XlUVOf9P/D3zDDDjgthmSjoD1FAiQuKEREhmp6qwQ1/LklqWxOXRNSkMV1Sk/5SPTax3+9pTQ01R5NqGrUiJAQStahJiTG2rlEjEo2GVUAYUHDYZnt+f1gmjjPDDAgzzPh+ncM5MM+d+3zufR7u3M99njvXC34j+BBUIiLqGodkEzqdDuvXr8fGjRvh6+uL5uZm/PKXv8SGDRuY0FCX2Pq6W1tfhdsToxqduTHcy8sLOp2Oow/0QBq6ux9un9fAN1ru7FCIiMiFOSSL2LdvH65du4Zr165h8ODBKC0txcaNG/HOO+9g1apVjgiBnKB9VKOtrQ0ajQZNTU0ueWN4/pMC1UcFZh+Vou+Q7tk3HDGhB1m/FG/0S/F2dhhEROTiHJLInD59Gi+88AIGDx4MABg0aBBefvllrFu3jomMkzniieEymQweHh6QSCTddmO4o6ZQCYPA9aMCGgA3r6LbEhmintbc3IzMzEwsWbLE2aEQERH1CIckMo899hjee+89REdHIyAgABqNBllZWUhOTnZE9S7NEU8Mt5Vg3P1z96hG+4+tZ2v4+flBLpfjlgs+SEYilWDWYQkargGDfyQAcCSFXENzczM2bNjARIaIiNyWQxIZtVqNnTt3Yvv27UhMTMSpU6fQ1taG0aNH4/333wcAHD16FN7e7jHVoKWlBWq1ukujGTqdzixxATr3dbeWbgx35qiGq3to+J0fJjFEREREvYdDEpkpU6bg7NmzHS7j6enpiFAcoqqqCjU1Nb36ieFERERERK7MIYlMSEgIQkJCHFFVrxAREYEBAwY4OwwieoDJ5XI88cQTzg6DiIiox0idHQAREXW/Pn36YMuWLc4Og4iIqMcwkSEiIiIiIpfDRIaIiIiIiFwOExkiIjfV/iwnIiIid8REhojIDalUKgwZwie4EhGR+2IiQ0RERERELoeJDBERERERuRwmMkRERERE5HKYyBARuaE+ffogLy/P2WEQERH1GCYyRERuSC6XIzY21tlhEBER9RgPZwdgiV6vR35+PmpraxEREYGkpKROlRMRERERkXvrlSMyJ06cQFBQEBYvXgyVSoWSkpJOlbsbIe78UO/UlbYxGLq2wq72g+7uP67QH4UADHpnR+H+XKEvEBGRe+qVIzJlZWVITU2FVCrF8OHDUVJSgsGDB9tVXl1djcuXL5us75FHHoG/v7/D4pfJZFAoFN2yLiGABf/HHwYdkF1+GxJJt6zWoeRyOWQymUPbwFGeSvLHjfPAQZUaCoV9Z3T1NVIsivRF8k8N+NXbTSZlqkt6/GPCbUz4f16IX+tlUnb0X554drYC//s3HWb/3xa7Y3x7gy92/o8U2WdbMDhSZ/f7rGlrkuAXSk+EJwn8Zn/bfa/vbn5+ft22rt9N88HV41JsK2+CXx/XPNuWyWTw9PTs0nubm5uxZ88eLF26tJuj+sHJvVLsWi5B+qcGRE3u+X3s4eEBmUwGiSseCHtId37euAOZTAapVOqWnzddJZFIIJFIYOjwChqRa+qViUxDQwO8vO6cxHl5eaG5udnucr1eD53O9GSt/Z/YUbqzPiEATT1w5xRB4pKJTPu+cMeTjzY10H4qb+/2CYMEOgDaVvN+IgwSGAAYNObr0+nu/K3Xda5/adok0AMwiO7pl0JYj/9+def6tK2ADgCEa/7ftOvqPmlubsarr76KZcuWdXNEP9Bpcae/6hyzjyUSCYQQbnks6SpHf765Cu6TH7T3Ee4TckcSYd+8AIdeznz//fcxf/58+Pj44OrVq6ioqEBKSord5fdSqVTQaDQ9H/h/eXp6oq2t+65U6/87PUYm67ZVOpSvry/kcjlu3brl7FC6ncFw58ejk5cEJFBAQAtL/1p6DSCzcoFVq5FAbufIz910Ggk8uvA+q+vTAjIPdOvJ68MPP4yqqirYeUyyyWAA9FoJ5J6uORoDAAqFosvHLpVKhfHjx+P777/v5qhM6TSAh4MGBPr27QudTge1Wu2YCl1Ad3/euDq5XI5+/fqhpqbG2aH0Gu2jmPde5O1tJBIJlEqls8Og3sXmWUavvEdGqVSisrISAFBRUYGQkJBOlbsbmcx1kxh3J5V2PokBALnCehJgLYm5876unZR3ZxIDAB7y7k1ieoJUCpdOYlyFo5IYIiKie/XKRGbChAk4d+4c9u7dC5VKhejoaDQ2NuLdd9+1Wk5ERD+Qy+WYPn26s8MgIiLqMb1yalk7rVYLuVze5fJ2rj61zNW589SyrlIoFNBqtd02jcoddPfUMndwP1PL3BGnlpnj540pTi0zx6ll5MJcc2pZO1tJij1JDBERERERuZ9encgQERERERFZwkSGiIiIiIhcDhMZIiI3pFKpEBER4ewwiIiIegwTGSIiIiIicjlMZIiIiIiIyOV04VF+RJ2j0Wj4FbJkU11dnbNDoF5OrVZD0tufxEpOJYRAfX29s8MgIgfp1c+RcVUGgwFSKQe72p05cwZVVVVITU11dii9Rvv/HU/K7jAYDNiwYQPWrVsHDw9eXwHuv48IIdDU1AQ/P7/uDMupDh48iIceegjx8fHODqXX4OeNqZqaGuzbtw+rVq1ydii9Bj9vyIXZ7LQ8Y+gB/FAxJYSAwWBwdhi9Cj9QzAkh+DDMu9xvH5FIJG6VxAB3Ttp5LDHFzxtT/Lwxx88bcmc8AhIRERERkcthIkNERERERC6HiQz1OE9PT3h5eTk7DOrlAgICIJPJnB0G9WJeXl48llCH5HK5202pJCLreLM/ERERERH1NjZv8OKIDBERERERuRwmMkRERERE5HL49ct03/R6PfLz81FbW4uIiAgkJSXZVX7t2jUUFhZCr9dj6tSpCAgIcEb45CCnTp3Ct99+C39/f8yYMQMKhcJmeV1dHY4dOwaNRoNRo0Zh2LBhToqeHOHWrVs4cuQImpub8eijjyIqKspsGb1ej8zMTKSlpcHLy8vm8Yfci73tXVBQgIEDByIyMhIAUFRUhIsXL0ImkyE+Ph5hYWGODJuIeghHZOi+nThxAkFBQVi8eDFUKhVKSkpslt+4cQOnTp3CzJkzMXbsWFy4cME5wZNDXL9+HWVlZXj66acxcOBAHD9+3K7ygoICTJgwAWlpaSgoKIBOp3NG+OQgBw8eRFJSEubPn4+jR4+itbXVpLy+vh67du1CeXm58ZlDto4/5F5stbdGo0FeXh7Onj0LvV4PAGhpacF//vMfpKWlYfr06cjPz+czq4jcBBMZum9lZWWIiYmBVCrF8OHDzT5YLJVfuXIFMTExKCwshJeXFyZNmuSc4MkhysvLjX1gxIgRKC4utqvcy8sLFRUVUKlU0Ov1fPifm7t9+zZCQkLg7e2N8PBwVFVVmZQ3NTUhNTUVISEhxtdsHX/Ivdhq79bWVsTGxiIuLs74mlwux8KFCyGTySCTydDY2MhEhshN8KyA7ltDQ4PxK1G9vLzQ3Nxss/z27ds4c+YMNBoN/vWvf+Hrr792eNzkOI2NjcY+4OnpiaamJrvKo6Ojcfz4cXz66aecVubmWltb4eHxw2xnb29vtLS0mCwTFhaGwMBAk9dsHX/Ivdhq74CAAERERJi85uHhAR8fH+j1euTl5WHy5Mm8KELkJvifTPfNy8sLGo0GAKDVauHj42OzXC6XG6+azZw5E+fOnXN43OQ4d/cBnU5n9pwHS+UGgwH79+/H888/j2effRYNDQ0oLy93eOzkGAqFwtgHAMvHEktsHX/IvXS1vbVaLbKzsxEeHo5x48b1ZIhE5EBMZOi+KZVKVFZWAgAqKipMpn1YK1cqlVCr1QAAtVptduM3uZfQ0FBcv34dAFBZWYnQ0FC7yv39/Y1XTj08PEyu2JN7kUqlUCgUaGlpgRAC169fNxt9scTW8YfcS1fa22AwICsrC7GxsRg/fnxPh0hEDsQHYtJ9a2xsxKFDh6DT6eDh4YF58+bh9u3b2LdvH5YuXWqxXAiBgoICNDU1obq6GrNmzeIJiBszGAw4dOgQGhoaoFarsWjRIvj6+uLAgQOIjIxEZGSkxfJLly6hqKgIEokEvr6++PGPf+zsTaEeVFZWhmPHjkGn02Ho0KFISEjAxYsXUVVVhR/96EfG5Xbu3ImFCxfC29vb4vFFIrH5DDVyUdbaOyMjA0uWLDGO0BQUFECpVCIqKgpFRUX46KOPEBQUZFzPT3/6U+MUNSLqtWwezJnIULfRarWQy+WdKtdqtfDw8OCJxwOiK31ECAG9Xs/RmAdI+0lqZ9jqW+Re2N5EDwQmMkRERERE5HJsJjK8R4aIiIiIiFwOExkicglarRb19fXODoOIiIh6CSYyRNQpb731FrRaLQDgkUcewZUrV3q8zqNHj+Lhhx/GwoULjU/rdqZz584ZH+K6YcMGZGRk2P3empoa7Nq1q9uWcxZ7t9sZ/aXd3fXdHcfw4cNx9erVTq9v0KBBqKioQFFREcaOHWtz+ZiYmE7X09vbnYioN2EiQ0R2MxgMePHFF41Pxf7888/NHj7XEw4ePIj169fj8OHDkMlkPV5fTzp9+jQOHz7cbcv1Zs7qL+3a67s3jvsVGRmJ/Pz8blnXvdyh3YmIHIWJDJELmD9/Pnbs2IGoqChMmTIFX331FQDgypUrWLt2LX7yk58gPj4eLS0tOH36NJYtW4bg4GA8++yzqKurAwC899572LJlC6ZMmYKoqChs3rzZuP6amhq88cYbiIiIwKRJk3Dy5EmL61++fDkAICEhAbdu3UJ6errx+S8d1btjxw7MmTMHgYGBWLVqFdra2sy20WAwYM+ePUhJScGQIUOwZcsWGAwGbNu2Ddu2bcMbb7yBP/7xj2bvs1Rvc3MzkpKScPv2beNyr732Go4cOQIhBP76179i6NChGDJkCLZu3Wo8wU1LS8O2bdsQHh6Or776Ct9//z3S0tLQr18/xMTEYOfOnXa3WWlpKaZNm4aAgAA89thjOH/+PGpra7Fq1Srk5OTghRdeAADk5uZi/Pjx8PPzw2OPPYbCwkKLy50+fRpJSUkIDAzEsmXLcOvWLbM6r169ilWrVmHt2rUYOHAgnnnmGeN0PGv7F7Dev4qKivDMM88Y13/p0iUsXbrUrF5r+2nlypUAur+/lJaWYs6cOca/N23ahDfffNP49+zZs6FSqYz13RsHAOzfvx+xsbGIiorChx9+aLENq6ur8fTTT0OpVGL9+vXG0cCysjKsWbMGANDa2op169ZhyJAhCA4OxnPPPWfytPns7GxEREQgLi4OX3zxhfF1S+3ZmXa31L+IiB44Qgh7fojIiWJiYsT06dNFZWWlOHLkiAgNDRUqlUqcP39eSCQS8dZbb4mCggJRUVEh+vbtK3JycsSNGzdEenq6WLRokRBCiDfffFP4+/uLY8eOidLSUjFx4kSRl5cnhBBi9uzZYu3ateLGjRsiMzNT+Pv7i5qaGrP1NzY2CgBCpVIJg8EgYmNjxeXLl23Wq1QqxbFjx0RlZaUYM2aM+Pjjj822cdeuXSIhIUF888034ty5c2LMmDEiKytLtLa2itWrV4vt27eLlpYWk/d0VO9TTz0lcnNzhRBCtLS0iL59+4qbN2+K3NxcMW7cOFFUVCQuXrwoEhISxIULF4QQQgwdOlQsXLhQFBQUiLq6OpGSkiLeffdd0dzcLA4fPiwkEoloaGgQX3/9tUhMTBRCCLF+/Xrx9ttvm23P8uXLxdatW0Vra6v44IMPREpKitDr9SIrK0s8+eSToqmpSZSWlgpfX19RVFQkGhoaxG9+8xuxaNEis+Xq6+tFnz59RF5enqitrRVr164VGzduNKvz4sWLAoDYtGmTaGhoEK+88opYsmRJh/u3o/5193YKIcSZM2dEcnKy2XZb20891V8MBoMYMGCAuH79uhBCiDFjxoiRI0cKIYQoLS0Vo0ePFkIIY333xhETEyPmzp0rqqurxf79+4VEIhFtbW1m+3P27Nni9ddfFzdu3BCvvPKKACDKy8vFpUuXRFxcnBBCiHfeeUcsWLBA1NXViZKSEhEXF2fcr9HR0WLatGmitLRUfPLJJ8LHx0fU19dbbc/OtLul/kVE5GZs5igckSFyEStWrIBSqcTUqVMRFRVlHDXx8fHBmjVrkJycjMOHD2PixImYM2cOgoOD8etf/xp79+41XpWfM2cOEhMTER4ejsWLFyMvLw81NTXIzc3Fr371KwQHB2PBggWIi4szTm+5e/2+vr4AAH9/f5Nn/9iq92c/+xkSExOhVCqRmpqKsrIys+3bvXs3VqxYgdjYWIwaNQrLly/Hrl274OnpCYVCAW9vb7MH2HVU78KFC5Gbmwvgzj0206dPR9++ffHBBx9g+fLlCAsLw+DBg7Fs2TIcOXLEuM709HQkJyejf//+xofsKRQKDBgwAH5+frh586Zd7eXh4YGzZ8+ipKQETz31FA4fPgypVAofHx/I5XL4+PggMDAQ58+fR3R0NKRSKaKjo1FeXm623KFDh5CQkIApU6bA29sbL7zwAj7++GOL9UqlUqxatQoBAQF4/vnnsXPnTmg0Gqv711b/soe1/dRT/UUikSAtLQ2nTp1CTU0NgoKCoNVqUVdXh+PHj5uM1gCwGMdLL72EkJAQzJgxA6GhocanxbdrbGxEbm4uVq9ejeDgYLz44osWt33WrFnIyMhA//79oVAoMGLECNTU1BjLV65cifDwcKSmpmLUqFEoKCiw2p6daXdL/YuI6EHDRIbIRYwZM8b4+/jx41FSUgLgzg3F7crLy5GYmGj8OywsDKGhoaitrQVwZ2pNu5EjR+LKlSuorKzEsGHDEBwcbCybNGkSqqurzdZvja167163r6+vxRv2L1++jLi4OOPfY8eORWlpaZfrnTp1KvLy8tDc3Izc3FwsWLAAAFBSUoLf/e53iI2NRWxsLNavX4+zZ88a16FUKo2/19fXIzU1FUqlEq+++io0Go1xOpYtr7/+OrRaLYYPH474+Hj885//NFvGx8cHn376KcaOHYtHHnkEH374ocX1V1VV4csvvzTGPHnyZNTW1pqcMLebNGmS8enmYWFhCAgIQFVVlc39a61/3U1Yuceks/upO/rL448/ji+//BInT55ESkoKpk6dirNnz+Kzzz7D1KlTrdbd7u46goKC0NraalJeVlaGoUOHon///sblIyMjzdYjk8nw2muvITw8HPPmzUNhYaFJvKNHjzb+npCQgOrqarvbs6Pl7OlfRETujokMkYu4+6Tz/PnzCAsLAwCTm98DAwNRWFho/FulUqG6uhoDBgwAAFy7ds1YdvnyZURGRqJfv3747rvvTO4nuXDhAsLDw83Wb42teu++Gm/Nww8/jO+++87497fffovo6Ogu1+vr64u5c+fi888/R05ODh5//HEAQGJiIv7yl7+guLgYxcXFKCwsxNatW43rkErvHBYbGxvx+OOP4xe/+AUqKiqQnZ1tHMq2h0wmw/bt23Hz5k2sXr0aM2fORENDg8kyeXl52LNnDzIzM1FcXIyXXnrJYgIwevRopKamGmMuLi7GyZMnERQUZLbshQsXjOuorq5GY2MjQkNDbe5fS/1LKpWipaXF+Lqlr7/uyn7qjv6SmJiI/Px8/Pvf/0ZCQgImTZqE48eP47PPPkN8fLzN97e3szVKpdLk/6KlpQXff/+92XIvv/wy+vfvj3PnzuH48eNISkoy2fa7k5NvvvkGwcHB32PRswAABY9JREFUdrdnR8vZ07+IiNwdExkiF/Hhhx9Cp9Phu+++w4kTJyx+/WtycjJyc3Nx7do1GAwG7N27FxMnToSfnx+AOyfOtbW1UKvVyM7OxtSpUxEWFoZRo0YhKysLQghcvnwZhw4dMrmS3E4qlUIul0OtVneqXnukpqYiMzMTarUajY2NyMrKMrlqb4mteufNm4ff/va3mDFjhvG1GTNmYMeOHWhsbIQQAqtXr8bf/vY3s3W337CdkJAAhUKBAwcOQKPRQKfT2bU9a9asQXZ2NgICAjBr1ix4enpCCAEfHx/jDds3b97EiBEjEBkZCSEEdu/eDY1GAwAmyyUkJCA/Px/ffvstAOCTTz7B3LlzLSYLt27dwmeffQYhBLKzs41129q/lvpXe8JRU1MDIQQ++ugjszo72k892V8CAwMRGBiIPXv2IC4uDvHx8di8eTMmTJgAT09Pk2WtxWFr/Y8++ihycnIAAAcOHLCYZNbW1mLChAno378/ampqkJOTY9JHDhw4AOBO4nj06FFMnDixw/a0t92t9S8iogeJh7MDICL7VFZWIiYmBm1tbdi9ezeUSqVxKk67ESNGYPPmzRg5ciQGDhyIhx56CHv37jWWR0ZGYuzYsZDJZEhLS8OTTz4JiUSCnTt34umnn8amTZvQ1NSEf/zjH4iMjMSFCxfM4pg/fz6CgoJMngdiq157rFy5Eunp6YiIiIBCocC8efPw/PPPd/geW/WmpKSgpKTE5NvOJk+ejKysLAwaNAjh4eEYPXo0VqxYYbbu0NBQvPzyyxg/fjxCQ0MxcuRITJs2DcXFxQgJCbG5PevWrcNzzz2HP/3pTygrK0NGRgb69u2LYcOG4eTJk0hOTkZOTg7+/ve/IykpCRqNBkuWLEFmZiZaW1tNlvviiy+QkZGBcePGISoqCn5+fsjIyLA4qhAeHo7f//73SE9PR1BQED766CO79q+l/gUAq1evRmRkpPFb0C5dumT3fho2bFiP9RcAeOKJJ/Dxxx8jICAA/v7+8Pb2xrRp0ywuaykOW3bv3o20tDRs3LgRUVFRFkcI165dizVr1iAjIwNCCCxevNhk5Ku2thbx8fEoKirCrl27jPvVWnva2+7W+hcR0YNEYucVHF7mIXKi4cOHIy8vDyEhIfD19bU5LUav10OtVqNPnz7G1zZt2gRPT0+kp6dDq9Ua76O4W319Pfr162dzak9LSwu8vb3tqrezmpqa4OHhYXZVvSNdqbd9ypSl7bh3OYlEYvZFA/ZqbGyEr6+vyRQ9g8EArVZr3MaGhgb4+/ubteu9yxkMBty+fdvqdhYWFuLnP/85Tp06hcbGRgQEBJgtY2n/2upfarUanp6ekMvlVrezo/3Uk/2lM6zFYUtDQ0OHMQoh0NDQYDWRsLb/rLVnZ9rdUv8iInITNucZc0SGyIX4+/vbtZxMJrN64iWXy62ekLbf2GyLtZPBjuq1V/s3THVGV+q194S2Kye+d7OUTEilUpNEwlrs9y4nlUrt3k5L9QId719r/cueKV8d7aee7C+d0dW2tBWjRCLpcDTE2v6z1p6daXdr7UxE9CBgIkPkAv785z+bfMtSV6SmptocySHXNmDAAPzhD3/o9Pu6o38RERE5GqeWERERERFRb2NzahkvzxIRERERkcthIkNERERERC6HiQwREREREbkcJjJERERERORymMgQEREREZHLYSJDREREREQuh4kMERERERG5HCYyRERERETkcpjIEBERERGRy2EiQ0RERERELsfDzuUkPRoFERERERFRJ3BEhoiIiIiIXA4TGSIiIiIicjlMZIiIiIiIyOUwkSEiIiIiIpfDRIaIiIiIiFwOExkiIiIiInI5TGSIiIiIiMjlMJEhIiIiIiKXw0SGiIiIiIhczv8Hko648vbfUX4AAAAASUVORK5CYII=" alt="Figure 1."/><br/>
Now, let's get a look at the connection between diabetes and obesity in the EHR population. Here, we are comparing the distribution of BMI's for diabetics and non-diabetics broken out by age and gender.<br/><br/>
<img src="data:image/png;base64,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" alt="Figure 1."/><br/>
We see that the diabetics do have a higher BMI than the non-diabetics on average. The difference is starkest for the youngest demographic, while the older populations show more similar distributions of BMI between the two diabetics and non-diabetics. But keep in mind, diabetes is rare in the young and the boxplots for the younger demographic are based on relatively few patients. </p>
<p>The next figure show the BMI distributions as a function of age bin and diabetes status. There are a number of things to notice here. 1) There are many more non-diabetics than diabetics. 2) The diabetic population is much older. 3) Almost no-one is in the “healthy” range for BMI. 4) Among non-diabetics, the BMI distribution shifts towards the right as the subpopulation ages, i.e. people gain weight as they get older. This shift is less obvious in the diabetic population. The young diabetics are just as overweight as the old diabetics, if not more so on average. <br/>
<img 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" alt="Figure 1."/></p>
<p>Despite the link between obesity and diabetes, only about half of the diabetics in the EHR population are obese (BMI>30). Also, the majority of obese patients in the EHR data are not diabetic. Here we have a plot of the number of EHR patients above a given BMI level who are obese. Even in the EHR population, most overweight and obese patients are not diabetic. <br/>
<img src="data:image/png;base64,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" alt="Figure 1."/><br/>
This holds true even for the most obese patients. Here is a zoom in on the right tail of the plot for those with a BMi above 40, i.e. the severely obese or class 3 obesity. <br/>
<img src="data:image/png;base64,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" alt="Figure 1."/><br/>
And just for good measure, here is the proportion of diabetics at a given BMI level. There is a clear trend that starts to increase above a BMI of about 24. At the extreme low and high BMI values, there is only a small number of patients and so there is more noise around the mean trend. For the thinnest patients, the rate of diabetes is about 10%, and then it appears that the rate of diabetes tops out at about 35%, but there are individual BMI bins with higher rates. <br/>
<img 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" alt="Figure 1."/></p>
<p>Here, we have a plot of weight over time. Each line belongs to an individual patient. To aid visualizaiton, I am only showing patients that gained or lost at least 75 pounds. The color indicates how large the weight change is, so the biggest losers and gainers are in rich purple. <br/>
<img src="data:image/png;base64,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" alt="Figure 2."/><br/>
You can see that there are a number of patients who have lost really significant amounts of weight. Also, while in the non-diabetic population we have a fairly even mix of losers and gainers, in the diabetic population most of the significant weight change is losses. This suggests that diabetes is a sufficiently serious diagnosis as to inspire weight loss, or at least weight control, in the patients. </p>
<h3><a id="smoking">Smoking</a></h3>
<p>The EHR population smokes less than that general population. There are at least two ways the EHR population under-represents smokers: First, there are more women than men in the EHR population and women smoke less. Second, California is over-represented in this population, and California also has one of the lowest rates of smoking in the country. Still, a state by state comparison broken out by Gender shows that even after accounting for state and gender, the EHR population still smokes less than the general population. <br/>
<img 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" alt="Figure 2."/><br/>
I think the low rate of smoking may be evidence of a socioeconomic status of the population. People with low socioeconomic status smoke more and go to the <a href="http://www.rwjf.org/pr/product.jsp?id=54208">doctor less</a>. Here is a plot of smoking rate versus education level, a decent proxy for socioeconomic status. (The data for smoking by education level also comes from the Census.) The EHR population smokes like people who graduated from college. <br/>
<img src="data:image/png;base64,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" alt="Figure 2."/></p>
<h3><a id="MU">Medical Utilization</a></h3>
<p>Smokers are an unhealthy group. In the EHR, they have more diagnoses, go to the doctor more often, and are taking more medications. <br/>
<img 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" alt="Figure 2."/><br/>
Here is a word cloud for the Physicians that smokers see, excluding general/family practice or internal medicine. <br/>
<img 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" alt="Figure 2."/><br/>
Based on the doctors that smokers visit, we can assume that the EHR smokers are pursuing treatment for these common complications due to smoking: heart conditions, food problems and nerve damage.</p>
<p>Diabetes is also a pretty serious diagnosis. The EHR diabetics do not necessarily have more diagnoses, but they do go to the doctor more often and are taking more medications than non-diabetics.<br/><br/>
<img 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" alt="Figure 2."/><br/>
Here is a word cloud of the physician specialists seen by Diabetics. I have excluded General Practice, Family Practice and Internal Medicine, who make up overwhelming the majority of doctor visits for diabetics and nondiabetics alike. <br/>
<img 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" alt="Figure 2."/><br/>
We see that in addition to endocrinologists, the diabetics in the EHR population are seeing specialists for all of the major complications of diabetes: cardiovascular disease, kidney issues (nephrology), and foot problems (podiatry).</p>
<h3>Summary</h3>
<p>The EHR population is biased towards middle-aged people carrying substantially more excess weight than their doctor would prefer. There are slightly more women than men, but the bias is measurable without being dramatic. The population has some regional bias towards the larger states, and a lot of bias towards California. There are quite a lot more diabetics in the EHR population than the general population, even after you account for age, weight and gender. The EHR population doesn't smoke much, which could be a clue about their socioeconomic status: they smoke at about the rate of college of graduates. </p>
<h3><a id="dataprep">Miscellaneous Data Preparation Notes and Issues</a></h3>
<ol>
<li>Age: EHR includes year of birth, which I converted to age by subtracting from 2012. In a few cases, age was calculated as the difference between visit year and year of birth.</li>
<li>Some data for minors was included in data set. If you subtract YearOfBirth from VisitYear (excluding records where VisitYear=0) you find 819 records for minors. The youngest individual being 15 years old. This is presumably why there are records from Pediatricians in the dataset.</li>
<li>I removed all records for weight, height and BMI with unreasonable values. This means height measure above 9 feet tall or less than 3 feet tall, weight measure above 600 pounds or below 80 pounds.<br/></li>
<li>I removed approximately 35 records from Puerto Rico.</li>
</ol>
<h3><a id="sources">Sources</a></h3>
<ol>
<li><a href="https://www.kaggle.com/c/pf2012-at">Kaggle and Practice Fusion</a> provided the main dataset of de-identified electronic health records. This data makes up our information abou the EHR population. </li>
<li>Data for <a href="http://www.cdc.gov/mmwr/preview/mmwrhtml/mm59e0%E2%80%A6">obesity by state</a> ultimate source: U.S. National Center for Health Statistics.</li>
<li><a href="http://www.census.gov/popest/data/datasets.html">The population of states</a> was derived from census 2010. (U.S. Census Bureau, Population Division.)</li>
<li>Kaiser Health Facts provided a summary of the rate of <a href="http://www.statehealthfacts.org/comparemaptable.jsp?ind=70&cat=2" title="Title">diabetes</a> by state. Ultimate source is BRFSS.</li>
<li>Smoking rate by state is derived from U.S. <a href="http://www.infochimps.com/datasets/current-cigarette-smoking-by-sex-and-state-2005">census data</a>, prepared by Infochimps.</li>
<li>Wikipedia gives the <a href="http://en.wikipedia.org/wiki/Body_mass_index">BMI thresholds</a> from the World Health Organizaiton (WHO).</li>
<li>Study show, lower socioeconomic status means going to the <a href="http://www.rwjf.org/pr/product.jsp?id=54208">doctor less</a>.</li>
</ol>
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