diff --git a/spo2/spo2.ipynb b/spo2/spo2.ipynb index f7842709c70f16cfa5bc7a62f01c5d56f7b93260..846a0315b4560a14806ece50ef1ae76c1ffaa724 100644 --- a/spo2/spo2.ipynb +++ b/spo2/spo2.ipynb @@ -31,7 +31,8 @@ "outputs": [], "source": [ "# The dataset collected with the card10 badge contains red and infrared data at 200 samples per second\n", - "lines = open('spo2-data-96-97').readlines()" + "lines = open('spo2-data-96-97').readlines()\n", + "#lines = open('spo2-data-88').readlines()" ] }, { @@ -62,16 +63,16 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[<matplotlib.lines.Line2D at 0x7f0fd7baea20>]" + "[<matplotlib.lines.Line2D at 0x7fdc109af438>]" ] }, - "execution_count": 24, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, @@ -79,7 +80,7 @@ "data": { "image/png": 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A9j3RtRqCJ55IXi9cuEXX3hL0SCpKqT8ppRbk/J0g9jkPQBXAb3id1voxrfVeAA4E8E2lVAsAlXMJ3c16bOEx7jN8Vin1hFLqiVXE3B4eg4lMsyZnYOUsroy2V3u7NQiP2nHH5Hz1OmYcd1xyTE4mVKOK/YYYIO2wvGZabkp0o8HUzf4y7i8+N90bO/K6s1SGsjkWX4vTvHkQrXV1QbP1gOTZjaWSkzLd6+ux+4tIhUm3Ru9HQBOTjKVSKpl7HMrWYT2Sitb6fVrrWTl/twGAUuoUAB8EcLLO+WS11i8A2AxgFhJrYgexeSqA1wCsBjBWKRU56yGPoe1jAKzt5lx5z3C51nq21nr2xIkTe3pkD4/+w42h0PLB3/kOAKBCs9vO1auTgZV+/A9/+9tmEJkwa5aJfWitEbe1AaCGVf20VFzlYK01rtpnn9xMsu7g3ksme62bpmNv/P3v0JRQUOvoSN1f4li5XOmGVMpiMB9suMFvQyrt7dCUBg2QpcJuxi20VHS9Dk3S+TVyYZnrrV8PAAjpu1VdvtwiV0kq9SEk3f5mfx0L4FwAH9Zad4j1M5gglFLTAOwGYBmAxwHsQtsLSALttxMZ3Q/gn+kUpwBg1bXbaRm0/T7a/3YAJ1F22AwAuwD4e3+ex8NjoNBokI9HjACQ9sLYsGwZ7vnXfzX1BEAqT7J6wQKsX7IkGSi0RsSkQtZBEEXY8aijsM2uu/bZUnHdX/VqFavnz8/NJOsOeb3ke+v+Km3YAP3yy8lx1aqZiTOJbKb3wVgugkgypDKEvUVc2RRjOaxbBy0sv1q5bGIa9WXLtiimIl2d/Bmzi6b++98DEO/P889bFrHu7DQDvBaEPNjob0zlEgCjAMyl9OH/R+sPA/CsUuoZALcA+LzWejXFRM4GcA+AFwDcoLV+jo45F8BXlFJLkMRMuBH1rwCMp/VfAfANAKDjbgDwPIC7AZyltW5uHQePtw2sDCghJhiPHAkgtVQAYMGVV1ozzNcp+2nSfvsBEFlQlGrL1oEKAmxcsQLrFi1qWAfT0/25/xuhWirh5bvuyq53LZWcQL0kvMd//GPzetyuu1pumQWkwuumcJoYixgYNzsCia7rZzARcm0NWSXGcti40YpR1SsVgIinJtohM5675hpcOmVKt+99rVSC5uwyV3CTCIvfn0ocG2IGEksFbOkO4fsT9bxLY1Cab976awFc22DbnQDuzFn/MnKyt7TWXQD+pcG5LgRwYR9u2cNjSGDN1kXsoECk4s6s8woetzv4YLz1zDPG7ROEIaLWVlQ6OqCCACoIsG7RoszxWutsBb/WeOi887DvmWdi9A47NNTnaoSHv/MdPP4//4OTHnwQUw8/3KyvdnWhIK6V0S5z3F9/+epX022VCrRKQ6NPXHQRAKAgrquQ7/66+QMfwFcFEQ9l4D586CEAQO3JJ5NlWl/duBEQg3qtXE6tikoFdeczn3vmmah2dKCyeTMKo0blXkuStJl4RBFQraI+dSqAlNQqL74ILRI/6p2d0KQZV1N5IejBga+o9/AYBGQGVtdSEb735IB0gOT4ALvKeIauggBRa2tqHQQBDvza15LDZSprjuLv6ueew2M/+IEpFOxrDGbTypUAgPalS6311c5Oi8BqpRI0+foBcn+9+GLuOetEKkwa43ffHUAySLeNH588M/ItFfeeh9JSCUSaMJAOouX2dttSqFRSUunqgl6zxjoPx8h4grH5jTfyZXvYRUnfEU3foRplA4Lup/rss5b7TZdKaTX+ENb1eFLx8BgEWJaKmK0zUchZd0gpodOPSUQhODMsoorySgNSUUFgzicHjbzaEB7AOigNtSdSqddquP7II7H8vvsAAMUxYwAk2WkSbvbXvMsvhxbEUy+XoZcvRx44eM2D0BpKe1UAQnL5WKQiyApwAvdDSSo8+3eso8qGDRap1ESgvNbZCe28dya+tnEjql1duHS77XD36adb+9TKZeM243eZrbv6Sy8lyxSPq3R1WaRS7+gw7sWhzI7zpOLhMQjIuLO45oJ6lcv6FM4mGjNjBoB0sIxJYsXM0JVC3NaWLBOpMCHJQbXejVwIW0E9BfY7V6/Givvvxx8/8QkAaQW+W9fixlReffBBaLonAHjwG9+AHjsWeah3dUFXq7m1AbEISvMgVSWylddmDKWloohU6nRNHuRrGzdapPLGI4+kKb2dndaAD6STiWpnJza/+SYA4IXf/Mbap16pZGIxTA/1CROS/0QYJcC2VDo60nTkraWi3sNjqLE1qNUCOe4vGjSi738/sy8P+DEN3GypmPoMGjzzLJVM8y7kK+LyMpNPT3Uurr6U4mW3JXBOIWZZEOaKBx5AvVBAHuqbNhlS2X7cOGNNKQAhBaGlpcJ1GfvTspUNNoSkYiwF1mXjtgQPPmgRwL1nnZVaKl1dGfUCxRl4YhIwYtttrX3qDlEBqdVRY8Kg5S7AiunUP/9583lpkpQZCnhS8WhaPPzd75rgLZAMlj9tbcV9X/ziMN5V7+CSCihbKcxxBRVpJh9dfDGAlCCYVHLdX2+9BbV+PUJKu5UDbN2RepH3kydQ2d0yV3EHDUglj+Q3vuaUizWo2q93dSX6VABCpdKEBKTBecv9Rc/IFJXn/upavx6dgyxJwsRRc0ilBmSsEUNAnZ0ZcgjeeCM5bvHiVMnZtSDb27OWCpMRJ2lwnQoATS4xgAiJvndNVfzo4TFc+Nv55+OBr3zFLHMQk5sSNTMylgr5vSPK2AGAiQB2PPhgM2AbEuGYCi1bgfq2toRUnngiyYwiGY6KcA3lFRxmUoilknC93rgHSg+kklfdX3GynBpV7dfIPaMARCI7SQF4Xbw27i8iDmnBGcFG2vbz8ePxcwryDyhuvRXgeBTHOLirIt3DQgCrnXbO/M6UN23KEI7i83R1meQG7cSN6h0dxnXKMJZKugIAsB6Avvdes18NidsNALT43g02PKl4bDVo9nayEpnaDSYV8scDyY9vZKFgzdDDQqGhpYK//tWkFOuXXkoGY3ITWaTSR22wjStXNu6B0oBUmAKkLMvu7v0SNjtZT4xXH3ssET2EXdugnNfG/UWWgSSVoAe33hbjuuuAI49MXnd2Qs+ZAz15cnINtlSYVEQQ/IlHHrFOwy6qusjiYhghynLZkIkbs6p3dGTWGcIHgHXrjBWyGUDX//2f2a+MtD6l/uqrQIOEiYGGJxWPrQbDKXfeZ7jZX6xrJWarnOXEhKCQFDiWHUvFuL9uvTV1f73jHcnx06Yl+whSqWze3CdSUUplCLvuBHiZVIz8Ou1XFW4d19JidNKAeZQTW1n+2GN4YcGC5LlJJJEh9ZcCTq2mWbckFSac566+GgOKk08G7r8f2LgRqFbxYyRV3ICwVNjNJ95Lt3CzzCm9S5aYYknAyQ7s7DT1Ja6bqt7RkXV/0TkrAHD++RapbRZWYhmpO64OAPRdGWx4UvHYarC1WirVUglgUhEBZQUgCkNjmQQAWsaNM8/JA9Qbjz1m9o/Z/RVFyfE0oMuBvLxhQ8+Ck2Kgshpp5dw/XxsQ8uv8bKI2I09OBUgLE+Oc2EqVajnaxLoAwGRx3ZBcoG5MpSpkSFY+9BDmX3FF5vx9wsKFqauJXFpYv94MzC/TbsZS4WVxClcshqcQlXXroH/yE7O+VqmklkpHh7lGhlTcSvyXXrJiKPjpT6EBhNx0TRz7JGAELocytcWTisewYdW8efjDSSf1uN9bzzwDYGjTIvuLRsq9qlQycQAFIHSKCVnfC0gHmGcvv9zsb9xfvMykIlxOJYdU8oohNRUzAtkU5Hq1miEhdeutybYXXgAgpEnWrDEDYsZdx8scC2lQK6EAjJbLZ5xhucMCSp3Ns1TkAPbg17+ee/5eYelSYI89AGo89nwY4ioA2LgRNUes0iKV22/PrQF5j5NGvRDAGkdCRfWWVORxO+9sWyp0zDgSyu3kgkgAq5CSiScVj7cFrt53X7x4/fUmR78RFtOA1uyksuLBB/EXGtislsBdXcZSUe3tVmFfRAOmWRYDyDj6/44vfcmsi0olqzYkJLdJRRTW3TZnjkUKuf1XZAqyo8+Vuz/35aA6G7Zcqu3tZkA0lgqRCIu5MKk00oRScKRZRoww+2oA4YQJiAB0cHthvs6aNVb8Za9TT03vt4/FfvWbbsKvAbz8q0Ry8M5KBasB1NeutdxWQGr11QDghBOgtcYee+5p7VPIEeZ8RbyuLVhgLJW6qGFxv+H1zk7z3eFr8rOxFaQBFEkX7jUn8433GTq5TU8qHsOIVhpQXR+8C+NOEQPFUNYl9BbXv+c9ePyHPwRgE2Cls9NSmGUiYMuDoQDEQq3YBKi5VgRAvHJlQiqcNUWz6IpTre32uc9UzItaklq5DC188TVK9ZUwBXecxkrLj111lUkZdrPVzODvBNhdZAL1O+6Yyt8DUKNHowig7GZ/rVplDcIjxCy9V/G3DRtMU61N06fjDQB3OxpZ1cces/S0oHUqEsmrkCgXbyeOiyZNylxOkkr90EPtavteur8kqaxDEpzXAEaRZRQ7Td/4U10NAEOUAeZJxWPYwMHfngiCByk5MPZk3Qwn6rWaFbxdds895t5lNlNe1lNEuk6AcDFJEiqVEnFCypoKn3oKQJaYZX+R3GwwR9ZF6lJVu7pQdwLn+sADk/977ZX8F9tWkMCiIRWa2Rt3mEMGLoIwtLapYtGQbQ0ARo1CjHQwbZQQIKvqe9V8bMwYYJ99AABd69YBAAp0DRMzGjHCTgUWzcT4HdQAlPMM0TbbdHvpOtImX9JSyezX2Wllf9Vgx8duiyJoABErHjjHW85Vh3AGC55UPIYPorc3kGg/vfTHPwKw3ReVHFJxayGaCe4gvuCKK6xBTpKKNZgiCdzL5SCOzWCpAERUg1EplWwFX8dFU1qRdtqulUqZYkhZ+8DCjtb9O8H2OrnsODVaksrz1LPdjamY5c5Oi0wzCAKbXKMIEafiAsCoUZZ7zFgqjz9uDaJvXHON9QwZbNoEXHyxsXhfBvDmkiXJ/g5BBVJ6RZ6rWLTdXyBSCQJE06eb3SJRK5M6OFN0yWs4QpQS9c2b7U6asEnltWo1IRWSfOEtexx9NAAgtYOR+UwHC55UPIYNyiGVK/fYA7d86EMAbALZ7qCDMuvcYHAzoUqaVhIlIkHXUpHBawUgCgJrOYxj4z5SAKI//QkAUCFZddflZK5HhXpAluSqZO2Y7eWy5Q6rdnVZHQwBUTXOsh+ChMbTANrI/eXeqwullE2ucWylXrOlwjDXCQKL3JaQaw4QpPK97wHPP5+8Pvts4ItfBB54AABwM9L+HGwp8KDM383qpk0ZeRWu/ahyrxIQEVK8CQCi0WnqwfScZ74aQqbl1ltRJ3JzoTdtypKK2L4/LRu5Hlo/esoUaxkArhmiiZgnFY9hR96s0q2jcNcNpYBgb8HuvFqpBO26o1i/C7YESUwqwGabcOspAGFHh/X+RDQw8EBtGjTRenaedYmAba1USiqzxb5yZrxxxQpAdiwslawYCyAK7ng/QYaBW1fz6qvWMqcNS1J5l3gdKIXoc59Ln7tQsAmopcW2ZO67DxGAarXaMKup3tUFdHRg3be/jerBBycruTBx7lx7Z63Nc/H5AkEq2vl+8ntTpUw9DQBBgFjEdGLRHyUAMFWIbJrnoM+gBkD/7GfpBqk0THUyjFvpenvsvDMiJO8pk1oYhoZEuG+PtH9WAcAQuI09qXgMGzi1Ni+mIglkGQ0CVtprE9ascJvZqiNBDqSkAiB31g0QqQjtJoVkUOik+IZ0l1W4GyQv08C+Hy1zjACgbC6erSORWpeW1F2f/rQt2S6K8RjG5cNV5PLZKM043H775HqsyMz3xvEfISEi3TJKKURHHJEux7FNKttvb6cYT5yIGMmADwAHImk/u8MOaclkrb0d1Q0b8CsAd3B8afHiJBvKLZQUn1cdAP7wh5RUHn7YlpMHAHpvO9avT/S2kMRUove8x+wnY2Pqfe9DIWfiFNC6OpwAvexzf8cd0HfcYZbXQLjbAOv6gdaGVGJxfQviezFY8KTiMWzgQdi1VNy6ikXUi1uuc5tFNQPYBVHr6sr4yMtdXUn666WX5ool8rJLMjUAr9EM24qhOC6lilOeC4JvAAAgAElEQVQYWHZlW0SWWTlP+VYMnLmzc45xsPsLwAzaVqJBWx1xBEKkLpdYDLIyHsTL5nUQ2KnVcYxQ1pwEgf0+tbYiUgrVzZuTgDeozkUmH7S3G+uMHUsLAVwMYJUbvxAxjRoAfPjDKak89hj0ZZel7w3sYPiv+Z6iCJFQGJb1RqpYRPG970UGQsPLIhWRZJEhHKSWUbTNNqjQchBFiFpazHsvswotkPt0MOFJxWPY0IhU3B4dALBuyRJr3XyhcdQsCJhUhM7TAbStTMFq7LOPsTZ6QyposL1CLiU+hyuXLzOjVi9YYA24C668MhPzkXGDqihoNNtzLJXJSEiMbbBg+vSEVMgNGH7yk/a9i4woNWdO+lopxGJAVnFskQzgvC+FAqIoQpWKQFnVuCr61tfb203sgwdlJpdVgOW+g6i1Me4v+l8DUBcikWwZMFZDZH8J68BKFX/pJRTJipNgWztDHDfemCoYuNuQWirxqFGGVBBFCNraUlIhaZsMvvCF/PUDCE8qHsOGgDKJXFKpOC1qAfL7i4Fgpw9/ePBvsI8IpfuLBl9jObCLb8yYbi0VK+2W0njN9jlzbFJRCvjYx1BEqq+VV9X+pzPPtCyTJy+6KJttJEiktGJFJjjNBXhG7p1WR0j99mrEiITguCaHSIafLRBV5krogKkgsOo6VKGQScmNRIxCtbQgiiJbWQBCtRdAbcMGQypmHf0P99jDKiiUpGIC9fTfrXZxSQVIYxqxsE4sUhkzBlFOozJ+3zKWyte/bpFKXtxIhWGiAyeWwygy9x8I4VJGXhbaYMCTisewISRBvuorr1jr8+TUgyiys7/cHu9NAEmSPGhzeNa4v8aObWypfOxj9oz82GOxI4BWGpBUFBnpfEMqd9+dDOzc156OdbPjMu4uslSmABgzYYK1vfPccy33V71WM5aKlHBR++1nkQoowF4l8lfFYjrIKQUlLZVCAfvOnp28Vsp2fxUKiMaNg0QoPm9VLCIqFIzLT+25p4kvMGobNiTV6PKZ+fgHH7RIFCeemCk+DIS+lvwm5pVUmpiKIBW2wgEg2GefXFLhO8izRiSp5F6P2iAYQo8ihCNHmvsLCgVDbOMAzCDX5FDAk4rHkGH9okVYfNVVZjng2aGTaSTdXxx6dXt+lBw9pmZASLUhVRGzMJZKR0cyUHRnqbS0mHoDAMD48QiQVqQjihDLGbxSwNlnJwO7KwvvztKdZSaVAoDK6tUWqdwHWKRSW7w4bdq1bh1AAXc1frw1mKsoQoh0ILSsEdhQhYLp0a60NkkbAKDGjs24v16S8ZhiEVGxaJ45oAp8SZv1//xP022TEcqCSmkdr1wJ7YhRBvT+uJZJBQ1iHI6looIAiiYZavp0q+XB7h//uDkX0AOpTJvW0P0VjRljk4q0XOLYtCtWAKKxY5PnFhlqgwVPKh5Dhj8dfjhuO+20VLeKGyw5VocklZE56wDgaZmC2SQwfvh164x0iSEVHrRbW1NLZcIEm1Ti2PaFjx+PEGkcQ4WhHZdQCnjPe5JMKFd+3lUKdiyXuti/AmTcXVLvqrrHHlYPD3388cn1o8h2f8WW8w6qUAAPpcqRP1HFoolBKEenS40ejYgEEhkzOS2Yr9vaigq/L1GE6B3vsC2Vt96y03QBhFw4CtiWCmAlMgCioh72gM+Wy8i2NuxwxBFohahTkS6vIDAp5u62HalPC99BbffdG3ZmrL/yitl24Ne+lqxDA0ulULAJnkll0iSELS2o7bwzIIpiBwueVDyGDMuoIK9Cbi+TYZNHKq4kR0dHpvaj2WAGog0bLEsAgPH9Q2Y6uVlNLqmMG4eXIBpjhaGdQaUU0NZmnSOk+8iQCr13u9ByJ1l6RdDs24lrlZ980rxeCFtE0biRwhDRxInW7Fj2LVRRhG0oQM2Uwu+RKhZNLUfVSRoI4hiho501frfd0vMGAeK2NjMoqzhGtHChTSruMy1fjpC/bwAgWh7XAWgRswGE7locZ0iFLYVJ++2XxmDKZRQl4YdhSipBgFBYKgW6lnF/kdSKhLFUdtzRbGOtvDIAUEzFkEoY4s0nnwT/QlShYKyjYMoUhMViYvGGg+8E86TiMWTgH0rXy0lnioAtFcf9Vd60ycyMjTunowN6CHLs+4NQym7QQBnCrqCHUsZNUgcQ/vzn5ngVx1ZAGk6tgQpD28VCpOJmjIVIY04c6mdSYcpyU5ArpP3FzpGyGOj/DEBTMeVqAJtocOPZsbx/634LBRNnUM4kQRUKKBKBVhxCCwqFTAwiGjPGeu6oVLIspPgDH7DcXzXY1hamTUsLRQHgfe8zm6oAtCAZIP2u1iqVTExF0z2ElMKrAahqFUV5j0Fg4iocVGfETmFi7ZVXGhZx1oS7ismoRtePW1tR4TYKkaNXIC2VIEDU0pIvXTMI8KTiMXio1y03Q4EG3RIF5rWoWpYob9hgsr8sS8U9fZN1gmSSrLa3G3eSK+sOwMQSqlojEj90FceIhbwHJk/GzvLAKELwm9+ky0oBQtGXrxchKzdvGmXRMtexFGbOTLY//DAAYCLVlpQdCfW6iMn8gcUmo8iKAWVIJY6zpMKz90IB4c7J07ky9WEcm6QH8+hiwAZguX6COEZMz2HuF9nkBD5jFbAKDN1gPJAOjG68w1hl1SritjbUQYN8GJrPFUiSNthSCcLQIpyCYxW9uHEjpA2uxTVrCxea1/L8asWKjPtLwoqphCHCYtGTisc/AMIQEINOgQbdEsl4mB+OaKcLAKW1a81MX1oqXGvBP611pJf0l69/HU81QYwl5GK23//e3L+64AIrMA+k6bE1ra02uqpQsDSjsN12kJEFFYZQ556bLisFjB1rk8pJJyWkQu4qQ8rk7jIxHl7ef/9kmYi9QO41NxFCihG+wdeKIkRiMMsjlQINpjzQhNw5cvNmhDQLzwzoznkAZLLBsP/+ltstdgbqGgBN3zPzDBRXqgGAqBvJSxM2lsoJJ+S7vzo7rboUmXgA2JYKgsDa5pIKkCRHMCSRVd/5zjR9W8ZsikW0jBuHCqtfRxH2+bd/S7fHsXF/eVLx+McDEwQNQCVyNRhLxSncK69ebVI8TevYt94yAzXP6l74dVLP/PgPf4j7/v3fB/EBGkPOsk0a6tKlJlCv2trMM3Cwmq2RqtZQsujPdfvEsR2YjyIo4bZRSiW+dTlDnjUr0YNyY1JUx2JIhQK2bKmUSGrF+PuFICVgD7o8TVBxjFiIOKo4xm4UhAaSga9A929iKjwwRpHpPV93rJA8Ugkdd9i8a681r1UcI3bOUUOi8Gs9A1lbtcmTTbMxAKg6GVZ1kRRQW7fO2rYMMFX8FonsuWcm+0taKpIQ8khFwiIVtuwAK4MMhYJ1HtfFpoLAcn9xTKWvzcu2BJ5UPAYfHBQm/3vpkkuABQuMi4ubcPGct7xqldVNUCGZabvuDDcY3V/cduKJpnVvb7Dwhhvw4yDAetLrMjEipCm7KoqsuhQAhjiqtRogq87doj8x2+RzQQ4cRFKWXP6BB1qWi7H02N1Fg1SF3FsFGnjYSVmge+PlPSjTSzoaTbCdsr/k/Y8XbigVRcbyMaQyOek+r3bbzbjO3CB54MYHkK0QP0BMIlShgNghnfXIaXhF70GtXLatDzcYL5bdwsQXICroJak4GV4A7JiGjKk0qnbPueZzd92VFng6pGGR2A47WMkAcntAlgq0HhKXsScVj8EHV3uzpQIAe+9tZk21F18EkH4Zy3/7myEVDjxXhT4TN27dlornBgqLb7kFc4Vabk94kWob3rzzTgBJKiyQBFf5XlUcpzEVtlQWLwYA1NevB+RAEMeI5EwyDBEK6REVRVCyex+dryhcVbIVLyAsFXJvxcccA0CQCJGYWabzm8wqGqwlnRvLK44Rixa+Ko4RivtTQYDYSQ1mi0ONHWtkbdyBzk0/BpxZOmwV5qBQsGNRAB4H0Ch5tjp1qk0iS5ZYy7VRo9JOl7vvnnHP1QCo1taMu8slFZP95QbqBRnkwY3jLEMOqRx0kK0vJgLzfD/m/oTVMhTq3p5UPAYf1OpW6ikBqYtmPQAsX25+vI8/+qhFKhGoWRINPuwwUkOQHtkdAvLZ1x98EIBw573+er6lwpYF+eJrgBVzUoUCoueeSy+glB0IjyJDXPJ8Vn93RzaeBzDO/mqhVF228Qr77pts52VyI7H3/fnrrgOQDGzjR47E5CAwCsMqDBHJYjrHDRWEIQoUCzGV9eTaCsLQZI71RnHaHbCtATWOc2f/q5xl/n7VgsAiihLsQXwtNb7i+3YtnvLs2VDTpmVJxSG+tQsXJtucrL2oB1Jx3403QZ+rfA8mTMi426zCWapjAcj9RvdWHYK4iicVj8EDD/pEKqFQZQVS1eE3Aaz/53+2K5epTS5bKrWXXzazf9O/3FXSHWB/8donn8Tts2enhYPVKnDBBaaAjGModaffSw2AXrkyuf84RkwDOc+/YxL1qwGArCQvFDKV5PEHPpBuj2NADmT0/louqGLRisvE3/42AJH9RWq5TCI8w2/k/trlxBOT9aDZ7+67p64wZzBXhYLtpgoCE8x2SUX6/LkG5pgrrsAuQmjypL/+FZ+i70HoDNh7f+Yz6XUdq4HhDt2GKJTqtkr+t/fck+5bKmVIpaJUMllwSEWqAkgopaygfhjHuS4+RvXww7Mroyjj3oocUslYKpx5FwRYS96ADt9PxWOrBn/pyf0l9ZQAmwReWL/e6ibYwbGND384cX+9+qoJ+EtSka6T/nSDzCOkK2bPxqInn8QrJH3efu21+NF3voOlZ56ZPA8NInwsk0oFgP5//y85SRQZlxKLGHKGlzsjVYVCxl0US02sKAIcIUbAFqEMikVEItDN6r+mTzz1HOF3reiSClkavDyTYipAkhYcTZpkpbFaLpk4tga+QMQdqlyIJzKiQsf9tfdpp+GEm282x0897DBMpuw01wqwBtApU3JVeeX7q5FaKlWtczO64OwPAC9ef705bga9F+VNm2z3Ej1PI9QrFdM0i9GdtVKmDL9dHSXnbmMqOSSznBrAtS9bhlH0HewU2YaDBU8qHgOHWs3WVOIf2pw5gFAergHArFnWQP7w4sXW8iaqYVBTpiTuLxGnkKQizfm+iExqrbGG3BPJwfk9wgFA0YD8Ou0/n6rNuZbC9Bih51sOUXUex4i53witi/dMokI1t7ixWIT60pesdZJU4Kbs0vWttYUCYrFfRIFxdn8xoRl3l1PdzTEWflc5VbeCZLCIx461K9nlQDZqVHbgY1KhCQMrOSulDKno3ri/XFIR5BqMHJlrqVhaYHJ9rdZrUql2deEFej1+jz2S43NIpZGVAiTuPdd9111cpYM+10mzZ5u4mQoCxE6ShksibmEsJ5CsX7IE27LidU68aqDhScVj4HDkkVbgWWYq4cQTzaD7tFIojRxpkch+++wDDYDFOTaTdcMihbJK3ZDK669bEvnlPvTgfvrnP8eVe+yB1/72NwB2HQZjMg3ARZEaCqSDIFsqHBPg59mApO0r33/s9NLgWXXNUWJWhQKw1172vk7zKgDYlgdUJhUxoAXFImLxGfC1eYDla5u2sw6phG1tCMQyb9fieKuS3YltWKQiLRW2lMRy0BdScTOrpMUm4jMAcOgFF1jPBFCKMb0ud3RYJHMvsrUyMnWg46CDknvnSvjNm/PVDRxw3YgKgsx2JoTpRx+N0dOnW9tuOu4481ym1sRJBHBJBK6l4sQbzfveD2u+t/Ck4jFwoIA1KLsJ8kt/6KGos3tIa8wly2QM/VBHzpsHDWA0m+kUt1BxnLi/Vq7MksqCBZbIZLkP/uK3/v53AMAaqs+QPdxNNT83ESOyMjEUln5nS4VJpe4OTTTwUt0DD508UO98wgnJPrQ+78cYT5linQsAYk5iYFFIWfTW0mIVULI7zVSfF4tGyBNIBxsegINCAbFYlm6bQGvEI0ZYRYfubDly01p5Nk/vnSGxDRuMCyuvnbQL1xKpCctSCVea3FdaKpomLUBCCq5lwmWSU0lRQB77Js345b33xlLhSUbeNiaEtkmTMPkd78hs5+PM+0myMAY57i7XHZZ3vf64iHsLTyoeAw9ySa0tl/Eyr5syxW4HvGYNtNaYSNlB7ILgWXeVeqpzv3JZ+xF9/vPJPkuWWB0MyxTUzcPV++6LS0WmUvjMM8k5HngAQFptDSBx1SElDVZRNtlrNKCZmIpjqUioKDIZUMZaKBbxry+9hOOoV3oLDa5BjksknjbNOpd1bnKrtUrfuxNADtvaECiVWheFgrGQFGjgUip1aQUBCnGcIUAgialYA9fq1Vm/vuOicWMJZsDfvDnTfbI7uIHt2JmVy4LJgqOtBQDVww4z1sjaN9+E6+x8nWJNHEMqi5k+xyFa6HOsV6u9IxV+n/NSpDmIHoaWW0tCClG6xKmEhhxvj3OSONzrVYZAlNWTisfAg2aeV7z6KkzYVYhEAsDrSAZhFYZJv3EqODOBZdpPRRHCSZNQa21Naz923jnpdtjRYZFBuRt/8ap587D5jTfMcjR/PgCgSoFhq0sgWyY0kNU4JZoD8mwp0PVYRj7PUkGhYLK/pJNn7MyZaXyBpUx23tk9GvGOO5rX3J+E6y/MeyS7JoahqYPhZauBVU7WUVwopK6iIEAsJFEypCIthp12yloqbuzAsTD2/8IX0DpxInb+yEeM6u6WYLR4XwKHVPiepPvr7rlzreNfdM43fu+9k/slQirX65hESQLjSCG5VbwvsmKelwHg9IULccqzzwIQpJKT+h4LUnEz2+Q5+f10XWh5gXlJMkEY4iO3Jk7YqLUVBbJeS/RdHkx4UvEYeJxzTnbd5s3WTH4XJD86FQSI4xhVqh2IHZ+/imOEcZxUn3PtR0sLYgC1pUstefOKUDGuVSrdphibSnMWvJSkQhYAD1Q1XuZEAzqvcYfddx8wZ05jS4UGqkZ300GSKHlpprJS3NXW6qL3oyy7IgaBXSsSRYi0TiXapXwIX2ObbdKOgWGImIL7AGx9K+TUhzh+/kxA3VmesNdeOOuttzBq++3Rss02GDNzJg7//vczz90XuDEVrsuQ1sjSxYutuInb4o1n8IZEtca43XdHy7hx6KL4XotDKskLGuhpedxuu2HiPvsAAA75j//A9KOPNmnZEsZSySFieY12UvTOBNhzLBU3prLNrrsCSBQrWsePhwoC810bTPSLVJRSP1RKLVRKzVNK3aKUGkvr36mUeob+nlVKzaH1Oyil7ldKvaCUek4p9UVxrnFKqblKqcX0fxtar5RSFyulltB1DhDHnEL7L1ZKndKfZ/EYQMybZy1qALjxRmsmX0BKKoVCAZ1UD8CDUoW75kVRIvFdq6UFhWGYBO9h98xgZd1qqYSLCgXccvTRDW8xOuSQZN/dd0/uUfjo61TFzv1eWEKd92HykEq2uPXWfFJpUJiXhy4ixX+6+26ceMcdyX06FfcAcNChhyb3TuvdGeozIvDN75Xcvi3N8k02mjNYSlIKi8W0tmTWrIyLpSdLpdGAyfi3l17CQd/8Zrf79ATZu8TcV2urZakAyfewlfZ71tnGAWwrhhSGKIwejRJ9Lq7WFpBOgvLcX2OmTcM/33OPSdve76yzsCfJ8kgJFfkZv/t//ie9hqxhotdjSAanp8C9CgJjnfB1WidMQGezkwqAuQBmaa33AbAIAH87FgCYrbXeD8CxAC5TSrEVfo7Weg8A7wJwllKKVTe+AeDPWutdkLRw+AatPw7JxHYXAJ8FcCmQkBCA7wI4CMA7AXyXichjC/DKK8B++wFCFqTPIL80jjrKWl0FgKeeyriHWEOpsGlTOlOO46TJFA+MlJJbqdUMgSjqiFgNQysVuLwqqaFeRxldL//pT9l7pIE/ZFFHcoNJ/36VyInl2muPPAKsWmXcXPVKBXjoIWO58FNprbHd5MkoysEnjrHRUct1cdoLL2CXOXMw+YBkvjTjmGOMb98aWGhwn37hhQCAEulq8XFA8n7OpuJKgCwP2dgrCBA5DbDc2EDB6QtiBsDRo+2By1mGUhlLpVG8YCCRcQ2FIbrWrYPr6KkDGEP3w9bEwd/9LoDUUpGWGYIAxTFjUCNrNmxpgUzxBWAVGPaE911yCY4nIUxDCE4DrwmzZlnPMfODH7TOb1ymQWC1B8izVFzhypFTpgy4Xl4e+kUqWut7tdb8a3wUwFRa3yHWt4Amq1rr17XWT9HrjUj02Tjf8gQAV9PrqwF8RKy/Rid4FMBYpdR2AI4BMFdrvVZrvQ4JwR3bn+cZVLz8MiAUXZsOP/858OyzwNVX97xvI+y0U/LfKeAzxY5iHctfcMqwJBWr73kcI37rraSgkGIiJnhfq5n4BgCUudcIEURLXoyF4iWR7AIIoC4snuqcOUBXVxqY37gRmDTJWCp1ADj8cLOdn0vX62gdMQI7HnGEOZeKY0wTysJ5GL/77jjh5pszPURcmOwvVvfNyS5SQYCJFB/g5cgpmGTRSuP+cklFuryENaKCwJ6t5/j13aK+niyVvmCbXXfFSJENJyVfJBoN8FUkcbDWiRPRQkTLcRK2Et33wrUCZYovACvm0RcYoiZLnFGUMjyyKp6+r8ZqdNszOynOQRiaz/Fd550HAPjUU0/h+P78vnuJgYypnA7gLl5QSh2klHoOwHwAZwiS4e3TAewP4DFaNVlr/TqQkA/SkoXtYWvDvUrrGq1vTuy0EyBaojYdeLbUH8E5thq4mpxX038NmJmeIZUwRDhlitVbuwzgNbEcH310Qio8y+I0Y9jur0cA6A0bUCUfOPJiKpTJo0R7XLzxhuX+qgLA73+f1SqTpCLOIS2VIAyt7o0qjtEmYhT9gaJBggeyek7BplLKZJsxrCE3CEytinF/uS4tMcgFYrBSYYiijPHkVXU3EFUcCJy+cCHOIPkbQAzoDqkEYZiNQQAob7st1C67JG14WWCT3lN2f7mkkpFGcUjEJZneQupyWa2GHVJxrycVCSSUUpnPUQUBzqnXTd1OXhbaYKDHd0Ip9Sel1IKcvxPEPuch+S2atnRa68e01nsh6Wj6TaVUi9h/JICbAHxJa+3GzDK3kLNOd7M+7xk+q5R6Qin1xKpVrsycB4CBJRUAWLo0Xf2v/wog+XCm7bQTJs2aZZRYVRQhnDix2w52cbGYdNi77TazbjWAVwDLUgGA0htvmJoTE1mQ5ELWDg/Ipl+5SyrlsgnENyIVdpmZZeTM1qMo4xLaYpDF0R2pANmGVpFUOpYDFW93NaQaaEy5pIIc6ZDQSSYYSGQKCBuQCoIA0xwXLACU2toQtLUhbm01hbJu/YZLkqEr0uiQiNQy6wskUTfqtWKRdA/Xy8SVaLtSasjIhNHjO6G1fp/WelbO321AEiwH8EEAJ+ucSKXW+gUkfZVm0f4xEkL5jdb6ZrHrm+TWAv3niNKrAHYQ+01FMpFttD7vGS7XWs/WWs+e6LhmPAj84/m//0vX3Xgj8OlPNz6mvT3pi8KQdQczZ5ovV5VEDHnQDUeMQI1/VFGEcNQoy1KZuO22aV/3OEZMPwopD2KsH8dHXNu0CZoC64ZUZBCeZeLpXqtAvqWydm0aU+FruaRCBGzcX0Ay8MiBtqVlwH7UisiCz19rQCquBEjkBOJdUslYG5JUpKVCMQa5r0zl7evA2l80ime4s/9D/uM/AFDRIg3ibKnwfvVKJSHJbt4LeV4mMuOC6yOZms+wVLKukVE+dtxfhtRy3F/dLQ8l+pv9dSyAcwF8WGvdIdbPoMA8lFLTAOwGYJlK3olfAXhBa/0T53S3A+AMrlMA3CbWf5qywN4FoJ3cY/cAOFoptQ0F6I+mdR5bAg6ir1mTrvuXfwFEh70MPvQhYO+902Mb9ASvkA/fuLsKBdRHjjSWSjRhgmWpFDZuTF1McYz4sMMA2KSyG4BWAJrUV0dxv4hVq1CnAcOkBUjCIAvKslQ+8IEsqfzgB1lSIRLh89apHsRsR3bmOZA/bqNKTOdvJG+SycCSUi+S9GgA66kq3szK3cZUObUTeWgZNw47fehD3T/cFoAHeJ6hN2qKxS6lPFIxDaxyjssjzYw7iq/dR1LhxnSl9evtXisyniX1vlg7TdyrhBtX6ik+N5jo79TiEgCjAMyl9GF2ph8G4Fml1DMAbgHwea31agCHAvgUgCNFyjHLoP4XgPcrpRYDeD8tA8CdAF4GsATALwF8HgC01msBXICkH8/jAM6ndc0NHgiOOirNlmoGyIrynLz6XDz+ePKfXYqVSkJEBDbGZaBehSGCQgG11auT5ZUrEba2ppZKoYCQCAdAkv1FlfCSVFooe0cTCY6n2Ert0kutOAvuussildqZZwKdncZ1VQWAY4+1XElVAPjoR82gXaMBo04taA1ZcXHkscea5wvCEMv//GdzLvnjHyUbbG0B3IwjlhRxkSEVFhOE3dqWYzRvPvFEeg1nlq+UMvpoedIgeffn4uw1azDn9tsbP9gWggdyrlGRPdklMXLwu1YuG2Lg2h4lSMVt+6uCAIt+/3trOeP+4pqfPpLKeBYVrVQsonYJ3Z1AuKRilpvIUulXFE1rnS0BTtZfCyAzxdVaP4T8WAi01msAZByh5FI7q8ExVwC4og+3PPzo6kpmiCRLPSwolxN314EHAqSBZZHKLbfY+1eruZXYJv5yySVJn5FKxVLSNZaKcBOxpVIePx561apErbZYtNxf4W67AaTjpQoF0zFSSo1Es2ahOm8eNKUEhy0tQFcX6qLyHgBw/PHQQhOsBgD332/2qQLA3XdDf/Sj6eMCwLRp5odcnzkTePFFgILE9bFjgfXrjTpxjVxC/HxvkooxkP74v9TZmRs87gvMQFIo4KS//hXb5FTgA9lZqkUyOWm/MuU5r4BRnrdbaZIhdn/xgM5e97ClBWhvz5CKFfymbXVZ8yQtFacniYQl8EjvsSHcvt47y/47pOJafkbWhrMWhRYYkJBKrZxR8L0AACAASURBVFTKZsBtxZaKR18xBO08ewTJNxhLA7BJxSUQnvl/73vJl9l9hhtuSP47pMI/69tOPBEb4bi/xo5NrJHp0xFJUoljRLKuQhQPmpB8FCEaOzbJIPvjH5NV1MGwdv31mV72mnTEACKMv/89tUJ4g2updHamTbf22w8AUKfMMSN1T/s/f/31WCSe78if/Sy9f+ELtzrzbQECkRo89bDDMGLbbc3yJx55BHPovXAROZYHv5/c5OzQ889Pt3dT4e0SUm8tlcECW01sdXIKrQoCdIp2w24RYCZuIWb7KgiMarAKAuwqLG+ZxMCD+DiSw++LQjaQWlkuqUioIDBV/Cyv0mtLZYg/CwlPKkMNt/hoOEhGkgZXM3d0AFOnJtLrJ5xg789SEdRFEL/+tb199OgkruJYNNIhsAyJ20jVaqhs3oy3Fi+GHjsWwZ57IiwWrf4jVgMmIZBo9fHYZhvUIeIbdEyn1lbNCWCLRVYBYPZsQxjGNSekTqoAcMEFRn2Y3V+mbzkfI65xO9JAvWVBDMSPm4mpG1KacvDB2El0iZTIBOaFhDtgV5HnWSrv/u//BpC4YKwAsRssHuKB7Phrr8X+X/gCJs+eDSDNnAoLBSy+6SazX9GxVOQg7sZUADsBwHV/8TV43+1J3aBeduv3uwdPEFz3l4SsEeLva4ZU6Dy5adXDBE8qA4ENG4Bf/CK/LsKFSyq9VQ3duNHqHdIvyAy4/6LQVUdHIlVfLGaJ7qGH7GUhtQ4AeOIJ4MILM5aKtHe69t03mcnXauiiWaSxXMRgGbikMmZMllQKBYTkcmL7ootmiq8BdhYaUpkVIG3hy4TB59RCvuJuujftaH11Ryq8HOS0me0veIAIt9DSMaRChM8kwnGk2Cl2XHqPne/SqJlWI0tlxvHHW1lig4Ux06fjqIsvNu+PSbWuVrHfWanHPBZpukEYZp7XHahN3CgIsB8pYvO+rvuL35u+9n6XlkqjLpC5ViN/F9nlJ+JB1rGeVLYyTJ8OfOIT6fI55wBnnQWwLEi9nszi8nzorkpoI7P54osT6RQgycgaPRrYZZd+3zqAzKALICGV1taEVNwfCM/0+MufF5S8+OIMqUiUqNpejR+PnT78YQDJD8qtBchYKsVipj+GbGPL63akRkrjkJ01avGeVwHguefMALkZwBrY1kwdVJzJ1kypBIwYkZIKa4A5z8gkOdCkwoKEW1qdzgMhu+1iR47erY0YR0KEDNNL3m0q1oBUTvzjH3GWzCIcIuxN9VBjZsyw5E6kpZJJ+Q5DQ4BGz0tYKtOFfpwKAiz83e8ApFbeeGqqJiv9e4Ogl+4vV+ZmwZVXAgBW0kTPJTn5XMMFTypbgldeAX7723SZ1XH5f3fWx4EHptlSgOnfjqefBqhhFFasAL74ReCd70yWWbL95ZeTIDujVAJ60JXKhVvfUC6nwXsKeFv41KeS/x8h5Zwzzkj+ywKz1aszpCIH3bb3vAf1adOgpkyx3S8uqYwday+LYKWxVETtBK8z6saTJ9vikAD05z5nlqsA8PWvWwPkqxD1K4RVSAfRRTfeiMdFYyc3piKfdzBI5bhrrsFnFi/e4iJKl4wyPU7kzF0pozfFML3ke2mpKKWGxf2y9+mn48vlMkZtv731HYodkUhXMcBNE+YYTGbCI56XA+f7nXkmPnrffdhF9LTpDSKRKuySykjq1qmCwHzXXPB6c3/D7IqU8KQyEOAfO8/wewra3XVX+poDigccAFCaIX7xi+Q/u2Tkj1nm+7e0JGnJr+XWfDaG+0VdtiyNh9x/f+ru4i8qu/WY0H72s4RAXD8yk4pTFAhQU6YwzA2UWj/c0aOtRkJyf6uRlNMGl10I1TfftKrs3f7jJoYi3tO5AHDNNdajrAOgxX08CuH2qtWAgw7KtKAdLFKJisWGmV69gSs/n7FUnGWXvNhtxhYaB4/52VqoDmmoK7fzwG4lq2gxihpKzaswTDs0shtNNsZqQCqm+6dS2PG97+3zs0/af3/s89nP4tgrr8xYI6OpMZsKgkz/k8PJXc2WEd8fW+csCeRjKls7+IvXiFTcWIiMvWzalFgmEizMmLf/vfdmry9J5S9/Ab7ylfQYrYEf/cikwwLIWioXXpifNixnUO99r+0Wu/HGhFSEe+CVchlPPvWUeT/kU29+881kMA6CbGBY/nDDEAuuuMJa7o5U+I7Yb14FoP/yF3P8iwC0qAdiKqnnKCYDqStoJGwyipxlfOxjcKEBoFptmCI6lDhl/nx8krL7Mo2zurFUgGzsZt5llwEAllGsxRU5/NTTT+PEO+8coDsfGGRUAVjvLKc4dcX99yev3Ywql1TEQN1IIqe3COMYR192GcbOmJGZeMjrTz/mGGtb3CBwz5l8n3jkERx9+eUDqrnWV3hSGQhwqicPum4w3q185lgJkATgXRKSgfRyGXBnHa6lIVODjzsOuOii1AW3YgXwta/ZYpbu8ddemxBNFKWurXrdJp8HHrBJ5ROfSLaLNNffA7h/7lwjry0H4af+939N/xS3qdTKhx+2liVUEJgMHWN/KJV26KNVsWghWxf3dA8ALWIGeZaKvNcDPvOZ9DxA7j4AsOiRRzLurzqAYNMm250xTG6IibNmYVvKisqQihMYdt0vrqXCQW+eQZu0WrIKxkybhpnHHTdAdz4wkNZZ4JBKo17ueaQim1qpIMCxV10FAEYOf1DuXbi0XPl6QxY0aeQJGScKjJ05E/u4iTRDDE8q/QEP3DzTY3KQg/bBBwPVKhYBMNUS1MMBAHDyyXaNSGen7VaaOzfrZnrjDdt6ERkqhtC4VoJnyjLOw2RBQT+cckpqqXCh4E9/mr2uG8Avly1SYWwky0sDmEZNhbY/7DDoeh1BGGLtwoVmXxUEWHr33Wa5URZLPGJEWssii8JoXdTWBiiVWCqcAk2Q6cJdu+4KHHKIFVOZCWGpkD/dnYeOh00qt994Y4Z0qnS/oSM1P9xwScIlGTdTy90+jhqZMXEHTiV7M8K1fmUzLVciXtalADapuBOg0WT1DubnyvdeK5czlu5ep5yCvU491eiZzSAyl+2VhxvD/43fmsEBd5498OxXksqjjwJr1uB2JHozuZApu5s22YN5uZx1V736atb6EbN9AAAp+maOlffHWT5XXZWSCrvi7r03Ia7//E/7XkRDKHR2JqTy2c9ap99ErjYNIBo/HhNmzULbxIlJnUMQWP1FlFI4RohYqjDE+y69NF3m2gG3YI0GPnbqqTg2RZQZC0IE4e9btAjYuBG6XkcxijBqxx0TDTHaXhCpypI0gpzzuss1AOod77DWNQWp9NCN0R24GlkuRiqElXKH0cXSExpZKkEYWinGKgyxJyWiVCkWaGo/ggAzjk1bNKkgSIUkB/HZTQwrJ0gft7XhuCuvRBt5Mw744hfxuRUrMIGy0JoBw/+N39ogP2g2jXl2zQO9O5D3JOXwjW+kr2+4wT7+l79MSeYU0tucMydrRXCDKsZjj2XvRalkmZ9BWjvVahJkZ6uLEwhkinC5DJAOFwDgpZcSUqEsNZ4bxm1twOOPQ48ZAzVlCsKWFlRLpcT9FYaYLn+oUWSlY3JVMyMQlorZJwjQKqrugaR2JW5ryyUV7aZxE6lwdXkF2ZiKe57yzJk9kgqANGmD76sJgtd9bfHrkorJ/qLvDVsqukFmUjPArfyX7i+3LfBTP/0pAKCTJolSXr5NuKKVUoZYB5VU3ASZHvbtr6bcQMOTSl8hf0gk22HAA7j7Y2ugJmsgmzidfbYdY7nrLoDUcA15vfFGlrieeSb5L79g69dnyWfz5vRYKWjZ3p5YKj8h8Wi2YiSprFmTdXcVCokuFoTWV2cnMHs26lOnJlpYTzyBpXfeaWIqUtHVlSlXQYCphx+eLjcgFe7rwT9tFceIGpGKs1zZsAF1JpW2NotUYodUtp00CVMPPxyVQqHbGIt8Hmu5CWbzrvurJ7eVe8/uzJmDx8Vtmrd794bly61lGYwvOrIt7N5jmO9nzoRgBE2AdqB2DgOF2eecg9nnnDOg5xwueFLpK2TWENeYMIlw8aM74MtAugRJuluBeyAVeWR861vJf+5tcuqp6TX4i8jWkCSBX/wiey+bN6f3K7N8li1LSGX//ROy4dl9HKdEtXp1PqmQrAsPpyzrrWs1K2OG3V8SgdPEKnBnkg3cX2EcI6AukQAVRLa1oTpxohn8Z512GhSyg38XqROwpSKJKOLe9bQu7urC6GnTUM6R09EAWqIIe516auZ+Gy0PB3pyd/UEI9xI35uDv/MdnPLss5kiyWbCDo6CMz9DnqVy1M9/bu8rxB5djN99d3xm0SIczL/JAcIRP/oRjvjRjwAA097/fgBpLOuD11+PTz311IBebzAx/N/4rQ3S6jj5ZDvmwQM7D9osgfITt3UMQUhJWHB7mHDnPp5hXXVVaoG4Vfby/pYsyVoqt9+e3q87i+blqVPTzo1xDPzgB8nrTZsSInruufSYOAZI/yhDKhSYNz55cn9JqCjKpG1a8uq0f6vTEwRIAppSuTgeMQJlIZvfMm4cNNIMsclUZV2uVFCvVk0TpEpbmzkmbG2FCkOTesyuk0pHB+rO4KyPPRZtM2diFy4KRXOQiIv+9onnupQ9PvnJ5HzFIiZS64FmhSt9si9lNaogyKgWtzgWF39fqw10+bbZZZdB/Zz3+bd/wxmvvYZJJJK6+0c/isn77z9o1xtoNN8voNnhurJuuik/bgGkFeeNTOUGmj8Gbm9zaSXwNVzLQWZoXXll1lK55ZaUaFyCYFIZOzZ17cVxIt8i70FeU7w2Pd25+JEskzGUAcbuLwDYlnp8SNIBsimfJqbi1LYAQDRyZEoqcYzCqFEoV6spqdBgwUPDNkTAFQB60yYEWieEseOOqaAlJQFUZs9OihnXr0c8ciTKmzZBf/3rAIBZp58OAKgWCpZkjLy3ZkJ/2xkXRozAv2/ahMMvvHCA7mjw4br4pLpwwdECy7gHOftqmBTFlVIYKWOXWxma7xfQ7KjVcBsA04apUMgO3GypxHFScyIDbhddlL7uKSXz2WeT/9wOVu7P0i1xDOy8MzBjRrJcKgFf+EK6H98b5ddbKcruvTOpjBqVBuoLBZv8CoX0fpx7MpYKd0gk99cakp6vdHRkmxtFkZkJA8iq5LJ0hizQY9Xe1lZLDyweMcKyOjjuUnKWy6Dq966uJKbS1WWTSksLapMmJftsuy3ikSNR7egwVdRcnPnKn/7U0LJqJlh95RvgnFoNXxGxwM+/9RbOFH1oCiNGNCVhNkKmnz1bwzlV8i1O0ofR5WriRIRmxtbzLWkW1GpYDOBpXv71rxuTShQlA7QU15OZNd11iwvD1FKRAzzjXe9Kz3HAASkhlEp2rIQJRJr4vC6OAXIJaQBvsXbZqFHpM8VxEm9hNCKVZcsQcpCbLRXH3SVjLNLH7WoxSTTK/gKSLDNZZc+ZXBxTcWtOCjS4cmBe0XmrHR0ZUqluuy30vvsC++1nCK28cSNUEGDC3nsDSCwAt+6hGQdet9gRAD7429/ioxS8BtIiU0bbxIkYMWnSkNzfUMAkg2htN8IKw4xMStBNSq9Hz2i+X0Czw3V/3XprllTkgPzyywB1JwQAfcQR6X5xDHz/++myaEOba8UUCik5sGutUACmTUuC/dVqorslZ/pcDClVVMvl5NpKmYyy2wBcc/PNWPnII8CvfmXfoyyOc++L349p0xDQYGsF6oMAR19+udndiA4KcnF/5BKGQPLcX5S5xes49mHSg52q+yLNSI2lwucQYpFMctXOTug4Ts5L5ym1t0MFgXEDBXGcuE9ySKW/cYzBxu4nnYQd5XfxHxxGI8shiu4sy2ZIB98a4Umlr8jraeKSChfbRRHgpCtWKeD8OoDl8+fbwfL3vjfV0mpEKvPmJa+ZXOI4kWAplxOLQmv7WO43L9flVMIvof+y2t2c/6ST7HuQEFYMu61Mv5RaDUEYolXm+jvur54ku3n51QcfTNfRj92aYZJ0iyQIV8rFLWzkrpKVjg5j3XB3v1pXV5IhJrTKyhs2WO4uVlnOs1Q+s3gxTuZaIY9hB7u/3IyuPOFFJiBXE82jd/Ck0lfk1Zy47WvXrcOlAObfeKMtD4+04dNvANxw9tlpZheQWA5MFnmkEsfA9tsnRMSFl4VCWm/Cfe/zmjl1RyqzZ2M6vWydMMG+5zhO4hqs7SS0kAAkMRp5/wC6yN3H7i+38x6QxCOAnJoINyWX9p9IVpCEayHEI0YkpEIV/hyQrXz848mjEAlxurAqFhNC0BpVUohm91eF2gnnWSqml8umTVlLhe531PbbYztuXeAx7ODPrOZIDbkKzgCw5yc/iXd961s4hOSUZn7wg9iO3c0ePcKTSl/RiFTE4FhbswabAdxz7rm2SwtJ+1ALX/mKvXz99cl/2XOFUSgkA3e1CvDMPY4B1v3hviHFYlKJLyHjNxs32qQyebJp/Vvt7LTdZ3wcqxwLVxaANEEAqXLqs5ddhnqtZtxfBeE+Y9JoI3+9K+yY0f6i/fOKzdysq3jECNRKJdQoc8aITLJMODer+upXky6Nra2pAvJXv2rOE7W2otbVZaruM5aKe90mj6l4iH47jtgrW9f/MncuPkNFxmEc47ALLjCTkhP/8Aec3JMqhoeB/wX0FXIQpNTS5W+8gcuDAF00Q65dckm6jzMzyqibyq50eZDqwnmB/TgGKGXXoFgESG0399hbb7VJ5eST7RoTWSfDx7n+dxZtJIkLwO4M+Jt3vtNkf1mWCg26u330owCAsqPQ3KjXdl5arDuYy8EfSGMq3J/FzFbHjYM+4ogks4tdWSQcaAL1TCrCUilv2JCbAu1Kgng0B7Y/7DBjYfBn75IKu1Knve99/epZ45HC/wL6Ckkq224LBAH+tmgRNpTLWLlgQbKLJBKnWrdWKgGSdBxpa9NlkXH++elrHnBlBlmxmF/l7gYZ5T7r19vLJ52E8AMfAEA/OpkpxqTC7VnZKpoxI4nfUL0JYFsdWmtT/FhwZDEA4ZrqgVRML/AcUnEtBtNjZf16QCnjlmKlWTOwlEqojxxp0pDlPhxTqXZ2Js2bunF/8f558unNhpFTppiOgm8XfPyvfzUWBn9/mFRc7TiPgUNz/gKaGZJUVqwA6nUEZH2EZLnU5KAse6OASEVW0isFHHNMKhZ52mn29fLE4qSMfV7sJS+mEsfpNdzjlEJIA447kzPp0SQd4XZIlJCWyi4nnmiachVz3F9m9u+SCm0/9PzzERaLqaWSk01lVU07pBKEYdprgp4piCIEUYR6uWziPS7xsHurJi0VIp5Se3tuk6fkhbLuv9nwuRUr8Dm3GdzbCMZapc/71OefxykiK9Nj4NCcv4BmhiQVigsE9IVlMqlzvQdgS8UjGygEANx9d1qc6M7I8wQJzz03fd0XUrnggobHhc4AbMC9XqZPTywTR1NJQtdqmPb+9yNqaUF5wwaT/WV1EnRa0HI2jptqfPC3v40vi4rm3ri/WAySLQrzTHQeXlctlUy8x1gqRG5s8XStX2+yv2LhOmkUQ5EtaJsRKgje1imyM445BjOOPx5H/PjHAIARkyZhIlvfHgOK5vwFNCtWrLAyvTSptfKbqGlAsQQMnUEml1QkDjrIXua+9RJS7ysvzsKEcdNN6brWVkDoZ7mkwhbBMm5XzHGVQw7p/n4FdL1u+oFXOXsqDKGUMgM8X2fWaafhgH//d7zrvPMA2DIaeci1VLpxf6kwNJXRTJRMKjWS4Q+EJIx0fxXHjk1IkQL1bnZXLKrL+X5NY6cmrKj3SNyt/3THHRjrxh89BhyeVHqLZcuSeML3vmdWcZ9zo3nViwrcqkMqdTebzJ3p5uXKs1oxkJIDKZwCSC0VWfDoang5qqeaUp1NPcgnP5lYJr2Q+DDnoJk9B7rrQpWYg+ZyZn/k//6vsVjMTL8RqeTFVByLgRMCOteuTUglDKHCMJ9UHEulIiyVmEiR7z8vhmJcem63QE8qHm9zeFLpLbgo8JZbzKoaN+yhZXbldNdax7VU8uS1M3BdTtI6YVKRBYpMKjvt1M2NOD3aiSBlV8a+gmVYuHhQyrJEop1rHnpyH/UYqFfKaFx1rVljxWLYn25qWTZtMplpmZiKJJrNm43MPj8H/+deIm4FfSNLy8Pj7QJPKr0FuboktoRUbjr2WLSL/imZFGMGV8IDwAMPNO4Cx6QirRJe5yQJdAfO3KpwDKUXePnOO/HLmTNtrS9RPAhktbuCPHcdUtJo5PfPc3/FjluKrZ7yxo1pc6+2ttQKIYXaMvdTEW1mTS9ymULc3m4sEb4+kwhfi5+PrSRvqXi83eFJpbfIGexq1HPEuL/ICumpCejzIoMq11LRGrjxxt7dFxOIvL+8QD3juutyV7OlYgbXXuDPZ5+N9qVLsZnUbI27qKXFsg6AlAAadUJ0g+ouopxncknFbb4EJGQmrRAmFb5XN6YipdGrXV2pJAzfP5MIWUUmtkJk2QydHj08hhOeVPqBGlWT89yUrY4MqXz5y9Ziu9DLamip9DZTJ49AuiMVKjp0waSyev78/9/emUfZVZWJ/vfde2tMKmQggQyQBMgDQ5AAISgECIOEqYG0SNNLJY3aNOJSnJZC2+uBvmU3PltFmyeIDNKojYBiWApKGEUQMIQACZBBCBAIGcicSlLTfn+cvffdZ99Tw03dSk3fb61adc++Z9g7FPs738xS66Rf8dvfsui//qvdW/lqrm7d9u0/X1tLixMqkabS3pv8KFsjrb1NOWs8rm6c1du+EGoq1j/SYk1zuU7MX+4YoNGWp4k1FV8Y0/U1V01FGeSoUOkGrdZn4bb/1t27IZcrFSqhEx2Y5IpGUhQqC7//fd5buLDrD3ctbENzkvscRnbNmZOOKHObXhRlFuaYPPed7wAwf+5cHv3CF9qdgmu76oMPQvOXNaPFQqU9oXHmz37G3919NyPDCgKd0FEfk/C5cUixz0HJ55O2xFVVKcGzwSaxuuOs+9ZGPhXX11x9KspgR4VKN3A+lZSmsnlzqVCJnc+Bf8S95T/+la/w8yA7vVNuv720YrLrvxL6H/7wB3jmmfR5u3fDU0+lpxTcq6WLfhXXXc9FV7W5vJTaWtbbasphmXpo/02+ZtgwDv3Yx7r0XEdWEuIBtpxM6FMJzynU1qaiv6DURBbOo72e8yXmL/tvoZqKMthRoVIO776bOnRaRkpTaWjo1KcS+g1am5p8OG/ZxCayX/0qKSqZlYUfUl1d1FgsYYmVkVG5/vaIhYpz1Ddt3Vrs7Bht7nEByXIYP2sWo23f7vCe4XPefvxxgJTAcITJj21BZFpVfX3RtxU46sP7uBbCEpjVUs+JjhVlsKL/B5RDVC8oDg/2PpWgmKPTAEKzT5i13trU1HlCZFc5/ni46aau+2MCXOIiFE07nREnF7qyLPvPnFnMDYnMX81hiZky+ccnn2Te4sX+OEtTOeSCC5K5RZs/lCY/OgHg+r+4c1KdEiNHvde8oqZP3rkfVyRQlEGGCpVyiLLQYye7Fw6XX+7HnL8hF1wbhu22NTW1G/G0NzFtbQybOJFRU6eWrGuTLQm+aeVKFt94ox/3mopdj8tSrw0SJmONoZyQ5c4oZGgq+0VlcbI0lTiHJvz376yTY5xB7zQcJ1TKiZ5TlIGICpVusHXVKrjuOm/uag2ioBytLoejtZV9bImIsDJvlqZijOGpa69l47JlPTJvYwxPXXNN6v7uzT1fXV0iVNxG+euzzuLhK65g95YtQOCoj8xfNaFQiTSG7mgqMbG/BIr5Lq5vTah1+Wz/oEwLwJjp00vOiQtEekFjx51Qcc+pUqGiKIAKlW6xbfVquPxyzKRJQJCnEgqVYOzQiy6iUFfHbtdumGyhsvG11/jLN7/JbYFv44Uf/5j3X321IvNuXLuWv3zrW/z67LP9mBMIuQyh4jbQnRs2AHihUuJTcf1TAqHiS91bP0UlzUNZ5i+Xme80iLDEudjill5TsQJjv2OOKZ5jCy/W28TR2Gfi/m2226ZlO20ztbqRI1PfK8pgRYVKuQQb0NCxY2GffTC2F0mWpnLj2LGp3iKFujqfw+GuaYtqhm2PAgK2v/suj3zuc9yeVVxyD3AmqHCDN21tYDWVtmhjdOahOFHQCZXmSFPJMn9N/+xnmXrJJcz82tcqsgYozVNJJpHojc4kVxPNpaq+HtPWllQcduHBViAkN7LRXa62l9VM4na079jouff++lcAjr7ySo750pc45sorK7Y+RemPqFApl6Dy7x8/8xnfIRCyNRVINnG3aYe1qCDxqcQRUW6zHn/CCUDlTSpO+O1Ys4b7bTKke3PPMn85E55YR/6m5cuTeVoNpslqLlmaitu4qxsaOPuOOyraHCnMCXHP+avNCXLaVIn5ywnG7dszhYovgGmFSqypOA1oli0sOsxqqVX19Zzy/e+nsvoVZTDSLaEiIt8VkddE5CURuU9EhtvxmSKy2P68KCJzo+vyIvKCiPwuGJssIs+KyAoR+ZWIVNvxGnu80n4/Kbjmaju+TERKi3P1BBMnpg4b16/3+SJZmgrY6CJjvL0+bEy1a9OmkkrFPmfCbuJhmGp87z0hFGLL77nH3zeXzyfmr8gc5zSVbbbJ00s//SlQFCpb33rL36PEp7KXQmxdOZVZ3/52ajwU4HFZFp8dHwgVFwFXEwmVQmT+cmvsak6PogwWuvt//AJgmjHmg8By4Go7vgSYYYyZDpwJ/EREwlTqK4HYQfAd4AfGmCnAJsDF5X4a2GSMOQT4gT0PEZkKXAwcbp/xYxHZ65lny++5x2/0be0IlbAOVqyp/OHSS0s2JreJr37iCSBdhLESWkuWYOrIUe/mc/C55wIwZW7yjuCE0+7Nm1P3SPlU9nItrH0PPzx1HPtLCkG+TC5DU/G1vWKhYs1fTlNx36tjXlHSdEuoGGMeMsY4h8AzwAQ73hiMOMTaEAAAHYVJREFU1xKUwxKRCcA5wC3BmACnAq6K4h3ABfbz+fYY+/1p9vzzgbuMMbuNMW8AK4GZ3VlPV4gTFd9+4okS81ec6e6ivXL5PI3r17P2+edT3zdaZ69/RqS5hG/7zqzTHeL7O5+Pq3sVb5ROCDrNxB27+yy7+25MW5tPKEy1D97LGeZhCDFAbeSoz4oYq8swf3kzXZSn4v4be3/OniauKsoApZK2iU8BD7oDETlORJYCLwOXB0LmeuBrQLjzjgI2B+esBsbbz+OBtwHs91vs+X4845oUInKZiCwUkYXrow28bKJN5KBzzvGCpj3zV9iqtnHt2lSyHST9P1KPsNe7DTI0j1VEqETzc8mA5HLUjhjhfSSORT/8IVCMrHJCJZzXCzfc4AVTdZCRvrc1lVTfeool6SGtqbhjKIYDhzifivNvVdv7hP3uIZ1/pChKF4SKiDwsIksyfs4PzvkG0AL8wo0ZY541xhwOHAtcLSK1InIusM4Y83z8mIxHm06+6+ia9KAxNxtjZhhjZowuo8dI5r3iDbkrjvqgV8c+Ge1Mtwb9VdpaW70G4EuHBPdb98IL/vMrP/85qxYsKHsNsQ/HBRv4JlZR5NSEE08Eim/2saYC8OiVV4L1y4Sa1d7WVOJAgFQ5/Li/vJ3bxoxQbZcxH/tY/IuDfZHQApKKkqZToWKMOd0YMy3jZz6AiMwDzgU+bjKKWBljXgV2ANOAE4DzRGQVcBdwqoj8HNgADA/8LhMAF1e7GjjAPqsA7ANsDMczrukxnMD40L/9G5CE05rYUW//GU790Y+AoqaSy+eZcNJJ3ozkcKXm3T1K7hcIlQfnzfOfH/jkJ7k3qHjcZbIEo+uFEvSXd/N0G7Nv5JWhqRTq6lLtgx17e9OtijSVUFMKOz1CUVNpOPDAkvs4P5YL9w5NepBElR35L//ChQ89VJmJK8oAobvRX2cCXwfOM8Y0BuOTnYAQkYnAocAqY8zVxpgJxphJJE72R40xn7DC6DHgQnuLecB8+/l+e4z9/lF7/v3AxTY6bDIwBXiuO+vpCm6D93kLu3YVo78iTSUu3eGiv+LoqrFBGfpWW+wwpOQ4ymvZ0zU4nKaSCzohNjc2+k037OwI2ZrK+BNOSNXTckgPm7+OCOqsdUa+qiolHJzAc6HbIb5XjBMqQfABJNFmH7npJvafMaPsOSvKQKa7PpUbgAZggQ0fvsmOzwJeFJHFwH3AFcaYDZ3c6+vAl0VkJYnP5FY7fiswyo5/GbgKwBizFLgbeAX4A/A5Y8yel8DtImGByHx1dSpPZcOSJbzxxz8WfSLWtxA3iYoJHePev5HxTEd3s9JjIbX9nXeK5i9XTsXl1lAMIW6LNBXT2upLnLz58MOpelqOntZUzvjpT/lSF7PYpVBICXRf2iWjxXGsqWT9d1MUpZRuvUbaMN+s8TuBO7O+C855HHg8OH6djOgtY8wuILPRhjHm28C3s77rKdxG67sIBuYvSHrQz73/fqBYmiTWVBzHfPGLPH/99UWfC4kjviQ6KzpubmxM+QqMMe32du9oDQ6/hqDrYfOOHf65jWvXsvTOOzPNXyXNsWLzVw9rKiKSKRSyyBUK6bItHeTQOKFirFCRqBaYoijZ6P8hZRIKlXxtbcpRH58TV+YVW6bFMfrII0Ekpansev/9lBDZuGyZv98h55+fup+/ZtOm8tYQCandW7YUuzZaTaUl0FQAnr7mmkzzl+TzHHLBBQzZf3+/RijmfvRG06oJJ5/MjK98pWQ8X1XF0HHjOm0YBkVh6ApGAlz85JN8euXKCs9WUQYWKlTKJKWp1NYm5q8oPsH7XYIN2l8TRR9V1denMuxf/MlPUpv5bYcdVmJOi5MlXfJhuWs4644k/Wf3li3eyZ6lqQBseeMNf/zWo4+yfc0a2lpakrf/fff1ZiL3Jj/8kEP8Gvc2Fz/+OLOjFs5QnJvzg3Rkmos1FYAJs2YxfPLkSk5VUQYcKlTKpDPzV3hOvroayeeLmkqwabvj5h072PDyy35s6R13lPg83GbuzGmxphJqOmsXLWLFb3/b8Rrs/ZzzuXn79g59Ko5wXs/++7/7rPSq+vqU3wiKIbl9ITlwzm23sf/MomXVO907MGU5k1qoqSiK0jkqVMrEb7SBphKH6MaCJyzTEgqV9t6US3wqTlNx3QUjobJhyRL/+c5jjmH+3FSpNV665RbeW7iw5H6+1IgTKmH0144dpcItWOfbTzzhzV+F+nofIeY0E/em3xdKwR9x6aV84tln/bGbW0eaypCxYwEYOj4zn1ZRlHZQoVImXmCIZPpUavbZp8RE5oVKPp/KNieXY9Kc0jqYcXRXez4axwOf+ASbX389fY3VENpaW3non/+Znx97rP/OCYtCbS25QoGmbdu8ppLyqbS2cqwtVT/uwx9OCbvWXbu8o74qI/fDJXkO2W+/kvX1NitspemMtCrP5LPO4rx77+XDNh9JUZSuoUKlXNoxf4056iiO/sIXgOCNXiTRZjowf8XJepDuDAml5q+syrhxDxYneDI1BbeGfJ7qhobkeZH5a+2iRT53Zdzxx1Oor08Jlf1nziyavzK0r1N+8AP+/ve/Z/QHP1j6/D5C+O8cayQiwv/66Ed9mRZFUbrG3i3MNABwb7dOC9m5YQPVrsKvS2wMzsnX1rbrU8lF0WCOlfPnp46dYHBhxLFWAqUJkU1bt1I9ZEiJKQ0CbSufp3rYsCSM2a3B+kKeu+66pAtiUGSyUFfH+FmzaG1qYuf69V5TycpSrx46lIOCzpJ9iZrhw9m9eXNKqHx6xYrMfytFUcpDNZUyKXHUO/OXCPmaGlqsWcifE5q/crmSWlRxAUSAzTZsdfoVVwBFrcNFf714440l18Qaj0tYzNoow/ltffNNXrnzTh/91WDf2I/6/Oe9n6V66NAkGsweN23dyqqHHvI+lax6Wn0ZXz4nCHCoqqtLmyYVRdkjVKiUSShUTGsrm5YtS5IPczkf8eSytp2m0hLkqdSPGePvJYVCakNuOCApZeZ6gAw/+GCgmBfSMGECAFM++tGSecXl6l2P9aySLqGm4mhrafHHNcOHp9ZZNWSIDzHO5fNsfO21ZJ1NTYm2laGp9GXi8jmKolSOvr8D9BGad+5kw9KlxdLzuRwr589PTFOR6cg52r2m0k6eSrwhn2pLzDsh4sqq79yQVLiRfJ7akSNp3ratxMnsNkiXtDd03DigtCQLFLWXUAA079hRLAUf9FTx0V3WcS+5nC/N0rxjRypiLL5nX8Xl0Iw+8shenomiDDz6/g7QR9jw8sv8bNo0341RcjkOOuccgBJ/RCxUUsmPgQ8lzrCPo7te++UvAfjLN7/pr9+1cWMqQXLqJZcAiQ8FikJk4fe+l8ytA59KLp/ntBtuSJ4ZtNcN806cIz40fx3xmc8Ur8nnqc3oSd+XGT1tGpcsXszx11zT21NRlAGHCpUu4qKAfD5GLucT6lqbm1N1vULN5K3HHvPajeRyqTpVucgfkcrAF+Hwf/onAEZ+4AP+fIcTFrUjRgCw2woVFySw+sknU+clX5nUWKg5NW3fnurH3hT0gKmqr6e5sbHEMd+0bRs5qz05+oOmAjDmyCP3egMxRRkM9I8doA/gTFGtgVAJNRPnP4F0WZZwUy8pvlgoeNMWFEOGd23eTC6fZ+LppwMU/TC5HAefdx5jpk/3GokTKq4oZVgw8Z2nnkqZvxrXrQPSPhXfXdIKRkg0FW9Os0LEtLb6dVa5sv9NTYmmErXsVRRl8KJCpYtkaSqFSKhUBW/97pz9g6TDrAZWzr4PReHRbLWGqkAjcNdXDRmSZMC7BMb6enJVVV5TCTf4F2++OVW76kZb9DGM/nJCKZxfqKmkSrds317qmI/NX/1EU1EUpWfQHaCLZAkVr5ns3AkiRZ9IYDo68LTT/D1KGljl896hDkn5EFdCJDQzhf4NH95rBUMun6dm2LCiTyUqgJjlqA+TH0Oh4sxBoaYSm7tiP1Aun093V1ShoiiDGt0BuogXKoETPjZ/FWJNxeauOLKESnuO+1hD8GNDh9K8fbsXFrlCgaqGhpRQmXDyycl1UaVhSExrYbhw2AnRma4KYYHIwETWtHVru33eHdqzXVEGNypUuojzqaz5y1+AdsxfbvNtpylX7BiOM+pz+bw/X6wGkK+uTjvNrfmrzVbPFaep2HNMayvDJk5M5hEIH8emZctS5q/qYcNSz4dIUwmEiMtlCbsnlji7VVNRlEGNhr90EedEX7toEUCJYz7ViyTQLMLaUfEGXKKpFAopTQWsfyMM7x06FIxJaRLVw4Z5n0pbSwtVdXXkqqoyNRVyuZSjvj1NxQmt2IeSy+eLuTqopqIoShp9rewi+epqqoYO9aallPlr165MRz0ivHTzzf4eJRtwoVCiyTih0p7W8O7TTwPw9p/+5M+rDnwqxmoTuaoqmrZuLREqbU1N6ZDimhpf5l2CZ/o5x+auXI6xxx1XnLO95uDzzvNrVhRl8KJCpQwKdXXpRMbIXxKbv3L5PPuHG3AnmkpYAiXUGsJnvvPnPwPw+u9+589744EHWPv880AS2ZUrFGhpbGTxj39c7Mho7xc233ICwWkrXpCFGfIZ0V5Dx43za3H3dRpZ3NhLUZTBhQqVMggbbhGYv4CkzL1zrAc+kKM///niKZGmUjt8eImj3n8OSqaE35/1s58BMO744zPv2dbSggTCy2klJ3zrWwC8+/TTJWVanFBx18W1vOI5hPMqacoV+FsURRl8qFApg6q6umK2fEZkV6G2FkRSeSqhz8K93f/dPfcw9rjjqN9vv7RQEaHhwAOTz3azjvNIXPMrl4QZaj/bVq/G2L7xB5xyChNOPNE75V0o9NPXXltSUNK1181lmb/aacLlhIq7JowoUxRl8KI7QBlsXLaMratWAdnmL7G5Kj4yKyp17wTAoRdeyMefeSY5PypZ73qQeEd9KHQywpZDx/iOtWtpa2nxUWXNO3d6rSTMtG+LNBX/OzC5+TlnOOqhVFMZMWUKQCqaTFGUwYcKlT1EIvNXWOIkHAs32awSJvGbfbxZh9Fjks/7EinPXXedH3MFHkUkqc9lHf6usjDgKwtP/eQnU8mPAG88+GCHa8jKS3GCxh0f+9Wvcsr11zPpIx8pWaOiKIMHFSp7SBj95Y6BkjLwKUd8FwoYeqFio6jiZ6T8OCSb+qEXXQTYAAFjyBUKNL73Hu+/8koqSbJu1CiqGxpKNJVJZ5wB4DWsWIgUOhCeobP/mCuv1Pa7ijLIUaGyh2SZv6DUyS1BiG1Xii06oeIc3jvffz91fWwuy9k+8wC7Nm1KxgoFtq1eDZBqEFaoq6Nl584S/8ekOXNSz9zy5pvpNQTaVOyozwVVlxVFUVSo7Cm5HFVRa2CINJUoZ6NLmopNsnTlYN565JHi9fk8+epqakeO9OYsCYTK7s2b/dhRNurMCaWOhMrLt94KwN9smHJWtFd87Oap5eMVRQlRoVIGs23jK7D+kmDzdUl/TpPIioIqR1Nx0VohbgOvbmjwUWi5QqFEqOQKBYbahEYnVHL5PJtWruSdP/858bOIeKG37xFHAMWgANd8zF0HeCHl+rV4TUWFiqIoASpUyqDO9n2HotBw5epjTSVLqLS3AV/02GPMue02oJgz4jSVE//jP4rPtBt8a1MTO9ev92Pe/OWESj7vw4TDVsQYk4Qdt7WlosamfvzjAAyz4cyuJE1ys1zqu9amptQ5KlQURQnRHaEM4vBesGagdetKQoAzhUo7msqBs2fD7NkAqS6KAENsDxQoCpUda9ak7ulMUaH5ywmVXYH5a/wJJ7B20SLfaz6+r3Pgx1n+4Zjrz+LNdJrsqChKgGoqZbDtrbf8Z2c6ijWT5ffemzoOka74VCJHfFWgNbgNvi7qtJivqiJfU5NqWxxrKrlCgZGHHUbtiBG+17zDaTr1VhNLBRfYdbgotFYXIWbn5QpbKoqigAqVsjjglFP855JyJZEQcZtvSFcq+IZOckibopypacJJJ5XMo7qhgSYnVIJujKFPpVBfT8vOnUkuSzDfcccfz+zvfY/TbrihZD5xGRYXduzm1aRCRVGUABUqZVATts11m7ndXN0mvc/kyQClJecpL0/FkUqetM9Ycd99xXsGQiVLU3EFKF30V3NjI0SaSi6fZ8aXv0xNRja8T8KMhIo3f7laaIqiKKhQKYuqLJ9KlAF//LXXllznvisn+ssRlnlxHD5vXvHeQUTY7sBRH/pF3LOr6utp3b2b1ubmLtfockLLm78iR71vIKYoioIKlbIIs9lLamBFvoeQ2f/5n8l3Xcg274pQGT9rVsk8Qk2FKOnSnRe3Be4Il0XvzF5h62SAQ+bOZcrcuanoNEVRFBUqZZBZAt6Zv+zxpuXLS6475otf5Ku2fEpnxEIpS6jE9cAAqiJNBdI+oFyh4MOVd2/e3KnW5ASom7P3qdjor+ohQzj/N7/xocaKoiigQqUs8kFJEvem//rvf586Z9qnPtWtZ8QaRpZQCZ3jTjhsef31Yva805rC+ebzVFuhsmvjxs41FdeB0t5jyH77ATDysMO6vhhFUQYdKlT2ELeZTzjxRADfzjc2X3WXLJNZWHMsl6Ehubmteuih1JiPCNu4sdNItNj8NWb6dC565BFO/u5392QZiqIMElSo7CHuTf/AU08Fimah2EHeE4w5+ujiPDoopz9q6lQ/lsvnvfmrK5qK9x/ZsiyQrLWQ4TNSFEVxdEuoiMh3ReQ1EXlJRO4TkeF2fKaILLY/L4rI3OCa4SJyr73uVRH5sB0fKSILRGSF/T3CjouI/EhEVtrnHB3ca549f4WIzIvn15NIFBXlhEolSr/Pe+klLgsSLWPC0N8sjcMJDFfTy83XZ9lv3NipT2W0qwcWJWMqiqJ0RHc1lQXANGPMB4HlwNV2fAkwwxgzHTgT+ImIOC/1D4E/GGMOA44EXrXjVwGPGGOmAI/YY4CzgCn25zLgRkiEEHANcBwwE7jGCaK9QRzt5fu+Rz6RPWH0EUcw7IAD2v2+OmxRbM1TYea9ExguUsuNOaHS1oWQ4jm33MLfP/AAw23ejaIoSlfollAxxjxkjGmxh88AE+x4YzBeCxgAERkGnATcas9rMsZstuedD9xhP98BXBCM/7dJeAYYLiJjgTnAAmPMRmPMJhIBd2Z31lMOcf6G01R6gulXXMHQ8eP9cVimxUVn/eOTT/oxJzAOu/ji1HzD5M3OItGqGxo46KyzujdxRVEGHZX0qXwKeNAdiMhxIrIUeBm43AqZg4D1wO0i8oKI3CIizrO9nzFmDYD9PcaOjwfeDp6z2o61N16CiFwmIgtFZOF6W923u7iN2wmTnRW6bxan3XADl61aVXx2WJvLCoehEyb4MZ+7ErUyTjUV0+rCiqL0AJ0KFRF5WESWZPycH5zzDaAF+IUbM8Y8a4w5HDgWuFpEakmqIh8N3GiMOQrYQdHM1e4UMsZMB+Olg8bcbIyZYYyZMTooX98dnInJRX2tff75itw381ki7WoWvsdKRrn6mowSL8MPOSQ5pQvZ/YqiKOXS6euqMeb0jr63DvJzgdOMMSWbujHmVRHZAUwj0SZWG2OetV/fS1GorBWRscaYNda8tc6OrwZCB8ME4F07Pjsaf7yz9VQKt0mPPe44APY5+OC99egU+SjjHdJZ9o64qrL2QVEUpSfobvTXmcDXgfOMMY3B+GTnmBeRicChwCpjzHvA2yJyqD31NOAV+/l+wEVwzQPmB+OX2CiwDwFbrHnsj8AZIjLCOujPsGM9inOMO03FRUe5XvBuLKtcS0/gzFhZ5eqrMwpEuj72VCCgQFEUJaa7r6s3ADXAArupPWOMuRyYBVwlIs1AG3CFMWaDvebzwC9EpBp4HbjUjl8H3C0inwbeAj5mxx8AzgZWAo3ufGPMRhH5P8Bf7XnfMsZs7OZ6OuWAk0/mzYcf9smBrm3vcf/6r/6cK9au9X3ge5osjcMLvIycGdcTZt0LL/TsxBRFGZR0S6gYYw5pZ/xO4M52vlsMzMgYf59Ec4nHDfC5du51G3BbGVPuNufedRcbli71zbQKtbV8NbL6pfwbPUxHeSqu1bGiKMreQjPqy6Ru1CgOCJpk9TaZHSZdYy11xiuKspdRoTIA6Six8Yybb96LM1EUZbChIUD9lI8tWMA7Tz2VGssVCrS1tHQoVPY/9tienpqiKIMYFSr9lImnn87E09PR3vmaGtpaWjqsP6adGhVF6UnU/DWA8F0aOxAq6rxXFKUnUaEygHCO+VzQnKsqikQbeeihKIqi9BRq/hpASNT6F+Cz772X6omiKIrSk6imMoBosOXyw6TH6iFD9mrejKIogxvVVAYQZ95+O3+bP5+h48Z1eN4/PPGEF0CKoiiVRIXKAGL0tGmMnjat0/P6UvKmoigDCzV/KYqiKBVDhYqiKIpSMVSoKIqiKBVDhYqiKIpSMVSoKIqiKBVDhYqiKIpSMVSoKIqiKBVDhYqiKIpSMcQMsrpQIrIeeLMbt9gX2FCh6fQVBuKaYGCuayCuCQbmugbamiYaY0Z3dtKgEyrdRUQWGmNm9PY8KslAXBMMzHUNxDXBwFzXQFxTV1Dzl6IoilIxVKgoiqIoFUOFSvnc3NsT6AEG4ppgYK5rIK4JBua6BuKaOkV9KoqiKErFUE1FURRFqRgqVLqIiJwpIstEZKWIXNXb8+kMEblNRNaJyJJgbKSILBCRFfb3CDsuIvIju7aXROTo4Jp59vwVIjKvN9YSzOUAEXlMRF4VkaUicqUd7+/rqhWR50TkRbuub9rxySLyrJ3jr0Sk2o7X2OOV9vtJwb2utuPLRGRO76yoiIjkReQFEfmdPR4Ia1olIi+LyGIRWWjH+vXfYEUxxuhPJz9AHvgbcBBQDbwITO3teXUy55OAo4Elwdj/Ba6yn68CvmM/nw08CAjwIeBZOz4SeN3+HmE/j+jFNY0FjrafG4DlwNQBsC4BhtrPVcCzdr53Axfb8ZuAz9rPVwA32c8XA7+yn6fav80aYLL9m8338t/hl4FfAr+zxwNhTauAfaOxfv03WMkf1VS6xkxgpTHmdWNME3AXcH4vz6lDjDF/AjZGw+cDd9jPdwAXBOP/bRKeAYaLyFhgDrDAGLPRGLMJWACc2fOzz8YYs8YYs8h+3ga8Coyn/6/LGGO228Mq+2OAU4F77Xi8Lrfee4HTRETs+F3GmN3GmDeAlSR/u72CiEwAzgFuscdCP19TB/Trv8FKokKla4wH3g6OV9ux/sZ+xpg1kGzQwBg73t76+uy6rXnkKJK3+n6/LmsmWgysI9lg/gZsNsa02FPCOfr52++3AKPoe+u6Hvga0GaPR9H/1wSJwH9IRJ4XkcvsWL//G6wU2qO+a0jG2EAKm2tvfX1y3SIyFPg18EVjzNbkhTb71IyxPrkuY0wrMF1EhgP3AR/IOs3+7vPrEpFzgXXGmOdFZLYbzji136wp4ARjzLsiMgZYICKvdXBuf1pXRVBNpWusBg4IjicA7/bSXLrDWqt6Y3+vs+Ptra/PrVtEqkgEyi+MMb+xw/1+XQ5jzGbgcRL7+3ARcS9+4Rz9/O33+5CYOvvSuk4AzhORVSTm4lNJNJf+vCYAjDHv2t/rSF4AZjKA/ga7iwqVrvFXYIqNXKkmcSTe38tz2hPuB1yUyTxgfjB+iY1U+RCwxarwfwTOEJERNprlDDvWK1gb+63Aq8aY7wdf9fd1jbYaCiJSB5xO4i96DLjQnhavy633QuBRk3h/7wcutpFUk4EpwHN7ZxVpjDFXG2MmGGMmkfz/8qgx5uP04zUBiMgQEWlwn0n+dpbQz/8GK0pvRwr0lx+SKI7lJLbub/T2fLow3/8B1gDNJG9FnyaxUT8CrLC/R9pzBfh/dm0vAzOC+3yKxDm6Eri0l9c0i8RE8BKw2P6cPQDW9UHgBbuuJcD/tuMHkWygK4F7gBo7XmuPV9rvDwru9Q273mXAWb39d2jnNJti9Fe/XpOd/4v2Z6nbC/r732AlfzSjXlEURakYav5SFEVRKoYKFUVRFKViqFBRFEVRKoYKFUVRFKViqFBRFEVRKoYKFUVRFKViqFBRFEVRKoYKFUVRFKVi/H/2uNgSH06RXAAAAABJRU5ErkJggg==\n", "text/plain": [ - "<matplotlib.figure.Figure at 0x7f0fd7bae9e8>" + "<matplotlib.figure.Figure at 0x7fdc109af4e0>" ] }, "metadata": { @@ -116,62 +117,26 @@ "metadata": {}, "outputs": [], "source": [ - "# A very simple offset removal function\n", - "def remove_bias(data, alpha = 0.995):\n", - " offset = 0\n", + "def spo2_dcRemoval(data):\n", + " prev_w = 0\n", " filtered = []\n", "\n", " for sample in data:\n", - " offset = alpha * offset + sample * (1 - alpha)\n", - " filtered.append(sample - offset)\n", + " w = sample + prev_w * 0.95\n", + " filtered.append(w - prev_w)\n", + " prev_w = w\n", "\n", - " return numpy.array(filtered)\n", - "\n", - "# The original function from the TomoStrap\n", - "def remove_bias_TomoStrap(data):\n", - " offset = 0\n", - " filtered = []\n", - "\n", - " for sample in data:\n", - " offset = sample + offset * 0.95\n", - " filtered.append(sample - offset)\n", - "\n", - " return numpy.array(filtered)" + " return numpy.array(filtered)\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[<matplotlib.lines.Line2D at 0x7f0fda27c780>]" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<matplotlib.figure.Figure at 0x7f0fda635240>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "# Let's try different filter coefficients on the red data\n", - "# 0.995 converges much faster\n", - "plt.plot(remove_bias(data_red_with_dc, 0.995)[(2000//decimation):(3000//decimation)])\n", - "plt.plot(remove_bias(data_red_with_dc, 0.9975)[(2000//decimation):(3000//decimation)])" + "data_red = spo2_dcRemoval(data_red_with_dc)\n", + "data_ir = spo2_dcRemoval(data_ir_with_dc)" ] }, { @@ -182,7 +147,7 @@ { "data": { "text/plain": [ - "[<matplotlib.lines.Line2D at 0x7f0fda1ef6a0>]" + "[<matplotlib.lines.Line2D at 0x7fdc1065a5c0>]" ] }, "execution_count": 8, @@ -191,53 +156,9 @@ }, { "data": { - "image/png": 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\n", - "text/plain": [ - "<matplotlib.figure.Figure at 0x7f1009011198>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# A little bit further into the file. Looks like 0.995 does a good job\n", - "plt.plot(remove_bias(data_red_with_dc, 0.995)[(6000//decimation):(8000//decimation)])\n", - "plt.plot(remove_bias(data_red_with_dc, 0.9975)[(6000//decimation):(8000//decimation)])" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [], - "source": [ - "data_red = remove_bias(data_red_with_dc)\n", - "data_ir = remove_bias(data_ir_with_dc)" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[<matplotlib.lines.Line2D at 0x7f0fda1d7320>]" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "<matplotlib.figure.Figure at 0x7f0fda255c18>" + "<matplotlib.figure.Figure at 0x7fdc10686cf8>" ] }, "metadata": { @@ -252,42 +173,6 @@ "plt.plot(data_ir[6000//decimation:7000//decimation], color='darkred')" ] }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[<matplotlib.lines.Line2D at 0x7f0fd7b11a58>]" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<matplotlib.figure.Figure at 0x7f0fd7b47828>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# The original DC offset removal seems to distort the signal significantly.\n", - "# Later on we will detect individual beats which might be more reliable with these signals.\n", - "# I've opted to not use them though.\n", - "plt.plot(remove_bias_TomoStrap(data_red_with_dc)[6000//decimation:7000//decimation], color='red')\n", - "plt.plot(remove_bias_TomoStrap(data_ir_with_dc)[6000//decimation:7000//decimation], color='darkred')" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -297,24 +182,24 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[<matplotlib.lines.Line2D at 0x7f0fd7a74278>]" + "[<matplotlib.lines.Line2D at 0x7fdc10584358>]" ] }, - "execution_count": 26, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "<matplotlib.figure.Figure at 0x7f0fd7af7320>" + "<matplotlib.figure.Figure at 0x7fdc106a0b38>" ] }, "metadata": { @@ -339,24 +224,24 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[<matplotlib.lines.Line2D at 0x7f0fd7a5add8>]" + "[<matplotlib.lines.Line2D at 0x7fdc1056f2b0>]" ] }, - "execution_count": 27, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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Q3s8iMTw2mJFxwXyyrfCU51raLCzfVcxza7JP+B02tbZz9Uvr+e5AGeeOjOHN9Xmc8ehq7nh7K7e9tUWnZ9pBgTX91R53E8Cc0XGU1jazr0SPpfUEtEh0wbikUNoskr3F+g+5N5TXOa8lR3csmJDIlrwq8sobTljPq6in3SKpaWrj0+3HazL/snwve4tref7ayby8OIO75wzn4vHx3HleGl/vLeXBj7L0HW4vyT8mEr23JEA1bATIPFxp+J40xqNFogvGJqk0y50FumirN1TUtxDRD0Hrk7lkQgIAH249sTNsdmk9AIE+Zt7ckAfA8qwiXl17iJ9PT+G8UbEIIbjzvDT+duUE7p4znDvPHca7mfnc8c5WPVGtF9hqJJIj7LMkkiP8iQ72ZbMOXnsEWiS6ICHUj8hAHx2X6AVSqr5NEf1QI3EyiWH+zBwezX835J1wYT9YVgfAbecOY3t+Fb94PZNfv7ONiYPCuH/+yE7PdffcETwwfySf7yjigy26HXlPFFQ24OtlItrOKnshBBmDw7Ul4SFokegCIQRjk0JZn1vOV3tKtK+6G2ydWfs7cG3jxhkplNU2n5Axc7C0jvhQP5acPZTfnD+cNftKiQ3x49/XZ+Dnbe7yXEtmDiU62JeNufoutyfyKxpJCvdHCPsnzk0eHE5BZSMlNU1O2JnGSLRIdMPZadHkVzRy02uZPPbFHtdtZMd7kL/Jde/fA/1ZI9EZM9OiGRodyMs/5B6LJ2SX1TEsJggvs4lfn5/Gmt/O5pPbZhDZw12vEIJJg8LYkqfvcnsiv7LBrsymjmTY4hKH9P+zu6NFohtuOmsImQ+dz0Xj4nl3Uz7VjS6arPXFvfDlb13z3r2gosHW3M81ImEyCX55Tio7C6t5YuU+pJQcLK0jNTro2DGJYf69zr6aPDicw+UNfaq/GEgUVDbaVSPRkdHxIfh6mfhO1yK5PVokeiAqyJdfnZNKQ0s772W6YLJWcy00VcGRrVC6t//fvxfYLAlXuZsAFk1O4uopg3h2zUGeXLmf+pZ2UqMD+3SuSYPU1Nwt2mfeJTVNrVQ3ttqd/mrDx8vEFZOTWLo5nx8Plnd/cFszbHwJqvL69F4ax9Ai0QvSE0M5IyWc/6w71P89Z6o71ABsf7t/37uX2Jr7ucrdRGMVomQXj8wO4/xRMfzrm2wAUmOCenhh56QnhuJtFmzWLqcuya+wtgjvo7sJ4MGLRjEkMpB7lm6joaWt6wOX36+s6WfOhMxX+/x+mr6hRaKX3DBjCAWVjazeU9K/b1xtzbIJioUdS8HifsV9NndTf3SAPUZNEbQ2QvZq+NtoeH4GXv+cwLNnN3P+qFjMJsHw2OA+ndrP20x6Yiird5ewdFM+tU0ucjO6McfSX/vobgLVg+uBC0dxpLqJ7fknZRFaLLD7E/j8Xsh8BSbfAIOmwmd3wc73Hdm6xk60SPSSuaNjSQzz59W1uf37xtVWF9eMX0PtEXVRdDMq6lvw8zYR4GNI5/meqT8K/5gAfxkCb/0UIofCov9A2GB8PriBFxbE8809s4hyYADSnNGxHCyr538+2MHrPx7u20na26BsH2R9CO/fCF/8j1o7DehrtfXJjEsKBWBf8Ukzy7/9Cyy9HjJfhtEL4MIn4Op3YfAM+PhWKNru0Ptqeo8WiV7iZTZx3bTBrM+pYE9RTc8vMIrqAhBmyLhJWRMbX+q/9+4l/V5Id/AbaGuCEfNg4rXw889hzEK46i1oqce87DYG2VngdTK3zhrG7ocvICUygO19mYLXUg8vz4FnpsD7N0D2V7DxBfjgJmj3fMukoLKRIF8vwgK8HTpPTLAvYQHeJ7boOPiNEolxV8GDJXDl62D2Ai8fuPIN8A2Glf/r4E+g6S1OFwkhxCEhxE4hxDYhRKZ1LUIIsUoIccD6GG5dF0KIfwghsoUQO4QQk5y9P3u46oxk/L3NPP/tqU3jOqW10fE3rS6AkETw9lMmd/ZqKO/l+/cTFfX9VEhXtF3diR/8Cvwj4PKX4SdPg5+6GyVmJMz5I+R8o1xzDhLg48W4pDCyCu0sqLRY4MMlULQN5v0Zbv4KfnsQ5j4Guz+G9c86vDdXY2sR3pcaiY4IIRgZF3xi+5uvH4WIoXDx35QwdCQwEs6+B3K/hdzvHHpvTe/oL0titpRygpQyw/rv+4GvpJRpwFfWfwPMB9KsX0uA5/ppf70iLMCHn89IYdn2I+w+0oM1seUN+L8E+OBm5T/vK9UFEJqkvp/8czCZ4aNfKj9tk3tUg5fXtxAR6OTZ1kez4YWZ8NUf4eDXkDpb/V+cTMZNkDQFVjxgiEiPTQzlSHWTfaNSM1+GvZ/B3Edh6q8gKUPdCU+/HdIugO+eVJbFM1Nh5UPQ1I+WqUHkVzbY3bOpK0bGhbCvuFbVuLS3QvFOGHkh+HSRnZZxIwQnKDGRHtZna/NrsPZpV+/CLlzlbloAvGb9/jXg0g7rr0vFeiBMCBHvig12xS9nphLs68UTK/d1fdDuT+DTOyF6FOxeBs9Nh5xvuz5+z6ew+g+d/8FX5x0XiZB4mPMI1ByBz34DT45SHxQX+7kr61uIcNDt0CMHv1aP6/4JdSWQespkXIXJBGfeAg3lUHnI4bdNT1RWys7eWhM1RfDVwzB0Nky99dTnz/8DtNTCm5dBXbH6eV6e65YJCV0hpVQ1Eg669GyMiAumoaWdgspGKNsL7c0QP6HrF3j7wVm/gfwNkL/RkD0YQlNN95/F9jb1t/HtXz3K5dgfIiGBlUKIzUKIJda1WCllEYD1Mca6ngh0LEYosK65DaEB3txyTipf7y0lx9of6ARaG+GzuyFhIty8Gn61FoJi4I2F8Pk9p1oVW9+Ed6+DH546NRhnaVeCYBMJgGm3wm+yYMm3MPwC+O5xeO0nhlwQ+0pFf1gSOWsgKA58rGmtqed2fazt/6v61Bbi9jImUc0c2dmbHl5SqqLHtma46EnozBUTOxqm3QYJk+BX6+DS56Bsj/r5QNXFrPkLrP4j7P3c4f07g4r6Fhpa2h3KbOrIiDiVhba3uOb4Z6A7kQCYcI1yM65/xpA9OIzFAi/Nhn+fd6qFX3kIKg9D7hpoOAotdXBkmyt22Sf6Ix1lhpTyiBAiBlglhOiuIqwzB+cpt9dWsVkCMGjQIGN2aQeXjE/g8RX7+HpvKUOjT8rF3/Zf9Ydw5evgEwBRaUosVv0eNv9HfY28SMUXCjfD14/AkJmQtx52vAsJ1g/H1v8qcbG0nSgSoC4+CRNg0aswYr6yKp45U1kZZy6hP2lua6euuY2IQCdaEu1tcOgHGHMpDJ6u7h5DujEwQ6z3FTWON+kL8fNmSFQg2wuqWHfwKOmJoYT4dfGzbnhBWYXn/wEiU7s+6dxHj3+ffjmseBC2vKYCsu/fqFyMJrP63V/+Moy4EMoPQPx4h38eI8ivtHV/NUYkbKnK+4prmdu0Td0IRAzt/kW+Qcr9uu6f6gIcPtiQvfSZI1ugXNXn8MZCmHid+ly3NsKrF4LZW31mfYKUSOR+C8lnuHbPvcTploSU8oj1sRT4CJgClNjcSNbHUuvhBUByh5cnAUc4CSnli1LKDCllRnR0tDO33ynJEQGkxQTxzb7S44u1Jerite6fkJihLmY2fINVEO72TDjzlyrg9salSiDGXgk/e19ZBTvfUxfEXR/BJ7fCO9eo14cm0yXjroTbNsKQc9Rd7La3nPNDd0FlvTKbnWpJFG2D5moYeg6Mv0r9X3ZHcDwIkyGWBCiX0+o9pVzz0gbue3/H8Sf2fgH/mqKswXX/gpUPqgv69F/3/uRevjD+amU1vL4ATF5w00r4XREkT4VPf61uAF6YCV8/5hY+eKPSX20E+XoxODKAVXtKsBzZBnHjlNuwJ6YsAWmBLDeom9jzqfrdXfx3FT/77C745yTlSvQJUNZl9mp1oxOb7lFBd6eKhBAiUAgRbPsemAtkAcuAxdbDFgOfWL9fBlxvzXKaClTb3FLuxrmjYtiYW6EKrQ7/CP/KUCmPlYfgrLs6dzVEDIELHoO798Jl/4aLn4LLXjx+oagvU4HMz36j4hnCGpg92ZI4mdBE+OmbSiiW3QFFO7o/3kDK61VA16kDh2yumCHn9O54s5cSihpjROKqM5KZnx7HpRMS+DKrmA055dBcB5/fDZW58MltSiBSzlbuo95c4Doy6XplNYQPUQKRPEVl9VzxMnj5qQDumIXw3V/hnZ/B0QOG/Fx95fgcCWMsCYB7545gd2EFrUd2YOmtxRSaBBGpULhF/bu5Trl9+hsplUiknAUZN8B9h+DOrTD7QeV2vu4jWPgc+IbApMXKwsjfAK2e0QHX2e6mWOAja5qcF/CWlHK5EGITsFQIcROQByyyHv8FcCGQDTQANzh5f33m3BExvPBtDlnrVzLth5vUH+xlL6oP9dBZ3b/Y2w/GLTpxbdgciB4JG55TvtafvqH8s2ufVuLSE14+qqDsieHqzip+XB9/MvuwteRwqkgc+gFixkBgVO9fE5J4vBDRQWYMi2LGsCgaW9rZkFvBo5/vYdnI1YjaIrhxBTRWgl8YDJ7WtzeIGanSZKPSjqfzgvqbumuH+psSJuWn//av6obEPwLGXqHSak9OE3Uy+ZUNhAd4E+Rr3OXjJ+MTaCr0w3djMwfMqaT19oWJk+DwOuXWeXo8TL9D3aT1J2V7oeKgiheCukmIGArn/I/6AogZBcPnqxuY+qMqDfrNyyD9Mjjj5v7dr504VSSklDnAKbcFUspy4JT0FCmlBG5z5p6MYvLgcAb5NTHyh/sgOA5u+BKCHHB9efnAbRtU4FKY1N1jVJq6EPSWgAjl5jqwCuY83Pe92IHTRcLSrmI3Yxf1fGxHQhMNt6j8fczcMnMo//fpdmT184ixi1SrCCNIyuh8vWMa6Fl3KYtz53vKBbfxRSjZDT9bqo5ra1bWjU8wzP+zMfvqBFUjYZwVYeNin80AbGhP671IJExU/x9ZH6hY4N7P+l8kNrygXE0jLur+OLP1cps6G8ZfA4fXwpf3Q/oVYPZRAe/uYm0uQldc9xEvs4nnwt4gsLWCqotecEwgOuIb3HV+eG9Imwulu6GqfzrW2kTCaR1gy/ZCc41ywdhDSKJyNxnsw5+aGsk4cRBTWyOMvrTnFxhNcKyqt7j837DwBTj8g7IuWhrg7atVfGTrG05NqS00MP31GO2t+G9/jQ2miawtt6PnVoK13va7J6yb2wyN/ThyuGiHSkaZsqT3F3hvf+V+uvxlsLSqeNSyO+C5acpl1uV7bYePfqVuBurKVPeFfqix0SLRV8oPMqbqG55rX8DbBXa4QZxN2lz1eGBlv7xdRX0LJgGh/k7KbsrfoB7tFYnQJNW6o8HYCXNpMcHM9NmHBXFicoIrGH8VTPgZ/PgMvHaxqiUZPl9lz5R1U8fjABaLdGiORJfs/Qxqi9gat8i+kcHx45TlXZmr4lDS0n9B4fpyFaAOiIBz7rP/9UkZEDpIJbtkfaDclju76BTQ3qYEYvtbsH+5yqL84l6odX7IVotEX9nyOggz+xKv4M31h/u/hXhXRKVB2GD1h/fhLU6vn6iobyE8wAeTybH2DF2SvxECo1VQ1x4MTIPtiNkkOM9vH7nmIeri4GrO/yN4B6i7zCtehrmPqPXCzace296mMqQ+XKL+PqRUqdfL7uh1wLe0tpmWdothmU3H2PwfCBuM14i5FFY19n7gk0+giuWBKrDzCT5eeGk0296C52ZARQ7kfq+KZIt3qpoY/zD7zyeEynYq26N+h1EjlHXQmfW74Xko3aXiU9vfVdefQdMgeoTjP1cPaJHoC+2t6g9m+AVccvYkCqsa+XynmyRhCaEqji3t6q5ky+tOfTtVSOfEwGn+RtVmw94eQaFWkTAoDfYYbc2MaN3Dt80jqGt2g46uQdEqe+aG5armIiIVfEM7F4nvHlcZUjnfqiy6A6tU4eeW16G4d/GbwiqV2WR4TKI4C4bOYmyyEt4dBXa4jBImqscR81XmUM43xu7Nxub/QEmWSmt9fYFyDd/8lco86yvpl6vHM25SQffS3bD9nROForoQ1vxJtXQ542bY97kKlE9a3Pk5DUaLRF/Y8S7Ul8KkxcwdHceI2GD+vnq/+1gT026D3+yE5DMJV/RqAAAgAElEQVRVR83e0of0wYr6ll6PBbWb+qPqw2CvqwkgxFZ1na9qWIyicDNelmZ+tIzqW3dYZ5A0+XhhlskEiRNPFYmcNUogxl8Nd+2E8BTVV6x0l3o+t5u2MR2oss4OMfR33lKvgs7hgxmTGIoQnDpfojum3goX/AnCBsGw85T1XGrwTPqGCijYpNqWS4sSpF987XgWYcIEWPypSpcdewXEjIaPfwmvzlep9QArfqdSpOf/Bcb9VK35hqq99ANaJOzl8I/q7it5Kgw7H5NJcNf5aeSU1fPJNoPvWh1l6Gw19rQ3fnkpVVuBly+wK+hdUd/ivKC1rYI1Nt3+1wZGq4yRlQ/BkyMca3FRkaPcAJZ22PRvpDCzSY4k85CbTq5LzICSXSottK0FvrwPXr9Uuezm/1Vl0p37v6pAMXoURA3vvrdYB6oaVPFkmJExKNtY0rDBBPl6MSw6iI25dsSS4tKPp5+OvBgQqn+akRz8WonD9F/DPfvgqv+CX4gx5x4yU6XFe/vDLd/BRX9Tf3OvzlMDtXZ/DGffq1Lh48aqvmXTblVFev2AFgl7aKiAd6+FsGS4+u1jKW0XjIkjPTGERz/fc8wcdwtSZwPyeDFadxTvUGmV+RvghbN7fSfmVEvCVgwX2of2XSaT8tlGDVc56h/9UlXC9oXvnlRBwhdnQdYHiFkPkJKUxIpdxX07n7NJnAyyXfmxl16nHs+4GZasOX5hG3MZTLsdfvJ3dTNxeJ3KmumB6kYlEoYmKhwTCdVi59KJifyYU86WvoyPDY5VCQVGi8T+FRAQpVxbZie2oDF7K9fTndtg/uPqZ0m/HGbcqZ4XAq77EGbd3/15DESLhD2s+n/QVKX6MnUIWppMgqevmkhLm4Vb39xMS5sLqj47I2GSMku789F+94TKBtm9TFV437RS3YG/fZXK3ugGi0VS2eBES8LWDDG4j7nji5epBovXvKt6IS3vQwYKQGGmskyKd6i7vrPv5pLxCewuqiG7tJuURVcx5Gz1u1/9B3Vxu/gpuOiJE+98TSZV/T9oqmp30tao3Ck9YBOJECdZEgA/n55CVJAPT3bXabk7Ri9Qvv2y/cbsr2Q3ZK+CtDn2V9P3FZ8A1Yft8n/DFa+orgwuQotEbzn8o8o/n3YbxI455enU6CAeW5jO9oJqvttf5oINdoLZC4bOhF0fq4aBJ8ccjh5Q/aPeu0EVJKXMUP7/q95SF+iVD3Z7+urGVizSiYV0NUfAO/DEKuS+EDZINVQ8+A3UlfZ8fEeaalQ66Rm/UHfiV70FJjMXj4tHCFi2/ZTWYq7HN1j5y3/+BVz/sZq/0B2DZ6g00v0rejx1dWMrwX5emI3MZqs6rLJ2glQz6EBfL341axhrs8tZtbsP8aRRP1GPewywJra8Ds/PUK6mjJscP58HokWiOywWlcnU3qr6KYUmd5sPPS89jgAfM2v223khcibn/UGlyX1yK3xkzXoqP6h81dveUtZDU7X6oI66RL0mKUNlbBxY1W0wu9zZ1da1R1SBkoPTzwBVsS3blWDaw5GtgFQunISJ6gIMxIT4MXVIJMu2FbqP5dgRIZToD53V87H+YcqXn/mKShbohurGVuNrYioPq89Wh9/ztVMHMTo+hPs+2EFJjZ09jkISVJNAR+sl2prVvJakM5T7x0O6thrNwBWJH5+Fb/6vh2P+BX8epLqxlu2BCx/vthra18vM9NQo1uwrQ7pBt04AoobBjSvh3IdUSuxTY1R3yv9eoVLt0ubAuQ+qPG3bHRgol0XDUfVzd0Flg5NFouaI+sAbQexo1f9p53v2va4wUz0mnjpJ96opyRwqb+Cif3xv/4hTd+Pch6C1Ab7vvsOuU0SiKu9YPMKGr5eZf14zkcaWdh78KMv+cw6eDvmb1M1QX9n5nhpwNet+96iJcREDVyRKd6vmed25Hw6sVFbEgZWqL8uI+T2edtaIaAoqGzlYVm/gZh3EZIKZv1XN4EISVAuB3G/VnfqEa1QR0r0HVA8qG0Nmqsfc77s8bXldP4hEsEEiASrFsGAjVOT2fKylXXXpLNisag86uUgsmJDIy4szqGlq5fa3ttDc5jnT5U4heoTqJ7TppW6z4aoaWggzegphVV6n8yBSo4O4YUYK3+wrpbLezov94OkqznLyIK/eYmlX7d9j01VgfwAzcEVixl3KnOxqKH17m8o1z7gBblqlOrz2glkjVA+nNfvcyOVkY/rtyld94eOq733quTB8nnrO96ThSWGDVC59Nya7U5v7WSyq5YBRlgQcb5aY9UHPx37zmLIiD37ddfM94LxRsfz1ivEcKm/g1bWHjNmnq5hwDbS3qCrsLjDckmiuhcaKUywJG/PS42i3SL7aa+fnaZC1ZcrhtfbvydKu2r+X7VE3UEa4Oz2YgSsSUcNUFsSml1WO+La34L+LVH45qCKj1gZV7Zs85dSLaBckhQcwLCaIr/a4oUh0JOMGVanbXdZEytmqgVwXzeKc6m6qL1MFREaKRNgglRa7872eG//tW348G8jWD6sLzhkezfmjYvjnVweOCadHkjhZZbblrevykOrGNkL9Dfx9n5T+ejJjE0NJCPWzP904KBoi0yDvR/teV5ELb/0Utr99vMBtgDNwRQLg7HuUO+n1S+DjXym30rp/qedsA9b7EKy6eFw863PL3atmoi8MOUcFtbsw2cvrWgjy9cLXy2z8e9das4aMFAlQH/qyvcdvBjqjoULdJEy5BR4q7tWF4t4LRlDf0u5+BZX24O2nUmcPd35hlVJSY7QlUXlYPYaldPq0EIK5Y+L4bn8ZDS12tkEZPF2JRHs3r2uoUI3z8jfBvi/h2WmqZmT+48dnQQxwBrZIxI9TLQqu/UDNg5h4nSrCaalXOeOBMcdyt+3h8klJSAkfbTG2uVy/M3SWeuyiYVpFfTPhzpptXWMVib7WSHTF6IWq939X3TbhuLslZUavTzsyLoT0xBA+8PTf+eBpqqiypeGUpxpb22lptxgrEkXbVfptVNcTJOalx9HcZuHjrXamG4+4UN3krHiga8tx65uqs+qr89XUv5hRcPumfp8V7864nUgIIeYJIfYJIbKFEM4vKwyKhmHnq7uOCddAa70aRZi/UbmZ+uCPTI4I4MwhEXywpdB9spz6QlC0SiXsQiSO1rUQFeSkIh+bSIT0odq6OwIjlftoyxvKH94Zh9eC2ff4rIJecvmkJLIKa9hb7Pwe/05j0HTl5rNldXXAVkhnaOA6f73KOuumxcWUlAimpETw1xV7Ke+kO+zmwxX8rZPCO0vaBVRN/CVsfJGDnz3O06sPsC2/6sTP5M6lqtXFqJ+oOfOLl/Wtwv80xq1EQghhBp4B5gOjgauFEKP7bQPJU5XlsOwO1Z/eluHTBy6fnETu0XpWu3tsoieGnadadXQy3ORoXTPRzhQJk5eqdDaas+9VwdKNL3X+/OF1Kljt7WfXaRdMSMTbLPhgswdbE8lTANGpy8nwlhztbVCQCYPO7PYwk0nw6MJ06praePiz3afceP35y7384+vsUzKg3txwmIk/nsWK9gwGZ/6J779axqXPrOVn/96gWpGX7lGtvidcC4teVa12fO0YeDRAcCuRAKYA2VLKHCllC/AO0D+tDsGaKnqvCuD95GmHKiwvGZ/AqPgQ7n1vO3nlp5ruHkPqeerO8tCpqbBltc1EBTtRJILjndMGIWmysibWPq1aPn95nwrO15WptaLtfRooFBHow8y0aL7MKvZcC9I/DCJTVUvsk7A19zNMJEp3qQFJyT2PgB0eG8wd56bxybYjPP9tzrH1AyW1bLI2WtzTwYKTUvLWhjzSYkPIm/kEzUFJLI14ntcyDuGd9z3vPHU3+Ut/ixRmNWda0yXuJhKJQMcWpAXWtf5j0vVw43KY/PPjM2n7gJ+3meevnYSUkl+8nnnsLszjSD4TfIIge/UJy23tFioanOhuqsjpMuPFEGb/TiUtVBeqBnjvXgvPTlX9uRImqr+DPjB3TCwFlY3sKerCleUJhCYfb67YAcMtiTzr1MEeLAkbd5w7jJ+MT+Avy/fy2Oe7qWpo4e2N+cdahOzt8H++o6CavcW1LJ6ewi/mTCTw+ncx+YdxTtbveM38KLe3v0ny0e/J9J9xrB2IpnP6fhV0Dp0FAE65JRNCLAGWAAwa5MQLiYMMjgzk2Z9N5ob/bOQXr2fy+o1T8PN2QiaQM/HyUa6XI1tPWK6ob0FKiHaGJWFpV3eyzhyqkjARfleoYk6r/wA/PKV844uXddqbq7ecOzIWIXayancJoxMMaiXd34QmwoFTK+0NF4n89apYMjS5V4ebTIInFo0jwNvMv3/I5aXvcxECLhobz/qccvYUHbcklmbm4+dt4ifjrdlxsaPh1g2Qu0bdHAyayuOrcnj+xyNkOrOT8WmAu1kSBUDHv5gk4JSUBinli1LKDCllRnS0E3zWBnJWWhRPLBrPxtwKHv18t6u30zfChxxPVbRSZg0gRgc54cNVnq1qVOLHG3/ujtiSEs77PSz+DH7xlUMCAUo0Jw8KZ+VuN20j3htCk1U7ipNaWlTb3E1GBa4LN9udHOLrZeYvV4zjizvP5p45w/nZmYO46/zhjIoPYW+xsiR2FFTx4ZZCLkyPJ8Svw15NJmsB6QXgF8q8iUNpt2B/od4Aw91EYhOQJoQYIoTwAa4Clrl4Tw6zYEIiS2YO5c31eXzpLmNO7SE8RQV6OwSvj1pbcjjFkrDVZThbJGwIoXpVeRszt3nO6Fh2Hanx3DqZkERAHq9VsVLd2IrZJAj2NcAB0d6mhlt1k/raHaPiQ7jjvDQevXQsw2KCGBkXzL6SWnLK6rjh1U1EBvlw//yR3Z4jPTGEhFA/VrrrXBA3wa1EQkrZBtwOrAD2AEullN1UPXkO984dwfikUH730c5jd2QeQ3iKeqw6bk2U1SpLwikxiaLtqnV01HDjz90PzB2jemCt8tSLTxfzwasbWwnx80IY0aaiplB15TUo7jQqPoSWNgvXv7KRNovktRunEBPSfXbasUK9A2Xc8kYmD3y4E4u7jCB2I9xKJACklF9IKYdLKVOllI+5ej9G4eNl4k+XjaO6sZWnVhs0DKW/sIlE5aFjS0frnCwSsekOJQ64kiFRgQyLCWJlX2YhuAO2GEH1iam8hvZtsrXj6GU8oidGxqn4T0FlI48tTCc1undtdC4cG09Tq4X1ORW8vTGPx/s66Og0xu1E4nRmdEIIV08ZxBvrD7O/xIOyX2wdOjuIRFltMwE+ZgKNcD10xGJRItFfriYnMXd0LBtyKzzPaoTjBYw1J4pEVWMroQEGxaB66NlkL8Niggj29eLSCQlcPK73rVymDIlgzb2z2PzQ+Vxz5iCeW3OQZ77J9twUZiegRaKfuWfuCAJ9zDz86alFQW6Lf7iaDneSJeEUK6LqEDTXeL5IjFHdS7/e54HWhE8A+EecYkmU1zUTYVTQujofEBCaZMjpfLxMrL7nHJ5YZP/fTUpUIF5mE3+8ZAwLJiTw+Ip9PPRxlud8Pp2MFol+JiLQh7vnDOeH7KN9G83oKsJTTshwKqttJsoZmU2le9VjTP8V2juDcYmhxAT78uVOD45LnBSTKKpuIj7MmOA+VXmqWNLA2c2xIX54mft+SfM2m/j7TyewZOZQ/rshjzfWH+75RQMALRIu4GdTB5MWE8SfvtzrOXcr4SmnWBJOyWyqtA4Eihhq/Ln7EZNJsHBSIqv3lJBf4YEV96HJJ1gSTa3tVNS3kBBqX6uSLulkGp07IITg/nkjOW9kDA9/upudBR4+cdAAtEi4AG+ziV+ek0ru0Xq25FW6eju9I2ywym6yzrxWloQTRKIiF3xDT4txkTdMH4JJCF5Z24tJeO5GSOIJMYmiajVnOj7UKEvisFuKBCiB/9tPJ+DvY+blH3J6fsFpjhYJF3FBehx+3iY+2uoh8wfCU9TUstoiWtstVDa0OseSqMiBiJTTYhpYXKgfl4xP4N1N+Z4XwA5NUm22rZ1yi6w1H/FhBlgS7W3KleWmIgGqqvzSCYl8mVXseb87g9Ei4SKCfL2YMzqOz3cU0dJmcfV2euZYGmzuselrTrEkKnNVhfdpwk1nD6GhpZ0Pt3pYZ1hbQNkalzhitSQSjLAkao9YaySMSX91Fj89I5nmNgufbPeQGzknoUXChVw6IYHKhla+21/m6q30TOQw9Vie3aFGwuDAdXub8lVHnD4iMSYhlHFJoby7Kd9z4k8AQbHqsU4lV9gsiTgjYhIGp786i/TEUNITQ3hz/WHPuJFzElokXMjM4dGE+nvzuSe06ghNBi9/KNt/vIePkbOOQaVFWto8Pmh9MosyktlbXEtWoQcNIzpJJI5UNxEZ6GNMg8oqa6PnPkx97G9un53G/pI6HvnMQ/uuGYAWCRfibTYxZ3Qsq/eUuP+diskEUcPg6H7nTCiD45lNp5G7CdRsEV8vE29vynP1VnpP8EmWRHWjMfEI6FBtbUyNhDOZlx7HkplDeWP94QHb40mLhIuZnx5HbVMbaw8edfVWeiZqOBzdR5XRLaNtVNjSX08vkQj192bhxETe3ZTvOdlsviGqf1atujAWVTUZmNlkfI2EM/mfC0YQFeTDF55g8TsBLRIu5qy0KIJ8vXjum4Ms+NcPfLLNjYNkUSOgKp/6OuU2MdySqMhRs6WDe99WwVN44MJRxIX48et3tlJa2+Tq7fSMEMrldMzd1GhgjYT7pr92hpfZxLTUKNYeLPesuJJBaJFwMb5eZs4bFcPGQxXsLKzmkc/2UN/c5uptdU5UGiAxVeTgbRb4Gz1AqfKQyqJyxshSFxPq780/rp5ASXUzsx9fw9sbPcD1FBwHdSXUNbdR29RmbLW1B4kEwIzUSMpqmzlYVufqrfQ7p9+n0QO5f/5Inr5qAu/eMo2jdc28/IObFl9FjwDAv+Ygof4+xrSM7oiH3WHay+TBESy/62xGJ4Twh2W73PdmwEZQDNSWHK+RMMKSsLSrNuEGdX/tL6anRgGw7mC5i3fS/2iRcAPiQ/1ZMCGRM1IiuGBMLC9+l0NjS7urt3UqEamAIKQuh1B/J7Txri2GkNPP1dSRodFB3D1nBM1tFtbsc/PU5yBlSRyrkTDCkqgtUhlsHnYzMCgygKRwf1btLuGzHUeOzVMZCGiRcDOunTqYuuY21rljINvbD8IHE9l4iDCjWkbbaGuB+rLTXiRAtaeODPThyyw3D4QGxUJTFSXlVYBBloSH1Eh0xvTUSL4/cJTb39rKr9/ZOmDiE04TCSHEH4QQhUKIbdavCzs894AQIlsIsU8IcUGH9XnWtWwhxP3O2ps7M2VIBAE+Zr5217m7kcOIaik0PrOpzppeGBxv7HndELNJcEF6HF/vLaWp1Q0tRhvWNNiao4UIobqsOswxkXD/GomTufO8NB5ZMIY7zx3GuoPlLNt+pOcXnQY425J4Sko5wfr1BYAQYjRqdvUYYB7wrBDCLIQwA88A84HRwNXWYwcUvl5mzhoWxTd7S93zTiUgikBLjfEiUWO9qx4AIgFwYXo8DS3t7t0uPkiNYW2sOEJMsC/eDrThPoYH1UicTFJ4ANdNS+HX5w9nfFIoj3y2h9qm07+vkyvcTQuAd6SUzVLKXCAbmGL9ypZS5kgpW4B3rMcOOM4dGcOR6ib2ueP0uoAIgmWd8SJRa70rCxkYIjF1aASp0YH8bdV+9y2kDIoBoL2myNjur0FxynXpoZhNgocXpHO0rpkXvj39u8Q6WyRuF0LsEEK8IoQIt64lAvkdjimwrnW1PuCYPVJ9OF/8Nsft3BEWvzCCaCTc1+DMpmOWxOkfkwCVe//QxaPJPVrP7W9tYf7T37Nmn5u5GIOVJUFdKQlGVlu7eWO/3jA+OYwFExL49w85FFd7QN2LAzgkEkKI1UKIrE6+FgDPAanABKAIeNL2sk5OJbtZ7+x9lwghMoUQmWVlbp4h0gdiQ/y46awhfLi1kCueX0dru/vcaTaZ1cD5GG+DB+nUHlGFdKfBHIneMntEDLNHRLNydwnZpbW8tu6Qq7d0IgFRSAQ+jWXGVlt7YNC6M+6dOwKLBZ7/9qCrt+JUHMpjlFKe35vjhBAvAZ9Z/1kAdLyVSAJsEaCu1k9+3xeBFwEyMjLc0HHvOP978Whign3505d7ya9oYGh0kKu3BECdOZgAIMpcb+yJa4vVnetpMEfCHv55zSRKa5p4d1M+L/+QS1VDi/GZY33F7IUMjCK8ugIfo2okqgthzELHz+UGJEcEcP7oGD7bUcT/Xjwas+n0/Nt1ZnZTR+fyQiDL+v0y4CohhK8QYgiQBmwENgFpQoghQggfVHB7mbP25wmMTlB37e6Uk10r1J4iTAaLRE3RgEh/PZkgXy+GRgdx0bh42iySlbvcK5Dd7BdLnKgwqEaiGCytp40lAXDxuASO1jWzIef0LbJzZkzir0KInUKIHcBs4DcAUspdwFJgN7AcuE1K2S6lbANuB1YAe4Cl1mMHLDHB6u6t1I1EokoGAhCKwe0Jao8MmMymzhibGMqgiAA+c7MmcrV+8SSJowO+RqIrZo+IIcDHzKc73Ov3ZiROEwkp5XVSyrFSynFSykuklEUdnntMSpkqpRwhpfyyw/oXUsrh1ucec9bePIUY63hQd7IkKqwiESwNzLyScsBaEjaEEFw0Lp612UePTf5zB456x5MsSo1p7ufBNRJd4e9j5vxRsXyZVeRWsUMj0RXXbkxYgDfeZuFWlkR5ewAAge0GikRTFbQ1DmhLAuCisfG0WyQr3GhuQSEx+IlWoqhy/GQeXCPRHXNGx1LV0MreIjdMWTcALRJujBCC6CBft2otXdbiR5s04d9m4JS1Y+mvccad0wMZkxBCSmQAn7uR6yK3PRoAc7UBXWurDkNgDHgblCnlJkwerLL7t+Z7yKwQO9Ei4eZEh/i5lbupuqmNGgIxNxtwZ2njWCHdwHU3wXGX07qDR4/NEXc1exut5U1Vhx0/WXX+aRWPsBEf6kdsiC9b8wz8TLgRWiTcnOggX7cSiarGVmpNwdBYYdxJawdO36aeuHhcAhaJ21gTWQ2h6ptKA0TiNKqR6IgQgonJ4Wz1lKmDdqJFws2JCfF1q5hEVUMrDaZgaDTwAzHA+jZ1x8i4YMYnhfLS9zlu0a6jsA5qvSKh6pBjJ7JYoOr0tCQAJgwK41B5g1slHRiFFgk3JybYl4r6FrfJnMivaKDFJ8xYkag9Av4RHt3PxyiEENw1ZzgFlY28v7nApXupb26jvqWd+oBExy2JutOvRqIjE5PDANh2GsYltEi4OdHWNFh38FFbLJLc8npEQLjxlsQAj0d0ZNbwaCYOCuPpr/azt9jABAE7sbk5W4KTHReJ0zD9tSNjk0IxmwSr97hp92YH0CLh5hwrqKtxvUgUVjXS0mbBNzgKGgy2JLSr6RhCCP54yRjaLZJL/rnWZSmxx9yc4SlQUwDtDrTFPiYSnt/crzMCfLy4eFw8b23I4/pXNtLQ4uajae1Ai4Sb404FdblHVSuOgNAoaKl17KLRkZqiAdMivLeMSwpjxV0zGRwZwN9XH3DJHmx/c95RKSAtUO2A+8uWHeVhs63t4akrJ/DwgjF8f+AoT6zY7+rtGIYWCTfH5m5yh+B1TplqxREWqSaW0WhAyl97qxpbOkBahNtDZJAv100bzJ6iGrIKq/v9/W31OYGxw9SCI2mwlYfUOFSfAMc35qaYTILrp6Vw3dTBvLoul82HT4/4hBYJNycqSInE9vwq3tqQxzPfZLMt3zX52LlH6wny9SIoTBVYGZIGW1cCyAFfSNcVl4xPwMdsckkQu6y2GS+TICh2qFpwJC5RcQjChxiyL3fnvvkjSQj15973tlPX7PluJy0Sbo6Pl4nIQB/ezczndx/t5PEV+/jVm5tdMowo52g9Q6MDVeAajAle29JfdeC6U8ICfJgzJpaPtxX2+6jM0tpmooN9MYUmgTAra6CvVB5SsY0BQJCvF3+7cjyHy+v5fx9n9fwCN0eLhAfw2MJ0Hr00ne9+O5s3bzqTouomXv4ht9/3kVNWz9CoQPC3ikSDAZaErdpaB6675OazhlDX1MYdb2+l3dJ/mTNlVpHA7KUCzn11N7U1Q00hRAwMSwLgzKGR3HleGh9uLfT4NuJaJDyAeenxXDt1MIMiAzgrLYrzR8Xy3JqD/RrMbmpt50h1I0OigpRvGayuIgfRlkSPTBwUzh8XjGHNvjIeX7Gv3963tLb5WOIEYYP77m6qygPkgLEkbNwyM5VAHzMfbHFtvYujaJHwQB64cCQtbRYe/Xx3v73nofJ6pISh0YFKJIQJajodHGgftUfA7AMBkY6f6zTmZ2cO5uopybzw3cF+uzM9ZkkAhA/uuyVhc1MNMJHw9zEzLz2eL3cWu92senvQIuGBpEYHcevsVD7ZdoQ1+0r75T0PWdNfUyIDweythMIIkagpGpBjS/vCQxeNZlBEAPe8t516JwdE29otlNc3E22t0yFssMpCa+nDRMIKq2t0gASuO3LZpERqm9tYtdu9Jg7ag0MiIYRYJITYJYSwCCEyTnruASFEthBinxDigg7r86xr2UKI+zusDxFCbBBCHBBCvGsdYarpgl/NSiU1OpD/eX9Hv7QSP1zeAMCgSGsKY0iC8jM7Sm2RTn/tJYG+Xjy5aDwFlY08t+agU9+ror4FKelgSaSox6o+tAyvPATeARAUY9T2PIapQyOJC/Hjb6v2szHXwKaY/YijlkQWcBnwXcdFIcRo1IzqMcA84FkhhFkIYQaeAeYDo4GrrccC/AV4SkqZBlQCNzm4t9MaXy8z/7x6EjVNrdz+1lan93Y6XNFAWIA3of7eaiEkQV3gHaW6QMcj7CAjJYJLJyTw4vc55Fc0OO19bHU5MSeLRF8ynCpz1esHoLVoNgmevHI8za3tXPnCj+wo8Lx24g6JhJRyj5Sys0jaAuAdKWWzlDIXyAamWCxFifkAABhKSURBVL+ypZQ5UsoW4B1ggRBCAOcC71tf/xpwqSN7GwiMTgjhT5eNZWNuBf/8OrvTY1rbLVQ3Op46mV/RwOCIDoVQIYmOu5va29SMgQGU9WIE980fiVkI7lnqvDx8W1JEdMfANfQteD2A0l87Y8awKD694ywAfsg+6uLd2I+zYhKJQH6HfxdY17pajwSqpJRtJ61remDhxCQum5jIM99ks8Xaz/6xz3dz4382YbFI7vtgB9P+9BXLsxy76z9c3sCgyMDjCyEJ0FwDTQ40oKvOB0vbgPRVO0J8qD9/uWIcm/MqufL5H3nks92sNfjiU1StXJixIdaYRGCUchnZG7yWcsCLBKjq+SFRgWzzwMFEPYqEEGK1ECKrk68F3b2skzXZh/Wu9rRECJEphMgsKyvr/gcYAPxhwRjiQvz41ZubeXZNNi99n8vXe0t5YuU+PtpaiNkk+OWbW/jNu9s4aG2tYQ+t7RYKqxpPtSTAMZdTpTWgqS0Ju7lkfALP/WwSVQ0tvPHjYX7z7jbaDHQ5FlY14GUSxNosCSH6lgZbXQCtDRA5zLC9eSrjk0LZfjq6m6SU50sp0zv5+qSblxUAHTt5JQFHulk/CoQJIbxOWu9qTy9KKTOklBnR0dE9/QinPSF+3rzy8zMA+OvyfaQnhjAmIYRn1xwk0MeL1Xefwy3nDGV5VjEL/rWWkhr7At1Hqhppt8jjQWs4XvzmSPC6Ikc9Rgzt+zkGMHPHxLHugfN45meTKK1t5uu9xmW6FVQ2Ehfqh5e5wyUiJEHNhbCHMqs3OnqkYXvzVCYkh1FS00x2aR1/+nIPhVWNrt5Sr3CWu2kZcJUQwlcIMQRIAzYCm4A0ayaTDyq4vUyqBuzfAFdYX78Y6E6ENCcxIi6YD341nUWTk/jHVRN58MJRANx41hBiQ/x4YP4ovvj12bS0WXhypX0FWbbMphMtCWuw2ZG4REUuePlBkO7b5AizR0QTG+LL2xtV5pGUkjX7Sh2KVxRWNpIU7n/iYkAk1Nvp1irbqx61SDBhkOpUcOfbW3nh2xx+/8kuqhta+d+Ps8grd14SgqM4mgK7UAhRAEwDPhdCrACQUu4ClgK7geXAbVLKdmvM4XZgBbAHWGo9FuA+4G4hRDYqRvGyI3sbiCSFB/D4ovEMjQ5i+rAolt0+gzvOPW7mD4kKZPH0wby3uYClmfmU9tKiOFxxUvordLAkHBAJm6/apMt1HMHLbOLKjGTW7C+jsKqRH7KP8vNXN3HViz/2uSq/oLKRxLCTOrYGRtnfiqVsLwREQaAulhwVH4yP2cTuohqignxYvaeEhc+t5Y31h3lj/SFXb69LHM1u+khKmSSl9JVSxkopL+jw3GNSylQp5Qgp5Zcd1r+QUg63PvdYh/UcKeUUKeUwKeUiKaXre2N7OOOSwvA2n/grvv3cNBLD/Pmf93cw64k1vbrbzCuvx8fLRGxwh/Gi3n7qw++ou0m7mgzhygzlxV26KZ/PdxTh723mYGk9i1/ZiMXOfk8tbRZKaps6sSQi1ByRNjs+mmX7tBVhxdfLzKiEEHzMJt69ZRqDIgLIKasnNsSX7w+4b9aTvoUbYIT6e/P1PbN4YtF4Glra2XSo5zvDvIoGBkUEYDKdlF8QktB3S+JY1osOWhtBckQAM9OieXdTPst3FXPBmFgeW5jO7qIavrIzVlFU3YiUkNiZuwmgoZdtQaS0isQIu97/dOaB+SP5x9UTSY0O4pWfZ/D6jVNYPD2FvcW1/VIU2xe0SAxAfLxMXDQ2Hm+zYP3B7j/w7RbJlrwqRsYFn/qkI7USdSUq60VnNhnG1VMGUVzTRFVDKxeOjeeS8Qkkhvnzwrf2VWcXVqqA6qmWRJR67G1corYYmqu1JdGBqUMjmZeuYnDDYoKZOTyas4ep5Ju12UeprG9xuxnZWiQGKP4+ZiYmh/NjD83iNh+upKy2mQvGdBJcDo5TF4K+MID7+TiL80bFEB3sS5CvFzOHR+NlNvGLs4eQebiSzF5YjDYKbCJxckzCXkviWNBaWxLdMSYhhPAAb/6++gAZj63m7qXb7XYROhMtEgOYqamRZBVWU1nfwtG6zv3MX+wswsfLxOyRnfTdCY6DhqN9m3U9QDuDOhNvs4n/WziWRy4dg5+3GYArz0gmPMCb5+2wJgqqGjEJiAv1O/GJQKsl0WuR0OmvvcFkEpyVFs3h8gZGx4fw0dZCHv5st9tYFFokBjDTUyOxSLjwH98z489fn1I/YbFIVuwq5pzh0QT5ep16AlvDtro+5Ofbhg3pvk2GMmd0LAsnJh37d4CPF9dPS2H1nlL2l9T26hwFlQ3Ehvjh43XS5cFeS6L8APiGDsjGfvby0EWjeOvmM1l2+wxuPmsI/1l3iKe/OuDqbQFaJAY0EweFEehjprqxleY2C+sOnuhr3lZQRVF1E/PTu6hjsNU32FtgBapFuF8o+AT0fKzGIRZPT8HP28QL3+b06vhOayTAOpFQ9F4kKnJUzGkANvazl9gQP6YPi0IIwYMXjWLR5CT+vvrAsdoXV6JFYgDj62Xmk9tnsOa3swgL8GZd9okf/uVZxXibBeeNiu38BMG2CXV9sSR0i/D+IiLQhyszkvl0+xGqG7p3DUopyT1aT1J4J+JtMiuh6G3guiJXJyb0ASEEf7psLDOHR/P7ZbvYU+RAfzQD0CIxwBkWE0xMsB/Thkay7uD/b+/+g6Mu8wOOvz8JECGQRAjhRxIwhPgDQfmReqDinIgn0Cvo1XO8enN09I6xc7Z1btoTx5v2ptO5nnV6nbG9am211Y532J5lpKeeP6inbU/AID9jBAIoREISfkfBYMKnfzzPwhr3m81md7/f3eTzmtn5bp79Lvnw7GY/+zzf58fR8/2gqspLO1q5bnr5heXBe4u1JAZy8bqzFUpsX+uw3D6virM953gpyUKPTa2dtHd2sWBawOS3UeP615KIrfBrAxMGZFhhAT+542pKRw7nD3++JaPrcqXKkoQB3PWJj06c4eAxN7Kl8dApWo6fYdnMPj7Ii/26WQPZ6/pU64VZ2ybrZlWWMm18MWu39D358fWmNkRIPFAB/KzrfiSJ2Aq/NllywMpHF/GD376C5vaP2ZTC6LRMsyRhAFhQ60auvOG3Q/2v7YcoLBBunhHQ1QQwzO9NnWpL4lyPSyyWJEIjItw2u5JN+4/1ubDc+qY2ZleXXdhHorf+tiTOL95oLYl0fGXGREYOL+SlHRnY4GuALEkYAGrHF1NTXsyfr2tkzl+8yj++uY/rp5dzcXGSXWRHT0z9msTH7aA91t0UslvnuOXdH/t14g2q2k59yraWkywOugYF/V/k77jNg8mEkSMKWXR5Bb/a2UZPRHMnEoxrNEORiPDcqvn8cnsrjYdOMauyhBWz+7Hv0+iK1Ec3xYa/2oXrUFWPHcU919fw5P/uZ+yoEbzzwXG+vbCGm66YQFd3D3/1UhNA8iRx+qhbcqOvUUuxFX6ttZi2pbMm8uKOVjbtP8aC2vAXSrQkYc6rKLmIu69P8ZvfmIlwJMXx3Kd809laEqH7/pLL2LDvKI/67W4LC4RFl1fwnWc289buDu5fXMdliZZgiSkud63AT0/4IbEBbIXfjFl0eQUXDS/gpR2tkSQJewVNekZPcNcXUpkdGtvNzr5lhq5oWCH/8vu/xePfnMd3FtawYd9Rfr27g7d2d7B66eXcv/jSvv+B8xPqklxIPbbPupoyZNSIYdx4WQW/ajwcSZeTJQmTnjET4dxncOZ4/5/T2QpSeGF0lAlVRclFLJk5kWWzJtF9TnngF9spHlHIN+dPTf7kUf1YmiO2wq+NbMqYZbMm0dHZRcMHx1jf1Mauw/2bPZ8JliRMemJLLqQywulUq0suBYXZicn0y9VVZVSMKaK9s4vlsysTL73SW5nfffho4ovfgGtFfHYayusyE6hh0eUVFA0r4Ecvv8+3n2ngR/76URjS3Znu6yLSKCLnRKQ+rvwSETkjIlv97fG4x+aJyA4RaRaRR0Xc1S8RGSsir4nIHn/so8PT5IyBLM3Reci6mnJAQdwQ59+7Zkr/njSuDopKoKUh+JwDb7vjlAVpRmhiiotcl9O2gydQhU37j3G2O5wJdum2JHYCXwPeSvDYXlWd7W/3xpU/BqzC7XtdByzx5auB9apaB6z3P5tcNyY26zqFCXWxloSJ3H2LpvPI7Vcxq6q0f08oKIDJc+CjPpLEh2/DyLG2RHiGrbz2Eq6cXMJDy67gzGc9bD14IpTfm+72pU2ququ/54vIJKBEVd9Wt/7DM8Ct/uEVwNP+/tNx5SaXnd/rup/bmJ7ruTDyxURuUulIvu63Pu23qnpoa4SzpxM//uH/uVaELeyXUQtqx/HiHy3kjvpqCoQvLMiZLdm8JlEjIltE5E0RWejLKoGWuHNafBnABFVtBfBHW184H4wY5YZC9jdJHNsPPV1QMSO7cZnsqax3S260bvviY52H3US6qdeGH9cQUTpqODMrS7+wIGe2JE0SIvK6iOxMcFvRx9NagSmqOgf4HvAzESkBEn21SHlMl4isEpEGEWno6OhI9ekm00qq4GQ/k0T7e+5YcUX24jHZVeUvPybqcvrwN+441a5HZNO1teVsOXic02e7s/67kg5nUNXFqf6jqtoFdPn7m0VkL3ApruVQFXdqFRDbJLlNRCapaqvvlgpc60FVnwCeAKivr8+N7ZuGstJKONmS/DyA9iZAbLeyfDa6AkqnJL54fXAjDB8FE68OP64h5Lrp43hxxyFajp/h0gl9TH7MgKx0N4nIeBEp9Pen4S5Q7/PdSJ0iMt+PavoW8IJ/2jpgpb+/Mq7c5LqSVJLEe27RN9tsKL9VX+NaDb0nUR7eCRNmQqEt5pBN108v53++vyjrCQLSHwJ7m4i0AAuAF0XkFf/QDcB2EdkG/AK4V1VjUzT/APhnoBnYC7zsy38M3Cwie4Cb/c8mH5RWumUazn6S/Nz2JrseMRjULoJP2t0F7BhVaNsJE+z1zTYJcVBAWuleVdcCaxOUPw88H/CcBmBmgvKjwE3pxGMiUuJ7EE8d6nsCVXeXm4Q1Y3k4cZnsqb3RHfeuh4n+z7mz1X1ZmPCFP2+Tx2zGtUlfqR+glqzL6chutzicXbTOfyWTYfwVsPe/L5TFWhXWUhxULEmY9JX4JJFsGGy7X0rAPkQGh+k3uYlzsfkSsSRh3U2DiiUJk74Svy9EsmGwHbvcwn5ja7Mfk8m+2hvdnJfYsNf299wXhr6WEDd5x5KESd+wIrei66kk3U1H97iZ1sOS7HZn8sOUBS7pH/BJoq3RWomDkCUJkxkllclbEkf2QHmS/QpM/hhRDJOuggMboecz11K0rqZBx5KEyYzSqr6vSZzrgaN7oXx6eDGZ7JuywM283v+m21dk8tyoIzIZZknCZEZplRvdFLRD3YkDrv/aWhKDS/WXoPtTeOUHbgnxS2+JOiKTYZYkTGaUVsPZj4N3qIttUmNJYnCZMt8dO5rgyttg+Mho4zEZZ0nCZEaZ37TmxIHEjx/Z7Y7jbLeyQWXMxAvLvs++K9JQTHZYkjCZkTRJ7HEb0RSPCy8mE466W2DiLLeekxl0bBUukxmxJHHyYOLHj+yxPY8HqyU/djPpbZOhQclaEiYzRl4MI0YnbkmowpFd1tU0WBUUQOHwqKMwWWJJwmSGiGtNnEjQkjjZAp90wOTZ4cdljEmLJQmTOWVTErckDm50R+uzNibvWJIwmVNaHZAkNsHwYqi4MvyYjDFpsSRhMqdsCnSdhDMnPl9+cCNUzbPdyozJQ+nuTPeIiLwvIttFZK2IlMU99qCINIvILhG5Ja58iS9rFpHVceU1IrJRRPaIyHMiYqvA5ZtEI5zOfgKHd7iZucaYvJNuS+I1YKaqXgXsBh4EEJEZwJ3AlcAS4B9EpNDve/1TYCkwA/iGPxfgYeBvVbUOOA7ck2ZsJmxl1e4Yf/H6o3fd8EhLEsbkpbSShKq+qqrd/scNgN/HkhXAGlXtUtX9uP2sr/G3ZlXdp6pngTXACnEbti7C7YcN8DRwazqxmQiUTXXH4/svlB142x0r54UfjzEmbZm8JnE38LK/XwnEj4Vs8WVB5eOAE3EJJ1Zu8klxOYyZBK3bLpQ1r4fJc2DU2OjiMsYMWNIkISKvi8jOBLcVcec8BHQDz8aKEvxTOoDyoJhWiUiDiDR0dHQk+y+YMFXOg482u/tnjkPLJpi+ONqYjDEDlnS4iar2+RcuIiuBrwI3qZ5fJ7oFqI47rQo45O8nKj8ClInIMN+aiD8/UUxPAE8A1NfXByYTE4HKufD+L12C2Pcm6DlLEsbksXRHNy0BHgCWq+rpuIfWAXeKSJGI1AB1wCbgHaDOj2Qagbu4vc4nlzeA2/3zVwIvpBObiUhs05lDW6D5dSgqhcr6aGMyxgxYugPX/x4oAl5z157ZoKr3qmqjiPw78B6uG+q7qtoDICL3Aa8AhcBTqtro/60HgDUi8pfAFuDJNGMzUZg8xx0//I1LErVftvkRxuQx0aCdxPJEfX29NjQ0RB2Gifd39W6E07luuOt5qLPuJmNyjYhsVtWkzXybcW0yr3KeSxA3/KklCGPynPUDmMz70io3+/rLq5Ofa4zJaZYkTOZVzrPJc8YMEtbdZIwxJpAlCWOMMYEsSRhjjAlkScIYY0wgSxLGGGMCWZIwxhgTyJKEMcaYQJYkjDHGBMr7tZtEpAP4cIBPL8ctU55rcjUuyN3YLK7UWFypy9XYBhrXVFUdn+ykvE8S6RCRhv4scBW2XI0Lcjc2iys1FlfqcjW2bMdl3U3GGGMCWZIwxhgTaKgniSeiDiBArsYFuRubxZUaiyt1uRpbVuMa0tckjDHG9G2otySMMcb0YcgmCRFZIiK7RKRZRCLbHUdEqkXkDRFpEpFGEfljX/5DEflIRLb627IIYvtARHb439/gy8aKyGsisscfLw45psvi6mSriJwSkfujqi8ReUpE2kVkZ1xZwjoS51H/ntsuInNDjusREXnf/+61IlLmyy8RkTNxdfd4yHEFvnYi8qCvr10ickvIcT0XF9MHIrLVl4dZX0GfD+G9x1R1yN2AQmAvMA0YAWwDZkQUyyRgrr8/BtgNzAB+CPxJxPX0AVDeq+yvgdX+/mrg4Yhfx8PA1KjqC7gBmAvsTFZHwDLgZUCA+cDGkOP6CjDM3384Lq5L4s+LoL4Svnb+72AbUATU+L/ZwrDi6vX43wB/FkF9BX0+hPYeG6otiWuAZlXdp6pngTXAiigCUdVWVX3X3+8EmoDKKGLppxXA0/7+08CtEcZyE7BXVQc6mTJtqvoWcKxXcVAdrQCeUWcDUCYik8KKS1VfVdVu/+MGoCobvzvVuPqwAlijql2quh9oxv3thhqXiAhwB/DzbPzuvvTx+RDae2yoJolK4GDczy3kwAeziFwCzAE2+qL7fJPxqbC7dTwFXhWRzSKyypdNUNVWcG9goCKCuGLu5PN/uFHXV0xQHeXS++5u3DfOmBoR2SIib4rIwgjiSfTa5Up9LQTaVHVPXFno9dXr8yG099hQTRKSoCzSYV4iMhp4HrhfVU8BjwG1wGygFdfcDdt1qjoXWAp8V0RuiCCGhERkBLAc+A9flAv1lUxOvO9E5CGgG3jWF7UCU1R1DvA94GciUhJiSEGvXU7UF/ANPv9lJPT6SvD5EHhqgrK06myoJokWoDru5yrgUESxICLDcW+AZ1X1PwFUtU1Ve1T1HPBPZKmZ3RdVPeSP7cBaH0NbrPnqj+1hx+UtBd5V1TYfY+T1FSeojiJ/34nISuCrwF3qO7F9d85Rf38zru//0rBi6uO1y4X6GgZ8DXguVhZ2fSX6fCDE99hQTRLvAHUiUuO/kd4JrIsiEN/f+STQpKo/iSuP70e8DdjZ+7lZjqtYRMbE7uMueu7E1dNKf9pK4IUw44rzuW93UddXL0F1tA74lh+BMh84GesyCIOILAEeAJar6um48vEiUujvTwPqgH0hxhX02q0D7hSRIhGp8XFtCisubzHwvqq2xArCrK+gzwfCfI+FcYU+F2+4UQC7cd8CHoowjutxzcHtwFZ/Wwb8G7DDl68DJoUc1zTcyJJtQGOsjoBxwHpgjz+OjaDORgFHgdK4skjqC5eoWoHPcN/i7gmqI1xXwE/9e24HUB9yXM24/urY++xxf+7v+td4G/Au8DshxxX42gEP+fraBSwNMy5f/q/Avb3ODbO+gj4fQnuP2YxrY4wxgYZqd5Mxxph+sCRhjDEmkCUJY4wxgSxJGGOMCWRJwhhjTCBLEsYYYwJZkjDGGBPIkoQxxphA/w9mHar+f1lGtAAAAABJRU5ErkJggg==\n", + "image/png": 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\n", "text/plain": [ - "<matplotlib.figure.Figure at 0x7f0fd7aeadd8>" + "<matplotlib.figure.Figure at 0x7fdc10584898>" ] }, "metadata": { @@ -376,24 +261,24 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[<matplotlib.lines.Line2D at 0x7f0fd79d1ba8>]" + "[<matplotlib.lines.Line2D at 0x7fdc104dcd30>]" ] }, - "execution_count": 28, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "<matplotlib.figure.Figure at 0x7f0fd7a8d9b0>" + "<matplotlib.figure.Figure at 0x7fdc10513cc0>" ] }, "metadata": { @@ -420,14 +305,14 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "<matplotlib.figure.Figure at 0x7f0fd74676d8>" + "<matplotlib.figure.Figure at 0x7fdc104924e0>" ] }, "metadata": { @@ -435,18 +320,11 @@ }, "output_type": "display_data" }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Example of a wrongly detected beat:\n" - ] - }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "<matplotlib.figure.Figure at 0x7f0fd73a9c50>" + "<matplotlib.figure.Figure at 0x7fdc1047ce80>" ] }, "metadata": { @@ -457,12 +335,11 @@ ], "source": [ "# Final algorithm to detect individual pulses\n", - "# Not super robust on our data, detecting some spurious pulses (see below)\n", "# We pass -lpbFilterIR as we inverted the whole signal when it was loaded.\n", "\n", "def spo2_detectPulse(lpbFilterIR):\n", " PULSE_MAX_THRESHOLD = 2000\n", - " PULSE_MIN_THRESHOLD = 100\n", + " PULSE_MIN_THRESHOLD = 200\n", " \n", " PULSE_IDLE = 0\n", " PULSE_TRACE_UP = 1\n", @@ -497,11 +374,8 @@ "plt.plot(pulses[6000//decimation:6400//decimation])\n", "plt.show()\n", "\n", - "print(\"Example of a wrongly detected beat:\")\n", - "plt.plot(data_ir[4800//decimation:5200//decimation])\n", - "pulses = spo2_detectPulse(-lpbFilterIR)\n", - "plt.plot(pulses[4800//decimation:5200//decimation])\n", - "plt.show()\n" + "plt.plot(pulses)\n", + "plt.show()" ] }, { @@ -521,24 +395,24 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[<matplotlib.lines.Line2D at 0x7f0fd7e23048>]" + "[<matplotlib.lines.Line2D at 0x7fdc0e1e2b70>]" ] }, - "execution_count": 16, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "<matplotlib.figure.Figure at 0x7f0fda17f6a0>" + "<matplotlib.figure.Figure at 0x7fdc10535cf8>" ] }, "metadata": { @@ -575,24 +449,24 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[<matplotlib.lines.Line2D at 0x7f0fd7d852e8>]" + "[<matplotlib.lines.Line2D at 0x7fdc0e1474e0>]" ] }, - "execution_count": 17, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "<matplotlib.figure.Figure at 0x7f0fd7e5e208>" + "<matplotlib.figure.Figure at 0x7fdc1052f048>" ] }, "metadata": { @@ -612,24 +486,24 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[<matplotlib.lines.Line2D at 0x7f0fd7d672e8>]" + "[<matplotlib.lines.Line2D at 0x7fdc0e1310f0>]" ] }, - "execution_count": 18, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "<matplotlib.figure.Figure at 0x7f0fd7da15f8>" + "<matplotlib.figure.Figure at 0x7fdc0e161198>" ] }, "metadata": { @@ -660,24 +534,24 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[<matplotlib.lines.Line2D at 0x7f0fd7cc9518>]" + "[<matplotlib.lines.Line2D at 0x7fdc0e08b9e8>]" ] }, - "execution_count": 19, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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3L/DGH6GqAo7+BRx9FWyxdb3eXr3XFYDjpwBQl8qKcHPQqNtg1VI4fAAcNxC2apeXzTmu+wAa68u3orTOT0Ja5yl3wE775fyx7qgG0Bju8NmL8PI1sPBL2OsMOPlW2L57gz6mKuoDUCdw/BQANmfaG+GEMm8CdD82nFA67JP3zaoG0ECLy0J/zPhnQlrneX+Hfc5qVBbW5qgG0ADln4Wm0qkjoWQvuORfsNvxjfqodTUAXRTFTQGgNotmhNE6JzwLbbvC+Y+Gm1JiPqHUpjrlUF/2eljzTRhY7827AIdjB8KRP4EtWse6meoagLJQ6mHlYnjtTnjvb9By63DRdNh/QvOWjf7I6iwgr9L+j5sCQE2rV8BbUVonFtqOj7iyzjzxuOlO4Dq4h3suXrk2BOt9+oamhbZd87dJVAPYrKoq+Oi/4dWbYMXXoX+s9/W1pnU2+KOrs4B0URS7RgcAM+sCPALsBFQBg939HjPbHngS6AZ8CZzv7gvNzIB7gNOAFcBl7v5BbsWPSfXwvy9fB0vKQmbCSTdDm86FLwq6E3iz5k0MzXLTXocd94F+/wvdj8nrJpUFVIeZ74W0ztkfQpdvwcVPw84Hxfbx1XcCoyyg2OVSA6gAfu7uH5jZtsA4MxsOXAaMcPc7zGwgMBC4GjgV6BH9fAu4L/qdrA2H//3OYOh2ZKJF0tVmLb5ZGN0x+gBsuS2c9gc49PJGpXU2ho5JLZbMgVdvhI+fgG07wncehP3Pjb2pdO1QENr/sWv0f4+7zwHmRI+XmtlEoBPQFzguWm0o8BohAPQFHvHQlf+umbU1s47R5xTeesP/tl1v+N+kua4216mqhA8eCXeMrlwUTvrHXwtbty9oMXRMaqhYBe/+FV7/PVStgaN/DkddFYZyyAPVAPInlssnM+sGHAyMATpUn9TdfY6Z7Rit1gmYWeNtZdGy9QKAmQ0ABgB07ZqHNt16Dv+bFHfX1Wa16e+EpoWvPoZdjgx3jO60f8GLUZ19mPkA4A6fvxRG61zwBex5OvS5FbbfNb+bXRsAMr7/8yDnAGBm2wBPAz919yW26epfbS9sdETdfTAwGKC0tDTeIz7tzSitc/xmh/9NWuYzTqKJQPh0GGzXOUyis+93CpKFtSmZvzt7/uSQ1jnlVdhhD7j4Gdi9d0E2rQCQPzkFADNrSTj5P+buz0SL51Y37ZhZR2BetLwMqDn6Vmdgdi7br7dFM0Ke+IR/1Xv436Q41ePOZNAGE4Fw7NVw5E9jT+tsjMzOB7ByCbx+J4y5H1q2hj63w+Hfzymts6HWzZCXwf2fZ7lkARkwBJjo7nfVeOk5oB9wR/T72RrLf2RmTxA6fxfnvf1/zTchpXP0IMDqPfxv0jJ3J/BGE4GcGdI62+2SdMnWylwNoKoK/v2PkNa5vBwOvhh63wDblBS8KG7RaKBZ6gNYMC1cBO2we143k0sN4EjgEuATM/soWvZrwon/KTPrD8wAzotee4GQAjqFkAZ6eQ7b3ry1w/9eB4tnNmr436S4Z+w+gI0mAnkOdj026VKtJ7Q8ZKgGUDYWXvglzP4AOh8OFz0FOx+cWHHW7vUsNAGtWgaj74K3/xzSmy8eltfN5ZIFNJpNt1Rs1DgYZf9c0djtNcgXo+Cf/aLhf+9r1PC/ycpADaAeE4GkSSZqAEu/Cmmd/34cttkJzh4MB5yfeFNp9VhARR0A3OGTYaHva+lsOOC7cOJNed9sOv/bcrXr8XDe0DD4VEpPKJtTVczX/7VOBPKbgqd1NlRR35xXsQrevQ/e+D1UroajfhZSO7fcNumSRYr8TuA5/w7JKTPegY4HhbGsuhbmFqmmd3asDzPY96ykS9Eo1aOBFuXJpsETgaRDuBO4SI/J5y/DS9fAgqmwx6nQ5zZov1vSpVpP0c4HsHw+jLwFxg2F1u3hzD/BQRdDs2Z1vzcmxRkAmriiuw+gkROBpEnRjdA6f0oYpnnyK9C+B1z0NPQ4MelS1aro5gOoXAPvD4HXfhumle35Qzj2V7BV24IXRQEgbYpp7Pk1K+GdP0dpnRVwzC9D80I9JwJJi7WTwhfDMVm5JDT1vHsftGgFJ98W5rhosUXSJdskL6b5AKaOCvdTlE+C3U4Io6WW7JlYcRQAUqjJ1wBqmwikz23QrlvSJWs0xzBrwsekqiqM2fPqjbBsbo20zh3rfGvS1tYAmnIT0MIv4eVrYdLz4f/ggn/AnqclXgtWAEiZcCNYs6Z7solxIpC0cMDdaGZN9ARUNg5e/CXMGgedD4MLH4dOhyZdqnpblwXUBPf/6uXhPqS37g3jjJ3wG+j1I2jZKumSAQoAqdQka7p5mAgkTaowmje1WtnSuTDiJvjoMdimA5x1f0gvLGAnYxy8Kfa+uMOnT4e0ziWzYP/zQlpnm05Jl2w9CgAps669uYlc7Ww4Ecih/aK0ztwnAkmLJjdAX8XqMHTD67+DipVhOI1jfpGitM6GWTcWUGWyBamvOR9HaZ1vhyy3cx+Crj2TLlWtFABSqMncCTxjTJTW+RF06Rn7RCBp0mQ65icPD01wX0+BHn3glNtTl9bZUGvvi0l71Xj51zDqVhj3d9iqHXz7Hjj4klQMMb8pCgAplPoawJI58OoN8PGTIa0zTxOBpE2qawBfTw35/JNfhva7w/f+CXucnHSpYhKarFIbgCsrYOyQMMT8qmVw+P+D464OQSDlFABSZt2NYClUsQre+Qu88YeCTASSFk6KawCrlobj8c5fQlrnSbfAt/4r1WmdDbX2UiiNNYAvXg81rnkTYNfjQt/XjnsnXap6UwBIodTdCVw9EchL18DCaQWbCCRNwhDdKTomVVWhBvbqjbDsKzjoopDWuW2HpEsWO0/jUBALp4fBJic+B227wncfg71Ob3K1YAWAlAmdwCk62ZR/HvL5p7wKO+xZ0IlA0sLTdnPerHGhk7Hs/ZDOecFj0Lk06VLlzdpO4KoUBIDVK+Ctu8Mw89YMTrgOel2ZmrTOhlIASKFUnGxWLg5ZJAlOBJImqcgCWjYvpHV++BhsXRJGuj3ggiaX1tlQa+8DSJI7jP+fMLHUkjLY71w46ebUpXU2lAJAylTPCJbYyaaqKuSNj7gpDFZ1yCVwwvWJTASSHp7spPAVq8Ow2a/fGSY5OuLKMKxGq+2SKU+BrdvrCaWBfvUJvDgQpo8Oc1Kf8wDsckQyZYmZAkAKJVYDmPl+SOtcOxHIPxOdCCRNEgvKU14NfS/zP4ceJ4eaWJ5niUobT2o+gBULYOStMO5haNUWzhgEh/RLdVpnQykApFRBA0DNiUC27QjfeSDcudjEOrTyKTRDFPCYfD01jB3z+Yuw/W7wvadgjz6F236qVHcCF2j/V1aEk/7IW0OW1WHfh+OvaRJpnQ2lAJAy4a7TAmUBbTQRyFXRRCDFndbZUNUd8wWpAaxaBm9GaZ3NtwjDB/T8AbTYMv/bTqnKQt4INu3N0ME+b3yYkvGUO6HDPvnfbkIUAFKoIHcCf/5yyF9e8EUYlfDkW5v8HaP5lPcJYdzh46fCDXZL58CBF8KJN8K2O+Vvm03EujmB85gFtGhGSOuc8Cy06QrnPwp7f7voa8EKAClTcywgd8fi/gLOnxzalKcMDxOBXPw07J7OiUDSInTM53E+gNkfhqvOmWNCn8v5j0KXw/KzrSYor30Aq1eElM637gYMjr82dLK33Cr+baWQAkAK5aUGsHIJvPE7ePf+8OVuAhOBpElemuWWlcPIm+GDR8PgeX3/Agd+r+jTOhuqeiwgizMAuIer/Veug8UzYd/vhLTOtl3i20YToACQQtUnG/cYaqBVVaFz99UbYXk5HHxRk5kIJC2qa2WxBYDKNfDeA/DaHbBmOfS6IkwJ2KpNPJ9fdKI5geO6E3ju+FDj+vJN6LAfnH0/dDsqns9uYhQAUimm5oYNJwL53hNNaiKQNImtD2DqyJBTPv+z0PTW53Yo2SP3zy1isdUAViyAUb8NA7e1agOn/xEOuQyaZ/c0mN2/PMXCFz6HL/t6E4HsBGf/DfY/X00LOci5D2DBtJDW+dn/QbvucOGTIa2zyDsZ41G9jxq5/6sq16V1rlwMpf3h+F9D6+1jK2FTpQCQMjVTDhv8dS+yiUDSwt0bXwNYtQxG3wVv/xmatQiZPT1/mOm0zoaqshymhPxydGjumfspdDs6jNa5037xFrAJUwBIoUbdCfz5K2HQtq+nwB6nQJ/fKq0zVkazhszT7A6fDAtTAi6dHcbsOfFG2K5jvgpYxKqbgBoQABbNhOG/CeP3tOkC5w2FffqqxrUBBYCU8ejKP3QCh0ebteFEIBcNgx4nFaKomeFAlTfgxDHn3/DCr2Dmu9DxIDh/KHQ5PG/lK3bVIwDVK/yu+SZMwD56UHjHcdfAET+GLVrnr4BNmAJACjlGc3MqNrfSqqXhDt53/homAjn51jATkdI686JeWUDL58OIm+GDR6B1ezjzT3DQxep7yZHXpwbgHsbmf/k6WDwD9jkLTr4ljNUvm6QAkDLVKYfhcS0nnLUTgdwAy+aGE0zv64tyIpC0CPMBbKYTuHINvP8gjLo9pHX2/GFI69yqbWELWqTqDABzJ8BLV8O0N2DHfaHf89D96AKWsOlSAEgh901kPcwaF5oWZo2FTqVwwePQWWmdhbDJGsDUUWFIjfJJsNsJoZOxZM/CF7CIVW0qC+ibhSHovv9gSHQ47Q9w6OWZTutsqILvKTM7BbgHaA486O53FLoMaRbmn41qAFXRF37ZPHj1Jvjov2GbDnDW/XDAd9W0UCDV/TLr1QAWfhnSOic9D+26hWC856nqZMyDtTOCVdcAqirhg6Ew4hZYuQhK/yMM4aC0zgYraAAws+bAX4CTgDLgfTN7zt0nFLIcabf2C1+5Ct6O0jrXfANH/gSO/kVmJgJJk7UTwqxeHjoY37o3pHX2vh56XtFkpwRsCtbNCeww/e0wZ8VXn8AuR8Gpd4RJWqRRCl0DOByY4u5fAJjZE0BfQAGghuovfMsHjoEFU6FHn5DWmbGJQNLEge1YAX8+DJbMCjfWnXQTbLdz0kXLgFDT3XvKg/Dx9bBdZzj3Ydj3bNW4clToANAJmFnjeRnwrbg3MumrJVz5jw/j/tiCWF1ZxcnRYZm18Bvu2+p63ptbCo/MAmYlW7iMWrG6kv60ZEtbw+fLWvHX1ncwfvo+8OBkYHLSxSt6C5dWQStoueIrHt3iAp70c1j1ypbwyhtJFy2vjtuzhGtPz+9cBIUOALWF6/V6dsxsADAAoGvXxqVwtWrRnB4dmu6kJp9ucQaDqrrxRcmxVFpLeiRdIOGV2eeyZKteTG57BG7NdUwKqKpkTwZOv5oWnQ9kQcudyEpiZ4ft8t+saLWmGuZrY2a9gBvdvU/0/BoAd7+9tvVLS0t97NixBSufiEgxMLNx7l5a13qFTiN5H+hhZt3NbAvgAuC5ApdBREQocBOQu1eY2Y+AlwlpoA+5+/hClkFERIKC3wfg7i8ALxR6uyIisj7dSSQiklEKACIiGaUAICKSUQoAIiIZpQAgIpJRBb0RrKHMrByYnsNH7ADMj6k4TZ32xfq0P9an/bFOMeyLXdy9pK6VUh0AcmVmY+tzN1wWaF+sT/tjfdof62RpX6gJSEQkoxQAREQyqtgDwOCkC5Ai2hfr0/5Yn/bHOpnZF0XdByAiIptW7DUAERHZhKIMAGZ2ipl9ZmZTzGxg0uUpBDPrYmajzGyimY03s59Ey7c3s+FmNjn63S5abmZ2b7SPPjazQ5L9C+JnZs3N7EMzez563t3MxkT74sloSHLMbMvo+ZTo9W5JljsfzKytmQ0zs0nRd6RXxr8bP4v+Tz41s8fNrFUWvx9FFwBqTDx/KrAPcKGZ5XdetXSoAH7u7nsDPYEror97IDDC3XsAI6LnEPZPj+hnAHBf4Yucdz8BJtZ4ficwKNoXC4H+0fL+wEJ33x0YFK1XbO4BXnL3vYADCfslk98NM+sE/Bgodff9CEPTX0AWvx/uXlQ/QC/g5RrPrwGuSbpcCeyHZ4GTgM+AjtGyjsBn0eO/ARfWWH/tesXwA3QmnNROAJ4nTEc6H2ix4feEMD9Fr+hxi2g9S/pviHFfbAdM2/BvyvB3o3pu8u2j4/080CeL349j46SdAAACIUlEQVSiqwFQ+8TznRIqSyKiKurBwBigg7vPAYh+7xitVuz76W7gV0BV9Lw9sMjdK6LnNf/etfsien1xtH6x2BUoBx6OmsQeNLOtyeh3w91nAX8AZgBzCMd7HBn8fhRjAKhz4vliZmbbAE8DP3X3JZtbtZZlRbGfzOwMYJ67j6u5uJZVvR6vFYMWwCHAfe5+MLCcdc09tSnq/RH1dfQFugM7A1sTmr02VPTfj2IMAGVAlxrPOwOzEypLQZlZS8LJ/zF3fyZaPNfMOkavdwTmRcuLeT8dCZxpZl8CTxCage4G2ppZ9Sx4Nf/etfsier0NsKCQBc6zMqDM3cdEz4cRAkIWvxsAJwLT3L3c3dcAzwBHkMHvRzEGgExOPG9mBgwBJrr7XTVeeg7oFz3uR+gbqF5+aZTx0RNYXN0c0NS5+zXu3tnduxGO/0h3vwgYBZwbrbbhvqjeR+dG6xfFFR6Au38FzDSzPaNFvYEJZPC7EZkB9DSz1tH/TfX+yN73I+lOiHz8AKcBnwNTgWuTLk+B/uajCNXSj4GPop/TCG2VI4DJ0e/to/WNkC01FfiEkBGR+N+Rh/1yHPB89HhX4D1gCvBPYMtoeavo+ZTo9V2TLnce9sNBwNjo+/EvoF2WvxvATcAk4FPgUWDLLH4/dCewiEhGFWMTkIiI1IMCgIhIRikAiIhklAKAiEhGKQCIiGSUAoCISEYpAIiIZJQCgIhIRv1//NkaAA6MftYAAAAASUVORK5CYII=\n", "text/plain": [ - "<matplotlib.figure.Figure at 0x7f0fd7d07780>" + "<matplotlib.figure.Figure at 0x7fdc0e182d68>" ] }, "metadata": { @@ -702,24 +576,24 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[<matplotlib.lines.Line2D at 0x7f0fd7c9ef28>]" + "[<matplotlib.lines.Line2D at 0x7fdc10440908>]" ] }, - "execution_count": 20, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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yokHQnLuIJGTWcHf3MnAfsBc4CDzq7gfM7EEz2xYX2wucNLPngCeB/+7uJ+er0iIicmmzfhUSwN33AHumrXug5rYDvxNf5KI0cheRZOgXqiIiAVK4i4gESOGeJM3KiEhCFO4iIgFSuCdKQ3cRSYbCXUQkQAr3JOlHTCKSEIW7iEiAFO4iIgFSuCdK0zIikgyFu4hIgBTuSdIBVRFJiMJdRCRACvdEaeQuIslQuIuIBEjhniTNuaeP+kQCpXAXEQmQwl1EJEAK90RpCkBEkqFwFxEJkMI9STp4lz7qEwmUwl1EJEAK90RplJg+6hMJk8JdRCRACncRkQAp3JOkg3fpoz6RQCncRUQCpHBPlEaJ6aM+kTAp3EVEAqRwT5Lmd9NHfSKBqivczewuMztkZv1mdv8lyn3AzNzMehtXRRERuVyzhruZZYGHgLuBrcAOM9s6Q7klwG8ATzW6kiIicnnqGbnfDPS7+2F3LwKPANtnKPf7wGeA8QbWLzCaAkgf9UkqaHqs4eoJ97XA0ZrlgXjdFDO7EVjv7o83sG4iIjJH9YS7zbBuajdrZhngc8DHZ30gs51m1mdmfYODg/XXMhQanaSP+iQd1A8NV0+4DwDra5bXAcdqlpcA1wP/bGYvAbcAu2c6qOruu9y91917e3p65l5rERG5pHrCfR+w2cw2mVkBuBfYPXmnuw+7+0p33+juG4HvA9vcvW9earygaXSSPuqTdFA/NNqs4e7uZeA+YC9wEHjU3Q+Y2YNmtm2+KygiIpcvV08hd98D7Jm27oGLlL39yqsVKM0rpo/6JB3UDw2nX6iKiARI4S4iEiCFe6L00TN91CfpoH5oNIW7iEiAFO5J0uAkfXQgLx3UDw2ncBcRCZDCPVEanaSP+iQd1A+NpnAXEQmQwl1EJEAK9yTpoFH6qE/SQf3QcAp3EZEAKdwTpdFJ+qhP0kH90GgKdxGRACnck6R5xfRRn6SD+qHhFO4iIgFSuCdKo5P0UZ+kg/qh0RTuIiIBUriLiARI4Z4kHTRKH/VJOqgfGk7hLiISIIV7ojQ6EZmZ3huNpnAXEQmQwj1JmldMH/VJOqgfGk7hLiISIIV7U1izKyBvoD6RsCjcE+XTrqX51CfpoPZvNIW7iEiAFO5J0kGj9FGfpIP6oeEU7iIiAVK4J0qjk/RRn6SD+qHRFO4iIgGqK9zN7C4zO2Rm/WZ2/wz3/46ZPWdmz5jZE2Z2TeOrGgDNK6aP+iQd1A8NN2u4m1kWeAi4G9gK7DCzrdOKPQ30uvs7gMeAzzS6oiIiUr96Ru43A/3uftjdi8AjwPbaAu7+pLuPxovfB9Y1tpoiInI56gn3tcDRmuWBeN3FfAT41kx3mNlOM+szs77BwcH6axkMffRMH/WJhKmecJ/pd9kzviPM7ENAL/DZme53913u3uvuvT09PfXXUkRELkuujjIDwPqa5XXAsemFzOxO4JPAbe4+0ZjqBUYHjdJHfZIO6oeGq2fkvg/YbGabzKwA3Avsri1gZjcCnwe2ufvxxldTREQux6zh7u5l4D5gL3AQeNTdD5jZg2a2LS72WaAT+JqZ/dDMdl/k4RY5jU7SR32SDuqHRqtnWgZ33wPsmbbugZrbdza4XiIicgX0C9Wm0P8OTx/1iYRF4Z4k1/8OTx31STrogGrDKdxFRAKkcJdFTiPGdFA/NJrCXUQkQAr3JGleMX3UJ+mgfmg4hbuISIAU7onS6CR91CfpoH5oNIW7iEiAFO5NoR/MpI/6RMKicE+SfjCTPuqTdNAB1YZTuIuIBEjhniiNTtJHfZIO6odGU7iLiARI4Z4kzSumj/qkeWrbXv3QcAp3EZEAKdybQl+7Sx/1iYRF4Z4ofe0ufdQnTXPBVIzav9EU7iIiAVK4J0kHjdJHXdJEOqA6nxTuIiIBUrgnSqOT9FGfNI3m3OeVwl1EJEAK96bQ1+7SR30iYVG4J0kHjdJHfdJEOqA6nxTuIiIBUrgnSj+YSR/1SdPogOq8UriLiARI4Z4kzSumj/qkiTTnPp8U7iIiAaor3M3sLjM7ZGb9Znb/DPe3mNlX4/ufMrONja5oGDQ6SZ+4TzRyTJ7m3OfVrOFuZlngIeBuYCuww8y2Tiv2EWDI3d8MfA74dKMrKiIi9atn5H4z0O/uh929CDwCbJ9WZjvwpfj2Y8B7zUy/CrkoNY2IzK9cHWXWAkdrlgeAd12sjLuXzWwYWAGcaEQlL/BvX4bv/UnDHzYRY6ej6+Ej8ND0JpSmGBmMrvufUJ8kzavnb//fX4RsoXl1SdptvwvX/+K8PkU94T7TMHP6BFk9ZTCzncBOgA0bNtTx1DNo74aet87tb9NgYD+svRFMx7JToeetcHQfrP+Pza7J4tS+EkojsHxjs2uSrNZl8/4U9YT7ALC+ZnkdcOwiZQbMLAd0AaemP5C77wJ2AfT29s7tCMqWn40uIiJyUfUMH/cBm81sk5kVgHuB3dPK7AY+HN/+APBP7vr6gYhIs8w6co/n0O8D9gJZ4C/c/YCZPQj0uftu4AvAl82sn2jEfu98VlpERC6tnmkZ3H0PsGfaugdqbo8Dv9TYqomIyFzpqJ6ISIAU7iIiAVK4i4gESOEuIhIghbuISICsWV9HN7NB4OU5/vlK5uNfGyxcao8LqT3OU1tcKIT2uMbde2Yr1LRwvxJm1ufuvc2uR1qoPS6k9jhPbXGhxdQempYREQmQwl1EJEALNdx3NbsCKaP2uJDa4zy1xYUWTXssyDl3ERG5tIU6chcRkUtYcOE+28m6Q2Nm683sSTM7aGYHzOw34/XdZvb/zOz5+Hp5vN7M7I/j9nnGzG5q7iuYH2aWNbOnzezxeHlTfHL25+OTtRfi9cGfvN3MlpnZY2b2k3g7efdi3T7M7Lfj98mzZvYVM2tdrNvGggr3Ok/WHZoy8HF3vw64Bfj1+DXfDzzh7puBJ+JliNpmc3zZCTycfJUT8ZvAwZrlTwOfi9tjiOik7bA4Tt7+R8Dfu/sW4J1E7bLotg8zWwv8BtDr7tcT/Yvye1ms24a7L5gL8G5gb83yJ4BPNLteCbfBN4H3AYeANfG6NcCh+PbngR015afKhXIhOhvYE8AdwONEp3k8AeSmbydE5yF4d3w7F5ezZr+GBrbFUuDF6a9pMW4fnD+Xc3fc148DP7NYt40FNXJn5pN1r21SXRIXf2y8EXgKuMrdXwWIr1fFxRZDG/0h8LvA5BmWVwCn3b0cL9e+5gtO3g5Mnrw9FG8CBoG/jKep/tzMOliE24e7vwL8b+AI8CpRX+9nkW4bCy3c6zoRd4jMrBP4W+C33P3MpYrOsC6YNjKznwOOu/v+2tUzFPU67gtBDrgJeNjdbwRGOD8FM5Ng2yM+rrAd2ARcDXQQTUNNtyi2jYUW7vWcrDs4ZpYnCva/dvevx6tfN7M18f1rgOPx+tDb6FZgm5m9BDxCNDXzh8Cy+OTscOFrnmqPS528fQEbAAbc/al4+TGisF+M28edwIvuPujuJeDrwE+xSLeNhRbu9ZysOyhmZkTnqD3o7v+n5q7ak5J/mGgufnL9r8TfirgFGJ78eB4Cd/+Eu69z941E/f9P7v5B4Emik7PDG9sj2JO3u/trwFEze2u86r3AcyzO7eMIcIuZtcfvm8m2WJTbRtMn/edw0OQe4N+BF4BPNrs+Cbze/0T0UfEZ4Ifx5R6iucEngOfj6+64vBF9o+gF4MdE3xxo+uuYp7a5HXg8vv0m4AdAP/A1oCVe3xov98f3v6nZ9Z6HdrgB6Iu3kW8Ayxfr9gH8T+AnwLPAl4GWxbpt6BeqIiIBWmjTMiIiUgeFu4hIgBTuIiIBUriLiARI4S4iEiCFu4hIgBTuIiIBUriLiATo/wM+ViN3fqD0LAAAAABJRU5ErkJggg==\n", "text/plain": [ - "<matplotlib.figure.Figure at 0x7f0fd7cda6d8>" + "<matplotlib.figure.Figure at 0x7fdc0e11c400>" ] }, "metadata": { @@ -747,7 +621,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -756,24 +630,24 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[<matplotlib.lines.Line2D at 0x7f0fd7c084a8>]" + "[<matplotlib.lines.Line2D at 0x7fdc1040ccf8>]" ] }, - "execution_count": 22, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "<matplotlib.figure.Figure at 0x7f0fd7c46470>" + "<matplotlib.figure.Figure at 0x7fdc0e21f940>" ] }, "metadata": { @@ -791,24 +665,24 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[<matplotlib.lines.Line2D at 0x7f0fd7bd72b0>]" + "[<matplotlib.lines.Line2D at 0x7fdc0e0503c8>]" ] }, - "execution_count": 23, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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2WRn0KSYyjJlpCazZdbC7Te1Uc0srz2YVcPebOyipaSQyLKT9q2tCdDh/unxWr9e1/fWDcyfz7y1F3P5qDs8sO9XvD8qDhxr58kNr2VF89LexiLAQZqclMH1kPMXVDewsOcTuslqaWlr58XlT+NZp44/7QPqUEXG0KuwsOcSMUfG8n1vGNY+v54RR8Ty9bJ5f3zxWbC7k5U2F3HL2pIA/JNt8Y+E4vrFwXJf7uSLCeOLaufzixWxufzWH5z8q4PZLTuj2mfC9yd+Pu+e9NX43sFxVK0TkOuAeEQkDGvDW50UkE/iWqn5TVctF5H+ADd7H+U3bQK8ZeBrcLby5rZiLZo3s1Z5JRnIsza3KzpJD7bMzjqWxuYUXP97POdNSGRrgqqDzxidx/7u7qGlw91rNe13eQX764ifkldZy0phE7vvqHJ8lnf4yJCqcm5dM5NaXt/JmTolfFyypqG3iqw+vY8/BOu65YhbjhnkGZMNDQ8gtrmH97nLW55fzj7V7GJkQRUZyLKdPTmbBhGGdrqnT19ou/bmtqJpWVa7/exbDYiP5aG8lv38th199bvoxjz9Q1cAvXvyEWWkJfPv0jOPRZEbER/PwVZm8sa2YX6/YymX3r2HBhCQWTkhm4YRhTBsZ1y+Dv/6Wehb52PY+cJKP7VnANzvcfhR4tAdtNMfJ2ryD1Da1cP6Mns/m6Wh+xjBiIkK5fWUOf7t2bpflgTe2FlNZ5+byk9O68buSuPc/O9mQX94rsz8+3HWQqx9bz4j4KB76eiZLpqb065TRzlwxN53H1uTz+9dyOH1y8jE/uKvq3Vz56Dryymp55KrMo8pi44bFcI534HwgGZMUQ1R4CK9nH+CO17YzNDaC5781n7++s4vHPsjnpDGJnZYom1ta+f6/NuFuUf78pVkBXUa0p0SEc6ensnDCMB54dxdvbCvmzlXbuRNIdIVz7vRULpo1klPGJR23D4GBUXAyA8JO7wBsxxk0vSE1PoqfXzCN93eW8eS6PV3u/2zWPkYlRLOwG7OK5oxJJCI0hA97odyTlV/ON57YwJgkF8/fMJ+zpw0fkKEPEB4awk/Pn0peaS1Pr9/b6X57Dtby9UfXs+PAIR648qQBN+h4LKEhwuTUON7aXkKICH+/9hRS4qL42dKpzE5P4MfPbWl/Dx/p9ldz+GDnQW67aDrjhsUc55Z7xESGccs5k1l182LW//ws7v7SLBZPSmbF5kK+8tA65v3+LX7zyjbcR5w53Bcs+E27XaW1JLjCAy6v+OPLc9NYPCmZ3726nfwy36t1qipvbD3A+zvL+MJJo7vV+4kKD2V2egIf5vUs+D/eW8HVj20gNS6Kf3zzlAF7Ik5HS6amMHfcUO5+M5eaBvdh920pqGT5kx9xxl3vkFNUzX1fncMZk1P6qaXdNzstgSGRYTxx7cmM9QZ4RFgI931lDpHhoXz7yY2UeAfe2zy5bg+PfZDPtQvGdetbZF9IGRLF52eP4p4rZrPxF2dz71dmMzs9gY17yo/LALCoDryZk5mZmZqVldXfzXCcKx78kKbmVl749oI+efyiqnrO+fN/mZI6hKeXzWsP9uaWVlZ+UsT97+xi+4Ea0oZG89y35nf79P573szl7rd28PGtZ7cvqrVpXyU/eX4LNy+ZxHkzjl3G2FFcw2X3r2FoTATPLJtHanz/L4ngr837Krn4vg84f0YqaUNd7K+sZ8/BWrL3VzMkKoyvnTqGa+aP7XQ2ykDX4G6htrHZ5wfxe7mlfOPxLCLCQvjuWRO4ev44NuSX8/VH17N44jAevurkAXkyVUctrdrtNorIRlXN9GtfC37TZu7tb7J4UjJ3fXFmn/2OFz4q4JZnN3Pp7FFEhoeSV3qI3JJDlNc2MSEllhtOy+jx4PL63eVc/sCHPHDlSZw7PZUGdwsX/L/32q8LcOOZE/jekkk+xxoONTZz0b3vU13fzEvL5zM60dXtdvSXW57dxAsf7SciLIRRCdGMiI/i9MnJfHlu+nE7yau/5JfV8j//3sZb20vISI6htKaREfHRPHfDvEH/3AMJflud0wBQ0+CmpKaR8cl9W/+8ZPYoVm8r5oWP95PoCmd8cixnTUlhybThnN3DJaDbzEpLICrcU+c/d3oqf3k7l12ltTx45Um8mVPMX97eSfb+Ku6+YvZhC8epKj9+bgv5ZbU8+c1TgzL0Af5w2Yn8fOlUhsZEDNgxib4ydlgMj1x9Mv/ZXsJtr2wlIiyEh6/KHPShHygLfgPAbm/dffyw7l10xV8iwl++PJvaxhbiXX3zxxgRFsLJY4fy4a6DZO+v4v/ezeOyOaM5Z3oqZ08bzgmj4rntlW0svec9bjl7Ep+fPYrQEOGxD/JZ+UkRPz5vSq+ex3C8hYWGBMWYRF86Y0oKiyYOo7G5NeCTtJzABncNAHneMkhGH/f4wRNMfRX6bU4dn8SnxTXc9PTHJLoiuPXCqYDng+fKeWN55vpTSYwJ5/v/2szSe97j4ffy+N2rOZw9bTjfOm18n7bNHB9hoSEW+p2w4DeAZ9nkEIH0pOAsbxxpvrfHvqu0lt9+fvpRV046acxQVixfyL1fmU1jcwu/XZnDqMRo7vriTMeVR4zz2MehAWBXWS1pQ10D7sIm3XXCqHiSYiI4NSOJ8zo5IS0kRLjwxJGcOz2VVz8pYnZaYrcuFmNMsLHgNwDsLq3ttxNb+kJYaAivf2+xX0EeHhrCxbP8XxPImGBnpR5Da6uyu6y2zwd2j7dhsZEDZjVEYwYS+6swHKhuoN7d0udTOY0xA4MFv2mf0WPBb4wzWPAb8so8C1u1XRjdGDO4WfAb8kpriYkIJWWIs0/6McYpLPgNeWW1jE+OtfnrxjiEBb8hr/SQ1feNcRALfodrcLewv7J+0E3lNMZ0zoLf4fIP1qIK46zHb4xjWPA7XPtUzkF01q4x5tgs+B0ur9QzldNq/MY4hwW/w+WV1jIiPgpXhC3bZIxTWPA7nGcqp/X2jXESv4JfRG4SkWwR2SoiN3u3PSMim7z/5YvIpk6OzReRT7z72YV0BxBV9UzltBk9xjhKl9/vRWQGcB0wF2gCVonISlX9Uod9/ghUHeNhzlDVsp421vSuoqoGqhuamZQ6pL+bYow5jvzp8U8F1qpqnao2A+8Cl7TdKZ7TPS8H/tk3TTR9JaeoGoBpIyz4jXESf4I/G1gsIkki4gKWAmkd7l8EFKtqbifHK/CGiGwUkWU9a67pTW3BPzk1rp9bYow5nros9ahqjojcCawGDgGbgeYOu3yZY/f2F6hqoYikAKtFZLuq/vfInbwfCssA0tPTA3gKprtyDtSQPtRFrF2Q2hhH8WtwV1UfUdU5qroYKAdyAUQkDLgUeOYYxxZ6f5YAL+IZK/C134OqmqmqmcnJyYE9C9MtOUXVTLUyjzGO4++snhTvz3Q8Qd/Ww18CbFfVgk6OixGRIW3/Bs7BUzoy/ay+qYX8slqmWJnHGMfx9zv+8yKSBLiB5apa4d1+BUeUeURkJPCwqi4FhgMvepf7DQOeUtVVvdJy0yM7imtoVZg6woLfGKfxK/hVdVEn26/2sa0QzwAwqpoHzOxB+0wfaRvYtVKPMc5jZ+46VE5RNTERoaQluvq7KcaY48yC36FyDtQwZUQcISF21S1jnMaC34FUlZyiaqbYGbvGOJIFvwMVVjVQ09BsA7vGOJQFvwPlFNrArjFOZsHvQLZUgzHOZsHvQNsP1DAmyZZqMMapLPgdyAZ2jXE2C36HqWtqZvfBWhvYNcbBLPgdZkfxIVSxNXqMcTALfof57OIrFvzGOJUFv8N8eqCGmIhQRidG93dTjDH9xILfYUpqGkiNj7KlGoxxMAt+h6mqd5PgiujvZhhj+pEFv8NU1buJjw7v72YYY/qRBb/DVNZZ8BvjdBb8DmM9fmOMBb+DtLQqNQ3NFvzGOJwFv4NU17sBLPiNcTgLfgep8gZ/gsuC3xgns+B3kCrr8RtjsOB3FAt+YwxY8DtKpZV6jDH4GfwicpOIZIvIVhG52bvtGRHZ5P0vX0Q2dXLseSLyqYjsFJGf9GbjTWDaevxx1uM3xtG6vASTiMwArgPmAk3AKhFZqapf6rDPH4EqH8eGAvcBZwMFwAYRWaGq23qp/SYANqvHGAP+9finAmtVtU5Vm4F3gUva7hQRAS4H/unj2LnATlXNU9Um4Gng4p4323RHZV0T0eGhRIaF9ndTjDH9yJ/gzwYWi0iSiLiApUBah/sXAcWqmuvj2FHAvg63C7zbTD+ws3aNMeBHqUdVc0TkTmA1cAjYDDR32OXL+O7tA/ha+1d97iiyDFgGkJ6e3lWzTDdY8BtjwM/BXVV9RFXnqOpioBzIBRCRMOBS4JlODi3g8G8Ho4HCTn7Hg6qaqaqZycnJ/rbfBMAWaDPGgP+zelK8P9PxBH1bD38JsF1VCzo5dAMwUUTGiUgEcAWwomdNNt1VVe8m3qZyGuN4XZZ6vJ4XkSTADSxX1Qrv9is4oswjIiOBh1V1qao2i8h3gNeBUOBRVd3aS203Aaq2Uo8xBj+DX1UXdbL9ah/bCvEMALfdfhV4tZvtM72o0oLfGIOduesY7pZW6ppaSLDgN8bxLPgdon2dHqvxG+N4FvwOUVlnZ+0aYzws+B3CVuY0xrSx4HcIW6fHGNPGgt8hKuubAAt+Y4wFv2NU1bWtxR/Rzy0xxvQ3C36HqKr3LK8UF+XvOXvGmMHKgt8hKuubiI0MIyzU/pcb43SWAg5hK3MaY9pY8DuErdNjjGljwe8Q1uM3xrSx4HcIW4vfGNPGgt8hqurdJNg6PcYYLPgdw0o9xpg2FvwO0OBuobG5lTgLfmMMFvyO0LZAm5V6jDFgwe8ItjKnMaYjC34HsLX4jTEdWfA7QHupJ9oWaDPGWPA7gpV6jDEdWfA7QGWdrcVvjPmMBb8DVNe7EYEhtiSzMQY/g19EbhKRbBHZKiI3d9h+o4h86t3+h06OzReRT0Rkk4hk9VbDnaakuoEGd0u3jq2qdxMXFU5IiPRyq4wxwajLLqCIzACuA+YCTcAqEVkJjAYuBk5U1UYRSTnGw5yhqmW90WCnqaht4q43PuWp9Xu5ZckkbjxrYsCPUWln7RpjOvDnu/9UYK2q1gGIyLvAJUAmcIeqNgKoakmftTJIqCqVdW7iosMJDbB3nZVfzrWPb2By6hDmZQxjfkYSu0oP8b+vf0pNQzMhIhRVN3SrXbZcgzGmI3+CPxu4XUSSgHpgKZAFTAIWicjtQAPwA1Xd4ON4Bd4QEQUeUNUHe6fpA8OWgkqeWreXnSWHyC05RFW9mzFJLpYtHs9lc0YTFR4KQGlNI2/mFOOKCOXiWaOOepz/ff1TwkJDaGxu5d63c/l/b+UCMHfcUH5z8XSW/W0j9U3dL/XYWbvGmDZdBr+q5ojIncBq4BCwGWj2HpsInAqcDDwrIuNVVY94iAWqWugtBa0Wke2q+t8jf4+ILAOWAaSnp/fkOR03+WW1XPnIelpblakj4lh6wgjShkbzevYBfv5iNve8mcvFs0ayaV8lWXsqUAURGJMUw6y0hPbH+XDXQdbtLufXn5vG1QvGUVXvZl3eQcJDQzh9cjIigisilNrG5m61s6rOzciE6N562saYIOfXNA9VfQR4BEBEfgcU4CkBveAN+vUi0goMA0qPOLbQ+7NERF7EM1ZwVPB7vwk8CJCZmXnkh8eAc6ixmev+loUIrPzuItKTXO333XBaBh/sPMj97+7kofd2MyV1CN89cyKLJyXz7Sc38rMXPmHFdxa0X//27jd3kDIkkivmej7w4qPDOWd66mG/zxURSl0PevxW6jHGtPEr+EUkxRvc6cClwDygFTgTeEdEJgERQNkRx8UAIapa4/33OcBvevMJ9IfWVuV7z2wir6yWv10797DQBxARFk4cxsKJw6hrasYV8dnL/OvPTeeGJz/i8TX5fHPR+Pbe/q8+N629LORLTGRYt3r8quop9VjwG2O8/J3H/7yIbANeAZaragXwKDBeRLKBp4GrVFVFZKSIvOo9bjjwvohsBtYDK1V1VS8/h+NGVWlpVe5+K5fV24r5xQVTWTBh2DGP6Rj6AOfNSOXMKSn8afUO9lfWc89bnt7+l+ceu7wVHd69Hn9tUwtXoU+UAAANLklEQVTNrWo9fmNMO39LPYt8bGsCvuZjeyGeAWBUNQ+Y2cM29pkGdwtvby/hlc2FvL+zjKbmVlShVRXFE/Sen0cf+8WTRnP1/LEB/04R4baLpnPOn//LNY+tZ0fxoS57++Dt8TcF3uO35RqMMUcaVKdyLn/qI5qaWzu9v2OAN7e2smF3ObVNLQyLjeTCE0cQFx1OiAiCZxBWEO9Pz4YQ77YEVzhXzE1DpHsnRKUNdXHzkon8/rXtfvX2wVPj786snqo6W4vfGHO4QRX8+yvqaewQ/Kp6VDi33RKBz80cyUUzR3LK+KSA59331LULx5FTVM15M1K77O0D3lk9gQd/hXedHrv6ljGmzaAK/peWL+jvJvgtPDSEu6+Y7ff+rogw6t0ttLaq30svqCqPvL8bV0Qok4YP6W5TjTGDjC3SFiRiIj3fCuoDWK/n9a0HeHt7CbecPYlhsZF91TRjTJCx4A8S0d7ZQf4O8B5qbObXK7YxdURctwahjTGDlwV/kIiJ8PT46/ys8//xjU8prmngd5fMaD9RzBhjwII/aLSdD+DPXP7s/VU8sSafr56Szuz0xL5umjEmyFjwBwlXW4/fj1LPL17KJik2kh+eO6Wvm2WMCUIW/EGibXC3tose/77yOjbtq+T6xePtpC1jjE8W/EGivdTTxXo97+/0LJd02qTkPm+TMSY4WfAHic9KPcfu8b+/s4zhcZFMSIk9Hs0yxgQhC/4g8dngbuc9/tZWZc3OMhZMGNbt5SSMMYOfBX+Q8KfGv62omoo6N4smHnvFUGOMs1nwB4mosK5LPW31/QUZFvzGmM5Z8AeJkBDP5RePNbj7fm4Zk4cPISUu6ji2zBgTbCz4g4grIqzTUk+Du4X1+eVdXhjGGGMs+IOIZ01+3z3+rPwKmppbWTgx6Ti3yhgTbCz4g4grIrTTHv/7O8sICxFOGWfBb4w5Ngv+IBITGdbpdM73d5YyJz2RmMhBdYkFY0wfsOAPIq4I3xdcL69tYmthNQttGqcxxg8W/EHEM6vn6OD/cNdBVLGBXWOMXyz4g0hMRJjPC7GszTtIbGQYM0fH90OrjDHBxoI/iERHhFLvo9RTXN3AqIRou+CKMcYvlhRBJCbSd4+/st5NvMuWYDbG+Mev4BeRm0QkW0S2isjNHbbfKCKferf/oZNjz/Pus1NEftJbDXciV0QoDe5WWlr1sO1VdW4SLfiNMX7qcu6fiMwArgPmAk3AKhFZCYwGLgZOVNVGEUnxcWwocB9wNlAAbBCRFaq6rRefg2O0Lc1c724htsO0zYq6JmZFJ/RXs4wxQcafHv9UYK2q1qlqM/AucAlwA3CHqjYCqGqJj2PnAjtVNU9Vm4Cn8XxYmG7wdTEWVaWy3k2C9fiNMX7yJ/izgcUikiQiLmApkAZMAhaJyDoReVdETvZx7ChgX4fbBd5tRxGRZSKSJSJZpaWlgT0Lh/C1NHODu5Wm5lYSXBH91SxjTJDpMvhVNQe4E1gNrAI2A814ykSJwKnAD4Fn5eirf/i6Goj62IaqPqiqmaqamZxslw30JTrc0+Ov7dDjr6hrArAevzHGb34N7qrqI6o6R1UXA+VALp7e+wvqsR5oBY48g6gAz7eDNqOBwp4325naevz17s96/JV1bgAS7MLqxhg/+TurJ8X7Mx24FPgn8BJwpnf7JCACKDvi0A3ARBEZJyIRwBXAit5puvO01fg79vgr69t6/FbqMcb4x98VvZ4XkSTADSxX1QoReRR4VESy8cz2uUpVVURGAg+r6lJVbRaR7wCvA6HAo6q6tS+eiBP4uuB6VVuP30o9xhg/+RX8qrrIx7Ym4Gs+thfiGQBuu/0q8GoP2mi8YtovuP5Z8FdY8BtjAmRn7gYRV2Rbj//oUk+ilXqMMX6y4A8ibaWe2sbDSz2RYSFEhYf2V7OMMUHGgj+IRIWFIsJhl1+sqGuyMo8xJiAW/EEkJERwhR9++cXKOreVeYwxAbHgDzKuIy6/WFnvJt7m8BtjAmDBH2SOvPxipZV6jDEBsuAPMq6IsMMGdyvr3CREW6nHGOM/C/4gExMR2l7qaV+ZM8Z6/MYY/1nwB5noDqWe9pU5rcdvjAmABX+QiYn4bHDXVuY0xnSHBX+QcUWGttf421bmtMsuGmMCYcEfZFwRoe3LMrct1xBvpR5jTAAs+INMTERY+7LMlbZAmzGmGyz4g4wrIozG5laaW1o7lHqsx2+M8Z8Ff5BpX5Pf3dLhIizW4zfG+M+CP8i0Lc1c39RiK3MaY7rFgj/IxHS4/GJFXZOVeYwxAbPgDzLRHS6/WFnntjKPMSZgFvxBpuPlF21lTmNMd1jwB5m2Gn9tUzOVVuoxxnSDBX+QaZ/V02ilHmNM91jwB5n2wd2mZk+px4LfGBMgC/4g09bjP3ioyVbmNMZ0i1/BLyI3iUi2iGwVkZu9234tIvtFZJP3v6WdHJsvIp9498nqzcY7kcvb4y+srAdsgTZjTODCutpBRGYA1wFzgSZglYis9N79Z1W9y4/fc4aqlnW/maZNVHgIIlBU5Ql+q/EbYwLVZfADU4G1qloHICLvApf0aatMp0SEmIgw9lc2ALYypzEmcP6UerKBxSKSJCIuYCmQ5r3vOyKyRUQeFZHETo5X4A0R2Sgiy3qhzY4XHRH6WanHLrtojAlQl8GvqjnAncBqYBWwGWgG7gcygFlAEfDHTh5igarOAc4HlovIYl87icgyEckSkazS0tKAn4iTxESEUlXvXZLZevzGmAD5Nbirqo+o6hxVXQyUA7mqWqyqLaraCjyEZwzA17GF3p8lwIvH2O9BVc1U1czk5OTuPBfHaBvgBavxG2MC5++snhTvz3TgUuCfIjKiwy6X4CkJHXlcjIgMafs3cI6v/Uxg2qZ0RoXbypzGmMD5M7gL8LyIJAFuYLmqVojI30VkFp4afj5wPYCIjAQeVtWlwHDgRRFp+11PqeqqXn4OjuOK9PxvszKPMaY7/Ap+VV3kY9uVnexbiGcAGFXNA2b2pIHmaDHeHr+VeYwx3WFn7gahaAt+Y0wPWPAHobb1eqzUY4zpDgv+INS2NLP1+I0x3WHBH4Rc4d4ev63Fb4zpBgv+IBRjPX5jTA9Y8AchV3uN34LfGBM4C/4g5LJZPcaYHrDgD0JtwW8rcxpjusOCPwjNy0hi2eLxzE5P6O+mGGOCkL9LNpgBZEhUOD9bOrW/m2GMCVLW4zfGGIex4DfGGIex4DfGGIex4DfGGIex4DfGGIex4DfGGIex4DfGGIex4DfGGIcRVe3vNhxFREqBPd08fBhQ1ovNGYzsNeqavUb+sdepa8frNRqjqsn+7Dggg78nRCRLVTP7ux0Dmb1GXbPXyD/2OnVtIL5GVuoxxhiHseA3xhiHGYzB/2B/NyAI2GvUNXuN/GOvU9cG3Gs06Gr8xhhjjm0w9viNMcYcw6AJfhE5T0Q+FZGdIvKT/m7PQCEiaSLyHxHJEZGtInKTd/tQEVktIrnen4n93db+JiKhIvKxiPzbe3uciKzzvkbPiIijL3kmIgki8pyIbPe+n+bZ++hoIvI9799atoj8U0SiBtp7aVAEv4iEAvcB5wPTgC+LyLT+bdWA0Qx8X1WnAqcCy72vzU+At1R1IvCW97bT3QTkdLh9J/Bn72tUAXyjX1o1cNwDrFLVKcBMPK+VvY86EJFRwHeBTFWdAYQCVzDA3kuDIviBucBOVc1T1SbgaeDifm7TgKCqRar6kfffNXj+WEfheX2e8O72BPD5/mnhwCAio4ELgIe9twU4E3jOu4ujXyMRiQMWA48AqGqTqlZi7yNfwoBoEQkDXEARA+y9NFiCfxSwr8PtAu8204GIjAVmA+uA4apaBJ4PByCl/1o2INwN/Aho9d5OAipVtdl72+nvqfFAKfCYtxz2sIjEYO+jw6jqfuAuYC+ewK8CNjLA3kuDJfjFxzabrtSBiMQCzwM3q2p1f7dnIBGRC4ESVd3YcbOPXZ38ngoD5gD3q+psoBaHl3V88Y5xXAyMA0YCMXhK0Efq1/fSYAn+AiCtw+3RQGE/tWXAEZFwPKH/pKq+4N1cLCIjvPePAEr6q30DwALgIhHJx1MmPBPPN4AE79d1sPdUAVCgquu8t5/D80Fg76PDLQF2q2qpqrqBF4D5DLD30mAJ/g3ARO/IeQSewZQV/dymAcFbq34EyFHVP3W4awVwlfffVwEvH++2DRSq+lNVHa2qY/G8d95W1a8C/wG+4N3N6a/RAWCfiEz2bjoL2Ia9j460FzhVRFzev72212lAvZcGzQlcIrIUTy8tFHhUVW/v5yYNCCKyEHgP+ITP6tc/w1PnfxZIx/Nm/aKqlvdLIwcQETkd+IGqXigi4/F8AxgKfAx8TVUb+7N9/UlEZuEZ/I4A8oBr8HQe7X3UgYjcBnwJz4y6j4Fv4qnpD5j30qAJfmOMMf4ZLKUeY4wxfrLgN8YYh7HgN8YYh7HgN8YYh7HgN8YYh7HgN8YYh7HgN8YYh7HgN8YYh/n/jF1nfWQeiBkAAAAASUVORK5CYII=\n", + "image/png": 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\n", "text/plain": [ - "<matplotlib.figure.Figure at 0x7f0fda150630>" + "<matplotlib.figure.Figure at 0x7fdc1044b7b8>" ] }, "metadata": { @@ -834,7 +708,7 @@ "\n", "Looks like the magic lies within this scaling. More reading to do...\n", "\n", - "The commercial meter showed values between 96% and 97%. This implementation shows 96.5% to 98%. Not too bad I guess." + "The commercial meter showed values between 96% and 97%. This implementation shows 98%. To be tested at lower values." ] } ],