{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Dfsu - 2D interpolation\n", "This notebook demonstrates how to interpolate dfsu data to a grid, how to save the gridded data as dfs2 and geotiff. It also shows how to interpolate dfsu data to another mesh. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\jem\\AppData\\Local\\Temp/ipykernel_10736/593968638.py:4: DeprecationWarning: `set_matplotlib_formats` is deprecated since IPython 7.23, directly use `matplotlib_inline.backend_inline.set_matplotlib_formats()`\n", " set_matplotlib_formats('png')\n" ] } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from IPython.display import set_matplotlib_formats\n", "set_matplotlib_formats('png')\n", "\n", "from mikeio import Dfsu, Mesh, Dfs2\n", "from mikeio.spatial import Grid2D" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "dfs = Dfsu('../tests/testdata/wind_north_sea.dfsu')\n", "ds = dfs.read(items=['Wind speed'])" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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cqP07Ma6pjca/Jfg6d1Iu5vZQPEMWFqam0N02yL66lqA2q44cY9ryKQC4h7WmIZsTlUZNUl4KC84uYs+uehqrO0f1bzAos+whu3vUtqojrTRUtbNgySRCwkwUz8pkyzpFm3O5lZl+4awMjpYeD9rPNuDk47/v4tonL8LeZ2fyrEzq67vJKUrmo08OjDqOy6X0NWVyAoePdwRv8/h4/rPt3HvNYmw2F+fNzONYXy+5adH8rfrgqL5OkB7mxyWzv7c5eJvk5cny9TxbsowQtZ7L0gtptPUyMTyCd5v2j+rLJSl9LYxJp7SvKWibW/LyTPUaHp9yKhaVgfPii2l19hGvj+DTttF9OSVF6MwMzxp1XgNeJ6/V7uW2nMVYvU7mRWVxpKeDVG0E7xwtH9WXZVgzmpeYxIFWReOt6u5mZmICLdZB7pk/h7vXrR+13/q6YxQnJHDahEw2H1eeWffQECF6HcszMtnZGnxez+3fzeUTJ3Oou5MVqdnkRsRwzNoPwLvVRzglPYNT0jP45GglVxUV8tL+PUH7HxvoJyNcMW+nhYfRMDAQtP2JHdu5f9l8Pj5ylEVpaZw3aSIbmupHnfdX9bUMDLlRI3L7xAVs6VImDN+0HmVGuKIB60XlnrQ5B0g3RiMKIg6f8k47fMq9LwnPo8qm9H/IWsX5seeiFTT0eTs5Yjs46rhHbKUUhiyi0DKXRudBFoZfzda+F4Pa2KQudCrFfK4RBGRcuH37QVU43EKFIKYg0gfCj2Mg/L8IGcZ9amPg3yLU8nLzcDf78Lo1FJhj+GhHxag2vbYhotJjEMVgranjeA9puQm0dAxStmv0YAFQU95C8dwsmht6xty+ZVU5WpVAXEIooRFG/3rboBNRhKL5E6g+1Dxqv6a6LspKm0nIjOHUy2aSnpfAX17fNqodgN2uzMBnzMjgSONowdszOMQbmw+SHBdGycRE5uQk8XTZ1jH7GvS4EYA5CSmUD3SM2t7tdvBq/R7iDCaKIhOYG5fMSyMYhyNh9Spm2lkxqRwdbB+1vc/j4PWG7cTqQskLSWRqaDqvNGwc+xqH+5oWlkm5dXRfNfYe9nU3k2aMYGXcJPLM8fx27+4x+9KIyqs4OymZI52KiXNVzTF+Pr2YgrgYHtu8FfcYhIStx5uYnphAQXw8Vb2B513X10daWCidQ45R+9y/bTNX5xWSGRLunzAAdDuHSA4JJdkSyq2zS3h851akMT70E6ZJy4h4yxNweDz8/fAhzpg0gZyoKEKNenpdzjGv+e2qI3TahphkiWPf8KSg3tFHqjEKk0rnF2Cg+DlbnX3+3+3OAULUJowqDQ5J6f/wYDXphlT6vV3stW5nLNh9NnSiGa2oYlrIGVQMforE6MmfOOxDEwho89IwgUTQnIPofkf5X9CME0X+TZCR8XzHy48B/xahNnHiRFwOF56OAX7/5c5vbaePMlO4NI+KPQFznM6kxS2ITJ6Zyc1PnM1lNy9m6uwMtPqAL2L9Z2Wcd9Ucvz/tBEQRUjKjWHRaPiEhBjQakajogJ+gsryN/BnpGIw6hmwuxsLeTdU0NvRgirHwXy9vRJLGfhHqjnWRkxWDMVTH4NDYfVW39LC2rI4Qi5ZHD2z+1lfqUG87RVHx6DUq/wz9ZFRZO1nVXkWIVsvTVeu+ta+j1namhiegVYl+Tetk1Nq72NNTj0ml58W61d/SE9TaO8k2xaFGg9PnHbPN2s5aqqxdpBjCeGT72EIbYMDtJFyvx6DW4BimiFtdLoY8Xkrb2vF8y8ApAWF6PR7JFySAPqysxKBWEWs0+Zc4k4l4k5kQnZadrS2kW8J4o6IsqD+TRk2SxcKH1Uf9psGTccIcfDJp5AQOdnbQ63USYzRi8wQLDI0oMiUyhuvyp3HvjHmkWkIRJIH50QHSjVGlpzA0lY2diknbIGoI15hJ1keiFxVf3Z6+OuaGFeCWA89welg+giwQr0vk3JhLWRl1NvnmqVhUwWzGIWmIUHUkIl66vdWMBa+sQYUFyReYrHhkCdAhqEtQyaV4tTfjlTNRfct9GMf3DFkhaH2Xy48BP2ic2gmYzWYSk5Jpbqzj4nmTWV1aS7d19IxasuiYdUYRf3vkMwxmPdc9dREDXujtd/D6q1uwDjgJizCSnhnN6VfPJSREj06vQaNWIapFrrhxIV6vjM/jw+XyMORw097cR2NNJ/u21nJz8mnIkswFPynhg7d2U3mkhUsum4HbOfZgP2dFPtOX5mIK1SP64Jc3Laa2rosvvizD4wmOFyk/0sLpZxbg9I0dR5ISHcpF8yeTGB+CW3BzT8l01D4dz5XtpssZfC/2d7dxXU6R33R4MqaExXFeSj6SMESETstDecs4Zhvgrca92H3Bg2ppfzM/SS7B/S0C7az4ycyOTsKgUqESRG7PPp0GRxcftOweJQTLBho5M66IoW8RaBMsUVyUMpVkbThdg04em7uIAx1tvF9VMcrUsampkYKYWJyeQF93zptNmE6L1eXklyXTMeu0DHm8DDhdlLW3c6CtnUG3G61KRceQHZ1KxYKUVKbHxRNu0BOpN3Jl/hSGvMo9kGSQBSVThkmjQasSuSA7FxAwqNVoVYoQ9ElwtKd7zGsChYhSGBtLk9X6rW3+WnaQv6w8lV6vwI0FxUTqDRjUGiRZZl97K+9VlmN1u7mhoEiZbOmi+UVmHC/XbUeFismhSfyhdjPZphiuTpvD5s5qmj3d3JV9Fn9v2kKjo4vLU2bR5+1EQOCi+JX0u+3Uu5oxqtR83Pk2IiKp+kzmhS8hVB2OT/bhkpyEq6NRo6Vs8L1vPf92Vz1JhksY8n7jXzfoXoNOew14O/Dqf4vo+TseZyQhYRO/tZ9xfH+QUSZ14wjGPyXUBEFoAAYBH+CVZblYEISHgOuAruFm98iy/PU/e+B5c+bw8ddfcCill0vPn0G0L4SBfjd7qprZW9OC1yexr6OLJVERJGTEcM5tK/njCxs467ISXnljB1dcP58/PLuG/l4Hpb2NlO4NZOQ588Ii4lPCWff5IcpP8o2dQM7kRA7tqkejU9PV1s81v1jAX/+4GXOYkb62gJ9EFOHCGxcTmRjO7q01/O6xL7npjhW4hzxUVrZz4EAjt9y0hM6uQT765IDf7Njb5yAq0kKHO9j0NCU9jtNn5NDtGuKJTdu55/x5hDvVtDh7+Lq9jCsnl5Coi+LvFUcoHWZA9rqGiNAZ6PIEBlEBODVhInNjUmh0NvOn5o8ACNWejhuJzf3buCd3OVaPj3807qN5SLmmXreDKL2JLnfgGtWI3Jg5lxijjl39pbx8fCu3pF1Eh6ubwwPtbO2u4dbMlfR7HbzbvNNPMOlyDxKvD6XJHmDUAcyLzmBZ7ASODwzywO7NPFqwBA0q7t64kbzISJ6ev4TKvm7eKD+Me1jo721v48bCYgbdiqn13gVzWV1RgxqB/JhYHt68JfBMgBmJCcOCTke8yUSEUc8Dc+fxWU0Vj+3exkOz53PjplXcOWM2t24brW2+MHc5B7s60arUPLEnYEI+NS0LGZmbiqZj1GjocQyxpr6OI91d/jarG+q4eeoMXtwX7G/TqlTMTEikJDGRUL0OvVpNnNHM07u34xxD0wzRakkNCeFIbxdrOqqJM5h5fPJpNNp7KQiP4fT4AiaY47jz8GecFpvHgGeIe49+zO1ZK6i0t6AX9BwfauPG1Ev5tHUTWrUWm9RJnC6GWE0CHZ5W6p01o8giNyffgcQAiyJ+iU+WcUl2ujy1tDhLcUrKO1Y7tJV882302H7r38/tO4BsuBPBtxqV83YEfLg8y9ENM03H8UNDwIfwPzf7fwz/fzS1RbIsnzx9/Z0sy8/9bw48Y8YMPvjwAzztfbzk2eRfv2BKFnfPnYPXBl09DqJiIlh0zUKefUyZMYZFmujusVHV0E3J3Ex2b6sL6jcjOxpLlJmGpj6Wnz/tW4XaaecX8cK9n3DJDQvZtroCa/8QN99xCqJGzbHKNkLCjFx22zK8Pvj64/00NSqhBz+5fj6fv72Lsy+fxaSJcXz11SGef3Y1ISF6rr16Li63l48+OUBX1yBIMvWd/QAsnJLOvLw0yru7eGCtwuC7dt5U3qo9xNV5eeRaEvikdR9/O74FEYGVyYVckbuY3W1tvFt3FFmQKR/oQK9Sc1naVCaGRrCxZx8vHQ/2UQ167ehUWoYkFy81foQakcvSlmEULXzdVsme3kZkJCqsrYRrjNySPQ/EIVZ1badtWDtZEjmDrX3byDAUUBCWyCetB3i06kuMopZfZC5CBD5u3UvDUDcyMketHagEgbMT8ykOT2FLSyN37VKygdyaO4u/HS7jusnTACjv6eH29etJCw3lsTkLOT44wGuHy3B4PWSFhbOprpEHF83nw9JyKrp6WJCVjsPtISM8jGN9yr2UgF0trexqaUUAXjp1BV811PDVsQA7UxAF2h023q0s58bJ0/mvw4HMLbdMKeGNisOcm5WDTlQRqTfQ4wwI5uM2K980Ku+VVhQ5P2sSV0yewqDLTXlXF6sb6sgID6NxYIDZSUnMSkwi3KBHBtYer+PpA0rmk6fmLqayp5vZiSlsaGoY9Q7eWDidJw5sJckcwtyYFD46fpR79mzkhVnLidOF4PPBM1VrR+33bO0qzogtIFYXwuywabxU/w5uvFwasZytAxs5OHiY65Mv5532P43a98LYn3DEtp3J5kns638RH8okLFw9gSLL+WhVIXgkF3apB2QnIfqfoRZjEAUDsjSIiA2QEIYzWbjd6nGh9m+CjGJ9GEcw/i3mRwCTycTkKVMY6mhgTyBOlc29tWzurUWNyDOTz0ZQGXn1xk3+7WqtCo/Hx1dry7nnV8so3dOA2618YFqtmrMvLeGZF9Zw8w2LWLXmCCvOm8aqj4LZiZOLUji06xiyJKPRKv6AQ7vrGewf4qrbljJrRT7JuYn8/c9bsQ0GNC1RhNBQPcfrlMH/8zd2cuppU/jyizKsVicvvbAOrVbNT6+ajd6gwWDQkBBp4aHLl7C2po57VwcTLuLjLJTvVTSAN49v5YLEEt5p3omEzFftpXzVXsq00DSenTOfBK2Jeao0TklM5e3W9Xw9PMCPhY/bNvCzlJW82PA5XiT+3qJoKqdEFnF24qlEa0M4PSGHGdFhvN/xKXZf4BoFBKZYMnm1ZSsZhgI+advCOQlFfNi6D4fk5rma1YjANanzidFbCFEbmBwaz6LobN6qOsQ7lVWB+wVEqI3UDYw+14aBAe7csIFoo5H7Z86j2+kg2mBkaUYGL27ZRV2vso9XkvjD9j3cf8r8UXR+gJ8WTuHvh8qYmhjnX7c0NZ3NzQ0A7G5vYW5CMmnmEBpsVjIsoYgIHOhs4/ysiTy+Zzu3FpcEaWsj4ZYk3q4u5+1qhbGZGx7JI/MX4PJ6eGjBfNYfr+f50p2jzEATwiJoHOjn7+WHeG7hUvZ1tGJ1B0zBaSGhIEhYPW7qrf1cnJPHR8eP4pS8PHdoB0/PWMYX7Yf5NnzZUca8qAm80vwBbhSTbZQulAGvomntGThIsWU2+wYDqcWmmmfQ4a7F4Ruk0r6VHPO5VNgUwkeft5q+wYB/TYOJdN3TeFz/wM0JAo4ai+EWBOk4Xu2vUbt/i9sjBCUoH8cPi3FNbTT+WaKIDKwRBGG/IAjXj1h/kyAIhwRBeE0QhPCxdhQE4XpBEPYJgrCvq6sraNv8ufPQN1tReYKHhBitmUfzzmRTeyNf7Krm7J/OHHEigYf45zd2cOnVc/2/f3n3Cl7+y2ZkWUn7c6ishYlTk9EbNEH9LzuzkA2fHwRArQk4ueur2rFZnXR32Xj7L8ECDeCKGxbx6ZuBPIx1lR3k5sQhioFzcru9vPrnLfz+hfVKcLdR5K6v1rO+uiGorxNa2gk0OruZYI5FIwQ73Q8MNPBM7Rc4cZBu1nPEVkeHu5//Dv1eGx5cGMXgGfSanv282PgeMToN5fajvN+2JkigASyLmsm6noDwrRtqoyAsAdWI+y4BrzZu4fGqrxBRMejwctvOtX5z6Qncmjeb148EEzFORpfDwT2bNuLz+jCp1Kw5WusXaDq1iMPjQQJ6bA6yIyKC9o0xmciICGdvWxumEQPrKekZQZrRi6V7+FWhEnd1c8FMfl+qaG2iIOD0etGKKqINRv4ZzIxPomnQSpdriLKuDtY1NYzp1zh/wiReKVMmU/dv28TdM+YEbb9+yjSeLlUYikM+rz/rCsCpyTm8XLOTn6XP5dtwauwUamzHyTYGAvN9csAfecBaRroxkHXEKJqZaM6idHATakHNoLeNEHU6AmOTPEI0ybg8qzHqbvCvU4sTEaQGRO9XiL5DeHV343IzZob+cXz/UIKvhe90+THgnxVqc2RZngasBG4UBGE+8DKQCRQCbcDzY+0oy/IrsiwXy7JcHB0dXFpp0qRJmMxmYtsDLLPpYSlclzafO/atJt0YwXvbjxA7Oda/fSTDrafXjlcFmRNiufxn8/hy9WGsg0pf4nCWiL/8ZRsXXxcIGi2encmBbTWc6EatDnzUp5w3Da1BjSTJREaPzJ4AKrWIQa+m9Xhv0PrP31S0tZMxdWoyDq+XSLUBtTj6NsfHWSjvCxbyrx3fxMXJM0e1PSt+KhathEPuxyN3c2/2ecyLyBvVbiQ+atvAz9JWjlp/Q9oKurzdFIZkoRODZ9giIrmWVOqdwRVDPmnbwnmJxaP6WhqdiySJxBkt6MVgpV8EwtQG6sfQ0kbiF0VFPL5gIUc6urB7vMzLDKTxirNY6LYrpJk/7NjH5QWTg/a9eeYMHt6qMCr1KuX4RrWaVvtgEPvTK0v818G9vLbwDP5Ytg/vcGbzExlrnt69neuHzaPfBhF4as5iWmyD7G5r5h+VR5gaFzdmW7UoEqbT+4XdkNfL2vpjXDpReWYlcQnUWLuDhKF7BKEoyWRhS9cxIrQhY36gIgIzIzL4sG0bOebA/XLJwROUrzrXcXrUhQBcGHcpa3qUBMdqQYNXdlNq/Zws02ljXkOqYR49rj/jFQMputSqySAp/jnRtw7Ru2Xc/PhvhAx4ZPE7XX4M+KeuQpbl1uG/ncAnwAxZljtkWfbJsiwBrwIz/n8fXBSZO2s2EzqUIejS5GLyzancV7oOt+QjVFBmgB/vP8qZP1G6P5lC/9o/dnHpNXPos7s4UtHmX39iwOrvdyDoNSSkKIrkvFNy2fxVwKwjqpRbYDDpyJ2WwkCPg7f/uo0rb1ocdJyrblzER3/bwckYS1sTRYFlK/Pp7rXzl6/3cc/S4Bn3NSdpaSfQ6uwj3RilZN8YhkmloyQiAYfPxpHBI2hEFX9qehOL2s3dWecyPTRrVD8Agz4HDp8dsyqQSzBaG4pKHMIpOfmw7QMujj8laJ8V0bNY07Vu9DUOtTE5NB6VEHhdtIKKuZE5dDkd/K58J/dPXRC0z6/z5/D6oYNjnhvAL4uKeWz+QjYda+C+DZtYmpFBs3WQt0uP8LOZioCJt5jptAXipDqsdiZGKbbq0ydks7O5Ce8wAeMEvf6X02bw9tFgs51Zo+WSnHwkoLoveFIC4PT5UAsisUbTmOeaaDLzuwXL+UPpXlY3HuOU1Ez2dLSyuqGO0zNG3/8zMyfwj/Lg57uxqZGJ4VGkhYRyQc4kXq8M1mCHRsTLnaDpv1a3h5syF43q/+yEaXzRvgMvEha1Mvkyinqs3uBA8DZ3O15ZzTnRF7Fn4Gs8sjLhUwlqvLKbbk8dkZp8GGOGblZZAIkB5yq0aqWsjFY9EUEa8Y1JzYgqEa93bPbrOL5fyAj4EL/T5V+BIAgXCIJQLgiCJAhC8Unb7hYEoVYQhCpBEJb/Swf6H/A/XoUgCCZBUCIxBUEwAacARwRBiB/R7BzgyP/mBObMmYO3c4BfRk6nw+bij1UK8SFEo8M1oHwsh493klCoHM53klA7+8wCdFF6Bm1jB7gC/PUvWzj/6rnMXJTDnpNj11TKB33ZTYt45alVALhdXnZvqWbhCmVmrdUq+QG72oIHjRM4WVs77/wi3vlSMT11Ddjp6rSRFhmY8SbEjtbSTuDVhg1ckjzb//v69AV83q3MsPdZS5kboeRR3G0t45Xmt0g1Grkz8xzyLamj+vq4fQM/Sw28Pz9LXcrnnQrhZlCygeAi3ZAAgEpQMcGczHFXy6h+AD5u3cR5CUX+31enzeO5csUP1eMaotHez6RQReCIQIiop94afL9E4NYZM3hk/gLW1B3j/o2bONrdg1mrpdfhxCdLlLV1EG0yYtSoSbCY6bIHwhte3rmfyybnY9JomJ+Wwpe1AWKIenhgtui0dIwIuD4veyIPzZxPp9VOVXcPBVGK1m9Qq4MCr5/5Fm3tzPRsrsmbxm+2rKXZruR/1KrVOLweNjQ3sCBp9H0vjonjUPfo5/vg9s08NmchG1tGJw3odQ5hVCuTmRO5Io87+tGLOrQjNH2VIFIYmsRRu5INRiMo2nZRyCSq7XWcjGp7LeHqCJpdtSP60OAbFpyVti2kGoIFp1mVgCAp52jzbkelUSwdaiEEASXJsyzEI+l+RZjFRV9fH+P490CShe90+RdxBDgX2DJypSAIucDFQB6wAvijIAjfW3DjPyOaY4FtgiCUAXuAr2RZXgU8IwjCYUEQDgGLgFv/NycQHR1NWmYGe/cc4MvmAMlgSVwmn28P/P7kQCVn/mQGnuGEx6Ehem67bRkHIgc4Yu+hYFZqUAHDkf9LEhyqaGXF2YXsWHs06PiiKDKpMImBHps/KTLAtg1VFBSnoVKLXP3LRXz0eiBDg96oJSQs4IMZqa2FhRmITwmnrjGQ3eLNdaX8YuZ0YFhLqwvM4rWiCrUYeL6dbitJ+nAMKi15liRUqh6GpMAgXT9UT6o+MJ/Y2LeLv7T8g6mhsdyeeTZ6VcAUZPc5GfANEq42syyygDLbQbwj/C6fdX7OWXGKhnVq9By+6ljl3xauDiVGGxDEx5wdfm0tWR+ORtbT5hz0b/9r9QGun6hc42/y5/Da4YP+bWpRJMpo5KF5C/iyqoYHN26muiegMd02cyav7Q+0//32vdyzeC6xIWaszuAA6NZ+G08sXczj24KJHSpRpCgmjj0dSvLeFEsIz85bitXu5o71G8gIj+B3e3azIk3RrMwaLf3OwPN2Sko2xUh9QLO9d/pcjBotj+zeEhT87RhRP2xTSwMLkwJ+rTijiYExgrbnJSbz3KKl9LmGWJqcQawhWCs81NPOzMgk8sOiqbQGMtC8WrubW7KW+H9fmDCdD1oChBmfJKMR1OSFpNPkDJ6QzAydztSQqagELWHqgOlfLajxDrMem1z7ideVBO2XYVxKvzNQm83uPYQo5CAMG0xlIQqf7k60rjsJD3HQ2zta+x3H94//NJ+aLMtHZVmuGmPTWcC7siy7ZFmuB2r5X1j2/ln8j+xHWZaPAQVjrL/8uzqJRfMX0PzuOwgxMcjDZrzckFjWtQVmtGWNHZx9zkTsbQ7mz8li2qIM7ty/CacksSI7i390HGXp4kmsXX90zGOYzHocHi8/vWsllhA9tj47X721G0GAlRfP4Ld3fTxqn7f/upUbbl+O0+7CEmZgxfnTCI8OQaNXowvRc809K7AYtexce9SvraVnRPPS34MmKvgkmdW7q7l4Wh4JsRaqW3o4MzWH4ph4dGqRBKOO+3POZNDrpmKwlTeOb+by5DmkmEL4oPPloL629G7np4mX81LjO0Hrv+7eRIYxmSviT+PXGRcw6HVTa2vmm47tXJt6KhrRy99a3xp1jbv6tnNa9FwyjfH0uJtZGbMMt+yl1dmFQaXluuTTCdUYOGQ9xketmzg/oZgJ5jjuOrAmqB+fLPNBQznXZE/FLOrocji4YMIk8qKiMao1CJI8JntRLYr4JJm+EQJmwOmitqeP/LhorMMCIinUwrn5k4izmAjVabl5xgy+qatjb6sixGRZ5qJJedy3cyM3FUwnQmfg7vUblIwjOh1NVisSEDlMajBrtHQ57UHn8vTuHby24gxqBnp5YcFyXj10gPLeYI0rSm+g2R6IF/yqvpbn5i1j03CC5ksn5fOHA4HwgVijkdtLZrOro5nbtq3l/hnzeGr/dh6duZC/Hj1AzcBwlv/eHn4+ZSqSIPHm8cD+7a5BvD7QiWq0ooqJlji+7Aq8X4etjaQa4tGIIp4R2UWWRy3BKwk0OFr5xr6dc+PO5fOuPwPD5scRFRqODx0mXldMm0upfhCijmRgROLsXud7pJgfRcSJTBg+3f3oXHciIhEeYqWrf+x0dOP4viHg+7/hB0sEdo343Ty87nvBv43SPxLTpk3jrbffJqp3iK4oRQMKkUc7n785UstNS6dzNNTKr/cGqiJrVCK72lu5dOYS1m04iiiK+HyBmXXJrAy04Tq6OgZ57U/KwBoaZmT+ynwiE0JZ++HohMQAXe2DxMSFYBt0kl+Szvtv7cHt9vKT6+cRnxrJO+/sYXDQSVFRGovPm0ZScji7DjX5QwxGYkfFcV5ctJIho8TjJYv4sOkQj1QoNPHnihfzetv7+GQfWcYkrkidSZIulp3W0UHDPnx0ujsIV4fQ5w3OaLEksoRebyfvtL8JQJIuicuTFxGnCeOzri/GvMZKRxU3pyyly9OPBy1/bvoQn6ycf0JiEr+vV84h35LMouhisgzxfHy8YkzG347OJn4xoZh+p5u7ZszmrYrDfFB1lMLoWK6bPJXU0FAaT0oA/KuS6bx5cLR/8Y39h/j9Wcu5oqiAlNAQ2gYHeWX3AZxeLw8um8+jm7dy3sQczlu8mONWKzaXm7SIMJ6as4Q/7NkbZPr8RVERfzqgVEiv6OxhUkQUBpWaTntw5ha3JGFzu7g2t5BbtqzBPkZF5zMzJ7CpOZhIs6utiRmx8eztaCPeZMbh9SIC986ei93r4d6dG/1pxDSiiEeSuGfnRu6bPo+1x2vZ2dlCv9tJhNYIKoked/B5vVK3i2cKT6XQm8g/WoLj1nb2VnJ24lS8wwJNQOD8uLOotbWwc+AgVySehdU6QK29kWxjITWOg6gEVVC+xyrHepZG3kSbax86MRSN3B90DBkPLqkbsyoUn/5hdK57EIfDCMIs/dQ0jQu1fweUjCLfuVCLEgRh34jfr8iy7C+zLgjCOmAshtS9six/9i19jqUCfm8Rdv8RYl6r1VJcXER+nzJUxuhN9HUFZ6nISYziwgW5lA/18G5NwC8WodfTPexDebv9KMuW5KLVqnA5lY8uLT2K4rmZvPnZfgRV4HIH+h189elB+vqGKBmuv3YyUjOjCAk38cz9n/PFBwdwD2fxj44Ppbqug1NPm4IkyezdW88fX97EocMtpCZHjNmXXqsmJsRCiErPA4fWcqAv4HD/4vgxCi1KQcxaRzOvNH2IVepgasjUMfta27OBSxJWBK2LUIciy07EEabqZlczH3S8Rb+vg8WRc07uBoBQdQhWrx2Hz0mptcIv0E7GkcEmXqlfR4vDzvTIlDHbRGj1DLg97Gxp5oHtm/2kjBkJCdy/dTOXTc4ffXydnuMDo9NNSbJMnMWMLEncu3ojf9ixz+8DO5FK66PKKu5eu4F3yo6QGxWFzydx27p1o3x5BrWW3uHg6rcrjnB6ejZRRiPdjmDhcWp6Fl4ZepxOHpq5gJAx4q8mhkeNYnR+XFfFRRPzWJicytr6Y1w8MZfHFizi9Yoyni/dFZQX80TxVUmWeWTPFmbFp3BaivLs3ZKEWx5Nuuh1D9HpdBCpNdLmCvZf2SQnEepQnNIQKlT8NOESdvYeZufAQeXah8M6tvVvJd88FwERYYzPvsfdRoRmAunGpfQ7Xzlpqx5J9uETC9G4X0UkYF4ND7HTP8bzG8cPg+/B/Nh9gq0+vAS9DLIsL5VlOX+M5dsEGiia2YiqySQBrd/S9l/Gf4RQA1gwbz6atl60bh/L47P5eGsgc/8l8yZz+opUKlQNhJ5EUJsQEcG+VsWXsKujlckzkzHoNQw53VhC9Fx4eQnPv65oZ4IYPGFYsjKfrz4+wOqvDnPWT0dT6S/46Wz2bg92vk/Ii+doZQdOp5f44WrYJyCKAs1t/WSmRnIyfnP+XMrq22nrH+TZglODtm3ubGByyISgdS55iH3WfcwJncfJcEkuHD6bvzQJwGkx8/ms8xO63T2EqQMhgxHqSAY8fRwc3MP8sNmj+jor5nReaXofraAhUhN20tbgydT1qct5qXIHFQNdTAtLGNXXPVMW8JstaymIiw1aH2Uw0udyYtRpMagDxoFrphbw/uGxzcW3L5jF2ppjxFsszEtPDtpmdbqCwiSsTid1fQP0OkaThSZFRFDWGUjK65Ukog1GIvUGOuyK+VEUBH5dXEKU3sDtm9ZxbKCPR3Zs4ZbCmfz8JPKIWxpdSlGSZUq72rloQi4rMzNpc9q4e8cGmuyjB3vxpHfwt6W7SDBZuHzCFIa8XgY8gWswq3VcklrIg/mnkKC3MOjycEPKOdyacR6zR+RbjNKF0+fp55qkK/igbR21Q4opVEBAM+Jwq7vWMSt0pZ8ZPBKlgx+RZTqdCHUSXrkDtZhIvPE+ks2PkWC8Dkk6BNiR1VNx6R7Cqb0fiUTCQtxYrfbxTP3/BsiygEdWfafL94TPgYsFQdAJgpAOZKPwM74X/McItbS0NCKio0jtGiLdGEFbvw2TTsMDFy+gJfE4f2hbRbw+hFa5jgkjgnDzo2PY0xEYtN5sreDUlZNxDXm44ZeLeeovATOleNLHPKUgmcrDrZTtayQuLRq9MSAkzrl0Omu+OIR80hA2f1kuX395EBBobO4hLS1qxFaBD74o5aKzioL2mZgcSX17H063F7fTx4t79vHU5OAYMsOIqsJa1Nh8Vg7bykg1pqEew0q8tns9lyYowlEvagnV6PHg4YjtCBmGQEXqOeFzWdfzNUdsB8kxJwf1NcWST62jBS9e3mz9lHNil446jv/8RC1uj4qWoUHeqi/l4rRgLXJhXBo7W5oZ8nrpHnIECR2jWgl+/68De7lsSkBbywyL8JeZGYlIowFJltlU28ihlnaWZWeQERHm317V1cOU2Bj/71/NKuFvpWX8o+wIv5gafO+vmFLA5zXBuQ+P9faTHxlNp9NBqE7HM/OXsKq2ljcqDjPk9WLR6rB5PDy2ayv729v57fxl5IQr71y/O6ClqEWR6TEJ3Dq1hNyIKKKNBp47sJNNLcHmSX97QRwzE/qr5aU4vV4mh0fT5OjnyvRiHpq8nF9NWMDWtibuL11Po91Ktb2DJ6pW8UjFKnpcKn6aeDq/Sj+fCFUIUy1TeLXpQ3q8AU0uXhdNqyuQJq7Z1USEJgW9MDrQXIUGWdITpool2fwgUboFDLp+R4/jTvqdv0UrpoP7ffA2onM9hM79O3yaRRijbkKSZHp6xk2QPzQUosh/FKX/HEEQmoFZwFeCIKwGkGW5HHgfqABWATfK8reYhL4D/McINUEQWDB3HtndHsw+LdMy4rnn8rn83vY5u60KHdms1rCpdxsrMgNlOiIMhqDyHns625iQH0fR9DT+/OGuIP/WSE1t1rxsdm4JDHZvvLqV6+5RhITBqCUuMYKy/ceDBKEoCljCDMMZS+Djzw6ydFnuiGtQZu3frK/ggtML/esvXTyVdzYdQq0Ssdpc1Pf3886hCh7IC7DayvsGSNIpA/W0sInU2pWURV92fs4FcRePul8DPisaQQmYXhE9j6+6PgegwdlAoj4pcH80EbiH/SffdH3GTxLOA0CFihmh01nXo5T+kZDo9fSTYUhmLPw8dQV/rFbCLWTgrfpSfp4V0G5PS8jho2Gz8Od1NVyeqwgvgUCttFabjexIRYs9c8IE1tQEqkaPxO0LZ/Hyjn20D9rIiI7gwVWbuXH2dH8ds4rObkoSFT+zWhSxaHU09g9Q2d1DotkS1JfD4w0KbAZ441AZRbHxTImK4aFZ87lv2yYqRlSn1o0IyN/X0cbtm9ezMDGN/1q4HBVwe9EsHpu9kEdnLSTGYOD3B/eytaWJHqeTXxbO4Iz0YK37BBTtcHDMbYe6O1CLIouisvjqeA33HVjHQ2XrabD3Y9HocEs+QjQKM9MrS+zqPcYLtet5sOIr2pw2Km1NDEnBmupkywQODgYXd32//X3SDHnE6fKYFnIRc8KvZ2HELcyN+Bk6UY9H7qbHcR9W19+RRvjWtKoEZO+HeDRnACBgQ+N5ixjdE6SmRPPll5+PeV3j+D6hEEW+y+VfgSzLn8iynCTLsk6W5VhZlpeP2Pa4LMuZsiznyLL8zX/Xz7+K/xihBjBr1iy8A4OIfVZmLozkkdb3cQyztOJ0ofS423HjJTE0kJbHqNGM6kcI99DrGKKjxxa0fqSAKpmTyY7NgVx3NquT2uoOzKEGrv/1Ut54dXTtr5J52WzYEPDneX0SYeEGTrbmlJY3kxAXhkoU+MniQj7bUYEky6hUIgfr25iVkMDBzg421Tbx6xwlMPuNujLmRhQCUBSWzfHhrB5W3wA9nm70qtGpiDb2buGCuGWk6GPoGzFDNwy3zTBkcswRuMYBXz/93k4Mop5To5fzXtuqoP4+7VzLiujRqZki1CY6HW76R5jGDva1EaEzohZU3JE/h1cPBcg2lX3dTIxSKOQJZgv1/f3+bavra1mans7clGQ2N45ONj03LYl9Ta3+EjORRmUgf+CbjTywZB4qQaBj0EZyiFIj7NaZM3jtQCCQ+a2Dh7lpmhL3eXb2BNbUj47dCtHrcbg9rMzI5NaNa4Pi1UAJsxgJSZZ5s+IwBlGDRhR5dt9O7tu+ibu3beCrhjq8ksS0mDgO9XTw0L7NGLVq7p8xb1Q/sUYTdQPBPjGtKPLozIUsSEmltLeDQa+HNmfwe3tuci6v1u7x11IbCb2o5vhQD/oxstRFayMY8PYHrTOLFmRJRagqlkODH7Gz/09s6fsdW/teQqIfh2Qb1Q+AWjACEpLcgUTAoiELiVxwhsSePXs5dmzsSco4vh+cIIp8l8uPAf9RVxESEsK04iI2ff0Z75YHU8bnR01kS5/CCtXqnH5hplUFX8JTi2ZhV3ewdag1SFsCYFhTyytIovro6ErNX31SisGio7aqE5tVGcBH+h8KZ6RzYF/j8Hpl3bZdxyguThvV9m/v7yIyzERClIX9tYpPVBQF9tS1cGqqEiu1+fhxatusXJNRjFPyEjLsC9OKAm45oH2u61mDVtASrg4jRhtNkj6RbGMW0doock0Z7OkPrnKs9QfkFrFzIDi8YGPvatQiGFUWOtyjTUaHB6soDj1hIlRsZdekLOfPNaNN4C8e3U6UzojgFanuD45Varfb0IsiJfGJrGto8K9f39jI+bkT2dE4urI4wBm5E/joUGDicCItmsPj5Y/b93LHwtn+7ORqUUSv0QbVNavq6SXOqJhyZyUls7s14I++aOIknl64hLOzJzLochNtMLEoeXTwtOYkYWRUa3hi3iIGvC7CdIZR7QFCdDo2NjdwVtoE3qst55WK/Tw7bymTwgPm6fTQMGpHCLWLsnJ5YOZ8XqrYzZ+P7seoVnPM2keUNtg8mB0SRZtzEI042gx9TdpcPm3bz2dtB1kZuTD4vE9KgxaqDuOU6DNocjVhECODGJBGMZIhXz1tzu0Y1KefdD+yEH2K71Nyv41b8zP/No/mXNJjtzJrmo133nlz3Lf2A8MnC9/p8mPAf5RQA7jmqquZWzKLidttxDUGZtDJhjD6hyns2wa3siw9HbUgBHEZ7p1TTKOwE5vPzt9rDtOX7GPlohHmweGrXXxKHl9/XBp03JSMSH71yBlojFo62voD+wwLKr1eg0o7+nZt31XH9Bnpo9YPWJ20tQ/w7uYAXV0UBZweL2pfYND8rKYa96DA2Um5WJ1gUhnwysHBuysjz0PyWbgw9kLyzXkkahPRqfQMeh0M+GzkWopYFhFIeSXJoBE0GFXBg2OsNo6zYi7EKIYSoYnm2qSLidUGk1q29+9nVlgBAgIIkKgPp9Y6MKritlGl4ZyUfLyShEGtJukks98ntZVcNaWQjLAw6voDA/nPCqYSaTCwIjuDx5ct5JHFC7h/4VzumDeL1LBQPigLJo54RwySjf1W9hxv4cqiAtxeH7fNmslf9wc/R4C3yg5z6/QSOmw2EswWHpu/kAfnzKOut4+71q9nX0sLB7s6ONjRTmpICPfMnINuRPVm1YjJiVmjCLT7t2/G4fOysamBRUlpQcdLtYRSb+3naF8PRdEKgaZjyM4t21ZxblYOV01SwjwTTBbqrX0km0P47fxldHns3Lt3A51DdlSCgCgIvFVziF9ODBB6QjV6f3FYcYzPNUpnot01QMVgC9HagOlYQAjSFE2imTNjzuet1neQ8WLWBAvzopDzaRr6kh7PPtSaZUHbTNplCJ4PlB9yIz5xhB9ZjEOUOzh7cSndXZ1s3x48wRrH94f/tDRZ/yn4j7sKlUrFhRdeyFVXXkXyYTu5h30IPhmzOmB6aXA2UxgXRaIlxD/zvbm4kCFjOeX2CjTDOSP/Vn0YY76JeSUKcUIQBFLTo+juDPg1JuTFcetjZ5C7JJunXttIZUMXc0dQ/E+Mb0tOn8yHHwT8E8KI0AutTo1WqwoyQyYnhOMV4JRp2SP6UhrY7MFC640jh0kSIjjS28P8iGnYfcr5TTFN4+zIG3ijvo5jjh46nBIberey07qXQ4Pl1A4dwym5eL35U8ptbfw04TqStEk0DDWwNPIU9vRtQ0BgWsgMLo67kjzTTN5q/ZxjQy3YfXb+fPwL8s2TuS7pUs6KXuofNNd2b2NplKIRXZ6whNfq9g9fMyyKzeDByUu4a9JC1jU2UDXQyxN7tnHpxMk8NnshM+KUQb3e2k9aaDgWrUIpnxwVzfNLlrK/vZ3a/n6sXjf3bNjI/Zs38cjWrTy9YwdVPT1cMjUvyKTs8QXP/DfUNKARRdLDQ9GqVLQOBsxlFq2WlNAQLDotsxMSSLRYWJGWwVPbtvPIlq3sb1O081MnZPP7A3uZFBnN38oP89dDpTw5fzHTYpTwG0mWUQkCIVodj89dxN3bNjDocTPk9fBVQy2npGUEndOp6Vm8VXkYSZZxneS/e/zANmoHe3h6zhJijSbuLJ7DOdkTuGP3Wta3BpILTAiNpKy3HavHFZQK7tyUPP5aq2jJHUN2IjQB+m+6MZLKwYAmuq6jgjmhiuk1WhtBp0vZphV1nBd3KW+0vE2kJoIOdyMOKfgd1IsiHnkAkHFIwUHpGjEeCGjDkrcMr6C81wJKWITZ5OGMRbV8+slH2O3B+4/j+4GS0Fj9nS4/BvzHCbUTmDFjBnfecScxPTBzj0RHd1PQ9gizyOSYaHa1NnNF/iQskU3ssyqDr0oOmF1erNhL5uw4puUnIQgCp51TyHt/287U6Snc+vgZJBYn8cRfNvDR6kN4fRJ6jZrSqlaKShTt64QgysiJo6V5hD9khAD75MtSFi8OjnX7yXnFPPf2FpIjQxAFYVjgKYPVocZ2imOD4xd/v28f2dpYZocW0Olq58Lon9Nqi+WeI19RZ+/G6fPy57qdnBtzftB+bsmFTtRSYavjpYa3STdOIcOQzRRzAZmmHC6Ju4ZOp4tXm9/ls65VJOsTqbE30usZQAa+6NzOiw0fsL2vkovizuJnyZchy5BjSsUsGtjf00GSIYTbJ83nqcKVCG41D+zdzL37NtJkt6IT1bgliWf27eC+HZvICAnjmXlLOD97Em2OQSxqDU/MX0RxfDy3b1jPvo42fLJEaXs7edHBWqJOrebBDVt4ZOVCTFpFsA2NkSz3/bJyQnRawvR6Hl+ykCeWLOLJpYu4aUYxS1LTiDeYMao11PX28XpZWVAQtUYUMWu1SLKMR1IEUIfDwa83rmVuUjK3FM2gy2EnOyyCR+cu4I4t6/zB1IPD9dCOW/vJjQhoKwlmCzavsq3XOTSqKsPWtiYe3reJ/Mho9nQ18+KRPUFptwDmxafwTZNCXPq8sYpL0pRcolkhEX4f24HuVtJNgXt2eepMvu446P+9q6+OHJNimThBElGj5tL4K3mz9W3csptJ5omU2/fS7mrHLCqhFxZVPHZvIDdkq3MDJs0lgXsmBMfRyJ4PcWuuQCIUQQqUGyqZNQ+vzzfuW/uBIPPdmh7HzY8/AFJSUnjgvvtJDY9j96sbSF5rxlglIjhl2nzHWJSaRnZ4KNkpVrb2B4gdshTsUH/s0HZmr8giItxISJiRmx85E0NWBI+/sp4vN1YEZf5XiQKrNx5l3inDQkoQCI80jdKuRuJYQy85E+P8AvCsFZP5creSAm3VtkqWFGZi0mmxOZWBb1dNM2dmjGbIPbljOz02Cb2cz71H1vB1e7l/m83rpsU5QK9Tg0UM0P/tksMfYCsj80XnJr7u2onTJ/NN13b+3PwWRx2BdGzzwuewd+Awa7u3c3F8gH153NnBX5u/5KX6D4nQxuKTRaI0UUwOi2Nl7CR+W7aL3+xay9q24AFLe9IA/m51BXdsXU9dXy/TouOINhp5bs9OXj98yO8fk2SZ949W8NPCQv9+Zq0Gp8fLoNvN/es28ciKhZh1Wuwud5CQuGXuDH4+q5hdx1t5ZtMO7l+9iftWb+TeVRt5etMO/n7gEPMzUtnZ0opBo2ZKTEzQ+Z05YQJvDNd4G3QHP9OXDuzli5pqZiYkcfuMWfxm8zqcw8JncnQMlb2KD/LlQwe4OGc42bWoCjJXbm9rYlnSaHP0Jdn5NDmszE1IIdUUMmp7nMHMwPD5HOhuoyAsnnCtnqERZt/SvjYmWgJ5P92Sx2+a9B+/+xgF5onE6aLo8/bwk4Rr+EfreziHmZHR2kgGvL0cse0jx6z4zqaFnEOz82t/H32ew4hqpf7cSH9aAC5kbHjVZyF6NyIRh1P3LBqhFlGQEMcotTSO7wfjRJHR+I+/CrPZzK9/dSsPP/ww8wvmEFtlJvIDgcrPD6DqamdODqztCU4ddLJQA3itvgxLvJGK1m4ef2Uda7dXM6I0GwAhZj3WAeXjP1zbTmFxKqIAy88q5J23d43qcyScbi9ms46wED3ZmTHsr1QCwvcdbaEkJwmzQUuPXclq4XB70EmjAx1jTSY8XqgZ7AoarCZZYqmzKfFcf6rbzlnRF/q3DXpsQUmMAZZEzuSg9RheRms5oqDGKbnp8fQTphkdr+RDYmPPATZ1H8Dm9qKSVRzq7cD9LQQA9RjJtg1qNadnTsDjk/Ah+/M3noAkg1eWqenrJdGi+OJmJCSyplphKto9Hu5eu5GHly9gwOkiKzKcuenJPHnaYlbXHOPpzTtotQ76Kf4jcWpOJlsaG3H7JH67azc/LSwI8pcVxsVS0atULq/q7WVCeHAGGO9w+EyDdSDommfHJ3O4O6CVuH0+YgxG5iel8EV9YNJwoKudeQnB/iqtKJIWGobN6+ah0o3cNKWEKH3wvTeqg9/Z8t4ufpZdwl9qA3kgB7xOwofNjytj8tjcPTpwfV3XEaaHlmAUdVyecC3vtX+EzRcw0RpExTRv8w2gERStTytIeOVg1qNdGgDUwf60EfC5P8GrmoVXvRKv9jJ0rntR+3bg88moVN9bEO84RkCW+Y+i9P+n4P/MVcTFxXH22Wfz9JNPcdttt1GYMJm1n37B9nc3wwgTvl7UMTAUPJg/PKeEn5aEU2ZrJ6EgCr12bNtxZnIkZeUKK+/rdRUsXJGHIArEJYZjt7mD2p6sqL/9wR4mT07i6ktm89w7wYzD7p5B8lNjaesP+PKstuCBXgBuL5nFr9avoSAkOA1VSXgGh62Kf8Th81Da10O6Thk4B31W/0AFUByaT9lAI1917ua0qOAAby1aet2BFFJV9mNkG5IYC7NCp/NC7Xp2dDYRYzTz3IxTCNeODisQTpoYLElO4/HZi/jjgX00DVqxulz8dHJwPmzfcJHONw4f4qYSJbN/YXwce1oCqcOcXi93rV3Psgnp3LV4NtEWE3d9s4GjXYpA6rQ7CNUHC3OtKDIrLZkvq2r92tNT27Zz2yxF64g+KaZxR3MTp42ohxZvMvOLadM53N2JQa0mXBe43rTQUNrsgYH/uQO7uDq/kBlxiezsCPi1vJI0arJ0X/E8/lC+Z/jaZe7fv577iub5S83oVWp/4dIT+PJ4NUXh8XScRO83qBRBPisqg/39DZwMGSjtayZWG8WnnV/SP4LSLyAo5Kph2H1OwtTJDHpHC8dmx2pM2itH+dMUmEC9CAQjat92tO7nEYaZlD5JGhdqPxgEpO94+THg/4xQOwFBEMjKyuKKyy/n4YceJkGbgOVTA5pjyocUpg6nolsZuItjY/nLaXMo861hT/8+jvb08dD+Ldxy6+jCiwATs2I4XBEYoI42dJGSHkn98dHU95Nj0/oHnEhIDLpdWEz6oJi4v39xgPPm5tFpDeQarGjqpDAmkE7qhmnFvF5WileSGBz0EaUN+DFSTZG0DQUGlneO72d2mBLXaPXaCNUo5kiVoKIktJC1PQfo8QygE4MZifMj5rCzPxDTta3vAKfFjU6dNTeskNXtNRyytlEcHc8H9eU8ULqRG3Kn86u8QMC1QaX2+7zMGi0Pz1pAnMHMbRvXMSM+kfXH63F4vWRHhGMeQf44QYRw+ny0222E6fWEnlQ9eUF6Co8sWYgky5j1OtbXBps9u+0OokzB2s59S+fxux1KgPiJ+9/lcFDf18cpGRlclJ/HHw8GcrV2DTmIMyn3Lkpv4NfTZ3Lv9k2YtVqe3LuNayYX+ttKcnBuGafXS5hOH1Sq5gT6XYF4vkSThW63g44hu1/YuSQf9+/fwNMzl6JGpCAilq1tDYCisd2SP5PbC+bQ7rLz/NTTSTQEzJVaQY1R1NLpGl3bL0Rt4MqU+UwLzcAt+eh0dwZtj9RE0uMJlKdpdjVQEnopLc7RibOtvhoE1WQ0/uwjkaC7B0H/NGivwef5EKQOfJrlQfdlXFP74SAzrqmNhf/TVxEREcFtv76Ns884G+1WNWFbLcTKMVT29PLMgtmcOkXNa21/o83dwbzQhaxqqMPqdvFa4yGuv2r0YB5mMeJwBGbyn68+TGSshabG7v/2PPJz47njrhX02p3oLFrOWJrHHVct5M6rF/GbKxZw40WzMWjVQZkqtlcf55xhv1pRbBwalciR4VRDL+05wHmJgXRPPllGGjF0SMh82VrJ7NDZWL1WLCpFAJ4Zs5i3mtf721XZWkjUBXwwKfpkmpztI/r1YffaRlHF88x5bOhUSAutrh4mhETi8Hp4omwr61rreL5kOTOiEojWm2gatHJaehYPzZzP83t28fZRxQ+4JCWNbc1NyLLME7u28Yui4hHHDWglfy07yG2zStCJKkTgppnFPLp0ARpRxV2rNtBqtbG3qY0Hly4I8t912uxEGAICZVZKEhVd3XQ7FBOvakT2mHfKy1mSnkZGeDhWd7DG7fT5CNPpuHvWXO7ZthGvJCHJMla3m2iD0Z+rcmRSYlBi5EK1OtJCQpkaFUz62dvZxpw4RQP+deEs/lShEJhGikWb180jBzfz2zmnMDM2iT3dLdycN5MHpy3gnfqD3H1gDb2uIe7Yt4pLUqZyXaai0YqCyHXpc/i0NcDEnRWRxW+yTuOq5CX8vaactiEHbxw/wJKI4MnbJHMOR2wBc+ZReyl6wUKcdhHxuhXE604hXreEON0iYnULkLCgFiIR9E+C9gJ87lfwOu/A534R5CZUNIJ7Ex7tLYBSt1CWGRdqPyDGKf2j8X+ewymKIkuXLiU3N5dX//oqzW83culFmWwc+ozewQBbUeUNpXd4Bn2wq4NJE6JYNDebjdsCqbIMuuDbcduvltLUPQhRBm644xREn8wHb+2is2MQEIgIN3LtdfM51NDOo3/bwJ1XL0KjVfPK6n1B/Ygi/P4XZ3BWUQ5zJ6by6sZ99Nmc6GU1BrWay/Im8+sNAb+gzeMmYURSYrc02je2uauOU+JWUjZYRo7JSJg6hDB1GC2ugFa5vvsAN2eczhvDddTsvtEJfzf07ua8uAV80L4RgOWRs/m0OUBQea1hJ7dmLOfRg4pJ9Uh/F7ftWc1lmVO4JmcaWtR8UVPD7ZsCwlSvVtNmtw1nPIABtxuVKJAcEkKT1RrE/Bt0u3H4PGRazNw5fw7vHSrnWF8/AGF6HS6vF7Uo8MT6bTyxcjG/+WodAF12B2EGxTwoAGflTeCONYE8n6qTVOkW6yAzkhK4c+ZszBotWpWK5kErepWKB+fM5+5tG3EPsyFPmAJfKt3NFblT+POhA0EMyoKoGC7PK6Db7SA9PIxZiYlckD2Jv5Qf5Ji1j91tzdwzfQ56lZqtHY3+fk/OI9rtdPD8kR08WbSERIuF58u30uUMaPNqQSlT88yRrcyNSeW5qadi8zgJ1xlxSR6uTl1AvC6C9a3HuLdUeX5aUUWIVsOuvmPMi1pCoi6BlmFqf6w2hnK7or2p0XBG1LXYJB0Dvk48kg0QERAQBBUCIr3uWiL1UficdzOqUoiQgiC1o5Z34PVa8GivB8eryr0fF2o/CGSE7zMJ8f9Z/DhEM5CQkMC9d99LRnom27/ZSK8nOB1RtyNYMLxTXU76nDjiYgJMQs0ITeqOX5/CexsP02N1sHXvMX73+mZe/mAXJcsnccs9K0lJi+T0C6fx9Nub+WRTOZNSo9nX2MqG8mMsm5oZdKybz5zFS6t30z5g56VVu/jF0hn8Ytl0XC4fd86czaM7Rqfk2nyshenhaQDYve5R2wH+emwPyyJPwSDquSB+OS83fBW03S17sQ9XCk/VJ1PraBrVR4uzgwRDgCaeoktjT28gIa8EmHVqDKpggb+upY5Bp4dBt4dPaoOL3d5YWMR7lUqVhROMx6d2bednhUrGe8+IWK6ZiYlkhYVT3d3Lk5u3+wUawPn5k3h1dylatZpuxxB/2rmfR5cvBBTflXZ48Lx70Rx+vzt4IjEyu8tPC6ZQP9hP06CVp3bv4L5tm7hj83req6wgTKeny2EPCh04QfVvsdvIDg8nLSSUZpti/v1N8UxmJSfxm51r0KpV7OlqJtJg4O696zk3O4cHZ8wnVKdDJYqsTMvm04bR2VFGYmZMElqVio8ajgQJNPAnwAFgW2cj9x1YjwYNKYZILk9czF+rDvOb/av5pi0wMTszcRIftiom2Gdr1nNK5Gl+Mo9xOH1aqDqCs2Ju4PWWD+n2DJBiOJMB7zEGvDX0e6vp8xyl11NOh3svve4aRP2Do85bUOUhSspx1dJqZF8XLlEJAxgXaj8MlMw64ne6/Bjw47iKYajVai675FLcHU40xwMjwiTjBHa1to1q/+SB7fz0Z7NRiyJqlYg8HOh712+W88aaUmqbe1AJgVvkGHLzwTdlDDhd9A45+fMnu3EO11ibXZjGN6U1bD3ayOzcANEjxKjFJ0J5SydhJj1Oj5fHP93CB7vLmZQQSao5hGRLsO8L4POaWhZF5RCvD6XFOdp/AnDM3sOQ20yWMYVjtq4x2Y7be8spCZnO/GEq/1hodDSTqIvmnJjFvHP84Kjtf6nfxiWZk/2/w7V67sibx93bNvDc/h08u3BJUPtIg5EWm0KK8Z2g8QO1/b3MSUrC6fWiEgRunV7CtJg4Gq1WbD430xPjg/pJDw+ny+5AJSih7rU9fXxZUcPt84fp5iqRSdGRdDocNJ1U0+uET+2ciRNBgM9rgzP1A3Q47LTYBxlwu/1Z+AGc3oDQ/Xt5GbcVlXDcOsALi05hTcsxXi7fT05YFFUDXdi9bkSV8iE9W7aDJw5u4frJU8kMCefNmrKg450s0goiYskKieDIQCcXj7i/J3AiCPwEHF4PdbY+2oeGeKpiS1AuzhMojEig2h4wMT9TtZmzY84BFC0uRZfFnNDz+XPTm9h8dmRkvunewUTzlaP68kh2fAzROrQGle6eoG2imIsgB/xzat9H9A4o921cqP1Q+G5rqfnGiSL/mQgPD2fZsmWElxpgeGyaaiphW+toLcUrSTxWuo1bf72Y+JgQ6ht7uOfOlbz61V4a2hRN7+T6V2cszaOms5c+m4NQc4AdFx5q9Kd02lnTxMwcxafyq3Pm8MrGff7jncDgkJv6vgH2N7QxQRvB47MW8OCseUQbA+QHjVfHwqgsyvoCg8dIxOtD6HE5CVWFEaENp8CSOco/dmjwGBNNuQiCCqc0tsa3oUcxQYapYim3jhb+Lc4BJoUpwcZmtZYHpyzi3m0b8UgSxwetvHn0MA/Nng9AVlg4R7oDBAWfFBAQrx8p47K8fExaLc8uXsqnVZX88cB+jGoNL+/dz0UFeeiHfVhJIRY6hrOFtFitxFoUv+Hu4y1UdHZzdXEBGpWKq2ZM5S/7D446Z0GAJenpJIWa+dsRJVWZ7yRN6ZzsHL5pqOOPZfv5+RTFh6kWRewjGJKHe7qIN5lZkpbOHbvWUdaj0PrPTJ/Am3UHUYsq3qwt5dYpCoHGLUk8vH8L+7vbWJ6cFXS8kZpamFbHldmFPHl4M15ZYktHPQti04LadznthGuDiSipplCeKN3GryeOrrMXozPhlIO1vQ63lfJ+B4siFqEVNKQYZvBay7v+0AVZlmlyHaPdbSBONytoX6/sQBSicPj20O7ei6j9lX+bSowHWTF1SxJs3JXJb//Yw6SJ2URGjq4nOI7vHuOa2tj4P+9TGwsrlq9g69atmKrU2HO9OJzaUemLTqBzyMEH7VVce8VsRK/Mi+/voL0nQL0XRsyv87JjCY818+GXe0mMCmHx9Ew+2ViOXqfGN4LbvrqslkcuWEKP1UFNVy92l+KPcY3QAH5zxhx+u3EnN86fwSs7D/D5kWpC9TrOK5xEelQ4x+0D/GX/YR5dOof3mw8hIjDBHM3cqCyi1WaMko7mdhvHKwboM/v4fdV+poQmcEbkSsK0eoxqFYIgUW2rZ8DjwosdAQGDqMOg0qEXdZjURkJVFixqE4naaKpcg5yfWMgxezfHbN30ewOawAFrA/NiUzg/JY+7t24MIk6UdXcQqTdwS9F04oxmHt4RCGnwniRI2gatTImK5qqvvgQgKzyciuGaao9v2cqv55XwxMbtnJc/iVd2Kpn/9xxvZWJMFO2DSuzGV0druKJoCnnRkTy5beeYZj2TRkNJUgKP7wzkIhwZZA8wKyGJ27cqvsD/KtvHfSVzeb+6guZBReuLNhi5u2QOnS47LxzeHfQORRsMeJFQCSL1tn4ijMHCR6tSUTPYw9lpE/0myBPnKSLwQOFC7tm/dni9xOdNlTxbtJLNHQ3+PhoH+4nWG+l2KYLKoFIjINDiGOT4wCDL4rJZ2x7QQC9KK+C1xs2j7sVX7Uf4U8FPKLUf4Kuuk2I6h9/vdb3fcEX8lfR7anBKCjHKKzsQxFAABj0bEQUz0dqfI7n/hCAohPKWdjP/+GIW3X1aLrn0YmbOnDlmEdJxfD/4sWhX3yV+lEJNr9dz7jnn8s777+DKUNGOa8x2RrWGuQnJFMXGEhtn5ItVlUECDQJmrPBQAytOyeOJtzYB0NJtJT1eMVnNmpzKl6UB34ksw8HGNq47dTq3vxuoNmB3KRpAQriF9iE7vQ4nGlFEoxLx+CQGnC5e23UQgLSIMC4omIjoE7kj8xQ0Hg2HjnXy9rZq7O4AaeGRsxbxVUUtsQYzW7vr2NodKLWiFVVMMMewIioDj+zksuhYBt0eel1OOoeG6B4aotrloNM5yOKZZna0VHG4t5tkcyinhCcTrjOgU6nQqVVoRRUXJcRwqLuTGwuLkWQ5aHH7fORHx+D1+XCOGPy9I3I3ploseGRoHwoEFi5NT+ftg0cA6HU6qe3tZVlWOvFms78kTFlrB9eUTGVTXcDXt6uxhYWZqfykMNhsJ8syalEk1mTiVxuDB/CRsWBGtZo2RyAGrLa/j06HnZWpmaxtPsbNhdMx6DTcvXsD8+OTyQmLYG+nosUWRsZyoEfRnk/EfX3YcJhrJk7lr5VKgmWNSsV7x47w8LRFVPR1Uj3Q62ew3j55Ni9X7cI5TAA6EeKwprWG0xIn8FWLUi6oztZHsimMowOKkFmWkMm7dcq9erPuEM+VLGN/bzO9boXxmWwKwT5CGw9XG/lZ+hL6XG6qbX3E6YLNuxBsEn2r7Q2uTfwlpQMPIyPhlZ2IBCwHA+4vUHEREZor8HjcrFo3hfXbY5g+fRo333oJZrN5VP/j+P4gy8KPRrv6LvGjFGqg1GZbu34tMVVa1oYriWPDdXoWJqeSHxlJhFGFRuugzL4Tvd6BXQhjyuQELGY9b32taAh6rZohpwdRhBuvns+jb24IOoZBr0EQID8zlm/WBuKows16JqfEEmLRsyQ/gzWHFUHT3DNAWnQo1y4t5v5vNgGw+mgts9OT2Vx7crVkmViLGXlI5PNNdZS1dDAWhiQvX1fW8puVxTxeG1wfTSOouCSpmJZuB7JW4rY9G8fsI9FowSfJzIpK4ZOGKmqtvWO2+fPc03nmwA5/nsOR0IoiA14nZ6flcO6EHD6uVsgjJ0gXInBr8Sxu37iW35QEzFxxJjO2ETT798oreO2s06luD4RReCQpKI4t2mTkupKptA7auH/DplFmxSeWKmVibptewvN7d/vXjzT//qKwmH9UHgna79XDpby8ZAUZEWG8VlnGwR7FN7Wro4WLsvP8Qu3U1GyeqtikXNdwmEFZXwcXpweCzDXDvtgHD2zkhZkruXv3OiRZ5ry0XI7Z+qgdwcw9IWzXttXyTNGKgFAb7KU4KtHfriAigc8aA5rZPXvX88T0xdxV9g3TI5M4OKC85/G6UK5JWUizw86T5VtweN08UXAKHzZVsDxmMau7A++xHBQqIvFxxzecFv0zygdfRgkeCfaP9brfwytcxRt/OkJ3dzQLFy5g5cqV4wLt34QfS2zZd4kf7R0RRZGLL7yYtoNNnBodw4uL5/HggmxMsbvZ5nuVzwf/xEc9b9Dp6UAvJlDv6MYp+jjU08Xtly9Ao1ZhNuoYsA5x543L+P3HO3B7gk2Y+6tbyE2PxWxWBly1SuTqxdO4YcUMJA2Ud3XjNcIjFyymICWWw82dXDgrn91NLf5qzNvrm5mREhi4BODKkkIuKsrnk4pK7DYXFxTkMhYyIsM52tmN3e1B5Q5Os5RqDOfBnNN46ps9iD4IEXXoxLEd+NdlFbO/uc1vJh0LP59YTE1/H9flTR1zu1uSKIpOoHHQilGt4YZCxUflkZSMck/MW8wzu3fglWW2NTWxJDUNAfxxYCfw4IL5WLQ6dDotty8MCD+9Rmln1Gi4e/Ec7lqzgbK2diac5L+5MH8Saxrr6HTYccs+0kNC/dtGhhJEGI202oOzdVw4IZcYk5kBj5uyngDZwupxE6lTNBYBiDAEfKmqEeafVa3VnJWmxB6OJHg8eGADDxQtIMUUSm5YJB82BgvTkXF7XzRVckGqklfS5nUTotH5j2vRBKcFc0sS79dVcHXGdFYkTKBysIX7J5zDwohCHjy8nt/XbMPmdTEjMpldfVXsH2hARwzJuoRAJydZbru9HdQ5hkjWK+Sfk5OjmdXLMekmMH1aMhOzVezds40777yTO+74NX/4w4tUV1czjh8GJyj93+XyY8CPVqgBTJw4kbzJedTuWMunA3/is953aXEFky7OiL6Yvxxfiwo1TsHHrmPN/HHHPu69dgnpCeHkZMby8fZyOvtHl9NYs6eG0+ZOpNPuYMnkDB64YBFrqmp55MstOLxe3ik9TEZEGHeu20D+hHiumFdIemw4nx4KpsCHGpSBKzHUwhNnLKGsvY0nN21nUUYavbYhXLaxhc3FJfl8U6VkV2/psxGiVgbb2ZHpXBU3l1s/3sD8tBS2lB7jQF0rK5NGJ1EG0Po0DHm9lLa1UxQZN2YbZAG7x02saewZuVYU6XI4QIa3Ko5Q3t3J/bPmMeh284vCYjY1NfjTTO1qbWZpRjqToqI4NFwOJt5s5vnly3jvSDkeSeLdQxV8XlnNs6cvITnUglalQi0KPLhsPg+u24xXkvi6qo55aYEaYjEmI5PjYtjQ2IhKEPmv0n38cvp0/3b3sCk0IzSM8p7gbBv3lczBg499XW28U1PGIzMWBWWFMQ1nRJkdl8zmjoBWPtJ/tLm9gXkJKehValwjfI4DbhdWt5NEk4XHDgX7vFQIfm0WYGtnA8XRgUmObjiUoigygR0dowur7uluJVUfRqYpgnxzNveUreaVut1+0ybAgpgMNg7nifxtzTpWRq9ANUzzPzl2DmDbwGb06tmYVUn+rSJmEk3PolMZ6XHewZIlJdx0eSlP37Gah3+1nfOW78I2cIxt20aHp4zj+4FCFBG+0+VfgSAIzwqCUCkIwiFBED4RBCFsxLa7BUGoFQShShCE5f/ipf+3+FELNYBLLroEV5sLVcPoWcgpESv5vL0Ul+RFJYv0uIbQqkS6rA7u+WQ9F60owGDSMntyKtefOYNrTp/OT06ZyjkL8lg+I5uSvGQmpEaTGhOGqBO459P1NPRYWZCTwtbG4zT2W4kPVej6r+0/yH0bN6HTqnj49IU8dOoCbl8ymytmTMHt9fKLucVcPWsqd69az/7WDjQqEdNwktstB46xMi9r1Pmr1aLfv/ZFeTU/SZrOxcnTKBAyuPdrhaxRGBtHfUc/jT1WpoWP9qkkm0Ko7uwBZNYeq+eCtLxRbaZFxrGvTTG9tQ0N+nMWjsTVuVP5uPYoJ6b+W5qb+Ef5Ic7IzCY7NJzV9QFB4B2uO7Y4NY1PKqu5MC+XKwqmcOfqDZyancWWhuN4JR+V3T3ctWYj5xfmEmMy8sCyBfx+5x5/VhCb2020KZBO7NbZJTy4TbluEQGfLPPXwwe5bXoJAO7hEjLXTpnKRzWKD1SvVvO7Rcv4tL6aj+sqMajUVAz08FZNGY9MX+gXbNrhqtNLktL5qjmgjZw8DGzrauTU5CyO25UwjIVxaTw/6xSqHZ0ctXbwu5IVqEd8dqFaHXZv8KTlw8YjXJk1dfi4ynu7OCGTzxpH52j8Ze50XHiRJOhzD43KIQmMytn5u+rNnBdzBjBaEzuBd9rfYoL5ZyCoidBdRZzxNnocDzLo+hAA2VeGT306ggBR4U6K8jrJy42ht7fzW3ocx/eB/7CMImuBfFmWpwDVwN0AgiDkAhcDecAK4I+CMEYm9O8IP3qhFhkZycoVKzHtNTEyjCtCHYEkhXPQqvghBFnF5uZGFucrBSC9kkRZSydbahp4cdMefr9lL3/cto83Dxxi3bEGjgz0oApVodOreH7dTr45EiBoLM3PYsux4wAc7egmNVwxgVl0OpxeHy/v3McD6zbz9NYdfF5VzaDXQ2pEKA+v3+IfZFZMyOSjPUpmj/2VLcxPDU5yHGHU0zgQiF9rHbRRaEymr1nkpW1KCIFZq0F0K9qEJMvovOpRJsjrMov5vLwKAQG3z4fHO3rmflH6ZL4+VosgwMf1R7k2d9qoNumWMH/B1hM4Zh3AK/kw6XTcN2suTy9YwuV5k9GLIvUDfWSEh3P//HnYXB6e3roTryQRYTTSPeTAeyK7hyTx2+27QZBJDrdwSnZwgc4TOSUvmZzHl3XVfr+Zw+PBqNZwpLvLb4bscQ4RZzLjlnwMeb1khYbzxNyFPLhrM0eGNTeNSvkkqgZ6eKP6oF+weSUfBrUaizbYzCvJMuII0fbF8UpOScnA5fPw21nLCTdpuaP0a5w+Lx8eP8wzFZv47cwVmNWKKTFMa8DuDSYy7etpISdUCaHQDPvsIrSGIAEUodXzwszl7B9o4uXaXZQPdBKqMnJDZjAtP9scxTFHcJhGm2uARpuHKZY8RmVfPnFfxVA6XUMYxUwkXzXdjgeQZIVEJRIGcjOSGKhGIAPh4aH09faN2d84vnvIfLda2r+qqcmyvEaW5ROj7C7gRLb0s4B3ZVl2ybJcD9QCM/6lg/03+NELNYDly5dj0BgwHgowuU6NupC/NgVSOyGLHO7qZEZOIGt9mFlPfHhw7Su3V6J70MGxjj4WTc6kprOPi2fk+7eLKAltT9C3Pz5SyTXTCwHFvPhxZSWXTA207x1S2p48Wy9KiOdQS2DW29vr8A9wAJfPKuDzioDGcOvcEqJVRr4+GiASnJ07kX+sK0UlCvgkmQ93lHPqSSZIlVeFze3xqxyVXd1kWMKD2jjcHryShIBAk91Kojk4WDxcq6fRakUlCIxkzZ+WmU3PkBOHx83jO7Zz56YN7G1t42dTi8mNjCbFbOaPu/fzdbViQs0MD6eiqwu1KPpNhQAJIWYsBj11vf3sbGvh/iVzeWDxPEL1WqxOFzmREUyMiWRrc8A81zgwQMxwzN8JM2SXw8HZ2TlsbGrk3Kwczps4kd9sW4d1uI6ZRhTxjfC7VVt7/YLtSG8nP80p4OuWYNOxzePCNMLXJQMOn5uEEDN3Hfyaz1uUzCoTQ6M5PNBOp8vOfYdW80jRYhIMFkI1Oqye0cSbt+sP8ouc6agEkUSDhdYRTM2LM/L45eTp3Hd4FXt6AvGXb9YfZG9XKw/ln+LX8E5NmMjHrXtH9f+P5t0UWUrQiMq5a9AwK3QxP4m/isviL2JJ1GTqnG8jyXWYtKcH7asWE0HqQpLVyChCXhYyibR00tc/iPQtZYrG8d3jP7ie2tXAN8P/JwIjA4Wbh9d9L/h/QqhpNBouuegSpEMSWOG0yLP4oHW3PwBVLYh4vBJeWcatCnyQBq0GvVYd5Fs5gXvOmc9HByqo6+rFYggw886fnsdXlYEqwkMer58UEmcx02S1EmbQB9X4ijAaEEXRn/bJrNUinxRTtWp7JVfMCLDrws0GuuxK/NK10wtJk028+2Upp0/I9reZGBFBS88goiAgyRIVrd1MHWGCzDCHU9mhsAyFYan2ZXUNV2YV+tucnpzN+ob6oHNpHRr0B0kD/GJKMe9VlyMKQhDpYUFSCuU9XXxaXcXKTMV8Wtnbw4v79vJVXQ1Wt4eWwUAIxVVFU/i4ogrVcM7DE/jVnBJ2NjWjVauo6+3lkc1beXHPbq4oKiDeYuLhxfN5aFtwuZ+a3l6SLMqE5IQZcnl6OgUxscxKSEKtFnh6346gGLckcwjVA8EVGaqtvfytupTZccmsSM4MiiMDxeRnGda6jGoNTxYt49O2MiJ1xiBWpkUdeEfsXjd3H/yGm/JmMDUiHptndMjJkf5OEk1K1fQzUybxt+pS9KKa50qWYZOHeLx8w6gkywC7e5r5w9HdPDn5VKK1JmL1JjxywGcnAhnGaE6NKaDb6SZRk8Rl8ZdwZuxCPNJedvQ/w87+P3B48BOGfP14pFr63J8QabjP34dajAepHcn9KT6VEnTv0ywlyrwan0/Caj25VM04vg8o9dS+88rXUYIg7BuxXD/ymIIgrBME4cgYy1kj2tyLYhf7x4lVY53+93Vf/p8QagAFBQXk5OQQsz+GQa+OCltg4hCiNtI1XMCzz+NEFCDMqKff4WRfYyu5SdFBfZ1ZPJEDTW1kx0by8f6j9Duc/huZnxrL4fZgv8La6mOcMTGbhBATfUNO/lJaynmTlcraZq0Gl8/L55VVzEtXSA/nTZ7E61tKg/qob+sjIzQMGEHKAC4pyMPX4MTr8bF2WxXzYhVNM9JoYMiqaH/iCA1K5wmYIK/OnMYXFYpmd4LwYPN4UI+gCS+MS2dH67AGNPxqftpQyXW5ARakSaWlxzmEShD9A/mNhcW8VX4YjSiysek485IChA6AeUkpHO3pCXoB3T4J53AC4xPmx6WZaWw5fhxREHj94EHOnjgRgH6ni5d27+HNw4dBgBtHVAEAqOnrJW34fgEc6e6ixTaIRavhm+M1vF8z2j+VFxnN3u7WoHV6lZrs0Ejckg+v7OXRaUuYEBJgXHYO2TFrtOSERPFk0VKeq1nHnr4mtvfUcVrCxKB+RsIrSzxwaA0rk7P4SWYB5yTnEqoJ9n29XneABKOFFHMYhRFxPDJ9AU9XbGBVW7C2CEp83gl0OG38Zt8q7stbSpTOyB3Zp3Nr1qnckL6My5MXkG6K5+hgF8eH+nFIdly+AUqtb9PrDS7vE6nJwOWtw+Hdg913kDD9LwDQqBKAXpB2IKuGrUhCPOGWPkRRoKdndKmmcXw/+B7Mj92yLBePWF4ZeTxZlpfKspw/xvIZgCAIPwVOBy6TAy9lMzByAEgCgj+07xD/zwg1gEsvvpT+Y/18U7kzaH2o2kRj/zAzr62ZOTkplGQmsepILV8dqmH+pDR/2/gwC1kJkXx1qIakiFC6bA621x5naV4merWadlswTRxg9/FWZqclE20yYXW5qOvrIz9eEZRLszN478hR9rS2UZykUK2zIsJpGxjdT2u7ouVdOD2fr6tqOWNSNlEDKr5eV06f1Yksg3NAMWVdkJfL31cr8XbiCLPa+zsOc1pyDgCCR8Thzz4fGBQb+gaI1htRI9LtGBo1pWq0Dfi1oKzQcI70KBlBFE1NRjsc/HyouxPNsACt7etlcnSMclwgRKtjfX09Z01SzuW0CVmsrVM0QpWoaM4n7s/nVdVoVCpq+/rIiwmeYJySmUlFTw872pr47dJlhA5Xw+4eGiJqRGmarNBwJkVFMehxc0lOPo/MXMht02ayNDmdkOF9MkPDOdrXRWZIOL/Mn8ETMxbzQPE8ur1W/ly7B7vs4oXa9RTFRfFI8UKeLl5KpM7AxelTuCQrj9sPf87gcAzfqvYqFsVloBfVaERVUOkggJVxE3iueDnHXZ30eAdo8rVyyYQc7p86lyeKF/NM8SmsSMjCJ0kkGi2khpm5p2wVfWPkexwL0XoToiCwuaeax6u+4Znq1bxUt4G/NG5jVUc5JrWWJIOJPl8nQ7IBsxg7qo94XQ4un0Kosbq/wSPbsWjORyvGgqz4c32CBRkVMjp86jMJsRjHNbUfCP9plH5BEFYAdwJnynJQvrbPgYsFQdAJgpAOZAN7/qWD/Tf40QZfj4WYmBjCwiwsNmTxpaGdxiFlMI7RhXK8RfkQ97a38fC0+QxaXXwzbEaMMAcGx1+uLOHeT5TgVdMwaeBAYxsPnbmQzJhwPj5cyVhotQ4SH2rB6lJMTfvbWilOimdSbJQ/UDlEryPObKJ/0DFmH59vKef6c6dhDtHT6BhgkhDG65/s4tRFk9iyRznXquoOcqOjSLGE0O9QBkCVKPhn8pVtvZy1YBJH+joobwtolCPtA59WVXHtjGl0u+x8Ul05ok2gVfuQDb1KxdWTpvLoLoXGrRIEfJLEPbPm8l+lCllFPewH/OuhMh6aO5/DXZ0UxcWxs6mZg+3tXJybxydHq5ifnsKdw6VjVIKIV5K4ZfZ0Xjt4EAgQOAZcLmJMRjrtio/RpNPSZrdR2tlBeXc3d8+aw47jTayqP+anw1+Yk0taeCgvlO0hPyqKD+oCWtr0mARuLpyBWaMl1mji2VnLOGrt4vX6vThGZO6/KnMq69trmBmVxicth/mk5TAaQcWNWXOZHBFJ01A/V6VP573GMhzDWT2er9rATRNn8WVzJQf7lIlpYVg8P80qYGtvJY9VfcKNGUuJ0JiotXVSORiIjQOI1YWQHRZGtNpCs2PspNZjIUpr5K7J87ir/H1+lrFg1PY4XSjnJU7h+foPuG/Cctb3fMKFcdeyre/xoHbR2iSczkAITJ/rLaINt6AVM0FWvhfJW4VPfSb4ekCdgtlUx+BgcFaecXw/OEHp/w/CHwAdsHbY8rNLluWfy7JcLgjC+0AFilnyRlmWff9NP/8S/ilNTRCEBkEQDguCcFAQhH0nbfuNIAiyIAhR388pfreIiY6ms/MjbknPZ0pImrJOF0bTcL4/t8+HrJaxGEY4/wXQaVTcc858/rBxD15JItpipGs4F6FPlnF6vcSGW0Zliz+Bdw+WE2c2+c1zH1RUcurEbCwjMmU0DPRz05zp/GXLgTH76BscwiJoiDDqWRCWyOv/2AVAQU4iR+sUAbV5Tx3XTS6ksyNwHqIg+FMxAWg9Kq7JKOLLowHf38h4q56hIcLUerIsUVT3jc4uAooJ8upJU/FIEkPDvh1RENCqVFhdbjocyr0ZWazTK/mINhhYmpbBZ9XVyIDd40avVtNqDWimKlFAr1Zj0Gqo7FZMWSfKp7y8fz8X5StEm9MmZPN2xWF2tzazMCkZh9fD/ds2EWLU8dC8+ejUau6fPReP4OPpAzsI0WrpHAqeMOztbOW5gzsRRQGH5EarEXmtdn+QQAOYEBbFxy2HmRWZ5l/nkX2IgkCX28qjVZ+xd6CSa7On8diUU3gk/xTiDBYEQeb8lHyqrV08X7SCabHhPFb1CRu7FAKJSa3ls/ZtnB4/Okt/p8uKKMh0e3tJC1fx9NQVlESmjGonIPhLsYdr9NxfsIgHj36CBBhUwWxNg6jh1uxF/K7+w+E1Mj687OrfRIHlkqC2OkFEJpjE0jX0IqIQiqC7GdTzwfMxHs2VoNKhdv8Bi8k7rqn9YBD+oxIay7KcJctysizLhcPLz0dse1yW5UxZlnNkWf7mv+vnX8X/H01tkSzLQSWgBUFIBpYBx7/Ts/oeEReXREtfFD3O33Bl4gN8qjYRpjbTZg9cQr/XTYwmoJ19WVbFb06fw/6mNpp6lQ92UU46Hx84iigI6DVqBoZcaGQvaeFhaFUiWrUKk0aDQaNBp1GKgcqyzP0L56ESBVSCSHpIKEMeL7+YUYQgCBjUaiZERvDTOYX+Y8dHWLj6zIC/KDUmFEmSMWt03PnzJcNxQiYuPXMaPklGkmSitHoGDHpuOr0Ej1ciIdKC3echMzocl9dHV5edzKRIEkMseCQfbp+EXq0mVKfDI0l4fD66bEO4+fbJVP1gP5MjY/h4RC01lSCQERrOz9Z8NWJd4EN5fs9ubioqJkwX8B1VdHdzz/zZ/GlfQJCLCNy5cA5PbNsW6GdYONrcbhJDlADwqQlxfLytCp1Kxb2z57DuuJJq7L3KCqZGx3FHyUwe27/Nbx6NMhhpGOwPuo5wrZ4HS+bz6KGN3DllHq/W7eKJaUu558C6oHaiIA+TYATMah22YRp+pN5Ao6Mbvaim3tHDXxsVwopB1DAvagImrUiOKRIHyTxd81kQaQNAJ6qoG2rj9Li5fNoaXKpmScxEtvQdYHZEHt90HuQbDnJ27AzOSV7Ou42HONgXoOrLgEWt5aHCxTxc9Sne4QAAnRj4xEUE7s5ZwR8aPh5hDlX+1jsrmWSeilGMwCH1Dj+7kwksahJMD6BiEAhHkATQ3QLyECpflXJvjEPjmtoPCGk8ofEo/Kvmx98BdwCffQfn8oMgNjaW6mNKwG6P6xHOif01PjmVqTE9xJpMRBlMpISaiVQZeeD8hUgoCXsTLaGgESjOTEQQldIo+WkxeGWZIa+H5NAQfKJMyYQEHB43dq8Xp9dLv9eJw+3BNeTjDHU2Tx1QGHc+WeZPy1aiNQi8VBUwLz9tWsILZQoFO9FiYe6kFH6/Z79/+zNZEZTta+azzcpMX6MWefGOs/jHlkNoVEpduOSMCP70zV5UooBaJXLHBfOpauxhZ3kTalEk0mIgOzGKorg49MMCNz82mpumFiMMa1spoSH4RImn5i/2HzvOZOKJ6UsAGQllQF+YnMKcxCQkGTSCgCjALUUlSLKET5bJCgvnyYWLAAG310tWeDhNA1YWp6Vhc7tpGhhgUWoqAgLRRiNOrxeNSqSqp5vBETkhR1YA2t/axuL0NFzDWTNcPh+qEfF3l07KIyMynDanjdPTsv1CLUJvYE9nwJyWZgnj1qkl3LH/GyVOT/JSb+9jXUcNN00s4Q+VgbyRruHwm1fqdnJe0hT+3qA8I5/sY11XORcmTueNpoCvdkjysKaznB29dbxaeDl9HtsogWZUaXFKiuDocHaSaYqmzt7l3z4vKoOXGj+gIDQQm/dpxx5gDxfFz+bC1Mm8VX+Q9iEbWlHk0anLeLTq06BK6eoRMa63ZC3hk7aN2IIqoAc0+DU9H3JB7M/Z1veEcs/lQDtRCCHR9DAa51Oguw5BMCHL2xDdWxD1jyD4WnHrnsRk2YnV2s84vn+cYD+OIxj/rFCTgTWCIMjAn2VZfkUQhDOBFlmWy/67UhPDlNDrAVJSRptOfmgkJibS0+EjWf0gOr0aj2TDIdkpzrXT42mlxd2PxnQWTYNO7t6u+IqmxcYSozex+pjCDntm2WJeqtnDRG0Mbx5UCm/eM38OISYt71WWjyq3AnBm1gS6XYEKy4lmC1avEy0CqZZQGgdH+0x+OWc6pd0BP4sItLpspCYFClrGRFg47rBSNDGR3UcURuegy43NqQiES+ZP4Y3qwyyLSaepWzlGUWY8fU4nH5YFfEvZyZF0Dtp4ba9Se+yhU+bT7rHz+wPK4L04OZVL8vN5eO9mfwqml+asoNlp5eUKpU2SKYQVcdn8pfwgAGdlTCA/Jpp7d2xSKlWLKu6aMZt9rS30+YYwG7TEGkxYDFqWT8rArNFgVGuYGBnFzrYWbpo1HZUgEKLVkhoaysNLFqATVPTYHVw6OZ9rv/nSf/42txujWs3D8xawpqmOd/cd4caC6TTbBrgwexLv1xwlRKujZ7i6dHF0PBdOyOVXexWtMic0ivIBJWn05s5jpJjCWJGQxapWxUTrGCaAdDgHyTQFLO0uyU2jo5vLk+eOen4AN2UsoMxWS1FYIus6y7H7AtpPtimOsgHlnXq/bTNXJp3Jc9WKhjg5JIEmp+KHq7W3MsEUT7U9oJm917YDgMuTF5CijSfNFM6NB/8RlB4LAlUmLkmaTt1QPQ2uYGbuyDRZXtnDPusO8kznUm7/GFBMyFoxg3jjzaictwNDyPIA+NYhaG4GzwuAjFrehWzbQ+2xU0nPMDKOHwbjWfpH458VanNkWW4VBCEGxQlYCdwLnPI/7ThMCX0FoLi4+HuLTfhnkZOTg8lsZMOuN0ktUkyOGvWz7B6uCn1d8oW82rCGi+IDGsqZWRN4bqfiv7ppejEfNlawo6OZc6YHEg2b9Rr+Wl7Kxbn5vFU+usL07KQkDvZ2Eq7T0+dy8suiYj6sLyfKouWXU4v4zRaFJHFiepAfE8mhgQ6SjYHg7wtm5PFFXQ1XpgWCt7OSInnryBF+Mi+f3UeaUKtFrA5l4EyLCSM2ycLOnWWcnR4Ius6Ij0RUBSYi4QY9pV3t5MYqzEKNSkStVRGjDaSgWpaRwXMHd3JFzmReOaqEGwz5vGRawtGISlyZQaVmwBWY3c9OTOLZ/4+98w6TpKr+93urc5qenHPcnHPOCXaJAoISREyYRQVFBQQRAbMIGECCksOSlk3EzTmnyTnP9EznUPf3R/VOz7Cr7Ffh57L2+zz17Patureqq3v61D33nM/Zt5nLy4fz5NFDBNUIaVYriqKwq00z1l8YO55j3V28XV9LZa+mRvHT2fN5eN+ugYeDz48ZT4LFyK2btSoDKWYLuUkJfGvqVJACfyRMgcPJHXPmcvv2d+gLBZmcns3B7nY2NNXww/GzGJuSgVHRoQLL8kuYlJnJ93e/OXCtY5Iy2dYVq5TweM1ubhkxn+OuTjyREK3+mEut3ttDiU0LDnGFNCPZFz59cI9ep1LrbafaW80Xi+bxy8pB53Tm8XqHVu9NBZwGAyZFT0ANc0H2GP7Y8DwAe1xVXJI5d4hRO4lNr5Kf4AME3xw+HKuSSDBiYE1rFe93VeIJB1iWMYpEo8KalgM49TbGOYsZm5BDksFIpimByQnzOeDejl/1cMJ7gGG2z5CgyyYsO7HpZ5NuXo7wf3XgnFLtArUNDGkQAqK5ic+tHY8voOfiSz512nsR56NFIgjHjdopnNEdkVI2R/9tB14E5gJFwD4hRC1a3sFuIcQ/UcM9e1AUhQXzF9Gwp2hAIag/quYxKWEkR/pa6Ai5aAq2kRXVFTTq9HhCIaZlZ+PThwaEZXvDWm5btsNOo7efIz1djE3POCVZe2JmFvt622jzucl1OLDq9XSFvHgiQcJSpdbfTY51qFDw1ZPG8WTl/iFtI4rSOdDZTkPQTXqydnxhThKH2jtpDXox6hVGFWVyvLkTnSK4fvkk7tiirUu1BTykO20IAWabHqHEDOiCsiK2tjTSEy0KurC0iGeqDg6UTwEISZUjvZ2UJgyNB/rDwR18tlRLCrfrjfRGoztvmTyTBw/v4mBPO2MztK/FiORU9nS2UDBIOb8kMYk7t7/H5cNjmpOBcAjToOTu4sREGjz9ZEXvUZffR0/Az81bNnLz1g3ctuMdesJefJHwgDrHnOz8gSrVd+15n2tHjiXJZOYz5WMoSnJy14GhwsJ5tgTqvb1D2n5x5G1uHDGVBZnF7OuNqZU8Ur2DC3LGMCkpj8P9mjtzR081s5KG6nNeVzCDNe3baA30kGS045VdjEuIeSuSjLYh1cifaXmbi3PGkWlKICR9A+2usIdE49DZT4E5lV+NWkFAvE1XqJY2/9/pCrXxbPvfeLX7UYoT2/np6ClUOBxcmj2CCoeOW8tncl1BPunmIxzw/I3eyBFMSpB8I1yQupzL0q9lacqnOOTezRTn1zArJWQYJyH83xtybkk7iAQIrUbVfxqQ7DyYxaZdiXzhC1/Bao3P1P5/cLYJGp8tfKhRE0LYhBCOk/9Hm53tkFKmSykLpZSFaMl1E6SUrf9iqLOGWbNm4elT6ahOwqxk0xboxYieCc6xvNauudI2du7l+qicVV8gQILRyMqR5Tx0OLa+9X5rPfMK81laVszfj2mzs6ePH+TCsooh57ugrIInKvfT4nWTY3fw3SnT+evxXUipLd7/rXon35w0JRoSL5lbmM87bXVDFCnMej0tfi1C8MkTB5k7oQgAm8VEWFV56tAhrrlgEuPKsznR1MX1SyfxuwOxQNUnDx9k4egSRuWls6WjiRaPm1S79uMzOi+DE709bGquZ0FxPhPzstjZ3joQTGBWFDr8miuqw+9FHzV2Eqhx9zIiKR2dEDhNZlzBAMlmM6pQqY7WDOuLGsvzS8p47Ph+7KZYZKknHEJFS484WYbGGw4NhONn2+10Bjz85fBuLiqLJTMPDkC5uGQYq+uPs6uzmfOjpV/SbTY6/bHZ020732JMSgYRXYgHj5+aImPTG09pi0jJHQfXc15eOT2BmJEJo5JitDIjpZDjbu0rv72nmgUZw4f0L7Q5qfG10BHsJdOYxur2jVySO3FAK9L6gcjEJn8XwxMyuDJ/Mo81rx2yL6DG3JbfLlnA54qyWNv9a5oDx7HpbLQF32aCowSTMBGRYY54DrG643laQyewGTpY1/0nNnY/wXbX6zQFtIT7cksuPaHjOAxZHOj/Awf776LB+3uGWfQ4FAtWJQOCj51yX6TaCSIZEdmG0I+no9PDE6tHcumln6KwsPCU4+N8fJxN0Y9nC2fyLjKA94UQ+9AS5l6TUq75kD5nNTabjalTp9K0dyQJhqkc99Rxfd6neLg25hpyhb0kJegYm5bO/vZ2frJgDnfsHvp0v6m1gcUVxeQ5nXT6tR+97e0tTM+J6Ufm2O30Rxfmu/xe8uwJCJ2kK+BDlRIhwK+GaQz0kGPTohFXjCjl5bqh+W7Xzh3Hc8e1NbAOn5fsTG22YzJrgQBNff04M2xkpTnISU0gZJNU9sTEZds8XvLSncwZWcjL1cfZ3dFKSUpU41EnCUuVTc2NLBpRgtWs/dielLy6pGI46xq1tZ9Xa4/zmbKT4eea0Xvk2B6uKBlNgsFEbyDALZNn8duDMcOxvb2ZKRlZpFmthFV1wGBl2ezURoMK/rBvJ1dEZ2vuYHDAwF1aPpwHD+6iLxgcSPiGofXKpmZn81ZzLS/UHmVeTgEJBiOhqHakIgTXVozl1klz0Oklc7MKybScWj7HpDvVE2/VGfjx6PmghLmwsJw7xizi9lFLGJmQzuvNhylxpNAbdT9GpEogEtPvnJ1cxs5e7fNyhTykm7R10DXt67kyTxMdNp6mvp0v7GaEI4Xz0iYyzJaLPlqk0xXyMM5RwK9GL6MtvJrNrmdQiQACc3Scas+9rEwfqtOYbkgkqNajZ6jRXpB8Kc2en6IS5kDf40xM+Ep0TxgIEZGVeAK/J2z8NML8c2CQBqrsAEVTVQn53uXRf7QyfPgI5s+ff8r7ifMx8hHP0v5nZmpSymop5djoNlJKeddpjin8YLj/2c7ChYtoqorg7S6l1FrAtp4qXOGhNdN61F4urhjGlJws/nRs9ymiw2Gp4pchLMahP4iv11ayrKgEgKtHj+WXB7WoOFfQz8zcPJ6s1tyKKnIgofmR6p18c+Jksuw2VtefKoOUkWqnvj+W/2NO0H6kdKbYD+Pu9lbMZgMXzx7Jb3adKmJrtupJcmqGZXdbK8Oia2je6I9xWKoEifBa/fHoa81ojc3I4EiP9vEe6e1kZHL6kHEP9XQwISULp9FMcYKTXV3NeAfdq7eaa7h61BgOd2uRfSd1Lz89fCRrarXqBg3uPoalaK5NdzA0cEyOwzFw3z3hIEnRdICTNu36kWN5uurQwLl+tGsj35s4E18kzPK8Uu6bvpjdvQ08UrmLV1uOUOvr4qbRM5mYMrQMz2CxaIDPlUziljEz+W3tGtoDfTzZsIn7Kl/lD7VvMDzZyYLsIhTkkJD5am87uWbtQWFJZgWbe7Xrckd8OHSaIa0JNFFkT6Dclkl3SPs8E/U2rs6dz08qVjEyQSEs9mE1rmFxRh+3VFRwx7ApTE5M5NrCItZ0/ZrOUEziLdWQizuknScoXSTpOsk3x1ycRiVCrec5FiZfPNCWbSrBIRqJ0I8qw3jUNvyyD6uSSbpxLLmmfLoCTyJEEh7//bh8dxIx3Yhiuh0wakYNJ9X1idz/BwiF4dprr+dfBYzF+eiRaCH9H+V2LnBuzDf/DbKzsykrK+Hg9g7yLfm81bX/lGPe6drPsNQkDrs7ONjdjgBybA5mZuZxZdkobp4wg6LEBJItZgodsXWiDY01zC8oxGYwYDcZCEYlqhQEnrCfE30xbbyTRs0XCdHo78UtQ7zTWjfkOpKsZmrcvUPajnm7yctwouhjH+Grx05QkOWkT+/nB/Om86P5M/jxghnctnAmty+cRXqiBadDM4buUJAkqxmzXk9n1LVm1usZnZGGLyrAHIr+64mEhog8dfl9KAytWvJ01UGW5JawpKiEpypjlZ1TTBampOfgMBp5/IR2j0/mnKXbbANJ2gBbWxuYlpVDr9+HRa+nIil5iMDwXw/v4cLSCix6/YChK0lKZldnLIDCGw7T4XMzMS0TnUFy0+43OOjq4PKiUTxbv48Uo5UfHHyVZXmlXJCvuTOdBvPAjKvMkcKvJy+nNtjAfZVv0B/2oxIrL+NXQ6xtP0BnsIskk8pPhi9nZrImIr2+/RBX5E4mz5JM7SAlDolk8EPw3xpf4FulS9ELwfdKz+dbpRPw8ii7+u/CpOvHpJjoDTdR7dvM7r5n2Ob6KxHaSdSFMStDZ5ll1gk0+mIehirvgyxNmT/wvVII4lfbSB5UMmdm4mJa/Q8AeiLRVIVD/U8yzvklhtkW0+L9OYFwAzqdZvildOH23YnL/3tU0w+JKF/hpdckDzw6nVGjZ3LrrT/BMkiSLM7/P+IztVP5n5LJ+iCLFi7hz3/5MyNmDefOYcu04gtCRQgVQQSdEJjxMzzDwa1pk/GrQbqCHlr8Lo7429jc7uMr9nno0TOjLIOrbSOw6Ux4/GEa+l3cM28h77fXce+MBYTRhHrLk5Jw6I30h4NIKYc8VWRbbRQ5bKSZrXQMWg+6fv4Efn9s15Brf/rEIb42cwJdQc0gzSnM4eKJBRxX6/lb13v4IiHUaMC2lBKJ5J7UT5FisWDR6/GFw1iMeuaU5LO9VfsB/vmcuRzoa+KKYSPY0dZMQI2QbrFS5x6abvBG/QkuLxlaTHR7RzN2vYFeReFHEzU1D4NQ6PC7OdzbTnvAzQ8mzuSOHVqahCIE7g+UXHm+8hg/nTaPDbU1OIwm5uQVcP+BzQP7W7xuip1JJJrMdPq8fGv8VB45FhN+dhpNfHP0VJIsRlwRN3t7Y0u8Jr0OdzhIX1QR/97jG7kqfwJfGTaV7R0N7Otp5vYxC+mK9HLH0ReJDDLjQTWMUdHjVzVDmqS3UpFgoCfcyfMdjzI9eQGzUpfz+6qNmHQGPl80gwfrnh/y3gavj6qoZJh1dIYOc9D7+pDjdLixKLYhbWbFgV146fbdydKUX/Fyxx9j71mfTFdgqE5oT+Bp5iTN4Z2edyCaQN0T3EGheSRpxmw8gScAMCpJhKQHUJjm/Dwp+hR6gloCeJhuBMlDxlVlK17/0xw7djG79tbw7W9/h7KyMuL8dzgLZbLOCv6njdqYMWPIz8/lnZdWU3rRHj7oPamwf5b3XSewKRP5feXGU/pnmRPwRQJYdQrP1sdmegkGEyuyh5HpzKWpo4VXj+/Qgg5GLuFgfz13T53HVzetRRLLI7qyYAw1wTo6e1u5dep4Hj9cxc4O7UfZbDPQ7fcNObcrGGRYURrP1RzjnvNmUaXW8Iva50g2OLimYB73nRgaaPC14kWsbt5HhjGFn82fw7fWbcRo0DG1OIc7977PtydO4YXW3cxNK+O5hu1cPXwMgXCEq0aO4smag0PG2tfVzmfKxwxJJp6QmkWd28XWrgaerhma0vCzCYu5Y+87rMyrYGleMS0+N1MyszjafarHOiS1hwmHyUia1TJQ9HMAoZWIae7vY1xWFsdd3eiE4Pph4ylJcvKLoxv4StkMflu9lZvHLObrW9egR6E7pM0I9/Y0Md6ZxR5XC0/W72Zacj4/GTOfmkAHf6zdQFvgVImnkBqJJjFrRu2WYQt4pePPXJB+FQBb+jZiVjZz67BrsChO6vxNBOXQfDF1UEmem4ovojN0lFxzAQcHZQIoGJBqB3phQIeRSFSiaqzjfHp99wN+dKG/Mc25iq2u1QCYlVMDXLrDexhpv4AdLitEoyhb/BsYq/8hAbeHRvcR1IgdI+lkZ2RwXsqNqJGd9Pj3ElJ7yLN9lwbPfSBiEm4G3UJ0xgtxhXZT3fIG+fmz4gbtv4xEEFb/Z51t/5T/6TuiKAqfv/4L9LUYaNs9tGadQdgQooSD3p10Rt7jqyXzTul/Zd5UHqh6i46gC6sSc+/0hQJMTsmi3t/Bzp6Ggad0nS6Cisrrndv5xqgpA0ZtdGImhYkmXmnbjkHR8evaF1hRlsZVZSNRhOBwz9AffwUYn55JotPE0rGZPNb5Oq9Goza7Q/0YdUM/2DGOXLqDXk542nGH/DzXspdvTp6MohPoDTrGpWcQNHrZ2dOAXijsd7UxPC0ZfyRMvtNJq3foTACgO+AfcHGNTEzj0qIRfHPLm0xOyRlSXTtBb6Q74Kc/FOTv1QeYnZtPfV8vVw4fzbr6mlPG/fWebSwsLGJ6Vi6bWk9VX3vs6D6uqBjBvPxCHjq8k0U5Rdw3fTFb+o5x2+E38KpBkowWOoMenm3axdeHT2VV/jDeatPW7t7pqGZVrhboYlL0XF5YgdnoItcmOS9zxCnnAwio4YFqA5/OmcQhz3uYFDOucO/AMX7Vz3MdD2FW3OSbExmXMDS8Pxw1atflLKHe/xoR6cOsDFXcL7XOoD+0CX9oE2nGomirIM2QiooW9OOLbKXQGCHbWIZdl0REPX3AcaX7F1yYvoo+Vy+Nu7LZ/4+p/OWe13jid2+z8ZEJvPP4eNY/kcrGZ/bh9n0TvX4SPcHncIc30O97hUL7bQhhwmi4HJPlN7hkElX9N9PpfwaPK4m0tKzTnjfO/1/ia2qn8j9t1ACSk5P57GevoebddNztMU3CCvt1PNuquZCqfIeJKAf5XMGMgf2JBgsGoSOIytr2Q1xVNG5g36y0Qg64q/FFYu61DJODRn8beqFjj6sWmyVIWUIydp2R60pH8WiDpiShj/54Pt60HltCLyNSEilPc3L/kjn8YukM7lw6kZsXj2RYWYiIOYzDYOGKnDmkG2Nreqtbt/G5gtnaeChclDORx+u3oAhBWKrs7GkgaPJh0CmoiuTiEaX8tVZLLj8ZKn/XkfXMzc0fIrk0mHUN1Vj1BoodSVxbMY4f7NCqiP9y3xa+WBGr1P7d0XN4+FgsteCufe+ysKAIvU7QG/CfMm5fMEiCycjkrGxerDk1YOaEq5uSxGR0iuDrY6aQ4tTxg8OrqfTE1t5OziD39DZgNyvMzSxgf6+mzuGPhFFQWJZRxq8mTWddzxP0hFtxhVsIKbv41ZjllFiHlrcJqCEMQodTb2VUooWjnv0k6lNo8jcOOc6iWEgyCrLMncxMifC9kosY5yiJXlOYOUljMetraQocwKDoCKt1mJVBOXuWkXjD++kPbSTHrBneYss0woEXh5zH5b+b2UlLGGabToP3NUJeHX0tVtqPJtK4LZfadSM5/Pxo3nxgA0/+8jC9h0YxddxibrvtNn73u9/xxz/+kQcffIif/vSnNNT34+paQbdfS2wXGNHp7SiEUcRkusJuqvt/QE8wpkHr6XWQljb0HsX5LyDja2qn43/a/XiSiRMncvDgAQ69rmfEVTtxmDLpizjwqTHf0CHPdiY6rFyeO5GnG3fx2fxp/L5Kc0nWebu5Ji+2/nBxQTk/O/ECNxYtHWi7tmgyL3e8yXU5Ws20vzW8w61ll2LTG7ir8umBFRzdoOeMrT1HWJQ6jqd6XscVHup+/HrhCloCPXgjIX57YgNfKVmAVW9gdes2anxtXJylBRR8v2IFv6vcqM0KUQbceX+p2cZvx11Mms7Et/a/MDCuEjVq3kiIWm8n+bZk7pm+gN5AgFavm8b+Pho9fRzt6cSs0/G1UVP41pZYoEKT102ayUaKyYIvEsIdCuIKxnKsApEIu7taWJxVzDfGx4zfYCKqJCIj3DNL05nUtCa1OyQBd8SPTie5/dBrpy2fOzih+dHazfx89AXcNX4RAi24JcfiwK/z8nTro9GjJEl6PXW+Sup8J7iy8DzUyDjuPrYOFS04xKDo+HbZbF7r/AsAGaYsqnxDi2quSFuJlE14wntpD7TSFV7DrNTlLEm/GLOwkWdxsblXU8fXo9AdeIVJji/yvktb4zKJIJIwkjB2nWbsSizj8fj/NuQ8XreRQ1v/SP2xUXR2ZBAKpiKEwJnoICUlmazUDNLy0klNTSU/P5/s7OzT3ufU1FSGD69gz84QS1clkGCahZASf3ADPv/fsdpvJ9l8Pu7QVlRiDyB9vTJu1M4C4mtqpydu1KJcccWnueOnx2h8ZxirLl7FX5qeO+WYXf1vMyNxBZ/KmUCS0YZn0I9nf0QzOt+omM5zzVoIf0iNrTk5jXr6wl5CUgs6CKph3us+xKqssfgGjTM4qfiGguW82Po+oxwFbOqJ5a2lGRPwqgFMqomt3VVMSSrmt1XaTO+6gtlcnDWDtkAPN5ctZ2dPHR1BzX2oCEGI2NpOhBBhGAiAgFg0ZprJhtGgsK2rgT8e3Y7DYCLJaCHFbKU0NZFZebnk2O3s7+7g5nGzqOzr5r2WOtp8Hu7c9R63TJwBUvDbQ9uw642syCtlRFI6Vr2eAz2ttAbc/Ob40GKtAGUJyfyiYBEn+jv44cHTp0PeM24ZPjxMS85nS/dQF6VRUXCFYg8APxq5mP6Im/urNM3tVIOdW8oXnLIW1e17ntGOSezr38Zb3a+QpE/j/jEX80pLHb5wiFWZYznu3UJQagY6yZBCpysmeJxpzCJF143ETrv/RWYm3snqzj9y2PMG8AafzriDjd2xdU69gJDaTrZxUDSj7B34r0UxYtelYaMdP6BGBI1VaVQfGEPtCR1pacnMmDGTgoICUlNTSU5ORqf7vxd5XLx4Gb///e8YNXk9zqTYQ1yy9Rd4As/QGWygwPEz6vpvRcVLJCzo7wuRmvqJqDR1zhM3aqcSN2pRTCYTX7jhS/z8np/TOlblmuIrUUQ0GpJIdAsDYWY4h7G/r49LcibwZtsh3OEAO7prWJpRTpJFz/FWLcT8pBvMqhjpDmlrIm3BLlIMdloCvYxMyOXx5mf5cfkl3HFcc3Xqoqrqy9ImsbP3CPv6K/li/gVDjNoXChZzf9VLfLVwJW93HubWigvZ3KMJ7z5Sp0UXXpQ1gXFppfypdlD5lmgRT4Bvls/CoIfH6t/i1hFL+emhN7XQdSHQo/CDUfP54YHX+GbpAiTaOmFfKECdpxeAyak5LMsr4dXGw2zraqTEnsxV5SPJtCTgD4cptCViNxj5zpgZhGWEJ2r28lyjFkByReEYgjJMktFMTzA2A5ielsvyoiKOudsptCWRaDDT+4FKz0ZFR6bFzo+Pvc5n8mahEzre74qtzU1MyuOQS7v/369YyOq2d5mZNJpkg53ukJsbCufxZvevWJb6pSHj9kR2U2G9hH39mqHqCXfwfPtDTEicyXDrKDxqNy+07xl0HSbUQQ8IS1KXUOv9LmMTfoAkiIFuNO++dkxYrWGUYyHv9vwVvTAhThYGVjsBhQxjGb5wLNjIKCKMc5xHVeO9VB4YT9WBLMIhwaRJk7jsorkUFhZ+JHlhI0aMoLy8lK3veFl64eByO368oQ0kmq6nrv/HFDjupM79Y/pcEZDEZ2pnAZJzx2X4URI3aoMoKChg/LixHDj4CsOzdp72mHzr1/GqjTzT/hxpxhS+W74AKS20+n2MS8jlh8f+MXCsO+zHoTdxRd543u7SQvJrfa1km5NoCfSSaDDTHuzi5bbX+FH5Jfz0+PMoQpBqcDLCkctvazW3oFYcQWNm4nB29J4gKLWKWRKo9XaSZnTQEYyJ7hqFgT/WbODLxXPZ1FXN+vYj6IWOsFS5rmgSLaFWkoJ6Dnua8TZv4tYRS7nz8JsI4Gfjl3Hv0Q0E1QhW/VApp5Osyh/Gkb42LigYxrauRqrc3fz6aCz8/tbRc5mYms2t+9ae0rfYnszvjr/PxUUj+Es0JP+83DJGpCfxQOUmvlo2na5QP5cVjOXhym1D+s5OL6Iz0IdZMfDHmvV8sXABBkXhrQ4tEGRaSgFPNmzjwuzRNIcaOOFtxBvxMTO5gp6QG7+6H5UwfrUXBWWIYbLr/JgUCwE1NtPb3b+JCmsBzg/cB4OIzfTG2Mchw+9GX2njdfhfYGrCKrb1vaQ1SxdOXRoKeqy6JMKRWgD6ghspt84m11RCf+Ae7VAJRw9sY+8WE031kykpLeRTl85jwoQJmAYVlf2ouPTSy7nrrhOMneIkM9uFSTcfX+h9VNmOWZeGipu6/lspcNxFc9X9WKymeF7aWYKMG7VT+J8PFPkgJSVl9LYknHZfimERPeF+ekO1qKi0BTt4pv1pnu14FJ2+EadJMCs5FubcFewn2+ykxJFIc0CLYKzxtJBvTSXdmEB/RCvG2Brs5LX2NdxadgmKULg+fwkP1L40MI5nUP2rOanDWd+p5RKdLBvyfPN2Pl84d8i1ljoyONjfyN3HV5NiNPOt0oWYFD2TknPRGYKs7diPRaf9MNf6O3m1bQs/HLGETLODZxv20B7wRM+hniLnlG9z0hf2RnPhPhByHyXVasIdCTDceeoTvd1opC3gpiRBU9/4TOkY8pOt/PbEe1yeP46/1L1LQA1T7Eg8pe+UlFyOeJoxR3UTH6rdyPjUNBala9GGqSYbyQYLI5KcrOvUHkyaAl2U2jNYkTmMA951ABzzbGdKwrQhYzd7/8qUhFNLyDj0PgyiGbMSCyTSCe15UEFhqnMcbcFXovdLm517I8fJNWnv3aokEVKb6PP9meG2BTh1WfgjmmqLO7yHcssoHDojEdmHq8vKu88uYO0LbkZUjOWnP/0p3/vuLUyfPv1jMWgAubm5TJkymc0bZiMl2E3n4wttiO7VZpQqXg7U3U5H5SJSkpM+luuI839DSghL5SPd/hOEED8VQuwXQuwVQqwVQmQP2neLEKJSCHFMCLH0X43znxI3ah+gqKiIztYgkfDQJyCTkoXZMINjnpcQH7htSfpE8iyZNPpbKU9wMCtZE9XtDPSRZU7AHYmFxHeH+0k22FmYNop1XTEtyaZAG290rKXYksr7XXsHKhcDVHqaGGbL4fP5i3m2JeZOPOlK9EaC+NXwwFUNt2Wx3xWTUnqxZScvNG/jS0WzURUfzzdvJdXooDMQm9lVetup97Vg0enY0xtTw9jRXcuIxKGyWNeUjucPle8TiIRp8PWQbBz61L4yp4J3OyvZ1FXF9WUThuxz6I34o7XJQjLCTWOmgyHIX2s0rcgCWxI90aCYel8HZfaUIf2dRhPdAS9WXewH/s91bzMqJYVlmRVIVL5cPo1HG7T1uCSDg/kp4xlhz2Cf+8lB9/s4wx1D86x8ahN5lqGh6hMd0+gOrKPB+zcuSb9ooF2JajLOS15Il/9PA+2S2PpkIHyQRH0W5dYpuENb8atHyDWXk2zMwRc+GdmpohcuwoEe9r09ltf+MoNk+2huv/2nXHrppaSnD733HxcXXngxrc06ak5kodIHRAiHFI4fbWD3uim8+tByXnpoIu3NAZYtO/9Dx4vz/wcpxUe6/YfcK6UcI6UcB7wK/BhACDECuAIYCSwDHhBC/N8XgM+QuFH7AHl5eQC42garOujJtX6HXS5NyeGDn8ensy5iY9dGOoM9vND2JpNTMpjsLKYn7GFhRjnbew8POd6sM5BrSaIvHDN2ExNGsTJjAa5IL1OSRvDVgotYkjoJo9Cz23WcFenjMSk6qr1tA30Gq1681LyL6/LnAHBp7lTeaNs3sG+cs4BrC+ahCIXDbi0MfXpSBa+1xdaIMk2JTEgs4LC7mR+PXDzQ/nZ7NdPS8gZeJxhMmA0Kdr0RV8jH6y2HubZ0qOGal1PAlu4qVAktgR6SjLEZzqyMAl5p1u6HShizUfBso3atYxOzOdgXM8Z/b9jGRfmx2nHZZgftgR76wj4SDEMN6V/r3qEsMYEKRyqeiIevFK7kpuJL+FTWFMKyiyRDmPlJlwwYI4CQPGnUY/fRSCtOfSySdUJCGd2hHYSkC4euB33UYy9QMCtmyi2puCODUw9iRq3d/wKznReQZyrEH9HW/fRqFWmGUsJ0oaqCrmYHW97Zy19/c5DWqnK+euPX+MpXvkZKylBj/nGTlJTEggWL2PrWXN5/bzOvPHU+D91/Pi883Y4+NJ3zV1zGz3/+c2677adMnjz5/+u1xflnnF2CxlLKwcoFNmJ/WBcAT0kpA1LKGqASOH3o80dAfE3tAxgMBrKyM3C1JJGcoxmdUvsd7HA9iMrJnK3Ys8Bnsy/j1Y5XSDGmctyrReI93fIan8m6kPc7G8mwWDjUWDvkHFadEUu0SOdweylzk6dyqP8wf2p8jCxjBmWW8TzX+j7Fliy+XHABIRkm15TKrceeHDLOYJWKWl8HGZZpWBUjHcE+wlJlbEIeKzLHc7Cng58fepvvDp9DqS2Tzd3HKbCmsrpVW+czKwa+XLSIZ5u34NA7UaXkCyXTeLhqK141SJo5Vh/rurIJ/Ob4O+TZkmjz99MecJMxqH5WoS2RY+5WVClRBDxZv4Nvj5jPj/Zq6Q+jEzNZe+wYJbZkJqXmcMQVq8R8XtZwflUdi3gMo5JqtqAgUJGsyB3Os807yDAlUGwaKuEE0B3sJ6D6eLr16SHt1+VcSkCtwyo6WJn2eVZ3/AmJSpV3L6PtY4ccW+f5M9Od32BN14s4lETC6omBffW+x7k44yu80vE67kgfK1JXUu/5+Qc+k5hRU/FjVFyAFQgTCQsOn/g74Y4bqaxcRGsDhMMqObkOFi6cxqJFi9Dr/3t/ksuXL2fr1s0c3JvD6FHjuXDVaEpKSv6r1xTnX3O2rakJIe4CrgZcwMmyDTnA1kGHNUbb/tkY6cBMIBvwAQeBnVLK0691fID4t/U0FBWW0tzaBDSQZ72R494N+NRTRYinJkyk0V9Ha7CVUY7RrGmPBZc80fIS1+Zcgjvs1pK0B8km5ZpTOOQ5yA15V9Dga+TPjbGaVS3BNpalaS6nal8Lv6p5gTH2Iq7JW8aNRefxSP16ukLaDCOsDs3S2tZdxQ8rVvFm+wFuKb+AI64OfhAN1PhK6Uweqt3ItYVaArkt6r4TwLdKV/DLqlcYnZBPd8DDvr4GLs9xsjyzgjdaj2E1aF8Tg6KQa3fQG/Yz3eyk0a9FdJ4UAwb4yvAp3HPi9egdEpogsIgMxAE6jWYU4KvDp3KwrxFFKNh0RkIygt1wquTThvaDLMgsYX1rJXnWBFxhHyZFj10/9G+iyJrG1ORChBj6vS+w5KJXWgiqEYyKHY/396xI/RKvdf6VGt9+lqV+hcGzKxXvQCL7yvQVNPnuGdgXVNtJMfhJNqQQUAPkm/zUDgrOAT2qHJpPeKLudboqx1FXs4yWxggCQX5BEyPLl3DR+eUUFxdjNps5G7BYLNxzz71xtf1PCB9TnlqqEGJwlNzDUsqHT74QQqwHTlcM+odSypellD8EfiiEuAX4KvATOK1UySkppkKI+cDNQDKwB2gHzMCFQIkQ4jng/g/MCE8hbtROQ3FxMQdf20GSYS59kSCtgd1DDxAKCXoHFfYinmp9CgC7zo5XHRp+XuNrYHnKbL5ZvARFGIlIUCVYdQqj7aX8qu6h0wZa+AclfQMsTp/Kgb56HmlYy9eLV1Ln6+CFls1EBmkvZpsSyTInYtdbSdWn8oN9sYRonVAosDnpCXsxKQasOhP+aLmZGwoX8lLzNvrCfpL0dmo9mvLG003b+VrxImo83YDEoChcUTSGR2u0B648m5P9fdra26bOGlZkl7G+tYq+iIdAVABYF/0uP9O4k68Om8aDx3cAkjvHLeGBmvV8oWguf294n/NzRhBWVf7RcGre2qaeKm4qPo+326ox6bXxekNe7IPW1EyKnusLZ1PpraZVZyLHlEVTQAvrX5E2m+2un5OTegGqVPDLapTQYyxL+Sxruh4jIr0YxNDIxlBkN3mmYhw6H61yqERYo/cJzku9BSkMVPZ/ccg+q5JFSO0iFNDReCSLxgMVtDWHKCmWjB+9jMsvKaeoqAiD4fQRpWcDcYP2CUIOrZTxEdEppZz0T08p5aIzHOfvwGtoRq0RyBu0LxdoPk2fFcANUspT9PGEEHrgfGAx8PwH9w8mbtROQ1FREb1dAfTheewLPnDKfoHCVVmX8FhzTOnBJIZGpiXqExjvKKQtdAKf2seartUD+y7LuJ5X2t/ks9mXEJIRnm1ZHU2D1qjx1lJhy+WYp5ErsxfyfNMWJiQWo1cUfln9MiPtedxS+imsioVvlizHqpho8PbwfOMe7DoHj9cOVfS/KGc0zzZpxsgg9ExyFrOh4wDnZ4ynydfJUY9mABKNtiHSXr+vXs+tFRewv7uN4c40xqZk8HSLpjGZZrLTG01y3tlTz09GrGBkUjrPNEYf8qQ6MKOt9XaTnW9jQnI2YRliT28t/kiIvpCXel8XF2WmoRM6Xu8Yet0nMehgUWYp73RoRTeDMoJxUB2zr5cs4ZHGF7k4cx7PtrzJBZkzaGpvYWLCaLqDW9FjJCI9RFQXehLxRg5i5yUWJn+aBv9hxtpmDzlfk+85pqp3s//QM3S7Uwj5Tah+K2G/hYjfjBLaiBQBVMNEdMYAOlMQxegnwZLJsTY/Jw7OwWq1MHPGHGZ+ZWY8UTnOx8bZpNcohCiTUp70168CTibXrgb+LoT4JZpLsQyt4PQQpJTf/WdjSynDwEtnch1xo3YaMjMzsVjMNFX3MnXU11CJoKoRIoRRZZgEXQ6Pt79BaND6iU4Z+vT9mezz2Nz7DEXWEaQZczAr1iEzsPZgJ0+2PE2iPpHLs1ahU/Q83fISfjXInv79XJL+KRrrOrDp7Bz1NJNktFNhy2Vffy2H3A3MD40hweRgR3c9G9pjgQob2o9wcc5onmuKKeVPTM7hjRPad0iVktHOfN7vOkaeJYUH69YNHJegt+CNxCStJHDvidf5UcWFTE8u4fmmWGCJRW/EF53tRaTEr4ZIsZho9mtlasJSHVL14K3OY9xQOon6YDsbOg+zPH0069oPUmrNIN1kQ0rJwtRh9EcC9Id9mBUDCXoz7rCfxxo2cdfwi/nc3r8MjHdSI/Pi7Ekcch+hN+zGojPhUwMkGRIRCGYmjWZT792k6AsJRJpxhw6TYb6QJv+juCM7cCp2Mk2z0Uc/O5/LSNvhHNqO5NLb9TxWqw2rdTJWqxW73U6SzYE9zYHFYkFVVXw+H16vB1+fB6/PS6PPT2paGl+4YS6jRo1CUeJxWHE+PiSCyNml0v9zIUQF2kpDHfAlACnlISHEM8BhtNLqN0o5yM30AYQQiWjrcoUMslFSyq+fyUXEjdppUBSFmTNnsmfLOxiL3hm6DxOJ9t9j1Vk/0B6LqjsvbS6H3WsxKCaCqp+N3c9xScY1PNnyCDDUwdwb7uWp1udw6BxcmL4cq87KMy2rMSiSLxSs5LfRwIlabwfzU0ewr7+WYbZcWgP9IHTkWZK4pmAaf6vTZmIH+5r5VO6kAaM2LaWAfX0xjcJabycTEgs4P2MCd514gcFYdSa8kSDJBhsltnRKbOnkWJKIyAjpZhOLs0tYkq0J9KYb7XyjbA4SiQrkWRIIyTA3lsxFAHqhp8iWwjfLtLViRQisBgWH1PG98kXkm1Op96dxwtPIDtcBEvVm/KIVp9nM8qRRpJhMXJo/DItiRC90qARZkTGa19u096UXCsPsWRTZnDza9M5AG2iJ0UtS53Dco0mdJRty8Uf24lfrsBlKOClj6Aq9hU21cuSAjn27ZtFaHyQ3L4vF82cxZcoUEhJOn68YJ87Zwsfgfvy3kVJe8i/23QXcdYZDvY4WWHIA/kki7L8gbtT+CfPnL2DDho30ttpIzIxVZ861fpbXO//E3OSrOeHVZtoGYSAY1XnMNWWQb7aztvsohebhBFQfAdVHi7+KYnMZ1f4Tp3UY9Ef6ea7tRSyKheVpi8gypvB2VxWe6MypI+gix6KFeV+YNZ07j73A5wsW8ljDFmYll3JzxVLuO76OsFTpGxS4sSxrGPdWxVyfbb4+MjOcbPa28eXCxRgUPXqhoBM68kwpfLVoMXXebhp8PbzTUUln0ANScu/oi/lVTcwI/qD0ErojLazt1NYbU8zLebzxrYFE8ZtKLsEnPfw5mi+WaLDx4/KL+EPtalRUvl18ETqh8FbXPlINCSxNn8hxr5ZuMD9lAu3BXl5u3QTARGcZNd42UODHw1by59r3sOiMfCZ/Gr+q1cSAkw0JdAZ6Aah3tzMhsYR1PVoAToohi2BEm5Gq0ocaEbRWJdN6ZDgNJ9w47NuZOnU+X/rcdLKy4iVV4nxyONuiHz8izFLKb/+7neNG7Z+QmprK6NEjadgVJPE8zXWnYEKIUvoiG6n2vM005zS2uraSbEimwdeKgsKlWYt4pePXAJgVy4DS//a+9VyS/mWqW05oGosfkGg6iUHoMenMRIBiWwZX5c7mmabNhGQEBYWvFpzPo3VvI4FKTysjHFm8311JlbeDO0as5J5jb/JeZyVLMso53NeGJ6IZ5AS9ma8VLUWV0BP08mDNW6ec+8cVFw/UIRvMorThdAb7yTAm0hbsxSB0RAgzLrFowKjZ9dYBg1ZiyaLa24pVZ8aiGPGpQS7InMT6jr2Mcxazr68aBUFQDZJrTqU10ENqNOJwoqOMnb0nGOUoGDj/9KSR/LZGEyTe0nOILxdcQIU9i7sqY+7IkfYidrgOUWTOYkxSJskGI1YlCa/ag9OQQluoGynh3Q1H2bdtHqqqMGH8BC7++gzKysrirsI4nzikPGeN2uNCiBvQErgH1kOklN1n0jn+l/wvWLhwMXWHTfg92ppLjvUq1ndrP641/t2McQxDL/TkmHI44a3l0sylbO5+ZqC/UVgIDKyjSXb0rWNx8grCMoReDH2esChmLsm4kBVp5/No45s0+ju5v+p53u/az/fKLuDirKnohEJLwEWDX/ts97nqmJ9aAUCL38Udx17l5mHL6Av7mZ9RwlWFE/lr3Tt8s3gpV+bM4e4j62nw9bK1u44sk3PI+Yut6Rx2tZNvPTXpd0xiDg/WbGROilZEc0xCAVu7D9HgayfFcNJFF/ODfCpnFi+0bGFDxz4uzZ6q3TtLEuu69jHZWU6RJZMj/bX8rXEtl2TNJixPVpaGeakTeLtr/0DlALvOghzkYym1ZmPTG+kO9vG5/FWMjRbjLLBm4TTYWJU1hlc7nqQntJ2lqZ9FQY9BCMLhCHtemcqB7W4+fcXV3Hfv/Vx77XVUVFTEDVqcTyxnU/L1R0gQuBfYAuyKbqcX4z0N8b/mf0FFRQXpGak07C1EYEQRFbjCMUWPHb3/YHHKYjJNWZgVMzadh65ILFLVrLMRHhRMUu8/QbIhASnVATV+gzCwKn0Fl2ZcxrPN7/Jww4sE1SDGqGBuc6CbX1Q+S523hUxTEqtbY59td8hNujlWuiSohvnh4Re5MHssWRYnZbYUvla8nL/V7ORXx9/CEwmSZrLxVOMOrs6bM+S9LskYzT8adlLv7qHgA4YtQW+mO+Qh26y1T3CWsN11nFfbt/LZPG3N7GR178Wp43mr6yAqkqZAF/mWFCrs2VS6tfB/h97KxMRS3us5gIpKs7+T4bZ8IkhKzFkccTcgkfSHvRiFnvMypvJko5a4fUnmTKYkDeOZpvfY3XeceyqfIdeYxZfyLyLd4GRyUhqvdDyJKlVUqXKi/xecn3YjQa+Xbc/Mxt2ewc03/4CpU6diNJ6aExcnzicNKT/a7Szh20CplLJQSlkU3YrPtHPcqP0LhBAsWriUuj05ZBo+zYbul4bs7400k2NKJMmQxNK0KbzbOzR9wqxYCMngkLYN3c+RZcrGrJhYmrqIq7Kv4o22Xfyh/hnc0Vldot5BRyCWH6UA52VMo97bzdeKlg8ZLzQoqfskvzixBj0K7X4PdxxeQ7M/lqto0RnwRUJ4IuEhH36y3kFQVXmsfhsXZMVUNlKNdrqjCcYmxYAAnAYrKireSAA1KuB70pU61lnMlkFlclwRD0vTx/BymxbIUu/toMKWi1fVvArPt77LiowpqKrKhVlzeK1dc/XWeFupsOeRZ06nN+zhO8WX0Ozv4fHGjUxJKuOtqKjzi22bebVtB9kmB3v6tDw3iZZ2EZI9nGh5lGf/vAeTksvNN//w/5uWYpw4HzcSgaoqH+l2lnCIk0ra/wZnzbs4W5kyZQpS1VF7xIkqI6QY8sgxDaPcOpUx9kX41DaKzIVs7T01H9CkmIfM1ABUGUEPXJn1abZ0n+C3tU/RFXYNOWZsQgUbOmO1tb5bejm/rlqPRw2yuvEIn86ZObBvsIL/SS7IHEeLv58Gn4sLs8cMtDv0JjxRMeEXm/ZyVa6mSF9iTedoXwcAQVUlZVDhysUZI3i+WctN29fbwEhHPsogV+M7nftZkT6JsIzwubzFPN0cE1wG2OOqpsKazYr0yVyWNROz3kS6MZFVGTPINGpSV/v7qsgzp1HvbycSVcKp8baxKHU8dd42vl96OY83bmRzj5anlmp04okmuuuFjs/kLECnuLgo/UJSDRlof+4CV6uVjX9LJTsrl5u+8z0cDscp9ypOnE8y8iPezhIiwF4hxENCiN+e3M60czxQ5EMwGo3k5ObQ2xViyoipBNQeAmo3AbUOf7ib3mAPJeYSZidNR+Kgzl/Nvv5NhGUIo2IiFK1qXWAqZ0zCNOw6iVXXg4qNUlsejYG2U86ZZ85ite8gAN8ouohH6zbTHuhDStjWU8+E5FwmOovZ5aqmwddJviWJep8mWZWot1Bqz2JLVw3bOhu5KHc045w57HU1MTEpj43t2iyqytPBZ8yapuiSjNH8+uimgfO/31nNlKQitvfUkG9NHqjT9kbbfn4x+jJWt8WOPeiuZWn6ZHyRIEbFSJ2vHb3QsSB1DCMd+aQbE+gI9uCL9PNuzzECaogM86Xs7TvOeGcJmebJWHVm9EKPRTExL2UMtd42OoIuck1p+CJhflH5HOFBaS1WXcx1+Pn85YTpZXPvI0xxrmJV2gre6tlE3fF+tj83jpkzZnD55VfE183inHucu4EiL3GGidanI/6X/iGoqkpDfQNZuUaOeh6nxvcqzYHNdIUO41FbMSp2JC46A7vY1/dzZGQnl6Rfxcq0q3HqU5meuITLM25glN1Otedu9vf9nKBaT1i2Umj1cGX2sgHljZNYdZoC/fV5y3iz/QiVnvYh+/9YtZklaeNJ1NvY3VvDwrRhA/u+U7qMXx17e+D1b0+8z8rsMWSYHIxx5rDbFVOg2dvbyHBbNskGx5BSN2+0HmFuajkCsOpiSeUhGSHFYEdISaYpGUM02KXW20qhJYPdripuLFzBt4ovoN7Tzq+qX6Yn5ObuqmcptxcyzJoPgDfspzfk5s3O7fytcQ1r2rfhjQR4sXk3NZ5uKqyFXJ2zBJ2i5y/1a4YYtAS9hf5oaZqFqeNp9ddh00Xoj7QSkUaOu29huGska54+waqVF3LFFZ+OG7Q45y7n4FRNSvm3021n2j/+1/4hNDc3EwgEycqpJtUw+pT92ebJ1Hsfotg6HQBXpJqdrl9wuP8+MvRG9OzlYP9t1Pq0IpJphnG4QzswKmEOuN+kN/QWXyu4DJOizT4UFAQ6Ls6cyTF3Jzt6agbONTgK8CeH3uCrxctoC7gosGkBHNfmz+D5xv0DSh8nufPQBr5VPp9k09CE8VdbD/CZvFkcdg01mgAWnZHRCTkcipaCuSZvNt8vX0lXwItFZ2dG0mi+VLCSbxVfSqktB4vOSLoxkT/Uvs69VS9w1NuEVTHSFs0de6juDSYkDmOco5SXWzczN3ncwPu9JGseP696hvlpIznhaeWV9l2813WU55q38O2SofmcE51lvN21l2xTCmMT8ni3dzugzSQ7Qw1YlCzCvlaMBj0LFiyIaxnGOac5y+qp/UcIIV4RQqwUQpwijiqEKBZC3CGE+NyHjRM3ah/CiRMnSE03EtT9gxLbglP2J+oL8UYqUURgSLuCnpA8QL55aO2pEttCeoJvo6DNNtpCJ9jV/0e+UXgJmcYU8i2ZBCMqIVXPG20H+GcEVZWHTmzl84ULicgIuaYkzIqFbd11pxwbkhFq3b3kmhL5TukybipdzndLl/Ht0qXYFCultgzuGHEeXy6exaSkfIyKwlN1u/ha6QIsioFbylexpbuae4+voTvkYbg9j6eb3+eX1av5ReWL+CJBTnibGebIZmJCycB5P50zlzXtsZy3h+vWMDahnBxzGgVWTej7iuwFPF7/Fq6wh2xzrJzMrJRhbO09xpON7/G1olUD7aX2bGp8rVybt4hHm54mSe/EHY04Pe7ZQKH1akrLnahqhMOHh9axixPnXOMci368AZgNHBVC7BBCvC6E2CiEqAEeAnZJKf/6YYPE19Q+hMrK42TkamVnLMKDSUkmoMZyAE2KNvsJqa3osRKOBu2MtF9Ir//vJJg/P2Q8vQgiCcIg9Xe/6mZD9z1clfN1VOmgzuPl741b+SDyA/6BKm8X9W43KzLz+GLxPG7Z/9opfYqtSXy5bCZPN+wl2WTlzoMbB/YZFR0PTb6EByu30Oh1kW62Mzwhnc/mTcdptGAVRg71t/JEoxaROCmxgLc7DjMrrXxgDAUIqGFMip77a57n4qyZTE4q48G6NSQZbHQEhwbB/Ln+TT6Xv5gUfQLDbPnoMNIQ0IJUDIrAIHSEZASL3ognEqDK28puVw2XZM3k+ZZN2HUmPpe3lOdbNZWU+SmTqPNpSidB6cas5GDQ1VNansn+/fsZM2YMceKci0jOrTU1KWUr8D3ge0KIQiALrZ7acSnlGUdDxo3ah1BZdYJxczQXYI/vPobZv8O+Pk3JQqBHEZqh6QysY5j9PA66nwUgy5RNp/c40DMwlllJIRCuBTQjaFOS8Kix/W/3/I4L026jw9jIj4ZPQRF6FPQoQo9AIUmfxE9GxEL6Txo5o2JAILiheBpV7i6O9behFzq+WDqdZp+LWw68RkSqzE4rGvLePpU/hj8c38Tc9BKeqN1Nm99Nm9/N2+3V3DRsHt0hP+X2TPZE1+EmJRXxl9qN5NlSSNbb6Q67+VT2bF5v28Wl2VqdthdaNlFmzeHHZZcjpGBp6niMigGDokMv9BgUHRFVYtaZuSHnfL525KHY++/Yz+TEUjb3HMM/qFrAO12H+GzOXCYkFJNhSmKnazcdIe3BotCSyPY+zX2abCgkQS/whvbg9bkpKhj3b3ziceJ8QpAg1XPHqA1GSlkL1P47feNG7V/Q3d1Nb08/GXma4VFxk6xLQqBHEibZWE5/cBsA3kgtpRatZJAeM0hNx9AX2kaGcSJtwV0Mt11KV0D7EXeH9lJomcEhz7sD55uUsBxw8Xrnq6dcS6YxkysyruaBynV0BIfW+Lpt5HJ0iuTvTe9S4chkUVYxc5LLaA64+WPV5oHjDrpamJCUze4ezV03ypnJEzV7WJxVNmS8NKONiCpp9LootGQOFPhMNFhQgddb93FdwWwerH+DfEsqTze/R0/ITaLeRm/YwwlvE43+DjJNKRzzNBGRKhFUItGk6IiUZJicWHUGvlF0Ab+rWY2KZE9/JZ/PO4+drip6Q54h1/R40zvcWnYpUoZ5pydWd00I7bhEfT6TEy4E9Sg2/UQ62t4jf0n+GXzKceJ8gvnvuwzPOs5oTU0IUSuEOCCE2HuyKqoQ4qdCiP3RtrVCiOyP91L//7NlyxaciRYcg8Ta3f6HKbEuAyDLNInO4PqBfRItyXlswmW4AtqMzRPaRLFlLgA2vZ2Q1FyZvkg1hZZYkrxFcZJvzkTSd0o0JMDS1OXU+dtZljViSHua0YYn7MMfCaKicqi/maeattIY6OWZxh3cPSY2s9vZ3cjiTE1WamZaAZs7agGw6ofWgvvO8Hn8/tgWhBD8qWobNxYtQofmGgStSKdZZ2GYNZuD/doa3i5XFWU2rRp1isFBgt6mreX52mnwd9Ls76Yt0EtHsI/5qWOIyAgPNbzKcy1v8/3SSymzal8fp8HKzMRh7HHFAmQyTIl8q/h8LDo9QoRx6rV8M6NiJKB24tTnMM15KdXumwE31ZV34XGHyMsbXJcwTpxzjY82SORccWX+XwJF5kspxw2qinqvlHKMlHIcmvDkjz/yq/svcvToUV599RUuXFVGoeNOnMYLAAjKw2SatBB6iy4RlZibzBM+jlNfQIrBQUjVZmqSAEYlDOiJqB0Dx6r4sCqxcjXzki+jxv0zpHRhUSxDrmWGcwZvdx4gLCX51qQh+y7NG8/fGt7ltda9fDp3+kB7XyjA4f5m/la/ifvGnY8C9IZ8OI3aGuCSzApWN2nJzP5wCLtei75clFHGe+21+NUwAqj39iKlnvHOfPb21g6M3+jt5pLsmazt2AvAflcN5XbNqF2Zu4DfVr8+UGFgMFMSy7Dq9HhUH51BF23BHu6rfoYpSWVcn7eUJn8Hs1OHcczdRJLezlcLV3BZ9lT+XP8yxzz1/Lnxr1ydcxGZxlRmJo7DFW5guvNyqtzfw6ikE/A3svrlWcyePZOUlFN1LOPEOac4B0P6hRDnCyH+7SDGf7ujlLJv0EsbZ80t+c/p6enhT396kNkzmxg2LIDiv4kU4SXXfi9GpRgZ2UaacTTGD1S77gxsYJT9IqRaPXRA2UmJZQU9gXVDmhVxUtV+AjKyH5UgYdmFRRczaibFRKl1OLv6jiIAA/qBumEAuRYn7rCf4+5WimxaheVyWwbH+7Wk7lpvF7+v2sD941diVBQCaogss4P+UMzgvNF8lCkpmqtuQUYZqxs1Y3dyxvjAic1cWzCHJn8v56WP5cuFiyi1ZZCgsw/M3sKoOPRWhtvzaPf3EUal0ddFmjEmnJxlSmZuyiieatmIVRe7dxLJ0y1vsbnnAKXWTGw6E9flL+BzBXN5ovl1/tzwKmFULIqRgAzyp8a/cHHmEmYmjaTCNp0q9/cASDJMYe0aF4ri5LLLrjiTjzpOnE8u8twK6R/EFcAJIcQvhBDD/6+dz9SoSWCtEGKXEOILJxuFEHcJIRqAq/gnMzUhxBeEEDuFEDs7OjpOd8hZRSgU4sEHf09WZj/z5u4iHHoboTsPIm9g9H+LHPNlWHQ5lFlW0d/fjLvbTE+znfbqROoOG6ne08nuvetoa0ykv9dMJCxwh94l3zIJT+TgkHMJ6UGHnrGOGbRE3ZXhSBtWJZZPdn7aSv5Ur+W4CRTWthxlekohAKMTsjnUF0umPtrfTJEljeUZY9ncXTnQ3hro4xfH1/DzsSvwR0J8pmgCvz0WUwXZ1dPM2MRsbho2j4dOnFJlnb5wgJ6gn1RjEgf72vlb/TZ+cvhVukIersxeyE3FF5NpTMSsM7IyYxpPNGnrhJu7j7IkbTyg6UZen7+YX9dqhTsN4tTlXHfER1/YQ7LRxn7XUR6oe4mAGsu50w+a2T7V8izJhkSMBCm2fRM9CfTUZLNrl8L1138xLlgc53+Dc3CmJqX8DDAeqAIeEUJsidqRM9K5O9NAkZlSymYhRDqwTghxVEr5rpTyh8APhRC3AF8FfnKaC3wYeBhg0qRJZ8lt++c8/fQ/cLla+cL161EUUCN7EJYrkBGt5IwI3olFzeCJx8+nrrYVmIgQYDabMFtMNJnq8PnG0dfnQVW1t2ux6ElwrsOeOht7SiuOtG6cqR4iph5mJV1Gk/c3A+cPyg4S9MMgAAXmAvpCEfojJ6NZBe921fD94fN4r7Oa5VnD+X3NGwN9X2nZw/fKz0eVmqtxMD0hL3cefY27RlyITZjJtjho9vUTUDVB5ExLAi3efqrdsXSFk89to51Z1Hm6SDRYORFVN7EoBvrDPh6o2YBZMXBJ9mRyjals7jk20L896CIrquz/1aKV/LH+JQDSjIm0BLoGjpuaOJwpiSPoCXoISqj0NjEjZSReNTBQOBQYmBUCXJd7Ka3BGhxKO42+J8k0fYrHX6phxYrzKCwsPMNPO06cTzpnzezqI0VK2SeEeB6wAN8ELgK+K4T4rZTyd/+q7xkZNSllc/TfdiHEi8AU4N1Bh/wdeI3TGLVPEps3b2bLli1cf93bWK0nZwgRBEMVOrbuSKSzo5fbbruNxMRETCbTKVJMqqri8XhwuVy4XC66urpoamqisamOyp0teDx+DMYqSof7yZrZjjn6DBKItOM0TEEgmJe8kPurY/XZRHRinWCwoBcKTsNQ92dIRugP+yHqRrDrTIxLzGN0Qi4OgwUTepSIgd5wkNH2PBak2rAaDBgUhTS9jQ2uSk7Hhbkj+dmRtdw9ZsVAm17REYpW+/arIZ5u2so4Zz5WnZnvl15Mg6+D1a078EdCXJ27gHUd2+gLa8Z5bEIJ23uPclHmbIosWWzqOsp9VS+jAF8tOh9VSh6qX80X8lciOgTHvA3Rc2rv/1MZK9ne9wZTE2Yg0aFgZs/x5/B6x7Jo0aIz+ajjxDk3OLXO8H8dIcRNaPXQ0qSUndG2W4Dr0cSKvy6lfPNf9F8FXAeUAI8DU6K2xwocAf4zoyaEsAGKlLI/+v8lwB1CiDIp5YnoYauAo/90kE8Ia9e+QVKiisEQGdKuyk7ACATpdZlZu7Gcq676NFlZWf90LEVRcDgcOBwOcnNzT9nf19dHY2Mjr762mvf/MpmyWY3kTajHTzsJOgdzk+byevuOD/TSjFWT18U1BVN5uTlWWy3FaGdh6gjyTMnoFT0/Kl9JfyjM2qZK7qvZhgokGc1cmz+FRJOZF+qOxK4Vwc8nLyLbkMiN5dN54PiWAU9EstGKjCrnv9dezYyUEjZ3VWEQOoKDNBmvzJ3Byy07cBot/LVhI8l6O9fnL6bImk5ATcSiNzAzeTQIQZE5g1H2Eh5rfIunArHw/GvzFvNCy1Yuz5mB5KRhW4XSKTjiqUcnFCqsZUjRS6O/khnOmRx3/5ZRjlvYfXw1I0YMx2w2//MPOE6ccwnJwAPs2YIQIg9YDNQPahuBtk42EsgG1gshyqWUkdOPwiXAr6SUgydOSCm9H5VMVgbwvhBiH7AdeE1KuQb4uRDioBBiP5qh+8YZjHVW841vfJvcvDH88aGFbHx7AqGQdnvCwY0I3UqkhNWvz6W4uJipU6f+R+dKSEhgxIgRfPem73PVlVdTu62E7Y/NoqtRj9OQQLapiCPumqGdopbmqbq9LM0YxqrsCXy/fCVfLV7CvNSRbO2pJQKEI/BY5QF+uu9ttnU2DjzMfW/4XB46sJtqVw9Zllh5maW5Jbxcc5SHj+7m3fp67h63DIfeSFBV+VzxZH5XqX23Xm89yvxULfLToCgEoxqTCXoLOZZEtvSeoMiq1SvrDrt5uG4t/WEf6zv388fatfyh9k3+ULOG9mAfKpKWQCzxHLRw/kZ/55Av5cP1q5mbOoYRtgIMQsfClEls6tXy+LTjVLoCh2g5nsykSVP+o88kTpxPGmehTNav0FRBBo92AfCUlDIgpawBKtG8facghNABOR80aLH3Kzd82AV86ExNSlkNjD1N+yWnOfwTTVJSEl/60o3s37+ff/zjCQ4cLOC85ZsoLdmPYvoM+w9so6rGxE9+cu1HJpQrhGDatGmMGTOGF196gff+EWbspHqqx3oosmRH12+170eCwcwPhi8k0WgGIfnZsdeIDPrufL5gNq+2HCRbn8p1pRO5+8DbdAY0l1+G2U5Tvwd3KMhLVce4cfxE7tyvfW9mpOfzo52afNbenjaO7+jirimLEagkGk24w7G0hZ6gj2yzE4EYWI/7XMEcfle9BgCrLjZTuj5/EXefeIkbChewPlrUc3bSCN7uPECmOYlJCSXs7KsC4Irs2bzWdnJmOvRZ6+H6V7ghbyUF5lRaQ8e5OP2LqKik6NNITriF5oY+vJ62uCRWnP89zqIohajbsElKue8Dv485wGDdv8Zo2ylIKSNCCK8QwimldJ3umA8jLmh8GsaMGcPtt9/J5MkL+PtT03nuhXm0tffy6pqJnH/+KtLS0j7yc1qtVq668jPc/P2bqTlejeN9F5OcRqYmmpmWaGV+chppBie/rFpDlaeNv9Ru4rP5Mwb6pxrtmBUzx/rb8KkRvr9rDT8cMw9jNGLwW8Nm8acDuwHoCfixRUPqE41mQpGhXgBvOMyzlYcosCZj1xtI0McM1QOV73NZ7mQMig5fJEixNR1fJIAvWjfOqGjPSROcRbQFXPSF/RiEHmM02nFG8nB2uyp5tW07i9LHDYybY0nhuEdTOhn89zDcXsDn884nxeggrHp5t2c1L7Q/RI13PxGaifjv48ThFykuzsdiGZrfFyfOOY8UH+0GqSej1aPbFwafTgixPuqh++B2AfBDTh8Ff7oZwL8yx37ggBDiL/9OkdC4UfsnGI1GLr74Em699Ud4vMP55a/2kpCQwuLFiz/W8xYWFnLTd75LX5OXA6/WsK9/M/s9mxBCT7WvhQS9mSJbKhs7j5JtjiVif7V4EQ9UvYtB0eENBQmjctf+t/nJ2AXk25xU9/Tii4QHjm/s7yNBb+TK4tH8/tC2gfalOSXcO2UJaUYH9f19PFm3h+uLp3PzsEXoUQiqKgl6C3a9CX8kyKdzp/Pn+phIcnfQTaoxgRXpE3mqSZPoerFpB3NTRwFa2L4a/T7/vfEtvlKwgvPTJ7GhQ6v0rSCwKSauzzuP7xR9ihJrIs+0Pk9YejjsPUKqQVvHHG0fweH+OzGab6KuuojRo8d/TJ9InDhnL0J+tBvQKaWcNGh7ePD5pJSLpJSjPrgB1UARsE8IUQvkAruFEJloM7PB8j65QPO/eFuvAT9CC0bcFd12/ovjhxDXfvwQsrOz+e53b2bXrl3k5eWh0+k+vNN/SHp6Ot+96Xv84t57UN5JR85tJ8lQxIO1G7iucPaAUsdrrQe4JGsCEWBd21ECahiD0OGJigF3Br08V3eQn41dyq2b3x5yjherjnL98Alk2Rx0B/1cVjSCiSm5rG+s5rub1lPsSGRmdi6KEPzy2NtkmR3cMmIxrb4+HqrcwhdLpxJQA+zurRoy7vvdR7m59ELurYzpVx7ztnB+9niCkTBbumPxRI3+LvrDXqYnDWdvXzVzUkZi0elxGiwccB/g2dbBOXNhNnSv45rsz1DnP4ZeuIhIHx393TQ3hRl57ciP9DOIE+es5+zKLTsApJ98HTVsk6SUnUKI1cDfhRC/RAsUKUOLz/hnJEopfzO4QQhxxjEbcaN2BiiKwuTJkz/8wI+QjIwMbvrOd7n3vl+gey8dzypJZ8hFnsXBu521AOxx1XNB1lj8kQjPNmhrWhadYciMbGpqHsFQhPOzy8kZ6cAbCdHk6WNdfTWFtiQQKndPWszqmuM8czymY3l5+Sgeq9pLRYqWa9Di7+eOQ2sZ7cziiyUzybc6kUTY0nOMG/IXau5BqeJXw0gpuCZ/Lt0BNy+37qAt6EKPnhnJw/hF5bMYhI7JieWMcRaRqLfh1Jl5t3sXvWFNqPnrRasYYS/jvR7te19mLaLap+W/NQXameiYR39oHwI9VZWN2O2200aYxolzbiPgE6DSL6U8JIR4BjgMhIEb/0XkI8A1wG8+0HbtadpOS9yoncVkZWXxnW/fxH3330vdO0e4deEq0o1GxiXmMcqZjQ4d2eZE9vTGEpQtOgPeoGbUbiyfRm2bm96eag42dXJ4eycAyWYzl4waTpbFzh8P7+Ktptoh59UrCslmM55wiATD0HWqA64WjPUKNw2fh0QQkTr+0biD7kGq+reWr+TuE6tJNdqZkzqcAmsqVsVMmsnG14svQCcEb7Xv5aG617g4YwZmp37AoAH4In6qvfWUWYo44athcepUnmnVqrmv71rLrUXfJageIts0kbc63iQ3d1i8wnWc/03OkpnaB5FSFn7g9V3AXf+qjxDi08CVQFF0dncSB9B1+l6nEl9TO8vJycnh+s99nkPbD7C58176InUEVD/3nXiNe06spsnfw6auSm4fcT42nRGzzoA3EuJrFdOpanHxatUJXjx+lEXFsVpq3X4/f9uzn0hYsiCn6JRzXlBYwePVewmoYez6WGX1BL2Zn41ZQUViGpWeLrpCXiYmFg4xaIPpDLp5oXkHf6l9C5veRF/Iy29rXuJX1S+yN5quUGzLZEfvEYot2lpZhjGJ9mAX73bvZGHaTABC0k+ECDadjcszr0QIFRl4jH7fN+nuipCRcdpAqjhxzn3OLZmszcD9aDnP9w/avgMsO9NB4kbtE8Dw4cMxmUz4aq0oWEkweMizJA/s3+tq5N7jb3LriGWMcmZzReEYjjb38EaNJqzsV1VSbdYhY64aVsaxzi6qu7uZl104ZN/EjCz297QRiEQwK5qG4jfKZvOlsuncfWQtG9uOU+Ptos3fz9bOWr5ZsmRoeNOgF6lGO98uXc7+vnrcYS823dDkaFWovN+znxXpWt7fZGcFx9zVqKg0+tuYnzSNI+4DzE1eyMUZl7Ch6xk6gzsxmrUcTFePnYyMjP/g7saJ8wnlZPL1Rxv9+N97O1LWSSnfllJORysQapBSvoOmInLGoc1xo/YJQKfTMX7ceIw1JVR5q1nX/RTXRMP51WjGpCcS5EeHVjMmIZuQT7K2ZmjithQSsz7mbR6Xmcn+9nbeb2rkgqIKDFEJqjx7Ap0BbeYViIQpdqTwszErWNN2mPuObcATCfK54mm81LSf4/3tdAT7eaPlEN8tW4EStWYyek05piS+VLSQu4+/TLLRxqNN61mRPnRt0h8J4leDKFH3Yak9m5ag5iZ9o+M9piWNZ7JzKu3+E7zQ/ifGJkyixf82fRE3Uhrp6ozEjVqc/1k+hujH/zpCiBuA54CHok25wEtn2j9u1D4hTJo0mbaqfrZ3bkJFxS1PMDGxaEAtxK43cduIleztaWZ/Tyu3z5yDaVCk5gvHjzC3UCsvk2Gz0uvz0e7xkGWzc/+2rXx1tGZsPl02igeObifLYue+iUtJ1lv4yaHXOOGOVVgwKXpcIR9r245yac4kDvW38I+6HdxScT56oZm2clsmn82fwc+Pv0xIRrDqjXQG+8izxHL87IqZnlA/AB3BXmyKGUVAJLqGPNZRgQ4BhGgJasVIyy1F9IaPU+19BRH+CoFA3KjF+R/m3HI/nuRGYCZoVZejcozp/7LHIOJG7RNCRUUF4VCY840LWZV2ITtdG7kwezSqVCm1pfHDYcv56cG1dIY8rG2o4beHtvPzuQspSnACsLujjfFZmQBcMXoUD+zYSafXS7bVTpO7HwsGyp0ppFmtfGfkTD6dP47aPhc13m5+MCzmXswxO6mMGrj+cGAg2brG18XDVe/xw/JVWPVmzsscy72Vr6IiyTIl0ezX+nQEesk2acr9UxMrOBBVFHm3ay+rMmcQkpr01vTEcZTbsmkPt/BS+1Ocn/5Zxtqnogg3IPFEGmjrSkSnU0hOjrli48T5X+JcnKkBASnlgIyREELP/8Hkxo3aJwSdToeiUzjmepS+0D/4bPZC8ixBii0pfCpnEt/dtxqvGsSg6PCrYTr9Xr65eQ3XjR3HypIyABxmbX0sO8GONxymLxAkw65pQN69bTM/nToPk9Dz5KGD/HL3VpLNFnpDfp6p38vNw7Sk8+uKprK6JVYXrivoxRj9GrUE+tjeXUuy3soDNesGvoVzUit4s13LnXy65V2WpU8EYLSziBpfi9Y32E2WKRl/xM/spIkUWlNZ3fEyEvCpHp5tfZQEXToJujRG2r9AgeU8Wjs7SUlJOqVCQpw4/zOcQ2tqg3hHCPEDwCKEWAw8C7xypp3jvwafIAwGPWpYwRtp5rj7cSKyE7Ne5a81MVk1PQrBQbJXP9rxFlaLnu9NmU6Hz8sFw8p5r04T0O4LBEg2aeuvWTY7QsJ33ltHbb+L8WkZ7O5uwqAoHO7v4PWmI9xUvgBFKLjDsarZG9qPc362Jg26Kms02VYHTYEevlN63sAaW7Y5iZ5oyH5QDZMSrYatUwQhGcup86shss3pZJkcvNYRTd4e9HxWakunKbAFq9xDolxPf0sv2dnZH9XtjRPnk8VH7Xo8e2ZqNwMdwAHgi8DrwK1n2jlu1D5BGAx6ImGFYuuFlNpv4rHmN3m7s45vVszDFHUD6hWFyAfktp+qPMQz1QcoS07imvFjePW4VjHIHw5jiQaPfH/yDN6trSfDagNgRVEZT1UfQhctzLnb1cxBVzsZJgdfLpnFyIRMFARH+loZ48zjipxJOI0mHq1/l6Aa5sWWzXytWIvCteqHVqHe03uCsY4iAmpMKDnV4KTEkklE9bOma03s4OjD42THVNr866nyriagm42qemis81JRMeIjurtx4nwCOQeNmpRSlVL+SUr5KSnlpdH/x92P5yJ6vZ4Cw2Xs7I/w1+bHyTbncqy/jXuPreEHwzX3oDiNdqheUVhZUEGfP0CPx8dP580diISUEn40bTYP7NjJgfYO8h2J6IQg0aQJHusGJTUPS0ijJ+ThkdotVNjTuX3kCn44fCm55kTCBHmmSdOQjKBS5WtjS89hbio9n1Z/55DrWd+1l1kpo3CHfSTp7Xy76FKWZ0ygJdiOQdExK3EGH2S8s5jmwHsA7HH9EZ34Me1tQcrKyj6COxsnzieTc3FNTQhxvhBijxCiWwjRJ4ToF0L0nWn/uKLIJwSfz0efy02ToYdjXq3AZ755GGvctfSEvbzaspcvl8wa0ifPnsCNIybj8Yd4+sAhpufmsrvuAB1uD9+bOZ1uv48Eo5ED7e1U9vTQ5fNx3qhSEoxGXooWEVWizz1GRUeK0Up30EtQDfNSyz5eatHKyTww4VPoROz5KBItKrq7r5oV6eMpsBaSYjofo6JHQcETCVBqycKtulmVOZVHm54nLCPcmH8F7YF2zIqJhcnz2dD9Fki4KP1iTrifGPTOJIerDmMymcjJiSdex/kf5iwxRB8xvwYuBg78X2ZoJ4kbtU8Ihw4dwmjWMbN8FIebNWPi1GXQHtDU7ff2NVLhyGJOajkXFHiZnVnAsfZO7tz4Pv6wtm71hQkT+cfOQwDcuf59ZhTkMj0vl/fqGwDo8ftJMVspdibxk72a8v7JdbFLcsfyaM0W8mzJTErMZ2fvQGFbarztjHTm8FLrLgBCamxNL0SQloCPvzW8ShDtOiyKia8XXMoJXw2vd2g13WYlTWBD57vMS53Cy50vMcM5gxVpmvsyUe+jxd9BseU8Uo2lWITg1fWbGDVqZDxIJM7/NuemUWsADv47Bg3i7sdPDAcO7COlOExfeB95pkIAgqoy5Du9seMIDsVMmrBx85sbeGTPvgGDBtDvjwV4OExGLh0znOquHj4/dhzXjtUKbCYaTeh1MZfjSaM22plJlbebrV21LM2MrWONcGRywt3C+11HmZsyHIBwNM/MoTfTHuzmH83r+Xz+qoE+PjWAX/ooseQNuEuH24uo9Fcjol/Jza7NtPtbKbbk49A5mJn4OdLEBsKB79DrvokTR0NMnvyfVR+PE+eTjJAgVPGRbmcJ3wNeF0LcIoT49sntTDvHjdonAFVVOXjoIJaCRqq9b7A0dQ4Avog6cMyExHw+lzefvT2tjM5MH1gTO8mItFQOtrQDYDMauH3JXG5Z+xb+iModG9/jSHMn9y5axIjkNP5yfPegngpTkvPY3aMlP/vVMGKQq3F51nB29lbxfvdR5qSVAxCMRNCjcGnWdN7p2k1vuJ+uUB8ZRi2fzIgeV9jFO91bmZU0AZNiHDCe6iAzHSaAQ9eLSR6g3/d9QupxAOqrUwEdI0fGy83E+R/nHAwUQRM+9gJmNDHjk9sZETdqnwDq6+vxeHw4C/uQRAirDdgVB56wNiP6VPZExthKuXXvegSCm9/bwK3zZqNXYk9el48YwfrKGiwGPbcvmcuP1r+DPxwecBXuaG7hro3voQBfHjaFpbmlAKhS5bzsEbzYfGBgrL6Qf+D/TqOF3rAXgD29NYx15OEKe0ky2sk0J9AR6gXg+da3uCpnCQBL0qawvXcfhz0nGJtQwZykSazt1NydJ/+uFBQWJo/CG2lApzjRiViNweojoxkzZgwGQ0xsOU6c/0XOxUARIFlKebGU8idSyttPbmfaOW7UPgEcOHCA1FwTerM2MzvmfpaLMi6gN+jjG8WL6fbC745uAcAgdPgjEX6zexvfmxmLIhQoSCm5Y8k87njrXdxBLZz+ZE6bIgQ/nD+balcv331/PUG/yp0TFpFncRIcVJ8NYFd3PdOTNHX/gBpzab7Zvo8LcibSFfSQYXLSH46p94dlhF2uY0x1jqTMnkO9Xyt8u891iGmJY2gJtgExiayrsi7isPtRVBS6fb8kxfo9bZyQQtUxW9z1GCcOnKsztfVCiCX/bue4UfsEsG//HmwFLQOvQ9KNRbgZac/n9YZqXmo4PLBPkdpHWtvfx86OFj4zZhRWvZ5ur4/bl87jZ++8j8sfyw/zBcMYFYXvzp7OQ7t34QmEsOj1vNVUx61b3kKvKBTYkhjhiOkrbuuuY1HGcKyKka5g/0C7iuRYfxNWoWdBymh2uA4NeR/vdO9hetIoAhE/o23lfDn/Ssod+UgiLE6ZC2hGLdOYgUVpxh1pIiIFEKbH9wDJ5lupq0pHp9MzYkQ8Py3O/zgf8SztLJqp3QisEUL44iH95yA9PT00NDRx6cqLSEpwIlEAgVXJoCcY4EBv68CxJkU3RE3kjdoqvjlxCj+cM4ssm4Nb1m6k2+cfMn6Hx8NXp09mX3srlT09VPd0k2m1U9PXy6T0LPa5Wjnua2JOeimz0kp4uHozATWMFLA0cxjbe6qGjPdS6w5+XH4pNr2OR5vrBtoNQs9oRzE6Ici3ZHLce4RHmp5AReXq7MvxqC6uzb4MvwxyReYidrruBCCo+lCEnZB6hIjsoO7YTMaNG4teH//qxolzFs2uPjKklGe8fnY64r8MZzlbt24lLcOOzxnhxea/D7RfmPoFHq7dxb0Tl3Hn/rfpDHhJN9up63EN6X+gs525YyZS3ePiC1MmIIQWXyiEQAhBmtVCIBLmvu2a1NaRji5KkpKo6evlyuEj+MHetXx5xHgeqt7ElKQC7h69kp8eehNXyMf4pFw2VO0ccr6wVKn0tFBoS2SMo4SxCWU4DRYUYLdrH692vMEl6ctINiShRmsMhGSIna5dNPuauSzzUhp8jyLRjLM70otTJKDKflq7H+XE0aV86UtTPr4bHifOJ4mzyKgJIW4DbkCTuAL4gZTy9ei+W4DrgQjwdSnlm/9inOeAvwJrpJTqPzvunxE3amcxUko2bX6X5FFVFFnmDNkXVBWa/S5+fHg1PxlzPk9U7sNqMHK0qwtFCC4pG8aUrGzeqqrlRFcvErjzrfeHjKEIwW9WLqEr5OfqMWN4bP9+jnR2cmXBKMyFOta1VhKUEWx6LZJye08dR/pbuXn4Ihp9vRgsVtTo3HFcQhFzUodh1RsxCj1F5jSOmw6zun31gPECKLUWsrNvNzadlRWpi3m9cx3+iOYO9ahe9IpCsW0ZrUEt580d6SBJ5wSa2PHuJLKyM+OuxzhxopxFLsOT/EpKed/gBiHECOAKYCSQjbZmVi6ljJxuAOBB4Drgd0KIZ4FHpZRHz/QC4mtqZzE1NTV0dfaQNqyN7sB7jLaPH9gXiH4dQlLl1kOrWZFXwlWFY5mUmc09sxdQ09bDzW9u5M3Kajo8Xlr6+sm0D61+ffWE0Rzp7uQfRw/R6nfzg1kzCUQiJBhNzC3I580WTSPSpMSiDPvDAX5y+HVUJClGKzeVruALhfOwGxQea1zH/VXP0xVyUR2oY4SjggLzUMUPp96BK9zHe72b6Q52c0H6CrpDPaQb0rgs82JqfMc45n6eCQk3AuCNdKATmXS12zm4J4nLL7synnAdJ85JPhmBIhcAT0kpA1LKGqAS+KfuFinleinlVcAEtArY64QQm4UQ1wkhPjTkOf7rcBazafP7ZJUqGG1hWgPvMNMZm6F4w0MfclY37yPP5sCIws1rN7KnTYsmHJWexpGOTv68cy/fmBGLGHSaTZSmJlPj6kURgjV1VTxxdD8/X7SQcWkZPFO3f+BYg9ANOZdZ0VNuT0MgeLJxI480rGdb7zE8ET96oZBosKIIPQ81PM0E5zjmJE0b6Jugd9AT6gFge99O6rx1jLIP54qsy1jXuRpVqnSFjtITOk6ZbRWecBs6kc6WDbMZN34spaWlH90NjhPnk8zZGSjyVSHEfiHEX4UQSdG2HDSVkJM0Rtv+KUKIFOBa4PPAHuA3aEZu3YddQNyonaWEQiF27txJ0vDKgTZ/5BBpBq3Qp3uQUsiUxHwuzR/Ppq4aMEvynbF11sXFRexsasEfDlPT20tedN/Xp0/mp1veI6yqGJRYxOStm99C6FTSTLaBMQbrOpoVPbeNXMGzTdt5t+s41+UPjbxdmDqO19s20+zrJsWQyNOtryERXJ6pKYo49DZ6w7F1P5NixKGzgZS0hVoGHhZrfOuwKMlYlXSqK2001hm49JLL/pNbGifOucdHP1NLFULsHLR9YfDphBDrhRAHT7NdAPwRKAHGAS3A/Se7/ZMrPy1CiBeA9wArsFJKuUpK+bSU8muA/cNuSdyonaXs3bsXhEpqSe9AW533BS5IW0yaIYNGr2YYlmYMY0pqAb84tg4h4JcHt/D12bEZWbrNTqdHS45+dNd+bpw+mfHZGbT63XjDYcKqin6QO++LY8dzwt1FssXMD0ZpYfaBcASToscUNWj3n1hDpjmR/X11vN95giVpMbfoyIR8TvgaWde5k4nOUQC81b2NXX1H+GLeZzFGvQcXpp/PtTlXEpQBusKdCCGZ6pyJSgQlutS7v/9RCixL2LjGz6JFi0lJSfnob3ScOJ9kPnqj1imlnDRoe3jI6aRcJKUcdZrtZSllm5QyEg3u+BMxF2MjkDdomFyg+V+8q99LKUdIKe+WUrYM3iGlnPRhtyRu1M5CQqEQa9a8TsWYDGyGWH6YSgiFJkotwzja18an8yaQZUnggSpNFFiHQliq/OHINn4wbyagGaSTBCMRjnV0cd3EsTy4bw8AYVUOGDW9opDkMBOIhHmqbh+vNB/mV5NX0Ojpo9CWzO1Rg9Yb9lFgTaba08Y7XUcZnVBCgt5KlimZ3pBmbDtDLjKMqQPnPuqp4h/NrzHCVsZnsi9nu2s7jzU/SVANUu+rpS/SS5YxmwxjNgp69MJCsWUJOzYeIxgIs3z58o/3pseJ8wlDcHa5H4UQWYNeXgQcjP5/NXCFEMIkhCgCyoDt/2wcKeVGIcQMIcSVQoirT25neh3x6MezDCkljz76Vzy+bsbNHI7NeBnFxkQispMW30ZqPP9gkuMefJku6n3dPN24a6DvSTfhib5u6oK9zMjLHVAOybBZuXLcaEqSE3GYY0U7QzIyYNS+O2Uafzq2i8tLNWHiQ642frTvTe4cu5RFOcXcdOAZesM+AKx600BM4/0nXuNbpctwR3z8vSlW4NOkMw95b5/KWkxPpBO73jogejwjaSp/b3mES02X81rn03wn/0dkJN2EkXYOHniRPZsy+OY3v4XZPHSsOHHicFaF9AO/EEKMQ7uqWrSq1UgpDwkhngEOA2Hgxn8R+YgQ4nE0N+Ze4ORxEnjsTC4ibtTOMl577TUOHNzHkqu3kedcyIsdfwE0LcRxjgWUOooxKzqqPB283jpUsUMZVNDzbyf28uupy4j44PZFc+kPBvjD9h18e+Y0frfvCN+fOp17tm0hrKqYDDrMioLeKGjx9uOLhAbG8UZCqFLFHfYPGDTQ1tZO4lfDVPa3MzOlFL2iEI5aO3fIj11nxR3x8rWCK3mn5030wkCaIZFV6ctoC3RR59OSt32qn2nOOUgRJlGnp7LhSda+XMxFF11EeXn5R36f48T5xCNB/J+zuD4+pJSf/Rf77kITKj4TJgEj/t3SM2dk1IQQtUA/mtUMSyknCSHuBVYCQaAKuE5K2fvvXEQcjV27dvHaa68y97J9OFL6MQ36xqqo7O5fz1GPkwvTbmdeWimbOqtwhWMKIcogb7IeBaveQGvYwx3vaBWjDYqC1WDgcFcns3LzGZeeTlhVsSoGbp4xi98d3UKOzUFnIKbZWGBLxGYwcKSvlaXpI3mzXTOkRiUWEZllSmSUM5eukJvP560kIiNs6jnA+s7dTEgYyURnBa93vkx7sA2jMDLNOZWn2/7C9wtvoy3QRq45h3R9FjZ7Of5IN6rvfd54fjTDhxeyaNGij+1+x4nziefsmql9VBwEMtGCTf7P/F/W1OZLKccNWqhbB4ySUo4BjgO3/DsXEEejrq6ORx75KxMX15BV1AWAInynHDfd+Tk29x7gD3Uvc+uIpWSZEwb2naxNpgC/nLaM23a8i0EfMz7LSkt46phmlP60bzefGTUGqUqcRhM+gnQGvOTZnLT4YnqOX6+YwZ7eBv5ev5OZKaUYo+H9uuisMMuYyOcK5/DXhg00+Tv4dc2L/K52NcmGRC7MnMPy1Bm81P4s7VHB4qAMoo8Gi+iFwKgEWNf9Z0J0IGUPiTo9b76qIFU91157PUKcNTWe4sQ56zib1tT+4/cixCtCiNVAKnBYCPGmEGL1ye1Mx/m3A0WklGullCfjyreiRbTE+Td57LFHqBijp2xCzUCbkO4hx6TpCznk7qAt0EOy0cbPq/7BN8rmUGpLAzT3owL8atpyfrbzPZo9/SiDCn5OyMlib7tmXCRw//YtXDNmLCvLynjgqLZum2NLoM2vnXdeejGbu6txGMz0hn38ofJdri2YSZLBSnewn2xTEtcVzuG+qpex6cy0+bsHzrW+cw8GoWJU9FyYfhF2XSwSNyTDDLeOosF/gO5QNePssxEigEHo2bVtG0cOtfHlL38tvo4WJ86H8dFHP/43uQ8tDeA24ELgZ9HXJ7cz4kyNmgTWCiF2fTBvIcrngDdO11EI8YWTOQ8dHR2nO+R/ntbWVhobW5i7YBFW/fCB9rDagVmJ5YuNdnyKV9o20xVykWZMRAXuqX6Gq4smMiFRqyL9q2nLuWfXZlp9mgsxFF2PtRoMA7Ork7R43NT09tAX9tMX0krI5FgduELaDPG83HJebTmIWafNrJr9LhINViYmFtDh7+PagtncX/0yEamSbnLSFuwdGPsrBSt4v/dt6vxHCMt+PpVxKSNsWvK4L+JjQsIEDnk2EFD7SfdlU3/IxZZd+3n91eN89rNXk52d/dHe5DhxzjU+aoP2XzZqUsp3pJTvACtO/n9w25mOc6ZGbaaUcgKwHLhRCDEgRCiE+CFaRMuT/+RCHz6Z85CWlnam1/U/xbZt28jJN2BM8JNi/jxGRftB94T3k2/SqjuXWKawqecEKiq9oX4yTM6B/r+qeYHl2WXkWZzct2czzd6Y+9CvapPpi4ZX8KcDgytaww9mzGRkRhpmg34g8CPFbKE36OeG0sk826iF/RsHKYrce3Q91+RPZ2RiDvdVvUQkqjeaakygLdADwKVZM2kOnaA50ExvuB29UHiu/UGKrbmcn7aSjlAHZkVHb6iZJEM++zYf483n3ue9Vw6wfPlypkyJCxbHiXMmnEvux0EsPk3bGef0nJFRk1I2R/9tB14kmlQnhLgGOB+46t+NVPlfR0rJtu2byR9+GKMQvNdzD1m276ETDvyRSkosWuRfjmku73bvBcAd8ZFqjKmGJOvtOPUOIqrkqvIxAwohAJ6wFtJfkZpKXZ9WkmhESgr3L1rEPyoP0hX08sM9a7l9wnwADIoORUCB3ck+VxPAkOTsZZnDUWUIu06PXW8ZaHfqrXSH+5mWOIxEY5idrp1kGNNxhbs54N7MJMdc3ulZzXH3NsY5xqGgIyj9JOgzyUgNkp2Tzu9/93tWrlz1MdzlOHHOTYT60W7/1fcixJeFEAeAiqjU1smtBjhwpuN8qFETQtiEEI6T/weWAAeFEMuA7wOrpJTef+9txKmtraWn20XhsEYUEQBU3uu+jzzbbagygENvYrxjJa+3x0q8uMM+Eg3aGtX4hGKuzFnCnUfeoN7r4vGavdw7czHDE7XE59o+F5OyM/FGlfB/MH0ms4vy+c6mdVT19RCQYbqDPnZ0N7IkuxRVqtwyYj4PV28aOJ8+OlO7ZdgiEswqD9avYXPPAb5QMI/FKWMALRoyz5zGzJQC1nSuBSDVmIor1EGd/wglVs0490Q6MBEi0+jgorQvYBOCktxMWls6UNWzKD45TpxPAueQ+xH4O1pE/erovye3iVGB4zPiTGZqGcD7Qoh9aFngr0kp1wC/BxxoCsp7hRAP/h/fQBxg27at5JdILLYQSG0dTMXPFteD5Nt/gl4EMYkyDrljASQhGcak03Np5iyKzUXceeQNHHozDe4+mrx9fHP761xYVsENIyZwqLudGyZOYGNtDfcvWsQzNYf448FdqFIrGdMTXT97of4QC3MKseoNeKSftoDmwjQqOpCSe8euZG3Xdt7o2EWtr51Sex5/rH8Ji1FyU8kqzIqRa/Nn82zrcwPXmWlMw61qCiPNgUqGW8ZzRcZnceg6EbIHb+hV9KKXjJS3CIXCtLe3/3+663HinAOce2tqLillrZTy01LKOsAXvSq7ECL/TMf50Dw1KWU1MPY07XG59P8QVVXZsXM7E+drYfYR2YUeK2G8BNQe9vS9wLTEW/GFO7gsYxERJGE1TIQITl0CNe4aNrRriiKZZifHe2PRh3fvf5dJKdncOGYKVpOBcXmZfGfTOtRBXuJ52QXs6GwceH3voff4zeTzOOJp5pqCKZh0ehINVjItFm4/8Q/8qpaU7YkEsETVQjZ07uKAsZrvFF1Ktf846cY0WqPh+0kGJ15PPw5dEkmGVMbaJ7Kr92tMcV5HBBvpphUI+khK+hGJzj/T0NBAZmbmx3vT48Q5RxCcXin4k44QYiXwS7Taa+1AAXAErR7bhxJXFPkvsnfvXvx+P/nlrQB4Q/tIM42lJbAFAJ0w4gqHebO5kSN9reiEgk4oKEIwathIIoPcdfnWJN6KhuufpMDmxB8OEzCEefzo/iEGDWB+QRF3H35r4PWynHIiMsLa9gN4wgF8aoh7Rl1AutnBBx/jwoPO3RHsJSyDNPmfYX7SPJyGhXjUMNnGbM5PuxIL3XQGn8csvshw2/W4As+Tar6GuoZHOLJjDnNnRNDpDfT39xMnTpz/A/99l+HHwZ3ANGC9lHK8EGI+8Okz7RwXNP4vEIlEePnll/nTnx5m9twR2C0lAAQix8g0amtUJiWRUvun6QofZ35GCe0BNy3+Php9vXjCAQ51dVFsyGNVlnZ8uimBBo8WCDI2KZ1fTl5OrzfM9zdt4GBvB7dPnTck4ANArxMD0ZEX543AbhLU+LroDLrxqSGmJRWxq+84xz31fLtkaADHyVkbQKk1B3ekiVRDIfs9L/Fe733s7vs1VqUPq6ihxns/iYaRtPt+QIZpFP5IJb09fl58Mo/6+h7u/927uN1Bpk6dSpw4cc6cczT6MSSl7AIUIYQipXwLrZzNGRE3av+fUFWV+vp61qxZw5133s57769lxeU7mD4/E7vpapzG84jIXmw6BwoGxiV8g3Wdv0EIBZ/aS7EtVnal2JbKzo4Wfn1gO/qgnc/mT8WsGEg1Wblv0lLGOXO56b31bGjQ1uH84TD37d/MjyfPGXJN7rCWm7Y8u5w8h53H6rYPhOgDXJAzijc79qAC23r3cmnW9EF9/eiiX5/pySNY2/0EueYxA/szjOUoIoxVSQb0WHRZJOhnYxQeEiN38NhfDlBSPJyf3HYH3/ve9/nSl76MzRbLyYsTJ84ZcA6tqQ2iVwhhB94FnhRC/AYtbeyMiLsfP0ZUVWXr1q0cOLCPY8eO4vX6ycwxUDF8NBXjdqIztyOEyqG+e8k3X0a65RtAkPHOb/FO9yOohEEq/KNlHdcUXMJPD2tFX0c6M3ny4DEAHj22n5UFZcwrr+BzxQZ+tOUdfOGhn78Emjz9vNFwnK+PmcJv92+nwO6kyt3NvIwixqak8etKzQ150q14fuZo3unSql/r0LPTdZirc4rJMDppC7qo8rRSbsvliKeeVIMVlTAmXUyya6R9PiHZSZP3ESrsX8UgbCQZKwj4fsnrL40iLTWdG274EjqdjuLi4o/5k4gT5xxE/vfD8D8mLkALEvkWcBXgBO44087xmdrHyJYtW3jqqb8TEO8xdelWrvzmRq68IYnyGevJSLkOABFV/Kj3P0OtfycWfTkH+9/Fq2pBHxKBigqKj+yozmOS0UpfNP8MoMiRhMsTIstmJ8NyamHYkymEm9ua6PB7uKx0BBeXDsMTDjInM3/AoEFMgWRaaj5bejXD2RHoI1Hv4O/Nb/ClQi0v8rinmTEJpVgVEwadJqqsSh0KesyKA4uiXV9AbYRwhIYjXla/tJYHHy6iqtrNtddej14ff6aKE+c/4hycqUkpPVJKNSrD+Brwu6g78oyIG7WPCSkl69atYdqsPKYu3ULhsHZMljBWwxi84T34IvUopDN4Vm3Tl+MKByi1zR40kvYRPd60hquLNC1pixKrh/b9sTM50NDFn/buZWNTLdcMH801w8cM6T34u/r3qoPkORKYkJ7J9PRcfnF83ZDrDqsq1xZM57W2WA2/rT0nKLcXEJYRXmzbwI2Fy+gMusgwpTAtaQT7+7Uxjrj3kG0awXjHSmrdv4+eWGHvziaee2Y7vsBMZs66kB/96MekpqYSJ06c/4xzaU1NCDFNCPG2EOIFIcR4IcRBNMX+tmhe9BkRN2ofE0ePHqWjo5Nxkw0DbQp2/BFNpaPN9xjJ1u8AWsCFUUlGKCPZ1f8sgUgfExIuH+gFECaM1SBJNlgwCj0KgtsmzGPjiTreaahjd1srszLyuH3nu1S6urh35kLSLFb0ijJknWxCahYJJhNpZjNGPdw8fDE3FM9gXGIORkVHf9hPsT2Rw+6GgT5H3PUUW3IAqPO14Ap3Mz6hmIiECnsOrcE6AI759pBvGU+yIYUwfeiEnWEJPyPBmExaWhJf/vJXWbRoERkZsWreceLE+Q84t2Zqv0cTMf4HsBH4vJQyE5gD3H2mg8T9Px8T69avoWxUP3pLA6ZQGQH1BKmWr9DmfwIAVXoISjf6aLXqQtvNvNn1O0BQYZ2NK1RPuW0BgzNRHmt6jeuKV6Cg487JC3hizwGOdmtuyoiUhCKa8drU2siO9mbumDKfvR2t6IXCNRVjGZX8/9q77/iqyvuB45/n7nuzd8ggg4QQsgADyBAQUEFQxDrQaq21alut2vbXKtXW0WGto9rtah3VqlVxiwIOcLBXgBAIJGTvndx9nt8f95IhoCAJGT7v1+uQe889557vuTcvvnme8z3PE8WO1kpertyO3pzJ/s5q3qrdgUVnYGb4WJbGz2eUJQQpnFh0hu7KSA0IMNi643izbi03Ji2j0+MlzNTTagSNUaZMkGXkBt+JWZiRsgGzyYbT6UJRlP412K2rfmaQUr4PIIS4R0q5HkBKufdEpqBSLbUBUFtby57de8mcvB27ZxuBxpkA6HWhuLWee8lqup7CpM8l2fZDtra/g0e68EgnOmFkT+frRBqSCDVEkhWQTF7QGLKDkskIimBMUDj/3LilO6F1v19HJzb/dSqXpnHX5o+Zk5jMtNh4Pm05wPKCd3mhbCeXp+Ty1wMfMik0GfANery6YQ9/KH6LTtmOXevghpT5XDu6Z4JOozD1OdYzFW+SZI3EodUwOXgeiyOvZFnM9QTpTaBVUdHxczyyCkEgjfXFqMGsFaWf9XcrbfATZO+yly9OJnnc0amkNgBWr36fxBRBeHQHLq0CiyEdky6ZLs/ePtt5ZB0OTwmtXjPVzsLu9W7pa9Vsanscl/QQbDJj1IFXupBeQUO7nWtyJ/KHOXM5N3VMz3FLSrh4jG96l2uzJrI8fwa3b1lNaWcrpZ3N3dvpdBK75qbW2Y5Z17ex3u7pwIPkqcpX2di6geXp53FBzBQ0CXr/GJBJllGcHzMLgZdEcyjCu5qSznsJ0ndh9+7CoZUQYV6GTthABlF8QBAfn9S/H7KiKEMuqQkhfiyEKBJC7BZC/LHX+uVCiGL/a+ccY/c8IUSbEKIdyPU/Pvw853hjUN2P/ayzs5PPP1/PmUu3+Nd4QAgirNdS3tHTLWzWJRNt/TZGXQRWXd+RNBxaOzoMmHQBlHY1s6nVl/Cuj1/GnTvWcnXiZO7+ZB06IciPHcXPp04j3GKh2WEnLTyMvOgYXijZxePFvhj2tjSQZAvhUFcroyyBlNp9hUSvVW3nO4kzePzQxwAkWyMod1QTa45Ah44KZy2Plb9IdmA6UaZ0rh+9FItO0OAuYWPrf0kNuAohPHRqlSRbFtLuWkOoaToNzlcxd17N5xvKOXjgAF6vkfnz56MoSv8RDK2Sfv/IH0uAXCmlUwgR7V8/HliGb5irOGC1EGKslP5Saz8ppf6L7/l1qJZaP1u3bh0hoTYm51yLQRwex9CJxIOGnSDjNJIC7yHSch61Xb+nzf02aNuYFvKd7veodhQSY8ol1pzHR42+1t3FMWfzWkkppR0tmE06DDodmpRsrK7i/vWfs/yjD9lQVUWE1UZRayOb6iu73++Nsr1cleqrnLw67TTeqfHdf1ZpbyGq17xsS+MmsKFlF1ta9zItZEL3+l0d+2lwNxBp0vNu4xN81vouo61p1Do30eqtxywiibeMpcn1HiDYvyWVZ/9RRke7l7POuoDly+8gPDx8YD5wRfkGE1L263KSfgj8QUrpBA5PVQa+RPeClNIppSwBivFPXzYQVFLrR16vlw8+XMW06dF0OO8j2no1o2z3oCcagYXkoHux6GKo7rydevvDgAcpHXR694N3A1NClgFQ6ypitHUq4aZ09nWVMT00l7IWHR/XlgLwdnUhZyT2HbQ6KTiYxePS6NJcZIZG8ODUc8gI8Y1C0u52dU8fE2Qy0uLu6a4+2NlAjMl3/1uoyUy7p4uijkPkBmd0b5NmS8Ij61lR928uiL4KgSAvKJ8D9jUUtL/BtLDbqbI/irPLyktP76FgbTrfufK73HzzLcyZM4eQkBAURelnA3NNLVIIsbnXct0JRDQWOEMIsUEI8bEQYrJ/fTxQ3mu7Cv+6AaGSWj/asmULLqedvAlWwEGr/R7a7HdgFKPRAVUdt9LqeqXPPpq0oxdWmtwfYdKKmBR8IS7ZhVFnQ08w8aZo4nSZPF28vXufdXVlnB7f8zsRabVxy7QpvFazE6fmps7RxV0Fq1ianMEtWdMwCB0H2ppJDQyjztna5/ivV23jO6NnAODQfMlOQ+sztuOi6Bl83PI6dq2Tz5pWsSjyMoL0VqaGfJfZIT/CrLORYL0eb+X1HNhXw4033qTGcVSUU2AA7lNrkFLm91oe63M8IVYLIXYdZVmC73JWGL7BiH8OvCR8ZYtHK10csLIUldT60erVK8mdWInR1FO+HmG7D00WgOvfJAb+AR19xzfUZAcG4SuXr3e9Q5CoITdwEW7pQpOBLI5YyL071x5xrDCbrxox0GjkjlnTubXgLc6ISqG0s5mXDu7iF+Nnc3/hOt6o2Mn9U8+ivKONO3Pm8U5N3wlk2z1OBDrGBsRQ0tUzDU2dq5lAnY25EVPZ3f4hACYs5IdMId2cSoTeQKP9YayGNpze3eiEIC2riYzMZJ57/lmcTmf/fKiKohzbKS4UkVLOl1JmH2V5HV8L7FXpsxFfNWOkf31ir7dJAKpO8syPSSW1fqRpGg31EbjdjegII8RyM3bXm0AXUm7H67id0UG/xawb27OP7EKPtft5jeMVIvR2IozJuN3R/Hrrh3iP0te9v7ORzIgI7pkzmzv2vIsHjTCzlc1NZQSbzLQ4nYSaLByyt/F/W98hLTQUq17PhNBEYs3Bfd5rW2s53x09nU2te7rXfdq0k3OjZpEXlIIXF1eNuppLY2fR6HoStyjHojdi06fh8uxBw06XayWhlgVMPK8Ch7OL9957r/8/YEVR+hhiI4q8BswFEEKMBUxAA76ZrJcJIcxCiBQgHd+E0wNCVT/2oxtuuJn77vs9r77cxQUXXQ7SjtPzEQGmc/1bdOCy/5A42700uTbT6nobiQuD6Nt682q1WIXAqIfbJp6OEAIdAt+/INChR8dZs8Zww7ZX6fL6ugpdmoddbbXMDBvLo3s3cfuEWdy+430Ani/dzsKERMaFWEgPHkeUKRKnV6PD46bW0UGQwUKUKZw4ocesM2LUGRkfmIZBV8LEIChsvwuJhl5YMdNGp7uQ8YE30uB6Hqt+HGGWRQhaCbSGYTJ5CQw8cgxKRVH6kRxa1Y/Av4B/+Ye3cgFXSd/As7uFEC8Be/CNC3jDFysf+5NKav0oLCyMn/3sF/zxj/ey8k0Xsxc8hu9G+L6Vqk7HckKN38Nsu5kWxwr0el/3Y5L1O4QaE2l1vY9LO4TZkML/KtdT5mg64lgXxeVjNRhpdPUUfXR6XNQ42om1BtDudlHd1UGMJZBaRwffTsmj2tVEvCWCh0pe7PNeEcYQLksYz/nRwXRoDXhkK17pJtrUyZ6OldS6NnRvm2iZj8f1V3TGSzHrrQQLDasuAodnDRqZ1OzVU1fTQFqamhhdUQbc4N8w3U1K6QKuOMZrvwN+dyriUN2P/SwqKopbbvkZewub+HjVNJAW4MjrS11dT1F78ENKt19E08E4coN/jldbS0XnclzecqpdDRR1FfPjtBlH7BtisJEROIr1zUXkh/sKRmIsgVTbfZOEWg2+8SYf27uFW8b59h8bEkZRezUbW3dyRVzfsUGzApNxyQZSbKM5YP+cQ44tVDh30uXdQ3rATHT0jCYSaUpH04ox6GKQntcJMM2lsWkzH6/R8fAfN7L69SbmzZtLQkJCv3yeiqIcnWDIdT8OCaqlNgDi4+O5+eaf8tBDD2CxWDl73n7q64KorAqnuiqJ6qooamo8CCEIC6+ks3MvF97wHgajry8hzHIJKxtfJN56Myvq3uJXGQv5TdG73e//g5Qzub/4XVyah5uTF7O5qZI50SlsbPRVzVr0vpah3eumpK2FZUm5bGjdSa2rmayQEAKMRkw6Ey7NV9AyMyKZVs8hDHIjadapFNsPt8w0qjv/yOSQX7Kh9T70mLEJDRdgkvHsLniCTds8FO1rJCkpgaUXXMSUKVMwmfoOqaUoygA5+XvLRhyV1AZIcnIyN954E3/+8yNsXt+My3UmUVGhJCeP4Ywz0khJSSEhIQEhBLfd9nNK98STlleOwIibSDQ8WPVG6lwNlLmKWBybw1s1BcwMT6eooxqXf7Bhi0Fg0xvJCYtjReUuAIy6nu7Of+3bylOzLuDW/b5RQ86KSefVmve5NvF8/nboZQD0oh0vHlqcb5AXdF+vpAZe2YTT8yHJlkVoQsPV9STbtqWz8bOXsdvTmTIlk4sunkNiYu/iJkVRToWR0rrqTyqpDaCxY8eyfPkvaWlpITk5mYCAgKNuN2vWmWza4mZMbjnhlgvZ0voWABb/CP6fNm/iyriL2dISylkx2dxZuKJ732fK13Jpkm/+NI9/ihldr7tCfjR+Mjp9O/dkfIt7ilZg1Vlp93bS4mkm2hRGoN5Gk7uQCKMvKdV1PcGs0MtZ2/I8h8cXbXG9TazlTrZtbeONjzLQvCYWLDiXmTNnYrFY+vUzUxTlOPXTeI0jjUpqAyw+Pp74+C+/eX727NmsXPkudeWhxGVOosnzDwDMOsgKyCDOPAqvpuP345ayva2CMbYoDnTVA1DtbCUjJJIOT8/N0g2uDiLMVs6KH0OnvpZmL7xVv4K7xi2j018p+UbdGr6fsAzooqjrYUKNFwNg1/aTaHBh0fWU/Xe2mXn2PxtoaTSxcMES5syZo7oYFWUIGGLVj0OCSmpDQEhICJMmTeTAViOjxrSQYj2TeMtkTCRS3VbHpx31SOr4TVYiL1d/zsSQFM6NzSHAYMYkjIQarBjQE2Qw0e5xsae1hstTcwgOcPNs9WZOCzuPdm8Hz1Q9zXUJ13LZqEWUO2qoc9WTYQvEIx1o0o3v0rOk0v43zg6/G6ijojiaz946jaSkVH5603UEBQUN8qelKMphKqkdSSW1IWLevLO4KP8kLwAAG/JJREFU776tTLaH0CwOUtz8DDOCbmd7cyXNbju3jpvHZ9WVNDk7eK9uR/d+BnQ8OvFygkxubs2Lw6YLxiwCGGVM4Kd7/+3fytcfOT1sKmadh83tLxBhjGZ8wEVEmQIAHU6tCyNheGhCk504XRv5/CMbGz+dwPnnL+acc85Bp1PFsooyZEhUochRqKQ2RBgMBiSSMvc2KrQdTA/5Hp83VmHRG0k0mHG7oKitgbFBo9jT7huB36oz8busc2jxlBNqcLOuZQ1e6SFYH8K18T/kl2NnUdDagSYFOYHZxJms7O/aSIQxmjhTAkGGLjpd/2Z++LWUOvZh00Xi0ZporApi9comPA47P/nJTxk7duxXRK8oymBQhSJHUn96DxFlZWWEhluYED4Hiy6IDlcUTa5OLHoD302Zwh+2fUpRSyMZAXEABOkt/DbrLN5oeJwgvYbb+QT5wb5BhM06C53eKvZ1bsRk2EOiOZh54dPZ0v4mZY49TAqayfjAUIRsocO1CovcTLghAeGNoODDPNY8m09m+hTuvvs3KqEpylB2isd+HA5UUhsiysvLCYp2UtH5LEsif83vCz+j1WMnLzSOug4HGlDT1cFoawzhhgDuGj+XN+ofJ8wQgUluw6ntJMOWDPiSWoVjPZNDTueAfReHnDsINTRzbvhkzo44gwSzlcL2f2IQDsBLq/O/eCrsvPZYOLXFqdxy8y1ceeVVWK3WLwtZUZRBpG6+PjrV/TgElJaWsmPnDhLz8mj2juFQp5efJi+gytNAflgyl632lfDbvR6CdTZ+mXkGr9U/hke6mRg8lVbnHQCE6moI0YcSoA/EpTXg1GoxYcGsNyG0PTS5t9HatYeJIQ8hMCBlM06HgU0fTqFw+3bmzp3LkiUXqMpGRRkOpFTX1I5CJbVBVFZWxorXX6Nw9x6Cx0ViHxPGC4dWcUvixfzsw3XcefoZSCm59/QzkVKiSUmEzcXLdY/hxTceaJQxAJfXNzJIu+MhZob9iipnDXatmMKON5gfeRl6IWh3PsQY29/Z1f4IJhrJDryR3btX8cHbCwkMCOfWW68hOTl5ED8NRVFO1EhpXfUnldQGQWVlJSteX8GunbswjAmk7jw91SEtzIsezeutW5CaDoMQRAXY8Oqc/PnQm7j8g1o/Gn4hOqHHK72EGSKxcZDDs7dpdJBgDqbV04HT24JdayLYYMSt+ep+7Y4/kxZwPSUln7FlfRRFhWbOPXchCxYswGBQvwqKMtyokv4jHdc1NSFEqRCiQAixXQix2b/uYiHEbiGEJoTIH9gwR45t27bx29/9lgZnC/WL9JRPc+AN8ZXct3haCTUE0GJ3cl3uJN4t28fejp1cMXp69/5SOpkYNA2A04Kn0+Z4tM/7673vk2Ybh0PzDW5cbd+MbDaxZ1sSq94cxdMPb+S5f3VgMgRyxx2/YvHixSqhKcpwJAFN9u8yApzI/2ZnSikbej3fBVwIPHqM7ZUv2LNnD48/8TizF85lQ7SD78fOp8ZVzbv163BqLtY2beGK+NmU17mJDrSxvbWaalc9pwWPJshgwaV5cMlGRluS2dj2MbGmUDzOjj7H6HCtQLRdSP2uMDzVMRRVNuHofJ2oqDNISxvLaYsyyM7OJiQkZJA+BUVR+s3IyEP96mv/iS6lLAQQQnzVpgqwf/9+/v73v2HN1zBmRZDl1Lit4G1iTEHcmH4RLtnOO3VribUGERMTzPc+foOzElLp8HbyYs2rXJN0Pv+t2Ihbq8VmCCXKGEegqKMFsHcaqSyJoubgWCoO2nA4/kN8QjZZ6eNIOzONtLQ0goODvypERVGGGXVN7UjHm9Qk8L4QQgKPSikfO94DCCGuA64DGD169IlHOAIcOnSIv/z1z5hyvaROj2dTaxEzwiYAUOtq51e738WiM/DjtPmE60N5sWI/HqkRZDLR4bVj1xwEGL2MD4rHoR2gtP1NZjp/zMfvP0FlySJqq9wEBwcyPiubOVfkMn78eFWOryjfBKr68QjHm9RmSCmrhBDRwCohxF4p5drj2dGfAB8DyM/P/8Z9A1VVVTz8yJ8wjvXindxCinUhH9RvZEJwep/tHJqHP+37iDsyF5EXGw3FEGg0UevpBODF6hX8IOhKNn+wiZrCJDa0v0Jqah7TpkwkOzub+Ph41WpWlG+YodRSE0K8CGT4n4YCLVLKCf7XlgPXAF7gJinlewMVx3ElNSlllf9nnRBiBTAFOK6k9k1WX1/PQ396EP1oD57pTQgBFl0obZ4u9nWUkRMcT0FbZff2N6XN5dGD6zgjMp3TImMJMBixex0AWIsF/9vwDMnJSVxw3nQmTZp0zKlsFEX5Bhhio4BIKS89/FgI8SDQ6n88HlgGZAFxwGohxFgp/SXd/ewrk5oQIgDQSSnb/Y/PBu4ZiGBGAk3T2L9/P5s2b2Lz5s2Y4sE1q4HDjSiHv8JoY+teroo7vzup2XQmQFDlaOWlis3ck7WEkuYOcEqiN1vhoIsrr/wOp59++iCdmaIoQ4kAhHcIZTU/4esyugSY61+1BHhBSukESoQQxfgaRp8PxPGPp6UWA6zwd20ZgOellCuFEEuBvwBRwNtCiO1SynMGIsihzuv1sm/fPjZv3sy27VtxOByEJJvJO3sSY7OTeb3pCdzSdzdZl3/eM6fmxtQzQTW3pM/n7wc+Anx/fL1avZVlwXmUvGHDppm54bafkZCQcIrPTFGUoUwMzWtqZwC1Usr9/ufxwPper1f41w2Ir0xqUsqDQN5R1q8AVhy5xzeDy+WiqKiIrVu3sH3HdpxOJyEpJnTT6whJcqEzSeJCL+CPJau4Ne37rKh/DCF1NLu7ut+jzdOBAR3BJivNri6a3fbu15pcnax54RVS45K57vvXqsIPRVH6Gpjux8jD9yL7Pda7MFAIsRqIPcp+t0spX/c/vgz4b6/Xjnaxf8Cysbrr9gTU19dTUFDAjoJtFO87gE6vY3RaKqYZjViTOhEmMPfa3iMlbZ4uHiz+gJ+mfZ/Cjk3saS/rfn1T617OjslkSngq9xX5rpvOiUxnbswY3NTwQWsRi65RCU1RlKMZkLEfG6SUxxxMQ0o5/8t2FkIY8N2/fFqv1RVAYq/nCUDVyQT5ZVRSOw6dnZ08+ND9VFZUExZtISS5kXEXVpMx5jbavAGcZpzJurZHcGn2Pvt5/NfPmjzt/OXgJ9w59hIaHBsI0Fno1BwUdZTxfylnUNTeyIXxE8kJiaS4awPvNK0GDYTXogYXVhTlmIZS9aPffGCvlLKi17o3gOeFEA/hKxRJBzYOVAAqqX0FKSX//veTeHDz7Z/O55DuQQDCjRPZ2lHBuIBx/LpwJb8edzOb2/9Bp9bava9H9gzMFmcJp9kpaHTqmRE6gwhTAAEGI8EGG+NDPKxpepkVDXU9B/bXBamkpijKMQ29a2rL6Nv1iJRytxDiJWAP4AFuGKjKR1DzqX2lTz/9lKJ9RUxdmsMesZ+0gKsBCDddxLqmnUjcaFLy68J3yAu4nlB9TPe+h5NaRkAC4y253L9rHUIKnivfwJ8PfMDThzagE3qEcJFgSex7YI/vh9FoPCXnqSjKMCN91Y/9uZx0SFJ+V0r5z6Os/52UcoyUMkNK+e5JH+hLqKT2FZqamgiP1WEONVLUtZMat4VR5jmUOZxoaGxo3sFpocm4NA937X2HNMsVxBhTAHBpXkabo5kRPJ17C9ZS1tVCRtCo7ve+Kmka/634hPfrtmP3hHBJzBVYdBbfi/6kplpqiqIck5r5+ggqqX2FnJwc6srdtHf5RvZY3/who8zfY3X9VgB2dBQzMdRXau+VGr8tepcow/mMNmdj1Zk5N3Iud2//AAk0uxyEGnw3TGcExtDsamNHWxn5oVmsadzCo4dWsTT6SvKCJoLHVzCkkpqiKMcipOzXZSRQSe0rJCUlYbFaKD9QxYKw6xlruprC1jYWR8/u3ibEaOl+LIH796/CxGzCdbH8atsatF5/Ann8l9kuTcjnqfKP6fQ6MftbZ12agwcOvoRXi2J+yAJAdT8qivIlDs9+3V/LCKCS2lfQ6XRkZmbSVGzk9u2buG/PWtyaxqqSOuZHTAbApAeD6PtRaprAIHTcM2E+40Oiu9e7NC/5ockUd/RUtNq9nj77vle/gf3tjSDULAiKohyDBLR+XkYAldSOQ17uBBpKymlzOdAh0Es9b5UXk6BPI9oUxva2QrKDe26QzwiMpatLT7m9jTt2ruTMUcn8ZsJ8UgLCcHi9nDcqh1drNnVv3+K2o+v1VSyOnkFykA6kb7QSRVGULxL0b9ej6n78BsnKysLdaSeww01qQDi7mnyl98s3fMzlo85lY2shp4enAr5b5y+Pn8aDOzeglzoMQsc/9q/n7oL3uTg5i9yQWKrsjX3ef1dbObmBaQBcGb+AcFMlha5VALjd7lN3ooqiDC+q+/EIKqkdh8DAQBKSRhPX5GFaVDLvVhQDvtb6n7bt5KLYMwkz2QC4LPF0nthVAMBn1RXkhMZ2b/vA3rUc6mpilCWcX469gBtSziYnKJFdbRVMDsvmhqQLafOupbDrY4TB9wvmcrlO+fkqijIMSMAr+3cZAVRSO04Tc/NIbpXEWUOod/SM37i3tZGWdhtRpgBizEHE6aPZ4W/JrawoZkZUcve24SYbds2BEIK7977BIwdWE2eJ4OYxCxlrHUWpYwVVrkIAhF4lNUVRvpzqfjySSmrHKScnB3ddC0bXkVdT/1SwiUCdjdvSF/HrDT3TzLk0jQhTz5xnlyXn8cShtbR5nIDvD623anfy5+LVmI0wN3wm00MWA3S31FT3o6Iox6S6H4+gktpxSkxMxBZgo7WsGoBYayBLk8bxi9yZ/GbSXDq6JEFaADNi+44MYhY9I5ElBYTS5nGwvbmcvKCeaWQWxmbxWt1LODQvFjawLOaHhFl8I5OolpqiKEfXzwlNJbVvFp1OR9b4LDoOVXH/aWdzaUIOheVNPLBuPfd/sp6S5lZ2NzQy2hzGnRPndO9X2NxAakA4k8Li2dFaCsDahn0sGjWxe5vskEgO2vfR4Q2h2b2Zfe13MC98EnqDXrXUFEU5OolKakehktoJmJCXR8WBEm5ds4a/bN7EvuYmAO6YNpNH1m+krKWV90oO8OzOnTw8dQGpgaG8WrKXOTFjWBSfwWs12wFwSS8eracbUwgHEsm29p1Emc5G4qG4/Z94vV5187WiKMem7lM7gkpqJ2D8+PF4nU6CHc7udadFx7K7toF2l4s39+3n6qw8Stpa+b8PV7MkIZMrxuSSFBBGwBeSU2lXI9GmYHSAU2sDoLCzALPBN12Rq8sIEkJCQk7Z+SmKMryoQpEjqaR2Amw2G6OTk0m09yS1y8Zn81yBr4S/vquLMLNvQk+vlDy8ZSNbK2vJCo5mTd2uPu/1Ts0uliVMZXp4GgftRd3ry5yNmHSRODt9STAoKGigT0tRlOFIAl6tf5cRQCW1EzQxL48kl+861w/z8nlux64+g1s32+3dH+rC5FQuHDeOFo+dSxImc1fmeYwyBwPQ4u4i0GBhbvQYDtr3de+/rvkD4iw34OwwYrNZMBjUlHeKohyNKhQ5GpXUTlBOTg7uxiZChY5Iq5XttbV9Xv+wpJQf5OXz4JnzwQR/2v45nzaW0Oiy8/u9K1kYm8tdmecRYwqi3tlBgEHDLXuKQRyanRavCWeniaDgwFN9eoqiDCcqqR1BNQNOUHx8PIHBwXw3Jp5H1m/ErNczNiKCqfFxRAUEEGY1oxkkP/98FV4puWvKGfzt0MfMjUlnXGAMT5Z+ikVn5IrRU0mxRaJRfcQxNrRtIsw5heDg4EE4Q0VRho0Rkoj6k0pqJ0gIQXZ2NrVVVdw2ezZeqbG5pooXinfT5nJx/5z5tDgdeP2/bCazjjaPkzerdvPbnIXsaKvEobl5q3oHqYGzmRSQRqjx27R5XFQ4q9jdsZNSezGWzomEhqjraYqiHIMENJXUvkglta8hLyeHJ596ikd1Hug1NczFGZm8WbqP+aN9M18nBgZT3OEbMssrJRVdrYQbrZwXl0tGsI1X6h4nM+hyjLIAu+s/jNanMjHmQtxE8cHaHcTGhQ7G6SmKMixIkEOnuEMIMQH4J2ABPMCPpJQb/a8tB64BvMBNUsr3BioOdU3ta8jMzERzuwmxO7rXBRqNTImL4+OqQxh0vo/12uyJvFbVU/X4aUMpj+RdSKvcyv/q/oOGRrunHKshFTDQqR2krOsBKttvo6KknPT09FN9aoqiDCdD65raH4G7pZQTgF/7nyOEGA8sA7KABcDfhRD6kz3Ysaik9jVYrVaSU1NJcvQMYXVL/lR+s2md/5lELwQGI3R6fNssTcjhR2lT0XTtVDorer2bgX3tT5Me8NPuNU3lQWheSVZW1ik4G0VRhqWhV9IvgcOFACHA4ZmQlwAvSCmdUsoSoBiYcrIHOxaV1L6miXl5jPYntQnRMTS7HLS6fPevHWpr4/SYBPa012DW6bk9cz4IJ3bZyss1z7E05vxe72TArtXgkk5MukgAGg4kkzEuA5PJdKpPS1GU4aT/W2qRQojNvZbrTiCaW4D7hRDlwAPAcv/6eKC813YV/nUDQiW1ryknJwdXUzNmt4crs3L4a0HPTNbbG6q5OiuXorZafpd7Ls9UrGNl3W50OjuNngZseiOCw9fifF/Bvo6nSA28BSmhdn8YEyecNghnpSjK8DEg96k1SCnzey2P9T6iEGK1EGLXUZYlwA+Bn0gpE4GfAE8e3u3owQ8MVSjyNcXGxhIcGsoFoRE8U7Sjz2vVHZ1EWKycn5DJrwpfBSDQYKHd2wDAuuY1LI5ayJv173D4K/DioMm1C61xIu1tLnJzc0/p+SiKMsxIQDu1hSJSyvnHek0I8Qxws//p/4An/I8rgN7TlyTQ0zXZ71RS+5qEEORkZ1PeUMcl085gqUzHpXlwam7ibSEIoSHRiDQF0ODq5MK4HHa0+eZaq3ZVMdvkG9NR9mosl3a9hrPkMpKTu9Q9aoqifLWhdZ9aFTAb+AiYC+z3r38DeF4I8RAQB6QDGwcqCJXUTkJebi7rn3yC/+zuQOp6Wtj35i3gQFc9j5au5oaUs9CQxFuNvFjXM/rIhtZPmBc+B0lPEVBLRQC7Pi3mom9dckrPQ1GUYWpoJbVrgUeEEAbAAVwHIKXcLYR4CdiDr9T/Bimld6CCUNfUTsK4cePA4yW4pacK8nspk1lRtQ0pJS7Nw58OvItHdpFgsXJJzDLCDOEAlNgPkGSNR/N/Bc3lQRS8ksmcOXOZNWvWoJyPoijDiJRIr7dfl5MLR34ipTxNSpknpZwqpdzS67XfSSnHSCkzpJTvnvS5f4njSmpCiFIhRIEQYrsQYrN/XbgQYpUQYr//Z9hABjoUmc1mUtPSSGz29WvrgJSgMHa2VSCRGNBxb/YiLKZydLRi9/yLi2KmcmnsZYQbItjRvhmbLpjmQ8EUvDKOs+afw4VLL0SIo11XVRRF+QJN9u8yApxIS+1MKeUEKWW+//ltwBopZTqwxv/8G2dCbi6jmnx/4dySMZtnyz4HQKDjgbyFrGt5lnBDKLva7yHeMo+DnQ/S4Libb8VMIScom/L9NRS8OpaFC85lyZIlKqEpinL8htbN10PCyXQ/LgGe9j9+GrjgpKMZhnyl/a0EOiHAqKfc3sTSuAmMshhZUfd32rwthBuDcMkWrPoY/14eDnQ8yI5Pn+C1/6zmvPOWsHjx4kE9D0VRhhkpfdWP/bmMAMeb1CTwvhBiS6+b8WKklNUA/p/RR9tRCHHd4Rv56uvrTz7iISYmJobQiHAuNyZR0FbJ77MXYzXtI8DoxaQzE2NKQNN8k4B6NAdGEYzXI9i/Mo8Dn8Rx3XXXsWDBgkE+C0VRhiXVUjvC8VY/zpBSVgkhooFVQoi9x3sA/817jwHk5+ePjE/tC3Kzc6isqCIzL4oV9X8HYL6cRk7gFCJMkZTbHwCgpOtFQlxz2fhiDbiCWH7bTcTFxQ1m6IqiDGNyhLSu+tNxJTUpZZX/Z50QYgW+cbtqhRCjpJTVQohRQN0Axjmk5eXmsv7Rz8jUp6JHjxcvEgdxlngCdSYa2700HQqlrTSc2qJ6kpJSue7aHxAQEDDYoSuKMmyNnNZVf/rKpCaECAB0Usp2/+OzgXvw3VB3FfAH/8/XBzLQoSwjIwNNSmpLX+Ca8T9iZf0HNFQ1UFvaQfn+CioOnYbZZCIzM5MzL53IlClT0OnU3RSKopwECZxkGf5IdDwttRhghb8qzwA8L6VcKYTYBLwkhLgGKAMuHrgwhzaj0cjYsWkcXG+nasdLNB4ysMLxCfEJo8gaP4lLv5VLSkoKev2AzbagKMo3jATkCCnD709fmdSklAeBvKOsbwTmDURQw9GM6Wfw1tvNpKWM47w5mWRkZGCz2QY7LEVRRiopGUqThA4VapisfpKfn09+fv5Xb6goitJPVEvtSCqpKYqiDFeqpXYEIU9h9YwQoh44dMoOeGIigYbBDuIkDOf4h3PsoOI/liQpZdQAvK8CCCFW4vvu+lODlHJY3zh7SpPaUCaE2NxrCLBhZzjHP5xjBxW/ogwlqq5cURRFGTFUUlMURVFGDJXUejw22AGcpOEc/3COHVT8ijJkqGtqiqIoyoihWmqKoijKiKGSGiCEWCCEKBJCFAshhs1kp0KIRCHEh0KIQiHEbiHEzYMd09chhNALIbYJId4a7FhOlBAiVAjxshBir/97mDbYMR0vIcRP/L83u4QQ/xVCWAY7JkU5Wd/4pCaE0AN/AxYC44HLhBDjBzeq4+YBfialzAROB24YRrH3djNQONhBfE2PACullOPwDSc3LM5DCBEP3ATkSymzAT2wbHCjUpST941Pavim0SmWUh6UUrqAF/DN6j3kSSmrpZRb/Y/b8f2HGj+4UZ0YIUQCsAh4YrBjOVFCiGBgFvAkgJTSJaVsGdSgTowBsAohDIANqBrkeBTlpKmk5ksC5b2eVzDMEgOAECIZmAhsGORQTtTDwC+A4TjeTypQD/zb3336hH96piFPSlkJPIBvho1qoFVK+f7gRqUoJ08lNRBHWTesSkKFEIHAK8AtUsq2wY7neAkhFgN1Usotgx3L12QAJgH/kFJOBDqBYXFNVggRhq9HIgWIAwKEEFcMblSKcvJUUvO1zBJ7PU9gGHXDCCGM+BLac1LKVwc7nhM0AzhfCFGKr9t3rhDiP4Mb0gmpACqklIdbxy/jS3LDwXygREpZL6V0A68C0wc5JkU5aSqpwSYgXQiRIoQw4btY/sYgx3RchG/m1ieBQinlQ4Mdz4mSUi6XUiZIKZPxfe4fSCmHTWtBSlkDlAshMvyr5gF7BjGkE1EGnC6EsPl/j+YxTIpcFOXLfOOnnpFSeoQQNwLv4asA+5eUcvcgh3W8ZgBXAgVCiO3+db+UUr4zeCF94/wYeM7/B9FB4OpBjue4SCk3CCFeBrbiq6LdhhpZRBkB1IgiiqIoyoihuh8VRVGUEUMlNUVRFGXEUElNURRFGTFUUlMURVFGDJXUFEVRlBFDJTVFURRlxFBJTVEURRkxVFJTFEVRRoz/Bxe4SpcFeG+iAAAAAElFTkSuQmCC", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dfs.plot(figsize=(8,6));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Understanding Grid2d\n", "A Grid2d can be created either by giving x- and y-vectors, or by giving a bounding box and shape or spacing. The Grid2D can saved to mesh. " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "x-axis: nx=6 points from x0=0 to x1=10 with dx=2\n", "y-axis: ny=3 points from y0=0 to y1=2 with dy=1\n", "Number of grid points: 18" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "x = np.linspace(0,10,6)\n", "y = [0,1.0,2.0]\n", "g = Grid2D(x,y)\n", "g" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "g.to_mesh('gridmesh.mesh')" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from mikeio import Mesh\n", "Mesh('gridmesh.mesh').plot(plot_type='mesh_only')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Interpolate to grid\n", "1. Get an overset grid covering the domain with 50-by-40 grid cells.\n", "2. Then get an interpolant consisting of the element ids and weights for these grid points.\n", "3. Then interpolate all data to the new grid and plot. \n", "4. The interpolated data is then saved to a dfs2 file." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "x-axis: nx=50 points from x0=-1.47424 to x1=8.74809 with dx=0.208619\n", "y-axis: ny=40 points from y0=49.9408 to y1=55.259 with dy=0.136363\n", "Number of grid points: 2000" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "g = dfs.get_overset_grid(shape=(50,40))\n", "g" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "BoundingBox(left=-1.5785510642197123, bottom=49.87266744109285, right=8.85240247077194, top=55.327192557197655)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "g.bbox" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "-1.4742415288697956" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "g.x0" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "interpolant = dfs.get_2d_interpolant(g.xy, n_nearest=1)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "Dimensions: (6, 40, 50)\n", "Time: 2017-10-27 00:00:00 - 2017-10-27 05:00:00\n", "Items:\n", " 0: Wind speed (meter per sec)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dsi = dfs.interp2d(ds, *interpolant, shape=(g.ny, g.nx))\n", "dsi" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\jem\\AppData\\Local\\Temp/ipykernel_10736/1104355596.py:2: MatplotlibDeprecationWarning: shading='flat' when X and Y have the same dimensions as C is deprecated since 3.3. Either specify the corners of the quadrilaterals with X and Y, or pass shading='auto', 'nearest' or 'gouraud', or set rcParams['pcolor.shading']. This will become an error two minor releases later.\n", " plt.pcolormesh(g.xx, g.yy, datgrid);\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "datgrid = dsi[\"Wind speed\"][0]\n", "plt.pcolormesh(g.xx, g.yy, datgrid);" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dat_orig = ds[0][0,:]\n", "dfs.plot(dat_orig, show_mesh=False, figsize=(9,7));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Save to GeoTiff\n", "\n", "Install [rasterio](https://rasterio.readthedocs.io/en/latest/index.html) by running this in a command prompt before running this notebook\n", "\n", "`conda install -c conda-forge rasterio`" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "import rasterio\n", "from rasterio.transform import from_origin\n", "# Dcoumentation https://rasterio.readthedocs.io/en/latest/index.html\n", "\n", "with rasterio.open(\n", " 'wind.tif',\n", " 'w',\n", " driver='GTiff',\n", " height=g.ny,\n", " width=g.nx,\n", " count=1,\n", " dtype=datgrid.dtype,\n", " crs='+proj=latlong',\n", " transform=from_origin(g.bbox.left, g.bbox.top, g.dx, g.dy)\n", " ) as dst:\n", " dst.write(np.flipud(datgrid), 1)\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Save to dfs2 file\n", "Note: data needs to be flipped upside down" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "Dimensions: (6, 40, 50)\n", "Time: 2017-10-27 00:00:00 - 2017-10-27 05:00:00\n", "Items:\n", " 0: Wind speed (meter per sec)" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dsi.flipud()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "dfs2_filename = 'wind_north_sea_interpolated.dfs2'\n", "dfs2 = Dfs2()\n", "coordinate = [dfs.projection_string, g.x0, g.y0, 0]\n", "dfs2.write(dfs2_filename, data=dsi, coordinate=coordinate, dx=g.dx, dy=g.dy)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Interpolate to other mesh\n", "Interpolate the data from this coarse mesh onto a finer resolution mesh\n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "msh = Mesh('../tests/testdata/north_sea_2.mesh')" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(958, 2259)" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dfs.n_elements, msh.n_elements # new mesh has more elements" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "xy = msh.element_coordinates[:,:2]\n", "interpolant = dfs.get_2d_interpolant(xy, n_nearest=4)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "dsi = dfs.interp2d(ds, *interpolant)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dat_orig = ds[0][0,:]\n", "dfs.plot(dat_orig, figsize=(9,7));" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dat_interp = dsi[0][0,:]\n", "msh.plot(dat_interp, figsize=(9,7));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Note: 3 of the new elements are outside the original mesh and data are therefore NaN by default" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 249, 451, 1546])" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nan_elements = msh.element_ids[np.isnan(dat_interp)]\n", "nan_elements" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([False, False, False])" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dfs.contains(msh.element_coordinates[nan_elements,:2])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### We can force extrapolation to avoid the NaN values" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "interpolant = dfs.get_2d_interpolant(xy, n_nearest=4, extrapolate=True)\n", "dat_interp = dfs.interp2d(dat_orig, *interpolant)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "n_nan_elements = sum(np.isnan(dat_interp))\n", "n_nan_elements" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Interpolate scatter data to mesh\n", "\n", "We want to interpolate scatter data onto an existing mesh and create a new dfsu with the interpolated data. " ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "from mikeio.spatial import dist_in_meters\n", "from mikeio.interpolation import get_idw_interpolant" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "dfs = Dfsu('../tests/testdata/wind_north_sea.dfsu')" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dfs.plot(plot_type=\"mesh_only\");" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 1. , 50. , 1. ],\n", " [ 4. , 52. , 3. ],\n", " [ 8. , 55. , 2. ],\n", " [-1. , 55. , 1.5]])" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# scatter data: x,y,value for 4 points\n", "scatter= np.array([[1,50,1], [4, 52, 3], [8, 55, 2], [-1, 55, 1.5]])\n", "scatter" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's first try the approx for a single element: \n", "\n", "* calc distance to all interpolation points\n", "* calc IDW interpolatant weights\n", "* Interpolate" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([4.00139539, 3.18881018, 6.58769411, 2.69722991])" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dist = dist_in_meters(scatter[:,:2], dfs.element_coordinates[0,:2])\n", "dist" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.19438779, 0.30607974, 0.07171749, 0.42781498])" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "w = get_idw_interpolant(dist, p=2)\n", "w" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1.8977844597276883" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.dot(scatter[:,2], w) # interpolated value in element 0" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's do the same for all points in the mesh and plot in the end" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "dati = np.zeros((1,dfs.n_elements))\n", "for j in range(dfs.n_elements):\n", " dist = dist_in_meters(scatter[:,:2], dfs.element_coordinates[j,:2])\n", " w = get_idw_interpolant(dist, p=2)\n", " dati[0,j] = np.dot(scatter[:,2], w)" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dfs.plot(dati, title=\"Interpolated scatter data\");" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "dfs.write(\"interpolated_scatter.dfsu\", [dati], start_time=dfs.start_time)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Clean up" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "import os\n", "\n", "os.remove(\"wind_north_sea_interpolated.dfs2\")\n", "os.remove(\"gridmesh.mesh\")\n", "os.remove(\"wind.tif\")\n", "os.remove(\"interpolated_scatter.dfsu\")" ] } ], "metadata": { "interpreter": { "hash": "fa576ebcd40e010bdc0ae86b06ce09151f3424f9e9aed6893ff04f39a9299d89" }, "kernelspec": { "display_name": "Python 3.8.10 64-bit ('base': conda)", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.10" }, "orig_nbformat": 2 }, "nbformat": 4, "nbformat_minor": 2 }